diff --git a/.gitignore b/.gitignore
new file mode 100644
index 00000000..92f9fdb1
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,45 @@
+
+# Created by https://www.gitignore.io/api/windows,jupyternotebooks
+# Edit at https://www.gitignore.io/?templates=windows,jupyternotebooks
+
+### JupyterNotebooks ###
+# gitignore template for Jupyter Notebooks
+# website: http://jupyter.org/
+
+.ipynb_checkpoints
+*/.ipynb_checkpoints/*
+
+# IPython
+profile_default/
+ipython_config.py
+
+# Remove previous ipynb_checkpoints
+#   git rm -r .ipynb_checkpoints/
+
+### Windows ###
+# Windows thumbnail cache files
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+
+# End of https://www.gitignore.io/api/windows,jupyternotebooks
\ No newline at end of file
diff --git a/DataSets/Stock_prediction_PNG/Prophet_stock_prediction_2018-2020.png b/DataSets/Stock_prediction_PNG/Prophet_stock_prediction_2018-2020.png
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index 00000000..35a0910e
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diff --git a/DataSets/Stock_prediction_PNG/Tech_companies_2010-2020_evolution.png b/DataSets/Stock_prediction_PNG/Tech_companies_2010-2020_evolution.png
new file mode 100644
index 00000000..4653e62b
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diff --git a/DataSets/Stock_prediction_PNG/tech_companies_correlation_matrix.png b/DataSets/Stock_prediction_PNG/tech_companies_correlation_matrix.png
new file mode 100644
index 00000000..007e4613
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diff --git a/DataSets/Stocks_raw_data/2018-2018_Twitter_activity_stock_evolution.png b/DataSets/Stocks_raw_data/2018-2018_Twitter_activity_stock_evolution.png
new file mode 100644
index 00000000..1d9df69c
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diff --git a/DataSets/Stocks_raw_data/AAPL_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/AAPL_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..7b029741
--- /dev/null
+++ b/DataSets/Stocks_raw_data/AAPL_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/AMZN_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/AMZN_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..56d27d49
--- /dev/null
+++ b/DataSets/Stocks_raw_data/AMZN_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/FB_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/FB_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..fdcd41c5
--- /dev/null
+++ b/DataSets/Stocks_raw_data/FB_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,1963 @@
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diff --git a/DataSets/Stocks_raw_data/F_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/F_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..d822b25d
--- /dev/null
+++ b/DataSets/Stocks_raw_data/F_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/GM_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/GM_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..ddccee8f
--- /dev/null
+++ b/DataSets/Stocks_raw_data/GM_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2340 @@
+Date,High,Low,Open,Close,Volume,Adj Close,avg_price
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diff --git a/DataSets/Stocks_raw_data/GOOG_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/GOOG_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..b34f0327
--- /dev/null
+++ b/DataSets/Stocks_raw_data/GOOG_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/MSFT_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/MSFT_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..6a693abd
--- /dev/null
+++ b/DataSets/Stocks_raw_data/MSFT_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
+Date,High,Low,Open,Close,Volume,Adj Close,avg_price
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diff --git a/DataSets/Stocks_raw_data/NDX_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/NDX_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..55935ef0
--- /dev/null
+++ b/DataSets/Stocks_raw_data/NDX_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2344 @@
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diff --git a/DataSets/Stocks_raw_data/NFLX_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/NFLX_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..8afcbd4d
--- /dev/null
+++ b/DataSets/Stocks_raw_data/NFLX_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/NSANY_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/NSANY_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..f679e0be
--- /dev/null
+++ b/DataSets/Stocks_raw_data/NSANY_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/TM_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/TM_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..614f585b
--- /dev/null
+++ b/DataSets/Stocks_raw_data/TM_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/TSLA_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/TSLA_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..ff74dbd7
--- /dev/null
+++ b/DataSets/Stocks_raw_data/TSLA_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2440 @@
+Date,High,Low,Open,Close,Volume,Adj Close,avg_price
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diff --git a/DataSets/Stocks_raw_data/UBER_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/UBER_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..6ac11d84
--- /dev/null
+++ b/DataSets/Stocks_raw_data/UBER_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,209 @@
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diff --git a/DataSets/Stocks_raw_data/VLKAF_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/VLKAF_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..77393b28
--- /dev/null
+++ b/DataSets/Stocks_raw_data/VLKAF_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2561 @@
+Date,High,Low,Open,Close,Volume,Adj Close,avg_price
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diff --git a/DataSets/Stocks_raw_data/^DJI_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/^DJI_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..2551a25e
--- /dev/null
+++ b/DataSets/Stocks_raw_data/^DJI_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/^GSPC_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/^GSPC_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..7f17417a
--- /dev/null
+++ b/DataSets/Stocks_raw_data/^GSPC_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/^IXIC_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/^IXIC_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..8cbe1123
--- /dev/null
+++ b/DataSets/Stocks_raw_data/^IXIC_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/^NDX_stocks_rate_2010-01-01_to_2020-03-08.csv b/DataSets/Stocks_raw_data/^NDX_stocks_rate_2010-01-01_to_2020-03-08.csv
new file mode 100644
index 00000000..ec45f557
--- /dev/null
+++ b/DataSets/Stocks_raw_data/^NDX_stocks_rate_2010-01-01_to_2020-03-08.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/df_Tech_merged.csv b/DataSets/Stocks_raw_data/df_Tech_merged.csv
new file mode 100644
index 00000000..e169152e
--- /dev/null
+++ b/DataSets/Stocks_raw_data/df_Tech_merged.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Stocks_raw_data/df_car_companies_merged.csv b/DataSets/Stocks_raw_data/df_car_companies_merged.csv
new file mode 100644
index 00000000..ec32fcdf
--- /dev/null
+++ b/DataSets/Stocks_raw_data/df_car_companies_merged.csv
@@ -0,0 +1,2562 @@
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diff --git a/DataSets/Tesla_car_sales/Prophet_prediction_car_production.png b/DataSets/Tesla_car_sales/Prophet_prediction_car_production.png
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index 00000000..9f5b0f24
Binary files /dev/null and b/DataSets/Tesla_car_sales/Prophet_prediction_car_production.png differ
diff --git a/DataSets/Tesla_car_sales/Prophet_prediction_stock_quarter_production.png b/DataSets/Tesla_car_sales/Prophet_prediction_stock_quarter_production.png
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index 00000000..3c1689d1
Binary files /dev/null and b/DataSets/Tesla_car_sales/Prophet_prediction_stock_quarter_production.png differ
diff --git a/DataSets/Tesla_car_sales/Tesla-2025-production_prevision.csv b/DataSets/Tesla_car_sales/Tesla-2025-production_prevision.csv
new file mode 100644
index 00000000..aeb7c6dc
--- /dev/null
+++ b/DataSets/Tesla_car_sales/Tesla-2025-production_prevision.csv
@@ -0,0 +1,28 @@
+Quarter;;2025;;;;;;
+"Production
+Model S                                  '
+-,";;35 964;;;;;"ASP
+98.839";
+Model X;;71 076;;;;1;03 839;
+Model 3;;887.800 ';;;;;45 130;
+Semi;;64 400;;;;1;65 000;
+Model Y                                    ';;920.000 ,;;;;;49 130;
+I;;;;;;;;
+Roadster;3 450;;;;200 000;;;
+Pick-Up;690 000;;;;58 669;;;
+Model 25k;885 500;;;;31 591;;;
+;3 558 190,;;;;49 437;;;
+Revenues (In thousands)                                                                        Growth;;;;;;;;
+Model S I X;;;10 935 107;;;1;;00,1%
+Model 3;;;40 059 265;;;;;97,7%
+Semi;;;10 626 000;;;1;;75,0%
+Model Y;;;45 199 876;;;1;;01,4%
+Roadster;;;690 000;;;1;;50,0%
+Pick-Up;;;40 441 711;;;1;;46,4%
+"Model 25k
+ZEV Credits";;;27 955 632;;;1;;31,9%
+Automotive Revenues;;;175 907 591;;;1;;15,8%
+Energy Storage Systems;ESS;;97 237 012;;;1;;51,8%
+Energy Generation PV;;;8 036 750;;;1;;41,2%
+Services and others;;;14 952 145;;;1;;15,8%
+Revenue Total               296.133.499         126,3%;;;;;;;;
diff --git a/DataSets/Tesla_car_sales/Tesla_car_sales_2008_2018.csv b/DataSets/Tesla_car_sales/Tesla_car_sales_2008_2018.csv
new file mode 100644
index 00000000..45083e0c
--- /dev/null
+++ b/DataSets/Tesla_car_sales/Tesla_car_sales_2008_2018.csv
@@ -0,0 +1,41 @@
+Year,Quarter,Months,Total Vehicles,New Vehicles
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+2009,1,Jan-Mar,320,220
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+2013,2,Apr-Jun,15153,5150
+2013,3,Jul-Sep,20653,5500
+2013,4,Oct-Dec,27545,6892
+2014,1,Jan-Mar,34002,6457
+2014,2,Apr-Jun,41581,7579
+2014,3,Jul-Sep,49366,7785
+2014,4,Oct-Dec,59200,9834
+2015,1,Jan-Mar,69245,10045
+2015,2,Apr-Jun,80777,11532
+2015,3,Jul-Sep,92380,11603
+2015,4,Oct-Dec,109858,17478
+2016,1,Jan-Mar,124668,14810
+2016,2,Apr-Jun,139070,14402
+2016,3,Jul-Sep,163891,24821
+2016,4,Oct-Dec,186143,22252
+2017,1,Jan-Mar,211194,25051
+2017,2,Apr-Jun,233220,22026
+2017,3,Jul-Sep,259357,26137
+2017,4,Oct-Dec,289324,29967
+2018,1,Jan-Mar,319321,29997
\ No newline at end of file
diff --git a/DataSets/Tesla_car_sales/Tesla_car_sales_2015_2019.csv b/DataSets/Tesla_car_sales/Tesla_car_sales_2015_2019.csv
new file mode 100644
index 00000000..9bd7b8cc
--- /dev/null
+++ b/DataSets/Tesla_car_sales/Tesla_car_sales_2015_2019.csv
@@ -0,0 +1,6 @@
+Year,Q1,Q2,Q3,Q4
+2015,0,0,0,17400
+2016,14820,14370,24500,22200
+2017,25000,22000,26150,29870
+2018,29980,40740,83500,90700
+2019,63000,95200,97000,112000
diff --git a/DataSets/Tesla_car_sales/car_correlation.png b/DataSets/Tesla_car_sales/car_correlation.png
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diff --git a/DataSets/Tesla_car_sales/car_production_stock_evolution.png b/DataSets/Tesla_car_sales/car_production_stock_evolution.png
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diff --git a/DataSets/Tesla_car_sales/car_production_stock_history.png b/DataSets/Tesla_car_sales/car_production_stock_history.png
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diff --git a/DataSets/Tesla_car_sales/tesla-vehicle-sales-by-quarters.zip b/DataSets/Tesla_car_sales/tesla-vehicle-sales-by-quarters.zip
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diff --git a/DataSets/Tesla_car_sales/tesla_total_sales_2008_2019.csv b/DataSets/Tesla_car_sales/tesla_total_sales_2008_2019.csv
new file mode 100644
index 00000000..63d4317b
--- /dev/null
+++ b/DataSets/Tesla_car_sales/tesla_total_sales_2008_2019.csv
@@ -0,0 +1,48 @@
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+2019,1,62975,12100
+2019,2,72548,22652
+2019,3,79837,17163
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@@ -0,0 +1,101 @@
+date,text,retweets,replies,favorites,tweet_interactions,permalink,to,hashtags,mentions
+2019-11-24,Cybertruck pulls F-150 uphill,116793,16494,670614,803901,https://twitter.com/elonmusk/status/1198751258384818176,,,
+2019-11-22,Nobody *expects* the Cybertruck,48265,14548,438698,501511,https://twitter.com/elonmusk/status/1197768038415659008,,,
+2020-01-29,A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago,37648,4488,366829,408965,https://twitter.com/elonmusk/status/1222597315023654912,,,
+2019-11-23,Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvements to make before production haha.,38694,8478,328580,375752,https://twitter.com/elonmusk/status/1198090787520598016,,,
+2020-01-07,At Tesla Giga Shanghai NSFW!!,37175,7420,306826,351421,https://twitter.com/elonmusk/status/1214483582363693057,,,
+2019-04-23,"Tesla is going to develop a quiet, electric leafblower",24939,10392,314387,349718,https://twitter.com/elonmusk/status/1120831425169674240,,,
+2019-11-23,"146k Cybertruck orders so far, with 42% choosing dual, 41% tri & 17% single motor",24714,7734,303872,336320,https://twitter.com/elonmusk/status/1198344195317985280,,,
+2019-02-20,4000 Tesla cars loading in SF for Europe,17929,5107,217917,240953,https://twitter.com/elonmusk/status/1098009983931707393,,,
+2019-03-30,Tesla Semi delivering Tesla cars,16803,3115,203911,223829,https://twitter.com/elonmusk/status/1112106548363292672,,,
+2018-11-29,"You can summon your Tesla from your phone. Only short distances today, but in a few years summon will work from across the continent.",26440,3364,183792,213596,https://twitter.com/elonmusk/status/1067967799547449344,RodneyHansen,,
+2019-12-19,Tesla Moth Mode (better late than never),21216,1329,190633,213178,https://twitter.com/elonmusk/status/1207572562466738177,,,
+2019-04-24,Tesla blows haha,18694,1979,190543,211216,https://twitter.com/elonmusk/status/1120842338836725760,,,
+2019-05-03,Changing Tesla horn sound to ,16309,3899,184086,204294,https://twitter.com/elonmusk/status/1124124507273175040,,,
+2018-01-07,"Gonna put an old school drive-in, roller skates & rock restaurant at one of the new Tesla Supercharger locations in LA",16592,4430,181209,202231,https://twitter.com/elonmusk/status/949831212326993920,,,
+2018-10-12,"Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Earth. Even if your faith in humanity is faltering, this is worth caring about. Support makes a difference. Thank you.",26692,3787,169664,200143,https://twitter.com/elonmusk/status/1050809258659344384,,,
+2018-04-18,Tesla batteries are currently live & delivering power at 662 locations in Puerto Rico. Team is working 24/7 to activate several hundred more.,33313,2095,154907,190315,https://twitter.com/elonmusk/status/986746909153869824,nowthisnews,,
+2019-11-22,"Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at",17197,11615,159333,188145,https://twitter.com/elonmusk/status/1197986509950861312,,,
+2020-01-01,Congratulations Tesla & SpaceX on great 2019! You rock!! Looking forward to epic 2020 ,8245,2192,168096,178533,https://twitter.com/elonmusk/status/1212264717617639424,,,
+2020-01-12,Teslas will soon talk to people if you want. This is real.,14586,3446,156577,174609,https://twitter.com/elonmusk/status/1216198285792358400,,,
+2019-11-24,"Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected technology announcements next year",8144,4015,159615,171774,https://twitter.com/elonmusk/status/1198723473708699648,,,
+2019-12-07,Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you! ,5559,4399,161012,170970,https://twitter.com/elonmusk/status/1203463366968135680,,,
+2017-12-26,"Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new company that all experts said would fail. So much blood, sweat & tears from the Tesla team went into creating cars that you’d truly love. I hope you do. How can we improve further?",12759,15185,134409,162353,https://twitter.com/elonmusk/status/945712432416137217,,,
+2018-07-01,"7000 cars, 7 days Tesla Team ",12972,4833,143059,160864,https://twitter.com/elonmusk/status/1013519243030253570,,,
+2018-05-22,Just wanted to say thanks to all Tesla supporters. I damn well love you.,8920,4551,142280,155751,https://twitter.com/elonmusk/status/998786412970369024,,,
+2018-11-10,"If Tesla can help people in California wildfire, please let us know. Model S & X have hospital grade HEPA filters. Maybe helpful for transporting people.",15199,2627,133823,151649,https://twitter.com/elonmusk/status/1061123924354875393,,,
+2018-04-01,"Tesla Goes Bankrupt Palo Alto, California, April 1, 2018 -- Despite intense efforts to raise money, including a last-ditch mass sale of Easter Eggs, we are sad to report that Tesla has gone completely and totally bankrupt. So bankrupt, you can't believe it.",22333,3862,124192,150387,https://twitter.com/elonmusk/status/980566101124722688,,,
+2019-02-20,"Tesla made 0 cars in 2011, but will make around 500k in 2019",9573,2393,137915,149881,https://twitter.com/elonmusk/status/1098013283372589056,,,
+2019-12-22,"If Tesla & SpaceX go bankrupt, so will I. As it should be.",8068,2091,136779,146938,https://twitter.com/elonmusk/status/1208831048026509312,,,
+2017-11-12,Tesla Semi Truck unveil to be webcast live on Thursday at 8pm! This will blow your mind clear out of your skull and into an alternate dimension. Just need to find my portal gun ...,25094,2754,114368,142216,https://twitter.com/elonmusk/status/929823757635481600,,,
+2018-10-29,Deleted my Tesla titles last week to see what would happen. I’m now the Nothing of Tesla. Seems fine so far.,9183,3710,128903,141796,https://twitter.com/elonmusk/status/1057010155332628481,,,
+2017-11-17,Tesla Semi,22722,2059,116082,140863,https://twitter.com/elonmusk/status/931412020016029696,,,
+2019-11-21,Tesla Cybertruck (pressurized edition) will be official truck of Mars,10818,2439,126224,139481,https://twitter.com/elonmusk/status/1197627433970589696,,,
+2018-05-14,"It’s super messed up that a Tesla crash resulting in a broken ankle is front page news and the ~40,000 people who died in US auto accidents alone in past year get almost no coverage https://www.washingtonpost.com/business/tesla-with-autopilot-slams-into-truck-stopped-at-red-light/2018/05/12/18d2e740-563e-11e8-a6d4-ca1d035642ce_story.html?noredirect=on&utm_term=.7466cb626644",22987,4154,109034,136175,https://twitter.com/elonmusk/status/996131586469842945,,,
+2018-04-01,"Elon was found passed out against a Tesla Model 3, surrounded by ""Teslaquilla"" bottles, the tracks of dried tears still visible on his cheeks. This is not a forward-looking statement, because, obviously, what's the point? Happy New Month!",18887,3293,113590,135770,https://twitter.com/elonmusk/status/980566116614291456,,,
+2019-07-27,"Ability to stream YouTube & Netflix when car is stopped coming to your Tesla soon! Has an amazingly immersive, cinematic feel due to the comfy seats & surround sound audio.",9304,2277,121750,133331,https://twitter.com/elonmusk/status/1155179932474957825,,,
+2019-11-24,"Reason Cybertruck is so planar is that you can’t stamp ultra-hard 30X steel, because it breaks the stamping press",8205,3233,117217,128655,https://twitter.com/elonmusk/status/1198700591465156608,,,
+2019-06-29,"Yes, but still a bit too limited on range. That will change in coming years as battery energy density improves.",4231,1306,121022,126559,https://twitter.com/elonmusk/status/1145115024114896896,Ninja,,
+2020-02-02,Tesla will hold a super fun AI party/hackathon at my house with the Tesla AI/autopilot team in about four weeks. Invitations going out soon.,6122,7391,110508,124021,https://twitter.com/elonmusk/status/1224087317364854785,,,
+2019-05-31,New Tesla Summon will ur ,6343,1977,113382,121702,https://twitter.com/elonmusk/status/1134578076661141504,,,
+2018-08-11,Short shorts coming soon to Tesla merch,15442,2528,102469,120439,https://twitter.com/elonmusk/status/1028121465785405441,,,
+2018-08-07,Am considering taking Tesla private at $420. Funding secured.,16006,6222,90260,112488,https://twitter.com/elonmusk/status/1026872652290379776,,,
+2020-02-09,Order at https://www.tesla.com/solarroof,7987,2551,101468,112006,https://twitter.com/elonmusk/status/1226634613151412224,Tesla,,
+2020-01-22,Want to play The Witcher game on your Tesla? (you can already watch the show on Tesla Netflix theater),9382,4368,87424,101174,https://twitter.com/elonmusk/status/1219881215156801537,,,
+2020-01-08, Tesla China Team Such amazing progress!!,3097,1692,95192,99981,https://twitter.com/elonmusk/status/1214956305808527361,,,
+2017-12-02,Payload will be my midnight cherry Tesla Roadster playing Space Oddity. Destination is Mars orbit. Will be in deep space for a billion years or so if it doesn’t blow up on ascent.,15834,3846,79087,98767,https://twitter.com/elonmusk/status/936782477502246912,,,
+2019-11-01,Tesla Solarglass vs Happy Halloween!!,5078,1259,88326,94663,https://twitter.com/elonmusk/status/1190094817084051456,,,
+2018-10-25,Massive thanks to Tesla owners & supporters. We wouldn’t be here without you.,3920,2100,88559,94579,https://twitter.com/elonmusk/status/1055362206798307328,,,
+2018-08-01,"If you’re into video game development, consider applying to Tesla. We want to make super fun games that integrate the center touch screen, phone & car irl.",11532,4384,74545,90461,https://twitter.com/elonmusk/status/1024758123406323712,,,
+2019-11-06,Cybertruck unveil on Nov 21 in LA near SpaceX rocket factory,7899,2348,77951,88198,https://twitter.com/elonmusk/status/1192113294036754432,,,
+2017-09-13,Tesla Semi truck unveil & test ride tentatively scheduled for Oct 26th in Hawthorne. Worth seeing this beast in person. It's unreal.,14265,1805,69286,85356,https://twitter.com/elonmusk/status/908108029777686528,,,
+2018-06-26,"What would you love to see in a Tesla pickup truck? I have a few things in mind, but what do you think are small, but important nuances & what would be seriously next level?",4753,26580,53240,84573,https://twitter.com/elonmusk/status/1011672532838055937,,,
+2019-10-23,Tesla Q3 results: - Shanghai Giga ahead of schedule - Model Y ahead of schedule - Solar installs +48% from Q2 - GAAP profitable - Positive free cash flow,6819,2195,74760,83774,https://twitter.com/elonmusk/status/1187113794234793984,,,
+2017-07-03,Wanted to say thanks to all that own or ordered a Tesla. It matters to us that you took a risk on a new car company. We won't forget.,7923,3556,71622,83101,https://twitter.com/elonmusk/status/882007043472728064,,,
+2018-11-09,Please lmk what you’d most like improved/fixed about your Tesla. Thanks!,2193,22527,58147,82867,https://twitter.com/elonmusk/status/1060759329039515648,,,
+2019-01-01,Congratulations @Tesla team!!,3192,1088,78487,82767,https://twitter.com/elonmusk/status/1080000130407776264,,,@Tesla
+2017-06-01,India commits to sell only electric cars by 2030. It is already the largest market for solar power.,24806,1815,55884,82505,https://twitter.com/elonmusk/status/870411649621999617,,,
+2018-12-09,"If you have a Tesla built in past 2 years, definitely try Navigate on Autopilot. It will blow your mind. Automatically passes slow cars & takes highway interchanges & off-ramps.",5318,1739,73970,81027,https://twitter.com/elonmusk/status/1071844948553609216,,,
+2018-06-12,"Difficult, but necessary Tesla reorg underway. My email to the company has already leaked to media. Here it is unfiltered:",10132,1865,68809,80806,https://twitter.com/elonmusk/status/1006597562156003328,,,
+2019-10-28,"If you’re directly affected by wildfire power outages, Tesla is reducing Solar+Powerwall prices by $1000 as of today",4862,854,71656,77372,https://twitter.com/elonmusk/status/1188880437067665408,,,
+2019-02-27,Some Tesla news,2052,2154,70778,74984,https://twitter.com/elonmusk/status/1100672354932256773,,,
+2019-05-19,"Tesla does not advertise or pay for endorsements. Instead, we use that money to make the product great.",6243,1577,64520,72340,https://twitter.com/elonmusk/status/1129924410339495937,Teslarati,,
+2018-06-09,"SpaceX option package for new Tesla Roadster will include ~10 small rocket thrusters arranged seamlessly around car. These rocket engines dramatically improve acceleration, top speed, braking & cornering. Maybe they will even allow a Tesla to fly …",8786,2109,61413,72308,https://twitter.com/elonmusk/status/1005577738332172289,,,
+2019-12-20,"Tesla holiday software update has FSD sneak preview, Stardew Valley, Lost Backgammon & a few other things",3224,1910,66533,71667,https://twitter.com/elonmusk/status/1207865226604863488,,,
+2019-05-25,Beautiful solar sail,5657,1523,63011,70191,https://twitter.com/elonmusk/status/1132342021031464960,SpaceX,,
+2018-12-19,Tesla in @boringcompany tunnel with retractable wheel gear that turns a car into a rail-guided train & back again,8842,1580,59303,69725,https://twitter.com/elonmusk/status/1075227467239940096,,,@boringcompany
+2019-01-27,Tap Tesla logo at top of your car’s touchscreen & wait 10 secs to open special features box,3066,1698,64195,68959,https://twitter.com/elonmusk/status/1089621398409011200,,,
+2019-11-16,Cybertruck unveil Thursday night,6105,1992,60685,68782,https://twitter.com/elonmusk/status/1195504767818055680,,,
+2017-04-13,Tesla Semi truck unveil set for September. Team has done an amazing job. Seriously next level.,14922,1825,51612,68359,https://twitter.com/elonmusk/status/852580027178696704,,,
+2019-08-20,Might make sense to have thousands of solar reflector satellites to warm Mars vs artificial suns (tbd),3614,2313,62217,68144,https://twitter.com/elonmusk/status/1163874793113866240,,,
+2019-12-26,"Just swipe down on Tesla nav button for car to automatically navigate to home, work or destination in calendar",2341,1229,62579,66149,https://twitter.com/elonmusk/status/1210270551236730880,,,
+2017-08-05,Officially verified as the first production electric car to exceed 1000km on a single charge! Congratulations Tesla Owners Italia!!,14050,927,50662,65639,https://twitter.com/elonmusk/status/893920554821931008,TeslaOwnersIT,,
+2019-07-02,Congratulations Tesla team & thanks to all the new Tesla owners!! ,4409,1726,59501,65636,https://twitter.com/elonmusk/status/1146152051434381313,CNBCnow,,
+2019-10-25,"Maybe call Tesla solar roof tiles product Solarglass? Like Dragonglass, but solar!",2856,1816,60585,65257,https://twitter.com/elonmusk/status/1187814633496690688,,,
+2017-02-15,"In appreciation, Tesla is providing all repair costs free of charge and expedited.",14578,854,49695,65127,https://twitter.com/elonmusk/status/831972613912080384,elonmusk,,
+2018-09-25, Tesla Owners ,2941,2705,58197,63843,https://twitter.com/elonmusk/status/1044688678042271744,elonmusk,,
+2017-10-06,Tesla Semi unveil now Nov 16. Diverting resources to fix Model 3 bottlenecks & increase battery production for Puerto Rico & other affected areas.,9175,2027,52098,63300,https://twitter.com/elonmusk/status/916395155120205825,,,
+2019-10-09,Tesla software V10.0 comes with karaoke ,4156,1416,57625,63197,https://twitter.com/elonmusk/status/1181988180326633472,,,
+2018-05-20,Will soon enable Tesla owners to request service from their phone with a few taps. Tesla Ranger will come to you to take care of your car. No need to bring the car in yourself & zero paperwork.,4730,1226,57173,63129,https://twitter.com/elonmusk/status/998082149356994560,,,
+2019-04-23,"Over a million combustion engine (it’s right there in the name!) car fires per year & thousands of deaths, but one Tesla car fire with no injuries gets biggest headlines. Why the double standard? This is a real question.",5905,1231,55216,62352,https://twitter.com/elonmusk/status/1120801643115663360,,,
+2019-08-30,https://twitter.com/Teslarati/status/1167410401878974465,4621,501,54572,59694,https://twitter.com/elonmusk/status/1167438474972139521,,,
+2019-07-09,Would be cool if car took you to a random fun place traveled to by other Tesla owners in the area,1464,857,56737,59058,https://twitter.com/elonmusk/status/1148672538186137601,kvlly,,
+2017-06-09,Few people know that we started Tesla when GM forcibly recalled all electric cars from customers in 2003 & then crushed them in a junkyard,13744,1481,43531,58756,https://twitter.com/elonmusk/status/873116351316938753,,,
+2019-05-17,This is why we put extra filters in all Tesla cars. S & X even have hospital operating room grade HEPA filters.,4160,1126,53143,58429,https://twitter.com/elonmusk/status/1129459107952332800,elonmusk,,
+2018-12-09,"Already testing traffic lights, stop signs & roundabouts in development software. Your Tesla will soon be able to go from your garage at home to parking at work with no driver input at all.",5317,1431,51591,58339,https://twitter.com/elonmusk/status/1071845439140327424,,,
+2020-02-16,"Tesla is ramping up Solar Roof installation across the USA! Training will be provided, so no prior experience needed. Apply at",5362,1976,50923,58261,https://twitter.com/elonmusk/status/1228849721013346304,,,
+2018-10-23,"Get this question a lot, so need to clarify that there’s no such thing as a Tesla “refresh”. Other car companies do this every ~3 years, but Tesla constantly upgrades vehicle hardware every week.",3188,1205,53859,58252,https://twitter.com/elonmusk/status/1054812318096216064,,,
+2018-10-18,"Just released lower cost, mid-range Tesla Model 3 & super simple new order page",5505,3380,47660,56545,https://twitter.com/elonmusk/status/1053060766771761152,,,
+2018-05-22,"We’re going to include some fun games as hidden Easter eggs in Tesla S, X & 3. What do you think would be most fun in a car using the center touch screen?",2554,13444,40400,56398,https://twitter.com/elonmusk/status/998988641702526977,,,
+2018-12-09,"Tesla history trivia: we didn’t actually come up with the Tesla Motors name. Bought trademark off Brad Siewert for $75k in late 2004. He’d originally filed for it in 1994. Our alternative name was Faraday, which was used by a competitor several years later.",5067,1180,49616,55863,https://twitter.com/elonmusk/status/1071613648085311488,60Minutes,,
+2019-01-22,Tesla Sentry Mode coming soon for all cars with Enhanced Autopilot,3613,1377,50862,55852,https://twitter.com/elonmusk/status/1087849475622588416,dmbfanmd,,
+2019-08-18,Tesla Solar just relaunched. Lmk what you think …,3352,4959,47518,55829,https://twitter.com/elonmusk/status/1163020430136844288,,,
+2018-10-27,Tesla Autopilot Drive on Navigation going to wide release in North America tonight,3747,1611,50353,55711,https://twitter.com/elonmusk/status/1056001102385049601,,,
+2019-04-23,"Reality is a Tesla, like most electric cars, is over 500% *less* likely to catch fire than combustion engine cars, which carry massive amounts of highly flammable fuel. Why is this never mentioned?",3999,1246,49672,54917,https://twitter.com/elonmusk/status/1120802953130995714,,,
+2020-01-14,T-shirt is bulletproof & makes u buff! https://shop.tesla.com/en_ca/product/men_s-cybertruck-bulletproof-tee?sku=7654399-00-A,3172,2003,49683,54858,https://twitter.com/elonmusk/status/1217144162757120000,,,
+2020-01-25,"A Tesla works as a boat for short periods of time, as an electric car has no air intake or exhaust to block & battery/motor/electronics are water-sealed. Submarines are just underwater EVs. https://m.youtube.com/watch?v=cBYFo6fXPvU",5210,1312,48328,54850,https://twitter.com/elonmusk/status/1221176639339425792,ThingsWork,,
+2019-04-08,The Tesla Full Self-Driving Computer now in production is at about 5% compute load for these tasks or 10% with full fail-over redundancy,5690,1090,48022,54802,https://twitter.com/elonmusk/status/1115337505824432128,DrCamiloOrtiz,,
+2020-02-15,Tesla Model S estimated EPA range is now above 390 miles or ~630 km,3717,1769,48937,54423,https://twitter.com/elonmusk/status/1228540886826418178,,,
+2018-10-12,Teslaquila coming soon …,6268,1476,46552,54296,https://twitter.com/elonmusk/status/1050788043907448834,CNBCi,,
+2020-02-02,"“At Tesla, using AI to solve self-driving isn’t just icing on the cake, it the cake” - @lexfridman Join AI at Tesla! It reports directly to me & we meet/email/text almost every day. My actions, not just words, show how critically I view (benign) AI.",5362,1775,46915,54052,https://twitter.com/elonmusk/status/1224043531951583233,,,@lexfridman
+2019-12-07,"Super strong roof that generates clean energy, looks great & costs less than a normal roof plus solar panels! http://Tesla.com/solarglass",4035,1699,48248,53982,https://twitter.com/elonmusk/status/1203173838378323973,Tesla,,
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+date,text,retweets,replies,favorites,tweet_interactions,permalink,to,hashtags,mentions
+2020-02-25,Teslas in a tunnel. Happening in Vegas rn.,161,125,2749,3035,https://twitter.com/elonmusk/status/1232219164200312833,cleantechnica,,
+2020-02-22,Getting there was super hard. Very proud of Tesla team!,568,615,20926,22109,https://twitter.com/elonmusk/status/1231332796964032512,,,
+2020-02-21,"Btw, in some prior tweets I’d said production Cybertruck would be ~80” wide (vs ~84” body width at unveil). This is slightly too small. Will be closer to 82”, but come standard with upper laser blade lights.",236,324,4287,4847,https://twitter.com/elonmusk/status/1230959056128372736,elonmusk,,
+2020-02-17,"All orgs developing advanced AI should be regulated, including Tesla",265,109,1904,2278,https://twitter.com/elonmusk/status/1229546793811226627,elonmusk,,
+2020-02-16,"Tesla is ramping up Solar Roof installation across the USA! Training will be provided, so no prior experience needed. Apply at",5362,1976,50923,58261,https://twitter.com/elonmusk/status/1228849721013346304,,,
+2020-02-15,Tesla Model S estimated EPA range is now above 390 miles or ~630 km,3717,1769,48937,54423,https://twitter.com/elonmusk/status/1228540886826418178,,,
+2020-02-10,This is incorrect. No air suspension planned for 3/Y. Only S/X & Cybertruck have/will have air suspension.,507,380,9586,10473,https://twitter.com/elonmusk/status/1226989747098263552,Teslarati,,
+2020-02-10,The degree to which SolarGlass will positively effect the esthetics & energy sustainability of neighborhoods throughout the world is not yet well appreciated. This is a very important product.,1300,628,20384,22312,https://twitter.com/elonmusk/status/1226927146154758144,,,
+2020-02-10,"Tesla April company talk will be from our Giga New York factory, where we make SolarGlass & several other products. Will also offer customer & media tours.",1949,1016,37323,40288,https://twitter.com/elonmusk/status/1226926073532862465,,,
+2020-02-10,Should preface this saying that feedback from early Tesla Solar roof owners has been v positive. It’s stunning vs a regular roof in person imo. Photos don’t do it justice.,316,499,10192,11007,https://twitter.com/elonmusk/status/1226924143527940096,,,
+2020-02-10,"Its integrated roof & solar, so should be light enough for almost any home",55,25,1097,1177,https://twitter.com/elonmusk/status/1226923349479018496,brittanygayle98,,
+2020-02-10,"No problem. Snow and ice tend to slide off the Tesla SolarGlass due to lower surface roughness, so accumulates less than a normal roof. Even so, it’s very strong and can be walked on without breaking the glass tiles.",88,89,1206,1383,https://twitter.com/elonmusk/status/1226922175715627008,O2SupremeVermin,,
+2020-02-10,Sounds like we should open a Tesla Center there!,38,20,644,702,https://twitter.com/elonmusk/status/1226920273753997316,G_d_Photographr,,
+2020-02-10,Please let us know what improvements we can make to any aspect of Tesla SolarGlass roof! Critical feedback is much appreciated.,616,2029,19201,21846,https://twitter.com/elonmusk/status/1226920048918269952,,,
+2020-02-09,"Hard to believe that is high efficiency solar power seamlessly integrated into beautiful roof tiles. Great work by SolarGlass engineering, Giga NY factory & Tesla installation teams!",955,675,23202,24832,https://twitter.com/elonmusk/status/1226635243408543750,,,
+2020-02-09,Order at https://www.tesla.com/solarroof,7987,2551,101468,112006,https://twitter.com/elonmusk/status/1226634613151412224,Tesla,,
+2020-02-03,"Ok sure Btw, we recruit great engineers from almost anywhere in the world, so this shouldn’t be thought of as USA only. Also, work location can be Bay Area (preferred), but Austin (many of our chip designers are there) or potentially any Tesla Gigafactory.",238,254,5231,5723,https://twitter.com/elonmusk/status/1224218624514314240,flcnhvy,,
+2020-02-02,Tesla will hold a super fun AI party/hackathon at my house with the Tesla AI/autopilot team in about four weeks. Invitations going out soon.,6122,7391,110508,124021,https://twitter.com/elonmusk/status/1224087317364854785,,,
+2020-02-02,"Tesla will soon have over a million connected vehicles worldwide with sensors & compute needed for full self-driving, which is orders of magnitude more than everyone else combined, giving you the best possible dataset to work with",1003,465,13693,15161,https://twitter.com/elonmusk/status/1224045120670064641,,,
+2020-02-02,"“At Tesla, using AI to solve self-driving isn’t just icing on the cake, it the cake” - @lexfridman Join AI at Tesla! It reports directly to me & we meet/email/text almost every day. My actions, not just words, show how critically I view (benign) AI.",5362,1775,46915,54052,https://twitter.com/elonmusk/status/1224043531951583233,,,@lexfridman
+2020-01-29,A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago,37648,4488,366829,408965,https://twitter.com/elonmusk/status/1222597315023654912,,,
+2020-01-25,"A Tesla works as a boat for short periods of time, as an electric car has no air intake or exhaust to block & battery/motor/electronics are water-sealed. Submarines are just underwater EVs. https://m.youtube.com/watch?v=cBYFo6fXPvU",5210,1312,48328,54850,https://twitter.com/elonmusk/status/1221176639339425792,ThingsWork,,
+2020-01-25,"Sounds like we need to clear up a few things! Tesla won’t use this much net water on a daily basis. It’s possibly a rare peak usage case, but not an everyday event. Also, this is not a natural forest — it was planted for use as cardboard & only a small part will be used for GF4.",425,192,6271,6888,https://twitter.com/elonmusk/status/1220938613862436865,EvaFoxU,,
+2020-01-24,V3 Supercharger deployment will accelerate considerably this year,364,347,7054,7765,https://twitter.com/elonmusk/status/1220768333097771011,Erdayastronaut,,
+2020-01-22,Want to play The Witcher game on your Tesla? (you can already watch the show on Tesla Netflix theater),9382,4368,87424,101174,https://twitter.com/elonmusk/status/1219881215156801537,,,
+2020-01-21,Would like to take a moment to thank Michael & Ze’ev for helping Tesla. It was very hard work & both could’ve just rested on their laurels. Much appreciated .,86,43,1363,1492,https://twitter.com/elonmusk/status/1219667824991506433,elonmusk,,
+2020-01-21,Great talking with @thirdrowtesla!,103,89,1727,1919,https://twitter.com/elonmusk/status/1219656929015934976,flcnhvy,,@thirdrowtesla
+2020-01-17,"Munro’s analysis of Tesla engineering is accurate, both pro & con. I think he will appreciate some elements of the Model Y body design.",179,90,2417,2686,https://twitter.com/elonmusk/status/1218290871126216704,kekai,,
+2020-01-15,Just saw this today. Tesla refunds in general should be easy to get electronically & certainly through customer service. Will he addressed.,272,372,13406,14050,https://twitter.com/elonmusk/status/1217493904297058304,nntaleb,,
+2020-01-14,"Very true. What’s really mindblowing is how much energy the sun outputs & how little of it is absorbed by Earth. There is sooo much solar energy. We can solar power all of human civilization with a tiny % of Earth’s surface, which is a super tiny % of energy emitted by the sun.",454,196,4900,5550,https://twitter.com/elonmusk/status/1217179817772105728,ErlendMoberget,,
+2020-01-14,T-shirt is bulletproof & makes u buff! https://shop.tesla.com/en_ca/product/men_s-cybertruck-bulletproof-tee?sku=7654399-00-A,3172,2003,49683,54858,https://twitter.com/elonmusk/status/1217144162757120000,,,
+2020-01-12,Teslas will soon talk to people if you want. This is real.,14586,3446,156577,174609,https://twitter.com/elonmusk/status/1216198285792358400,,,
+2020-01-08, Tesla China Team Such amazing progress!!,3097,1692,95192,99981,https://twitter.com/elonmusk/status/1214956305808527361,,,
+2020-01-07,At Tesla Giga Shanghai NSFW!!,37175,7420,306826,351421,https://twitter.com/elonmusk/status/1214483582363693057,,,
+2020-01-01,Congratulations Tesla & SpaceX on great 2019! You rock!! Looking forward to epic 2020 ,8245,2192,168096,178533,https://twitter.com/elonmusk/status/1212264717617639424,,,
+2019-12-31,Thanks all Tesla club members for helping out! Looking forward to seeing you there tomorrow. ,159,114,3135,3408,https://twitter.com/elonmusk/status/1211836235762880512,teslaownersSV,,
+2019-12-30,Headed to Tesla Fremont factory tomorrow to help with vehicle deliveries,192,169,2464,2825,https://twitter.com/elonmusk/status/1211779406676611073,JaneidyEve,,
+2019-12-30,"Yeah, engineering is ~90% of my time at SpaceX & about ~60% at Tesla",122,57,2014,2193,https://twitter.com/elonmusk/status/1211586941931675649,EverydayTesla,,
+2019-12-30,"Direct drive using several Tesla Plaid motors in parallel for SN1. Simpler, lighter & more fault tolerant. Rear flaps each need ~1.5 megawatts. It’s like moving the entire wing of an aircraft!",119,46,1787,1952,https://twitter.com/elonmusk/status/1211556824442425344,Erdayastronaut,,
+2019-12-30,"Tesla merch def needs some love, but too many fish to fry rn",44,64,873,981,https://twitter.com/elonmusk/status/1211554346414067712,TeslaGong,,
+2019-12-30,Tesla uses that to wirebond cells to module current collectors. Is there a commercially available machine that can weld ~4mm full hard 301 stainless barrels & domes?,41,27,698,766,https://twitter.com/elonmusk/status/1211552159034171392,ajtourville,,
+2019-12-30,Amazing work by Tesla China team!! ,169,113,2860,3142,https://twitter.com/elonmusk/status/1211485911441117185,vincent13031925,,
+2019-12-30,Tesla app based payment will soon be rolled out WW. It’s tough making functionality work across so many regulatory domains.,45,30,665,740,https://twitter.com/elonmusk/status/1211461989467394049,BrianGilbert_,,
+2019-12-30,Is purchasing through the Tesla app not working?,27,22,365,414,https://twitter.com/elonmusk/status/1211460287540465664,BrianGilbert_,,
+2019-12-30,"Renewable energy production (solar, wind, geothermal), improving home insulation & electric transport will do the trick. Vegan/vegetarian helps a little, but isn’t critical. We should take the set of actions that maximize total public happiness!",213,157,1837,2207,https://twitter.com/elonmusk/status/1211458314770534400,teslaownersSV,,
+2019-12-29,Sorry about this. We will do our best. The Tesla production & delivery teams have been working super hard.,38,32,1089,1159,https://twitter.com/elonmusk/status/1211194577643810816,SMZGallagher,,
+2019-12-26,The overarching goal of Tesla engineering is maximize area under user happiness curve,171,110,2374,2655,https://twitter.com/elonmusk/status/1210293100616151040,elonmusk,,
+2019-12-26,We’re building out Superchargers as fast as possible! Need to ramp V3 Supercharger production.,56,77,939,1072,https://twitter.com/elonmusk/status/1210272817331073024,mobiledavidd,,
+2019-12-26,"Just swipe down on Tesla nav button for car to automatically navigate to home, work or destination in calendar",2341,1229,62579,66149,https://twitter.com/elonmusk/status/1210270551236730880,,,
+2019-12-26,"If you enter a longer distance than range, system should autonav to optimal Superchargers along the way. Is it not doing this correctly?",40,184,1017,1241,https://twitter.com/elonmusk/status/1210269213174034432,TesLatino,,
+2019-12-22,"Started Zip2 with ~$2k & ~$100k of student debt, rolled proceeds into X/PayPal, rolled proceeds again into SpaceX/Tesla, but these are all companies where I played fundamental founding role. Not right to ask others to put in money if I don’t put in mine.",873,177,12841,13891,https://twitter.com/elonmusk/status/1208832207801872385,TechnologicAli,,
+2019-12-22,"If Tesla & SpaceX go bankrupt, so will I. As it should be.",8068,2091,136779,146938,https://twitter.com/elonmusk/status/1208831048026509312,,,
+2019-12-22,"That’s certainly our impression, but it’s an old version of Tesla software, so effect is limited",104,86,2515,2705,https://twitter.com/elonmusk/status/1208671790706216960,RationalEtienne,,
+2019-12-21,We’re working on moving more cars to Florida. End of year delivery is intense! Very proud of Tesla team for all their hard work.,196,114,4520,4830,https://twitter.com/elonmusk/status/1208470170697527296,dealer_of_happy,,
+2019-12-20,"Tesla holiday software update has FSD sneak preview, Stardew Valley, Lost Backgammon & a few other things",3224,1910,66533,71667,https://twitter.com/elonmusk/status/1207865226604863488,,,
+2019-12-19,Tesla Moth Mode (better late than never),21216,1329,190633,213178,https://twitter.com/elonmusk/status/1207572562466738177,,,
+2019-12-08,"We’ll aim to have it come out same time as truck. Two seater electric ATV designed to work with Cybertruck will be fun! Electric dirt bikes would be cool too. We won’t do road bikes, as too dangerous. I was hit by a truck & almost died on one when I was 17.",661,777,12450,13888,https://twitter.com/elonmusk/status/1203464422674485248,teslaownersSV,,
+2019-12-07,Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you! ,5559,4399,161012,170970,https://twitter.com/elonmusk/status/1203463366968135680,,,
+2019-12-07,"He’s def wrong. Solar power is a Gigawatt per square km! All you need is a 100 by 100 mile patch in a deserted corner of Arizona, Texas or Utah (or anywhere) to more than power the entire USA. This analysis goes through calcs https://blogs.ucl.ac.uk/energy/2015/05/21/fact-checking-elon-musks-blue-square-how-much-solar-to-power-the-us/",677,453,4729,5859,https://twitter.com/elonmusk/status/1203178955211194368,JoeWBowles,,
+2019-12-07,"Super strong roof that generates clean energy, looks great & costs less than a normal roof plus solar panels! http://Tesla.com/solarglass",4035,1699,48248,53982,https://twitter.com/elonmusk/status/1203173838378323973,Tesla,,
+2019-12-07,Huge admiration & respect for the Tesla China team. Their talent & drive is amazing!,239,166,5048,5453,https://twitter.com/elonmusk/status/1203115312016547840,vincent13031925,,
+2019-12-01,Still can’t believe how hard it was to get http://Tesla.com!,113,91,1531,1735,https://twitter.com/elonmusk/status/1201259545911128065,elonmusk,,
+2019-12-01,"Tesla was almost called Faraday, as original holder of Tesla Motors trademark refused to sell it to us!",205,144,3091,3440,https://twitter.com/elonmusk/status/1201244266443366400,royalsociety,,
+2019-12-01,That’s why Cybertruck has active suspension height & damping control,225,147,4162,4534,https://twitter.com/elonmusk/status/1201006874599911424,Real_John_D,,
+2019-12-01,"With extreme effort, Cybertruck might hit a 0.30 drag coefficient, which would be insane for a truck. Requires tweaking many small details. https://en.m.wikipedia.org/wiki/Automobile_drag_coefficient",357,230,4093,4680,https://twitter.com/elonmusk/status/1200976907417702400,IntEngineering,,
+2019-11-27,"Yes, Cybertruck will have steel balls ",186,186,3367,3739,https://twitter.com/elonmusk/status/1199569673832009728,jpthorbjornsen,,
+2019-11-25,Cybertruck is inspired by games like Halo. Warthog irl!!,2042,412,17658,20112,https://twitter.com/elonmusk/status/1199069792251994112,Halo,,
+2019-11-24,Cybertruck pulls F-150 uphill,116793,16494,670614,803901,https://twitter.com/elonmusk/status/1198751258384818176,,,
+2019-11-24,"In general, this is something Tesla should do",40,42,1360,1442,https://twitter.com/elonmusk/status/1198747350069460992,TeslaOwnersofMA,,
+2019-11-24,"Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected technology announcements next year",8144,4015,159615,171774,https://twitter.com/elonmusk/status/1198723473708699648,,,
+2019-11-24,"Long term, it probably makes sense to build a smaller Cybertruck too",238,236,4449,4923,https://twitter.com/elonmusk/status/1198711241520242688,S_Padival,,
+2019-11-24,"We’re creating this alloy at Tesla. Not a problem to create a lot of it, but we’ll need to come up with new body manufacturing methods, as it can’t be made using standard methods.",128,147,2636,2911,https://twitter.com/elonmusk/status/1198704127439560705,annerajb,,
+2019-11-24,"Starship steel decision came first. We were going to use titanium skins for Cybertruck, but cold-rolled 30X stainless is much stronger.",238,143,7447,7828,https://twitter.com/elonmusk/status/1198702136231526401,flcnhvy,,
+2019-11-24,"Reason Cybertruck is so planar is that you can’t stamp ultra-hard 30X steel, because it breaks the stamping press",8205,3233,117217,128655,https://twitter.com/elonmusk/status/1198700591465156608,,,
+2019-11-23,"146k Cybertruck orders so far, with 42% choosing dual, 41% tri & 17% single motor",24714,7734,303872,336320,https://twitter.com/elonmusk/status/1198344195317985280,,,
+2019-11-23,Riding in the Cybertruck,1661,879,31545,34085,https://twitter.com/elonmusk/status/1198094738739486720,Teslarati,,
+2019-11-23,Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvements to make before production haha.,38694,8478,328580,375752,https://twitter.com/elonmusk/status/1198090787520598016,,,
+2019-11-22,"Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at",17197,11615,159333,188145,https://twitter.com/elonmusk/status/1197986509950861312,,,
+2019-11-22,"Will be an option to add solar power that generates 15 miles per day, possibly more. Would love this to be self-powered. Adding fold out solar wings would generate 30 to 40 miles per day. Avg miles per day in US is 30.",927,401,13949,15277,https://twitter.com/elonmusk/status/1197889310550216704,JRussell614,,
+2019-11-22,Tesla 2 person electric ATV will come at first as an option for Cybertruck,332,198,4038,4568,https://twitter.com/elonmusk/status/1197886803799232512,MoeSargi,,
+2019-11-22,Nobody *expects* the Cybertruck,48265,14548,438698,501511,https://twitter.com/elonmusk/status/1197768038415659008,,,
+2019-11-22,High time we had a Tesla coil!,78,77,1915,2070,https://twitter.com/elonmusk/status/1197712829177987072,DMC_Ryan,,
+2019-11-21,Cybertruck design influenced partly by The Spy Who Loved Me,1721,1228,20227,23176,https://twitter.com/elonmusk/status/1197638937109336066,,,
+2019-11-21,Coming soon! We’re working to complete the full Supercharger route from London to Shanghai.,145,110,2295,2550,https://twitter.com/elonmusk/status/1197637653903970304,ElenMatvievska,,
+2019-11-21,Tesla Cybertruck (pressurized edition) will be official truck of Mars,10818,2439,126224,139481,https://twitter.com/elonmusk/status/1197627433970589696,,,
+2019-11-20,"So many reporters gave Chanos airtime when he called Tesla a worthless fraud. Now that he has been proven wrong, silence …",557,371,4901,5829,https://twitter.com/elonmusk/status/1197235962171904000,TeslaTested,,
+2019-11-18,I’d be way too embarrassed to put that on a Tesla. It’s like a kid’s drawing.,49,121,1500,1670,https://twitter.com/elonmusk/status/1196296059204407296,farrxy,,
+2019-11-16,Cybertruck unveil Thursday night,6105,1992,60685,68782,https://twitter.com/elonmusk/status/1195504767818055680,,,
+2019-11-14,Semi-infinite,29,48,963,1040,https://twitter.com/elonmusk/status/1194824903104573440,fael097,,
+2019-11-13,Congrats to Tesla team on Model 3 winning best midsize car in Germany! ,2037,761,25831,28629,https://twitter.com/elonmusk/status/1194443851903180800,,,
+2019-11-06,Cybertruck unveil on Nov 21 in LA near SpaceX rocket factory,7899,2348,77951,88198,https://twitter.com/elonmusk/status/1192113294036754432,,,
+2019-11-06,This is based on an incorrect Electrek article. The Air Force asked me to speak at a startup conference called “Pitch Day” & I happened to mention Cybertruck. They don’t buy APCs. It’s the Air Force.,179,210,3794,4183,https://twitter.com/elonmusk/status/1192104361637208067,Teslarati,,
+2019-11-05,Fair point. Coming soon. We’re making foundational upgrades to the core Tesla corporate OS. 2FA right after that.,78,73,1643,1794,https://twitter.com/elonmusk/status/1191795051728269312,WillFealey,,
+2019-11-01,Tesla Solarglass vs Happy Halloween!!,5078,1259,88326,94663,https://twitter.com/elonmusk/status/1190094817084051456,,,
+2019-10-30,Walking on a Tesla Solarglass roof is definitely no problem!,77,114,1731,1922,https://twitter.com/elonmusk/status/1189662336837025792,TeslaNY,,
+2019-10-30,Thank for helping grow sustainable energy through solar!,1767,433,38948,41148,https://twitter.com/elonmusk/status/1189602825220702210,cleantechnica,,
+2019-10-30,Just a reminder that the Tesla Full Self-Driving option goes up by $1000 at midnight on Nov 1 for all regions that have Smart Summon. Order your car online at http://tesla.com.,795,744,15231,16770,https://twitter.com/elonmusk/status/1189350135614099457,,,
+2019-10-28,"Unfortunately, it’s hard to google Tesla solar links due to tons of ads & SEO. Go to http://tesla.com/solar to add solar to an existing roof & http://Tesla.com/solarglass for a new roof with integrated solar.",1912,1206,27794,30912,https://twitter.com/elonmusk/status/1188889708266315776,,,
+2019-10-28,"If you’re directly affected by wildfire power outages, Tesla is reducing Solar+Powerwall prices by $1000 as of today",4862,854,71656,77372,https://twitter.com/elonmusk/status/1188880437067665408,,,
+2019-10-28,"Apologies to those waiting for Solar/Powerwall outside California, as we are prioritizing those affected by wildfires",1338,405,37189,38932,https://twitter.com/elonmusk/status/1188879156332785664,,,
+2019-10-28,"Homes with solar sell for 4.1% more, according to Zillow. Adding a Powerwall battery is highly likely to increase home value too imo, as security against blackouts is increasingly important. https://www.zillow.com/research/solar-panels-house-sell-more-23798/amp/?__twitter_impression=true",924,415,14998,16337,https://twitter.com/elonmusk/status/1188862645123743745,,,
+2019-10-28,I’d recommend regular solar panels for flat roofs,37,29,995,1061,https://twitter.com/elonmusk/status/1188850739956703232,flcnhvy,,
+2019-10-28,Tesla Solar plus Powerwall battery backup for 24/7 clean energy & no blackouts at,1181,405,15172,16758,https://twitter.com/elonmusk/status/1188845221313802241,,,
+2019-10-27,Thanks to everyone at Tesla who worked so hard over the years to make our Fremont factory successful!,286,136,6614,7036,https://twitter.com/elonmusk/status/1188562950404984832,tesletter,,
+2019-10-26,"Yes, you can walk on the Tesla Solarglass roof. In stilettos, if you want ",147,128,1511,1786,https://twitter.com/elonmusk/status/1188142936036237313,AT61_AUE,,
+2019-10-26,Jerome is great! Tesla team in general is the strongest its ever been.,144,92,2770,3006,https://twitter.com/elonmusk/status/1188141324018405376,GerberKawasaki,,
+2019-10-25,Tesla Solarglass roof,2007,1107,23019,26133,https://twitter.com/elonmusk/status/1187842180892610560,,,
+2019-10-25,"Maybe call Tesla solar roof tiles product Solarglass? Like Dragonglass, but solar!",2856,1816,60585,65257,https://twitter.com/elonmusk/status/1187814633496690688,,,
+2019-10-24,"To be clear, integrated solar tiles only make financial sense for new houses or replacement roofs. If your roof is more than 5 years away from replacement, solar retrofit is recommended",527,257,6633,7417,https://twitter.com/elonmusk/status/1187497175900536832,,,
+2019-10-24,Tesla Solar Tile Roof V3 launch tomorrow at 2pm,2617,973,43600,47190,https://twitter.com/elonmusk/status/1187488267551137793,,,
+2019-10-23,Super proud of Tesla team for great execution & support of Tesla customers greatly appreciated!!,1274,628,30784,32686,https://twitter.com/elonmusk/status/1187114871231377408,,,
+2019-10-23,Tesla Q3 results: - Shanghai Giga ahead of schedule - Model Y ahead of schedule - Solar installs +48% from Q2 - GAAP profitable - Positive free cash flow,6819,2195,74760,83774,https://twitter.com/elonmusk/status/1187113794234793984,,,
+2019-10-22,"Homes with solar sell for 4.1% more, according to Zillow",481,233,7255,7969,https://twitter.com/elonmusk/status/1186517641730519041,,,
+2019-10-21,Order Tesla Solar + Powerwall battery for 24/7 clean power & no blackouts!,1890,1141,22386,25417,https://twitter.com/elonmusk/status/1186369158335750144,,,
+2019-10-16,Tesla wins best headlights award https://twitter.com/Teslarati/status/1184548399028285443,2446,745,36593,39784,https://twitter.com/elonmusk/status/1184551948818632705,,,
+2019-10-15,Anyone who’s interested in working on cutting edge manufacturing — designing & building the machine that makes the machine — please consider working at Tesla or SpaceX. We’re gonna take this to a whole new level!,2808,2790,43931,49529,https://twitter.com/elonmusk/status/1184232118223822848,,,
+2019-10-15,Tesla team has done an incredible job with Giga Shanghai. Honored to work with them. I’m in awe.,192,96,4634,4922,https://twitter.com/elonmusk/status/1184230102781050881,Erdayastronaut,,
+2019-10-15,"Tesla is first American car company to achieve sustained volume production in past ~100 years. Hardest, most painful thing I’ve ever been through, including getting Falcon to orbit.",381,255,3253,3889,https://twitter.com/elonmusk/status/1184223826005151744,elonmusk,,
+2019-10-14,"It is actually called deep rain, as sort of a joke at Tesla. Takes a surprising amount of deep learning to know when & how fast to move the wipers.",39,51,747,837,https://twitter.com/elonmusk/status/1183776809743077377,annerajb,,
+2019-10-14,Cybertruck doesn’t look like anything I’ve seen bouncing around the Internet. It’s closer to an armored personnel carrier from the future.,303,328,4269,4900,https://twitter.com/elonmusk/status/1183583315263131648,28delayslater,,
+2019-10-12,Solar,29,30,1164,1223,https://twitter.com/elonmusk/status/1183150916473516032,elonmusk,,
+2019-10-12,Fair point. Will hold on EU price change until Tesla gets clarity from regulators about Smart Summon feature release date.,46,50,1383,1479,https://twitter.com/elonmusk/status/1183119389211549696,Macwars,,
+2019-10-12,Price for fully installed solar plus battery has been reduced ~10% to help those affected by blackouts,425,274,7552,8251,https://twitter.com/elonmusk/status/1182828744748044288,,,
+2019-10-12,"Tesla cannot continue to lose money. To achieve our goal of environmental sustainability, Tesla must be financially sustainable or we will cease to exist.",225,325,3310,3860,https://twitter.com/elonmusk/status/1182828056416641025,bruce_mittleman,,
+2019-10-12,"V important: pure solar subscription is guaranteed to be a net money-maker for the homeowner or Tesla will take the panels back. Adding Powerwall negatively affects economics, but gives homeowner power protection in event of a blackout.",302,182,3941,4425,https://twitter.com/elonmusk/status/1182827425551380482,,,
+2019-10-12,"Now that Tesla V10.0 with Smart Summon is out, Full Self-Driving price will increase by $1000 on Nov 1",773,1093,14805,16671,https://twitter.com/elonmusk/status/1182823556830253056,,,
+2019-10-12,Get Tesla Solar plus Powerwall battery for 24/7 clean power & no more blackouts!,2445,1352,24923,28720,https://twitter.com/elonmusk/status/1182812717083611138,,,
+2019-10-10,Fundamental metric of good of Tesla is how many years sooner it brings the advent of a sustainable energy future,227,165,1903,2295,https://twitter.com/elonmusk/status/1182327145793634304,Gfilche,,
+2019-10-10,Also adding Tesla Solar to our Supercharger stations as fast as possible. Goal is 24/7 clean power with no blackouts.,1198,457,21037,22692,https://twitter.com/elonmusk/status/1182089703039700993,,,
+2019-10-10,All Tesla Supercharger stations in regions affected by California power outages will have Tesla Powerpacks within next few weeks. Just waiting on permits.,1654,653,28778,31085,https://twitter.com/elonmusk/status/1182089226826813440,,,
+2019-10-09,Tesla software V10.0 comes with karaoke ,4156,1416,57625,63197,https://twitter.com/elonmusk/status/1181988180326633472,,,
+2019-10-06,"Customized horn & movement sounds (coconuts being one, of course) coming to Teslas soon",2635,2043,46906,51584,https://twitter.com/elonmusk/status/1180877114226008064,,,
+2019-10-02,"Over 550,000 Tesla Smart Summon uses in first few days!",2144,1468,49705,53317,https://twitter.com/elonmusk/status/1179520622004588544,,,
+2019-10-02,"Thanks, Tesla team is the strongest it’s ever been & doing an amazing job! Honored to work beside them.",214,98,3570,3882,https://twitter.com/elonmusk/status/1179519667808768000,tesla_truth,,
+2019-09-26,Tesla V10.0 just started rolling out to all US Tesla owners with FSD option & “advanced download” selected in vehicle software settings,1456,1416,24506,27378,https://twitter.com/elonmusk/status/1177235772857970688,,,
+2019-09-24,It would be pretty embarrassing to use a non-Tesla battery!,51,52,1517,1620,https://twitter.com/elonmusk/status/1176586684751908872,flcnhvy,,
+2019-09-24,"Tesla is building a major engineering team in China, incl heavy focus on software/firmware for factory & car",157,145,2317,2619,https://twitter.com/elonmusk/status/1176585349889503233,Teslarati,,
+2019-09-23,"Hoping to open in Slovakia, Croatia, Serbia & most of Eastern Europe early next year. Finally, we will do Nikola Tesla proud by having his cars in his countries of origin!",516,323,3630,4469,https://twitter.com/elonmusk/status/1176190550854127616,Mich41V4294,,
+2019-09-16,"Feeling Lucky (Google tribute!) or Hungry are 100% intended for max enjoyment of Tesla owner. If location has destination chargers, that’s a plus, but car should only route there if location is great. This will be hit & miss initially, but should hone towards excellent over time.",193,160,2899,3252,https://twitter.com/elonmusk/status/1173651756359634945,Teslarati,,
+2019-09-15,Thanks Tesla owners. You rock!! ,770,686,17689,19145,https://twitter.com/elonmusk/status/1173310896552185859,cleantechnica,,
+2019-09-14,"However, we won’t customize the contract or engage in negotiations. That just causes the Tesla & customer legal bill to be high & drag things out. Pay for clean power, not lawyers! It makes way more sense.",495,370,12138,13003,https://twitter.com/elonmusk/status/1172961847596576768,,,
+2019-09-14,Good analysis. You can order commercial solar in literally 30 secs if you use Apple Pay at http://Tesla.com/bigsolar.,1162,504,14590,16256,https://twitter.com/elonmusk/status/1172960999856410625,cleantechnica,,
+2019-09-14,"Exactly! We’ve only one car factory in California & one Gigafactory (for batteries & drive units) in Nevada. Giga Shanghai will do cars, batteries & drive units for the greater China area. Over time, regional Gigafactories will lower costs & improve logistics worldwide.",116,117,1469,1702,https://twitter.com/elonmusk/status/1172956594365071361,TeslaForLife,,
+2019-09-14,"That’s not to say that Tesla people somewhere in the world are being overzealous & possibly overstepping our core principles, which is why I’m looking into it",36,54,860,950,https://twitter.com/elonmusk/status/1172931367958540288,elonmusk,,
+2019-09-14,"Going to early access (including all who bought FSD) Tesla owners in US next week. If US early access rollout looks good, then rest of world early access owners following week. Might be some delays in EU for regulatory approval.",90,97,855,1042,https://twitter.com/elonmusk/status/1172920449929363456,hoofhrtd1254,,
+2019-09-14,"There aren’t really meant to be “Tesla incentives”, just general price changes to reflect optimal value of product, as we sometimes get prices of some variants wrong or need to (partially) address shifts in tax incentives. Overarching principle, however, is same deal for all.",36,74,559,669,https://twitter.com/elonmusk/status/1172918715450454016,Teslatunity,,
+2019-09-14,"Looking into this. A fundamental premise of Tesla is that everyone is offered same terms at same time, ie what you get should never be a function of bargaining.",81,109,1674,1864,https://twitter.com/elonmusk/status/1172917021908099072,Model3Owners,,
+2019-09-13,Tesla commercial solar ordering now live at http://Tesla.com/bigsolar!,1064,799,15266,17129,https://twitter.com/elonmusk/status/1172649151282073601,,,
+2019-09-07,"Without the removal fee, Tesla Solar is unequivocally a guaranteed, instant money printer, producing $300 to $1000 per year (in after tax income!)",404,420,8667,9491,https://twitter.com/elonmusk/status/1170431020358758401,,,
+2019-09-07,"For the remainder of September, Tesla is permanently waiving the $1500 solar removal fee requirement. Note, the ability to stop monthly payments at any time remains.",324,201,8093,8618,https://twitter.com/elonmusk/status/1170429838550650881,,,
+2019-09-07,Tesla doing laps at Nerdburgering,2831,700,41664,45195,https://twitter.com/elonmusk/status/1170395921831493632,Tesla,,
+2019-09-03,"Try Tesla Insurance. Should be ~20% less than avg. Currently only in California, but expanding soon. Critical feedback much appreciated.",1295,1464,17764,20523,https://twitter.com/elonmusk/status/1168983557299159042,,,
+2019-08-30,https://twitter.com/Teslarati/status/1167410401878974465,4621,501,54572,59694,https://twitter.com/elonmusk/status/1167438474972139521,,,
+2019-08-28,"Also, u can order online at http://Tesla.com in 2 mins, have car delivered to ur doorstep & return for full refund",1219,1007,14359,16585,https://twitter.com/elonmusk/status/1166843095423574016,cleantechnica,,
+2019-08-24,Where are additional Superchargers most needed?,49,719,1011,1779,https://twitter.com/elonmusk/status/1165380692915523584,MarkMeijer10,,
+2019-08-24,World’s first very large scale battery has worked out well,1144,322,12135,13601,https://twitter.com/elonmusk/status/1165380431178432512,,,
+2019-08-24,"If you’re a utility or public utilities commission, please consider using the Tesla Megapack. Better for the environment & usually lower cost than fossil fuel peaker plants!",2722,830,23501,27053,https://twitter.com/elonmusk/status/1165371975528640512,,,
+2019-08-24,Tesla is working hard to help stop global warming,119,117,1379,1615,https://twitter.com/elonmusk/status/1165293528542400512,AKawakbi,,
+2019-08-20,"Price increase for Tesla FSD postponed until version 10 with smart summon is in wide release, which is about 4 to 8 weeks away, depending on how early access goes",674,1244,12652,14570,https://twitter.com/elonmusk/status/1163903521701294081,,,
+2019-08-20,"Not risky imo & can be adjusted/improved real-time. Essentially need to figure out most effective way to convert mass to energy, as Mars is slightly too far from this solar system’s fusion reactor (the sun).",75,147,1898,2120,https://twitter.com/elonmusk/status/1163894933280964608,justpaulinelol,,
+2019-08-20,Might make sense to have thousands of solar reflector satellites to warm Mars vs artificial suns (tbd),3614,2313,62217,68144,https://twitter.com/elonmusk/status/1163874793113866240,,,
+2019-08-20,"Yeah, would be great to get feedback from Tesla supporters",30,41,820,891,https://twitter.com/elonmusk/status/1163870594384797696,MemesOfMars,,
+2019-08-20,Looking forward to seeing Giga Shanghai soon Amazing work by Tesla China team & support of authorities much appreciated!,296,196,6139,6631,https://twitter.com/elonmusk/status/1163869350136205312,Teslarati,,
+2019-08-18,One click to order solar & save ~$500/year in utility bills with no long-term contract (cancel anytime),721,764,16277,17762,https://twitter.com/elonmusk/status/1163028150390947841,,,
+2019-08-18,"With the new lower Tesla pricing, it’s like having a money printer on your roof if you live a state with high electricity costs. Still better to buy, but the rental option makes the economics obvious.",768,696,14869,16333,https://twitter.com/elonmusk/status/1163025594180726784,,,
+2019-08-18,Tesla Solar just relaunched. Lmk what you think …,3352,4959,47518,55829,https://twitter.com/elonmusk/status/1163020430136844288,,,
+2019-08-18,Which means a small corner of Texas (or anywhere) with solar panels could power the entire United States,3750,1248,42767,47765,https://twitter.com/elonmusk/status/1163018466871263234,,,
+2019-08-18,1 Gigawatt per square kilometer of solar energy reaches Earth’s surface,1711,356,28172,30239,https://twitter.com/elonmusk/status/1163017566576496640,,,
+2019-08-15,"Tesla audio engineers come from B&O & many other companies. They literally rōq. Our system is highly programmable, so we keep improving it via OTA codec updates.",135,93,1969,2197,https://twitter.com/elonmusk/status/1161853708214386688,dbabrams,,
+2019-08-11,Try playing Powerglide in your Tesla at volume 11,2206,921,19520,22647,https://twitter.com/elonmusk/status/1160637748199301120,,,
+2019-08-11,"Watching a movie on Tesla V10.0 is great, in large part due to the sound system",712,687,13528,14927,https://twitter.com/elonmusk/status/1160635070333374464,TeslaNY,,
+2019-08-09,"Powerwall doesn’t need solar panels, but will work fine with both Tesla & non-Tesla solar panels",638,319,17492,18449,https://twitter.com/elonmusk/status/1159965166420652032,Tesla,,
+2019-08-09,Video is amazing with the Tesla sound system. Will include Caraoke!,82,80,1740,1902,https://twitter.com/elonmusk/status/1159733781101629440,HeyMarkL,,
+2019-08-09,Tesla software V10 is lookin real good! Releasing to early access list soon …,1488,1059,34355,36902,https://twitter.com/elonmusk/status/1159727724287520768,,,
+2019-08-04,Lyft/Uber/taxi drivers are expert Tesla advocates. Thanks for your support!!,1077,612,16250,17939,https://twitter.com/elonmusk/status/1158145938533359616,,,
+2019-08-03,"Also, you can request any service from the Tesla phone app in under a minute",264,329,8985,9578,https://twitter.com/elonmusk/status/1157802579872669696,Tesla,,
+2019-07-30,Spooling up production line rapidly. Hoping to manufacture ~1000 solar roofs/week by end of this year.,211,243,2344,2798,https://twitter.com/elonmusk/status/1156005185656782848,DMC_Ryan,,
+2019-07-29,Tesla Megapack now available for utility-scale energy storage,1912,649,17617,20178,https://twitter.com/elonmusk/status/1155990435279491074,,,
+2019-07-28,"Thanks Jason! Super proud to work with such great teams at SpaceX, Tesla, Neuralink and Boring!!",235,138,8901,9274,https://twitter.com/elonmusk/status/1155578347054723072,Jason,,
+2019-07-28,Tesla owners can schedule service appointments in under a minute just using their Tesla phone app!,982,798,27699,29479,https://twitter.com/elonmusk/status/1155292876474949632,,,
+2019-07-28,Tesla Service Centers & a lot more Superchargers coming to Poland later this year,150,105,2755,3010,https://twitter.com/elonmusk/status/1155288967882788864,cleantechnica,,
+2019-07-27,"Ability to stream YouTube & Netflix when car is stopped coming to your Tesla soon! Has an amazingly immersive, cinematic feel due to the comfy seats & surround sound audio.",9304,2277,121750,133331,https://twitter.com/elonmusk/status/1155179932474957825,,,
+2019-07-27,Cuphead for Tesla coming out in August,1440,510,22616,24566,https://twitter.com/elonmusk/status/1155147649814683648,Tesla,,
+2019-07-26,"Btw, you can schedule service via the Tesla app in less than a minute",136,130,6793,7059,https://twitter.com/elonmusk/status/1154543127153106944,robbystarbuck,,
+2019-07-22,Nuclear thermal rocket for fast transit around solar system would be a great area of research for @NASA,1000,435,18869,20304,https://twitter.com/elonmusk/status/1153378777893888005,WorldAndScience,,@NASA
+2019-07-19,Tesla Service Centers & Superchargers are being opened as fast as possible across Eastern Europe,899,845,14615,16359,https://twitter.com/elonmusk/status/1152064351953571841,cleantechnica,,
+2019-07-16,"As mentioned earlier this year, cost of the Tesla FSD option will increase every few months. Those who buy it earlier will see the benefit.",516,892,17541,18949,https://twitter.com/elonmusk/status/1151180650033995776,,,
+2019-07-16,Cost of Tesla full self-driving option increasing by ~$1000 on August 16,1197,1358,26466,29021,https://twitter.com/elonmusk/status/1151172542125629440,,,
+2019-07-16,"No, since Tesla will charge a % fee for being in our robotaxi fleet, but it will rise to whatever the clearing price is, otherwise all our cars will be bought by scalpers",39,74,712,825,https://twitter.com/elonmusk/status/1151166097694969857,flcnhvy,,
+2019-07-16,"If we make all cars with FSD package self-driving, as planned, any such Tesla should be worth $100k to $200k, as utility increases from ~12 hours/week to ~60 hours/week",51,133,652,836,https://twitter.com/elonmusk/status/1151163201569972225,SnazzyQ,,
+2019-07-11,Motor Trend awards Tesla Model S best Car of the Year ever in their 70 year history!!,2816,1436,25178,29430,https://twitter.com/elonmusk/status/1149370463564357632,,,
+2019-07-10,"Absolutely agree, you should be allowed to move your Tesla anywhere in the world, unless it’s prevented by government rules. Thanks for letting me know.",152,78,6350,6580,https://twitter.com/elonmusk/status/1148810279058202626,FaZe_Rain,,
+2019-07-09,Would be cool if car took you to a random fun place traveled to by other Tesla owners in the area,1464,857,56737,59058,https://twitter.com/elonmusk/status/1148672538186137601,kvlly,,
+2019-07-08,"To be clear, consumers will still be able to buy a Tesla, but the clearing price will rise significantly, as a fully autonomous car that can function as a robotaxi is several times more valuable than a non-autonomous car",143,234,1087,1464,https://twitter.com/elonmusk/status/1148106891270115328,elonmusk,,
+2019-07-08,This is why it’s possible for Tesla to have a million robotaxis by end of 2020 if we upgrade existing HW2 fleet of ~500k & make at least ~500k FSD cars,85,76,1038,1199,https://twitter.com/elonmusk/status/1148070210412265473,elonmusk,,
+2019-07-08,All HW2+ cars are upgradable to full self-driving capability with Tesla FSD computer & all production in past few months has FSD computer,191,139,3821,4151,https://twitter.com/elonmusk/status/1148068888522842113,lexfridman,,
+2019-07-03,"Active safety will continue to improve via over-the-air software updates. Since all Tesla cars are connected, we analyze each accident & do our best to minimize probability of recurrence.",120,63,1544,1727,https://twitter.com/elonmusk/status/1146558452115730433,Rec1pr0city,,
+2019-07-03,Reason for top rating is that active steering & braking safety features of Tesla Autopilot are turned on no cost for all cars,1126,500,12860,14486,https://twitter.com/elonmusk/status/1146546049932070912,,,
+2019-07-02,Congratulations Tesla team & thanks to all the new Tesla owners!! ,4409,1726,59501,65636,https://twitter.com/elonmusk/status/1146152051434381313,CNBCnow,,
+2019-07-02,Playing a little Polytopia. Gonna try Solaris w my boys.,40,48,710,798,https://twitter.com/elonmusk/status/1146144845318299650,v_g_fischer,,
+2019-07-01,"Yep, order online at http://Tesla.com in 2 mins & car delivered direct to home",1850,1105,28061,31016,https://twitter.com/elonmusk/status/1145805587969478657,gursel_mutlu,,
+2019-06-29,"Yes, but still a bit too limited on range. That will change in coming years as battery energy density improves.",4231,1306,121022,126559,https://twitter.com/elonmusk/status/1145115024114896896,Ninja,,
+2019-06-29,Huge thanks to all Tesla supporters around the world helping the cause. We you!!,2340,1064,43542,46946,https://twitter.com/elonmusk/status/1145044275916234752,teslaownersSV,,
+2019-06-26,Working on Tesla global logistics,64,104,1618,1786,https://twitter.com/elonmusk/status/1143688793901424640,bluemoondance74,,
+2019-06-24, Tesla Software Engineering ,207,110,7987,8304,https://twitter.com/elonmusk/status/1143277935060803589,Scobleizer,,
+2019-06-24,Third revision of Enhanced Summon hopefully going to Tesla owners with early access later this week,66,64,920,1050,https://twitter.com/elonmusk/status/1143109288103239680,28delayslater,,
+2019-06-21,Tesla is putting significant resources into high-efficiency battery recycling. Makes both environmental & economic sense. Please consider joining if interested in recycling engineering!,163,58,2016,2237,https://twitter.com/elonmusk/status/1142130690848256002,elonmusk,,
+2019-06-20,Kids playing Beach Buggy in Tesla store,1820,711,45891,48422,https://twitter.com/elonmusk/status/1141779311155744768,,,
+2019-06-19,Reminder that US federal tax drops by $1875 for any Tesla delivered after June 30. Order online at http://Tesla.com.,641,520,8384,9545,https://twitter.com/elonmusk/status/1141439850861588480,,,
+2019-06-19,"Starting next month, Tesla will charge $1000 for color black (same price as silver)",1372,2566,42586,46524,https://twitter.com/elonmusk/status/1141409584457768960,,,
+2019-06-19,Probably fine. Some Tesla taxis in Amsterdam have 3 times that mileage.,31,53,989,1073,https://twitter.com/elonmusk/status/1141169500512870400,amiralisarrafi,,
+2019-06-17,That’s the Tesla part,33,53,1648,1734,https://twitter.com/elonmusk/status/1140473067375751168,TeslaMiles,,
+2019-06-15,RWD with all-weather tires works great. Tesla traction control is an order of magnitude more precise than gas/diesel. Really helps to have Newton & Maxwell on your side.,57,47,838,942,https://twitter.com/elonmusk/status/1139693424586526720,MikeAmmo,,
+2019-06-14,US tax credit of $3750 drops in half for Tesla on July 1. Order online in a few mins at http://Tesla.com. Return in 7 days for full refund.,802,655,9428,10885,https://twitter.com/elonmusk/status/1139349516304277504,,,
+2019-06-13,Tesla Solar Toof Tile V3.0 starting early trials,3102,1122,24131,28355,https://twitter.com/elonmusk/status/1139298574489907200,,,
+2019-06-12,"True, cost of operating a Tesla is much lower than other cars",2729,783,25754,29266,https://twitter.com/elonmusk/status/1138831678883766272,ICannot_Enough,,
+2019-06-04,Tesla Superchargers & service centers coming to Kazakhstan this year,113,167,1639,1919,https://twitter.com/elonmusk/status/1135971947144200193,UzakbayDaniyar,,
+2019-06-03,Only cars made in China are eligible for these subsidies. Tesla has never had access to them.,199,150,5621,5970,https://twitter.com/elonmusk/status/1135621021631942656,Teslarati,,
+2019-05-31,New Tesla Summon will ur ,6343,1977,113382,121702,https://twitter.com/elonmusk/status/1134578076661141504,,,
+2019-05-31,Releasing to Early Access Program Tesla owners next week,66,117,1616,1799,https://twitter.com/elonmusk/status/1134575362933833728,brandonbernicky,,
+2019-05-30,Tesla is affecting powerful vested interests. Big auto & oil companies aren’t known for their gentle behavior. SpaceX is battling US military prime contractors & space programs of national govts. No walk in the park there.,352,229,2464,3045,https://twitter.com/elonmusk/status/1134100238673727488,AnthonyFinno,,
+2019-05-29,"Yeah, the fear, uncertainty & doubt propaganda campaign being pushed by those betting against Tesla has reached new heights",380,413,5519,6312,https://twitter.com/elonmusk/status/1133860591255207938,Teslatunity,,
+2019-05-29,I paid most of my Tesla-related expenses too. Tesla last year was actually net negative comp for me.,1653,485,34525,36663,https://twitter.com/elonmusk/status/1133860016690122753,Everman,,
+2019-05-27,"If we need to tweak sat orientation to minimize solar reflection during critical astronomical experiments, that’s easily done. Most orbital objects are close to Earth btw, as shown by this NASA density map. https://en.m.wikipedia.org/wiki/Space_debris",127,69,1102,1298,https://twitter.com/elonmusk/status/1132902372458418176,13ericralph31,,
+2019-05-25,Beautiful solar sail,5657,1523,63011,70191,https://twitter.com/elonmusk/status/1132342021031464960,SpaceX,,
+2019-05-24,"Ironically, same publications will attack me for compensation tied to Tesla tripling in value and imply Tesla is worthless. They can’t *both* be true!",125,107,1608,1840,https://twitter.com/elonmusk/status/1132014489577041921,tesla_truth,,
+2019-05-24,"All 60 Starlink satellites online, solar array deployment coming up soon",2462,682,33867,37011,https://twitter.com/elonmusk/status/1131782173785116672,SpaceX,,
+2019-05-19,"Tesla does not advertise or pay for endorsements. Instead, we use that money to make the product great.",6243,1577,64520,72340,https://twitter.com/elonmusk/status/1129924410339495937,Teslarati,,
+2019-05-18,"No worse than production of a gasoline car, provided the lithium-ion battery cathode is primarily nickel vs cobalt. Nickel is the main alloying ingredient in stainless steel, which is what knives & forks are made of.",70,69,1413,1552,https://twitter.com/elonmusk/status/1129622616787083265,CatNameIsShadow,,
+2019-05-18,"Because a Tesla produces no emissions & filters most toxins, pollen, spores & viruses, it actually cleans up surrounding air as it travels",4319,759,43643,48721,https://twitter.com/elonmusk/status/1129618550161731584,,,
+2019-05-17,This is why we put extra filters in all Tesla cars. S & X even have hospital operating room grade HEPA filters.,4160,1126,53143,58429,https://twitter.com/elonmusk/status/1129459107952332800,elonmusk,,
+2019-05-12,Completely agree. Every Tesla should have good art & music creation software.,157,99,3561,3817,https://twitter.com/elonmusk/status/1127416233815461898,johnsontoddr4,,
+2019-05-10,.@cgpgrey drives a Tesla across the loneliest road in America,810,344,11833,12987,https://twitter.com/elonmusk/status/1126703507447271425,,,@cgpgrey
+2019-05-09,"We could have gamed an LA/NY Autopilot journey last year, but when we do it this year, everyone with Tesla Full Self-Driving will be able to do it too",149,157,2367,2673,https://twitter.com/elonmusk/status/1126611407984779264,elonmusk,,
+2019-05-08,"Even though lease cost is lower, I recommend purchase, as buyer retains upside value of car vs lease where you have give it back to Tesla",445,673,13137,14255,https://twitter.com/elonmusk/status/1126249537662676992,,,
+2019-05-08,"Model 3 Standard Range+ with Autopilot lease is $399/month at http://Tesla.com, but lots of other EVs available: https://insideevs.com/reviews/344001/compare-evs/",912,635,12938,14485,https://twitter.com/elonmusk/status/1126247435452370944,,,
+2019-05-07,"In recent years, hours were much higher. Don’t recommend though — bad for health & happiness. But no choice or Tesla would die. Hope to reduce to 80 hours next year.",320,262,4001,4583,https://twitter.com/elonmusk/status/1125853713741041666,alzslabyrinth,,
+2019-05-04,"Order online in 2 mins, 7 day return policy http://Tesla.com",2082,903,26426,29411,https://twitter.com/elonmusk/status/1124812395300343808,cleantechnica,,
+2019-05-04,You’re welcome. Thanks for buying a Tesla!,24,35,923,982,https://twitter.com/elonmusk/status/1124733296464633856,MrTommyCampbell,,
+2019-05-03,Changing Tesla horn sound to ,16309,3899,184086,204294,https://twitter.com/elonmusk/status/1124124507273175040,,,
+2019-04-28,"Exactly, Tesla & Nvidia numbers described by Pete were max *usable* teraops running our vision net",24,18,494,536,https://twitter.com/elonmusk/status/1122560261926215680,JoelSapp,,
+2019-04-27,"Tom is still an advisor to SpaceX, but semi-retired about 5 years ago & doesn’t work on Raptor. Will Heltsley heads propulsion overall, but Raptor is a team effort. No single leader.",46,32,1356,1434,https://twitter.com/elonmusk/status/1122000281594548224,Erdayastronaut,,
+2019-04-26,Great work by Tesla China team & supporting contractors!,220,233,7940,8393,https://twitter.com/elonmusk/status/1121822260522655744,InsideEVs,,
+2019-04-25,CleanTechnica summarizes new @BBC_TopGear print cover story https://cleantechnica.com/2019/04/25/tesla-model-3-performance-crushes-fossil-bmw-m3-around-race-track/,1519,524,17955,19998,https://twitter.com/elonmusk/status/1121468950779396097,,,@BBC_TopGear
+2019-04-24,"Agreed, we’re ramping up service centers & Tesla mobile service worldwide",53,137,1595,1785,https://twitter.com/elonmusk/status/1121114805962543104,s3xynews,,
+2019-04-24,"As mentioned before, Tesla full self-driving option price will increase after May 1. You can order online at http://Tesla.com.",1047,1973,17761,20781,https://twitter.com/elonmusk/status/1121113876488081408,,,
+2019-04-24,Can order online in 2 mins for home delivery & return in 7 days for full refund http://Tesla.com,606,473,11896,12975,https://twitter.com/elonmusk/status/1120855602882695168,,,
+2019-04-24,Tesla blows haha,18694,1979,190543,211216,https://twitter.com/elonmusk/status/1120842338836725760,,,
+2019-04-23,Long lasting battery + fast recharge > pack swap,54,95,2618,2767,https://twitter.com/elonmusk/status/1120838867949502466,JasonCross00,,
+2019-04-23,"Tesla is going to develop a quiet, electric leafblower",24939,10392,314387,349718,https://twitter.com/elonmusk/status/1120831425169674240,,,
+2019-04-23,"Also, how did you manage to get shamed into being de facto anti-Tesla by social media trolls. Jeez …",43,81,922,1046,https://twitter.com/elonmusk/status/1120820597347377152,FredericLambert,,
+2019-04-23,"Fred, every fire *is* investigated. Problem is those who only write about 0 injury Tesla fires while ignoring fatal combustion car fires or fail to mention any contextual statistics in their article, misleading readers into thinking EV’s have high fire risk when opposite is true.",160,113,2911,3184,https://twitter.com/elonmusk/status/1120820168723066881,FredericLambert,,
+2019-04-23,"When you read double standard articles about Tesla, please ask why. Maybe there’s a good reason that isn’t obvious.",1768,966,35279,38013,https://twitter.com/elonmusk/status/1120803630595002368,,,
+2019-04-23,"Reality is a Tesla, like most electric cars, is over 500% *less* likely to catch fire than combustion engine cars, which carry massive amounts of highly flammable fuel. Why is this never mentioned?",3999,1246,49672,54917,https://twitter.com/elonmusk/status/1120802953130995714,,,
+2019-04-23,"Over a million combustion engine (it’s right there in the name!) car fires per year & thousands of deaths, but one Tesla car fire with no injuries gets biggest headlines. Why the double standard? This is a real question.",5905,1231,55216,62352,https://twitter.com/elonmusk/status/1120801643115663360,,,
+2019-04-23,"Those who predicted Tesla & EVs would be dead & autonomy would never happen are same people attacking Tesla today for 6-12 month delays, while ignoring major automakers 5+ years late. Why the double standard?",1459,619,17847,19925,https://twitter.com/elonmusk/status/1120796915312947201,,,
+2019-04-23,"Exactly. By end of this quarter, about half a million Teslas will have full self-driving hardware (pending computer swap) & we will make another half million FSD cars by mid next year.",48,96,746,890,https://twitter.com/elonmusk/status/1120765060048023552,msitver,,
+2019-04-23,"As a robotaxi, probably closer to 16 hours, accounting for empty legs, travel to charger/cleaning/service, wait times, etc. ~30 mile penalty most likely imo over ~120 paid miles. Impact is signicant for electricity cost, battery wear cost & larger range pack needed.",46,47,846,939,https://twitter.com/elonmusk/status/1120764423591694336,ValueAnalyst1,,
+2019-04-23,Anyone who did this analysis should interview at Tesla,62,56,1769,1887,https://twitter.com/elonmusk/status/1120576384642899968,elonmusk,,
+2019-04-23,Tesla Full Self-Driving,3300,870,37257,41427,https://twitter.com/elonmusk/status/1120479950828703745,,,
+2019-04-22,Actual Tesla range is about 5 miles / 8 km past zero,289,169,12035,12493,https://twitter.com/elonmusk/status/1120227783735566336,Sofiaan,,
+2019-04-21,"Never seen anything like it. Tesla is just trying to make electric cars & solar power for a better future for all. True, we might not succeed, but why do they want us to fail?",317,570,3458,4345,https://twitter.com/elonmusk/status/1119761927440220160,flcnhvy,,
+2019-04-19,"Put water repellant coating on radar, dark rectangle just below nose. Anything hydrophobic from hardware store or Tesla service can do it.",74,65,2052,2191,https://twitter.com/elonmusk/status/1119385585242628097,Model3Owners,,
+2019-04-16,"Yeah, gave everything I had to Tesla in Dec 2008",283,224,4377,4884,https://twitter.com/elonmusk/status/1118292557895618560,shraddha_261291,,
+2019-04-16,"It’s not a big deal. Charge to 90% to 95% & you’ll be fine. At 100% state of charge, regen braking doesn’t work, because the battery is full, so car is less energy efficient.",95,105,2104,2304,https://twitter.com/elonmusk/status/1118225459416682496,sjensenknight,,
+2019-04-14,"That tweet did take immense effort Fair point tho. Powerwall production is now ramping fast. Tesla was cell-starved last year, so we had to switch all lines to make packs for cars, which meant Powerwall production was living off scraps.",121,107,5004,5232,https://twitter.com/elonmusk/status/1117561885040283648,EforElectric,,
+2019-04-14,I’ve always thought that the fundamental good of Tesla should be measured by the number of years by which it accelerates the transition to sustainable transport & energy,194,126,1914,2234,https://twitter.com/elonmusk/status/1117519699930013696,MemesOfMars,,
+2019-04-14,"I’m sorry, Fred, but WSJ has relentlessly attacked Tesla with bogus articles for over a decade. They can’t *all* be chalked up to poor reporting. Where are the WSJ exposé pieces on oil, coal & gas? That industry is 1000 times bigger than Tesla. Perhaps they’re all angels …",252,159,2249,2660,https://twitter.com/elonmusk/status/1117518012926402560,FredericLambert,,
+2019-04-14,"Very much so. There are 2.5B cars & trucks on Earth. Even replacing 1% of that fleet would require making 25M vehicles per year. Tesla will make over 500k cars in next 12 months, but that’s a mere 2% of 25M or 0.02% of global vehicle fleet. Car industry slow -> demand >> supply.",115,97,930,1142,https://twitter.com/elonmusk/status/1117509874831609856,KnightmarArchon,,
+2019-04-14,"Sentry Mode fundamentally empowers the individual car owner over entrenched interests, in this case a corrupt traffic judge. Even Tesla doesn’t have access to the video unless sent to us by owner.",156,87,2386,2629,https://twitter.com/elonmusk/status/1117507646804807681,elonmusk,,
+2019-04-13,"Yes, all cars with Autopilot 2.0 or higher, so ~400,000 of Tesla cars built to date",15,22,373,410,https://twitter.com/elonmusk/status/1117155252795346944,GregMatson,,
+2019-04-13,Incorrect. Pana cell lines at Giga are only at ~24GWh/yr & have been a constraint on Model 3 output since July. No choice but to use other suppliers for Powerwall/Powerpack cells. Tesla won’t spend money on more capacity until existing lines get closer to 35GWh theoretical.,400,198,5920,6518,https://twitter.com/elonmusk/status/1117144865299501056,tsrandall,,
+2019-04-13,Tesla will start FSD computer upgrade in a few months,58,64,892,1014,https://twitter.com/elonmusk/status/1117118581865476096,kneibert,,
+2019-04-13,Please note that the price of the Tesla Full Self-Driving option will increase substantially over time,1967,2355,40802,45124,https://twitter.com/elonmusk/status/1117116982778679297,,,
+2019-04-13,Lease a Tesla online in a few mins & have it delivered to your house (return within 7 days for full refund),1436,1191,15997,18624,https://twitter.com/elonmusk/status/1117110717268627456,,,
+2019-04-13,Model 3 drive unit & body is designed like a commercial truck for a million mile life. Current battery modules should last 300k to 500k miles (1500 cycles). Replacing modules (not pack) will only cost $5k to $7k.,399,190,2404,2993,https://twitter.com/elonmusk/status/1117099861273219073,Gfilche,,
+2019-04-13,"On April 22, Investor Autonomy Day, Tesla will free investors from the tyranny of having to drive their own car",240,198,1927,2365,https://twitter.com/elonmusk/status/1117096350301085697,Gfilche,,
+2019-04-12,Other automakers change prices constantly & substantially by varying rebates & discounts according to negotiating strength of buyer. Tesla is transparent & consistent.,108,117,1536,1761,https://twitter.com/elonmusk/status/1116769167774863360,dennishegstad,,
+2019-04-12,"So if we raise prices in the future, will you cut Tesla a check? Can’t have it both ways.",145,183,2179,2507,https://twitter.com/elonmusk/status/1116766103177285633,dirtnapdragon,,
+2019-04-08,"Doesn’t matter yet whether you have Tesla FSD computer or Tesla Nvidia-based computer. When it does matter later this year, Tesla will switch the computers for you.",91,63,1847,2001,https://twitter.com/elonmusk/status/1115340011497447424,PeteSauerbier,,
+2019-04-08,The Tesla Full Self-Driving Computer now in production is at about 5% compute load for these tasks or 10% with full fail-over redundancy,5690,1090,48022,54802,https://twitter.com/elonmusk/status/1115337505824432128,DrCamiloOrtiz,,
+2019-04-07,It will enable video when parked & connected to WiFi. All Tesla Superchargers will have free WiFi over time.,72,99,1205,1376,https://twitter.com/elonmusk/status/1115001019652378624,jfinkelstein,,
+2019-04-06,Tesla Enhanced Summon coming out in US next week for anyone with Enhanced Autopilot or Full Self-Driving option,1347,710,24559,26616,https://twitter.com/elonmusk/status/1114597013176246273,,,
+2019-04-05,That’s exactly the idea. What’s not well understood is that Tesla cars being made *today* will be able to do that for you. Just a matter of finishing the software & going through regulatory approval. Will be explained in depth via live webcast on April 22.,518,265,5871,6654,https://twitter.com/elonmusk/status/1113990464984813568,MarcelFeldkamp,,
+2019-04-05,"It’s there for when we start competing with Uber/Lyft & people allow their car to earn money for them as part of the Tesla shared autonomy fleet. In case someone messes up your car, you can check the video.",1793,565,27543,29901,https://twitter.com/elonmusk/status/1113977924947009536,LivingTesla,,
+2019-04-04,"Totally agree. Tesla phone app should have all controls that car center screen has, so your phone can serve as a complete backup.",251,195,7406,7852,https://twitter.com/elonmusk/status/1113633439356522498,SherylCrow,,
+2019-04-01,"Going forward, all Tesla stores will be tiny & have tiny cars",388,258,8666,9312,https://twitter.com/elonmusk/status/1112839897218310144,Teslarati,,
+2019-03-30,We’ve been so mired in production & logistics for past 18 months. Really looking fwd to getting Semi into production.,1215,928,45138,47281,https://twitter.com/elonmusk/status/1112123741574586368,,,
+2019-03-30,Tesla Semi delivering Tesla cars,16803,3115,203911,223829,https://twitter.com/elonmusk/status/1112106548363292672,,,
+2019-03-30,"Amazing work by Tesla Delivery teams, especially in Europe & China! Most insane logistics challenge I’ve ever seen. Thanks also to many country & city officials for your help this weekend! Super appreciated.",1153,650,24919,26722,https://twitter.com/elonmusk/status/1112036985504317442,,,
+2019-03-30,"Retrofits will start when our software is able to take meaningful advantage of the Tesla FSD computer, which is an order of magnitude more capable. For now, it’s slightly disadvantageous to have Tesla FSD computer, as our software is more refined for HW2.",68,82,1043,1193,https://twitter.com/elonmusk/status/1111788218142216192,emilmelar,,
+2019-03-29,"We should send probes to outer solar system & get high res, true color images of these strange things. Maybe there’s an alien artifact out there …",422,358,5814,6594,https://twitter.com/elonmusk/status/1111750658959368192,DiscoverMag,,
+2019-03-27,Super proud of Tesla Autopilot team!,324,248,13498,14070,https://twitter.com/elonmusk/status/1111001632731389952,briantu,,
+2019-03-26,Hard to appreciate how much Tesla Autopilot improves enjoyment of driving until you try it,707,575,13352,14634,https://twitter.com/elonmusk/status/1110576683411628032,Erdayastronaut,,
+2019-03-26,"Ford has 4 CEOs in 5 years & nobody blinks, but Tesla loses 1 intern & it’s front page news. I tell ya (shakes fist at sky) …",471,332,4778,5581,https://twitter.com/elonmusk/status/1110368897151066114,ICannot_Enough,,
+2019-03-24,"To be clear, this doesn’t affect Tesla website order prices. Existing inventory prices are currently slightly lower than on website. This will bring them in line.",383,374,13733,14490,https://twitter.com/elonmusk/status/1109900063302508545,,,
+2019-03-24,Please note prices on all Tesla inventory cars worldwide rise by ~3% on April 1,1339,1180,27588,30107,https://twitter.com/elonmusk/status/1109895343452282880,,,
+2019-03-22,New Tesla referral program just released,1625,1135,19395,22155,https://twitter.com/elonmusk/status/1108890675922112512,,,
+2019-03-21,"Best to get a Tesla Powerwall, so you can power your house & also drive",46,72,894,1012,https://twitter.com/elonmusk/status/1108630032153341952,teslaownersSV,,
+2019-03-16,"To be clear, orders are fully refundable, even after you’ve had your Tesla for a week",1066,916,31127,33109,https://twitter.com/elonmusk/status/1107029046095810561,,,
+2019-03-16,Reminder to buy our S3XY cars before midnight on Monday! Prices rise slightly worldwide on Tuesday. You can order online at http://Tesla.com.,3110,1729,41485,46324,https://twitter.com/elonmusk/status/1107026609268113408,,,
+2019-03-16,"Still get this question a lot, even though Norway has highest Tesla cars per person on (super appreciated!). Also, AWD is nice to have, but def not required for snow/ice.",356,272,7270,7898,https://twitter.com/elonmusk/status/1107009951266824192,Tesla,,
+2019-03-16,"About a minute in, we flashed a teaser pic of Tesla cyberpunk truck",2563,1290,36284,40137,https://twitter.com/elonmusk/status/1106714774694297601,,,
+2019-03-15,London to Beijing Supercharger route,1811,974,24921,27706,https://twitter.com/elonmusk/status/1106424534528229376,technosucks,,
+2019-03-12,"When prices go down, those who already bought want the lower price, but, if prices go up, those who already bought don’t want to write Tesla a check. So it goes.",113,93,1514,1720,https://twitter.com/elonmusk/status/1105333522728775686,jeffborden_cga,,
+2019-03-12,"Tesla car prices go up ~3% next week, except for $35k Model 3. Order online at http://Tesla.com before then for current prices.",1599,1351,25482,28432,https://twitter.com/elonmusk/status/1105318154375376897,,,
+2019-03-07,Getting rid of peak power splitting across two bays & updated software with battery warmup results in >2X improvement in fleet charge time,60,56,1080,1196,https://twitter.com/elonmusk/status/1103788377881554945,comeaujo,,
+2019-03-07,"Those improvements are independent of Supercharger V3 power increase from 135kW to 250+kW. All factors considered, charge time will drop by factor of 4 best case & more than 2 for whole Tesla fleet. Effectively, this more than doubles total WW Supercharger system throughput.",728,413,15334,16475,https://twitter.com/elonmusk/status/1103783385959301120,,,
+2019-03-07,"Latest software improves Tesla Supercharger times by up to 25% for all Tesla S/X/3 worldwide, incl original 2012 Model S. Not splitting power across 2 Supercharger stalls helps all cars up to 50%.",1565,612,24695,26872,https://twitter.com/elonmusk/status/1103765550461681664,Alandbru,,
+2019-03-07,Very little power & only right before you get to the Supercharger. You won’t notice it in range.,43,30,1591,1664,https://twitter.com/elonmusk/status/1103731551219539969,Erdayastronaut,,
+2019-03-07,"If you navigate to Supercharger, car will warm up battery en route, so you start immediately at max power",306,175,9477,9958,https://twitter.com/elonmusk/status/1103730529319284736,privater,,
+2019-03-07,You’re most welcome. Very proud of Tesla team. Super tough 15 years!,113,88,1995,2196,https://twitter.com/elonmusk/status/1103574166354231297,cleantechnica,,
+2019-03-05,Tesla comms is fixing. That was a mistake.,171,239,8922,9332,https://twitter.com/elonmusk/status/1103017584188780544,Gfilche,,
+2019-03-03,"Yes. Personally, I’m most excited by the Tesla Truck. Maybe it will be too futuristic for most people, but I love it.",158,183,2255,2596,https://twitter.com/elonmusk/status/1102345986117033984,jovanik21,,
+2019-03-03,"Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more & have slightly less range for same battery",1972,688,31507,34167,https://twitter.com/elonmusk/status/1102338251497431040,,,
+2019-03-03,First public Tesla V3.0 Supercharger Station goes live Wed 8pm,2319,767,34790,37876,https://twitter.com/elonmusk/status/1102332191462195201,,,
+2019-03-03,Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.,2629,504,28613,31746,https://twitter.com/elonmusk/status/1102147486909526017,,,@Space_Station
+2019-03-02,"If you bought a Tesla before yesterday’s price reduction, you can have Autopilot or full self-driving at half normal cost (up to $6k less)",1427,1152,23947,26526,https://twitter.com/elonmusk/status/1101724210878128128,Tesla,,
+2019-03-01,Explanation from Tesla later today,135,165,4514,4814,https://twitter.com/elonmusk/status/1101547909160624130,Model3Owners,,
+2019-03-01,"Base Model 3 available in Europe in ~6 months, Asia 6 to 8 months. Latter contingent on Shanghai Gigafactory. Country-specific taxes & import duties mean price may be 25% or more above US number.",793,695,13587,15075,https://twitter.com/elonmusk/status/1101317916018933760,,,
+2019-03-01,Exact Tesla Model 3 in my profile pic costs $35k before incentives & takes 1 minute to buy online at,2910,1716,28220,32846,https://twitter.com/elonmusk/status/1101289621537808384,,,
+2019-02-27,Some Tesla news,2052,2154,70778,74984,https://twitter.com/elonmusk/status/1100672354932256773,,,
+2019-02-26,"SEC forgot to read Tesla earnings transcript, which clearly states 350k to 500k. How embarrassing … ",587,374,4476,5437,https://twitter.com/elonmusk/status/1100215984713957376,JPUConn,,
+2019-02-20,"Tesla made 0 cars in 2011, but will make around 500k in 2019",9573,2393,137915,149881,https://twitter.com/elonmusk/status/1098013283372589056,,,
+2019-02-20,4000 Tesla cars loading in SF for Europe,17929,5107,217917,240953,https://twitter.com/elonmusk/status/1098009983931707393,,,
+2019-02-17,"Also, Tesla was competing for some of same people as OpenAI & I didn’t agree with some of what OpenAI team wanted to do. Add that all up & it was just better to part ways on good terms.",86,92,1908,2086,https://twitter.com/elonmusk/status/1096989482094518273,elonmusk,,
+2019-02-17,I had to focus on solving a painfully large number of engineering & manufacturing problems at Tesla (especially) & SpaceX,74,53,1947,2074,https://twitter.com/elonmusk/status/1096988782849486849,FredericLambert,,
+2019-02-14,CNBC - “Tesla Model 3 ranked most satisfying car”,2087,1048,24861,27996,https://twitter.com/elonmusk/status/1095942130177114113,,,
+2019-02-14,"Some sites maintained an almost daily Tesla deathwatch 11 years ago, reporting with an awful delight. 4000 days later …",548,243,13073,13864,https://twitter.com/elonmusk/status/1095928711331831808,InsideEVs,,
+2019-02-13,Tesla Model X first SUV to receive a perfect crash test rating https://www.businessinsider.com/tesla-model-x-perfect-safety-crash-test-rating-2019-2?utm_source=twitter&utm_medium=referral&utm_content=topbar&utm_term=mobile&referrer=twitter via @businessinsider,4677,1054,42462,48193,https://twitter.com/elonmusk/status/1095737018137534465,,,@businessinsider
+2019-02-09,"Just left Zeebrugge, now Tilburg, then Tesla HQ in Amsterdam & Oslo tonight to review service in Norway. Exciting to see thousands of Model 3’s on their way to owners in Europe!",2655,2169,46254,51078,https://twitter.com/elonmusk/status/1094232094912512000,,,
+2019-02-08,Joe Rogan describes Tesla for 4 mins & 20 secs,2417,862,29636,32915,https://twitter.com/elonmusk/status/1094004442708525056,,,
+2019-01-31,And Tesla Gigafactory is steadily becoming self-powered by solar,52,49,1009,1110,https://twitter.com/elonmusk/status/1091095843103432704,iamshack24,,
+2019-01-31,All our patent are belong to you https://www.tesla.com/blog/all-our-patent-are-belong-you,2769,685,21117,24571,https://twitter.com/elonmusk/status/1091080660100440065,,,
+2019-01-31,"Our true competition is not the small trickle of non-Tesla electric cars being produced, but rather the enormous flood of gasoline cars pouring out of the world’s factories every day",2369,537,22363,25269,https://twitter.com/elonmusk/status/1091079258607243264,,,
+2019-01-31,Exciting to see all the new electric vehicles coming to market! We created Tesla to accelerate a sustainable future & it’s happening!,3659,1014,33933,38606,https://twitter.com/elonmusk/status/1091077858947035136,,,
+2019-01-31,Super appreciate Deepak’s 11 year history building Tesla & wish him greatest of happiness in retirement! Zach has been outstanding over his 9 year history with Tesla & will build upon Deepak’s legacy.,380,139,10619,11138,https://twitter.com/elonmusk/status/1090846381323894784,business,,
+2019-01-28,"Great electric car documentary about early days of Tesla, GM Volt, Nissan Leaf & Gadget. So much has happened since then … https://m.youtube.com/watch?v=ru89x1jmpq4",2201,651,20339,23191,https://twitter.com/elonmusk/status/1089936209424465921,,,
+2019-01-27,"It’s an honor, sir! Thanks for owning a Tesla.",282,110,14144,14536,https://twitter.com/elonmusk/status/1089632508096856064,StephenKing,,
+2019-01-27,Tap Tesla logo at top of your car’s touchscreen & wait 10 secs to open special features box,3066,1698,64195,68959,https://twitter.com/elonmusk/status/1089621398409011200,,,
+2019-01-27,Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe),3650,1211,31193,36054,https://twitter.com/elonmusk/status/1089354757188120578,,,
+2019-01-26,"All doors unlock automatically when the Tesla comes to a stop after an accident. There is both primary & backup power to doors, brakes, steering & airbags.",80,50,1077,1207,https://twitter.com/elonmusk/status/1089274068430254081,petterware,,
+2019-01-22,Tesla Sentry Mode coming soon for all cars with Enhanced Autopilot,3613,1377,50862,55852,https://twitter.com/elonmusk/status/1087849475622588416,dmbfanmd,,
+2019-01-19,Tesla is the safest car according to US govt testing,157,113,1718,1988,https://twitter.com/elonmusk/status/1086520970599227392,RaptorJesuss,,
+2019-01-19,"I wish them well. Track record in auto startups is tough. Thousands of US auto startups, but only Ford & Tesla have avoided bankruptcy. A similar scenario is likely in all countries.",49,43,886,978,https://twitter.com/elonmusk/status/1086520338341478401,SparklingDisse1,,
+2019-01-17,"The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Tesla & give them 6 months of free Supercharging, please do so before then.",2121,1775,30812,34708,https://twitter.com/elonmusk/status/1085771520058679297,,,
+2019-01-16,"Teslarati is very thoughtful & well-written, but this stems from a miscommunication by SpaceX",42,46,1559,1647,https://twitter.com/elonmusk/status/1085680908177264640,musicnick1985,,
+2019-01-16,"The LA Times has a long track of unreasonable attacks on SpaceX & Tesla, but in this case it was our miscommunication",47,30,1277,1354,https://twitter.com/elonmusk/status/1085680538587787264,nextspaceflight,,
+2019-01-10,Tesla *with* Autopilot engaged is twice as safe & continues to make steady improvements,3290,961,36431,40682,https://twitter.com/elonmusk/status/1083252225449840642,Teslarati,,
+2019-01-09,"Starting on Monday, Tesla will no longer be taking orders for the 75 kWh version of the Model S & X. If you’d like that version, please order by Sunday night at",924,754,9139,10817,https://twitter.com/elonmusk/status/1083141248872075265,,,
+2019-01-09,"Btw, you can buy a Tesla online in less than 2 mins & give it back for a full refund for any reason http://Tesla.com",4224,2707,38324,45255,https://twitter.com/elonmusk/status/1083121972857487360,,,
+2019-01-07,Looking forward to breaking ground on the @Tesla Shanghai Gigafactory today!,2151,1036,38874,42061,https://twitter.com/elonmusk/status/1082103637990625281,,,@Tesla
+2019-01-05,Matt DeBord reviews all Tesla models https://www.businessinsider.com/favorite-features-every-tesla-new-used-2019-1?utm_source=twitter&utm_medium=referral&utm_content=topbar&utm_term=mobile&referrer=twitter via @businessinsider,480,244,6883,7607,https://twitter.com/elonmusk/status/1081580505412202498,,,@businessinsider
+2019-01-03,"Sounds great, will connect you with Tesla Energy",64,23,2337,2424,https://twitter.com/elonmusk/status/1080894111337439233,minliangtan,,
+2019-01-03,Singapore has enough area to switch to solar/battery & be energy-independent,60,23,1126,1209,https://twitter.com/elonmusk/status/1080888452256657408,c4mer0n,,
+2019-01-03,Great work by Tesla Team!,2529,735,34586,37850,https://twitter.com/elonmusk/status/1080636120159870976,InsideEVs,,
+2019-01-01,Congratulations @Tesla team!!,3192,1088,78487,82767,https://twitter.com/elonmusk/status/1080000130407776264,,,@Tesla
+2018-12-31,"Good summary of Tesla progress in 2018 by @cleantechnica (due to Tesla team, not me though) https://cleantechnica.com/2018/12/30/2018-was-a-giant-awesome-year-for-tesla-because-elon-musk/ via @cleantechnica",986,323,9708,11017,https://twitter.com/elonmusk/status/1079564797002182656,,,@cleantechnica @cleantechnica
+2018-12-30,Thanks Tesla owners in China! Looking forward to visiting soon for the groundbreaking of Gigafactory Shanghai!,147,106,2989,3242,https://twitter.com/elonmusk/status/1079469237230493696,Starman_Ben,,
+2018-12-28,Excited to have Larry Ellison & Kathleen Wilson-Thompson join the Tesla board!,2336,1098,38616,42050,https://twitter.com/elonmusk/status/1078716366591483904,,,
+2018-12-27,Tesla team did a great job!,156,103,4012,4271,https://twitter.com/elonmusk/status/1078395092090699776,westcoastbill,,
+2018-12-26,"Definitely. All major highways in Texas will have Superchargers, all the way to Brownsville & across Mexico.",43,39,878,960,https://twitter.com/elonmusk/status/1078023397819305984,motorsep,,
+2018-12-26,"Yes. Supercharger coverage will extend to 100% of Europe next year. From Ireland to Kiev, from Norway to Turkey.",2046,1606,18185,21837,https://twitter.com/elonmusk/status/1078021840444903424,shortword,,
+2018-12-26,"Most people don’t know that the Tesla Supercharger network allows easy long distance travel throughout USA, most of Europe, Canada and China",1421,1040,15950,18411,https://twitter.com/elonmusk/status/1078014421446799360,,,
+2018-12-26,We are dramatically increasing Tesla Superchargers within cities & working with landlords to add home charging to apartment buildings,57,47,855,959,https://twitter.com/elonmusk/status/1078012795847753728,martinmeany,,
+2018-12-26,"This is incorrect. Vast majority of vehicle motion is returned to the battery, as the electric motors act like a generator in reverse. Brake pads on a Tesla literally never need to be replaced for lifetime of the car.",581,326,7140,8047,https://twitter.com/elonmusk/status/1078010341651492865,JT_Richards,,
+2018-12-26,"Most importantly, every electric car, Tesla or otherwise, matters to the environment we all share. Every time someone chooses electric, the future gets a little bit brighter! If not Tesla, please take a look at these other options: https://en.m.wikipedia.org/wiki/List_of_electric_cars_currently_available",2339,706,20395,23440,https://twitter.com/elonmusk/status/1078008530253148160,,,
+2018-12-26,Reminder to US buyers that the $7500 tax credit cuts in half in 5 days! Order online at http://Tesla.com to see if there is any inventory left in your region or visit Tesla stores.,1347,544,13629,15520,https://twitter.com/elonmusk/status/1078000436697677824,,,
+2018-12-22,"If Tesla committed delivery & customer made good faith efforts to receive before year end, Tesla will cover the tax credit difference",111,76,1385,1572,https://twitter.com/elonmusk/status/1076554450720837632,wangmeister,,
+2018-12-22,"It will be tight, but Tesla production should have all mid-range Model 3 orders delivered by year end",32,14,806,852,https://twitter.com/elonmusk/status/1076553242622849024,wangmeister,,
+2018-12-22,"Tesla has released all cars for sale where original customer can’t take delivery before year end, as well as test drive / display cars, which cost less. Reminder to US buyers that $7500 tax credit drops in half in 8 days. Order online at http://Tesla.com or visit stores.",1535,854,15005,17394,https://twitter.com/elonmusk/status/1076549215151566848,,,
+2018-12-20,Tesla phone app release next week will enable service scheduling in 2 mins with a few taps. No more need to call!,1333,732,23799,25864,https://twitter.com/elonmusk/status/1075584037115158530,,,
+2018-12-20,"As a thank you to Tesla short sellers, we named a after them haha",1677,723,15818,18218,https://twitter.com/elonmusk/status/1075561530081521664,,,
+2018-12-19,"This can be applied to any autonomous, electric vehicle, not just Tesla",806,269,15195,16270,https://twitter.com/elonmusk/status/1075227724430471168,,,
+2018-12-19,Tesla in @boringcompany tunnel with retractable wheel gear that turns a car into a rail-guided train & back again,8842,1580,59303,69725,https://twitter.com/elonmusk/status/1075227467239940096,,,@boringcompany
+2018-12-18,Honored to work with amazing teams at SpaceX & Tesla!,2175,689,35772,38636,https://twitter.com/elonmusk/status/1075047498379653120,Teslarati,,
+2018-12-16,Tesla app almost done. Important to get every note right!,1490,859,36173,38522,https://twitter.com/elonmusk/status/1074175529413074944,,,
+2018-12-15,"In other words, you may be able to get a Tesla before the $7500 US tax credit drops in 2 weeks, even if you haven’t placed an order yet",530,404,9535,10469,https://twitter.com/elonmusk/status/1074027943150551040,,,
+2018-12-11,"Incorrect. “Chairman” is an honorific, not executive role, which means it’s not needed to run Tesla. Will retire that title at Tesla in 3 years. 60 Mins edited out end of my sentence, where I said I could do whatever I want. They cut “provided I have the support of shareholders”.",2984,847,38400,42231,https://twitter.com/elonmusk/status/1072528643488972802,business,,
+2018-12-11,"Also, Tesla policy is that if you order a car without a test drive you get 3 days to return for full refund vs 1 day if you do get a test drive (resources are overbooked)",382,287,7717,8386,https://twitter.com/elonmusk/status/1072494458376257537,,,
+2018-12-11,"Important note for US Tesla buyers: Federal tax credit drops by $3750 in 3 weeks. To be on the cancellation waitlist for delivery this year or if you want a display car, order at http://Tesla.com or visit our stores. Full refund if Tesla can’t deliver your car this year.",1287,711,12132,14130,https://twitter.com/elonmusk/status/1072493437264515073,,,
+2018-12-11,I’m dying to make a pickup truck so bad … we might have a prototype to unveil next year,310,306,4154,4770,https://twitter.com/elonmusk/status/1072488765753618437,lgebman,,
+2018-12-11,"Love that people are buying a Tesla for the product itself, even if they don’t believe in climate change. Not everyone can be convinced about global warming, but if an electric car is simply the best product, they don’t need to be.",4955,1775,46049,52779,https://twitter.com/elonmusk/status/1072488092089618432,InsideEVs,,
+2018-12-11,You’re right. There was a ton of footage with many people at Tesla that would be great to share. Longer pieces like we did with @MKBHD tell a more interesting story.,136,89,4360,4585,https://twitter.com/elonmusk/status/1072477936035512320,teslectrics,,@MKBHD
+2018-12-11,"We’re opening a lot of Tesla service centers next year, including Knoxville. Tesla will post upcoming city opening map this week.",86,62,708,856,https://twitter.com/elonmusk/status/1072466999249420288,girip_1,,
+2018-12-09,"Full self-driving option is required with the Tesla designed hardware 3 computer. This is a simple plug in replacement for the NVidia computer, but has over 10X the image processing ability.",97,83,1268,1448,https://twitter.com/elonmusk/status/1071846591693090816,ghhaugen,,
+2018-12-09,"Already testing traffic lights, stop signs & roundabouts in development software. Your Tesla will soon be able to go from your garage at home to parking at work with no driver input at all.",5317,1431,51591,58339,https://twitter.com/elonmusk/status/1071845439140327424,,,
+2018-12-09,"If you have a Tesla built in past 2 years, definitely try Navigate on Autopilot. It will blow your mind. Automatically passes slow cars & takes highway interchanges & off-ramps.",5318,1739,73970,81027,https://twitter.com/elonmusk/status/1071844948553609216,,,
+2018-12-09,"Major credit to AC Propulsion for the tzero electric sports car 1997-2003 that inspired Tesla Roadster. Without that, Tesla wouldn’t exist or would have started much later.",744,251,11459,12454,https://twitter.com/elonmusk/status/1071840664562786304,,,
+2018-12-09,"Yeah, we wanted to name our company after Tesla, the great scientist/engineer, but use of the Tesla name in automotive was already trademarked in the US, Europe & later China.",96,80,2239,2415,https://twitter.com/elonmusk/status/1071619073434238977,nichegamer,,
+2018-12-09,"Buying http://Tesla.com took over a decade, $11M & amazing amount of effort. Didn’t like http://teslamotors.com even when we were only making .",260,74,3604,3938,https://twitter.com/elonmusk/status/1071617709413003264,brandonorselli,,
+2018-12-09,"Tesla history trivia: we didn’t actually come up with the Tesla Motors name. Bought trademark off Brad Siewert for $75k in late 2004. He’d originally filed for it in 1994. Our alternative name was Faraday, which was used by a competitor several years later.",5067,1180,49616,55863,https://twitter.com/elonmusk/status/1071613648085311488,60Minutes,,
+2018-12-03,"We’re adding police car, fire truck & ambulance to the Tesla neural net in coming months",100,100,1237,1437,https://twitter.com/elonmusk/status/1069416551038640129,Jennerator211,,
+2018-12-03,"Exactly. Default Autopilot behavior, if there’s no driver input, is to slow gradually to a stop & turn on hazard lights. Tesla service then contacts the owner. Looking into what happened here.",72,78,986,1136,https://twitter.com/elonmusk/status/1069408498260164614,JohnnaCrider1,,
+2018-12-01,Applying a hydrophobic coating to the radar (located just below nose of car) should help. Easy to do yourself or Tesla service can do it. We’re also working on vision-only driving.,26,23,534,583,https://twitter.com/elonmusk/status/1069000094479876096,EESNY,,
+2018-12-01,"Perhaps most telling is that Norway, which is partly above the Arctic Circle, has more Teslas per capita than any other country on Earth.",51,39,768,858,https://twitter.com/elonmusk/status/1068970017436262400,elonmusk,,
+2018-12-01,"As the battery warms up, almost all of that is recovered. There is a roughly 10% range loss for cabin heating. Cabin heating impact on range is higher in slow traffic, but range is also higher in slow traffic.",43,28,669,740,https://twitter.com/elonmusk/status/1068969435732434945,carpenter_maas,,
+2018-11-30,Your Tesla can function as a boat for brief periods of time,908,323,7999,9230,https://twitter.com/elonmusk/status/1068582126306582528,rainnwilson,,
+2018-11-29,"After safety, our goal is to make a Tesla the most fun you could possibly have in a car",1051,763,21321,23135,https://twitter.com/elonmusk/status/1068215834877685760,,,
+2018-11-29,"Super fun software Easter eggs coming to all Tesla S/3/X cars before the holidays! Romance mode, toilet humor & more video games.",2322,1368,36418,40108,https://twitter.com/elonmusk/status/1068211597095559168,,,
+2018-11-29,"You can summon your Tesla from your phone. Only short distances today, but in a few years summon will work from across the continent.",26440,3364,183792,213596,https://twitter.com/elonmusk/status/1067967799547449344,RodneyHansen,,
+2018-11-28,"Cool! Actually, if you buy a Tesla without a test drive, you have 3 days to return it. If you buy after a test drive, you still have 24 hours. Trying to incent buying with no test drive.",2303,1023,34270,37596,https://twitter.com/elonmusk/status/1067927074797629440,crock23a,,
+2018-11-26,"Join to create exciting new worlds of technology!! If getting things done matters to you, then @SpaceX, @Tesla, @BoringCompany & @Neuralink are the places to be.",3177,1511,36552,41240,https://twitter.com/elonmusk/status/1067173241800650752,WSJ,,@SpaceX @Tesla @boringcompany @neuralink
+2018-11-23,"If you don’t want a Tesla, here’s a list of all electric cars in North America https://cleantechnica.com/2018/01/07/electric-vehicles-for-sale-usa/ via @cleantechnica",3887,2202,31115,37204,https://twitter.com/elonmusk/status/1066066012385103873,,,@cleantechnica
+2018-11-19,"Supercharger V3, which starts rolling out early next year, will also charge much faster",834,516,15305,16655,https://twitter.com/elonmusk/status/1064658222206771200,,,
+2018-11-19,Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to 100% of population in all active markets.,2235,823,30709,33767,https://twitter.com/elonmusk/status/1064656745635569664,,,
+2018-11-19,"No, it’s got enough load capacity & volume to carry the battery pack & our current pack energy density is about double that of original Roadster. Still, it would probably only save about 30% to 40% of effort, all things considered.",27,31,579,637,https://twitter.com/elonmusk/status/1064638194434469888,scottymeuk,,
+2018-11-19,"What really matters is time to volume production, not initial market intro. Apart from brief moments, Tesla vehicle production is limited by total battery output.",65,42,861,968,https://twitter.com/elonmusk/status/1064636393333252097,tsrandall,,
+2018-11-19,"Lot on our plate, so it’s either get van gliders (no battery, powertrain or compute tech) from Daimler & produce sooner or do all & produce later. Not a big difference to total vehicles produced either way. Priority list is Model Y, solar roof tiles, pickup, semi, Roadster.",120,136,1496,1752,https://twitter.com/elonmusk/status/1064624811794526208,elonmusk,,
+2018-11-19,Tesla can provide heating/cooling/lights/music for days using battery,30,8,570,608,https://twitter.com/elonmusk/status/1064533933197471746,LION_LIFER,,
+2018-11-19,Ideal situation in breakdown/accident (assuming no injuries) is that Tesla arrives at scene fast with top-of-the-line service loaner,30,23,753,806,https://twitter.com/elonmusk/status/1064526427129696256,WillFealey,,
+2018-11-19,Will allow having your car picked up & dropped off or using mobile Tesla Rangers service vans if car lift isn’t needed,361,272,6758,7391,https://twitter.com/elonmusk/status/1064525305111470081,NTXTeslaOwners,,
+2018-11-19,Adding functionality to Tesla phone app allowing owners to request service for top issues with 1 or 2 taps,2418,594,32043,35055,https://twitter.com/elonmusk/status/1064524270984867840,cjk7216,,
+2018-11-17,It will alert Tesla service automatically as fan power required to achieve target pressure drop exceeds spec level,59,33,1374,1466,https://twitter.com/elonmusk/status/1063859100360962049,annerajb,,
+2018-11-15,Tesla just acquired trucking capacity to ensure Model 3 can be delivered in US by Dec 31 if ordered by Nov 30,1823,1387,20183,23393,https://twitter.com/elonmusk/status/1063121238954991617,,,
+2018-11-14,Would be fun to add to Tesla,741,448,18218,19407,https://twitter.com/elonmusk/status/1062733438610898944,nichegamer,,
+2018-11-10,"If Tesla can help people in California wildfire, please let us know. Model S & X have hospital grade HEPA filters. Maybe helpful for transporting people.",15199,2627,133823,151649,https://twitter.com/elonmusk/status/1061123924354875393,,,
+2018-11-09,Please lmk what you’d most like improved/fixed about your Tesla. Thanks!,2193,22527,58147,82867,https://twitter.com/elonmusk/status/1060759329039515648,,,
+2018-11-02,"To clarify further, the long-term goal for Tesla mass market products is local production for local markets (at least at the continent level). This is critical to make pricing as affordable as possible.",78,49,953,1080,https://twitter.com/elonmusk/status/1058459966971949056,elonmusk,,
+2018-11-02,"Tesla will manufacture all battery modules & packs at China Giga, as we do today in California & Nevada. Cell production will be sourced locally, most likely from several companies (incl Pana), in order to meet demand in a timely manner.",85,33,977,1095,https://twitter.com/elonmusk/status/1058459307912552448,vincent13031925,,
+2018-11-02,"Amazing results by @Panasonic at Tesla Gigafactory Nevada! Very much appreciate extreme hard work it took to achieve this result. Together with Pana Japan cell plants, Tesla/Pana partnership is producing ~60% of global EV battery output!",614,130,7774,8518,https://twitter.com/elonmusk/status/1058444531190747136,Teslarati,,@panasonic
+2018-11-01,"#’s r wrong, but in Tesla makes s 4 overseas & East Coast in 1st half of quarter",296,217,6302,6815,https://twitter.com/elonmusk/status/1058080219041456128,InsideEVs,,
+2018-11-01,Car will drive to your phone location & follow you like a pet if you hold down summon button on Tesla app,4771,873,40738,46382,https://twitter.com/elonmusk/status/1057881371174035456,,,
+2018-11-01,"Tesla advanced Summon ready in ~6 weeks! Just an over-the-air software upgrade, so will work on all cars made in past 2 years (Autopilot hardware V2+).",3603,894,42500,46997,https://twitter.com/elonmusk/status/1057871356367269888,,,
+2018-10-31,"For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready soon. By next year, a Tesla should be able to drive around a parking lot, find an empty spot, read signs to confirm it’s valid & park.",3438,579,31570,35587,https://twitter.com/elonmusk/status/1057690425710891009,elonmusk,,
+2018-10-29,Deleted my Tesla titles last week to see what would happen. I’m now the Nothing of Tesla. Seems fine so far.,9183,3710,128903,141796,https://twitter.com/elonmusk/status/1057010155332628481,,,
+2018-10-27,Tesla Autopilot Drive on Navigation going to wide release in North America tonight,3747,1611,50353,55711,https://twitter.com/elonmusk/status/1056001102385049601,,,
+2018-10-26,Taking action. Tesla body shops now operating in California aiming for same day body repair in most cases.,168,119,6925,7212,https://twitter.com/elonmusk/status/1055874116803158016,rstefani11,,
+2018-10-25,Love Tesla supporters so much!! ,998,529,19996,21523,https://twitter.com/elonmusk/status/1055592321654243328,Model3Owners,,
+2018-10-25,Massive thanks to Tesla owners & supporters. We wouldn’t be here without you.,3920,2100,88559,94579,https://twitter.com/elonmusk/status/1055362206798307328,,,
+2018-10-23,"Get this question a lot, so need to clarify that there’s no such thing as a Tesla “refresh”. Other car companies do this every ~3 years, but Tesla constantly upgrades vehicle hardware every week.",3188,1205,53859,58252,https://twitter.com/elonmusk/status/1054812318096216064,,,
+2018-10-23,"To simplify production, many Tesla Model S & X interior configs, will no longer be available after Nov 1. Order now to be sure of the one you want.",1066,802,19367,21235,https://twitter.com/elonmusk/status/1054801685791436800,,,
+2018-10-22,"Order Tesla without test drive & you get 3 days to return for refund, else 1 day",1073,408,23467,24948,https://twitter.com/elonmusk/status/1054496095819116544,jamescharles,,
+2018-10-19,"If you don’t like a Tesla for any reason or no reason, you can just give it back for a full refund",204,188,2272,2664,https://twitter.com/elonmusk/status/1053128497747582976,planet4589,,
+2018-10-18,"It’s kind of like the post office. Same price for delivery to Maine as the SF Bay Area. But you do get a free Tesla factory tour, which is really fun to see.",45,42,760,847,https://twitter.com/elonmusk/status/1053065745897148416,dennishegstad,,
+2018-10-18,"Tesla rear wheel drive cars do actually work well on snow & ice. We did our traction testing on an ice lake! Dual motor AWD is great, but not required for cold weather. Just don’t use sport/summer tires.",683,429,12967,14079,https://twitter.com/elonmusk/status/1053063107843514368,,,
+2018-10-18,"It’s a long range battery with fewer cells. Non-cell portion of the pack is disproportionately high, but we can get it done now instead of ~February",72,66,1011,1149,https://twitter.com/elonmusk/status/1053061826794016769,DannyMekic,,
+2018-10-18,"Just released lower cost, mid-range Tesla Model 3 & super simple new order page",5505,3380,47660,56545,https://twitter.com/elonmusk/status/1053060766771761152,,,
+2018-10-17,"True, but this will improve dramatically over next several months & all Tesla cars ever produced (except early Roadsters) will get improvements for free. Continuous, free over-the-air software updates is a big part of why a Tesla retains so much value over time.",88,53,1002,1143,https://twitter.com/elonmusk/status/1052618041513586688,ajmarquez,,
+2018-10-17,Just reviewed Tesla’s service locations in North America & realized we have major gaps in geographic coverage! Sorry for this foolish oversight. Tesla will aim to cover all regions of NA (not just big cities) within 3 to 6 months.,2445,1621,39633,43699,https://twitter.com/elonmusk/status/1052356093534302208,,,
+2018-10-16,The FSD upgrade is the Tesla computer with our NN chip,42,37,699,778,https://twitter.com/elonmusk/status/1052130883585507328,JacksMacintosh,,
+2018-10-15,"This is without the Tesla NN computer. Per my public comments, that will give the car an extra order of magnitude.",78,68,1222,1368,https://twitter.com/elonmusk/status/1051973443602735104,ElectrekCo,,
+2018-10-15,Haha. It is actually my fav game on Tesla cars right now ,121,135,5318,5574,https://twitter.com/elonmusk/status/1051876453837561857,AlguireTim,,
+2018-10-15,What are some of the most fun games we could have on a Tesla? Classic Atari is just the start.,553,983,14577,16113,https://twitter.com/elonmusk/status/1051727134593445888,TTfue,,
+2018-10-14,"Thanks for recognizing the great work of the Tesla team! 45,000 people now.",544,202,12311,13057,https://twitter.com/elonmusk/status/1051591623069429760,cleantechnica,,
+2018-10-12,"Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Earth. Even if your faith in humanity is faltering, this is worth caring about. Support makes a difference. Thank you.",26692,3787,169664,200143,https://twitter.com/elonmusk/status/1050809258659344384,,,
+2018-10-12,Teslaquila coming soon …,6268,1476,46552,54296,https://twitter.com/elonmusk/status/1050788043907448834,CNBCi,,
+2018-10-11,"Exactly. A Tesla is objectively much safer in a crash than all other cars, according to NHTSA’s *own* calculations. This is just physics!",548,166,7160,7874,https://twitter.com/elonmusk/status/1050529142565941248,TeslaNY,,
+2018-10-09,No such thing as a “full refresh” at Tesla or even a model year. Our cars are partially upgraded every month as soon as a new subsystem is ready for production. There is no cadence.,132,114,1252,1498,https://twitter.com/elonmusk/status/1049716203676037122,FredericLambert,,
+2018-10-09,A reminder of why it’s important to accelerate advent of cars powered by electricity made from solar power,5891,1096,27679,34666,https://twitter.com/elonmusk/status/1049679307839131648,IPCC_CH,,
+2018-10-08,"The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight is taken into account, order is more like X,S, then 3, but they are all very close.",3198,941,28243,32382,https://twitter.com/elonmusk/status/1049324111367815169,Tesla,,
+2018-10-07,"Tesla owner shows how well ultrawhite seats hold up after 25,000 miles. The black & white interior is def best imo.",638,473,10502,11613,https://twitter.com/elonmusk/status/1049045561792294912,,,
+2018-10-05,Tesla owners can refer someone to buy a Tesla & get any image they want laser etched in glass & sent to deep space for millions of years,3295,1375,25609,30279,https://twitter.com/elonmusk/status/1048114562694696966,Teslarati,,
+2018-10-04,"If you think Tesla is overvalued compared to probable value of future cash flows, sell. Otherwise, buy.",269,209,2951,3429,https://twitter.com/elonmusk/status/1047963507625345024,BullTesla,,
+2018-10-02,"Tesla Autopilot team is awesome! Got to make sure we iron out the details though. Long tail of tricky edge cases. Important to get front wide angle, B pillar & side repeater camera neural nets just right.",101,73,1410,1584,https://twitter.com/elonmusk/status/1047005194180022273,incentives101,,
+2018-09-29,Tesla will deliver your car to you. This is the future. The way it should work.,78,102,1400,1580,https://twitter.com/elonmusk/status/1045855998836011008,alitofts,,
+2018-09-28,Huge thank you to all Tesla supporters for helping with car deliveries all around the world. You rock!!,1804,1115,39635,42554,https://twitter.com/elonmusk/status/1045788510039371777,,,
+2018-09-28,Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environmentally sustainable is financially sustainable.,1935,1118,30563,33616,https://twitter.com/elonmusk/status/1045786144422543361,,,
+2018-09-25, Tesla Owners ,2941,2705,58197,63843,https://twitter.com/elonmusk/status/1044688678042271744,elonmusk,,
+2018-09-22,"Wow, thanks for offering to help! The coming week is incredibly intense. If any current Tesla owners who’d like to help educate new owners could head to Tesla delivery centers during midday on Sat/Sun & morning/evening on weekdays, that would be super appreciated!",339,345,2804,3488,https://twitter.com/elonmusk/status/1043293219205787648,DMC_Ryan,,
+2018-09-20,"Key technical point is that the polar moment of inertia (concentration of mass around center) of a Tesla, to the extent of our knowledge, is better than any other production car. This positively affects safety, handling & driving feel. Extremely important metric.",99,34,1213,1346,https://twitter.com/elonmusk/status/1042842449008197632,elonmusk,,
+2018-09-20,Tesla piece on the physics of car safety coming soon for those interested in technical details,734,403,13857,14994,https://twitter.com/elonmusk/status/1042832003937099776,,,
+2018-09-19,Tesla Rangers!,106,120,4765,4991,https://twitter.com/elonmusk/status/1042525568531480576,raginggoat,,
+2018-09-17,Good news on this front. Tesla engineering rallied & this will be part of V9. Going through final testing now.,277,132,5791,6200,https://twitter.com/elonmusk/status/1041826260115120128,iamacloudguy,,
+2018-09-17,"Due to some Tesla owners encountering system issues yesterday, the free Supercharging referral program will be extended until tomorrow night",460,306,7107,7873,https://twitter.com/elonmusk/status/1041793769106853888,joeykrug,,
+2018-09-16,"Yeah, that’s our problem. Service & parts supply in general will be the top Tesla priority after we get through the insane car delivery logistics of the next few weeks.",42,47,1046,1135,https://twitter.com/elonmusk/status/1041436083894943744,thereal_scottv,,
+2018-09-16,"Outside repair shops are jack of all trades, which means supporting 1000’s of makes & models. Tesla collision repair specializes in three. Having all parts in stock & not waiting for insurance approval also make a world of difference.",68,74,1468,1610,https://twitter.com/elonmusk/status/1041425397659795456,SnazzyQ,,
+2018-09-16,"Exciting to see some Tesla collision repair operations already completing within 24 hrs. Aiming for same day soon, then under an hour.",681,254,12089,13024,https://twitter.com/elonmusk/status/1041421799618052097,,,
+2018-09-16,"Tesla is bringing most collision repairs in-house, as outside firms take weeks to months for repairs, driving Tesla owners (and us) crazy",1445,674,22099,24218,https://twitter.com/elonmusk/status/1041421552300916736,,,
+2018-09-15,"Tesla owners can grant free Supercharging for life to a friend who buys S/3/X. Ends tomorrow night. http://tesla.com/support/referral-program""",2264,1176,18701,22141,https://twitter.com/elonmusk/status/1041108570740158464,,,
+2018-09-14,"The Tesla board has done incredible work overseeing the largest value creation in the auto industry in 100+ years, despite many setbacks. Tesla owes its very existence to this board!",519,267,8847,9633,https://twitter.com/elonmusk/status/1040630345463357440,JoannMuller,,
+2018-09-12,"Due to a large increase in vehicle delivery volume in North America, Tesla customers may experience longer response times. Resolving this is our top priority.",1583,1406,30934,33923,https://twitter.com/elonmusk/status/1039982911322087429,,,
+2018-09-11,"Moving 2 of 7 Tesla colors off menu on Wednesday to simplify manufacturing. Obsidian Black & Metallic Silver will still be available as special request, but at higher price.",1367,1494,26837,29698,https://twitter.com/elonmusk/status/1039390759907020801,,,
+2018-09-06,"Tesla 1st, 2nd & 3rd in August sales",1397,728,13394,15519,https://twitter.com/elonmusk/status/1037502853680517120,InsideEVs,,
+2018-08-25,This is utterly false. Fossil fuel merchants of doubt have been pushing that bs for years. Tesla Gigafactory will be 100% renewable powered (by Tesla Solar) by end of next year.,387,223,3617,4227,https://twitter.com/elonmusk/status/1033494277643481089,SeanHQuinn,,
+2018-08-25,"What’s cool is that it was driven across the country alone (no escort or any accompanying vehicles), using the existing Tesla Supercharger network and an extension cord",617,209,9182,10008,https://twitter.com/elonmusk/status/1033260379147620352,ElectrekCo,,
+2018-08-24,"Tesla Car Karaoke hopefully ready in OTA software update version 10. Just played Missile Command, Asteroids & Lunar Lander in V9. Really fun!",643,247,11492,12382,https://twitter.com/elonmusk/status/1032977253297057792,AshleyEsqueda,,
+2018-08-24,"Goal is to service your car wherever you are, quietly & quickly. No need to bring it to a Tesla service center.",4879,1427,44871,51177,https://twitter.com/elonmusk/status/1032804122330845184,Tesla,,
+2018-08-19,Ford & Tesla are the only 2 American car companies to avoid bankruptcy. I just got home from the factory. You think this is an option. It is not.,3498,1585,40552,45635,https://twitter.com/elonmusk/status/1031111742103814144,ariannahuff,,
+2018-08-18,Super appreciate free concert for Tesla during this intense time! ,1089,681,19995,21765,https://twitter.com/elonmusk/status/1030735648171282433,Tesla,,
+2018-08-14,"I’m excited to work with Silver Lake and Goldman Sachs as financial advisors, plus Wachtell, Lipton, Rosen & Katz and Munger, Tolles & Olson as legal advisors, on the proposal to take Tesla private",1211,708,12515,14434,https://twitter.com/elonmusk/status/1029171381584314368,Tesla,,
+2018-08-11,Great Q&A @defcon last night. Thanks for helping make Tesla & SpaceX more secure! Planning to open-source Tesla vehicle security software for free use by other car makers. Extremely important to a safe self-driving future for all.,3426,691,23959,28076,https://twitter.com/elonmusk/status/1028351047478042624,,,@defcon
+2018-08-11,"Thanks, great feedback. Will be a fun project for Tesla design. Love the idea of adding a special item every few months, so whenever you go into a Tesla store, there is something new & delightful to see.",28,35,653,716,https://twitter.com/elonmusk/status/1028349398546231296,momof3terrors,,
+2018-08-11,Short shorts coming soon to Tesla merch,15442,2528,102469,120439,https://twitter.com/elonmusk/status/1028121465785405441,,,
+2018-08-08,Tesla deliveries & AP hardware chart by @lexfridman at MIT,1199,500,11170,12869,https://twitter.com/elonmusk/status/1027294935504936960,,,@lexfridman
+2018-08-07,Absolutely. Am super appreciative of Tesla shareholders. Will ensure their prosperity in any scenario.,493,278,6808,7579,https://twitter.com/elonmusk/status/1026892550337122304,heydave7,,
+2018-08-07,My hope is *all* current investors remain with Tesla even if we’re private. Would create special purpose fund enabling anyone to stay with Tesla. Already do this with Fidelity’s SpaceX investment.,920,509,8640,10069,https://twitter.com/elonmusk/status/1026890900885184514,Gfilche,,
+2018-08-07,Am considering taking Tesla private at $420. Funding secured.,16006,6222,90260,112488,https://twitter.com/elonmusk/status/1026872652290379776,,,
+2018-08-05,We’re working on a new Tesla mini-car that can squeeze in an adult,89,182,848,1119,https://twitter.com/elonmusk/status/1026250770235023360,Excellion,,
+2018-08-05, Tesla Autopilot Team ,43,33,894,970,https://twitter.com/elonmusk/status/1026204484421074944,Scobleizer,,
+2018-08-05,"Games & other refinements will go to all Tesla S, X & 3 from start of production. Autopilot enhancements apply to all Model 3’s plus S & X made in last few years (needs Autopilot Hardware V2.0 or higher).",29,12,510,551,https://twitter.com/elonmusk/status/1026203526332989441,chriscardinal,,
+2018-08-05,Glad you’re enjoying Model 3 & thanks for buying a Tesla! Major enhancements to Autopilot & fun games coming in a month with V9.0.,594,349,9032,9975,https://twitter.com/elonmusk/status/1026202323775672320,Scobleizer,,
+2018-08-05,"Dang, turns out even Hitler was shorting Tesla stock …",2586,1120,17909,21615,https://twitter.com/elonmusk/status/1026073171638738944,,,
+2018-08-01,"If you’re into video game development, consider applying to Tesla. We want to make super fun games that integrate the center touch screen, phone & car irl.",11532,4384,74545,90461,https://twitter.com/elonmusk/status/1024758123406323712,,,
+2018-08-01,Good idea & thanks for Supercharger trophy reminder. Really want to make the car as fun as possible!,39,40,852,931,https://twitter.com/elonmusk/status/1024756088221007872,Model3Owners,,
+2018-08-01,Some of best classic @Atari games coming as Easter eggs in Tesla V9.0 release in about 4 weeks. Thanks @Atari!,3787,1458,33955,39200,https://twitter.com/elonmusk/status/1024726529304027137,,,@atari @atari
+2018-07-31,Tesla body shops are ramping up fast. Aiming to go from 30+ days using external body repair shops to same day body repair with prestocked parts at Tesla service centers.,61,81,747,889,https://twitter.com/elonmusk/status/1024406801477816320,aswhiting,,
+2018-07-31,Can’t wait to bring Tesla to Brazil. One of my favorite countries!,155,116,1417,1688,https://twitter.com/elonmusk/status/1024364000870420481,iLehonardo,,
+2018-07-26,"Worth another retweet. Hope Dan Neil returns to Twitter. He left due to relentless attacks from short-sellers, who constantly peddle fear, uncertainty & doubt about Tesla. Dan won the Pulitzer & is considered by many to be the best car critic in the world.",2765,810,22274,25849,https://twitter.com/elonmusk/status/1022430321696858113,Tesla,,
+2018-07-23,"Wow, that’s really awesome. Thank you! @TeslaOwnersUK",140,57,3376,3573,https://twitter.com/elonmusk/status/1021461084585299973,WillFealey,,@TeslaOwnersUK
+2018-07-21,"Yes, Tesla Model S, X & 3 all automatically keep cabin temperature within safe limits even when parked",921,233,9927,11081,https://twitter.com/elonmusk/status/1020797949297582080,ryan_caldbeck,,
+2018-07-21,"Phew . Yeah, we had a drain block 3 months ago & people are working hard to make Tesla successful. Am honored to work with them. Are you trolling for fun or is it part of a job? What motivates you?",26,52,1307,1385,https://twitter.com/elonmusk/status/1020479409805877248,danfromtheweb,,
+2018-07-14,"I’m honored to work with an amazing group of people at Tesla, but always happy to talk to an ace who might want to join",148,179,3827,4154,https://twitter.com/elonmusk/status/1017963227261624321,johndstoll,,
+2018-07-12,Just finished an amazing 3 day visit to China. The world has never seen human energy & vigor at such scale. Incredibly impressed with Tesla China team & potential for the future.,2684,1150,40252,44086,https://twitter.com/elonmusk/status/1017333757077008385,,,
+2018-07-11,"Definitely. Can’t wait to try that. Been a little distracted past few months on mostly Tesla matters, but back at it soon.",31,36,707,774,https://twitter.com/elonmusk/status/1017054281638113280,annerajb,,
+2018-07-06,"Looks like 1st bit of water is close enough to entrance to be pumped out. 2nd & 3rd would need battery packs, air pumps & tubes. If depth of 2nd is accurate, would need ~0.5 bar tube pressure. Prob need to enter tube, zip up & then transit.",636,101,3661,4398,https://twitter.com/elonmusk/status/1015137456901931008,JamesWorldSpace,,
+2018-07-05,"Norwegians are right to be upset with Tesla. We are having trouble expanding our service facilities in Oslo especially. Can solve quickly with Tesla mobile service vans, but awaiting govt permission to do so.",258,167,5684,6109,https://twitter.com/elonmusk/status/1014964962718973952,Rayhawn,,
+2018-07-05,Are you 100% certain that @businessinsider stands by @lopezlinette & supports everything she’s done? Why won’t Lopez go on record saying that she never offered Tripp anything for inside info or asked him to break his confidentiality agreement by taking detailed video of Tesla IP?,103,85,1614,1802,https://twitter.com/elonmusk/status/1014964102672801792,ajs,,@businessinsider @lopezlinette
+2018-07-05,"So @lopezlinette publicly stated she stans for Chanos, Tesla’s most prominent short-seller. In her words, he is “one of the greatest.” Her articles print Chanos’s view verbatim. This is not journalism.",61,77,881,1019,https://twitter.com/elonmusk/status/1014942490690969600,vincent13031925,,@lopezlinette
+2018-07-05,".@lopezlinette You stated publicly that you “see eye to eye” with Chanos, the most prominent short-seller of Tesla. Have you ever provided him with material non-public information about Tesla?",60,51,807,918,https://twitter.com/elonmusk/status/1014935357345763330,scottwww,,@lopezlinette
+2018-07-05,"Indeed, very simple question. To be specific: @lopezlinette, did you compensate or promise to compensate Martin Tripp for inside information about Tesla? Did he, under that inducement, provide you with exaggerated negative info, which you printed, but turned out to be untrue?",88,63,1033,1184,https://twitter.com/elonmusk/status/1014923546210938880,stetopinini,,@lopezlinette
+2018-07-05,"Sounds very sketchy if true. @lopezlinette, is it possible you’re serving as an inside trading source for one of Tesla’s biggest short-sellers? An ex-Tesla employee just went on record formally claiming you bribed him & he sent you valuable Tesla IP in exchange. Is this true?",161,119,1323,1603,https://twitter.com/elonmusk/status/1014811835017584640,S_Padival,,@lopezlinette
+2018-07-05,"@lopezlinette has published several false articles about Tesla, including a doozy where she claimed Tesla scrapped more batteries than our total S,X &3 production number, which is physically impossible.",181,79,3116,3376,https://twitter.com/elonmusk/status/1014806548340568065,S_Padival,,@lopezlinette
+2018-07-05,".@Reuters is relentlessly negative about Tesla. They just wrote a bogus article saying S production last week was low by 800 cars. S/X annual prod is set at ~100k, ie 1,900/week. Tesla built 1,913 S/X cars at our standard ~50/50 split last week, which is right on target.",109,57,991,1157,https://twitter.com/elonmusk/status/1014785289967923200,aperezposada,,@Reuters
+2018-07-04,"Very early on, we had the ability to use the car as a battery outputting power. Maybe worth revisiting that.",30,101,651,782,https://twitter.com/elonmusk/status/1014634671735562240,Cody_Walker9,,
+2018-07-01,"7000 cars, 7 days Tesla Team ",12972,4833,143059,160864,https://twitter.com/elonmusk/status/1013519243030253570,,,
+2018-06-27,All Tesla vehicles come with cabin overheat protection,213,63,1943,2219,https://twitter.com/elonmusk/status/1011846284351717379,davidwkeith,,
+2018-06-26,"Wow, great idea! Since it will already have a Tesla pneumatics system, it totally makes sense to add a utility port.",52,62,1500,1614,https://twitter.com/elonmusk/status/1011760743929110528,MuellerJeffrey,,
+2018-06-26,"Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field all day. No generator needed.",2378,2237,31383,35998,https://twitter.com/elonmusk/status/1011724688706318337,,,
+2018-06-26,The Tesla Truck will have dual motor all-wheel drive w crazy torque & a suspension that dynamically adjusts for load. Those will be standard.,2466,1885,32044,36395,https://twitter.com/elonmusk/status/1011678031801249793,,,
+2018-06-26,"What would you love to see in a Tesla pickup truck? I have a few things in mind, but what do you think are small, but important nuances & what would be seriously next level?",4753,26580,53240,84573,https://twitter.com/elonmusk/status/1011672532838055937,,,
+2018-06-26,"“Virtue signaling” is super annoying & there are lots of phoneys who are actually huge jerks, but jump on every social cause du jour. But I’m really proud of the fact that #of changes Tesla had to make to achieve 100/100 (before even knowing about the LGBTQ index) was zero.",30,17,576,623,https://twitter.com/elonmusk/status/1011669859577446401,EV20018,,
+2018-06-26,Then you will really hate that Tesla scored 100/100 four years in a row on LGBTQ equality,86,20,1295,1401,https://twitter.com/elonmusk/status/1011660804104470528,justwidle2,,
+2018-06-25,"This doesn’t take into account shifting trillions of tons of carbon from subsurface to atmosphere, which could accelerate overheating time by a factor of a million (or so). This is why Tesla.",406,233,5899,6538,https://twitter.com/elonmusk/status/1011117284524519424,elonmusk,,
+2018-06-24,Cyborg Dragon Tesla almost done,132,92,2193,2417,https://twitter.com/elonmusk/status/1011027339210317825,FredericLambert,,
+2018-06-24,Tesla Semi Truck in Mad Max Mode,5768,662,47233,53663,https://twitter.com/elonmusk/status/1011021456526987266,jongold,,
+2018-06-23,Expanding the tour soon. So many cool things to see. Tesla car factory has 3rd largest footprint of any building on Earth. Maybe 1st if you include all our sweet tents ,89,85,2433,2607,https://twitter.com/elonmusk/status/1010619095421616128,Scobleizer,,
+2018-06-23,Tesla factory rn,1156,487,18261,19904,https://twitter.com/elonmusk/status/1010458705513537536,,,
+2018-06-22,Was thinking of offering an extended Tesla factory tour option where you could help build part of a car & understand how they come together. I know it would have been super fun for me when I was a kid (or now).,1049,1009,15593,17651,https://twitter.com/elonmusk/status/1010223743287771136,Model3Owners,,
+2018-06-20,@Money23Green Thanks for coming by our car factory with @westcoastbill. Tesla team was super fired up to see you! Congrats on your victory!!,334,71,6767,7172,https://twitter.com/elonmusk/status/1009571180989243392,,,@Money23Green @westcoastbill
+2018-06-20,"There is more, but the actions of a few bad apples will not stop Tesla from reaching its goals. With 40,000 people, the worst 1 in 1000 will have issues. That’s still ~40 people.",55,60,598,713,https://twitter.com/elonmusk/status/1009484066159144962,cfarivar,,
+2018-06-19,"To be clear, Tesla European Headquarters will remain in Netherlands",67,63,627,757,https://twitter.com/elonmusk/status/1009164260151185408,TopDutchCom,,
+2018-06-19,You’re probably right. Maybe after Tesla drama calms down.,47,78,1081,1206,https://twitter.com/elonmusk/status/1008935738270834689,AntVenom,,
+2018-06-19,Not sure we actually need a building. This tent is pretty sweet. Tesla Grohmann line is in place at Giga & spooling up now. They super kicked ass too. Heiliger Strohsack!,59,38,773,870,https://twitter.com/elonmusk/status/1008916455948148736,maysacha,,
+2018-06-19,"Needed another general assembly line to reach 5k/week Model 3 production. A new building was impossible, so we built a giant tent in 2 weeks. Tesla team kfa!! Gah, love them so much ",683,417,12756,13856,https://twitter.com/elonmusk/status/1008906087611883521,cfarivar,,
+2018-06-18,"Dude, we are California, which is extremely pro union. People can form a union tomorrow & nothing Tesla could do to stop it. UAW can’t even get enough sigs to request a vote, cause they have nothing to offer.",68,36,941,1045,https://twitter.com/elonmusk/status/1008860403051327488,cfarivar,,
+2018-06-17,"We’ve always provided healthcare, hourly wages above union & Tesla stock. Also, free drinks & snacks. Try to make it fun too. Top ten hourly workers cumulatively received Tesla stock now worth $1M to $2M. Nobody wants UAW, so UAW keeps trashing Tesla & me via 3rd parties.",76,43,934,1053,https://twitter.com/elonmusk/status/1008443957603258368,goombar3,,
+2018-06-17,“Profit” just means you earned more money than you spent & certainly does spark innovation. Jesus. This is obv a good thing & extremely hard. It has taken Tesla 15 years & we’re almost there. Every other US car company besides Ford & Tesla has gone bankrupt.,90,66,804,960,https://twitter.com/elonmusk/status/1008431653935435776,iamJeffTorres,,
+2018-06-17,"...which clearly doesn’t work. UAW and Wall Street shorts know every detail of what’s happening at Tesla. Storm clouds are gathering, so they’re getting desperate.",24,8,372,404,https://twitter.com/elonmusk/status/1008406329398980608,elonmusk,,
+2018-06-17,More propaganda. The NDA only prevents disclosure of Tesla proprietary IP or material non-public information (insider trading).,15,6,387,408,https://twitter.com/elonmusk/status/1008404991516631040,indiemusicfan4,,
+2018-06-17,"I endorse freedom to form a union too, as well as freedom not to do so if they feel Tesla is a good company. UAW has major conflicts of interest & failed our car plant already when they abandoned us in 2010. Tesla can only hire 5% of applicants, so must be doing something right.",16,26,486,528,https://twitter.com/elonmusk/status/1008401637528895488,doctorow,,
+2018-06-17,"UAW doesn’t have 30% of signatures (about 6000 people) needed for a vote. They can’t even muster enough people for a free bbq. Instead, they’re getting paid trolls & far left shills to trash Tesla & me in press & social media. Such creeps.",32,36,575,643,https://twitter.com/elonmusk/status/1008397942653218816,dimas_______,,
+2018-06-17,"I’m not against all unions, but UAW has a track record of destroying productivity so a company can’t compete on world market. Our current factory went bankrupt under UAW before we took it over. Don’t want Tesla to die too.",27,30,463,520,https://twitter.com/elonmusk/status/1008393868381843456,CappyAtLast,,
+2018-06-17,"Iain certainly wasn’t pro-union in the Culture books. At all. And wouldn’t be in the case of Tesla. Banks was about freedom through & through. Maybe for a single buyer (monopsony) vs single seller (monopoly), I would be too, but that’s a special case.",33,94,778,905,https://twitter.com/elonmusk/status/1008389798740963329,doctorow,,
+2018-06-17,"Auto-semiotic asphyxiation (sorry, couldn’t resist)",204,245,4781,5230,https://twitter.com/elonmusk/status/1008318961539137537,,,
+2018-06-17,The Semi-erotics of Evil,1525,656,9789,11970,https://twitter.com/elonmusk/status/1008191818788302849,,,
+2018-06-16,I disagree with that goal & gave away Tesla patents to help other companies,39,22,560,621,https://twitter.com/elonmusk/status/1008114586392846336,durrani_sardari,,
+2018-06-16,Amazing work by Tesla team. Built entire new general assembly line in 3 weeks w minimal resources. Love u guys so much! Pic of 1st Model 3 dual motor performance coming off the line …,4458,1463,47826,53747,https://twitter.com/elonmusk/status/1008081295090450432,,,
+2018-06-15,Already sold >$100M TSLA for charity. Will do about that every few years. Major disbursements in about 20 years when Tesla is steady state.,162,53,2490,2705,https://twitter.com/elonmusk/status/1007663283648647169,FredericLambert,,
+2018-06-12,"Difficult, but necessary Tesla reorg underway. My email to the company has already leaked to media. Here it is unfiltered:",10132,1865,68809,80806,https://twitter.com/elonmusk/status/1006597562156003328,,,
+2018-06-10,"Exactly. Total energy stored even in ultra compressed air is low vs battery, but power output is insane. The composite overwrapped pressure vessel (COPV) is most advanced ever made. It’s what SpaceX is qualifying for NASA crewed missions. Extremely robust — literally bulletproof.",67,53,976,1096,https://twitter.com/elonmusk/status/1005902575353204736,Lord_Lima_Bean,,
+2018-06-10,"Intent of new Tesla Roadster is to beat gas sports cars on every performance metric by far, no exceptions, thus transferring the “halo crown” effect gas cars have as the top speed leaders over to pure electric.",407,145,5228,5780,https://twitter.com/elonmusk/status/1005784176950370305,LanceUlanoff,,
+2018-06-10,"That issue is better in latest Autopilot software rolling out now & fully fixed in August update as part of our long-awaited Tesla Version 9. To date, Autopilot resources have rightly focused entirely on safety. With V9, we will begin to enable full self-driving features.",147,86,1032,1265,https://twitter.com/elonmusk/status/1005782088841232385,anandrajk,,
+2018-06-10,"That’s quite a blast from the past! After my Zip2 experience w patents, I felt that patents (particularly software) inhibited innovation, instead of fostering it. I aspired to file zero patents after that. In 2014, we open-sourced all Tesla patents",104,40,1004,1148,https://twitter.com/elonmusk/status/1005639487995592705,FredericLambert,,
+2018-06-09,"19 years ago, when my 1st company got bought, I had to decide between buying a house in Palo Alto or a McLaren F1 (best car ever imo). Was no contest. I bought F1 & a small condo that was much cheaper than the car. New Tesla Roadster will exceed all gas sports cars in every way…",2937,556,25841,29334,https://twitter.com/elonmusk/status/1005582744980606976,,,
+2018-06-09,"SpaceX option package for new Tesla Roadster will include ~10 small rocket thrusters arranged seamlessly around car. These rocket engines dramatically improve acceleration, top speed, braking & cornering. Maybe they will even allow a Tesla to fly …",8786,2109,61413,72308,https://twitter.com/elonmusk/status/1005577738332172289,,,
+2018-06-08,We’re building out Tesla body repair in all major metro areas to ensure super fast & excellent outcome,54,45,753,852,https://twitter.com/elonmusk/status/1005139802826526720,teslaology,,
+2018-06-08,Talked with Tesla team. Looks like we can do the aluminum Model 3 pedal covers (slightly different from S). Turning on production for Model 3 Performance version.,65,60,879,1004,https://twitter.com/elonmusk/status/1005138469243383808,DMC_Ryan,,
+2018-06-08,Gigafactory should be on 100% renewable energy (primarily solar with some wind) by next year. Rollout of solar already begun.,481,146,7520,8147,https://twitter.com/elonmusk/status/1005133546665566208,pmnordkvist,,
+2018-06-03,Appreciated on behalf of Tesla team,131,43,4901,5075,https://twitter.com/elonmusk/status/1003158520919814145,cassianelwes,,
+2018-06-03,"Leasing negatively effects Tesla cash flow, so we prob won’t offer Model 3 leases for 6 to 9 months. Loan financing is a better deal anyway, as bank conservatism for new car models is v conservative about residual value, but Teslas have always had strong residual value.",44,40,587,671,https://twitter.com/elonmusk/status/1003142000307154944,Heretic_Soul,,
+2018-06-02,"Singapore has enough land area to generate most of its electricity from the sun. Solar energy is more than most people realize. 250MW per sq km at current commercial efficiency solar panels. No more need to import fossil fuels for electricity, which is a strategic vulnerability.",194,38,909,1141,https://twitter.com/elonmusk/status/1002941578040696832,KumJm,,
+2018-06-01,Some details on the Tesla air filtration system,595,274,7386,8255,https://twitter.com/elonmusk/status/1002678650355920896,Tesla,,
+2018-06-01,"Cool, Tesla S/X have hospital operating room air quality when BWD mode is activated, so shd protect against even a weaponized virus",6111,666,46756,53533,https://twitter.com/elonmusk/status/1002372491514441728,OlofTenghoff,,
+2018-05-31,Try adjusting tire pressure. Will ask Tesla engineering to investigate.,7,18,501,526,https://twitter.com/elonmusk/status/1002056802127638528,unicorn,,
+2018-05-30,"Tesla will always refute articles that are misleading & point out if there is someone with a pattern of doing so. Many fit this description, but Consumer Reports is always fair & accurate in their criticism.",292,76,5980,6348,https://twitter.com/elonmusk/status/1001954916569579520,jeffnesbit,,
+2018-05-30,"Would love to be in India. Some challenging government regulations, unfortunately. Deepak Ahuja, our CFO, is from India. Tesla will be there as soon as he believes we should.",1769,497,5047,7313,https://twitter.com/elonmusk/status/1001707195799621632,yoyovinzi,,
+2018-05-28,Superchargers will ultimately cover the entire region,159,117,4472,4748,https://twitter.com/elonmusk/status/1001223333646499841,utkuspace,,
+2018-05-28,"Pointing out to aspiring journo & Rodin spokesmodel, Josh Top, who thinks public polls are controlled by “powerful people” that the media is *owned* by same. Anyone who thought this was anti-Semitic is just revealing their inner bigot. The context is very clear.",604,273,4849,5726,https://twitter.com/elonmusk/status/1000951606009974784,oneunderscore__,,
+2018-05-26,"About to ship. @BoringCompany holding flamethrower pickup parties in a week or so, then deliveries begin. Check https://www.boringcompany.com/not-a-flamethrower/ for details.",31,35,425,491,https://twitter.com/elonmusk/status/1000509888534007809,CalebHarmon5,,@boringcompany
+2018-05-26,A Tesla has a usable reserve of 5 to 15 miles range even after the battery reads “empty”. This will not hurt the pack.,46,19,604,669,https://twitter.com/elonmusk/status/1000456410944061440,TKhopshanosov,,
+2018-05-26,I just sent a note to Tesla service to take care of your car right away & our HVAC engineering lead to fix root cause,16,13,476,505,https://twitter.com/elonmusk/status/1000449499221803009,JuBeBallin,,
+2018-05-26,"Wow, amazing Tesla hypermile drive happening",716,212,9533,10461,https://twitter.com/elonmusk/status/1000447759143464960,teslainventory,,
+2018-05-26,"Generally higher quality reporting, especially if not under pressure to publish fast. Consumer Reports is great (and often critical of Tesla). Heard good things about The Information too.",77,55,1719,1851,https://twitter.com/elonmusk/status/1000431923502530560,Jessicalessin,,
+2018-05-26,Can’t believe someone leaked this schematic of the Tesla production system!!,3929,951,44757,49637,https://twitter.com/elonmusk/status/1000332404618227712,,,
+2018-05-26,Tesla will start extending the Supercharger network to South America around end of next year,104,65,1017,1186,https://twitter.com/elonmusk/status/1000208369959845889,,,
+2018-05-26,"Global map of Tesla Superchargers, including those coming soon",2613,2492,23079,28184,https://twitter.com/elonmusk/status/1000204113953439744,,,
+2018-05-25,This is the new production line for battery module Zone 4. Will play a key role in getting from 3000/week to 6000/week for Model 3.,159,71,2978,3208,https://twitter.com/elonmusk/status/1000143728500269057,EVNewsDaily,,
+2018-05-25,"Pravda was incorporated a year ago. Also, Tesla factory safety has improved every year & is now better than industry avg. Misleading articles refer to Tesla being worse than avg in 2015 when we were just figuring things out.",45,55,1172,1272,https://twitter.com/elonmusk/status/1000098080857907200,chick_in_kiev,,
+2018-05-25,The Tesla facility is open plan & we’re not going to erect walls everywhere for a journo tour. I know journalists too well & they are some of the worst & best human beings I’ve ever met. You’re the former.,50,51,991,1092,https://twitter.com/elonmusk/status/999841559846633473,spacecom,,
+2018-05-24,"Yes, because Tesla has the most advanced battery manufacturing technology in the world & products that haven’t been unveiled yet. You don’t have a right to show that to our competitors or spoil future product launches.",172,102,3066,3340,https://twitter.com/elonmusk/status/999797465787191297,amywestervelt,,
+2018-05-24,"Hi Kara! I’m open to it. Right now, I’m cranking super hard at the Tesla factory, so it depends on how things are going next week.",233,218,5231,5682,https://twitter.com/elonmusk/status/999466717112745985,karaswisher,,
+2018-05-23,"I’ve never stopped a union vote nor removed a union. UAW abandoned this factory. Tesla arrived & gave people back their jobs. They haven’t forgotten UAW betrayed them. That’s why UAW can’t even get people to attend a free BBQ, let alone enough sigs for a vote.",178,86,2277,2541,https://twitter.com/elonmusk/status/999385249720057856,ParkerMolloy,,
+2018-05-23,"It is strange that big auto companies literally have thousands more factory injuries than Tesla & millions more auto deaths, but somehow get less coverage. We are not perfect, but we’re doing our best to make clean energy real & be a good company.",295,102,3014,3411,https://twitter.com/elonmusk/status/999378223661137920,scottwww,,
+2018-05-23,We don’t. The media is reporting someone else saying that Tesla advertised. It is untrue.,79,60,2226,2365,https://twitter.com/elonmusk/status/999370318383742976,SophieWarnes,,
+2018-05-23,"Problem is journos are under constant pressure to get max clicks & earn advertising dollars or get fired. Tricky situation, as Tesla doesn’t advertise, but fossil fuel companies & gas/diesel car companies are among world’s biggest advertisers.",5819,1766,42309,49894,https://twitter.com/elonmusk/status/999364333674024960,,,
+2018-05-22,"In theory true, but not how UAW behaved. They drove GM & Chrysler to bankruptcy & lost 200,000+ jobs for people they were supposed to protect, incl abandoning NUMMI plant workers.Tesla took over & now it has 10k+ jobs.UAW destroyed once great US auto industry & everyone knows it.",54,48,621,723,https://twitter.com/elonmusk/status/998996397570441216,speea,,
+2018-05-22,"We’re going to include some fun games as hidden Easter eggs in Tesla S, X & 3. What do you think would be most fun in a car using the center touch screen?",2554,13444,40400,56398,https://twitter.com/elonmusk/status/998988641702526977,,,
+2018-05-22,"More “Reveal” bs. Tesla is overseen by Cal/OSHA, most stringent labor safety org in US, & they’ve never found us to misrepresent. On other hand, Ford, Chrysler & GM (UAW) have repeatedly been found to fake safety numbers. Strangely, that info is missing from Reveal article …",38,23,579,640,https://twitter.com/elonmusk/status/998984720783323136,mikeyfranklin,,
+2018-05-22,"Thanks again, have conveyed your words to the Tesla team, who have been working crazy hard. Really energizing!",25,34,613,672,https://twitter.com/elonmusk/status/998953706673487873,DMC_Ryan,,
+2018-05-22,Just wanted to say thanks to all Tesla supporters. I damn well love you.,8920,4551,142280,155751,https://twitter.com/elonmusk/status/998786412970369024,,,
+2018-05-22,"Looks like this can be fixed with a firmware update. Will be rolling that out in a few days. With further refinement, we can improve braking distance beyond initial specs. Tesla won’t stop until Model 3 has better braking than any remotely comparable car.",346,139,5333,5818,https://twitter.com/elonmusk/status/998777288559755264,ElectrekCo,,
+2018-05-21,"Cool, we can do the interview at Tesla in front of the yellow barriers & beeping forklifts you said didn’t exist. Please send your meeting request to wakassliar@tesla.com.",130,75,1566,1771,https://twitter.com/elonmusk/status/998673550616621056,reveal,,
+2018-05-21,"Also, UAW did nada for job security in last recession. Dropped Fremont like a hot potato to protect their core base in Detroit. UAW *chose* to exit this plant before Tesla even arrived. We had nothing to do with UAW leaving, but everything to do with why people here have jobs.",85,53,1488,1626,https://twitter.com/elonmusk/status/998459709446176768,elonmusk,,
+2018-05-21,Nothing stopping Tesla team at our car plant from voting union. Could do so tmrw if they wanted. But why pay union dues & give up stock options for nothing? Our safety record is 2X better than when plant was UAW & everybody already gets healthcare.,98,321,1699,2118,https://twitter.com/elonmusk/status/998454539941367808,dmatkins137,,
+2018-05-21,"Tesla factory literally has miles of painted yellow lines & tape. Report about forklifts not beeping is also bs. These are both demonstrably false, but were reported as “facts” by Reveal.",73,64,1765,1902,https://twitter.com/elonmusk/status/998449970528247808,dmatkins137,,
+2018-05-21,Exactly! Will probably unveil next gen Supercharger late summer. Major improvements all round.,70,37,790,897,https://twitter.com/elonmusk/status/998401234070581248,clprenz,,
+2018-05-21,"With production, 1st you need achieve target rate & then smooth out flow to achieve target cost. Shipping min cost Model 3 right away wd cause Tesla to lose money & die. Need 3 to 6 months after 5k/wk to ship $35k Tesla & live.",110,100,1005,1215,https://twitter.com/elonmusk/status/998400110156550144,ivanovi_ivaylo,,
+2018-05-21,"About 2% of Tesla, incl salaried & hourly, union & non-union were let go in annual review. Only known union person fired was a guy who repeatedly threatened non-union supporters verbally & on social media & lied about it.",28,16,606,650,https://twitter.com/elonmusk/status/998369524599504896,marshall5912,,
+2018-05-20,Tesla dual motor means there is a motor in front & a motor in rear. One is optimized for power & one for range. Car drives fine even if a motor breaks down. Helps ensure you make it to your destination & don’t get stuck on side of road in potentially unsafe conditions.,4053,1111,44261,49425,https://twitter.com/elonmusk/status/998088849636016128,,,
+2018-05-20,"Tesla AWD is dual motor, so you can fully drive the car even if one breaks",1073,349,14812,16234,https://twitter.com/elonmusk/status/998085901069598720,,,
+2018-05-20,"Tesla dual motor, all-wheel drive performance Model 3: 3.5 sec 0-60mph 155 mph Top Speed 310 mile Range",4624,1083,39589,45296,https://twitter.com/elonmusk/status/998084314200862720,,,
+2018-05-20,"It’s only slightly more expensive to Tesla (same price to car owners), but owner happiness is way higher, so worth doing",78,33,1631,1742,https://twitter.com/elonmusk/status/998083368066543616,plot_qasc,,
+2018-05-20,Will soon enable Tesla owners to request service from their phone with a few taps. Tesla Ranger will come to you to take care of your car. No need to bring the car in yourself & zero paperwork.,4730,1226,57173,63129,https://twitter.com/elonmusk/status/998082149356994560,,,
+2018-05-20,"You can tweet to Tesla, me and/or get something upvoted in message boards",24,31,500,555,https://twitter.com/elonmusk/status/998079732389363714,AddankiSarat,,
+2018-05-17,"Yeah, there are thousands of Supercharger locations going through permitting/construction, including that area. Will publish an updated map in the next few days.",193,132,6748,7073,https://twitter.com/elonmusk/status/996947581530849281,kevinmitnick,,
+2018-05-14,"It’s super messed up that a Tesla crash resulting in a broken ankle is front page news and the ~40,000 people who died in US auto accidents alone in past year get almost no coverage https://www.washingtonpost.com/business/tesla-with-autopilot-slams-into-truck-stopped-at-red-light/2018/05/12/18d2e740-563e-11e8-a6d4-ca1d035642ce_story.html?noredirect=on&utm_term=.7466cb626644",22987,4154,109034,136175,https://twitter.com/elonmusk/status/996131586469842945,,,
+2018-05-14,"According to NHTSA, there was an automotive fatality every 86M miles in 2017 (~40,000 deaths). Tesla was every 320M miles. It’s not possible to be zero, but probability of fatality is much lower in a Tesla. We will be reporting updated safety numbers after each quarter.",738,114,4542,5394,https://twitter.com/elonmusk/status/996112995636858880,TalkTesla,,
+2018-05-14,"This is false. Eyetracking rejected for being ineffective, not for cost. WSJ fails to mention that Tesla is safest car on road, which would make article ridiculous. Approx 4X better than avg.",2198,337,21623,24158,https://twitter.com/elonmusk/status/996102919811350528,Techmeme,,
+2018-05-11,"That article was pushed as propaganda to counter IMF study showing fossil fuel subsidies to be $5 trillion/year. Even if $4.9B was true, combined market cap of Tesla & SpaceX is $80B. Where did the other $75B come from? Ass …",118,51,1729,1898,https://twitter.com/elonmusk/status/995061978140819456,existentialcoms,,
+2018-05-11,"Our giant auto co competitors have much greater access to incentives than Tesla, which means Tesla has prospered in spite of govt subsidies, not because of them. Tesla mkt cap has *risen* over time as EV incentives declined. How strange …",828,284,12251,13363,https://twitter.com/elonmusk/status/995028864672788480,existentialcoms,,
+2018-05-11,Tesla will enable orders end of next week for dual motor AWD & performance. Starting production of those in July. Air suspension prob next year.,257,201,1661,2119,https://twitter.com/elonmusk/status/994980692160217088,DMC_Ryan,,
+2018-05-11,"Towards end of next year. Btw, planning to launch Tesla in Turkey later this year. Love your country & will be there in person for the launch.",606,124,2516,3246,https://twitter.com/elonmusk/status/994739393859502082,isayeter,,
+2018-05-10,Tesla quarterly all-hands video. Love the shot of wild horses & Giga in winter,2045,593,13081,15719,https://twitter.com/elonmusk/status/994381742646554625,,,
+2018-05-09,"That’s a white rose on my jacket & the choker is a bunch of spikes, not Tesla anything",1122,532,25116,26770,https://twitter.com/elonmusk/status/994055600232321024,nypost,,
+2018-05-04,"Reason RBC question about Model 3 demand is absurd is that Tesla has roughly half a million reservations, despite no advertising & no cars in showrooms. Even after reaching 5k/week production, it would take 2 years just to satisfy existing demand even if new sales dropped to 0.",1656,586,17282,19524,https://twitter.com/elonmusk/status/992374493132742656,,,
+2018-05-04,"First, it’s important to know that Tesla is the most shorted (meaning most bet against) stock on the market & has been for a while",906,406,10169,11481,https://twitter.com/elonmusk/status/992362594961780742,,,
+2018-05-04,Please ignore this thread unless you’re interested in a tedious discussion about Tesla stock,3772,1569,36765,42106,https://twitter.com/elonmusk/status/992361223793487872,,,
+2018-05-04,"The “dry” questions were not asked by investors, but rather by two sell-side analysts who were trying to justify their Tesla short thesis. They are actually on the *opposite* side of investors. HyperChange represented actual investors, so I switched to them.",336,99,5756,6191,https://twitter.com/elonmusk/status/992333108346277888,MKBHD,,
+2018-05-02,Your numbers are incorrect. Tesla Fremont is 3rd in world after a place & mall. Giga will be largest when complete.,72,43,842,957,https://twitter.com/elonmusk/status/991813680533684224,drgitlin,,
+2018-04-18,Tesla batteries are currently live & delivering power at 662 locations in Puerto Rico. Team is working 24/7 to activate several hundred more.,33313,2095,154907,190315,https://twitter.com/elonmusk/status/986746909153869824,nowthisnews,,
+2018-04-15,Interview and Tesla factory tour with Gayle King,2790,824,21655,25269,https://twitter.com/elonmusk/status/985361761271406594,,,
+2018-04-13,"Yes, excessive automation at Tesla was a mistake. To be precise, my mistake. Humans are underrated.",7382,1240,39560,48182,https://twitter.com/elonmusk/status/984882630947753984,timkhiggins,,
+2018-04-13,"The Economist used to be boring, but smart with a wicked dry wit. Now it’s just boring (sigh). Tesla will be profitable & cash flow+ in Q3 & Q4, so obv no need to raise money.",1811,625,17980,20416,https://twitter.com/elonmusk/status/984705630106673152,TheEconomist,,
+2018-04-08,Upgraded SpaceX/Tesla Hyperloop pod speed test soon. Will try to reach half speed of sound (and brake) within ~1.2km.,1099,234,13274,14607,https://twitter.com/elonmusk/status/982826517443915776,,,
+2018-04-04,Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on center screen & wait. Easy access to most of discovered ones. More coming …,2158,1053,29402,32613,https://twitter.com/elonmusk/status/981581215344939008,,,
+2018-04-02,"About a year ago, I asked Doug to manage both engineering & production. He agreed that Tesla needed eng & prod better aligned, so we don’t design cars that are crazy hard to build. Right now, tho, better to divide & conquer, so I’m back to sleeping at factory. Car biz is hell …",171,177,2211,2559,https://twitter.com/elonmusk/status/980913157739765761,elonmusk,,
+2018-04-02,"Tesla policy is to issue a recall *before* there are injuries. This is absolutely the right thing to do. Yet there were dozens of recalls by other car companies last month, incl w injuries & deaths, but you only wrote an article about Tesla. Why so?",4650,1264,38820,44734,https://twitter.com/elonmusk/status/980883549074018304,WSJ,,
+2018-04-02,"Lot of respect for NTSB, but NHTSA regulates cars, not NTSB, which is an advisory body. Tesla releases critical crash data affecting public safety immediately & always will. To do otherwise would be unsafe.",391,93,5743,6227,https://twitter.com/elonmusk/status/980876926830039041,TeslaMotorsClub,,
+2018-04-01,Coming soon to Tesla merch. Free shots in stores every April 1st.,301,118,7051,7470,https://twitter.com/elonmusk/status/980569082838700033,vreeman,,
+2018-04-01,"Elon was found passed out against a Tesla Model 3, surrounded by ""Teslaquilla"" bottles, the tracks of dried tears still visible on his cheeks. This is not a forward-looking statement, because, obviously, what's the point? Happy New Month!",18887,3293,113590,135770,https://twitter.com/elonmusk/status/980566116614291456,,,
+2018-04-01,"There are many chapters of bankruptcy and, as critics so rightly pointed out, Tesla has them *all*, including Chapter 14 and a half (the worst one).",4623,321,45426,50370,https://twitter.com/elonmusk/status/980566103356194816,,,
+2018-04-01,"Tesla Goes Bankrupt Palo Alto, California, April 1, 2018 -- Despite intense efforts to raise money, including a last-ditch mass sale of Easter Eggs, we are sad to report that Tesla has gone completely and totally bankrupt. So bankrupt, you can't believe it.",22333,3862,124192,150387,https://twitter.com/elonmusk/status/980566101124722688,,,
+2018-03-22,"Model X pulls a 95,000 lb (15,000 above US road legal limit) semi truck on a pure snow surface",2256,466,18519,21241,https://twitter.com/elonmusk/status/976769575466356736,,,
+2018-03-22,You’re welcome. Sorry for the delay. Only just got back from Gigafactory. Will be at our Fremont factory in the morning. Tesla team is going all out.,34,25,747,806,https://twitter.com/elonmusk/status/976766094630305792,tesla_talks,,
+2018-03-11,"Why Falcon Heavy & Starman? Life cannot just be about solving one sad problem after another. There need to be things that inspire you, that make you glad to wake up in the morning and be part of humanity. That is why we did it. We did for you.",28944,3143,99303,131390,https://twitter.com/elonmusk/status/972628124893671432,,,
+2018-03-09,"Will be at SXSW Sat/Sun with Jonah & Lisa, who created Westworld. Jonah made an incredible short reel of Falcon Heavy & Starman. Releases tmrw aft.",2009,523,25112,27644,https://twitter.com/elonmusk/status/972149891848798208,,,
+2018-03-07,"First production cargo trip of the Tesla Semi heavy duty truck, carrying battery packs from the… https://www.instagram.com/p/BgCJlKbFckb/",4309,899,33077,38285,https://twitter.com/elonmusk/status/971466308855332864,,,
+2018-02-24,Am feeling optimistic about beating the Semi specs announced at the unveiling for the same price. The Tesla Semi will be something really special.,984,372,16044,17400,https://twitter.com/elonmusk/status/967238527418167296,ElectrekCo,,
+2018-02-07,Last pic of Starman in Roadster on its journey to Mars orbit and then the Asteroid Belt https://www.instagram.com/p/Be6VZEzgAEk/,21808,4613,101820,128241,https://twitter.com/elonmusk/status/961359174230773765,,,
+2018-02-06,Live view of Starman,23718,3376,70361,97455,https://twitter.com/elonmusk/status/960994034960416768,,,
+2018-02-05,Starman in Red Roadster https://www.instagram.com/p/BezcvpzAgYI/,2121,709,15255,18085,https://twitter.com/elonmusk/status/960390661211021312,,,
+2018-01-12,"Actually, you can upgrade the battery pack for a huge improvement in range and some improvement in performance. There are other items you can upgrade too (seats, infotainment, etc), but I recommend keeping those parts original.",43,55,521,619,https://twitter.com/elonmusk/status/951893894605586432,ID_AA_Carmack,,
+2018-01-07,"Gonna put an old school drive-in, roller skates & rock restaurant at one of the new Tesla Supercharger locations in LA",16592,4430,181209,202231,https://twitter.com/elonmusk/status/949831212326993920,,,
+2017-12-26,"Sustainable energy production with solar and batteries will grow much faster than auto on a percentage basis. That will be a big focus next year, with primary remaining Model 3 ramp.",135,54,2360,2549,https://twitter.com/elonmusk/status/945728690507231232,IamSamCrompton,,
+2017-12-26,I promise that we will make a pickup truck right after Model Y. Have had the core design/engineering elements in my mind for almost 5 years. Am dying to build it.,1430,445,15636,17511,https://twitter.com/elonmusk/status/945713737729634304,VanSeedBank,,
+2017-12-26,"Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new company that all experts said would fail. So much blood, sweat & tears from the Tesla team went into creating cars that you’d truly love. I hope you do. How can we improve further?",12759,15185,134409,162353,https://twitter.com/elonmusk/status/945712432416137217,,,
+2017-12-23,"When you get the new Tesla software update, go Ho Ho Ho. There’s an Easter egg inside the Easter egg, but it’s not funny.",2543,935,33684,37162,https://twitter.com/elonmusk/status/944718722555453446,,,
+2017-12-21,Glad to see that Tesla owners are having a good experience. Working to improve further. Some cool software updates coming soon.,1974,773,22503,25250,https://twitter.com/elonmusk/status/943867218776899584,TeslaMotorsClub,,
+2017-12-02,Payload will be my midnight cherry Tesla Roadster playing Space Oddity. Destination is Mars orbit. Will be in deep space for a billion years or so if it doesn’t blow up on ascent.,15834,3846,79087,98767,https://twitter.com/elonmusk/status/936782477502246912,,,
+2017-11-23,Congratulations to the Tesla crew and South Australian authorities who worked so hard to get this manufactured and installed in record time!,7464,1145,39058,47667,https://twitter.com/elonmusk/status/933576358793318401,,,
+2017-11-17,Tesla Semi,22722,2059,116082,140863,https://twitter.com/elonmusk/status/931412020016029696,,,
+2017-11-12,Tesla Semi Truck unveil to be webcast live on Thursday at 8pm! This will blow your mind clear out of your skull and into an alternate dimension. Just need to find my portal gun ...,25094,2754,114368,142216,https://twitter.com/elonmusk/status/929823757635481600,,,
+2017-11-12,Sunset at the Gigafactory,2995,966,44113,48074,https://twitter.com/elonmusk/status/929564225164464128,,,
+2017-10-26,"Btw, just want to express a word of appreciation for the hard work of the Tesla Gigafactory team. Reason I camped on the roof was because it was less time than driving to a hotel room in Reno. Production hell, ~8th circle …",3298,1205,40480,44983,https://twitter.com/elonmusk/status/923657991664095232,,,
+2017-10-26,Campfire on the Gigafactory roof https://www.instagram.com/p/BatG-8EDxJv/,659,524,8586,9769,https://twitter.com/elonmusk/status/923469108917755904,,,
+2017-10-12,"To be more inclusive, how about a ""pick your tech level"" setting. Could make the Tesla sound like horses (coconuts!), chariots, steam engines, gasoline cars, ...",160,122,1489,1771,https://twitter.com/elonmusk/status/918516707735437313,Barnacules,,
+2017-10-06,"Semi specs are better than anything I've seen reported so far. Semi eng/design team work is aces, but other needs are greater right now.",51,23,949,1023,https://twitter.com/elonmusk/status/916396250114670592,Temeyers,,
+2017-10-06,Tesla Semi unveil now Nov 16. Diverting resources to fix Model 3 bottlenecks & increase battery production for Puerto Rico & other affected areas.,9175,2027,52098,63300,https://twitter.com/elonmusk/status/916395155120205825,,,
+2017-10-06,The internal Tesla Powerwall install team in PR is very small right now. Sending experienced installers from continental US to hire & train local team as fast as possible.,239,99,1294,1632,https://twitter.com/elonmusk/status/916336207935635457,ismailnathij,,
+2017-10-06,"Tesla always charges the same price for a Powerwall (only taxes & shipping costs vary), so something is messed up here. I've asked my team to stop shipment to any installers charging excessive premiums.",152,43,1163,1358,https://twitter.com/elonmusk/status/916333129928810496,ismailnathij,,
+2017-10-06,"I would be happy to talk. Hopefully, Tesla can be helpful.",1232,257,5340,6829,https://twitter.com/elonmusk/status/916234148104118272,ricardorossello,,
+2017-10-05,"The Tesla team has done this for many smaller islands around the world, but there is no scalability limit, so it can be done for Puerto Rico too. Such a decision would be in the hands of the PR govt, PUC, any commercial stakeholders and, most importantly, the people of PR.",9409,1195,32592,43196,https://twitter.com/elonmusk/status/915939199718531072,stapf,,
+2017-10-02,Homes on Jupiter with solar-power *and* a Powerwall going right now for great price!,87,47,908,1042,https://twitter.com/elonmusk/status/914734128427278336,YasserHZain,,
+2017-09-16,Def not ok. Just sent a reminder to Tesla stores that we just want people to look forward to their next visit. That's what really matters.,396,207,10061,10664,https://twitter.com/elonmusk/status/908877302418726912,Bobby_Gupta,,
+2017-09-16,What if we just made a mini version of the Tesla Semi?,66,112,767,945,https://twitter.com/elonmusk/status/908847858509479936,JayCruicks_ATC,,
+2017-09-13,Tesla Semi truck unveil & test ride tentatively scheduled for Oct 26th in Hawthorne. Worth seeing this beast in person. It's unreal.,14265,1805,69286,85356,https://twitter.com/elonmusk/status/908108029777686528,,,
+2017-08-31,We took the SpaceX/Tesla Hyperloop pusher pod for a spin by itself a few days ago to see what it… https://www.instagram.com/p/BYckipugds5/,2075,377,18115,20567,https://twitter.com/elonmusk/status/903129182397374464,,,
+2017-08-27,"Exactly. Wouldn't let anyone invest more than a token amount in early rounds of SpaceX and Tesla, as the probability of failure was >90%.",20,14,296,330,https://twitter.com/elonmusk/status/901904930071609345,SmileSimplify,,
+2017-08-26,"Tesla does not really have ""TTunes"". That's a joke.",103,60,1098,1261,https://twitter.com/elonmusk/status/901238166237069313,Techmeme,,
+2017-08-20,"We are going to move all info and settings to the ""cloud"" (aka server) so any Tesla you drive in the world automatically adjusts to you",933,234,7848,9015,https://twitter.com/elonmusk/status/899215300901519360,dfchil,,
+2017-08-19,Yeah. That's been on the future feature list for a while. Need to make sure rain sensor doesn't false positive or drain battery.,142,127,3628,3897,https://twitter.com/elonmusk/status/899017475366412288,Dem0ney,,
+2017-08-14,"Tesla Powerwalls can support houses of any size, but the cool thing is we can tow this house around with a Model X!",4358,1130,22104,27592,https://twitter.com/elonmusk/status/897232757629173760,ElectrekCo,,
+2017-08-10,Major increases in the Supercharger and Tesla urban charger network happening over the next several months,304,163,3826,4293,https://twitter.com/elonmusk/status/895512698145976320,LWRGI,,
+2017-08-05,Officially verified as the first production electric car to exceed 1000km on a single charge! Congratulations Tesla Owners Italia!!,14050,927,50662,65639,https://twitter.com/elonmusk/status/893920554821931008,TeslaOwnersIT,,
+2017-07-27,Tesla team will verify,21,28,932,981,https://twitter.com/elonmusk/status/890676198874824706,mathetes76,,
+2017-07-26,Love this Tesla P100D drag racing video,3073,629,14230,17932,https://twitter.com/elonmusk/status/890048598611599360,,,
+2017-07-21,LA-SF-Reno/Sparks would be great. Tesla logistics costs for Sparks-Fremont (batteries & motors) and Fremont-LA (finished cars) are gigantic.,36,34,380,450,https://twitter.com/elonmusk/status/888506080837468160,DrChrisVieira,,
+2017-07-17,"True. Need to explain full story of Tesla. So much nonsense out there, amplified by propaganda from some in fossil fuels & confused shorts.",46,37,403,486,https://twitter.com/elonmusk/status/887038247376834560,lindseynagy79,,
+2017-07-17,"I should clarify: Tesla stock is obviously high based on past & present, but low if you believe in Tesla's future. Place bets accordingly …",4305,966,22058,27329,https://twitter.com/elonmusk/status/887027300042104832,MktsInsider,,
+2017-07-11,"You can now drive anywhere in the US (except N Alaska), most of Europe, China & Japan using the Tesla Supercharger network!",4045,1353,21369,26767,https://twitter.com/elonmusk/status/884914920130723840,Tesla,,
+2017-07-07,This will be the highest power battery system in the world by a factor of 3. Australia rocks!!,8814,1375,32743,42932,https://twitter.com/elonmusk/status/883169447472750592,Tesla,,
+2017-07-03,Wanted to say thanks to all that own or ordered a Tesla. It matters to us that you took a risk on a new car company. We won't forget.,7923,3556,71622,83101,https://twitter.com/elonmusk/status/882007043472728064,,,
+2017-06-20,Calling this cueless would be generous. Much less energy required for lithium-ion batteries & Gigafactory is powered by renewables anyway.,122,38,1184,1344,https://twitter.com/elonmusk/status/877029802758201344,sulka,,
+2017-06-17,Tesla service rescues a kitten stuck in the bumper https://youtu.be/NSc7wjQ1Ts8,2152,752,10471,13375,https://twitter.com/elonmusk/status/876160515055038464,,,
+2017-06-09,Thanks for supporting Tesla and the EV mission before anyone had heard of us,20,17,304,341,https://twitter.com/elonmusk/status/873313746172628992,StevePrediletto,,
+2017-06-09,"I've written two forward-looking master plans, but haven't told the Tesla history of how we got there. Lot of drama … Prob worth doing?",19,41,353,413,https://twitter.com/elonmusk/status/873310575073255425,samabuelsamid,,
+2017-06-09,"Was no ""company"", just a (wrong) biz plan to commercialize ACP's Tzero car. No tech or IP, no employees & didn't even own Tesla Motors name.",22,8,303,333,https://twitter.com/elonmusk/status/873301658155061248,ElectronComm,,
+2017-06-09,"All Superchargers are being converted to solar/battery power. Over time, almost all will disconnect from the electricity grid.",408,117,2126,2651,https://twitter.com/elonmusk/status/873131202663690240,ApexCornerSpeed,,
+2017-06-09,Few people know that we started Tesla when GM forcibly recalled all electric cars from customers in 2003 & then crushed them in a junkyard,13744,1481,43531,58756,https://twitter.com/elonmusk/status/873116351316938753,,,
+2017-06-08,Just confirmed the Tesla DJ station works in Canada,3,7,127,137,https://twitter.com/elonmusk/status/872912059406491648,jovanik21,,
+2017-06-08,"In the US, you can ask your Tesla to play any Monty Python (or other comedy) skit. Doesn't work outside US yet.",2828,827,18014,21669,https://twitter.com/elonmusk/status/872893604464779264,,,
+2017-06-08,"It's on the car. Might add it to the Tesla app at some point, so you get it on your phone if you have a Powerwall or Tesla solar.",10,9,251,270,https://twitter.com/elonmusk/status/872893125303222273,philwhln,,
+2017-06-08,Try the new Tesla DJ station on streaming radio,496,282,5230,6008,https://twitter.com/elonmusk/status/872892467800023040,,,
+2017-06-06,Tesla shareholder meeting today. Can't believe it's been 1000 years since we went public. https://www.instagram.com/p/BVAbpGghunY/,1276,558,12103,13937,https://twitter.com/elonmusk/status/872146674327601152,,,
+2017-06-05,"Also, we will have a very high headcount around each Gigafactory keeping it running. They just won't be doing boring, repetitive tasks.",18,16,204,238,https://twitter.com/elonmusk/status/871805583761956865,elonmusk,,
+2017-06-01,India commits to sell only electric cars by 2030. It is already the largest market for solar power.,24806,1815,55884,82505,https://twitter.com/elonmusk/status/870411649621999617,,,
+2017-05-22,Still on for end of year. Just software limited. Any Tesla car with HW2 (all cars built since Oct last year) will be able to do this.,32,20,331,383,https://twitter.com/elonmusk/status/866482406160609280,tony_lo,,
+2017-05-22,Excited about the Tesla Autopilot software release rolling out next month. New control algorithm feels as smooth as silk.,4230,871,25510,30611,https://twitter.com/elonmusk/status/866470387248316416,,,
+2017-05-12,"Tesla needs to iterate fast on solar roof prefab/install technology, so all installs will be done by Tesla techs at first",8,18,169,195,https://twitter.com/elonmusk/status/862849689204301824,samgalaviz_,,
+2017-05-10,That's how the tiles sit on the roof. There is no difference in strength for the Tesla tile based on orientation (not like wood).,20,28,262,310,https://twitter.com/elonmusk/status/862421991617306624,sahilmalik,,
+2017-05-10,Slo-mo hail cannonball impacting Tesla solar roof tile https://www.instagram.com/p/BT7HVS3AZ4q/,1156,403,5539,7098,https://twitter.com/elonmusk/status/862392836993560580,,,
+2017-05-10,Solar roof can be ordered for almost any country. Deployment this year in the US and overseas next year.,5561,1050,20294,26905,https://twitter.com/elonmusk/status/862216356258758662,,,
+2017-05-10,Tesla solar glass roof orders open this afternoon. I think it will be great. More in about 10 hours ...,3968,686,17341,21995,https://twitter.com/elonmusk/status/862214675039010816,,,
+2017-04-17,Tesla will soon be offering a compelling means of upgrading a 60 to a 75,19,49,242,310,https://twitter.com/elonmusk/status/854038254982619136,pkingdesign,,
+2017-04-13,Pickup truck unveil in 18 to 24 months,859,171,3118,4148,https://twitter.com/elonmusk/status/852581322451111936,noahmagel,,
+2017-04-13,Tesla Semi truck unveil set for September. Team has done an amazing job. Seriously next level.,14922,1825,51612,68359,https://twitter.com/elonmusk/status/852580027178696704,,,
+2017-04-12,Autolist survey finds Tesla used car values are highest and sell fastest,1655,732,8002,10389,https://twitter.com/elonmusk/status/852239986388721664,,,
+2017-04-07,Feature coming soon that allows one touch access to all discovered Tesla Easter eggs,958,756,6250,7964,https://twitter.com/elonmusk/status/850386820793643008,,,
+2017-04-03,"Exactly. Tesla is absurdly overvalued if based on the past, but that's irrelevant. A stock price represents risk-adjusted future cash flows.",533,150,1600,2283,https://twitter.com/elonmusk/status/848988730585096192,ForIn2020,,
+2017-03-28,Glad to have Tencent as an investor and advisor to Tesla,96,39,547,682,https://twitter.com/elonmusk/status/846770102502473728,business,,
+2017-03-24,"Yeah, probably a year from now. S will still win on acceleration though, due to having more space for a larger battery.",20,32,296,348,https://twitter.com/elonmusk/status/845293157977767937,wesblima,,
+2017-03-24,"Yes. Model S will always be the fastest Tesla until next gen Roadster, which is a few years away.",43,24,478,545,https://twitter.com/elonmusk/status/845282934546350080,Skate_a_book,,
+2017-03-24,All Tesla cars built since Oct last year will be capable of self-driving as software improves,28,10,284,322,https://twitter.com/elonmusk/status/845281211626864641,luciocordeiro_,,
+2017-03-24,"Am noticing that many people think Model 3 is the ""next version"" of a Tesla, like iPhone 2 vs 3. This is not true.",1316,492,7523,9331,https://twitter.com/elonmusk/status/845278449811939328,,,
+2017-03-12,"Just wanted to write a note of appreciation to the many Australians who came out in support of the battery plan, especially @mcannonbrookes",1540,338,11029,12907,https://twitter.com/elonmusk/status/841039231694786560,,,@mcannonbrookes
+2017-03-12,"Ironically, direct current is the right approach today, even though alternating was right in the past. Solar power & electronics both DC.",1718,509,7229,9456,https://twitter.com/elonmusk/status/840772319526113280,elonmusk,,
+2017-03-10,$250/kWh at the pack level for 100MWh+ systems. Tesla is moving to fixed and open pricing and terms for all products.,455,96,1943,2494,https://twitter.com/elonmusk/status/840096176678420481,mcannonbrookes,,
+2017-03-10,Tesla will get the system installed and working 100 days from contract signature or it is free. That serious enough for you?,6347,614,15530,22491,https://twitter.com/elonmusk/status/840032197637685249,mcannonbrookes,,
+2017-02-24,Something on a tristate border might work. Gigafactory plus nearby supporting supply chain needs a very large workforce.,43,60,447,550,https://twitter.com/elonmusk/status/835202594968477696,johnpaulbrewer,,
+2017-02-23,Excellent Tesla Model X review,853,219,3778,4850,https://twitter.com/elonmusk/status/834740218531962881,,,
+2017-02-15,"In appreciation, Tesla is providing all repair costs free of charge and expedited.",14578,854,49695,65127,https://twitter.com/elonmusk/status/831972613912080384,elonmusk,,
+2017-02-15,Congrats to the Tesla owner who sacrificed damage to his own car to bring a car with an unconscious driver safely to a stop!,7618,444,36692,44754,https://twitter.com/elonmusk/status/831969536584806400,,,
+2017-02-11,Sounds like the Tesla Powerwall (consumer) and Powerpack (utility/commercial) might be useful,85,51,737,873,https://twitter.com/elonmusk/status/830239445433544704,SEACityLight,,
+2017-02-10,"Please check your facts. Tesla and SpaceX joined as soon as we received the filing, which was Monday.",33,23,389,445,https://twitter.com/elonmusk/status/829861775357071361,RusulAlrubail,,
+2017-02-07,"Also, Tesla service can remove front trunk liner if you don't use it and improve performance further",25,20,369,414,https://twitter.com/elonmusk/status/828999653886550018,elonmusk,,
+2017-02-07,"No plans to take X, S (or 3) above 100 kWh. Semi necessarily and pickup truck maybe will go above.",59,42,345,446,https://twitter.com/elonmusk/status/828998837578526723,Veidit,,
+2017-02-07,Production Tesla Model S P100DL sets Motor Trend all-time world record to 60 mph in 2.27 sec,7386,778,19921,28085,https://twitter.com/elonmusk/status/828981873086865410,,,
+2017-02-05,No rare earth metals in battery,66,31,641,738,https://twitter.com/elonmusk/status/828315290782093312,qriosity_,,
+2017-01-22,Tesla will never stop innovating. People are buying the wrong car if they expect this. There will be major revs every 12 to 18 months.,214,56,917,1187,https://twitter.com/elonmusk/status/822984601630953477,dtweiseth,,
+2017-01-21,Giant X made of Model X's by Tesla owners in China!,804,103,4880,5787,https://twitter.com/elonmusk/status/822930188040142849,ElectrekCo,,
+2017-01-19,Report highlight: “The data show that the Tesla vehicles crash rate dropped by almost 40 percent after Autosteer installation.”,3242,256,12895,16393,https://twitter.com/elonmusk/status/822129092036206592,,,
+2017-01-12,"Good point. 2.34 would be a production Tesla. Stripped down, maybe as low as 2.1.",82,36,537,655,https://twitter.com/elonmusk/status/819661044867944448,trevoclark,,
+2017-01-11,Tesla's approach to building an autonomy platform is focused on high compute efficiency machine learning. Primarily vision w radar & sonar.,314,98,1884,2296,https://twitter.com/elonmusk/status/818980920308822016,Tesla,,
+2017-01-10,Increasing capacity at existing Supercharger locations now has top priority. Some are overflowing while a nearby one is empty.,32,36,271,339,https://twitter.com/elonmusk/status/818969933916708864,matt_mantyla,,
+2016-12-24,"Yes, grid won't be needed for moderate use Superchargers in non-snowy regions",44,14,355,413,https://twitter.com/elonmusk/status/812709917823934464,djsearle,,
+2016-12-24,"There are some installed already, but full rollout really needs Supercharger V3 and Powerpack V2, plus SolarCity. Pieces now in place.",93,31,567,691,https://twitter.com/elonmusk/status/812707766653460480,FredericLambert,,
+2016-12-22,Tesla receives highest owner satisfaction score of any carmaker in Consumer Reports survey,1754,233,7664,9651,https://twitter.com/elonmusk/status/812043953281171456,,,
+2016-12-22,Tesla Autopilot vision neural net now working well. Just need to get a lot of road time to validate in a wide range of environments.,3584,699,16975,21258,https://twitter.com/elonmusk/status/811738008969842689,,,
+2016-12-18,Tesla software team is working seven days a week to complete testing and validation. Getting close.,77,45,689,811,https://twitter.com/elonmusk/status/810337066504650752,adrianvolts,,
+2016-12-11,"You're right, this is becoming an issue. Supercharger spots are meant for charging, not parking. Will take action.",227,214,2069,2510,https://twitter.com/elonmusk/status/807787096727425024,loic,,
+2016-12-01,Model S smashes into semi truck trailer and lifts it off the ground. Driver walks away.,5834,544,15151,21529,https://twitter.com/elonmusk/status/804205155822374913,ElectrekCo,,
+2016-11-19,Tesla self-driving AI with the Benny Hill option package https://www.tesla.com/videos/autopilot-self-driving-hardware-neighborhood-short/?utm_campaign=GL_AP_111816&utm_source=Twitter&utm_medium=social,2479,259,5652,8390,https://twitter.com/elonmusk/status/799908000689336320,,,
+2016-11-17,Vote tally shows ~85% of unaffiliated shareholders in favor of the Tesla/SolarCity merger! Thanks for believing.,2745,451,15585,18781,https://twitter.com/elonmusk/status/799369292294725632,,,
+2016-11-06,Playing Amish Paradise in my Tesla,5246,714,21231,27191,https://twitter.com/elonmusk/status/795379725904416768,,,
+2016-11-05,"Tesla will def absorb SolarCity debt. Altho extremely unlikely, I would pay it personally if need be. Debts must be honored.",242,46,1067,1355,https://twitter.com/elonmusk/status/794749880249917440,davidtayar5,,
+2016-11-04,Here is how to vote your Tesla and SolarCity shares:,363,154,1691,2208,https://twitter.com/elonmusk/status/794670476131864576,,,
+2016-11-04,unless we do a deployable solar shield like a retractable hard top,31,41,304,376,https://twitter.com/elonmusk/status/794580586379624448,_andyoneal,,
+2016-11-04,first solar roof deployments will start next summer,37,25,306,368,https://twitter.com/elonmusk/status/794553749742100480,originaltman,,
+2016-11-04,Will be on @CNBC with Ron Baron in about half an hour http://finance.yahoo.com/video/ron-barons-300m-bet-tesla-102800448.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZANlMGEwdTcxYzFwODViBGcDZFhWcFpEeHVjejR3WmpJME9UbGhNUzB3WmpRMExUTTBaV1F0T0RZelppMDBNR0V4TTJZelkyTm1Zamc4Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDNwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?.tsrc=applewf,261,57,1278,1596,https://twitter.com/elonmusk/status/794553279585742849,,,@CNBC
+2016-11-04,"Institutional Shareholder Services, world's top independent evaluator, recommends in favor of Tesla-SolarCity merger",487,55,1852,2394,https://twitter.com/elonmusk/status/794548584213454849,,,
+2016-10-29,"Solar glass tiles can also incorporate heating elements, like rear defroster on a car, to clear roof of snow and keep generating energy",4280,745,14806,19831,https://twitter.com/elonmusk/status/792218248917811204,,,
+2016-10-29,"Should mention that the Tesla solar roof is robust against any weather, incl heavy hail. Also, higher insulating value than a standard roof.",4121,870,14582,19573,https://twitter.com/elonmusk/status/792213393943826432,,,
+2016-10-27,Solar roof plus Powerwall 2.0 launch event will be webcast live on http://Tesla.com at 5:30pm PDT tomorrow,1404,116,3932,5452,https://twitter.com/elonmusk/status/791784652709044225,,,
+2016-10-27,"Solar roof unveil now at 5:30pm sharp (need daylight, for obvious reasons) California time tomorrow.",1158,162,5072,6392,https://twitter.com/elonmusk/status/791756469305679873,,,
+2016-10-20,"Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds a parking spot",12325,911,19019,32255,https://twitter.com/elonmusk/status/789019145853513729,,,
+2016-10-20,Tesla expects to demonstrate self-driven cross-country trip next year http://on.wsj.com/2dPVAr4 via @WSJ,1928,210,4657,6795,https://twitter.com/elonmusk/status/788955029138972674,,,@WSJ
+2016-10-20,Will post video of a Tesla navigating a complex urban environment shortly. That was what took the extra couple of days.,2411,435,10353,13199,https://twitter.com/elonmusk/status/788902908175618049,,,
+2016-10-19,Tesla announcement goes live at 5pm California time. 30 minutes of media Q&A to follow.,2644,684,6899,10227,https://twitter.com/elonmusk/status/788794291900469248,,,
+2016-10-19,Calculated attempt to deceive Florida voters about solar vote uncovered by Miami Herald,2413,169,3605,6187,https://twitter.com/elonmusk/status/788782966528815104,flsolarchoice,,
+2016-10-19,Tesla does 0-60 mph in 2.7 seconds in the rain https://electrek.co/2016/10/17/watch-a-tesla-model-s-p100d-do-0-60-in-2-7-seconds-in-the-rain/ via @electrekco,1350,170,4377,5897,https://twitter.com/elonmusk/status/788625768368762880,,,@ElectrekCo
+2016-10-16,Moving the Tesla announcement to Wednesday. Needs a few more days of refinement.,1865,634,8336,10835,https://twitter.com/elonmusk/status/787797036699521024,,,
+2016-10-10,That's why we need to accelerate solar power,72,37,511,620,https://twitter.com/elonmusk/status/785488210629537792,hohocho,,
+2016-10-10,"Real fraud going on is denial of climate science. As for ""subsidies"", Tesla gets pennies on dollar vs coal. How about we both go to zero?",11494,659,26672,38825,https://twitter.com/elonmusk/status/785485969705140224,,,
+2016-10-10,Coal-mining CEO: 'Tesla is a fraud' http://finance.yahoo.com/video/robert-murray-tesla-fraud-120500192.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZAMwcmFzcGJ0YnZuNmNwBGcDZFhWcFpEeHVjejR5TkRKak1XTm1ZUzB6WWpjMUxUTXlZVGt0T0RReU1pMWtZVFl5TldZME5URXdZMk04Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDMwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?soc_src=social-sh&soc_trk=tw via @YahooFinance,711,396,2343,3450,https://twitter.com/elonmusk/status/785483088109326337,,,@YahooFinance
+2016-10-09,Would also like to correct expectations that Tesla/SolarCity will need to raise equity or corp debt in Q4. Won't be necessary for either.,1029,207,5439,6675,https://twitter.com/elonmusk/status/785139055793152000,,,
+2016-10-09,"Tesla product unveiling on the 17th (unexpected by most), followed by Tesla/SolarCity on the 28th",5029,676,12770,18475,https://twitter.com/elonmusk/status/785138151224446976,,,
+2016-10-07,Cumulative Tesla Autopilot miles now at 222 million,2158,336,9032,11526,https://twitter.com/elonmusk/status/784487348562198529,,,
+2016-09-28,Something messed up here. Tesla policy is equal pricing for all. No discounts ever unless a car is a floor model or was damaged.,19,8,247,274,https://twitter.com/elonmusk/status/781208061994119168,,,
+2016-09-23,Good Forbes article on Tesla/SolarCity merger http://www.forbes.com/sites/adamhartung/2016/09/23/why-investors-should-support-the-tesla-solarcity-merger/?utm_source=yahoo&utm_medium=partner&utm_campaign=yahootix&partner=yahootix#329d7ef64c32,1270,143,3608,5021,https://twitter.com/elonmusk/status/779461663141474308,,,
+2016-09-22,Aiming for Oct 28 unveil in SF Bay Area of new Tesla/SolarCity solar roof with integrated Powerwall 2.0 battery and Tesla charger.,2632,400,8154,11186,https://twitter.com/elonmusk/status/779003462742794240,,,
+2016-09-22,"Tesla is sometimes criticized for government support, but all US car companies (plus some non) got loans and only Tesla has paid its back",5644,326,14062,20032,https://twitter.com/elonmusk/status/778775104884879360,Forbes,,
+2016-09-21,"also, the Tesla is poison free!",61,18,686,765,https://twitter.com/elonmusk/status/778624407610589184,notch,,
+2016-09-21,Tesla keeps temp below 40C/105F by automatically venting cabin & turning on AC when needed. Can do this for up to a year on a full charge.,1269,182,4689,6140,https://twitter.com/elonmusk/status/778602694399320065,elonmusk,,
+2016-09-16,Tesla P100D put to the test by Drag Times,886,101,2954,3941,https://twitter.com/elonmusk/status/776678423909380096,,,
+2016-09-16,Glad you like it! I think we will probably stop at 100 kWh on battery size.,35,39,199,273,https://twitter.com/elonmusk/status/776677760039133185,danielringdahl,,
+2016-09-13,"Tesla Model S loses 28% after 50k miles, a Mercedes S-Class will lose 38%, a BMW 7-series will lose 40%, and an Audi A8 will lose 41%.",1148,198,3630,4976,https://twitter.com/elonmusk/status/775820980480380928,elonmusk,,
+2016-09-13,Comprehensive study by Autolist shows that a Tesla retains its value far better than gasoline sedans,1315,113,4389,5817,https://twitter.com/elonmusk/status/775819887348363268,,,
+2016-08-31,Writing post now with details. Will publish on Tesla website later today.,275,106,1852,2233,https://twitter.com/elonmusk/status/771005927302373376,elonmusk,,
+2016-08-23,Tesla product announcement at noon California time today,4572,660,12808,18040,https://twitter.com/elonmusk/status/768106282251198464,,,
+2016-07-31,probably makes sense to build off the pickup truck chassis,25,30,272,327,https://twitter.com/elonmusk/status/759798110470205440,Rossangethe3rd,,
+2016-07-31,Model Y (compact SUV) off Model 3 chassis. Tesla Bus/Minibus/Spacebus off Model X.,109,40,469,618,https://twitter.com/elonmusk/status/759797091375906817,RoadandTrack,,
+2016-07-30,Gigafactory in units of hamster,3609,430,11045,15084,https://twitter.com/elonmusk/status/759247416495316993,,,
+2016-07-29,Some good guessing by @Jalopnik. The Tesla Minibus will be built on a Model X chassis. People density potential is surprisingly high.,1106,196,4578,5880,https://twitter.com/elonmusk/status/759153112993017856,,,@Jalopnik
+2016-07-29,Will be live streaming the Gigafactory launch party tonight. Check http://tesla.com this eve.,1472,230,4321,6023,https://twitter.com/elonmusk/status/759100981841756160,,,
+2016-07-28,"Good summary of yesterday's Gigafactory Q&A with JB, Yamada-San and me",568,86,1973,2627,https://twitter.com/elonmusk/status/758562622312554496,cleantechnica,,
+2016-07-27,Should mention that Gigafactory will be fully powered by clean energy when complete & include battery recycling,2607,349,10834,13790,https://twitter.com/elonmusk/status/758351232356397056,,,
+2016-07-22,Looking forward to the Gigafactory opening party on Friday next week. The scale blows me away every time I see it.,1739,553,9392,11684,https://twitter.com/elonmusk/status/756365671571726336,,,
+2016-07-21,"Jerome is driving Tesla Semi & doing a great job with his team. At Daimler, he led their most successful semi truck program ever.",53,26,436,515,https://twitter.com/elonmusk/status/755990352511705088,danahull,,
+2016-07-21,"Tesla Master Plan, Part Deux",11723,1210,21080,34013,https://twitter.com/elonmusk/status/755929747763245061,,,
+2016-07-20,Post should go live on Tesla website around 5pm,665,306,3061,4032,https://twitter.com/elonmusk/status/755841606960373760,,,
+2016-07-19,"Will be working at Tesla on Autopilot & Model 3 today, then aiming to pull an all-nighter and complete the master product plan",2200,818,11647,14665,https://twitter.com/elonmusk/status/755439077235814400,,,
+2016-07-18,"Thanks. Exactly. Some in the press think they're so much smarter than Tesla owners that ""they know better"". Makes no sense.",51,30,436,517,https://twitter.com/elonmusk/status/754858623357095936,BilalNaseer,,
+2016-07-17,"Tesla customers are v smart & don't want media speaking on their behalf abt Autopilot. Recent poll: 0.0% want it disabled -- not 0.1%, 0.0%.",1866,196,5836,7898,https://twitter.com/elonmusk/status/754801124755013633,elonmusk,,
+2016-07-17,Great rebuttal by a Tesla owner to those calling for Autopilot to be disabled. Was written with zero input from us.,1070,140,3554,4764,https://twitter.com/elonmusk/status/754786895343779840,,,
+2016-07-17,Have to focus on tonight's @SpaceX launch. Will post Tesla (master) product plan afterwards.,909,258,4051,5218,https://twitter.com/elonmusk/status/754772663365664768,elonmusk,,@SpaceX
+2016-07-17,"Btw, want to thank both Bosch and MobilEye for their help and support in making Autopilot better. Please direct all criticism at Tesla.",398,87,2608,3093,https://twitter.com/elonmusk/status/754772024657113088,elonmusk,,
+2016-07-15,"Working on using existing Tesla radar by itself (decoupled from camera) w temporal smoothing to create a coarse point cloud, like lidar",2068,380,6461,8909,https://twitter.com/elonmusk/status/753785936257835008,,,
+2016-07-12,"Tesla finishes last in being salesy! Good. Also, I can't believe there is a real Pied Piper.",1488,280,5880,7648,https://twitter.com/elonmusk/status/752680739213156353,,,
+2016-07-10,Kinda. Creating a seamlessly integrated Tesla battery & solar power product that looks beautiful is the reason,1243,198,4416,5857,https://twitter.com/elonmusk/status/752218264499949568,qz,,
+2016-07-10,"It is extensively tested in the lab and in the Tesla test fleet. However, there is no substitute for real world experience.",15,11,166,192,https://twitter.com/elonmusk/status/752198648469917696,FantaAlexx,,
+2016-07-10,"Misunderstanding of what ""beta"" means to Tesla for Autopilot: any system w less than 1B miles of real world driving",700,196,2176,3072,https://twitter.com/elonmusk/status/752190828798353408,,,
+2016-07-10,Today is Nikola Tesla's birthday. I hope he likes what we've done in his name.,11881,582,33736,46199,https://twitter.com/elonmusk/status/752184088111362048,,,
+2016-07-10,"Working on Top Secret Tesla Masterplan, Part 2. Hoping to publish later this week.",3590,738,12990,17318,https://twitter.com/elonmusk/status/752182992982843392,,,
+2016-07-06,"Tesla Tesla Autopilot is named after aircraft autopilot, as it is always expected that a pilot must stay alert.",76,19,295,390,https://twitter.com/elonmusk/status/750836652109594626,disinformatico,,
+2016-07-06,"All publicly known Tesla product developments are called out, incl vehicles and batteries. Would be odd *not* to include.",7,2,110,119,https://twitter.com/elonmusk/status/750835746613915648,jacobrossi,,
+2016-07-06,Tesla response to the misleading Fortune articles about Autopilot,1715,210,4045,5970,https://twitter.com/elonmusk/status/750829352229695488,,,
+2016-07-05,"Yes, it was material to you -- BS article increased your advertising revenue. Just wasn't material to TSLA, as shown by market.",125,44,772,941,https://twitter.com/elonmusk/status/750350191044259840,alansmurray,,
+2016-06-30,Our condolences for the tragic loss https://www.teslamotors.com/blog/tragic-loss,1592,302,4026,5920,https://twitter.com/elonmusk/status/748620607105839104,,,
+2016-06-29,Thoughtful analysis of the Tesla/SolarCity merger by @tsrandall,1185,122,2591,3898,https://twitter.com/elonmusk/status/748136300952182785,,,@tsrandall
+2016-06-19,Drive units and battery are sealed,39,23,794,856,https://twitter.com/elonmusk/status/744552907563991040,KatelynBrock,,
+2016-06-19,Tesla owner drives through a flooded tunnel & out the other side,2402,187,4769,7358,https://twitter.com/elonmusk/status/744549842496655360,,,
+2016-06-08,Would like to clarify that Tesla is working exclusively with Panasonic for Model 3 cells. News articles claiming otherwise are incorrect.,1636,169,5680,7485,https://twitter.com/elonmusk/status/740383850820296707,,,
+2016-06-04,Good article from @themotleyfool explaining how little incentives have actually contributed to Tesla funding,505,63,1757,2325,https://twitter.com/elonmusk/status/739185293664747520,,,@themotleyfool
+2016-06-02,Supercharger policy explained well by @LATimes: http://www.latimes.com/business/autos/la-fi-hy-tesla-model-3-chargers-20160601-snap-story.html Will post detailed description soon. I think it's a good balance.,738,258,1968,2964,https://twitter.com/elonmusk/status/738191872502423552,,,@latimes
+2016-06-01,Good summary of Tesla annual meeting by @katiefehren,1090,91,2597,3778,https://twitter.com/elonmusk/status/737859967450021889,,,@katiefehren
+2016-05-18,"Per the letter, Tesla paid $55/hr for *additional* services, so no.",11,8,127,146,https://twitter.com/elonmusk/status/733016945654517760,jlgolson,,
+2016-05-18,"Yes, but it is false of Merc News to say that Tesla took advantage of low cost labor. We paid $55/hr. That is unequivocal.",54,13,358,425,https://twitter.com/elonmusk/status/733009265288314881,jlgolson,,
+2016-05-18,Merc News story about Tesla using $5/hr labor seems to be missing a digit. Tesla actually paid $55/hr.,2037,218,6717,8972,https://twitter.com/elonmusk/status/733007230149107712,,,
+2016-05-14,Excited to announce Tesla's entry into automotive racing!,960,134,3225,4319,https://twitter.com/elonmusk/status/731596033621409792,Tesla,,
+2016-05-10,@vicentes @TeslaMotors @Tim_Stevens @CNET coming soon,6,9,95,110,https://twitter.com/elonmusk/status/729850448832659457,vicentes,,@vicentes @Tim_Stevens @CNET
+2016-05-06,@hansmikael @TeslaMotors Thank goodness all are ok,22,24,289,335,https://twitter.com/elonmusk/status/728514673084014593,hansmikael,,@hansmikael
+2016-05-05,"Tesla is increasing the production ramp as fast as possible, but I'd recommend ordering a Model 3 soon if you want 2018 delivery",2284,447,6954,9685,https://twitter.com/elonmusk/status/728327602440536064,,,
+2016-05-02,Bioweapon Defense Mode is real https://www.teslamotors.com/blog/putting-tesla-hepa-filter-and-bioweapon-defense-mode-to-the-test?utm_campaign=Blog_050216&utm_source=Twitter&utm_medium=social This is what happens when you turn it on:,2503,284,5037,7824,https://twitter.com/elonmusk/status/727176162997313536,,,
+2016-04-29,@erothenberg Simple answer is that there just aren't many used Teslas available. Demand >> supply.,14,6,97,117,https://twitter.com/elonmusk/status/726127265612881920,elonmusk,,@erothenberg
+2016-04-27,Dragon 2 is designed to be able to land anywhere in the solar system. Red Dragon Mars mission is the first test flight.,4124,380,10094,14598,https://twitter.com/elonmusk/status/725364699303301120,,,
+2016-04-20,@scottmcnealy That article was incredibly misleading and you should know it. Wager right now that Sun has received far more than Tesla?,45,51,399,495,https://twitter.com/elonmusk/status/722893014507491329,scottmcnealy,,@scottmcnealy
+2016-04-09,"Just wanted to write a note of appreciation for all those who have supported Tesla, SpaceX & SolarCity over the years. Thank you.",6367,1334,34185,41886,https://twitter.com/elonmusk/status/718598132888702976,,,
+2016-04-08,SolarCity panels produce enough zero carbon energy to charge entire Tesla fleet http://blog.solarcity.com/solarcity-customers-8-gigawatt-hours-teslas?sourcetype=SocialPost&trafficsource=twitter&campaignname=TW-APR2016-CompanyNews-03,2027,214,4695,6936,https://twitter.com/elonmusk/status/718272034166480896,,,
+2016-04-04,@qa2198 @TeslaMotors yes,23,23,243,289,https://twitter.com/elonmusk/status/716786814606905345,qa2198,,@qa2198
+2016-04-04,@lordsshrivas Coming soon for all Tesla cars. Just an OTA software update.,40,17,463,520,https://twitter.com/elonmusk/status/716778890744598528,electrifyfuture,,
+2016-04-03,"Model 3 will be RWD, with dual motor AWD optional. Even RWD will have great traction on ice due to fast torque response of Tesla drivetrain.",1366,242,4864,6472,https://twitter.com/elonmusk/status/716745282394976257,,,
+2016-04-03,@Zooropa88 @TeslaMotors Superchargers and service centers will cover all of Italy later this year,85,19,230,334,https://twitter.com/elonmusk/status/716743848580497409,Zooropa88,,@Zooropa88
+2016-04-03,@Alandbru @TeslaMotors should be addressed this year,29,14,153,196,https://twitter.com/elonmusk/status/716742777468555264,Alandbru,,@Alandbru
+2016-04-02,"@grebakshay We are working on an exact date, but Tesla will be in India before 3 production starts.",348,71,650,1069,https://twitter.com/elonmusk/status/716356456593756160,grebakshay,,@grebakshay
+2016-04-02,@34thrain Maybe 1/4 to 1/2 of what happened. No one at Tesla thought it would be this high before part 2 of the unveil.,113,49,490,652,https://twitter.com/elonmusk/status/716344348107878401,34thrain,,@34thrain
+2016-04-01,"@Jbourquee Giga is designed to self-power via solar panels (primarily), wind & geo, using its own batteries to store electricity at night.",135,15,586,736,https://twitter.com/elonmusk/status/715975692228243460,umich_boogy,,
+2016-04-01,"@Alyssa_Milano Hi Alyssa, thanks for placing your faith in Tesla. I hope you have a great experience with the car.",35,3,375,413,https://twitter.com/elonmusk/status/715971547475886083,Alyssa_Milano,,@Alyssa_Milano
+2016-04-01,@IndiaToday Will include India-wide Supercharger network,693,124,1131,1948,https://twitter.com/elonmusk/status/715776577485807621,IndiaToday,,@IndiaToday
+2016-03-31,Online ordering at http://Tesla.com will now open at 7:30pm Pacific to ensure no server overload. Presentation still at 8:30.,1277,180,2606,4063,https://twitter.com/elonmusk/status/715637755598901248,,,
+2016-03-31,Model 3 unveil will be webcast live at 8:30pm California time at http://Tesla.com,2952,249,4760,7961,https://twitter.com/elonmusk/status/715433418260029440,,,
+2016-03-20,Tesla charger map,967,168,2638,3773,https://twitter.com/elonmusk/status/711603839443423232,Tesla,,
+2016-03-06,"SpaceX & Tesla comp is same or better than other companies. Big diff is that we don't outsource manufacturing, retail sales or service.",1348,167,4584,6099,https://twitter.com/elonmusk/status/706612070041591808,elonmusk,,
+2016-03-06,"SpaceX and Tesla rated most meaningful work in high tech. Also, most stressful, but that goes with the territory.",2449,170,5659,8278,https://twitter.com/elonmusk/status/706610504161107968,FutureJurvetson,,
+2016-03-05,@wk057 @TeslaMotors Wasn't done at my request. Good hacking is a gift.,97,22,450,569,https://twitter.com/elonmusk/status/706185709481119745,wk057,,@wk057
+2016-03-04,@Astro_Valdric @TeslaMotors We spoke earlier today and he said he would investigate the situation.,73,23,225,321,https://twitter.com/elonmusk/status/705687267684159488,,,@Astro_Valdric
+2016-02-27,"@skiesforme @TeslaMotors That said, the white interior is the best. Highly recommend.",9,1,59,69,https://twitter.com/elonmusk/status/703636763227484161,skiesforme,,@skiesforme
+2016-02-23,@RoMcLocko @TeslaMotors coming later this year,53,18,140,211,https://twitter.com/elonmusk/status/702233502910025732,RoMcLocko,,@RoMcLocko
+2016-02-21,Just wanted to thank Stu G for http://tesla.com. Know it meant a lot to you. Will take good care.,679,99,3594,4372,https://twitter.com/elonmusk/status/701222643278548993,,,
+2016-02-16,"@chriskreidler @engadget yes, this was done jointly with Tesla and Radio Flyer",19,6,134,159,https://twitter.com/elonmusk/status/699510738147106816,chriskreidler,,@chriskreidler @engadget
+2016-02-11,Model 3 reservations ($1000 down) will be accepted in Tesla stores on March 31 and online April 1,3414,514,5994,9922,https://twitter.com/elonmusk/status/697678962588188672,,,
+2016-02-10,Should mention that Tesla Motors itself had nothing to do with the short movie. This was completely independent.,194,104,1316,1614,https://twitter.com/elonmusk/status/697341715712086016,elonmusk,,
+2016-02-10,Love this Tesla video made by,1751,143,3973,5867,https://twitter.com/elonmusk/status/697331144417619968,,,
+2016-01-10,First baby step in Tesla Summon capability now downloading over-the-air with V7.1,1562,128,3532,5222,https://twitter.com/elonmusk/status/686277508212330496,,,
+2015-12-19,This article does not appreciate that Tesla is in California despite taxes net of rebates being higher. Incentives only a partial offset.,204,94,1041,1339,https://twitter.com/elonmusk/status/678065339649757184,,,
+2015-11-20,"Ramping up the Autopilot software team at Tesla to achieve generalized full autonomy. If interested, contact autopilot@teslamotors.com.",1939,210,3034,5183,https://twitter.com/elonmusk/status/667516705116065792,,,
+2015-11-02,@BjornNyland @TeslaMotors well done!,33,16,226,275,https://twitter.com/elonmusk/status/661293692410445824,BjornNyland,,@BjornNyland
+2015-10-29,Model S Ludicrous Mode achieves 2.6 sec 0-60 mph and 10.9 sec 1/4 mile in Motor Trend test http://m.motortrend.com/roadtests/sedans/2015-tesla-model-s-p90d-ludicrous-upgrade-first-test-review/??sm_id=social_aumomotortrendhub_MotorTrend_20151028_54607566&adbid=659489836311556096&adbpl=tw&adbpr=25383000,1327,176,2201,3704,https://twitter.com/elonmusk/status/659543458953101312,,,
+2015-10-27,"Compliment from Jeffrey is much appreciated, but the people of Tesla deserve all the credit",235,91,1310,1636,https://twitter.com/elonmusk/status/658842380922023936,,,
+2015-10-26,I should clarify that http://teslamotorsclub.com is an independent website. We don't have any control over the content.,142,60,598,800,https://twitter.com/elonmusk/status/658780657103978496,,,
+2015-10-25,"@GangsOfGtown Given high local demand, a Gigafactory in India would probably make sense in the long term.",157,51,219,427,https://twitter.com/elonmusk/status/658358794292891648,dakshjaiswal_,,@GangsOfGtown
+2015-10-25,My comments in China weren't transcribed correctly. Tesla will keep making cars & batteries in CA & NV as far into future as I can imagine.,573,96,1587,2256,https://twitter.com/elonmusk/status/658354915824173056,,,
+2015-10-23,"@JessicaTetreau important to set AC to not recirc (air exits thru rear) and use the snap in shade, which Tesla service can provide",4,7,53,64,https://twitter.com/elonmusk/status/657704144267059200,JessicaTetreau,,@JessicaTetreau
+2015-10-21,"Tesla gets top rating of any company in service. Most important, CR says 97% of owners expect their next car to be a Tesla (the acid test).",949,156,2236,3341,https://twitter.com/elonmusk/status/656970996801474560,,,
+2015-10-21,Congrats on driving a Tesla from LA to NY in just over two days!,468,46,1161,1675,https://twitter.com/elonmusk/status/656947037464870912,thedrive,,
+2015-10-11,@TeslaPittsburgh Non-autopilot will have a new interface too. More comprehensive UI update coming with 7.1.,34,5,96,135,https://twitter.com/elonmusk/status/653028177896312832,TeslaPittsburgh,,@TeslaPittsburgh
+2015-10-11,Some exciting news this week: Tesla Version 7 software with Autopilot goes to wide release on Thursday!,2178,234,3604,6016,https://twitter.com/elonmusk/status/653005894922276865,,,
+2015-10-10,Tesla P85D (assembled in Tilburg) beats 650 hp MacLaren from 0 to 150km/h in Dutch magazine test http://m.telegraaf.nl/autovisie/article/24599505/autovisie-tv-elektrische-auto-maakt-gehakt-van-supercar?utm_source=mail&utm_medium=email&utm_campaign=email,1146,125,1822,3093,https://twitter.com/elonmusk/status/652994832399470592,,,
+2015-09-27,Great discussion about solar/batteries empowering rural communities,1591,131,1848,3570,https://twitter.com/elonmusk/status/647939356548730882,PMOIndia,,
+2015-09-14,Dragon 2 is designed to land on any surface (liquid or solid) in the solar system. Am glad to see people thinking about applications!,1364,118,3118,4600,https://twitter.com/elonmusk/status/643536351258910720,,,
+2015-09-02,"Model 3, our smaller and lower cost sedan will start production in about 2 years. Fully operational Gigafactory needed.",3771,371,4669,8811,https://twitter.com/elonmusk/status/639171519197777920,,,
+2015-08-06,Tesla Snakebot autocharger prototype. Does seem kinda wrong :),2349,349,2975,5673,https://twitter.com/elonmusk/status/629348240337580035,Tesla,,
+2015-07-18,"Ludicrous speed, 70 kWh rear drive and 90 kWh battery pack",1187,224,2206,3617,https://twitter.com/elonmusk/status/622223920318431232,,,
+2015-06-27,Credit for SolarCity is really due to Rive bros & great team there. My contribution is fairly small. http://www.thestreet.com/story/13200976/1/teslas-elon-musk-takes-solar-financing-to-the-brink-of-change.html via @thestreet,316,49,695,1060,https://twitter.com/elonmusk/status/614626025960570880,,,@TheStreet
+2015-06-19,Tesla service team helps save a stray kitten that took refuge in a Model S. Nice work guys!,852,143,1693,2688,https://twitter.com/elonmusk/status/612019874773078016,,,
+2015-06-15,SpaceX/Tesla will also do a reference pod to be shown after the @Hyperloop competition. Bonus for all racing teams that exceed reference.,473,40,928,1441,https://twitter.com/elonmusk/status/610482435873091584,,,@Hyperloop
+2015-05-19,"This is not the full Gigafactory, it is just the pilot plant (1/4 size) https://transportevolved.com/2015/05/18/video-first-drone-video-lets-you-explore-tesla-motors-gigafactory-in-glorious-4k/",818,158,1290,2266,https://twitter.com/elonmusk/status/600784025335136256,,,
+2015-05-12,"@TeslaP85D That is true. If someone says they are thinking about having kids, I always encourage them to do so.",39,19,236,294,https://twitter.com/elonmusk/status/598146466557796352,PB_n_Jeff,,
+2015-05-04,Very funny post of a Tesla owner test driving a gasoline car http://teslaclubsweden.se/test-drive-of-a-petrol-car/,2447,187,2444,5078,https://twitter.com/elonmusk/status/595208771716059136,,,
+2015-05-02,Last night's Tesla Powerwall and Powerpack unveiling https://www.youtube.com/watch?v=yKORsrlN-2k,3061,348,3722,7131,https://twitter.com/elonmusk/status/594327204143599616,,,
+2015-05-01,"For more info on Tesla Energy, check out press kit. $250/kWh for utility scale is the real kicker",1232,170,1421,2823,https://twitter.com/elonmusk/status/594186544174366720,,,
+2015-04-29,"For the future to be good, we need electric transport, solar power and (of course) ...",4223,964,5152,10339,https://twitter.com/elonmusk/status/593296401196388352,,,
+2015-04-23,"@bonnienorman New Roadster battery should complete safety validation by end of July, so likely available in August",50,31,156,237,https://twitter.com/elonmusk/status/591062459349274624,bonnienorman,,@bonnienorman
+2015-04-19,@andrewket @TeslaRoadTrip Wow!,19,22,125,166,https://twitter.com/elonmusk/status/589820447660769281,andrewket,,@andrewket @TeslaRoadTrip
+2015-04-13,Have asked SolarCity if we can do something philanthropic with the CA aqueducts to help the water crisis. Investigating…,1078,274,2429,3781,https://twitter.com/elonmusk/status/587421152819208193,,,
+2015-04-11,"Just announced new Tesla 70D all-wheel drive, 240 mile range car for ~$55k (after gas savings & incentives) http://my.teslamotors.com/models/design",1529,191,2114,3834,https://twitter.com/elonmusk/status/586750504450916352,,,
+2015-04-09,Testing of the high performance version of the Tesla Model S by @ConsumerReports,416,69,761,1246,https://twitter.com/elonmusk/status/586202560404434944,,,@ConsumerReports
+2015-04-06,Welcome @Chiefboltkennyh to @TeslaMotors. He will apply Formula 1 techniques to revolutionize servicing mainstream cars.,588,98,1198,1884,https://twitter.com/elonmusk/status/585114189527552001,,,@Chiefboltkennyh
+2015-04-01,Announcing the amazing Tesla Model W,1677,377,2061,4115,https://twitter.com/elonmusk/status/583360210292477952,,,
+2015-03-31,"With all that solar power being generated, it almost feels like something is needed to complete the picture ...",1103,519,2019,3641,https://twitter.com/elonmusk/status/582934217790607360,,,
+2015-03-31,SolarCity just hit a new daily energy record of 5GWh two weeks after reaching 4GWh,987,122,1737,2846,https://twitter.com/elonmusk/status/582930941720432641,,,
+2015-03-30,"Major new Tesla product line -- not a car -- will be unveiled at our Hawthorne Design Studio on Thurs 8pm, April 30",6440,1035,5451,12926,https://twitter.com/elonmusk/status/582581865682350080,,,
+2015-03-18,Thanks to everyone that supported Tesla in New Jersey! We couldn't have done it without you.,711,168,1661,2540,https://twitter.com/elonmusk/status/578288191595130880,,,
+2015-03-17,"To be clear, Tesla is strongly in favor of people being allowed to drive their cars and always will be. Hopefully, that is obvious.",734,138,1699,2571,https://twitter.com/elonmusk/status/577946471804235776,,,
+2015-03-16,Some people seem to think I tweet to affect share price. This is false. A brief rise in $TSLA stock obviously does no good for Tesla or me.,651,145,1478,2274,https://twitter.com/elonmusk/status/577533020736909312,elonmusk,,
+2015-03-15,SolarCity systems generated a new daily record of 4 gigawatt-hours this week http://blog.solarcity.com/a-4gwh-day,1004,103,1407,2514,https://twitter.com/elonmusk/status/577080950317821952,,,
+2015-03-08,"There is no slowdown of the Gigafactory construction underway, as anyone near Reno with eyes can verify. It's not subtle.",566,91,1320,1977,https://twitter.com/elonmusk/status/574581994253758466,,,
+2015-03-07,Some shots of the Gigafactory pilot plant (~20% of full size) under construction https://m.flickr.com/#/photos/jurvetson/16735645181/,623,132,1110,1865,https://twitter.com/elonmusk/status/574017546812190721,,,
+2015-02-24,Tesla Model S rated by @ConsumerReports as best car in world for 2nd year in a row,1688,188,2120,3996,https://twitter.com/elonmusk/status/570327747018379264,,,@ConsumerReports
+2015-01-29,Tesla dual motor cars are also all-wheel drive. Main goal of dual motor was actually insane traction on snow. Insane speed was a side effect,1580,161,2539,4280,https://twitter.com/elonmusk/status/560900676453433344,,,
+2015-01-29,Tesla P85D 0 to 60mph acceleration will improve by ~0.1 sec soon via over-the-air software update to inverter algorithm,3572,474,4004,8050,https://twitter.com/elonmusk/status/560898568748531712,,,
+2014-12-26,"Reading The Culture series by Banks. Compelling picture of a grand, semi-utopian galactic future. Hopefully not too optimistic about AI.",272,148,973,1393,https://twitter.com/elonmusk/status/548268486003535872,,,
+2014-12-19,Tesla fast battery swap details http://ts.la/h6,685,84,864,1633,https://twitter.com/elonmusk/status/546018982927413248,,,
+2014-12-19,Pack swap now operating in limited beta mode for SF to LA route. Can swap battery faster than visiting a gas station. Tesla blog out soon.,874,108,1134,2116,https://twitter.com/elonmusk/status/545967015521820672,,,
+2014-11-24,Welcome back @RicardoR to run the @TeslaMotors communications team!,120,102,344,566,https://twitter.com/elonmusk/status/537016081915719680,,,@ricardor
+2014-11-21,About the Nevada deal with Tesla ...,405,70,546,1021,https://twitter.com/elonmusk/status/535905906442403840,,,
+2014-11-19,"Rumors about canceling Falcon wing doors are false. At Tesla, the production car will always be better than the show car.",1291,127,2350,3768,https://twitter.com/elonmusk/status/535085033904558080,,,
+2014-11-18,Tesla comic book,677,111,1318,2106,https://twitter.com/elonmusk/status/534731793832751106,,,
+2014-10-28,"Also, lease price improvement is due to US Bank deal. It is *not* a discount. Revenue to Tesla is unchanged.",264,64,572,900,https://twitter.com/elonmusk/status/526974332052844544,elonmusk,,
+2014-10-28,Article in @WSJ re Tesla sales is incorrect. September was a record high WW and up 65% year-over-year in North America.,703,149,1040,1892,https://twitter.com/elonmusk/status/526971201231409152,,,@WSJ
+2014-10-17,Michigan auto dealers trying to pass anti-consumer legislation http://teslamotors.com/blog/raw-deal-michigan,685,147,435,1267,https://twitter.com/elonmusk/status/523011654515032064,,,
+2014-10-11,Dual Motor Model S with Autopilot http://teslamotors.com/blog/dual-motor-model-s-and-autopilot,1295,223,1437,2955,https://twitter.com/elonmusk/status/520743089938251777,,,
+2014-10-09,Just got word that the cumulative miles of the worldwide Tesla fleet passed half a billion!,1089,259,2137,3485,https://twitter.com/elonmusk/status/520335864053108736,,,
+2014-09-20,Calendar app w tap to nav & traffic predictor in Tesla V6.0 release will radically improve how the car adapts to the owner over time,351,87,594,1032,https://twitter.com/elonmusk/status/513115414620954624,,,
+2014-09-11,"Official Gigafactory address to be: Electric Avenue, McCarran, Nevada",1516,281,1914,3711,https://twitter.com/elonmusk/status/510171087498260480,,,
+2014-09-08,Handing over the first Tesla Model S cars in Japan,870,113,1667,2650,https://twitter.com/elonmusk/status/508898503251488768,,,
+2014-08-25,@evanwiththebig @TeslaMotors Expansion to Madrid already underway. Map is being updated. All of Spain & Portugal by end of 2015.,273,70,241,584,https://twitter.com/elonmusk/status/504013712010018816,evanwiththebig,,@evanwiththebig
+2014-08-25,@cermak @Tesla_Europe I agree. We are fixing this plan. Updated map coming soon.,70,25,201,296,https://twitter.com/elonmusk/status/504010071714840576,cermak,,@cermak @tesla_europe
+2014-08-25,@WillOremus That has been my goal from the beginning. Need the Gigafactory for Model 3.,82,29,178,289,https://twitter.com/elonmusk/status/504001838413516801,WillOremus,,@WillOremus
+2014-08-15,"Model S drivetrain warranty increased to infinite miles, applies retroactively ... http://teslamotors.com/blog/infinite-mile-warranty",1883,312,1511,3706,https://twitter.com/elonmusk/status/500375541493411840,,,
+2014-07-10,@leroytwin @Tesla_Canada A lot of Canadian Superchargers are in work and will start going live in the next month or so,47,21,78,146,https://twitter.com/elonmusk/status/487286689300086784,leroytwin,,@leroytwin @Tesla_Canada
+2014-07-10,Tesla Superchargers delivered over 1GWh last month. Long distance driving growing exponentially,677,110,713,1500,https://twitter.com/elonmusk/status/487279300895191041,,,
+2014-07-01,Tesla Model S named top model in perceived quality http://usat.ly/1lIT4DE via @USATODAY,446,69,575,1090,https://twitter.com/elonmusk/status/483979768203726848,,,@USATODAY
+2014-06-17,Goal is for unsubsidized solar power to cost less than grid electricity from coal or fracked gas,1807,269,2090,4166,https://twitter.com/elonmusk/status/478903880793993216,,,
+2014-06-17,SolarCity to build the world's largest advanced solar panel factory in upstate New York http://blog.solarcity.com/silevo/,1445,171,1265,2881,https://twitter.com/elonmusk/status/478901093733507072,,,
+2014-06-17,"Edmunds beats Tesla LA-NY record by several hours! “@edmunds: Made it! Our Model S made LA-NY run in 67 hrs and 21 mins""",339,64,507,910,https://twitter.com/elonmusk/status/478757147459985409,edmunds,,@edmunds
+2014-06-12,Regarding Tesla patents,6521,1163,3907,11591,https://twitter.com/elonmusk/status/477133748949884929,,,
+2014-05-29,Model S in drag queen competition @CARandDRIVER http://www.teslamotors.com/sites/default/files/blog_attachments/the-slipperiest-car-on-the-road.pdf,195,39,245,479,https://twitter.com/elonmusk/status/471808555951980544,,,@CARandDRIVER
+2014-05-25,Prince Albert & Princess Charlene drove a Tesla around the track to open @F1 Monaco! The honor is much appreciated :),1504,121,2181,3806,https://twitter.com/elonmusk/status/470613418039586816,,,@F1
+2014-04-29,@KAlHomoud Superchargers in Canada will go live in 6 to 8 weeks. Update on forums shortly.,24,6,37,67,https://twitter.com/elonmusk/status/460975671603634176,KAlHomoud,,@KAlHomoud
+2014-04-24,100th @TeslaMotors Supercharger goes live,335,49,438,822,https://twitter.com/elonmusk/status/459448693444206592,,,
+2014-04-08,"@elonmusk Also, breakfast at Tesla is self-serve cereal (no distinction for execs) and the person mentioned isn't actually an employee",87,59,235,381,https://twitter.com/elonmusk/status/453574051487686657,elonmusk,,@elonmusk
+2014-04-08,Tesla US business leasing program went live today http://teslamotors.com/blog/tesla-business-leasing,266,53,287,606,https://twitter.com/elonmusk/status/453555454187012097,,,
+2014-04-07,"Bloomberg article today also has oddly false details. I don't eat breakfast at Tesla and drink coffee, not juice.",300,101,536,937,https://twitter.com/elonmusk/status/453197377504313345,,,
+2014-04-01,Announcing a revolutionary Tesla driving technology http://teslamotors.com/blog/pet-driving-cars,681,124,629,1434,https://twitter.com/elonmusk/status/451094706479308800,,,
+2014-03-14,"@jnags92 Yes, I'm confident that Tesla will do something with them.",7,9,64,80,https://twitter.com/elonmusk/status/444359579791392769,jnags92,,@jnags92
+2014-03-14,Just discovered a great Tesla ad made by 2 recent college grads. I love it! http://www.youtube.com/watch?v=KKbRAazkiWc,1427,194,1414,3035,https://twitter.com/elonmusk/status/444357457733632000,,,
+2014-03-11,New Jersey auto dealers subverting democratic process to try to block Tesla sales http://teslamotors.com/blog/defending-innovation-and-consumer-choice-new-jersey,1308,226,480,2014,https://twitter.com/elonmusk/status/443406853553152000,,,
+2014-03-07,"@TeslaRoadTrip Thanks, I really appreciate your support!",16,26,37,79,https://twitter.com/elonmusk/status/441730947835121667,TeslaRoadTrip,,@TeslaRoadTrip
+2014-02-09,"Tesla V6 software upload coming soon. Need to make sure it is ""awesome"" - Lord Business",360,151,557,1068,https://twitter.com/elonmusk/status/432629198662807553,,,
+2014-02-07,"Value is holding up ""Tesla car is worth more used than new | MNN - http://www.mnn.com/green-tech/transportation/blogs/huh-tesla-car-is-worth-more-used-than-new""",533,89,463,1085,https://twitter.com/elonmusk/status/431848580710555648,,,
+2014-02-02,Tesla LA to NY Supercharger rally just completed in 76 hours across northern route in dead of winter thru heavy snow!,1244,228,1125,2597,https://twitter.com/elonmusk/status/429979489922461696,,,
+2014-01-30,Tesla cars are now in all 50 US states (map credit Edmunds)!,1142,264,1220,2626,https://twitter.com/elonmusk/status/428789050925785088,,,
+2014-01-26,"Two teams from Tesla aiming to set a cross-country EV speed record this week. Departing Fri from LA, arriving Sun in NY.",391,96,340,827,https://twitter.com/elonmusk/status/427372940603437056,,,
+2014-01-26,"Tesla Supercharger network now energized from New York to LA, both coast + Texas! Approx 80% of US population covered.",892,109,671,1672,https://twitter.com/elonmusk/status/427371574451507200,,,
+2014-01-23,Tesla policy is to charge the same price (+ taxes & shipping) everywhere in the world http://teslamotors.com/blog/fair-price,567,184,557,1308,https://twitter.com/elonmusk/status/426454433916940290,,,
+2013-12-26,"@olajahr @TeslaMotors Ideally, the S should just hold position when it knows that's what you really want",4,30,13,47,https://twitter.com/elonmusk/status/416314131545739264,,,
+2013-12-25,@bonnienorman @TeslaMotors @TeslaMotorsClub Merry Christmas!,3,1,11,15,https://twitter.com/elonmusk/status/415949158127005698,bonnienorman,,@bonnienorman @TeslaMotorsClub
+2013-12-22,"@simonhackett Yes, definitely needs a huge amount of battery capacity. ~1/3 of energy produced during day must be stored",11,6,16,33,https://twitter.com/elonmusk/status/414560643983740928,simonhackett,,@simonhackett
+2013-12-21,This is why I think solar power will be the primary long term solution http://www.abb-conversations.com/2013/12/7-impressive-solar-energy-facts-charts/,1636,215,1099,2950,https://twitter.com/elonmusk/status/414456595431432192,,,
+2013-12-19,SolarCity launches Give Power Foundation http://finance.yahoo.com/news/solarcity-launches-power-foundation-tm-180500976.html,152,26,141,319,https://twitter.com/elonmusk/status/413751355451265024,,,
+2013-12-05,Should mention that the battery cells used for this are 200 Wh/kg vs 250 for Model S. No short term supply constraint.,70,49,89,208,https://twitter.com/elonmusk/status/408708548009291776,,,
+2013-12-05,Solar power w batteries will be the primary (not exclusive) means of sustainable energy production http://www.solarcity.com/pressreleases/218/SolarCity-Introduces-Energy-Storage-for-Businesses.aspx,364,88,298,750,https://twitter.com/elonmusk/status/408695108033191936,,,
+2013-12-03,"@TierraUniversu The writer of this article had a problem with his 12V battery, so main pack was constantly charging it.",1,3,6,10,https://twitter.com/elonmusk/status/407718045151678464,TierraUniversu,,@TierraUniversu
+2013-12-02,"German govt reviews Tesla Model S fires. All due to high speed impacts, no injuries. Concludes: no defects, no recall http://www.teslamotors.com/about/press/releases/german-federal-motor-transport-authority-kraftfahrtbundesamt-concludes-review-m",682,105,463,1250,https://twitter.com/elonmusk/status/407636950456078336,,,
+2013-11-21,Tesla Model S Consumer Reports customer satisfaction survey highest of any car on road at 99/100,692,122,430,1244,https://twitter.com/elonmusk/status/403602986561073152,,,
+2013-11-19,Tesla is also extending the Model S warranty to cover any fire damage even if due solely to a driver accident,792,156,559,1507,https://twitter.com/elonmusk/status/402850950500474881,,,
+2013-11-19,"Why does a Tesla fire w no injury get more media headlines than 100,000 gas car fires that kill 100s of people per year?",3873,1266,1993,7132,https://twitter.com/elonmusk/status/402811201052090368,,,
+2013-11-19,Mission of Tesla,706,138,446,1290,https://twitter.com/elonmusk/status/402803732632453121,,,
+2013-11-10,Model S owner blogs about TN accident http://www.teslamotors.com/blog/model-s-owner-tennessee,750,131,379,1260,https://twitter.com/elonmusk/status/399347799403151360,,,
+2013-11-02,"Thanks Woz! ""@stevewoz: Here to pick up my new car! (at @TeslaMotors w/ 2 others)""",350,58,435,843,https://twitter.com/elonmusk/status/396712451305000960,,,@stevewoz
+2013-10-30,Tesla West Coast Supercharger network now energized. Travel from Vancouver to Tijuana in styel!,437,69,202,708,https://twitter.com/elonmusk/status/395562607462981633,,,
+2013-09-18,"Engineers interested in working on autonomous driving, pls email autopilot@teslamotors.com. Team will report directly to me.",1774,195,744,2713,https://twitter.com/elonmusk/status/380454034659753984,,,
+2013-09-18,Intense effort underway at Tesla to develop a practical autopilot system for Model S,984,199,590,1773,https://twitter.com/elonmusk/status/380451200782462976,,,
+2013-08-20,Model S achieves best safety rating of any car ever tested by US govt http://www.teslamotors.com/about/press/releases/tesla-model-s-achieves-best-safety-rating-any-car-ever-tested,2118,382,914,3414,https://twitter.com/elonmusk/status/369627580166451200,,,
+2013-08-12,Hyperloop Alpha at http://spacex.com/hyperloop and http://teslamotors.com/blog/hyperloop,5653,709,2536,8898,https://twitter.com/elonmusk/status/367025547852800000,,,
+2013-07-28,"One of the first Tesla Supercharger stations in Europe is being built in Cinderella, Norway #KatieWoodencloak",427,158,281,866,https://twitter.com/elonmusk/status/361316902804529153,,#KatieWoodencloak,
+2013-07-23,"Oh yeah, well Tesla will study a plan to study the GM team that's studying Tesla, so there!",856,237,553,1646,https://twitter.com/elonmusk/status/359750424175185920,,,
+2013-07-02,"Woohoo, Tesla direct sales petition passed the 100k threshold! Thanks a lot to everyone that helped!!",594,122,477,1193,https://twitter.com/elonmusk/status/352136446909489153,,,
+2013-06-25,@arthurblake Tesla service can do coating or can be done by any auto glass coating company. My car is done on side & rear,1,3,4,8,https://twitter.com/elonmusk/status/349556671447699456,elonmusk,,@arthurblake
+2013-06-21,"@LisaRoutel The NY auto dealers lost in court, so now they are funding a bill in NY legislature to block Tesla",17,4,4,25,https://twitter.com/elonmusk/status/348116700983607296,LisaRoutel,,@LisaRoutel
+2013-06-21,"Tesla pack swap vid still being edited (multiple camera angles). In meantime, this article contains a vid",204,81,114,399,https://twitter.com/elonmusk/status/347973928377004032,,,
+2013-06-20,Tomorrow night: fastest gas pump in LA vs Tesla battery pack swap,436,106,341,883,https://twitter.com/elonmusk/status/347617421500243968,,,
+2013-06-18,"Battery pack swap works with all Tesla Model S cars, past and present. It was always there.",270,89,147,506,https://twitter.com/elonmusk/status/347082201596321794,,,
+2013-06-18,"@zatulsky Shai actually got the idea from a visit to Tesla. The idea is obvious (many things allow battery swap), but the technology is not.",17,11,20,48,https://twitter.com/elonmusk/status/347005150860283905,zatulsky,,@zatulsky
+2013-06-18,"Video of battery pack swap will be posted to the Tesla website around 9:30pm, so those attending will see this first.",129,38,74,241,https://twitter.com/elonmusk/status/346896666055569408,elonmusk,,
+2013-06-12,Battery storage of solar power needed for night operation & to buffer grid during day. Beta projects are going well.,136,87,113,336,https://twitter.com/elonmusk/status/344839352578363392,elonmusk,,
+2013-06-12,"A long way to go before most power generation is solar, but the second derivative bodes well http://mobile.bloomberg.com/news/2013-06-11/u-s-solar-installations-climb-33-led-by-california.html?cmpid=yhoo",188,72,141,401,https://twitter.com/elonmusk/status/344705055880007680,,,
+2013-06-05,"Forgot to say one thing at Tesla annual shareholders meeting: just as my money was the first in, it will be the last out.",1071,233,1384,2688,https://twitter.com/elonmusk/status/342107352041922560,,,
+2013-05-30,Huge expansion of Tesla Supercharger network underway. Will cover LA to NY by end of year http://www.teslamotors.com/supercharger,591,182,269,1042,https://twitter.com/elonmusk/status/340177739426435073,,,
+2013-05-26,You Can Fit A Lot Of Kindergartners In A Tesla Model S - Houston Chronicle,137,54,91,282,https://twitter.com/elonmusk/status/338504412035158016,,,
+2013-05-25,"Would love to do a pickup truck. Something w ultra low cg for sports car handling, dynamic air suspension & mega torque.",219,248,249,716,https://twitter.com/elonmusk/status/338117807910813696,,,
+2013-05-25,"Technically, I ""got rich"" from Zip2 & PayPal w zero govt anything, then put 100% of that into SpaceX, Tesla & SolarCity.",290,91,349,730,https://twitter.com/elonmusk/status/338115331891556352,,,
+2013-05-25,"Net of gas savings, a Tesla is $550 to $600/month with down payment taken care of by tax credits. Maybe less costly then it first seems.",129,73,92,294,https://twitter.com/elonmusk/status/338110231005499394,,,
+2013-05-25,"Me & other private money funded Tesla for first 7 years, got IPO+ govt money for 3, now paid back. Yes, carbon tax would be a better way.",152,43,99,294,https://twitter.com/elonmusk/status/338103612943241218,,,
+2013-05-25,"Great article on Tesla-dealer battle by Leilani Munter (@CarbonFreeGirl), who lives in NC http://www.huffingtonpost.com/mobileweb/leilani-munter/tesla-north-carolina_b_3327721.html?utm_hp_ref=email_share",185,32,94,311,https://twitter.com/elonmusk/status/338097360519442432,,,@CarbonFreeGirl
+2013-05-23,"More importantly, @Chrysler failed to pay back $1.3B. Apart those 2 points, you were totally 1st http://www.detroitnews.com/article/20130522/AUTO0101/305220440/1361/Tesla--Chrysler-spar-over-loan-repayment",227,76,194,497,https://twitter.com/elonmusk/status/337594277666377730,FiatChrysler_NA,,@Chrysler
+2013-05-23,Interview with @BloombergNews about Tesla and DOE loan gets into some of the details http://bloom.bg/16PjlJm,103,33,88,224,https://twitter.com/elonmusk/status/337506956875010048,,,
+2013-05-22,Tesla wired the funds to repay the DOE loan today. Only US car company to have fully repaid govt,1841,251,760,2852,https://twitter.com/elonmusk/status/337323464241319936,,,
+2013-05-14,Supercharger announcement pushed to next week. Something else this week.,121,125,81,327,https://twitter.com/elonmusk/status/334372943041798144,,,
+2013-05-13,"Btw, vast majority of credit for SolarCity should go to Lyndon & Peter Rive & their awesome team. I'm just a small part.",51,32,65,148,https://twitter.com/elonmusk/status/334025141044535296,,,
+2013-05-12,"@RaimisJ Tesla software knits together Google Voice, Slacker, Gracenote & others and streams over 3G (will be LTE later)",3,6,12,21,https://twitter.com/elonmusk/status/333379008005804032,RaimisJ,,@RaimisJ
+2013-05-09,There is a way for the Tesla Model S to be recharged throughout the country faster than you could fill a gas tank.,501,362,297,1160,https://twitter.com/elonmusk/status/332516435488280577,,,
+2013-05-09,@HowardReiter Totally agree. Tesla will circle back and do something cool for Roadsters next year.,2,7,14,23,https://twitter.com/elonmusk/status/332298579781767168,HowardReiter,,@HowardReiter
+2013-05-08,"Just want to say thanks to customers & investors that took a chance on Tesla through the long, dark night. We wouldn't be here without you.",479,224,457,1160,https://twitter.com/elonmusk/status/332282461344124931,,,
+2013-05-07,"Tesla priority is electrification of cars, so priority is Model S, Model X, then mass market third gen vehicle & truck",262,105,203,570,https://twitter.com/elonmusk/status/331796308631367681,,,
+2013-05-07,"Creating an autopilot for cars at Tesla is an important, but not yet top priority. Still a few years from production.",175,73,150,398,https://twitter.com/elonmusk/status/331794886368055296,,,
+2013-05-06,"Anyone interested in doing ultra hardcore vehicle engineering at Tesla, please apply!",329,234,151,714,https://twitter.com/elonmusk/status/331490556574326785,,,
+2013-05-06,Chris Porritt from Aston Martin just joined as head of vehicle engineering at Tesla http://ir.teslamotors.com/releasedetail.cfm?ReleaseID=762317,223,38,106,367,https://twitter.com/elonmusk/status/331489911842689025,,,
+2013-05-05,@DouglasBullard @teslamotors Most people have never heard of Nikola Tesla. That will hopefully change over time.,12,4,11,27,https://twitter.com/elonmusk/status/330877283793530880,DouglasBullard,,@DouglasBullard
+2013-05-05,"@flyguynscc @teslamotors yes, that has been the goal from the beginning",2,0,3,5,https://twitter.com/elonmusk/status/330869907640184832,flyguynscc,,@flyguynscc
+2013-05-04,"@WehbyJammin Earnings call next week, then Supercharger week after and then... the mystery announcement/demonstration :)",7,5,10,22,https://twitter.com/elonmusk/status/330572086668046336,WehbyJammin,,@WehbyJammin
+2013-05-04,@TeslaTrip you're welcome :),2,0,2,4,https://twitter.com/elonmusk/status/330571811358117888,TeslaTrip,,@TeslaTrip
+2013-05-03,Am getting lots of questions about the big Supercharger announcement. Aiming to do that the week after next.,75,42,66,183,https://twitter.com/elonmusk/status/330403426003472384,,,
+2013-05-03,Tesla raises Model S resale value guarantee to highest in auto industry,117,41,63,221,https://twitter.com/elonmusk/status/330396427647868929,,,
+2013-05-02,Time to up the ante (and fix some mistakes). Tesla announcement tomorrow.,247,89,109,445,https://twitter.com/elonmusk/status/330017552120033282,,,
+2013-05-01,@realbhuwan @teslamotors Cool :),1,1,5,7,https://twitter.com/elonmusk/status/329652668547072001,realbhuwan,,@realbhuwan
+2013-04-30,Auto Dealer Sterling McCall makes the case for Tesla direct sales in Texas,67,18,41,126,https://twitter.com/elonmusk/status/329339716933664770,,,
+2013-04-25,"@NycomWireless @TeslaMotors Cool, thanks for buying our car!",2,2,5,9,https://twitter.com/elonmusk/status/327493831283056640,NycomWireless,,@NycomWireless
+2013-04-25,"@Tapp697 Thanks, important clarification. Tesla announcements are always about making product experience better. Market follows eventually.",1,3,9,13,https://twitter.com/elonmusk/status/327493652274372608,Tapp697,,@Tapp697
+2013-04-25,Announcement of new @TeslaMotors strategy tomorrow. Tesla owners will like this.,274,98,119,491,https://twitter.com/elonmusk/status/327450627397537792,,,
+2013-04-24,@Trekker56 @TeslaMotors Please contact DMV Commissioner and Governor. This is not good for the people of Virginia.,3,1,6,10,https://twitter.com/elonmusk/status/326882270982057984,Trekker56,,@Trekker56
+2013-04-23,"Not all good news. Virginia DMV Commissioner just denied Tesla a dealer license, despite Hearing Officer being in favor.",101,119,24,244,https://twitter.com/elonmusk/status/326828343100076034,,,
+2013-04-17,"If you live in Texas and are pro Tesla, please vote in the @MyABJ opinion poll!",178,47,40,265,https://twitter.com/elonmusk/status/324388037117214720,,,@MyABJ
+2013-04-11,@batasrki Stay tuned for a big Supercharger announcement in a few weeks. Definitely have you covered.,19,8,31,58,https://twitter.com/elonmusk/status/322416386037141504,batasrki,,@batasrki
+2013-04-11,"New York judge just ruled in favor Tesla, dismissing the legal attack by auto dealers to prevent direct sales!",504,119,360,983,https://twitter.com/elonmusk/status/322409574248357888,,,
+2013-04-11,"Yay for democracy! @latimes asks: Should Tesla Motors be able to sell directly to consumers? http://www.latimes.com/business/autos/la-fi-hy-tesla-ceo-takes-dealer-fight-to-texas-says-he-can-sell-more-cars-20130410,0,1676772.story",160,72,89,321,https://twitter.com/elonmusk/status/322170049316139009,,,@latimes
+2013-04-09,Just had Texas BBQ for lunch in Capitol Building. About to head to House Committee hearing to advocate for Tesla in TX.,45,87,81,213,https://twitter.com/elonmusk/status/321710007223726080,,,
+2013-04-09,In TX to make the case for allowing Tesla to sell cars. Pls come to Capitol Room E2.014 at 1:30!,147,35,50,232,https://twitter.com/elonmusk/status/321637861147426816,,,
+2013-04-08,New Tesla red going down assembly line for the first time. We spent a lot of time on this color!,385,192,506,1083,https://twitter.com/elonmusk/status/321407591584509952,,,
+2013-04-08,"Sarah Palin calls Tesla a loser. Am deeply wounded. http://www.rawstory.com/rs/2013/04/07/sarah-palin-echoes-romney-tesla-motors-losers-who-build-bricks/ Btw, Model S warranty does cover ""bricking"".",428,335,195,958,https://twitter.com/elonmusk/status/321342187067543552,,,
+2013-04-03,Great explanation of the @TeslaMotors announcement by @TechCrunch,197,56,96,349,https://twitter.com/elonmusk/status/319239040429862912,,,@TechCrunch
+2013-04-02,"@sightalignment Hoping to open the Century City Tesla store this month. It is my neighborhood mall, so I'm there all the time.",5,1,4,10,https://twitter.com/elonmusk/status/319221613314834432,sightalignment,,@sightalignment
+2013-04-02,Am headed to TX next week to thank people personally for supporting Tesla. Please head to SB 1659 @8am tomorrow #TeslaTX,69,41,47,157,https://twitter.com/elonmusk/status/319144496187187202,,#TeslaTX,
+2013-04-02,Certainly true that many people believe that Tesla and SpaceX are powered by the #hhgttg Infinite Improbability Drive :),150,43,127,320,https://twitter.com/elonmusk/status/319121972212690945,,#hhgttg,
+2013-04-02,Today's Tesla announcement is actually the 2nd in a 5 part trilogy (love Douglas Adams),111,38,90,239,https://twitter.com/elonmusk/status/319119973366784002,,,
+2013-04-01,"To be clear, Tesla is in California, so it is not April Fool's yet! Also, some may differ, but imo the Tues news is arguably more important.",77,51,63,191,https://twitter.com/elonmusk/status/318588682070269952,,,
+2013-04-01,First profitable Q for Tesla thanks to awesome customers & hard work by a super dedicated team,558,122,312,992,https://twitter.com/elonmusk/status/318586284065054720,,,
+2013-03-31,"Thanks Bob “@BobMetcalfe: Tesla Takes on TX Dealer's Association (MA too) - Repeal anti-competitive dealer laws - http://bit.ly/169r2Fs""",48,15,19,82,https://twitter.com/elonmusk/status/318164425251110912,BobMetcalfe,,@BobMetcalfe
+2013-03-30,"If you support Tesla in Texas, please contact your state Senate or House member. Free enterprise! http://en.wikipedia.org/wiki/Eighty-first_Texas_Legislature",126,34,44,204,https://twitter.com/elonmusk/status/318120401148465154,,,
+2013-03-30,Auto dealers in Texas are trying to stop Tesla. Would appreciate your help in fighting for what's right http://wot.motortrend.com/tesla-takes-on-texas-dealers-association-349795.html#axzz2P3te9cYC,508,117,94,719,https://twitter.com/elonmusk/status/318118700806983680,,,
+2013-03-29,A123 battery company renames itself B456 after bankruptcy (really).,314,60,127,501,https://twitter.com/elonmusk/status/317659286660595712,,,
+2013-03-26,"Future will indeed be rooftop solar + battery pack, w utility company just providing backup power",383,85,227,695,https://twitter.com/elonmusk/status/316446454963122176,,,
+2013-03-25,Really exciting @TeslaMotors announcement coming on Thursday. Am going to put my money where my mouth is in v major way.,740,152,278,1170,https://twitter.com/elonmusk/status/316260319360061440,,,
+2013-03-23,Review of Tesla Model S by @RoadandTrack. Good article w minor errors addressed in reader comments http://www.roadandtrack.com/car-reviews/road-tests/road-test-2013-tesla-model-s,130,21,83,234,https://twitter.com/elonmusk/status/315568818833477633,,,@RoadandTrack
+2013-03-17,Craig Venter talks about flu vaccines and the Tesla Model S. Gesundheit!,70,18,44,132,https://twitter.com/elonmusk/status/313354143152607232,,,
+2013-03-10,Using Über to order a Tesla Model S @SXSW with @shervin and @travisk,206,46,287,539,https://twitter.com/elonmusk/status/310550326900051969,,,@sxsw @shervin @travisk
+2013-03-08,Check out Model S at Tesla Austin Gallery at The Domain opening today! I will stop by this eve and tomorrow morning.,80,33,37,150,https://twitter.com/elonmusk/status/310079304602107904,,,
+2013-03-08,Minnesota auto dealers tried to pass legislation to block Tesla stores. Bill was just defeated in Senate. Thanks MN!,263,74,132,469,https://twitter.com/elonmusk/status/310046392653582336,,,
+2013-03-06,Am in Oslo to thank the Norwegian customers of @TeslaMotors personally. Highest Model S orders per capita in the world.,214,72,121,407,https://twitter.com/elonmusk/status/309435481165279233,,,
+2013-03-01,Solar array deployment successful,622,149,259,1030,https://twitter.com/elonmusk/status/307533114035535872,,,
+2013-03-01,Thruster pod 3 tank pressure trending positive. Preparing to deploy solar arrays.,296,37,97,430,https://twitter.com/elonmusk/status/307530281290711042,,,
+2013-03-01,Holding on solar array deployment until at least two thruster pods are active,232,23,47,302,https://twitter.com/elonmusk/status/307521854166417408,,,
+2013-02-15,CNN about halfway through East Coast Supercharger test drive of @TeslaMotors Model S w @PeterDrives & @AbigailBassett,62,32,27,121,https://twitter.com/elonmusk/status/302235336514342912,,,@PeterDrives @AbigailBassett
+2013-02-11,"Btw, more free East Coast Superchargers coming soon. Will allow lower initial charge, v high speed trip & long detours, like NYTimes drive.",96,41,56,193,https://twitter.com/elonmusk/status/301064882655207426,,,
+2013-02-11,"@batasrki Yeah, Top Gear pretended the Tesla Roadster ran out of charge and they had to push it home. Logs showed 50 miles range left.",34,8,14,56,https://twitter.com/elonmusk/status/301054791432417280,batasrki,,@batasrki
+2013-02-11,@tomleykis Thanks Tom! Support of real Tesla customers like yourself who drive the car every day is v much appreciated.,7,2,6,15,https://twitter.com/elonmusk/status/301054021928640512,tomleykis,,@tomleykis
+2013-02-11,"Tesla data logging is only turned on with explicit written permission from customers, but after Top Gear BS, we always keep it on for media.",363,75,169,607,https://twitter.com/elonmusk/status/301053361157988352,,,
+2013-02-11,"Tesla blog coming soon detailing what actually happened on Broder's NYTimes ""range test"". Also lining up other journalists to do same drive.",201,76,96,373,https://twitter.com/elonmusk/status/301050531923779585,,,
+2013-02-11,NYTimes article about Tesla range in cold is fake. Vehicle logs tell true story that he didn't actually charge to max & took a long detour.,962,136,331,1429,https://twitter.com/elonmusk/status/301049593385340928,,,
+2013-01-30,My thoughts on the nature of the issue with the battery pack supplied to Boeing,357,45,152,554,https://twitter.com/elonmusk/status/296466962899402752,,,
+2013-01-18,"Maybe already under control, but Tesla & SpaceX are happy to help with the 787 lithium ion batteries.",579,71,245,895,https://twitter.com/elonmusk/status/292321606376779776,,,
+2013-01-04,"Nice story about a Model S coast to coast road trip. By end of year, it will be Superchargers all the way!",155,31,62,248,https://twitter.com/elonmusk/status/287261992476098560,,,
+2012-12-29,CA's Death Valley is #1 again! Tesla hot weather testing was done there. Model S was fine but gas tow truck overheated.,122,22,41,185,https://twitter.com/elonmusk/status/285026400078016512,,,
+2012-12-19,"Thanks! “@ev: Have driven a Tesla Model S 50 miles now. It's clearly the iPhone of cars—by far the best car ever made.""",91,27,68,186,https://twitter.com/elonmusk/status/281207435140685824,,,@ev
+2012-12-14,@ImprobableToad That's why I'm a believer in solar power. We have a giant fusion reactor conveniently located in the sky.,10,1,9,20,https://twitter.com/elonmusk/status/279597307673067520,ImprobableToad,,@ImprobableToad
+2012-12-12,"Tesla articles 30 mins apart: ""This Stock is Screaming Buy"" http://bit.ly/W6cBOV and ""This Stock Could Get DESTROYED"" http://bit.ly/UU2xK4",61,38,43,142,https://twitter.com/elonmusk/status/278910105804734464,,,
+2012-12-11,Tesla was just approved for a full Class 1 Massachusetts Auto Sales License by a vote of 4 to 1. Much appreciated!,217,53,104,374,https://twitter.com/elonmusk/status/278331899133452288,,,
+2012-12-09,Congrats to @dmetcalf for being the first to drive a Tesla Model S over 400 miles on a single charge!,174,26,66,266,https://twitter.com/elonmusk/status/277693768583491584,,,@dmetcalf
+2012-12-04,Am happy to report that Tesla was narrowly cash flow positive last week. Continued improvement expected through year end.,708,124,358,1190,https://twitter.com/elonmusk/status/275821969415483393,,,
+2012-11-20,"Mass. judge denies auto dealers' demand to kill our little Tesla store. Yay, justice prevails! http://www.autonews.com/apps/pbcs.dll/article?AID=/20121120/RETAIL07/121129989/mass-judge-denies-dealers-request-for-injunction-on-tesla-store",178,38,86,302,https://twitter.com/elonmusk/status/270970389394518016,,,
+2012-11-16,Sounds like Consumer Reports had a good experience with the Tesla Model S http://m.usatoday.com/article/news/1706165,90,37,36,163,https://twitter.com/elonmusk/status/269249710949289984,,,
+2012-11-13,"Cool story about a @SolarCity installation after hurricane Sandy. Good going, guys! http://www.teslamotors.com/forum/forums/solar-city-story",74,9,47,130,https://twitter.com/elonmusk/status/268210066300235776,,,@solarcity
+2012-10-28,V proud of Tesla team for completing 1000th Model S body. More cars made this month than entire rest of year,343,79,286,708,https://twitter.com/elonmusk/status/262605962005868544,,,
+2012-10-28,Doing LA to SF road trip in Model S with all 5 kids & Talulah. Supercharger finished charging b4 we finished our burgers!,152,31,90,273,https://twitter.com/elonmusk/status/262365909757358080,,,
+2012-10-22,Just wrote a blog piece about Tesla stores http://www.teslamotors.com/blog/tesla-approach-distributing-and-servicing-cars,141,17,67,225,https://twitter.com/elonmusk/status/260475462952824834,,,
+2012-10-04,An update about Tesla,338,37,104,479,https://twitter.com/elonmusk/status/253683768236322817,,,
+2012-09-25,The Tesla Supercharger will over time allow you to travel anywhere on pure sunlight for free http://finance.yahoo.com/news/tesla-motors-launches-revolutionary-supercharger-032000226.html,874,77,253,1204,https://twitter.com/elonmusk/status/250453089562263552,,,
+2012-09-24,Model S review by @Wired. Totally agree with criticisms. Corrections coming soon. http://www.wired.com/reviews/2012/09/tesla-model-s/,122,23,63,208,https://twitter.com/elonmusk/status/250291772859752449,,,@WIRED
+2012-09-19,The first owner to drive coast to coast in a Model S is about to complete the journey @XCTeslatrip!,107,13,26,146,https://twitter.com/elonmusk/status/248564996022345728,,,@XCTeslatrip
+2012-09-17,Tesla made 100 vehicle bodies this week for the first time. Really proud of the team! Pic of S/N 396:,293,91,139,523,https://twitter.com/elonmusk/status/247510274918199296,,,
+2012-09-14,Tesla Supercharger unveiling event set for Sept 24. It will feel like alien spaceships landed at highway rest stops.,360,54,103,517,https://twitter.com/elonmusk/status/246419783136976897,,,
+2012-09-13,Amazing series of space pics assembled by @theatlantic http://www.theatlantic.com/infocus/2012/09/around-the-solar-system/100368/,326,20,291,637,https://twitter.com/elonmusk/status/246352069332721665,,,@TheAtlantic
+2012-09-06,Tesla Model S driven 285 miles from Vegas to the beach in LA on a single charge by @motortrend,219,27,62,308,https://twitter.com/elonmusk/status/243800936240279552,,,@MotorTrend
+2012-08-22,I love the sight of Teslas in the morning. Production line review is looking good!,305,71,227,603,https://twitter.com/elonmusk/status/238308173990223873,,,
+2012-08-22,Glad to contribute to the Tesla museum and will do more in the future. He was a great man. http://www.indiegogo.com/teslamuseum,163,17,90,270,https://twitter.com/elonmusk/status/238307391215648769,,,
+2012-08-03,@UrgentSpeed Sure. To be clear that number would include all US solar energy (thermal+PV).,1,0,1,2,https://twitter.com/elonmusk/status/231443998395473920,UrgentSpeed,,@UrgentSpeed
+2012-08-03,1st pure solar gigawatt hour day just achieved by @SolarCity! Predict 1st terawatt hour day from all US solar < 15 years.,188,29,66,283,https://twitter.com/elonmusk/status/231210590675279872,,,@solarcity
+2012-08-01,"@DJjodes Would love to make a Tesla supertruck with crazy torque, dynamic air suspension and corners like its on rails. That'd be sweet...",513,178,7390,8081,https://twitter.com/elonmusk/status/230487450882019328,,,@DJjodes
+2012-07-31,Goal for Model S is to show that electric is way way better than gas. Combine w solar power & the future looks bright.,2005,423,35665,38093,https://twitter.com/elonmusk/status/230421989112807424,,,
+2012-07-27,"@walalm Yes, my absolute goal w Tesla has always been mass market electric cars. Will finally get there with Gen3 program.",11,5,14,30,https://twitter.com/elonmusk/status/228695905338019842,walalm,,@walalm
+2012-07-15,"""Most of us live in a semi-somnambulistic state & the days fly by. The 2 exceptions are childhood and when we are in love."" - RG",284,17,198,499,https://twitter.com/elonmusk/status/224405461938601984,,,
+2012-07-01,"After 2008 meltdown, vacation for me just meant email with a view, but SpaceX & Tesla are now strong enough that I can make it real (yay!!)",70,67,63,200,https://twitter.com/elonmusk/status/219270969666174977,,,
+2012-06-22,Model S review by Motor Trend http://m.motortrend.com/roadtests/alternative/1206_2012_tesla_model_s_first_drive/index.html,183,29,63,275,https://twitter.com/elonmusk/status/216294180014661632,,,
+2012-06-22,About to deliver the first ten Model S cars from @TeslaMotors!,158,41,57,256,https://twitter.com/elonmusk/status/216293624734953472,,,
+2012-05-22,"Falcon flew perfectly!! Dragon in orbit, comm locked and solar arrays active!! Feels like a giant weight just came off my back :)",1492,429,353,2274,https://twitter.com/elonmusk/status/204845069772128256,,,
+2012-05-22,Major Tesla milestone: All crash testing is complete for 5* (max) safety rating. Cars can now be built for sale to public!,308,53,65,426,https://twitter.com/elonmusk/status/204769845630337024,,,
+2012-05-10,"Meant to say: prizes for first 10 who do 400 miles in Tesla w/o recharging, not nonstop, which would require diapers :)",43,18,16,77,https://twitter.com/elonmusk/status/200622424037933056,,,
+2012-04-30,Am excited to announce that SolarCity has filed for an IPO. Mission is to bring affordable solar power to the people!,111,25,37,173,https://twitter.com/elonmusk/status/196984965114761216,,,
+2012-04-05,"Wow, a Tesla owner in Europe just passed 200,000 km while racing his Roadster!",54,10,80,144,https://twitter.com/elonmusk/status/188047168844730368,,,
+2012-03-28,"The Model S beta endurance car just passed 150,000 miles on a single battery pack!",171,26,29,226,https://twitter.com/elonmusk/status/184799999043964928,,,
+2012-03-07,The President of Serbia came by our booth at the Geneva Motor Show and talked about Nikola Tesla,82,31,296,409,https://twitter.com/elonmusk/status/177210012911927299,,,
+2012-02-17,Important point highlighted by @kqed: an electric car in California produces only 1/4 CO2 of gasoline http://blogs.kqed.org/climatewatch/2012/02/16/tesla-and-california-the-x-factor/comment-page-1/,29,4,3,36,https://twitter.com/elonmusk/status/170309322037919744,,,@KQED
+2012-02-10,"Tesla Model X is 3rd most searched term on Google, right after purple squirrel. Damn you squirrel!",142,36,300,478,https://twitter.com/elonmusk/status/168056133708283904,,,
+2012-02-10,Tesla Model X video http://onforb.es/AnzX7A,47,10,13,70,https://twitter.com/elonmusk/status/168022238061268993,,,
+2012-02-10,"@TeslasBigFan Don't worry, we've got a cool solution for ski storage on the X with the Falcon wing doors",1,0,1,2,https://twitter.com/elonmusk/status/168014307009892354,TeslasBigFan,,@TeslasBigFan
+2012-02-08,"Cool new @NASA pic of the most powerful type of solar flare, called X-class. Am not making this up!",47,7,59,113,https://twitter.com/elonmusk/status/167325254451081216,,,@NASA
+2012-01-28,The Model X unveiling will be webcast live on http://teslamotors.com at 8pm on Feb 9th. Most cars are pretty blah. This is not.,110,18,23,151,https://twitter.com/elonmusk/status/163084140386861056,,,
+2012-01-24,Strongest solar radiation storm in 7 years is blasting Earth. This huge eruption hits us tomorrow:,450,11,105,566,https://twitter.com/elonmusk/status/161645598037123073,,,
+2012-01-17,That's not just paranoia (a healthy trait at times). Tesla really is under massive attack by short sellers,15,22,15,52,https://twitter.com/elonmusk/status/159396536621596672,,,
+2012-01-17,Will communicate better in the future. Too many people want us to fail and are willing to twist any bit of news against Tesla.,22,20,12,54,https://twitter.com/elonmusk/status/159330976378519552,,,
+2012-01-17,"TSLA down ~$500M Friday, but back up ~$500M today. Sorry for the roller coaster.",26,11,11,48,https://twitter.com/elonmusk/status/159330380955136001,,,
+2012-01-13,"A Tesla Roadster just passed the 100,000 mile mark for the first time and still has over 200 miles of range.",51,3,15,69,https://twitter.com/elonmusk/status/157700726515183616,,,
+2012-01-11,"The exec conf room at Tesla used to be called Denali, but I decided to move a few letters around. Seemed more apt :)",68,28,328,424,https://twitter.com/elonmusk/status/156927468836630528,,,
+2011-12-31,Hacked my Tesla charge connector on a small island in the rain last night #whatcouldpossiblygowrong,10,3,10,23,https://twitter.com/elonmusk/status/153099684280410112,,#whatcouldpossiblygowrong,
diff --git a/DataSets/Twitter_data/df_musk_Tesla_tweets_groupby.csv b/DataSets/Twitter_data/df_musk_Tesla_tweets_groupby.csv
new file mode 100644
index 00000000..253122a1
--- /dev/null
+++ b/DataSets/Twitter_data/df_musk_Tesla_tweets_groupby.csv
@@ -0,0 +1,646 @@
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diff --git a/DataSets/Twitter_data/df_musk_general_tweets_groupby.csv b/DataSets/Twitter_data/df_musk_general_tweets_groupby.csv
new file mode 100644
index 00000000..066cda91
--- /dev/null
+++ b/DataSets/Twitter_data/df_musk_general_tweets_groupby.csv
@@ -0,0 +1,1643 @@
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diff --git a/DataSets/Twitter_data/df_musk_tweets.csv b/DataSets/Twitter_data/df_musk_tweets.csv
new file mode 100644
index 00000000..fe39668c
--- /dev/null
+++ b/DataSets/Twitter_data/df_musk_tweets.csv
@@ -0,0 +1,8798 @@
+,username,to,text,retweets,favorites,replies,id,permalink,author_id,date,formatted_date,hashtags,mentions,geo,urls
+0,elonmusk,Universe_SkyArt,I just sent a note to Twitter to clarify that posting SpaceX videos is fine by us and we paid for rights to Bowie song for the Falcon Heavy launch,319,4331,238,1233516620028530688,https://twitter.com/elonmusk/status/1233516620028530688,44196397,2020-02-28 22:17:34+00:00,Fri Feb 28 22:17:34 +0000 2020,,,,
+1,elonmusk,LeeHudson_,"The competitor should be a drone fighter plane that’s remote controlled by a human, but with its maneuvers augmented by autonomy. The F-35 would have no chance against it.",359,5104,477,1233478599170195457,https://twitter.com/elonmusk/status/1233478599170195457,44196397,2020-02-28 19:46:29+00:00,Fri Feb 28 19:46:29 +0000 2020,,,,
+2,elonmusk,Teslarati,It’s not that big really,355,11029,536,1233153286015868928,https://twitter.com/elonmusk/status/1233153286015868928,44196397,2020-02-27 22:13:48+00:00,Thu Feb 27 22:13:48 +0000 2020,,,,
+3,elonmusk,SpaceX,Testing Raptor in vertical configuration (on the giant tripod) should allow us to simplify some aspects of the engine design,419,9764,265,1233115872698351621,https://twitter.com/elonmusk/status/1233115872698351621,44196397,2020-02-27 19:45:08+00:00,Thu Feb 27 19:45:08 +0000 2020,,,,
+4,elonmusk,newscientist,It’s not mine,2122,36510,719,1232748533486276608,https://twitter.com/elonmusk/status/1232748533486276608,44196397,2020-02-26 19:25:28+00:00,Wed Feb 26 19:25:28 +0000 2020,,,,
+5,elonmusk,Foxfire40900590,Definitely! What’s in that sky city thing!? Needs a prequel even more than a sequel.,300,5191,144,1232737675364274176,https://twitter.com/elonmusk/status/1232737675364274176,44196397,2020-02-26 18:42:19+00:00,Wed Feb 26 18:42:19 +0000 2020,,,,
+6,elonmusk,Erdayastronaut,Sure,108,3697,130,1232717030370856960,https://twitter.com/elonmusk/status/1232717030370856960,44196397,2020-02-26 17:20:17+00:00,Wed Feb 26 17:20:17 +0000 2020,,,,
+7,elonmusk,JaneidyEve,Posting SpaceX videos is definitely not copyright infringement!,229,3174,101,1232709990642675712,https://twitter.com/elonmusk/status/1232709990642675712,44196397,2020-02-26 16:52:19+00:00,Wed Feb 26 16:52:19 +0000 2020,,,,
+8,elonmusk,j_brorsson,"Hopefully, in March. Checking …",84,1970,80,1232566868541505536,https://twitter.com/elonmusk/status/1232566868541505536,44196397,2020-02-26 07:23:36+00:00,Wed Feb 26 07:23:36 +0000 2020,,,,
+9,elonmusk,Teslarati,I had no idea this existed. Sounds awesome though!,247,6946,174,1232566420006821888,https://twitter.com/elonmusk/status/1232566420006821888,44196397,2020-02-26 07:21:49+00:00,Wed Feb 26 07:21:49 +0000 2020,,,,
+10,elonmusk,RationalEtienne,"Full disclosure, I’m actually a 3000 year old vampire. It’s such a trial assuming all these false identities over the centuries!",747,12582,551,1232563408937115655,https://twitter.com/elonmusk/status/1232563408937115655,44196397,2020-02-26 07:09:51+00:00,Wed Feb 26 07:09:51 +0000 2020,,,,
+11,elonmusk,Bryr32,"We had the wrong settings! To make the welds super flat & strong, we’re building a heavy duty, custom planisher, but just having the right settings is a major improvement.",76,1031,53,1232556310874533888,https://twitter.com/elonmusk/status/1232556310874533888,44196397,2020-02-26 06:41:38+00:00,Wed Feb 26 06:41:38 +0000 2020,,,,
+12,elonmusk,flcnhvy,Yes,61,1482,50,1232554273235513344,https://twitter.com/elonmusk/status/1232554273235513344,44196397,2020-02-26 06:33:33+00:00,Wed Feb 26 06:33:33 +0000 2020,,,,
+13,elonmusk,justpaulinelol,3 on SN2,77,1860,60,1232437566932017154,https://twitter.com/elonmusk/status/1232437566932017154,44196397,2020-02-25 22:49:48+00:00,Tue Feb 25 22:49:48 +0000 2020,,,,
+14,elonmusk,,SN2 tank integration starts this week with much less circumferential pucker. Thanks Fronius!,382,9637,410,1232437492571201536,https://twitter.com/elonmusk/status/1232437492571201536,44196397,2020-02-25 22:49:30+00:00,Tue Feb 25 22:49:30 +0000 2020,,,,
+15,elonmusk,,Starship SN1 tank preparing for Raptor attachment & static fire,2083,34269,918,1232436994191441920,https://twitter.com/elonmusk/status/1232436994191441920,44196397,2020-02-25 22:47:31+00:00,Tue Feb 25 22:47:31 +0000 2020,,,,
+16,elonmusk,oyvi00i, some are good tho,56,2083,111,1232405467600539648,https://twitter.com/elonmusk/status/1232405467600539648,44196397,2020-02-25 20:42:15+00:00,Tue Feb 25 20:42:15 +0000 2020,,,,
+17,elonmusk,,And that’s why cones were invented,890,25688,616,1232401922952331264,https://twitter.com/elonmusk/status/1232401922952331264,44196397,2020-02-25 20:28:10+00:00,Tue Feb 25 20:28:10 +0000 2020,,,,
+18,elonmusk,,Tinny,717,25761,329,1232397468240711681,https://twitter.com/elonmusk/status/1232397468240711681,44196397,2020-02-25 20:10:27+00:00,Tue Feb 25 20:10:27 +0000 2020,,,,
+19,elonmusk,,Rococo is alive & living in our hearts,900,22230,644,1232234816654856195,https://twitter.com/elonmusk/status/1232234816654856195,44196397,2020-02-25 09:24:08+00:00,Tue Feb 25 09:24:08 +0000 2020,,,,
+20,elonmusk,,Woody,46206,352267,2313,1232230754710585346,https://twitter.com/elonmusk/status/1232230754710585346,44196397,2020-02-25 09:08:00+00:00,Tue Feb 25 09:08:00 +0000 2020,,,,
+21,elonmusk,TeslaGong,I did,102,2445,129,1232224537061797888,https://twitter.com/elonmusk/status/1232224537061797888,44196397,2020-02-25 08:43:17+00:00,Tue Feb 25 08:43:17 +0000 2020,,,,
+22,elonmusk,,Battle Angel Starship,10945,112947,2367,1232222762023997440,https://twitter.com/elonmusk/status/1232222762023997440,44196397,2020-02-25 08:36:14+00:00,Tue Feb 25 08:36:14 +0000 2020,,,,
+23,elonmusk,cleantechnica,Teslas in a tunnel. Happening in Vegas rn.,161,2749,125,1232219164200312833,https://twitter.com/elonmusk/status/1232219164200312833,44196397,2020-02-25 08:21:56+00:00,Tue Feb 25 08:21:56 +0000 2020,,,,
+24,elonmusk,archillect,obv,355,5708,105,1232218575093616640,https://twitter.com/elonmusk/status/1232218575093616640,44196397,2020-02-25 08:19:36+00:00,Tue Feb 25 08:19:36 +0000 2020,,,,
+25,elonmusk,,On a wall in Austin,7161,91080,1551,1232214170688540673,https://twitter.com/elonmusk/status/1232214170688540673,44196397,2020-02-25 08:02:06+00:00,Tue Feb 25 08:02:06 +0000 2020,,,,
+26,elonmusk,nichegamer,BGII was amazing,64,1391,76,1232127369084833792,https://twitter.com/elonmusk/status/1232127369084833792,44196397,2020-02-25 02:17:11+00:00,Tue Feb 25 02:17:11 +0000 2020,,,,
+27,elonmusk,,Getting there was super hard. Very proud of Tesla team!,568,20926,615,1231332796964032512,https://twitter.com/elonmusk/status/1231332796964032512,44196397,2020-02-22 21:39:50+00:00,Sat Feb 22 21:39:50 +0000 2020,,,,
+28,elonmusk,,Model 3 achieves 350 mile actual range vs 310 EPA sticker in Consumer Reports testing,2401,31979,1222,1231330415639552001,https://twitter.com/elonmusk/status/1231330415639552001,44196397,2020-02-22 21:30:22+00:00,Sat Feb 22 21:30:22 +0000 2020,,,,https://www.consumerreports.org/hybrids-evs/tesla-ups-ante-on-model-y-range-underscoring-ev-lead/
+29,elonmusk,PPathole,"Yes, will also show real-time changes to max acceleration, braking, cornering, speed on gradient & range, latter factoring in route elevation changes & cargo or tow mass & drag impact",281,6901,233,1231058468099854336,https://twitter.com/elonmusk/status/1231058468099854336,44196397,2020-02-22 03:29:45+00:00,Sat Feb 22 03:29:45 +0000 2020,,,,
+30,elonmusk,Erdayastronaut,It’s slightly better,87,1791,110,1231056605006856194,https://twitter.com/elonmusk/status/1231056605006856194,44196397,2020-02-22 03:22:21+00:00,Sat Feb 22 03:22:21 +0000 2020,,,,
+31,elonmusk,nichegamer,Definitely worth trying imo,82,2437,112,1231055695459442689,https://twitter.com/elonmusk/status/1231055695459442689,44196397,2020-02-22 03:18:44+00:00,Sat Feb 22 03:18:44 +0000 2020,,,,
+32,elonmusk,elonmusk,"Btw, in some prior tweets I’d said production Cybertruck would be ~80” wide (vs ~84” body width at unveil). This is slightly too small. Will be closer to 82”, but come standard with upper laser blade lights.",236,4287,324,1230959056128372736,https://twitter.com/elonmusk/status/1230959056128372736,44196397,2020-02-21 20:54:43+00:00,Fri Feb 21 20:54:43 +0000 2020,,,,
+33,elonmusk,Teslarati,Active ride height & active damping are game-changing for a truck or any car with a high max/min weight ratio,258,5407,216,1230942496072486912,https://twitter.com/elonmusk/status/1230942496072486912,44196397,2020-02-21 19:48:55+00:00,Fri Feb 21 19:48:55 +0000 2020,,,,
+34,elonmusk,,Science has gone too far,49953,352061,4085,1230813602883354624,https://twitter.com/elonmusk/status/1230813602883354624,44196397,2020-02-21 11:16:44+00:00,Fri Feb 21 11:16:44 +0000 2020,,,,
+35,elonmusk,, ,24169,226755,2677,1230790973036343296,https://twitter.com/elonmusk/status/1230790973036343296,44196397,2020-02-21 09:46:49+00:00,Fri Feb 21 09:46:49 +0000 2020,,,,
+36,elonmusk,flcnhvy,F9 iteration slowed down as payloads became too important to risk. Little change is expected going forward with F9/FH or Dragon. Starship production & thus iterative improvement will be much faster than Falcon. Driving hard for fully reusable orbital flight this year!,277,4199,120,1230642008257069056,https://twitter.com/elonmusk/status/1230642008257069056,44196397,2020-02-20 23:54:53+00:00,Thu Feb 20 23:54:53 +0000 2020,,,,
+37,elonmusk,PPathole,"It’s mostly to balance the ship during entry. After delivering satellites, the front is light & back is heavy due to engines & landing legs.",67,1285,38,1230639384699002880,https://twitter.com/elonmusk/status/1230639384699002880,44196397,2020-02-20 23:44:28+00:00,Thu Feb 20 23:44:28 +0000 2020,,,,
+38,elonmusk,elonmusk,"Sorry, meant to say LOX header tank in tip of nose. CH4 main tank is above LOX main.",43,536,25,1230636965256663041,https://twitter.com/elonmusk/status/1230636965256663041,44196397,2020-02-20 23:34:51+00:00,Thu Feb 20 23:34:51 +0000 2020,,,,
+39,elonmusk,JohnHanzl,LOX,32,447,18,1230636491778514944,https://twitter.com/elonmusk/status/1230636491778514944,44196397,2020-02-20 23:32:58+00:00,Thu Feb 20 23:32:58 +0000 2020,,,,
+40,elonmusk,elonmusk,These problems are fundamentally intertwined. Building many rockets allows for successive approximation. Progress in any given technology is simply #of iterations * progress between iterations.,140,1817,64,1230636014001061891,https://twitter.com/elonmusk/status/1230636014001061891,44196397,2020-02-20 23:31:04+00:00,Thu Feb 20 23:31:04 +0000 2020,,,,
+41,elonmusk,SciGuySpace,Hardest problem by far is building the production system of something this big. 2nd hardest is achieving full & rapid reuse with payload to orbit of ~2%.,114,2080,77,1230634294034542598,https://twitter.com/elonmusk/status/1230634294034542598,44196397,2020-02-20 23:24:14+00:00,Thu Feb 20 23:24:14 +0000 2020,,,,
+42,elonmusk,flcnhvy,Probably,79,1633,102,1230447289925279744,https://twitter.com/elonmusk/status/1230447289925279744,44196397,2020-02-20 11:01:09+00:00,Thu Feb 20 11:01:09 +0000 2020,,,,
+43,elonmusk,sydney_ev,Attach wheels to the landing legs & tow Starship to the launch pad,71,1434,50,1230445151035805696,https://twitter.com/elonmusk/status/1230445151035805696,44196397,2020-02-20 10:52:39+00:00,Thu Feb 20 10:52:39 +0000 2020,,,,
+44,elonmusk,RationalEtienne,I rate it two Bugblatter Beasts of Traal up!,96,3997,73,1230444563296374784,https://twitter.com/elonmusk/status/1230444563296374784,44196397,2020-02-20 10:50:19+00:00,Thu Feb 20 10:50:19 +0000 2020,,,,
+45,elonmusk,,"High bay for stacking Starship engine bay, propellant tanks & fairing (fka nosecone) sections is almost done!",1860,32451,873,1230439298874343424,https://twitter.com/elonmusk/status/1230439298874343424,44196397,2020-02-20 10:29:23+00:00,Thu Feb 20 10:29:23 +0000 2020,,,,
+46,elonmusk,pentaquarky,"The whole nose tip has to have heat shielding for atmospheric entry at Mach 25+ anyway, so is effectively already insulated well in orbit",77,1220,56,1230371849302945799,https://twitter.com/elonmusk/status/1230371849302945799,44196397,2020-02-20 06:01:22+00:00,Thu Feb 20 06:01:22 +0000 2020,,,,
+47,elonmusk,tobyliiiiiiiiii,"There will be a common area in the forward section with a big window like this. It will be a lot heavier than steel, but not dangerous. Consider astronauts on the moon with a very thin windowed helmet. They were fine.",171,4366,153,1230370322639212545,https://twitter.com/elonmusk/status/1230370322639212545,44196397,2020-02-20 05:55:18+00:00,Thu Feb 20 05:55:18 +0000 2020,,,,
+48,elonmusk,PPathole,"Header tanks are only ~2% of main tank volume, so not a big deal. Pressurized volume is still ~1000 cubic meters.",57,896,28,1230369131066773504,https://twitter.com/elonmusk/status/1230369131066773504,44196397,2020-02-20 05:50:34+00:00,Thu Feb 20 05:50:34 +0000 2020,,,,
+49,elonmusk,Erdayastronaut,"O2 header tank is tip of nosecone, CH4 header is in the main CH4 tank",78,1709,51,1230368684226547713,https://twitter.com/elonmusk/status/1230368684226547713,44196397,2020-02-20 05:48:48+00:00,Thu Feb 20 05:48:48 +0000 2020,,,,
+50,elonmusk,tesletter,In the order that they were written,77,2503,111,1230367034397077504,https://twitter.com/elonmusk/status/1230367034397077504,44196397,2020-02-20 05:42:14+00:00,Thu Feb 20 05:42:14 +0000 2020,,,,
+51,elonmusk,,Worth reading Asimov’s Foundation https://en.m.wikipedia.org/wiki/Foundation_series,1694,20093,1409,1230293973673136129,https://twitter.com/elonmusk/status/1230293973673136129,44196397,2020-02-20 00:51:55+00:00,Thu Feb 20 00:51:55 +0000 2020,,,,https://en.m.wikipedia.org/wiki/Foundation_series
+52,elonmusk,elonmusk,"SN 2+ will have better fit & weld quality. Later serial numbers will use bigger stampings, so much less weld length.",76,1394,60,1230279227578232833,https://twitter.com/elonmusk/status/1230279227578232833,44196397,2020-02-19 23:53:19+00:00,Wed Feb 19 23:53:19 +0000 2020,,,,
+53,elonmusk,tobyliiiiiiiiii,The Persuader hammer will fix SN1,90,2574,86,1230278114179264512,https://twitter.com/elonmusk/status/1230278114179264512,44196397,2020-02-19 23:48:54+00:00,Wed Feb 19 23:48:54 +0000 2020,,,,
+54,elonmusk,,Rocket nosecone production in Texas,5931,83920,1795,1230276876930863105,https://twitter.com/elonmusk/status/1230276876930863105,44196397,2020-02-19 23:43:59+00:00,Wed Feb 19 23:43:59 +0000 2020,,,,
+55,elonmusk,archillect,,1135,14814,254,1230266104683155456,https://twitter.com/elonmusk/status/1230266104683155456,44196397,2020-02-19 23:01:11+00:00,Wed Feb 19 23:01:11 +0000 2020,,,,
+56,elonmusk,mattredlon,Yes,56,1208,71,1230222657070813184,https://twitter.com/elonmusk/status/1230222657070813184,44196397,2020-02-19 20:08:32+00:00,Wed Feb 19 20:08:32 +0000 2020,,,,
+57,elonmusk,Kitty_McConnell,Glad you’re all ok! ,1239,67941,276,1230006156220825601,https://twitter.com/elonmusk/status/1230006156220825601,44196397,2020-02-19 05:48:14+00:00,Wed Feb 19 05:48:14 +0000 2020,,,,
+58,elonmusk,PicklePunchD,Tim Curry ftw,52,945,75,1229591095966937089,https://twitter.com/elonmusk/status/1229591095966937089,44196397,2020-02-18 02:18:56+00:00,Tue Feb 18 02:18:56 +0000 2020,,,,
+59,elonmusk,archillect, makeup,109,2340,164,1229585590666088448,https://twitter.com/elonmusk/status/1229585590666088448,44196397,2020-02-18 01:57:04+00:00,Tue Feb 18 01:57:04 +0000 2020,,,,
+60,elonmusk,Smerity,"Unfortunately, I must agree that these are reasonable concerns",92,1329,53,1229573886888566785,https://twitter.com/elonmusk/status/1229573886888566785,44196397,2020-02-18 01:10:33+00:00,Tue Feb 18 01:10:33 +0000 2020,,,,
+61,elonmusk,carkgirl,"True, that was pretty impressive",194,9922,167,1229570142155268097,https://twitter.com/elonmusk/status/1229570142155268097,44196397,2020-02-18 00:55:40+00:00,Tue Feb 18 00:55:40 +0000 2020,,,,
+62,elonmusk,tesletter,My conversations with Gates have been underwhelming tbh,723,8175,735,1229568241552502784,https://twitter.com/elonmusk/status/1229568241552502784,44196397,2020-02-18 00:48:07+00:00,Tue Feb 18 00:48:07 +0000 2020,,,,
+63,elonmusk,flcnhvy,Both,77,1378,77,1229549730499375104,https://twitter.com/elonmusk/status/1229549730499375104,44196397,2020-02-17 23:34:34+00:00,Mon Feb 17 23:34:34 +0000 2020,,,,
+64,elonmusk,elonmusk,"All orgs developing advanced AI should be regulated, including Tesla",265,1904,109,1229546793811226627,https://twitter.com/elonmusk/status/1229546793811226627,44196397,2020-02-17 23:22:54+00:00,Mon Feb 17 23:22:54 +0000 2020,,,,
+65,elonmusk,TeslaGong,I have no control & only very limited insight into OpenAI. Confidence in Dario for safety is not high.,79,1189,47,1229546206948462597,https://twitter.com/elonmusk/status/1229546206948462597,44196397,2020-02-17 23:20:34+00:00,Mon Feb 17 23:20:34 +0000 2020,,,,
+66,elonmusk,_KarenHao,OpenAI should be more open imo,150,2384,51,1229544673590599681,https://twitter.com/elonmusk/status/1229544673590599681,44196397,2020-02-17 23:14:28+00:00,Mon Feb 17 23:14:28 +0000 2020,,,,
+67,elonmusk,vincent13031925,"Initially, yes, but then will make sense to localize closer to customers. Pretty much same plan as vehicles.",124,3131,158,1228852611954151424,https://twitter.com/elonmusk/status/1228852611954151424,44196397,2020-02-16 01:24:28+00:00,Sun Feb 16 01:24:28 +0000 2020,,,,
+68,elonmusk,,Looking forward to international expansion later this year ,987,24071,1414,1228850093492711425,https://twitter.com/elonmusk/status/1228850093492711425,44196397,2020-02-16 01:14:27+00:00,Sun Feb 16 01:14:27 +0000 2020,,,,
+69,elonmusk,,"Tesla is ramping up Solar Roof installation across the USA! Training will be provided, so no prior experience needed. Apply at",5362,50923,1976,1228849721013346304,https://twitter.com/elonmusk/status/1228849721013346304,44196397,2020-02-16 01:12:59+00:00,Sun Feb 16 01:12:59 +0000 2020,,,,https://www.tesla.com/solarroofjobs
+70,elonmusk,flcnhvy,Direct links aren’t needed to offer service. Starlink will initially bounce signals off ground/ocean relays to get from to .,145,2184,132,1228604628750626816,https://twitter.com/elonmusk/status/1228604628750626816,44196397,2020-02-15 08:59:04+00:00,Sat Feb 15 08:59:04 +0000 2020,,,,
+71,elonmusk,Inzilya777, albedo will drop significantly on almost every successive launch,71,1235,57,1228598015247536129,https://twitter.com/elonmusk/status/1228598015247536129,44196397,2020-02-15 08:32:47+00:00,Sat Feb 15 08:32:47 +0000 2020,,,,
+72,elonmusk,litgenstein,Haha,46,744,21,1228596225240289280,https://twitter.com/elonmusk/status/1228596225240289280,44196397,2020-02-15 08:25:40+00:00,Sat Feb 15 08:25:40 +0000 2020,,,,
+73,elonmusk,archillect,"Sorry, probably going to be a lot of rocket pics from @archillect ",271,6556,136,1228580802125942788,https://twitter.com/elonmusk/status/1228580802125942788,44196397,2020-02-15 07:24:23+00:00,Sat Feb 15 07:24:23 +0000 2020,,@archillect,,
+74,elonmusk,BLKMDL3,X will also improve by a similar amount,70,999,74,1228546706989436930,https://twitter.com/elonmusk/status/1228546706989436930,44196397,2020-02-15 05:08:54+00:00,Sat Feb 15 05:08:54 +0000 2020,,,,
+75,elonmusk,jgrano305,"Depends on when car was built, as there are many small hardware improvements, so most will be somewhere in between 373 & 390",40,445,17,1228546082172370944,https://twitter.com/elonmusk/status/1228546082172370944,44196397,2020-02-15 05:06:25+00:00,Sat Feb 15 05:06:25 +0000 2020,,,,
+76,elonmusk,jgrano305,"Regulations require calling it something else, so we added +",67,1348,66,1228545586166558720,https://twitter.com/elonmusk/status/1228545586166558720,44196397,2020-02-15 05:04:27+00:00,Sat Feb 15 05:04:27 +0000 2020,,,,
+77,elonmusk,DMC_Ryan,"There’s a tough performance vs range tradeoff. Plaid has absurd performance, while holding range roughly constant.",113,1726,78,1228545167851839488,https://twitter.com/elonmusk/status/1228545167851839488,44196397,2020-02-15 05:02:47+00:00,Sat Feb 15 05:02:47 +0000 2020,,,,
+78,elonmusk,elonmusk,Software just thinks the car is less efficient than it actually is,79,1192,35,1228543891458023425,https://twitter.com/elonmusk/status/1228543891458023425,44196397,2020-02-15 04:57:43+00:00,Sat Feb 15 04:57:43 +0000 2020,,,,
+79,elonmusk,PPathole,Many small hardware improvements throughout the car that have been introduced gradually over past several months,76,1318,33,1228543533960712193,https://twitter.com/elonmusk/status/1228543533960712193,44196397,2020-02-15 04:56:18+00:00,Sat Feb 15 04:56:18 +0000 2020,,,,
+80,elonmusk,teslaownersSV,Maybe possible with improved wheels/tires (which would be available to all previously made cars),102,2005,93,1228542899798691841,https://twitter.com/elonmusk/status/1228542899798691841,44196397,2020-02-15 04:53:47+00:00,Sat Feb 15 04:53:47 +0000 2020,,,,
+81,elonmusk,,All S/X cars made in recent months have actually been above stated EPA range. Will be unlocked soon for free via software update.,721,16888,493,1228541579679322112,https://twitter.com/elonmusk/status/1228541579679322112,44196397,2020-02-15 04:48:32+00:00,Sat Feb 15 04:48:32 +0000 2020,,,,
+82,elonmusk,,Tesla Model S estimated EPA range is now above 390 miles or ~630 km,3717,48937,1769,1228540886826418178,https://twitter.com/elonmusk/status/1228540886826418178,44196397,2020-02-15 04:45:47+00:00,Sat Feb 15 04:45:47 +0000 2020,,,,https://www.tesla.com/models/design#battery
+83,elonmusk,,Run a physics sim long enough & you’ll get intelligence,6558,108384,2745,1228538213653835776,https://twitter.com/elonmusk/status/1228538213653835776,44196397,2020-02-15 04:35:09+00:00,Sat Feb 15 04:35:09 +0000 2020,,,,
+84,elonmusk,ajtourville,Thanks to all who caught the error ,45,809,24,1228534967929425921,https://twitter.com/elonmusk/status/1228534967929425921,44196397,2020-02-15 04:22:16+00:00,Sat Feb 15 04:22:16 +0000 2020,,,,
+85,elonmusk,teslaownersSV,a=F/m is the most fun,130,2237,165,1228533079783854080,https://twitter.com/elonmusk/status/1228533079783854080,44196397,2020-02-15 04:14:45+00:00,Sat Feb 15 04:14:45 +0000 2020,,,,
+86,elonmusk,elonmusk,Editing error. Meant to say Δt≥ℏ/(2ΔE). Interesting that monochrome is roughly a millionth of a percent.,64,914,40,1228532201685315585,https://twitter.com/elonmusk/status/1228532201685315585,44196397,2020-02-15 04:11:16+00:00,Sat Feb 15 04:11:16 +0000 2020,,,,
+87,elonmusk,elonmusk,Frame rate Δt≥ℏ2/ΔE,145,2099,122,1228514811031347201,https://twitter.com/elonmusk/status/1228514811031347201,44196397,2020-02-15 03:02:10+00:00,Sat Feb 15 03:02:10 +0000 2020,,,,
+88,elonmusk,fermatslibrary,The resolution of reality,240,4376,163,1228491910970404864,https://twitter.com/elonmusk/status/1228491910970404864,44196397,2020-02-15 01:31:10+00:00,Sat Feb 15 01:31:10 +0000 2020,,,,
+89,elonmusk,archillect,Reminded me of The Lady of Shalott by Waterhouse,83,1703,65,1228462235854393344,https://twitter.com/elonmusk/status/1228462235854393344,44196397,2020-02-14 23:33:15+00:00,Fri Feb 14 23:33:15 +0000 2020,,,,
+90,elonmusk,VitalVegas,Haha,48,802,42,1228455269924917250,https://twitter.com/elonmusk/status/1228455269924917250,44196397,2020-02-14 23:05:34+00:00,Fri Feb 14 23:05:34 +0000 2020,,,,
+91,elonmusk,archillect,unNERVing,207,4762,149,1228424773845188609,https://twitter.com/elonmusk/status/1228424773845188609,44196397,2020-02-14 21:04:23+00:00,Fri Feb 14 21:04:23 +0000 2020,,,,
+92,elonmusk,flcnhvy,"The joints will have shielding, but it’s hard to ensure a good seal. Transpiration cooling (or simply higher pressure cold gas flow) would purge the area behind the hot gas seal.",82,1417,54,1228400791880269824,https://twitter.com/elonmusk/status/1228400791880269824,44196397,2020-02-14 19:29:06+00:00,Fri Feb 14 19:29:06 +0000 2020,,,,
+93,elonmusk,Erdayastronaut,Might be used around flap joints,52,1074,34,1228396138870407169,https://twitter.com/elonmusk/status/1228396138870407169,44196397,2020-02-14 19:10:36+00:00,Fri Feb 14 19:10:36 +0000 2020,,,,
+94,elonmusk,teslaownersSV,Will take action,107,3261,132,1228395668521156608,https://twitter.com/elonmusk/status/1228395668521156608,44196397,2020-02-14 19:08:44+00:00,Fri Feb 14 19:08:44 +0000 2020,,,,
+95,elonmusk,,Only the heart senses beauty,23053,150560,2876,1228377395670814720,https://twitter.com/elonmusk/status/1228377395670814720,44196397,2020-02-14 17:56:07+00:00,Fri Feb 14 17:56:07 +0000 2020,,,,
+96,elonmusk,Erdayastronaut,Shielding is only needed for orbital speeds,113,2556,83,1228250624791212033,https://twitter.com/elonmusk/status/1228250624791212033,44196397,2020-02-14 09:32:23+00:00,Fri Feb 14 09:32:23 +0000 2020,,,,
+97,elonmusk,, be still my beating heart ,15810,133292,1607,1228057674295590913,https://twitter.com/elonmusk/status/1228057674295590913,44196397,2020-02-13 20:45:40+00:00,Thu Feb 13 20:45:40 +0000 2020,,,,
+98,elonmusk,Erdayastronaut,"Unfortunately, Starship unlikely to survive LEO entry intact without shielding on windward side, but none required on leeward. Even windward shielding is very light.",180,4245,154,1228007662081605632,https://twitter.com/elonmusk/status/1228007662081605632,44196397,2020-02-13 17:26:56+00:00,Thu Feb 13 17:26:56 +0000 2020,,,,
+99,elonmusk,sonic_hedgehog, ,189,11214,91,1227645112236138496,https://twitter.com/elonmusk/status/1227645112236138496,44196397,2020-02-12 17:26:17+00:00,Wed Feb 12 17:26:17 +0000 2020,,,,
+100,elonmusk,nichegamer,Whoop whoop!!,104,3570,83,1227508671749320704,https://twitter.com/elonmusk/status/1227508671749320704,44196397,2020-02-12 08:24:08+00:00,Wed Feb 12 08:24:08 +0000 2020,,,,
+101,elonmusk,,Thanks Mom!!! @mayemusk,10096,169848,1128,1227500608262852608,https://twitter.com/elonmusk/status/1227500608262852608,44196397,2020-02-12 07:52:05+00:00,Wed Feb 12 07:52:05 +0000 2020,,@mayemusk,,
+102,elonmusk,EVHQ2,This does seem high,207,12049,381,1227499833155391488,https://twitter.com/elonmusk/status/1227499833155391488,44196397,2020-02-12 07:49:00+00:00,Wed Feb 12 07:49:00 +0000 2020,,,,
+103,elonmusk,,And some vitamin k too,404,21651,305,1227498893497094145,https://twitter.com/elonmusk/status/1227498893497094145,44196397,2020-02-12 07:45:16+00:00,Wed Feb 12 07:45:16 +0000 2020,,,,
+104,elonmusk,,Ok u can have a little emerald ,14173,161364,1280,1227488196423872513,https://twitter.com/elonmusk/status/1227488196423872513,44196397,2020-02-12 07:02:46+00:00,Wed Feb 12 07:02:46 +0000 2020,,,,
+105,elonmusk,Teslarati,This is incorrect. No air suspension planned for 3/Y. Only S/X & Cybertruck have/will have air suspension.,507,9586,380,1226989747098263552,https://twitter.com/elonmusk/status/1226989747098263552,44196397,2020-02-10 22:02:06+00:00,Mon Feb 10 22:02:06 +0000 2020,,,,
+106,elonmusk,HAPPYHAHAJK,Æsthetics,57,1099,82,1226928225554751494,https://twitter.com/elonmusk/status/1226928225554751494,44196397,2020-02-10 17:57:38+00:00,Mon Feb 10 17:57:38 +0000 2020,,,,
+107,elonmusk,,The degree to which SolarGlass will positively effect the esthetics & energy sustainability of neighborhoods throughout the world is not yet well appreciated. This is a very important product.,1300,20384,628,1226927146154758144,https://twitter.com/elonmusk/status/1226927146154758144,44196397,2020-02-10 17:53:21+00:00,Mon Feb 10 17:53:21 +0000 2020,,,,
+108,elonmusk,,"Tesla April company talk will be from our Giga New York factory, where we make SolarGlass & several other products. Will also offer customer & media tours.",1949,37323,1016,1226926073532862465,https://twitter.com/elonmusk/status/1226926073532862465,44196397,2020-02-10 17:49:05+00:00,Mon Feb 10 17:49:05 +0000 2020,,,,
+109,elonmusk,,Should preface this saying that feedback from early Tesla Solar roof owners has been v positive. It’s stunning vs a regular roof in person imo. Photos don’t do it justice.,316,10192,499,1226924143527940096,https://twitter.com/elonmusk/status/1226924143527940096,44196397,2020-02-10 17:41:25+00:00,Mon Feb 10 17:41:25 +0000 2020,,,,
+110,elonmusk,brittanygayle98,"Its integrated roof & solar, so should be light enough for almost any home",55,1097,25,1226923349479018496,https://twitter.com/elonmusk/status/1226923349479018496,44196397,2020-02-10 17:38:16+00:00,Mon Feb 10 17:38:16 +0000 2020,,,,
+111,elonmusk,dafuq_mac,Coming hopefully later this year,43,1113,23,1226923020574285824,https://twitter.com/elonmusk/status/1226923020574285824,44196397,2020-02-10 17:36:57+00:00,Mon Feb 10 17:36:57 +0000 2020,,,,
+112,elonmusk,TarunBhatt161,"I think will still be better than a normal roof, but adding a heating grid to automatically remove ice & snow sounds like a good option. We have that already on car windows!",85,2273,88,1226922843650150401,https://twitter.com/elonmusk/status/1226922843650150401,44196397,2020-02-10 17:36:15+00:00,Mon Feb 10 17:36:15 +0000 2020,,,,
+113,elonmusk,O2SupremeVermin,"No problem. Snow and ice tend to slide off the Tesla SolarGlass due to lower surface roughness, so accumulates less than a normal roof. Even so, it’s very strong and can be walked on without breaking the glass tiles.",88,1206,89,1226922175715627008,https://twitter.com/elonmusk/status/1226922175715627008,44196397,2020-02-10 17:33:36+00:00,Mon Feb 10 17:33:36 +0000 2020,,,,
+114,elonmusk,elonmusk,Sounds should note that it gets less shiny automatically due to dust & weathering. This pic is brand new.,45,750,20,1226921210090360833,https://twitter.com/elonmusk/status/1226921210090360833,44196397,2020-02-10 17:29:46+00:00,Mon Feb 10 17:29:46 +0000 2020,,,,
+115,elonmusk,_mantis_,Ok,40,716,14,1226920630299197440,https://twitter.com/elonmusk/status/1226920630299197440,44196397,2020-02-10 17:27:28+00:00,Mon Feb 10 17:27:28 +0000 2020,,,,
+116,elonmusk,G_d_Photographr,Sounds like we should open a Tesla Center there!,38,644,20,1226920273753997316,https://twitter.com/elonmusk/status/1226920273753997316,44196397,2020-02-10 17:26:02+00:00,Mon Feb 10 17:26:02 +0000 2020,,,,
+117,elonmusk,,Please let us know what improvements we can make to any aspect of Tesla SolarGlass roof! Critical feedback is much appreciated.,616,19201,2029,1226920048918269952,https://twitter.com/elonmusk/status/1226920048918269952,44196397,2020-02-10 17:25:09+00:00,Mon Feb 10 17:25:09 +0000 2020,,,,
+118,elonmusk,yourfavgas,"Probably 6 months or so. 301 is certainly fine for orbit, but SpaceX 30X will be better.",113,3196,83,1226782860746555392,https://twitter.com/elonmusk/status/1226782860746555392,44196397,2020-02-10 08:20:01+00:00,Mon Feb 10 08:20:01 +0000 2020,,,,
+119,elonmusk,,Midsection of Starship propellant tanks,1729,35850,737,1226782238035054592,https://twitter.com/elonmusk/status/1226782238035054592,44196397,2020-02-10 08:17:32+00:00,Mon Feb 10 08:17:32 +0000 2020,,,,
+120,elonmusk,Revoeh020,"Yes, but we want to focus on textured black first, then move into Earth tones & convolutions",93,3556,105,1226743836677935105,https://twitter.com/elonmusk/status/1226743836677935105,44196397,2020-02-10 05:44:57+00:00,Mon Feb 10 05:44:57 +0000 2020,,,,
+121,elonmusk,SamTalksTesla,Your comment above: “Who in their right mind would buy an ICE after 2025 knowing its residual value will be zilch? Legacy auto: go EV or go BUST!” is super important for car buyers. Residual values for gas/diesel cars will plummet in coming years.,703,8075,543,1226741943264333829,https://twitter.com/elonmusk/status/1226741943264333829,44196397,2020-02-10 05:37:25+00:00,Mon Feb 10 05:37:25 +0000 2020,,,,
+122,elonmusk,RationalEtienne,Haha,62,1995,56,1226700601364488193,https://twitter.com/elonmusk/status/1226700601364488193,44196397,2020-02-10 02:53:09+00:00,Mon Feb 10 02:53:09 +0000 2020,,,,
+123,elonmusk,,Foundation by Asimov,477,13954,401,1226691397425729536,https://twitter.com/elonmusk/status/1226691397425729536,44196397,2020-02-10 02:16:34+00:00,Mon Feb 10 02:16:34 +0000 2020,,,,
+124,elonmusk,,"Mars is to Earth, as Terminus was to Trantor",3282,57183,1262,1226690465992409089,https://twitter.com/elonmusk/status/1226690465992409089,44196397,2020-02-10 02:12:52+00:00,Mon Feb 10 02:12:52 +0000 2020,,,,
+125,elonmusk,SamTalksTesla,Europe & China timing will be announced soon,143,3215,210,1226685152857903106,https://twitter.com/elonmusk/status/1226685152857903106,44196397,2020-02-10 01:51:45+00:00,Mon Feb 10 01:51:45 +0000 2020,,,,
+126,elonmusk,teslaownersSV,Many Bay Area installations are ongoing now,109,1822,123,1226638479557300224,https://twitter.com/elonmusk/status/1226638479557300224,44196397,2020-02-09 22:46:18+00:00,Sun Feb 09 22:46:18 +0000 2020,,,,
+127,elonmusk,,"Hard to believe that is high efficiency solar power seamlessly integrated into beautiful roof tiles. Great work by SolarGlass engineering, Giga NY factory & Tesla installation teams!",955,23202,675,1226635243408543750,https://twitter.com/elonmusk/status/1226635243408543750,44196397,2020-02-09 22:33:26+00:00,Sun Feb 09 22:33:26 +0000 2020,,,,
+128,elonmusk,Tesla,Order at https://www.tesla.com/solarroof,7987,101468,2551,1226634613151412224,https://twitter.com/elonmusk/status/1226634613151412224,44196397,2020-02-09 22:30:56+00:00,Sun Feb 09 22:30:56 +0000 2020,,,,"https://www.tesla.com/solarroof,https://twitter.com/Tesla/status/1226628461277483008"
+129,elonmusk,Erdayastronaut,"First two domes in frame are for SN2, third is SN1 thrust dome",183,5290,128,1226396667722727425,https://twitter.com/elonmusk/status/1226396667722727425,44196397,2020-02-09 06:45:25+00:00,Sun Feb 09 06:45:25 +0000 2020,,,,
+130,elonmusk,,Back in Boca,2627,74108,1922,1226379201021972481,https://twitter.com/elonmusk/status/1226379201021972481,44196397,2020-02-09 05:36:01+00:00,Sun Feb 09 05:36:01 +0000 2020,,,,
+131,elonmusk,neiltyson,Including hypothesizing that this statement is wrong haha,833,26679,397,1226282518128685057,https://twitter.com/elonmusk/status/1226282518128685057,44196397,2020-02-08 23:11:50+00:00,Sat Feb 08 23:11:50 +0000 2020,,,,
+132,elonmusk,flcnhvy,True,72,3215,98,1226282213504741376,https://twitter.com/elonmusk/status/1226282213504741376,44196397,2020-02-08 23:10:37+00:00,Sat Feb 08 23:10:37 +0000 2020,,,,
+133,elonmusk,SachaBaronCohen,#DeleteFacebook It’s lame,8564,61780,1475,1226132778967687170,https://twitter.com/elonmusk/status/1226132778967687170,44196397,2020-02-08 13:16:49+00:00,Sat Feb 08 13:16:49 +0000 2020,#DeleteFacebook,,,
+134,elonmusk,RationalEtienne,Ok,102,3598,120,1226070958554828801,https://twitter.com/elonmusk/status/1226070958554828801,44196397,2020-02-08 09:11:10+00:00,Sat Feb 08 09:11:10 +0000 2020,,,,
+135,elonmusk,,My Mom wrote a book http://bit.ly/2KiWMGh,2676,69778,1225,1226059207289360390,https://twitter.com/elonmusk/status/1226059207289360390,44196397,2020-02-08 08:24:28+00:00,Sat Feb 08 08:24:28 +0000 2020,,,,http://bit.ly/2KiWMGh
+136,elonmusk,Eljaboom, ,70,3050,41,1226054031954468865,https://twitter.com/elonmusk/status/1226054031954468865,44196397,2020-02-08 08:03:54+00:00,Sat Feb 08 08:03:54 +0000 2020,,,,
+137,elonmusk,,"feeling cute, might delete later",5759,86889,1673,1226053049820446720,https://twitter.com/elonmusk/status/1226053049820446720,44196397,2020-02-08 08:00:00+00:00,Sat Feb 08 08:00:00 +0000 2020,,,,
+138,elonmusk,NStabilini,"Once upon a time, we were all just hydrogen in a vacuum",168,2274,152,1226034423813955584,https://twitter.com/elonmusk/status/1226034423813955584,44196397,2020-02-08 06:45:59+00:00,Sat Feb 08 06:45:59 +0000 2020,,,,
+139,elonmusk,JedIKni64072970,"Impressive, if uncurated. There aren’t many errors. Would be interesting to see how @OpenAI GPT would perform with same objective.",48,949,37,1226024500015194112,https://twitter.com/elonmusk/status/1226024500015194112,44196397,2020-02-08 06:06:33+00:00,Sat Feb 08 06:06:33 +0000 2020,,@OpenAI,,
+140,elonmusk,archillect, cropping,149,4886,171,1225984627334053888,https://twitter.com/elonmusk/status/1225984627334053888,44196397,2020-02-08 03:28:07+00:00,Sat Feb 08 03:28:07 +0000 2020,,,,
+141,elonmusk,RationalEtienne,Haha true,100,3312,98,1225973907615821825,https://twitter.com/elonmusk/status/1225973907615821825,44196397,2020-02-08 02:45:31+00:00,Sat Feb 08 02:45:31 +0000 2020,,,,
+142,elonmusk,JaneidyEve,You’re welcome! Was a fun recruiting event. Great to see all the excitement about helping build Starships.,162,8614,108,1225850366979235840,https://twitter.com/elonmusk/status/1225850366979235840,44196397,2020-02-07 18:34:37+00:00,Fri Feb 07 18:34:37 +0000 2020,,,,
+143,elonmusk,Teslarati,"Unmodified water tower machines do not work well for orbital rockets, as mass efficiency is critical for the latter, but not the former. Hopper, for example, was made of 12.5mm steel vs 4mm for SN1 orbital design. Optimized skins will be <2mm in places across a 9000mm diameter.",175,2873,113,1225688871158968324,https://twitter.com/elonmusk/status/1225688871158968324,44196397,2020-02-07 07:52:53+00:00,Fri Feb 07 07:52:53 +0000 2020,,,,
+144,elonmusk,nextspaceflight,"No, they’re SN1. SN2 to follow shortly. Aiming to be a little better each time.",76,1148,53,1225626951974637568,https://twitter.com/elonmusk/status/1225626951974637568,44196397,2020-02-07 03:46:51+00:00,Fri Feb 07 03:46:51 +0000 2020,,,,
+145,elonmusk,chraveesh,"Yes, we’re tuning weld parameters to reduce puckering & building a heavy duty planisher to flatten & cold work the weld area",69,1357,52,1225626494627651585,https://twitter.com/elonmusk/status/1225626494627651585,44196397,2020-02-07 03:45:02+00:00,Fri Feb 07 03:45:02 +0000 2020,,,,
+146,elonmusk,elonmusk,"That said, although substantial capital & engineering is required to achieve extreme precision, marginal production cost of the primary structure should actually be *less* than a water tower, because it’s built inside a factory in volume.",160,2865,111,1225624203711438848,https://twitter.com/elonmusk/status/1225624203711438848,44196397,2020-02-07 03:35:55+00:00,Fri Feb 07 03:35:55 +0000 2020,,,,
+147,elonmusk,Teslarati,"This isn’t quite correct. An orbital rocket needs precision that’s 3X to 4X better than a water tower, so super precise parts, fixtures & welding are needed. Suborbital is much more forgiving.",200,4136,110,1225623060146991105,https://twitter.com/elonmusk/status/1225623060146991105,44196397,2020-02-07 03:31:23+00:00,Fri Feb 07 03:31:23 +0000 2020,,,,
+148,elonmusk,Gaelic_Neilson,"SpaceX started with a mariachi band party. Great vibes here in Boca Chica, Texas!",2311,37442,923,1225608700477440000,https://twitter.com/elonmusk/status/1225608700477440000,44196397,2020-02-07 02:34:19+00:00,Fri Feb 07 02:34:19 +0000 2020,,,,https://twitter.com/Gaelic_Neilson/status/1225606439407902720
+149,elonmusk,flcnhvy,True,104,8881,141,1225497655708733445,https://twitter.com/elonmusk/status/1225497655708733445,44196397,2020-02-06 19:13:04+00:00,Thu Feb 06 19:13:04 +0000 2020,,,,
+150,elonmusk,,Late night tweets … sigh,7007,105109,2561,1225495225612873736,https://twitter.com/elonmusk/status/1225495225612873736,44196397,2020-02-06 19:03:25+00:00,Thu Feb 06 19:03:25 +0000 2020,,,,
+151,elonmusk,Erdayastronaut,We saw them a lot launching from Kwajalein in the early days of SpaceX,81,2714,128,1225490809614667776,https://twitter.com/elonmusk/status/1225490809614667776,44196397,2020-02-06 18:45:52+00:00,Thu Feb 06 18:45:52 +0000 2020,,,,
+152,elonmusk,,New emoji! Last one comes with free phone hack.,4229,67894,1716,1225488457667141633,https://twitter.com/elonmusk/status/1225488457667141633,44196397,2020-02-06 18:36:31+00:00,Thu Feb 06 18:36:31 +0000 2020,,,,
+153,elonmusk,Mike_Seeley,Great shot,55,1292,35,1225484658479161344,https://twitter.com/elonmusk/status/1225484658479161344,44196397,2020-02-06 18:21:25+00:00,Thu Feb 06 18:21:25 +0000 2020,,,,
+154,elonmusk,glenn22x,"Anything that doesn’t result in a smudgy image on lens cover glass. If you get a two part hydrophobic coating, probably better just to use first part.",54,1060,42,1225473621717606401,https://twitter.com/elonmusk/status/1225473621717606401,44196397,2020-02-06 17:37:34+00:00,Thu Feb 06 17:37:34 +0000 2020,,,,
+155,elonmusk,ndyf,It begins …,86,3165,82,1225471830015778827,https://twitter.com/elonmusk/status/1225471830015778827,44196397,2020-02-06 17:30:27+00:00,Thu Feb 06 17:30:27 +0000 2020,,,,
+156,elonmusk,vincent13031925,“The Nutcracker” is tho,170,5741,115,1225470651835854850,https://twitter.com/elonmusk/status/1225470651835854850,44196397,2020-02-06 17:25:46+00:00,Thu Feb 06 17:25:46 +0000 2020,,,,
+157,elonmusk,PavilsJurjans, ,49,2477,39,1225374269254840320,https://twitter.com/elonmusk/status/1225374269254840320,44196397,2020-02-06 11:02:46+00:00,Thu Feb 06 11:02:46 +0000 2020,,,,
+158,elonmusk,V1lding,Haha,95,7283,60,1225373374924369920,https://twitter.com/elonmusk/status/1225373374924369920,44196397,2020-02-06 10:59:13+00:00,Thu Feb 06 10:59:13 +0000 2020,,,,
+159,elonmusk,archillect, ,248,4370,80,1225372996845678592,https://twitter.com/elonmusk/status/1225372996845678592,44196397,2020-02-06 10:57:43+00:00,Thu Feb 06 10:57:43 +0000 2020,,,,
+160,elonmusk,,"What if there was an AI programmed to want to pick as many strawberries as possible, and so it cultivated nothing but strawberries on all of Earth’s land? Then it would be Strawberry Fields Forever!",12245,152456,6629,1225372729991421953,https://twitter.com/elonmusk/status/1225372729991421953,44196397,2020-02-06 10:56:39+00:00,Thu Feb 06 10:56:39 +0000 2020,,,,
+161,elonmusk,engineers_feed,Nice,129,4323,124,1225367843685961728,https://twitter.com/elonmusk/status/1225367843685961728,44196397,2020-02-06 10:37:14+00:00,Thu Feb 06 10:37:14 +0000 2020,,,,
+162,elonmusk,yourfavgas,"Fine, but that was an easy one",53,918,35,1225360474839166976,https://twitter.com/elonmusk/status/1225360474839166976,44196397,2020-02-06 10:07:57+00:00,Thu Feb 06 10:07:57 +0000 2020,,,,
+163,elonmusk,yourfavgas,New fins,45,532,17,1225359550573940737,https://twitter.com/elonmusk/status/1225359550573940737,44196397,2020-02-06 10:04:17+00:00,Thu Feb 06 10:04:17 +0000 2020,,,,
+164,elonmusk,archillect,Rococo basilisk,66,1207,65,1225359304204656640,https://twitter.com/elonmusk/status/1225359304204656640,44196397,2020-02-06 10:03:18+00:00,Thu Feb 06 10:03:18 +0000 2020,,,,
+165,elonmusk,,REALiTi made while u wait,2308,33756,682,1225352310051758081,https://twitter.com/elonmusk/status/1225352310051758081,44196397,2020-02-06 09:35:31+00:00,Thu Feb 06 09:35:31 +0000 2020,,,,
+166,elonmusk,PPathole,http://Etymology.com,117,1726,93,1225348680812765185,https://twitter.com/elonmusk/status/1225348680812765185,44196397,2020-02-06 09:21:06+00:00,Thu Feb 06 09:21:06 +0000 2020,,,,http://Etymology.com
+167,elonmusk,yourfavgas,Making progress,47,899,19,1225347543606976512,https://twitter.com/elonmusk/status/1225347543606976512,44196397,2020-02-06 09:16:34+00:00,Thu Feb 06 09:16:34 +0000 2020,,,,
+168,elonmusk,,"All things in moderation, especially etymology",1265,24848,598,1225347238240628737,https://twitter.com/elonmusk/status/1225347238240628737,44196397,2020-02-06 09:15:22+00:00,Thu Feb 06 09:15:22 +0000 2020,,,,
+169,elonmusk,,Essentially all quotes can be ascribed to Churchill,1384,31745,914,1225345662570639361,https://twitter.com/elonmusk/status/1225345662570639361,44196397,2020-02-06 09:09:06+00:00,Thu Feb 06 09:09:06 +0000 2020,,,,
+170,elonmusk,,"No matter how many times u get hangry, you always think ur anger is real — Plato",8000,83018,992,1225344741455409152,https://twitter.com/elonmusk/status/1225344741455409152,44196397,2020-02-06 09:05:26+00:00,Thu Feb 06 09:05:26 +0000 2020,,,,
+171,elonmusk,,Guess he’s not left-handed,27075,227102,2814,1225327079006330880,https://twitter.com/elonmusk/status/1225327079006330880,44196397,2020-02-06 07:55:15+00:00,Thu Feb 06 07:55:15 +0000 2020,,,,
+172,elonmusk,BraxtonKai, ,52,1977,25,1225324968696852481,https://twitter.com/elonmusk/status/1225324968696852481,44196397,2020-02-06 07:46:52+00:00,Thu Feb 06 07:46:52 +0000 2020,,,,
+173,elonmusk,Erdayastronaut,Tiny robots with lasers,264,7878,362,1225247104282644480,https://twitter.com/elonmusk/status/1225247104282644480,44196397,2020-02-06 02:37:28+00:00,Thu Feb 06 02:37:28 +0000 2020,,,,
+174,elonmusk,9NewsAUS,Starlink will be great for any sparsely populated areas with expensive or little to no connectivity!,313,5809,459,1225192950956744704,https://twitter.com/elonmusk/status/1225192950956744704,44196397,2020-02-05 23:02:17+00:00,Wed Feb 05 23:02:17 +0000 2020,,,,
+175,elonmusk,RationalEtienne, ,78,3953,48,1225179232747360257,https://twitter.com/elonmusk/status/1225179232747360257,44196397,2020-02-05 22:07:46+00:00,Wed Feb 05 22:07:46 +0000 2020,,,,
+176,elonmusk,,Putting that on my LinkedIn for sure,1631,45103,610,1225177296585330688,https://twitter.com/elonmusk/status/1225177296585330688,44196397,2020-02-05 22:00:04+00:00,Wed Feb 05 22:00:04 +0000 2020,,,,
+177,elonmusk,,8th hottest song on Soundcloud!! https://m.soundcloud.com/user-209448905/dont-doubt-ur-vibe,4642,62825,1804,1225177067618283521,https://twitter.com/elonmusk/status/1225177067618283521,44196397,2020-02-05 21:59:10+00:00,Wed Feb 05 21:59:10 +0000 2020,,,,https://m.soundcloud.com/user-209448905/dont-doubt-ur-vibe
+178,elonmusk,,Please send your resume to BuildStarship@spacex.com if you’re coming to the Starship career day in Boca Chica tomorrow,3825,51705,2265,1225109674904772608,https://twitter.com/elonmusk/status/1225109674904772608,44196397,2020-02-05 17:31:22+00:00,Wed Feb 05 17:31:22 +0000 2020,,,,
+179,elonmusk,,Starship Concerto in Zero G,8338,111319,1727,1224938416795717634,https://twitter.com/elonmusk/status/1224938416795717634,44196397,2020-02-05 06:10:51+00:00,Wed Feb 05 06:10:51 +0000 2020,,,,
+180,elonmusk,JaneidyEve,Yes,58,2319,63,1224927175364816898,https://twitter.com/elonmusk/status/1224927175364816898,44196397,2020-02-05 05:26:11+00:00,Wed Feb 05 05:26:11 +0000 2020,,,,
+181,elonmusk,teslaownersSV,Yes,119,5439,207,1224926842886508544,https://twitter.com/elonmusk/status/1224926842886508544,44196397,2020-02-05 05:24:52+00:00,Wed Feb 05 05:24:52 +0000 2020,,,,
+182,elonmusk,,Giga Texas?,3241,42588,6139,1224926442527563776,https://twitter.com/elonmusk/status/1224926442527563776,44196397,2020-02-05 05:23:16+00:00,Wed Feb 05 05:23:16 +0000 2020,,,,
+183,elonmusk,archillect,Uh oh,5937,28331,845,1224848274189967360,https://twitter.com/elonmusk/status/1224848274189967360,44196397,2020-02-05 00:12:39+00:00,Wed Feb 05 00:12:39 +0000 2020,,,,
+184,elonmusk,Erdayastronaut,Have you tried a hydrophobic spray?,116,4492,267,1224626331641700352,https://twitter.com/elonmusk/status/1224626331641700352,44196397,2020-02-04 09:30:44+00:00,Tue Feb 04 09:30:44 +0000 2020,,,,
+185,elonmusk,,"This is mainly for staffing up 4 production shifts for 24/7 operations, but engineers, supervisors & support personnel are certainly needed too. A super hardcore work ethic, talent for building things, common sense & trustworthiness are required, the rest we can train.",1366,21518,1424,1224625719659110400,https://twitter.com/elonmusk/status/1224625719659110400,44196397,2020-02-04 09:28:18+00:00,Tue Feb 04 09:28:18 +0000 2020,,,,
+186,elonmusk,,"Starship career day at the Stargate building (Boca Chica Blvd, TX) this Thursday from 3pm to 9pm!",1780,29610,898,1224623398460018688,https://twitter.com/elonmusk/status/1224623398460018688,44196397,2020-02-04 09:19:05+00:00,Tue Feb 04 09:19:05 +0000 2020,,,,
+187,elonmusk,,Going max hardcore on design/production Starship here in Boca. It’s awesome! Feels a bit like a Mars simulator.,2366,60134,1396,1224486034576199680,https://twitter.com/elonmusk/status/1224486034576199680,44196397,2020-02-04 00:13:15+00:00,Tue Feb 04 00:13:15 +0000 2020,,,,
+188,elonmusk,justpaulinelol,Definitely!,56,1219,52,1224458800553512961,https://twitter.com/elonmusk/status/1224458800553512961,44196397,2020-02-03 22:25:02+00:00,Mon Feb 03 22:25:02 +0000 2020,,,,
+189,elonmusk,reto_siegrist,Yes,103,3085,121,1224453832312115200,https://twitter.com/elonmusk/status/1224453832312115200,44196397,2020-02-03 22:05:17+00:00,Mon Feb 03 22:05:17 +0000 2020,,,,
+190,elonmusk,, ,8193,125110,3854,1224450102254657540,https://twitter.com/elonmusk/status/1224450102254657540,44196397,2020-02-03 21:50:28+00:00,Mon Feb 03 21:50:28 +0000 2020,,,,
+191,elonmusk,CathieDWood,"First, we need to make it super safe & easy to use, then determine greatest utility vs risk. From initially working to volume production & implantation is a long road. As with vehicle safety, it will be much harder to pass our internal standards than minimum regulatory standards.",147,2588,80,1224380698783555584,https://twitter.com/elonmusk/status/1224380698783555584,44196397,2020-02-03 17:14:41+00:00,Mon Feb 03 17:14:41 +0000 2020,,,,
+192,elonmusk,flcnhvy,"Ok sure Btw, we recruit great engineers from almost anywhere in the world, so this shouldn’t be thought of as USA only. Also, work location can be Bay Area (preferred), but Austin (many of our chip designers are there) or potentially any Tesla Gigafactory.",238,5231,254,1224218624514314240,https://twitter.com/elonmusk/status/1224218624514314240,44196397,2020-02-03 06:30:39+00:00,Mon Feb 03 06:30:39 +0000 2020,,,,
+193,elonmusk,ShawnBechard,"Nothing medically dangerous, but 5g is getting a bit too greedy with their spectrum land grab",3473,49900,924,1224204420273098752,https://twitter.com/elonmusk/status/1224204420273098752,44196397,2020-02-03 05:34:13+00:00,Mon Feb 03 05:34:13 +0000 2020,,,,https://twitter.com/ShawnBechard/status/1224203882072432640
+194,elonmusk,TeslaGong,"Intuitively, that should be straightforward to address, but there could be complexities I’m unaware of",42,713,23,1224203828209311745,https://twitter.com/elonmusk/status/1224203828209311745,44196397,2020-02-03 05:31:51+00:00,Mon Feb 03 05:31:51 +0000 2020,,,,
+195,elonmusk,indiealexh,"True, it has general applications beyond fast, high precision micro-electrode insertion that automatically avoids the vasculature",43,656,16,1224202323456557056,https://twitter.com/elonmusk/status/1224202323456557056,44196397,2020-02-03 05:25:53+00:00,Mon Feb 03 05:25:53 +0000 2020,,,,
+196,elonmusk,TeslaGong,"It will ultimately be used to make up for entire lost sections of the brain due to stroke/accident/congenital. Don’t want to get too excited, but the potential is truly transformational for restoring brain & motor functions. There is no other way to do it imo.",160,1854,105,1224196793845657600,https://twitter.com/elonmusk/status/1224196793845657600,44196397,2020-02-03 05:03:54+00:00,Mon Feb 03 05:03:54 +0000 2020,,,,
+197,elonmusk,DOfaquarius,Wait until you see the next version vs what was presented last year. It’s *awesome*.,116,1611,67,1224195776131272704,https://twitter.com/elonmusk/status/1224195776131272704,44196397,2020-02-03 04:59:52+00:00,Mon Feb 03 04:59:52 +0000 2020,,,,
+198,elonmusk,ElonsBrain,Probably this summer,53,970,25,1224195399822405633,https://twitter.com/elonmusk/status/1224195399822405633,44196397,2020-02-03 04:58:22+00:00,Mon Feb 03 04:58:22 +0000 2020,,,,
+199,elonmusk,ajtourville,"Yeah, it looks like a medieval torture device, but is nonetheless currently used in many human studies! Not hard to be way better.",48,763,22,1224195264551976960,https://twitter.com/elonmusk/status/1224195264551976960,44196397,2020-02-03 04:57:50+00:00,Mon Feb 03 04:57:50 +0000 2020,,,,
+200,elonmusk,PPathole,PyTorch is the most frequently used external tool set/library,122,1654,38,1224194125844701184,https://twitter.com/elonmusk/status/1224194125844701184,44196397,2020-02-03 04:53:18+00:00,Mon Feb 03 04:53:18 +0000 2020,,,,
+201,elonmusk,,"Our NN is initially in Python for rapid iteration, then converted to C++/C/raw metal driver code for speed (important!). Also, tons of C++/C engineers needed for vehicle control & entire rest of car. Educational background is irrelevant, but all must pass hardcore coding test.",2146,19883,853,1224182478501482497,https://twitter.com/elonmusk/status/1224182478501482497,44196397,2020-02-03 04:07:01+00:00,Mon Feb 03 04:07:01 +0000 2020,,,,
+202,elonmusk,CathieDWood,"The profound impact of high bandwidth, high precision neural interfaces is underappreciated. Neuralink may have this in a human as soon as this year. Just needs to be unequivocally better than Utah Array, which is already in some humans & has severe drawbacks.",222,1895,121,1224171371003097088,https://twitter.com/elonmusk/status/1224171371003097088,44196397,2020-02-03 03:22:53+00:00,Mon Feb 03 03:22:53 +0000 2020,,,,
+203,elonmusk,TheReal_Psyche,Sorry!,67,1734,91,1224139061193072641,https://twitter.com/elonmusk/status/1224139061193072641,44196397,2020-02-03 01:14:30+00:00,Mon Feb 03 01:14:30 +0000 2020,,,,
+204,elonmusk,SamTalksTesla,A PhD is definitely not required. All that matters is a deep understanding of AI & ability to implement NNs in a way that is actually useful (latter point is what’s truly hard). Don’t care if you even graduated high school.,1950,22603,856,1224089444963311616,https://twitter.com/elonmusk/status/1224089444963311616,44196397,2020-02-02 21:57:20+00:00,Sun Feb 02 21:57:20 +0000 2020,,,,
+205,elonmusk,John_Gardi,"Not needed, but will be very useful on Mars due to light speed latency",52,1017,34,1224088422400372740,https://twitter.com/elonmusk/status/1224088422400372740,44196397,2020-02-02 21:53:17+00:00,Sun Feb 02 21:53:17 +0000 2020,,,,
+206,elonmusk,,Tesla will hold a super fun AI party/hackathon at my house with the Tesla AI/autopilot team in about four weeks. Invitations going out soon.,6122,110508,7391,1224087317364854785,https://twitter.com/elonmusk/status/1224087317364854785,44196397,2020-02-02 21:48:53+00:00,Sun Feb 02 21:48:53 +0000 2020,,,,
+207,elonmusk,,"We are (obviously) also looking for world-class chip designers to join our team, based in both Palo Alto & Austin",750,15085,457,1224050718107209730,https://twitter.com/elonmusk/status/1224050718107209730,44196397,2020-02-02 19:23:27+00:00,Sun Feb 02 19:23:27 +0000 2020,,,,
+208,elonmusk,,"Dojo, our training supercomputer, will be able to process vast amounts of video training data & efficiently run hypersparce arrays with a vast number of parameters, plenty of memory & ultra-high bandwidth between cores. More on this later.",457,8272,224,1224050025564725248,https://twitter.com/elonmusk/status/1224050025564725248,44196397,2020-02-02 19:20:42+00:00,Sun Feb 02 19:20:42 +0000 2020,,,,
+209,elonmusk,,"Our custom 144 TOPS in-vehicle inference computer, where almost every TOP is useable & optimized for NN, far exceeds anything else in volume production, giving you the hardware you need to run sophisticated nets",271,5129,120,1224048478214590465,https://twitter.com/elonmusk/status/1224048478214590465,44196397,2020-02-02 19:14:33+00:00,Sun Feb 02 19:14:33 +0000 2020,,,,
+210,elonmusk,,"Tesla will soon have over a million connected vehicles worldwide with sensors & compute needed for full self-driving, which is orders of magnitude more than everyone else combined, giving you the best possible dataset to work with",1003,13693,465,1224045120670064641,https://twitter.com/elonmusk/status/1224045120670064641,44196397,2020-02-02 19:01:13+00:00,Sun Feb 02 19:01:13 +0000 2020,,,,
+211,elonmusk,,"“At Tesla, using AI to solve self-driving isn’t just icing on the cake, it the cake” - @lexfridman Join AI at Tesla! It reports directly to me &amp; we meet/email/text almost every day. My actions, not just words, show how critically I view (benign) AI.",5362,46915,1775,1224043531951583233,https://twitter.com/elonmusk/status/1224043531951583233,44196397,2020-02-02 18:54:54+00:00,Sun Feb 02 18:54:54 +0000 2020,,@lexfridman,,https://www.tesla.com/autopilotAI
+212,elonmusk,flcnhvy,"Unfortunately, this is true. It doesn’t matter how skilled you are if you’re trapped in a giant bureaucracy.",389,5508,189,1223786915691925505,https://twitter.com/elonmusk/status/1223786915691925505,44196397,2020-02-02 01:55:12+00:00,Sun Feb 02 01:55:12 +0000 2020,,,,
+213,elonmusk,RenataKonkoly,Desperate times call for desperate measures …,59,948,46,1223778885004713987,https://twitter.com/elonmusk/status/1223778885004713987,44196397,2020-02-02 01:23:17+00:00,Sun Feb 02 01:23:17 +0000 2020,,,,
+214,elonmusk,Astronomiaum,"Only 66 years from first controlled, powered flight to landing on the moon. Now, half a century later, we are still unable to return. This must change.",760,9124,209,1223777828824584192,https://twitter.com/elonmusk/status/1223777828824584192,44196397,2020-02-02 01:19:05+00:00,Sun Feb 02 01:19:05 +0000 2020,,,,
+215,elonmusk,marialauraadr,Haha true,34,630,16,1223776235421077504,https://twitter.com/elonmusk/status/1223776235421077504,44196397,2020-02-02 01:12:45+00:00,Sun Feb 02 01:12:45 +0000 2020,,,,
+216,elonmusk,elonmusk,The safest place to hide a dead body is the second page of Google search results!,202,1893,117,1223759243213508609,https://twitter.com/elonmusk/status/1223759243213508609,44196397,2020-02-02 00:05:14+00:00,Sun Feb 02 00:05:14 +0000 2020,,,,
+217,elonmusk,nichegamer,"Trolls/bots just need to be deemphasized relative to probable real people who aren’t being paid to push an agenda or scam. Google still shows bs/scam pages, they’re just several clicks away.",79,1053,47,1223758956616650753,https://twitter.com/elonmusk/status/1223758956616650753,44196397,2020-02-02 00:04:06+00:00,Sun Feb 02 00:04:06 +0000 2020,,,,
+218,elonmusk,elonmusk,"This was a huge problem for search engines until Google applied the citation relevance principle aka PageRank, among many other things",55,1028,44,1223757510227775492,https://twitter.com/elonmusk/status/1223757510227775492,44196397,2020-02-01 23:58:21+00:00,Sat Feb 01 23:58:21 +0000 2020,,,,
+219,elonmusk,justpaulinelol,Report as soon as you see it. Troll/bot networks on Twitter are a *dire* problem for adversely affecting public discourse & ripping people off. Just dropping their prominence as a function of probable gaming of the system would be a big improvement.,118,1583,54,1223756247612186625,https://twitter.com/elonmusk/status/1223756247612186625,44196397,2020-02-01 23:53:20+00:00,Sat Feb 01 23:53:20 +0000 2020,,,,
+220,elonmusk,nichegamer,The crypto scam level on Twitter is reaching new levels. This is not cool.,179,2450,124,1223754759921897472,https://twitter.com/elonmusk/status/1223754759921897472,44196397,2020-02-01 23:47:25+00:00,Sat Feb 01 23:47:25 +0000 2020,,,,
+221,elonmusk,MarcelMeijer,Yes,40,939,55,1223691762004348934,https://twitter.com/elonmusk/status/1223691762004348934,44196397,2020-02-01 19:37:05+00:00,Sat Feb 01 19:37:05 +0000 2020,,,,
+222,elonmusk,engineers_feed,"We should make buildings out of high-strength steel, not concrete (which needs steel in it anyway)",221,4010,394,1223691695310635008,https://twitter.com/elonmusk/status/1223691695310635008,44196397,2020-02-01 19:36:49+00:00,Sat Feb 01 19:36:49 +0000 2020,,,,
+223,elonmusk,austinhwade,Nice,112,9109,130,1223404176111292417,https://twitter.com/elonmusk/status/1223404176111292417,44196397,2020-02-01 00:34:19+00:00,Sat Feb 01 00:34:19 +0000 2020,,,,
+224,elonmusk,,Don’t Doubt ur Vibe now on Spotify,9339,64468,2947,1223400060655935495,https://twitter.com/elonmusk/status/1223400060655935495,44196397,2020-02-01 00:17:58+00:00,Sat Feb 01 00:17:58 +0000 2020,,,,https://open.spotify.com/track/6GGODyP2LIdbxIfYxy5UbN?si=qh-Mf4hoRaesuj6K-CBaGg
+225,elonmusk,,,3424,55053,479,1223190561399721984,https://twitter.com/elonmusk/status/1223190561399721984,44196397,2020-01-31 10:25:30+00:00,Fri Jan 31 10:25:30 +0000 2020,,,,
+226,elonmusk,vincent13031925,I appreciate the kind words!,117,3401,99,1223182775492186117,https://twitter.com/elonmusk/status/1223182775492186117,44196397,2020-01-31 09:54:33+00:00,Fri Jan 31 09:54:33 +0000 2020,,,,
+227,elonmusk,IamKarenBoBaran,Those old ladies are wise,74,1127,69,1223180136650067969,https://twitter.com/elonmusk/status/1223180136650067969,44196397,2020-01-31 09:44:04+00:00,Fri Jan 31 09:44:04 +0000 2020,,,,
+228,elonmusk,elonmusk,"Meant to say other forms of “the cold”, not influenza https://en.m.wikipedia.org/wiki/Coronavirus",45,718,35,1223173907081056256,https://twitter.com/elonmusk/status/1223173907081056256,44196397,2020-01-31 09:19:19+00:00,Fri Jan 31 09:19:19 +0000 2020,,,,https://en.m.wikipedia.org/wiki/Coronavirus
+229,elonmusk,georgezachary,There is considerable conflation of diagnosis & contraction of “corona”. Actual virality is much lower than it would seem. I think this will turn out to be comparable to other forms of influenza. World War Z it is not.,151,1836,155,1223172311546724352,https://twitter.com/elonmusk/status/1223172311546724352,44196397,2020-01-31 09:12:59+00:00,Fri Jan 31 09:12:59 +0000 2020,,,,
+230,elonmusk,BenYu604,I become Tiesto at night,373,7662,126,1223150924136247296,https://twitter.com/elonmusk/status/1223150924136247296,44196397,2020-01-31 07:48:00+00:00,Fri Jan 31 07:48:00 +0000 2020,,,,
+231,elonmusk,Kevin702, ,36,832,20,1223150424057774081,https://twitter.com/elonmusk/status/1223150424057774081,44196397,2020-01-31 07:46:00+00:00,Fri Jan 31 07:46:00 +0000 2020,,,,
+232,elonmusk,,Vibbbe,15463,157992,2327,1223133867772502019,https://twitter.com/elonmusk/status/1223133867772502019,44196397,2020-01-31 06:40:13+00:00,Fri Jan 31 06:40:13 +0000 2020,,,,
+233,elonmusk,,I wrote the lyrics & performed the vocals!!,2169,45003,1080,1223131438318374912,https://twitter.com/elonmusk/status/1223131438318374912,44196397,2020-01-31 06:30:34+00:00,Fri Jan 31 06:30:34 +0000 2020,,,,
+234,elonmusk,,Be … cause … it’s … you,1119,23366,300,1223131078610710528,https://twitter.com/elonmusk/status/1223131078610710528,44196397,2020-01-31 06:29:08+00:00,Fri Jan 31 06:29:08 +0000 2020,,,,
+235,elonmusk,,,19563,197574,2620,1223129492702425088,https://twitter.com/elonmusk/status/1223129492702425088,44196397,2020-01-31 06:22:50+00:00,Fri Jan 31 06:22:50 +0000 2020,,,,
+236,elonmusk,,Don’t Doubt ur Vibe,23332,103628,4379,1223128794396938241,https://twitter.com/elonmusk/status/1223128794396938241,44196397,2020-01-31 06:20:03+00:00,Fri Jan 31 06:20:03 +0000 2020,,,,https://m.soundcloud.com/user-209448905/dont-doubt-ur-vibe
+237,elonmusk,, this song is hard,1121,27916,524,1223108984921440256,https://twitter.com/elonmusk/status/1223108984921440256,44196397,2020-01-31 05:01:20+00:00,Fri Jan 31 05:01:20 +0000 2020,,,,
+238,elonmusk,,Hope you’re enjoying the simulation,28741,306795,2804,1223102834498949121,https://twitter.com/elonmusk/status/1223102834498949121,44196397,2020-01-31 04:36:54+00:00,Fri Jan 31 04:36:54 +0000 2020,,,,
+239,elonmusk,,Be … cause … it’s … true,1420,45145,461,1223073217155231745,https://twitter.com/elonmusk/status/1223073217155231745,44196397,2020-01-31 02:39:13+00:00,Fri Jan 31 02:39:13 +0000 2020,,,,
+240,elonmusk,poebist,крипто,101,1560,106,1223049311358877696,https://twitter.com/elonmusk/status/1223049311358877696,44196397,2020-01-31 01:04:13+00:00,Fri Jan 31 01:04:13 +0000 2020,,,,
+241,elonmusk,,Releasing soon on Emo G Records!,1007,33234,499,1223038271925571584,https://twitter.com/elonmusk/status/1223038271925571584,44196397,2020-01-31 00:20:21+00:00,Fri Jan 31 00:20:21 +0000 2020,,,,
+242,elonmusk,Erdayastronaut,"Exactly. Mars propellant production will combine atmospheric CO2 & water (ice) to make CH4 (methane) & O2. Will do same on Earth long-term. Short-term, each Falcon flight uses roughly same fuel mass as a 747 flight. Falcon is ~71% oxygen & Starship is ~78%, so mostly not fuel.",244,3490,118,1223018233638207488,https://twitter.com/elonmusk/status/1223018233638207488,44196397,2020-01-30 23:00:44+00:00,Thu Jan 30 23:00:44 +0000 2020,,,,
+243,elonmusk,thirdrowtesla,This number won’t leave me alone! ,300,9148,319,1222999770471362560,https://twitter.com/elonmusk/status/1222999770471362560,44196397,2020-01-30 21:47:22+00:00,Thu Jan 30 21:47:22 +0000 2020,,,,
+244,elonmusk,,Just wrote a song called “Don’t doubt yer vibe”,18757,198084,3887,1222983224437035008,https://twitter.com/elonmusk/status/1222983224437035008,44196397,2020-01-30 20:41:37+00:00,Thu Jan 30 20:41:37 +0000 2020,,,,
+245,elonmusk,waitbutwhy,we r smôl,720,14499,198,1222765999746732033,https://twitter.com/elonmusk/status/1222765999746732033,44196397,2020-01-30 06:18:26+00:00,Thu Jan 30 06:18:26 +0000 2020,,,,
+246,elonmusk,, ,7432,116196,3147,1222719384658968577,https://twitter.com/elonmusk/status/1222719384658968577,44196397,2020-01-30 03:13:12+00:00,Thu Jan 30 03:13:12 +0000 2020,,,,
+247,elonmusk,jeff_foust,"Ok, not so bad",46,992,50,1222608588134207488,https://twitter.com/elonmusk/status/1222608588134207488,44196397,2020-01-29 19:52:57+00:00,Wed Jan 29 19:52:57 +0000 2020,,,,
+248,elonmusk,SciGuySpace,Who is hating on ISRU & why? Doesn’t make sense.,104,1725,124,1222608433402142720,https://twitter.com/elonmusk/status/1222608433402142720,44196397,2020-01-29 19:52:20+00:00,Wed Jan 29 19:52:20 +0000 2020,,,,
+249,elonmusk,,A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago,37648,366829,4488,1222597315023654912,https://twitter.com/elonmusk/status/1222597315023654912,44196397,2020-01-29 19:08:09+00:00,Wed Jan 29 19:08:09 +0000 2020,,,,
+250,elonmusk,SciGuySpace,"Tonnage delivered to orbit, normalized to LEO, would be interesting to see",68,1607,39,1222594544123797504,https://twitter.com/elonmusk/status/1222594544123797504,44196397,2020-01-29 18:57:08+00:00,Wed Jan 29 18:57:08 +0000 2020,,,,
+251,elonmusk,SciGuySpace,"If all goes well, Falcon 9 will achieve triple digits this year",208,4744,78,1222594311868469248,https://twitter.com/elonmusk/status/1222594311868469248,44196397,2020-01-29 18:56:13+00:00,Wed Jan 29 18:56:13 +0000 2020,,,,
+252,elonmusk,FuturamaKing,Ice,49,2329,121,1222367778046275584,https://twitter.com/elonmusk/status/1222367778046275584,44196397,2020-01-29 03:56:03+00:00,Wed Jan 29 03:56:03 +0000 2020,,,,
+253,elonmusk,DJTopherLee,8.5 bar,195,3975,158,1222367193293213696,https://twitter.com/elonmusk/status/1222367193293213696,44196397,2020-01-29 03:53:44+00:00,Wed Jan 29 03:53:44 +0000 2020,,,,
+254,elonmusk,,Liquid nitrogen cryogenic strength test underway ,3116,68700,1458,1222366667579117568,https://twitter.com/elonmusk/status/1222366667579117568,44196397,2020-01-29 03:51:38+00:00,Wed Jan 29 03:51:38 +0000 2020,,,,
+255,elonmusk,, ,1724,30304,823,1222365216379301888,https://twitter.com/elonmusk/status/1222365216379301888,44196397,2020-01-29 03:45:52+00:00,Wed Jan 29 03:45:52 +0000 2020,,,,
+256,elonmusk,universal_sci,Matter is extremely fluffy!,287,6528,252,1222364921729470466,https://twitter.com/elonmusk/status/1222364921729470466,44196397,2020-01-29 03:44:42+00:00,Wed Jan 29 03:44:42 +0000 2020,,,,
+257,elonmusk,,Chairs are underappreciated,34357,308017,7016,1222241613256130562,https://twitter.com/elonmusk/status/1222241613256130562,44196397,2020-01-28 19:34:43+00:00,Tue Jan 28 19:34:43 +0000 2020,,,,
+258,elonmusk,,The stars in Starship’s mirrored hull reflected,1880,55394,1009,1222029032704892928,https://twitter.com/elonmusk/status/1222029032704892928,44196397,2020-01-28 05:30:00+00:00,Tue Jan 28 05:30:00 +0000 2020,,,,
+259,elonmusk,DavidDobrik,!,4205,129645,849,1222025559032713216,https://twitter.com/elonmusk/status/1222025559032713216,44196397,2020-01-28 05:16:12+00:00,Tue Jan 28 05:16:12 +0000 2020,,,,
+260,elonmusk,John_Gardi,Already being done,78,2276,47,1221949826046230529,https://twitter.com/elonmusk/status/1221949826046230529,44196397,2020-01-28 00:15:15+00:00,Tue Jan 28 00:15:15 +0000 2020,,,,
+261,elonmusk,Erdayastronaut,"Parent material strength roughly doubles, so weld strength is the only real question mark",90,2584,96,1221946404131745798,https://twitter.com/elonmusk/status/1221946404131745798,44196397,2020-01-28 00:01:40+00:00,Tue Jan 28 00:01:40 +0000 2020,,,,
+262,elonmusk,HarryStoltz1,First two domes of SN1 are almost complete,90,1796,47,1221944126033342466,https://twitter.com/elonmusk/status/1221944126033342466,44196397,2020-01-27 23:52:36+00:00,Mon Jan 27 23:52:36 +0000 2020,,,,
+263,elonmusk,Erdayastronaut,Yes,86,2152,65,1221943727347970056,https://twitter.com/elonmusk/status/1221943727347970056,44196397,2020-01-27 23:51:01+00:00,Mon Jan 27 23:51:01 +0000 2020,,,,
+264,elonmusk,,Starship 9m test tank made 7.5 bar at room temp! Small leak at a weld doubler. Will be repaired & retested at cryo.,1595,30283,674,1221938474233868288,https://twitter.com/elonmusk/status/1221938474233868288,44196397,2020-01-27 23:30:09+00:00,Mon Jan 27 23:30:09 +0000 2020,,,,
+265,elonmusk,EvaFoxU,The good old days!,71,1519,87,1221528997994958848,https://twitter.com/elonmusk/status/1221528997994958848,44196397,2020-01-26 20:23:02+00:00,Sun Jan 26 20:23:02 +0000 2020,,,,
+266,elonmusk,Jf323Jf,We’re working on it,130,5417,94,1221320287259484160,https://twitter.com/elonmusk/status/1221320287259484160,44196397,2020-01-26 06:33:42+00:00,Sun Jan 26 06:33:42 +0000 2020,,,,
+267,elonmusk,spongbob_facts,Too niche,108,6319,98,1221180591762071553,https://twitter.com/elonmusk/status/1221180591762071553,44196397,2020-01-25 21:18:36+00:00,Sat Jan 25 21:18:36 +0000 2020,,,,
+268,elonmusk,ThingsWork,"A Tesla works as a boat for short periods of time, as an electric car has no air intake or exhaust to block & battery/motor/electronics are water-sealed. Submarines are just underwater EVs. https://m.youtube.com/watch?v=cBYFo6fXPvU",5210,48328,1312,1221176639339425792,https://twitter.com/elonmusk/status/1221176639339425792,44196397,2020-01-25 21:02:53+00:00,Sat Jan 25 21:02:53 +0000 2020,,,,"https://m.youtube.com/watch?v=cBYFo6fXPvU,https://twitter.com/ThingsWork/status/1221163186574856192"
+269,elonmusk,flcnhvy,Nice,104,8645,79,1221139723986456576,https://twitter.com/elonmusk/status/1221139723986456576,44196397,2020-01-25 18:36:12+00:00,Sat Jan 25 18:36:12 +0000 2020,,,,
+270,elonmusk,,Meme necromancy,12099,120180,1102,1221138280059551744,https://twitter.com/elonmusk/status/1221138280059551744,44196397,2020-01-25 18:30:28+00:00,Sat Jan 25 18:30:28 +0000 2020,,,,
+271,elonmusk,elonmusk,"Going with nomenclature of Giga [most widely understood location name] vs Giga #, so Giga Shanghai, Giga Nevada, Giga New York & Giga Berlin",173,2161,263,1220943367753699329,https://twitter.com/elonmusk/status/1220943367753699329,44196397,2020-01-25 05:35:57+00:00,Sat Jan 25 05:35:57 +0000 2020,,,,
+272,elonmusk,IheartTesla,"For sure. Giga Berlin will build sustainable energy vehicles using sustainable energy, so net environmental impact will be extremely positive!",234,4267,140,1220942162046541824,https://twitter.com/elonmusk/status/1220942162046541824,44196397,2020-01-25 05:31:10+00:00,Sat Jan 25 05:31:10 +0000 2020,,,,
+273,elonmusk,teslaownersSV,Yes,59,1422,66,1220941133506699264,https://twitter.com/elonmusk/status/1220941133506699264,44196397,2020-01-25 05:27:04+00:00,Sat Jan 25 05:27:04 +0000 2020,,,,
+274,elonmusk,HarryStoltz1,Yes,73,1554,62,1220940716219650048,https://twitter.com/elonmusk/status/1220940716219650048,44196397,2020-01-25 05:25:25+00:00,Sat Jan 25 05:25:25 +0000 2020,,,,
+275,elonmusk,Kristennetten,Exactly!,43,952,33,1220940556827652096,https://twitter.com/elonmusk/status/1220940556827652096,44196397,2020-01-25 05:24:47+00:00,Sat Jan 25 05:24:47 +0000 2020,,,,
+276,elonmusk,elonmusk,Giga Berlin / GF4 will absolutely be designed with sustainability and the environment in mind,128,1496,57,1220940018589388800,https://twitter.com/elonmusk/status/1220940018589388800,44196397,2020-01-25 05:22:39+00:00,Sat Jan 25 05:22:39 +0000 2020,,,,
+277,elonmusk,EvaFoxU,"Sounds like we need to clear up a few things! Tesla won’t use this much net water on a daily basis. It’s possibly a rare peak usage case, but not an everyday event. Also, this is not a natural forest — it was planted for use as cardboard & only a small part will be used for GF4.",425,6271,192,1220938613862436865,https://twitter.com/elonmusk/status/1220938613862436865,44196397,2020-01-25 05:17:04+00:00,Sat Jan 25 05:17:04 +0000 2020,,,,
+278,elonmusk,Erdayastronaut,V3 Supercharger deployment will accelerate considerably this year,364,7054,347,1220768333097771011,https://twitter.com/elonmusk/status/1220768333097771011,44196397,2020-01-24 18:00:26+00:00,Fri Jan 24 18:00:26 +0000 2020,,,,
+279,elonmusk,,,12118,155564,2175,1220540421639634944,https://twitter.com/elonmusk/status/1220540421639634944,44196397,2020-01-24 02:54:47+00:00,Fri Jan 24 02:54:47 +0000 2020,,,,
+280,elonmusk,Everman,"Yeah, system should adapt to most likely destination & anticipate school, then work, if that’s owner preference",59,1555,88,1220444489736773638,https://twitter.com/elonmusk/status/1220444489736773638,44196397,2020-01-23 20:33:35+00:00,Thu Jan 23 20:33:35 +0000 2020,,,,
+281,elonmusk,Everman,Definitely,42,876,43,1220443783143350274,https://twitter.com/elonmusk/status/1220443783143350274,44196397,2020-01-23 20:30:47+00:00,Thu Jan 23 20:30:47 +0000 2020,,,,
+282,elonmusk,Erdayastronaut,Ok,230,13560,235,1220443477286313989,https://twitter.com/elonmusk/status/1220443477286313989,44196397,2020-01-23 20:29:34+00:00,Thu Jan 23 20:29:34 +0000 2020,,,,
+283,elonmusk,SciGuySpace,"We should have a base on the moon, a city on Mars",463,6138,425,1220367547364716544,https://twitter.com/elonmusk/status/1220367547364716544,44196397,2020-01-23 15:27:51+00:00,Thu Jan 23 15:27:51 +0000 2020,,,,
+284,elonmusk,flcnhvy,I love that Heart of Gold is moved by Infinite Improbability,165,3054,171,1220235924447145989,https://twitter.com/elonmusk/status/1220235924447145989,44196397,2020-01-23 06:44:49+00:00,Thu Jan 23 06:44:49 +0000 2020,,,,
+285,elonmusk,amancalledscott,We should strive to extend the light of consciousness into the cosmos,1314,15778,434,1220227704571727872,https://twitter.com/elonmusk/status/1220227704571727872,44196397,2020-01-23 06:12:10+00:00,Thu Jan 23 06:12:10 +0000 2020,,,,
+286,elonmusk,Nicchiban_,Star Peace ,166,3960,125,1220215857072214017,https://twitter.com/elonmusk/status/1220215857072214017,44196397,2020-01-23 05:25:05+00:00,Thu Jan 23 05:25:05 +0000 2020,,,,
+287,elonmusk,Speedy_Edits,We’re working on it,64,1378,82,1219968977142800384,https://twitter.com/elonmusk/status/1219968977142800384,44196397,2020-01-22 13:04:04+00:00,Wed Jan 22 13:04:04 +0000 2020,,,,
+288,elonmusk,AypierreMc,"Agreed, v important",1379,31797,246,1219956252610113538,https://twitter.com/elonmusk/status/1219956252610113538,44196397,2020-01-22 12:13:30+00:00,Wed Jan 22 12:13:30 +0000 2020,,,,
+289,elonmusk,thirdrowtesla,Blazing Saddles,92,3270,140,1219953581496860673,https://twitter.com/elonmusk/status/1219953581496860673,44196397,2020-01-22 12:02:54+00:00,Wed Jan 22 12:02:54 +0000 2020,,,,
+290,elonmusk,Kristennetten,Working on it,44,1867,79,1219883304893198336,https://twitter.com/elonmusk/status/1219883304893198336,44196397,2020-01-22 07:23:38+00:00,Wed Jan 22 07:23:38 +0000 2020,,,,
+291,elonmusk,tobyliiiiiiiiii,It’s on the list,203,12116,138,1219882329335902208,https://twitter.com/elonmusk/status/1219882329335902208,44196397,2020-01-22 07:19:46+00:00,Wed Jan 22 07:19:46 +0000 2020,,,,
+292,elonmusk,,Want to play The Witcher game on your Tesla? (you can already watch the show on Tesla Netflix theater),9382,87424,4368,1219881215156801537,https://twitter.com/elonmusk/status/1219881215156801537,44196397,2020-01-22 07:15:20+00:00,Wed Jan 22 07:15:20 +0000 2020,,,,
+293,elonmusk,ICannot_Enough,Explains the sad lack of progress in candy research!,207,4955,206,1219877970724163591,https://twitter.com/elonmusk/status/1219877970724163591,44196397,2020-01-22 07:02:27+00:00,Wed Jan 22 07:02:27 +0000 2020,,,,
+294,elonmusk,brianm853,"Yeah, doors are 40 ft wide",37,1391,43,1219860245352189952,https://twitter.com/elonmusk/status/1219860245352189952,44196397,2020-01-22 05:52:01+00:00,Wed Jan 22 05:52:01 +0000 2020,,,,
+295,elonmusk,JaneidyEve,"Yeah, we just finished two more propellant domes. SpaceX team & supporting suppliers are doing amazing work ramping Starship production.",141,3940,108,1219859725564678145,https://twitter.com/elonmusk/status/1219859725564678145,44196397,2020-01-22 05:49:57+00:00,Wed Jan 22 05:49:57 +0000 2020,,,,
+296,elonmusk,TJ_Cooney,Nice shot,73,2812,61,1219858983781126144,https://twitter.com/elonmusk/status/1219858983781126144,44196397,2020-01-22 05:47:00+00:00,Wed Jan 22 05:47:00 +0000 2020,,,,
+297,elonmusk,,Improved Accommodations,2315,63954,1212,1219858516619358208,https://twitter.com/elonmusk/status/1219858516619358208,44196397,2020-01-22 05:45:08+00:00,Wed Jan 22 05:45:08 +0000 2020,,,,
+298,elonmusk,detroitnews,Yay!,193,6194,208,1219764212278464512,https://twitter.com/elonmusk/status/1219764212278464512,44196397,2020-01-21 23:30:24+00:00,Tue Jan 21 23:30:24 +0000 2020,,,,
+299,elonmusk,elonmusk,Would like to take a moment to thank Michael & Ze’ev for helping Tesla. It was very hard work & both could’ve just rested on their laurels. Much appreciated .,86,1363,43,1219667824991506433,https://twitter.com/elonmusk/status/1219667824991506433,44196397,2020-01-21 17:07:24+00:00,Tue Jan 21 17:07:24 +0000 2020,,,,
+300,elonmusk,nichegamer, ,56,1862,54,1219666500304474112,https://twitter.com/elonmusk/status/1219666500304474112,44196397,2020-01-21 17:02:08+00:00,Tue Jan 21 17:02:08 +0000 2020,,,,
+301,elonmusk,PicklePunchD,Walk this way,58,787,43,1219658367855157259,https://twitter.com/elonmusk/status/1219658367855157259,44196397,2020-01-21 16:29:49+00:00,Tue Jan 21 16:29:49 +0000 2020,,,,https://m.youtube.com/watch?v=dNTToXKgwZc
+302,elonmusk,flcnhvy,Great talking with @thirdrowtesla!,103,1727,89,1219656929015934976,https://twitter.com/elonmusk/status/1219656929015934976,44196397,2020-01-21 16:24:06+00:00,Tue Jan 21 16:24:06 +0000 2020,,@thirdrowtesla,,
+303,elonmusk,nichegamer,,528,5757,118,1219655334492606465,https://twitter.com/elonmusk/status/1219655334492606465,44196397,2020-01-21 16:17:46+00:00,Tue Jan 21 16:17:46 +0000 2020,,,,
+304,elonmusk,vm_one1,"Michael Marks, then Ze’ev Drori, but I helped out as co-CEO as they didn’t have much automotive domain expertise",58,1521,53,1219623411376443393,https://twitter.com/elonmusk/status/1219623411376443393,44196397,2020-01-21 14:10:55+00:00,Tue Jan 21 14:10:55 +0000 2020,,,,
+305,elonmusk,SpaceX,Dragon trunk from in-flight abort test is in surprisingly good shape!,1719,34499,823,1219340904407977984,https://twitter.com/elonmusk/status/1219340904407977984,44196397,2020-01-20 19:28:20+00:00,Mon Jan 20 19:28:20 +0000 2020,,,,
+306,elonmusk,John_Gardi,Exactly,46,812,39,1219155698086486016,https://twitter.com/elonmusk/status/1219155698086486016,44196397,2020-01-20 07:12:23+00:00,Mon Jan 20 07:12:23 +0000 2020,,,,
+307,elonmusk,JimBridenstine,"Thanks on behalf of the @SpaceX team! Thank you also for the support @NASA has provided over the years, without which this would not have happened.",432,10730,135,1219127317957615617,https://twitter.com/elonmusk/status/1219127317957615617,44196397,2020-01-20 05:19:37+00:00,Mon Jan 20 05:19:37 +0000 2020,,@SpaceX @NASA,,
+308,elonmusk,thirdrowtesla,Haha,152,5464,214,1218966423516647424,https://twitter.com/elonmusk/status/1218966423516647424,44196397,2020-01-19 18:40:17+00:00,Sun Jan 19 18:40:17 +0000 2020,,,,
+309,elonmusk,,"Dragon high altitude, supersonic abort test is a risky mission, as it’s pushing the envelope in so many ways",3338,77570,1582,1218917806831472642,https://twitter.com/elonmusk/status/1218917806831472642,44196397,2020-01-19 15:27:06+00:00,Sun Jan 19 15:27:06 +0000 2020,,,,
+310,elonmusk,SpaceX,5 mins from liftoff,2927,39297,566,1218917164020838401,https://twitter.com/elonmusk/status/1218917164020838401,44196397,2020-01-19 15:24:32+00:00,Sun Jan 19 15:24:32 +0000 2020,,,,https://twitter.com/SpaceX/status/1218914342181036033
+311,elonmusk,EvaFoxU,Yes,214,10566,198,1218632009045594112,https://twitter.com/elonmusk/status/1218632009045594112,44196397,2020-01-18 20:31:26+00:00,Sat Jan 18 20:31:26 +0000 2020,,,,
+312,elonmusk,,,7516,90211,1014,1218559706739789825,https://twitter.com/elonmusk/status/1218559706739789825,44196397,2020-01-18 15:44:08+00:00,Sat Jan 18 15:44:08 +0000 2020,,,,
+313,elonmusk,,Meteor!!,32636,308550,2667,1218462503291588615,https://twitter.com/elonmusk/status/1218462503291588615,44196397,2020-01-18 09:17:53+00:00,Sat Jan 18 09:17:53 +0000 2020,,,,
+314,elonmusk,JaneidyEve,Yes,53,1230,67,1218295383769534466,https://twitter.com/elonmusk/status/1218295383769534466,44196397,2020-01-17 22:13:48+00:00,Fri Jan 17 22:13:48 +0000 2020,,,,
+315,elonmusk,,Best place to view is from the beach. Excitement guaranteed!,425,8386,243,1218294475899850753,https://twitter.com/elonmusk/status/1218294475899850753,44196397,2020-01-17 22:10:12+00:00,Fri Jan 17 22:10:12 +0000 2020,,,,http://visitportcanaveral.com/beaches/
+316,elonmusk,,"Dragon Spacecraft supersonic abort test coming up either tomorrow or Sunday, depending on weather @NASA @SpaceX",1613,28288,594,1218294328566509568,https://twitter.com/elonmusk/status/1218294328566509568,44196397,2020-01-17 22:09:37+00:00,Fri Jan 17 22:09:37 +0000 2020,,@NASA @SpaceX,,
+317,elonmusk,jm_marchante,What should we change?,52,908,318,1218292661339082752,https://twitter.com/elonmusk/status/1218292661339082752,44196397,2020-01-17 22:02:59+00:00,Fri Jan 17 22:02:59 +0000 2020,,,,
+318,elonmusk,kekai,"Munro’s analysis of Tesla engineering is accurate, both pro & con. I think he will appreciate some elements of the Model Y body design.",179,2417,90,1218290871126216704,https://twitter.com/elonmusk/status/1218290871126216704,44196397,2020-01-17 21:55:53+00:00,Fri Jan 17 21:55:53 +0000 2020,,,,
+319,elonmusk,Erdayastronaut,"Even more important for a a reusable rocket, as cost of propellant actually becomes relevant & anything below T/W of 1 is wasted fuel & oxygen",96,2351,61,1218118516332580865,https://twitter.com/elonmusk/status/1218118516332580865,44196397,2020-01-17 10:31:00+00:00,Fri Jan 17 10:31:00 +0000 2020,,,,
+320,elonmusk,,Hehehe,38154,262460,2893,1218098951905107968,https://twitter.com/elonmusk/status/1218098951905107968,44196397,2020-01-17 09:13:15+00:00,Fri Jan 17 09:13:15 +0000 2020,,,,
+321,elonmusk,elonmusk,Helping to pay for this is why I’m accumulating assets on Earth.,465,6515,331,1217995711196778497,https://twitter.com/elonmusk/status/1217995711196778497,44196397,2020-01-17 02:23:01+00:00,Fri Jan 17 02:23:01 +0000 2020,,,,
+322,elonmusk,jameslin123321,"Loading the Mars fleet into Earth orbit, then 1000 ships depart over ~30 days every 26 months. Battlestar Galactica …",604,9595,336,1217993568482025472,https://twitter.com/elonmusk/status/1217993568482025472,44196397,2020-01-17 02:14:30+00:00,Fri Jan 17 02:14:30 +0000 2020,,,,
+323,elonmusk,mstrwilliam00,"Aiming for 20 to 30 years, like aircraft",82,1474,56,1217992281891823622,https://twitter.com/elonmusk/status/1217992281891823622,44196397,2020-01-17 02:09:23+00:00,Fri Jan 17 02:09:23 +0000 2020,,,,
+324,elonmusk,Kristennetten,Yes. There will be a lot of jobs on Mars!,314,3212,412,1217992175452995584,https://twitter.com/elonmusk/status/1217992175452995584,44196397,2020-01-17 02:08:58+00:00,Fri Jan 17 02:08:58 +0000 2020,,,,
+325,elonmusk,PicklePunchD,"Needs to be such that anyone can go if they want, with loans available for those who don’t have money",213,2520,260,1217991853615677440,https://twitter.com/elonmusk/status/1217991853615677440,44196397,2020-01-17 02:07:41+00:00,Fri Jan 17 02:07:41 +0000 2020,,,,
+326,elonmusk,EcoHeliGuy,Yeah. A lot of work is needed for propellant production on Mars.,65,1154,50,1217991389834661888,https://twitter.com/elonmusk/status/1217991389834661888,44196397,2020-01-17 02:05:51+00:00,Fri Jan 17 02:05:51 +0000 2020,,,,
+327,elonmusk,PRANSHUAGARWA13,Yes,74,1397,101,1217990910052458497,https://twitter.com/elonmusk/status/1217990910052458497,44196397,2020-01-17 02:03:56+00:00,Fri Jan 17 02:03:56 +0000 2020,,,,
+328,elonmusk,elonmusk,That’s the goal,243,4955,166,1217990687259414528,https://twitter.com/elonmusk/status/1217990687259414528,44196397,2020-01-17 02:03:03+00:00,Fri Jan 17 02:03:03 +0000 2020,,,,
+329,elonmusk,elonmusk,Building 100 Starships/year gets to 1000 in 10 years or 100 megatons/year or maybe around 100k people per Earth-Mars orbital sync,522,5490,206,1217990326867988480,https://twitter.com/elonmusk/status/1217990326867988480,44196397,2020-01-17 02:01:37+00:00,Fri Jan 17 02:01:37 +0000 2020,,,,
+330,elonmusk,Erdayastronaut,"Starship design goal is 3 flights/day avg rate, so ~1000 flights/year at >100 tons/flight, so every 10 ships yield 1 megaton per year to orbit",609,7809,269,1217989066181898240,https://twitter.com/elonmusk/status/1217989066181898240,44196397,2020-01-17 01:56:37+00:00,Fri Jan 17 01:56:37 +0000 2020,,,,
+331,elonmusk,,Megatons per year to orbit are needed for life to become multiplanetary,3843,66378,2162,1217986505513172992,https://twitter.com/elonmusk/status/1217986505513172992,44196397,2020-01-17 01:46:26+00:00,Fri Jan 17 01:46:26 +0000 2020,,,,
+332,elonmusk,fighteer1,That’s about right,37,808,17,1217985663699546112,https://twitter.com/elonmusk/status/1217985663699546112,44196397,2020-01-17 01:43:05+00:00,Fri Jan 17 01:43:05 +0000 2020,,,,
+333,elonmusk,g33st111,Reaction to Cyberpunk 2077 slipping release date to September,334,6618,90,1217970003934244864,https://twitter.com/elonmusk/status/1217970003934244864,44196397,2020-01-17 00:40:52+00:00,Fri Jan 17 00:40:52 +0000 2020,,,,
+334,elonmusk,elonmusk,"What’s amazing is how non-linear the effect of gravity is. Starship can travel by itself from surface of Mars to surface of Earth, but requires massive booster on Earth with orbital refilling to get to Mars, which is ~38% of Earth gravity.",131,1933,79,1217942433176010752,https://twitter.com/elonmusk/status/1217942433176010752,44196397,2020-01-16 22:51:19+00:00,Thu Jan 16 22:51:19 +0000 2020,,,,
+335,elonmusk,SPEXcast,"Densification isn’t needed to return the ship & limited cargo from Mars, but it’s an option for increasing cargo return capability if needed",60,1263,27,1217941355374112768,https://twitter.com/elonmusk/status/1217941355374112768,44196397,2020-01-16 22:47:02+00:00,Thu Jan 16 22:47:02 +0000 2020,,,,
+336,elonmusk,SciGuySpace,"Fundamental issue with SLS is that it’s not reusable, which means that a billion dollar rocket is blown up every launch! tragedy.",303,3362,161,1217940623698755584,https://twitter.com/elonmusk/status/1217940623698755584,44196397,2020-01-16 22:44:07+00:00,Thu Jan 16 22:44:07 +0000 2020,,,,
+337,elonmusk,SciGuySpace,"Densifying hydrogen is difficult, as its liquid temp is close to absolute zero. Much easier with CH4, which is an underappreciated advantage. Cooling O2 is good too, but becomes operationally difficult at N2 liquid temp, as air is ~78% N2. Entire system wants to drip air!",88,1564,60,1217939915981250560,https://twitter.com/elonmusk/status/1217939915981250560,44196397,2020-01-16 22:41:18+00:00,Thu Jan 16 22:41:18 +0000 2020,,,,
+338,elonmusk,Teslarati,"Sorry, migh have brought the site down",194,7849,319,1217902485391560704,https://twitter.com/elonmusk/status/1217902485391560704,44196397,2020-01-16 20:12:34+00:00,Thu Jan 16 20:12:34 +0000 2020,,,,
+339,elonmusk,,"Starship orbital vehicle SN1, liquid oxygen header tank & nosecone",4390,74559,1342,1217742268393607168,https://twitter.com/elonmusk/status/1217742268393607168,44196397,2020-01-16 09:35:55+00:00,Thu Jan 16 09:35:55 +0000 2020,,,,
+340,elonmusk,nntaleb,Just saw this today. Tesla refunds in general should be easy to get electronically & certainly through customer service. Will he addressed.,272,13406,372,1217493904297058304,https://twitter.com/elonmusk/status/1217493904297058304,44196397,2020-01-15 17:09:01+00:00,Wed Jan 15 17:09:01 +0000 2020,,,,
+341,elonmusk,ErlendMoberget,"Very true. What’s really mindblowing is how much energy the sun outputs & how little of it is absorbed by Earth. There is sooo much solar energy. We can solar power all of human civilization with a tiny % of Earth’s surface, which is a super tiny % of energy emitted by the sun.",454,4900,196,1217179817772105728,https://twitter.com/elonmusk/status/1217179817772105728,44196397,2020-01-14 20:20:57+00:00,Tue Jan 14 20:20:57 +0000 2020,,,,
+342,elonmusk,Alejandro_DebH,"Advancing humanity’s understanding of the Universe is a fundamental motivator for SpaceX! Starship can put giant in orbit &amp; on moon. With an occluder, could image in other star systems.",179,2062,89,1217178315540140032,https://twitter.com/elonmusk/status/1217178315540140032,44196397,2020-01-14 20:14:59+00:00,Tue Jan 14 20:14:59 +0000 2020,,,,
+343,elonmusk,Neuro_Skeptic,One person’s MRI machine is another’s railgun! Made a primitive one when I was studying physics at Penn. Hard to wield though.,104,2381,96,1217176801866203136,https://twitter.com/elonmusk/status/1217176801866203136,44196397,2020-01-14 20:08:58+00:00,Tue Jan 14 20:08:58 +0000 2020,,,,
+344,elonmusk,Alejandro_DebH,"Exactly. We’ve had good discussions with leading astronomers. One way or another, we’ll make sure Starlink doesn’t inhibit new discoveries or change the character of the night sky.",117,1522,58,1217175688228159488,https://twitter.com/elonmusk/status/1217175688228159488,44196397,2020-01-14 20:04:32+00:00,Tue Jan 14 20:04:32 +0000 2020,,,,
+345,elonmusk,,Great song,566,11239,959,1217150232678416384,https://twitter.com/elonmusk/status/1217150232678416384,44196397,2020-01-14 18:23:23+00:00,Tue Jan 14 18:23:23 +0000 2020,,,,https://m.youtube.com/watch?v=TPgnj5upihQ
+346,elonmusk,,T-shirt is bulletproof & makes u buff! https://shop.tesla.com/en_ca/product/men_s-cybertruck-bulletproof-tee?sku=7654399-00-A,3172,49683,2003,1217144162757120000,https://twitter.com/elonmusk/status/1217144162757120000,44196397,2020-01-14 17:59:16+00:00,Tue Jan 14 17:59:16 +0000 2020,,,,https://shop.tesla.com/en_ca/product/men_s-cybertruck-bulletproof-tee?sku=7654399-00-A
+347,elonmusk,rhoehn,Thanks for mentioning! We should’ve done this ages ago.,147,7580,162,1216903105352060928,https://twitter.com/elonmusk/status/1216903105352060928,44196397,2020-01-14 02:01:23+00:00,Tue Jan 14 02:01:23 +0000 2020,,,,
+348,elonmusk,ramez,"Good analysis, although a bit conservative imo. However, using a high upper bound for land area that’s *still* a tiny % of the US prob helps convert some naysayers. That giant fusion reactor in the sky called the sun outputs a truly staggering amount of energy!",221,3602,142,1216793954642825216,https://twitter.com/elonmusk/status/1216793954642825216,44196397,2020-01-13 18:47:40+00:00,Mon Jan 13 18:47:40 +0000 2020,,,,
+349,elonmusk,esa,.@Space_Station,1088,20867,424,1216276190798995457,https://twitter.com/elonmusk/status/1216276190798995457,44196397,2020-01-12 08:30:15+00:00,Sun Jan 12 08:30:15 +0000 2020,,@Space_Station,,https://twitter.com/esa/status/1216268627365810177
+350,elonmusk,Kristennetten,They will,101,4648,184,1216204390777925632,https://twitter.com/elonmusk/status/1216204390777925632,44196397,2020-01-12 03:44:57+00:00,Sun Jan 12 03:44:57 +0000 2020,,,,
+351,elonmusk,Mafaruk_Bagwan,We need more emojis!!,82,1538,198,1216203842972454912,https://twitter.com/elonmusk/status/1216203842972454912,44196397,2020-01-12 03:42:46+00:00,Sun Jan 12 03:42:46 +0000 2020,,,,
+352,elonmusk,,"And, of course, your car will be able to in their general direction",1080,37606,721,1216199297462603777,https://twitter.com/elonmusk/status/1216199297462603777,44196397,2020-01-12 03:24:43+00:00,Sun Jan 12 03:24:43 +0000 2020,,,,
+353,elonmusk,theXential,For sure!! This will make for some epic robber confusion ,189,7268,130,1216198971644882944,https://twitter.com/elonmusk/status/1216198971644882944,44196397,2020-01-12 03:23:25+00:00,Sun Jan 12 03:23:25 +0000 2020,,,,
+354,elonmusk,,Teslas will soon talk to people if you want. This is real.,14586,156577,3446,1216198285792358400,https://twitter.com/elonmusk/status/1216198285792358400,44196397,2020-01-12 03:20:41+00:00,Sun Jan 12 03:20:41 +0000 2020,,,,
+355,elonmusk,bluemoondance74,Should be able to post video of Raptor on Tripod soon,61,1254,31,1216184304805535744,https://twitter.com/elonmusk/status/1216184304805535744,44196397,2020-01-12 02:25:08+00:00,Sun Jan 12 02:25:08 +0000 2020,,,,
+356,elonmusk,flcnhvy,"Ok, tho could be gnarly",57,2010,53,1216180364970004480,https://twitter.com/elonmusk/status/1216180364970004480,44196397,2020-01-12 02:09:29+00:00,Sun Jan 12 02:09:29 +0000 2020,,,,
+357,elonmusk,nextspaceflight,Destroyed in Dragon fire,96,2658,106,1216148780635938816,https://twitter.com/elonmusk/status/1216148780635938816,44196397,2020-01-12 00:03:58+00:00,Sun Jan 12 00:03:58 +0000 2020,,,,
+358,elonmusk,SmileSimplify,"We tried to design a way to save B1046, but not possible ",75,2261,71,1216148212085428224,https://twitter.com/elonmusk/status/1216148212085428224,44196397,2020-01-12 00:01:43+00:00,Sun Jan 12 00:01:43 +0000 2020,,,,
+359,elonmusk,SpaceX,Critical test launch before flying astronauts is green for Jan 18,1037,19851,439,1216146680208216064,https://twitter.com/elonmusk/status/1216146680208216064,44196397,2020-01-11 23:55:38+00:00,Sat Jan 11 23:55:38 +0000 2020,,,,https://twitter.com/SpaceX/status/1216022644614545409
+360,elonmusk,strangecosmos,Soon,133,2402,174,1216030166733901826,https://twitter.com/elonmusk/status/1216030166733901826,44196397,2020-01-11 16:12:39+00:00,Sat Jan 11 16:12:39 +0000 2020,,,,
+361,elonmusk,annerajb,Hard gothic,216,7563,174,1216021706810150918,https://twitter.com/elonmusk/status/1216021706810150918,44196397,2020-01-11 15:39:02+00:00,Sat Jan 11 15:39:02 +0000 2020,,,,
+362,elonmusk,d1rtydan,Haha,42,2054,37,1216020121593888769,https://twitter.com/elonmusk/status/1216020121593888769,44196397,2020-01-11 15:32:44+00:00,Sat Jan 11 15:32:44 +0000 2020,,,,
+363,elonmusk,,We are trapped in a prison of fonts,7848,107410,2125,1216019445031698432,https://twitter.com/elonmusk/status/1216019445031698432,44196397,2020-01-11 15:30:02+00:00,Sat Jan 11 15:30:02 +0000 2020,,,,
+364,elonmusk,flcnhvy,Yes,49,1447,79,1215825741113430016,https://twitter.com/elonmusk/status/1215825741113430016,44196397,2020-01-11 02:40:20+00:00,Sat Jan 11 02:40:20 +0000 2020,,,,
+365,elonmusk,RQuiddich,Every tank under pressure is a balloon tank — it’s just question of degree. Starship tanks are not balloon tanks like Atlas in sense that they don’t collapse when depressurized on the ground.,54,1429,48,1215776974313930753,https://twitter.com/elonmusk/status/1215776974313930753,44196397,2020-01-10 23:26:33+00:00,Fri Jan 10 23:26:33 +0000 2020,,,,
+366,elonmusk,elonmusk,"Everything is compressible, but liquid compression at these pressures is not significant. However, the tanks do expand under pressure, creating a bit more volume. Keeping propellant super cold has a big effect on density of ~10% in case of CH4.",81,1876,55,1215776376822718464,https://twitter.com/elonmusk/status/1215776376822718464,44196397,2020-01-10 23:24:10+00:00,Fri Jan 10 23:24:10 +0000 2020,,,,
+367,elonmusk,Erdayastronaut,A given tank pressure is needed to feed the engine turbopumps & pressure-stabilize/relieve compression load on the cylinder walls,81,1836,26,1215775536158408704,https://twitter.com/elonmusk/status/1215775536158408704,44196397,2020-01-10 23:20:50+00:00,Fri Jan 10 23:20:50 +0000 2020,,,,
+368,elonmusk,Erdayastronaut,"Dome to barrel weld made it to 7.1 bar, which is pretty good as ~6 bar is needed for orbital flight. With more precise parts & better welding conditions, we should reach ~8.5 bar, which is the 1.4 factor of safety needed for crewed flight.",270,4550,187,1215719463913345024,https://twitter.com/elonmusk/status/1215719463913345024,44196397,2020-01-10 19:38:01+00:00,Fri Jan 10 19:38:01 +0000 2020,,,,
+369,elonmusk,rainnwilson,Great idea,351,17512,218,1215681566661173248,https://twitter.com/elonmusk/status/1215681566661173248,44196397,2020-01-10 17:07:26+00:00,Fri Jan 10 17:07:26 +0000 2020,,,,
+370,elonmusk,Ye4bu, &amp; ,149,9427,160,1215577256694710272,https://twitter.com/elonmusk/status/1215577256694710272,44196397,2020-01-10 10:12:56+00:00,Fri Jan 10 10:12:56 +0000 2020,,,,
+371,elonmusk,, Toss a coin to ur Witcher ,29041,217695,2883,1215573277726273536,https://twitter.com/elonmusk/status/1215573277726273536,44196397,2020-01-10 09:57:08+00:00,Fri Jan 10 09:57:08 +0000 2020,,,,
+372,elonmusk,,Phony,29919,224562,1258,1215533676848537601,https://twitter.com/elonmusk/status/1215533676848537601,44196397,2020-01-10 07:19:46+00:00,Fri Jan 10 07:19:46 +0000 2020,,,,
+373,elonmusk,Nicoo_Correa,Haha true,99,7337,73,1215531109192089601,https://twitter.com/elonmusk/status/1215531109192089601,44196397,2020-01-10 07:09:34+00:00,Fri Jan 10 07:09:34 +0000 2020,,,,
+374,elonmusk,thirdrowtesla,True,50,1269,57,1215530332444741632,https://twitter.com/elonmusk/status/1215530332444741632,44196397,2020-01-10 07:06:29+00:00,Fri Jan 10 07:06:29 +0000 2020,,,,
+375,elonmusk,universal_sci,The sun is green (peak photon frequency),134,2842,78,1215529238150828033,https://twitter.com/elonmusk/status/1215529238150828033,44196397,2020-01-10 07:02:08+00:00,Fri Jan 10 07:02:08 +0000 2020,,,,
+376,elonmusk,bitcoin2020conf, ,73,3257,58,1215528293266362368,https://twitter.com/elonmusk/status/1215528293266362368,44196397,2020-01-10 06:58:23+00:00,Fri Jan 10 06:58:23 +0000 2020,,,,
+377,elonmusk,,Bitcoin is *not* my safe word,9876,129492,2979,1215526980449255424,https://twitter.com/elonmusk/status/1215526980449255424,44196397,2020-01-10 06:53:10+00:00,Fri Jan 10 06:53:10 +0000 2020,,,,
+378,elonmusk,Grimezsz,x is y,435,12033,510,1215522723255832576,https://twitter.com/elonmusk/status/1215522723255832576,44196397,2020-01-10 06:36:15+00:00,Fri Jan 10 06:36:15 +0000 2020,,,,
+379,elonmusk,teslaownersSV,Sure,111,5887,100,1215521071970959362,https://twitter.com/elonmusk/status/1215521071970959362,44196397,2020-01-10 06:29:41+00:00,Fri Jan 10 06:29:41 +0000 2020,,,,
+380,elonmusk,,I put the art in fart,66962,453869,8122,1215212801876090880,https://twitter.com/elonmusk/status/1215212801876090880,44196397,2020-01-09 10:04:44+00:00,Thu Jan 09 10:04:44 +0000 2020,,,,
+381,elonmusk,fvckgerry,Haha spectrum af ,784,25397,332,1215201853987622913,https://twitter.com/elonmusk/status/1215201853987622913,44196397,2020-01-09 09:21:14+00:00,Thu Jan 09 09:21:14 +0000 2020,,,,
+382,elonmusk,nichegamer,"King of the Goblins, Master of the Labyrinth",190,5205,146,1215057674540371968,https://twitter.com/elonmusk/status/1215057674540371968,44196397,2020-01-08 23:48:18+00:00,Wed Jan 08 23:48:18 +0000 2020,,,,
+383,elonmusk,, Tesla China Team Such amazing progress!!,3097,95192,1692,1214956305808527361,https://twitter.com/elonmusk/status/1214956305808527361,44196397,2020-01-08 17:05:30+00:00,Wed Jan 08 17:05:30 +0000 2020,,,,
+384,elonmusk,BnOrdhaug,"I haven’t cross-checked RCS pulses with the MLI dimpling on the video, but it’s most likely the cause",51,1626,45,1214645121754566662,https://twitter.com/elonmusk/status/1214645121754566662,44196397,2020-01-07 20:28:58+00:00,Tue Jan 07 20:28:58 +0000 2020,,,,
+385,elonmusk,webtekno,Nice ,719,23097,419,1214642990704156674,https://twitter.com/elonmusk/status/1214642990704156674,44196397,2020-01-07 20:20:30+00:00,Tue Jan 07 20:20:30 +0000 2020,,,,
+386,elonmusk,Erdayastronaut,"Since there’s only one main engine, which gives pitch and yaw control, roll control is provided by the nitrogen attitude control thrusters",137,3973,90,1214641500484722690,https://twitter.com/elonmusk/status/1214641500484722690,44196397,2020-01-07 20:14:35+00:00,Tue Jan 07 20:14:35 +0000 2020,,,,
+387,elonmusk,annerajb,"Looks like a thin, flat, round UFO on a stick. Starlink Terminal has motors to self-adjust optimal angle to view sky. Instructions are simply: - Plug in socket - Point at sky These instructions work in either order. No training required.",239,2789,198,1214548764054216704,https://twitter.com/elonmusk/status/1214548764054216704,44196397,2020-01-07 14:06:05+00:00,Tue Jan 07 14:06:05 +0000 2020,,,,
+388,elonmusk,RenataKonkoly,Just tryin to grow my follower count on pornhub …,1871,21196,360,1214545591927279616,https://twitter.com/elonmusk/status/1214545591927279616,44196397,2020-01-07 13:53:28+00:00,Tue Jan 07 13:53:28 +0000 2020,,,,
+389,elonmusk,RationalEtienne, ,105,3438,108,1214543669488955394,https://twitter.com/elonmusk/status/1214543669488955394,44196397,2020-01-07 13:45:50+00:00,Tue Jan 07 13:45:50 +0000 2020,,,,
+390,elonmusk,waitbutwhy,DKE^DKE,42,825,35,1214538598193811457,https://twitter.com/elonmusk/status/1214538598193811457,44196397,2020-01-07 13:25:41+00:00,Tue Jan 07 13:25:41 +0000 2020,,,,
+391,elonmusk,flcnhvy,Sprockets was amazing,60,1912,65,1214486973101924352,https://twitter.com/elonmusk/status/1214486973101924352,44196397,2020-01-07 10:00:33+00:00,Tue Jan 07 10:00:33 +0000 2020,,,,
+392,elonmusk,,At Tesla Giga Shanghai NSFW!!,37175,306826,7420,1214483582363693057,https://twitter.com/elonmusk/status/1214483582363693057,44196397,2020-01-07 09:47:04+00:00,Tue Jan 07 09:47:04 +0000 2020,,,,
+393,elonmusk,tobyliiiiiiiiii,At least 4,87,2581,85,1214481860459237377,https://twitter.com/elonmusk/status/1214481860459237377,44196397,2020-01-07 09:40:14+00:00,Tue Jan 07 09:40:14 +0000 2020,,,,
+394,elonmusk,SpaceX,cgi irl,3876,61176,1038,1214481189576138753,https://twitter.com/elonmusk/status/1214481189576138753,44196397,2020-01-07 09:37:34+00:00,Tue Jan 07 09:37:34 +0000 2020,,,,https://twitter.com/SpaceX/status/1214387122146177024
+395,elonmusk,DonaldM38768041,Bossart was boss art!,39,838,38,1214478608531513344,https://twitter.com/elonmusk/status/1214478608531513344,44196397,2020-01-07 09:27:18+00:00,Tue Jan 07 09:27:18 +0000 2020,,,,
+396,elonmusk,Austen,Haha this rocks!,44,1451,29,1214477486316302337,https://twitter.com/elonmusk/status/1214477486316302337,44196397,2020-01-07 09:22:51+00:00,Tue Jan 07 09:22:51 +0000 2020,,,,
+397,elonmusk,flcnhvy, ,44,1352,55,1214333701066305536,https://twitter.com/elonmusk/status/1214333701066305536,44196397,2020-01-06 23:51:30+00:00,Mon Jan 06 23:51:30 +0000 2020,,,,
+398,elonmusk,slashdot,The Nirvana baby is about a year away from turning 30,171,2299,123,1214323533418942464,https://twitter.com/elonmusk/status/1214323533418942464,44196397,2020-01-06 23:11:06+00:00,Mon Jan 06 23:11:06 +0000 2020,,,,
+399,elonmusk,7400N,Ok,93,3274,109,1213884998681448449,https://twitter.com/elonmusk/status/1213884998681448449,44196397,2020-01-05 18:08:31+00:00,Sun Jan 05 18:08:31 +0000 2020,,,,
+400,elonmusk,APompliano,Fair piece by Stoll,97,3123,66,1213880594200817664,https://twitter.com/elonmusk/status/1213880594200817664,44196397,2020-01-05 17:51:01+00:00,Sun Jan 05 17:51:01 +0000 2020,,,,
+401,elonmusk,Model3Owners,Ok,189,5255,195,1213873615445217282,https://twitter.com/elonmusk/status/1213873615445217282,44196397,2020-01-05 17:23:17+00:00,Sun Jan 05 17:23:17 +0000 2020,,,,
+402,elonmusk,,Wikigenius,31697,311253,2143,1213620051770671104,https://twitter.com/elonmusk/status/1213620051770671104,44196397,2020-01-05 00:35:42+00:00,Sun Jan 05 00:35:42 +0000 2020,,,,
+403,elonmusk,annerajb,Zip2,47,1394,61,1213302866334691333,https://twitter.com/elonmusk/status/1213302866334691333,44196397,2020-01-04 03:35:20+00:00,Sat Jan 04 03:35:20 +0000 2020,,,,
+404,elonmusk,hot_rod_co,"People talk about the products they *love*, that touch their heart & bring moments of joy",345,7022,308,1213302526239531008,https://twitter.com/elonmusk/status/1213302526239531008,44196397,2020-01-04 03:33:58+00:00,Sat Jan 04 03:33:58 +0000 2020,,,,
+405,elonmusk,slashdot,"Wow, I built my first server room with parts from Fry’s. Ending of an era.",110,2486,143,1213300278960775168,https://twitter.com/elonmusk/status/1213300278960775168,44196397,2020-01-04 03:25:03+00:00,Sat Jan 04 03:25:03 +0000 2020,,,,
+406,elonmusk,,Congratulations Tesla & SpaceX on great 2019! You rock!! Looking forward to epic 2020 ,8245,168096,2192,1212264717617639424,https://twitter.com/elonmusk/status/1212264717617639424,44196397,2020-01-01 06:50:06+00:00,Wed Jan 01 06:50:06 +0000 2020,,,,
+407,elonmusk,,No one suspected his disguise,5051,78127,781,1212260614514630656,https://twitter.com/elonmusk/status/1212260614514630656,44196397,2020-01-01 06:33:47+00:00,Wed Jan 01 06:33:47 +0000 2020,,,,
+408,elonmusk,,Carlos Gone,18246,140283,3226,1212245306412167168,https://twitter.com/elonmusk/status/1212245306412167168,44196397,2020-01-01 05:32:58+00:00,Wed Jan 01 05:32:58 +0000 2020,,,,
+409,elonmusk,engineers_feed,It’s a bit slow,482,12970,434,1212125553416794114,https://twitter.com/elonmusk/status/1212125553416794114,44196397,2019-12-31 21:37:06+00:00,Tue Dec 31 21:37:06 +0000 2019,,,,
+410,elonmusk,JohnnaCrider1,It’s not ready yet,58,1937,107,1211904713186140160,https://twitter.com/elonmusk/status/1211904713186140160,44196397,2019-12-31 06:59:34+00:00,Tue Dec 31 06:59:34 +0000 2019,,,,
+411,elonmusk,newscientist,Explains ,128,3289,143,1211904307932459008,https://twitter.com/elonmusk/status/1211904307932459008,44196397,2019-12-31 06:57:57+00:00,Tue Dec 31 06:57:57 +0000 2019,,,,
+412,elonmusk,teslaownersSV,Thanks all Tesla club members for helping out! Looking forward to seeing you there tomorrow. ,159,3135,114,1211836235762880512,https://twitter.com/elonmusk/status/1211836235762880512,44196397,2019-12-31 02:27:28+00:00,Tue Dec 31 02:27:28 +0000 2019,,,,
+413,elonmusk,,Rest in peace Syd Mead. Your art will endure.,2759,54743,539,1211790863900258305,https://twitter.com/elonmusk/status/1211790863900258305,44196397,2019-12-30 23:27:10+00:00,Mon Dec 30 23:27:10 +0000 2019,,,,
+414,elonmusk,kulpability,C tbh,125,1892,90,1211786326670036992,https://twitter.com/elonmusk/status/1211786326670036992,44196397,2019-12-30 23:09:08+00:00,Mon Dec 30 23:09:08 +0000 2019,,,,
+415,elonmusk,John_Gardi,"Many ways to solve this problem, but the power requirements are much higher than aircraft control surfaces. When moving giant body flaps rapidly, achieving high power is much harder than high torque.",58,1249,32,1211784060705656832,https://twitter.com/elonmusk/status/1211784060705656832,44196397,2019-12-30 23:00:08+00:00,Mon Dec 30 23:00:08 +0000 2019,,,,
+416,elonmusk,ShaneAppleton7,"Building prototypes is relatively easy, volume production is hard",52,947,33,1211780010664742923,https://twitter.com/elonmusk/status/1211780010664742923,44196397,2019-12-30 22:44:02+00:00,Mon Dec 30 22:44:02 +0000 2019,,,,
+417,elonmusk,JaneidyEve,Headed to Tesla Fremont factory tomorrow to help with vehicle deliveries,192,2464,169,1211779406676611073,https://twitter.com/elonmusk/status/1211779406676611073,44196397,2019-12-30 22:41:38+00:00,Mon Dec 30 22:41:38 +0000 2019,,,,
+418,elonmusk,EvaFoxU,Biting off more than I can chew. Because I’m an optimistic fool.,146,2123,160,1211778830463111175,https://twitter.com/elonmusk/status/1211778830463111175,44196397,2019-12-30 22:39:21+00:00,Mon Dec 30 22:39:21 +0000 2019,,,,
+419,elonmusk,Teslarati,Hard to believe it’s almost time to retire Cargo Dragon after a decade of solid service,169,3576,97,1211588995244789760,https://twitter.com/elonmusk/status/1211588995244789760,44196397,2019-12-30 10:05:01+00:00,Mon Dec 30 10:05:01 +0000 2019,,,,
+420,elonmusk,BaconMan65,Exactly,32,744,19,1211588292799545344,https://twitter.com/elonmusk/status/1211588292799545344,44196397,2019-12-30 10:02:13+00:00,Mon Dec 30 10:02:13 +0000 2019,,,,
+421,elonmusk,cleantechnica,Will talk about that on Q4 call,121,2235,88,1211587776556212224,https://twitter.com/elonmusk/status/1211587776556212224,44196397,2019-12-30 10:00:10+00:00,Mon Dec 30 10:00:10 +0000 2019,,,,
+422,elonmusk,EverydayTesla,"Yeah, engineering is ~90% of my time at SpaceX & about ~60% at Tesla",122,2014,57,1211586941931675649,https://twitter.com/elonmusk/status/1211586941931675649,44196397,2019-12-30 09:56:51+00:00,Mon Dec 30 09:56:51 +0000 2019,,,,
+423,elonmusk,,Barrel on dome,540,16659,376,1211577293296087041,https://twitter.com/elonmusk/status/1211577293296087041,44196397,2019-12-30 09:18:31+00:00,Mon Dec 30 09:18:31 +0000 2019,,,,
+424,elonmusk,ajtourville,Took me an embarrassingly long time to learn that,63,1482,49,1211576613843939329,https://twitter.com/elonmusk/status/1211576613843939329,44196397,2019-12-30 09:15:49+00:00,Mon Dec 30 09:15:49 +0000 2019,,,,
+425,elonmusk,SteveHamel16,Sounds about right ,47,1140,36,1211576316618854400,https://twitter.com/elonmusk/status/1211576316618854400,44196397,2019-12-30 09:14:38+00:00,Mon Dec 30 09:14:38 +0000 2019,,,,
+426,elonmusk,DonaldM38768041,Beyond awesome. He was the real deal.,37,709,11,1211570404155969538,https://twitter.com/elonmusk/status/1211570404155969538,44196397,2019-12-30 08:51:08+00:00,Mon Dec 30 08:51:08 +0000 2019,,,,
+427,elonmusk,cleantechnica,Seems so long ago,60,1026,40,1211569910536687616,https://twitter.com/elonmusk/status/1211569910536687616,44196397,2019-12-30 08:49:11+00:00,Mon Dec 30 08:49:11 +0000 2019,,,,
+428,elonmusk,Erdayastronaut,Yes,48,1546,37,1211558341337649152,https://twitter.com/elonmusk/status/1211558341337649152,44196397,2019-12-30 08:03:12+00:00,Mon Dec 30 08:03:12 +0000 2019,,,,
+429,elonmusk,elonmusk,"Also, I hate deeply nested classes in C++. Had to be said.",139,1913,87,1211558114736168960,https://twitter.com/elonmusk/status/1211558114736168960,44196397,2019-12-30 08:02:18+00:00,Mon Dec 30 08:02:18 +0000 2019,,,,
+430,elonmusk,cleantechnica,"The less code, the better! 1 point for adding a line of code, but 2 points for deleting a line. Bloatware is the devil.",466,4519,123,1211557592125857793,https://twitter.com/elonmusk/status/1211557592125857793,44196397,2019-12-30 08:00:14+00:00,Mon Dec 30 08:00:14 +0000 2019,,,,
+431,elonmusk,Erdayastronaut,"Direct drive using several Tesla Plaid motors in parallel for SN1. Simpler, lighter & more fault tolerant. Rear flaps each need ~1.5 megawatts. It’s like moving the entire wing of an aircraft!",119,1787,46,1211556824442425344,https://twitter.com/elonmusk/status/1211556824442425344,44196397,2019-12-30 07:57:11+00:00,Mon Dec 30 07:57:11 +0000 2019,,,,
+432,elonmusk,TeslaGong,"Tesla merch def needs some love, but too many fish to fry rn",44,873,64,1211554346414067712,https://twitter.com/elonmusk/status/1211554346414067712,44196397,2019-12-30 07:47:20+00:00,Mon Dec 30 07:47:20 +0000 2019,,,,
+433,elonmusk,TeslaGong,Coming …,26,381,9,1211553335855271936,https://twitter.com/elonmusk/status/1211553335855271936,44196397,2019-12-30 07:43:19+00:00,Mon Dec 30 07:43:19 +0000 2019,,,,
+434,elonmusk,ajtourville,Tesla uses that to wirebond cells to module current collectors. Is there a commercially available machine that can weld ~4mm full hard 301 stainless barrels & domes?,41,698,27,1211552159034171392,https://twitter.com/elonmusk/status/1211552159034171392,44196397,2019-12-30 07:38:38+00:00,Mon Dec 30 07:38:38 +0000 2019,,,,
+435,elonmusk,Kristennetten,We’re focusing on Boca right now for Starship & Cape is focused on Falcon/Dragon,51,820,29,1211550699705769984,https://twitter.com/elonmusk/status/1211550699705769984,44196397,2019-12-30 07:32:50+00:00,Mon Dec 30 07:32:50 +0000 2019,,,,
+436,elonmusk,Erdayastronaut,Spin start from COPVs so the ox & fuel turbines spool up super fast in unison. A precise start with full flow staged combustion is very important.,60,1445,30,1211549054427111424,https://twitter.com/elonmusk/status/1211549054427111424,44196397,2019-12-30 07:26:18+00:00,Mon Dec 30 07:26:18 +0000 2019,,,,
+437,elonmusk,SmileSimplify,"Moving to an enclosed (fairly) clean room environment for SN2 in Jan, although, unlike aluminum, stainless steel welding is not super sensitive. Our main issue here in Boca is that it can get very windy, which affects weld arc & steel melt pool.",37,508,26,1211546797799288832,https://twitter.com/elonmusk/status/1211546797799288832,44196397,2019-12-30 07:17:20+00:00,Mon Dec 30 07:17:20 +0000 2019,,,,
+438,elonmusk,Erdayastronaut,"No, will be autogenous from the start, tapping hot CH4 & O2 from Raptor",60,1419,23,1211544795316928512,https://twitter.com/elonmusk/status/1211544795316928512,44196397,2019-12-30 07:09:23+00:00,Mon Dec 30 07:09:23 +0000 2019,,,,
+439,elonmusk,teslaownersSV,Yeah,37,725,23,1211543556894138368,https://twitter.com/elonmusk/status/1211543556894138368,44196397,2019-12-30 07:04:28+00:00,Mon Dec 30 07:04:28 +0000 2019,,,,
+440,elonmusk,elonmusk,"Best would probably be an autogenous laser weld, but we need more precise parts & fixtures. Hopefully get that done in 2020.",76,1638,44,1211542871138017280,https://twitter.com/elonmusk/status/1211542871138017280,44196397,2019-12-30 07:01:44+00:00,Mon Dec 30 07:01:44 +0000 2019,,,,
+441,elonmusk,Erdayastronaut,"Almost everything is different. These parts are stamped vs manually bump-formed & TIP TIG welded vs flux core. Higher precision, stronger joints & 20% mass reduction.",111,2009,55,1211541778639343616,https://twitter.com/elonmusk/status/1211541778639343616,44196397,2019-12-30 06:57:24+00:00,Mon Dec 30 06:57:24 +0000 2019,,,,
+442,elonmusk,DJSnM,"We use that process for the Raptor nozzle jacket. The knuckles of this dome are stamped in Michigan with a 4000 ton car body press, which costs much less for same outcome.",63,1394,33,1211539123758141445,https://twitter.com/elonmusk/status/1211539123758141445,44196397,2019-12-30 06:46:51+00:00,Mon Dec 30 06:46:51 +0000 2019,,,,
+443,elonmusk,,Almost three now. Boca team is crushing it! Starship has giant dome ,1328,30546,521,1211531714633314304,https://twitter.com/elonmusk/status/1211531714633314304,44196397,2019-12-30 06:17:24+00:00,Mon Dec 30 06:17:24 +0000 2019,,,,
+444,elonmusk,donnyraywoody,Haha true,41,1104,44,1211511748882321409,https://twitter.com/elonmusk/status/1211511748882321409,44196397,2019-12-30 04:58:04+00:00,Mon Dec 30 04:58:04 +0000 2019,,,,
+445,elonmusk,flcnhvy,muffin or not-muffin,85,3803,113,1211511065613393920,https://twitter.com/elonmusk/status/1211511065613393920,44196397,2019-12-30 04:55:21+00:00,Mon Dec 30 04:55:21 +0000 2019,,,,
+446,elonmusk,realRickyReeves,"Crew Dragon is capable of propulsive landing, but would require extensive testing to prove safety. Better to focus on Starship.",53,1006,19,1211510815506997248,https://twitter.com/elonmusk/status/1211510815506997248,44196397,2019-12-30 04:54:21+00:00,Mon Dec 30 04:54:21 +0000 2019,,,,
+447,elonmusk,elonmusk,"New technology development schedules tend to exhibit a version of Zeno’s Paradox — at any given point, you’re halfway there",123,1901,63,1211498556051394560,https://twitter.com/elonmusk/status/1211498556051394560,44196397,2019-12-30 04:05:38+00:00,Mon Dec 30 04:05:38 +0000 2019,,,,
+448,elonmusk,kulpability,"Crew Dragon should be physically ready & at the Cape in Feb, but completing all safety reviews will probably take a few more months",230,4067,81,1211497049906196480,https://twitter.com/elonmusk/status/1211497049906196480,44196397,2019-12-30 03:59:39+00:00,Mon Dec 30 03:59:39 +0000 2019,,,,
+449,elonmusk,,Simulation of first crewed flight of Falcon 9 / Dragon 2020 @NASA,21847,148414,4480,1211493590456848385,https://twitter.com/elonmusk/status/1211493590456848385,44196397,2019-12-30 03:45:55+00:00,Mon Dec 30 03:45:55 +0000 2019,,@NASA,,
+450,elonmusk,,"8 years later, the simulation is mostly real",1211,30224,482,1211488530251370496,https://twitter.com/elonmusk/status/1211488530251370496,44196397,2019-12-30 03:25:48+00:00,Mon Dec 30 03:25:48 +0000 2019,,,,
+451,elonmusk,vincent13031925,Amazing work by Tesla China team!! ,169,2860,113,1211485911441117185,https://twitter.com/elonmusk/status/1211485911441117185,44196397,2019-12-30 03:15:24+00:00,Mon Dec 30 03:15:24 +0000 2019,,,,
+452,elonmusk,28delayslater, ,51,1068,44,1211462639378931713,https://twitter.com/elonmusk/status/1211462639378931713,44196397,2019-12-30 01:42:55+00:00,Mon Dec 30 01:42:55 +0000 2019,,,,
+453,elonmusk,BrianGilbert_,Tesla app based payment will soon be rolled out WW. It’s tough making functionality work across so many regulatory domains.,45,665,30,1211461989467394049,https://twitter.com/elonmusk/status/1211461989467394049,44196397,2019-12-30 01:40:20+00:00,Mon Dec 30 01:40:20 +0000 2019,,,,
+454,elonmusk,BrianGilbert_,Is purchasing through the Tesla app not working?,27,365,22,1211460287540465664,https://twitter.com/elonmusk/status/1211460287540465664,44196397,2019-12-30 01:33:35+00:00,Mon Dec 30 01:33:35 +0000 2019,,,,
+455,elonmusk,teslaownersSV,"I def believe in the ethical treatment of animals & taking action of climate, but these are mostly separate moral issues",92,1598,89,1211460034221268992,https://twitter.com/elonmusk/status/1211460034221268992,44196397,2019-12-30 01:32:34+00:00,Mon Dec 30 01:32:34 +0000 2019,,,,
+456,elonmusk,EvaFoxU,Nice,32,762,31,1211458489073180673,https://twitter.com/elonmusk/status/1211458489073180673,44196397,2019-12-30 01:26:26+00:00,Mon Dec 30 01:26:26 +0000 2019,,,,
+457,elonmusk,teslaownersSV,"Renewable energy production (solar, wind, geothermal), improving home insulation & electric transport will do the trick. Vegan/vegetarian helps a little, but isn’t critical. We should take the set of actions that maximize total public happiness!",213,1837,157,1211458314770534400,https://twitter.com/elonmusk/status/1211458314770534400,44196397,2019-12-30 01:25:44+00:00,Mon Dec 30 01:25:44 +0000 2019,,,,
+458,elonmusk,TeslaHere3,Ok,44,1178,31,1211456506601857025,https://twitter.com/elonmusk/status/1211456506601857025,44196397,2019-12-30 01:18:33+00:00,Mon Dec 30 01:18:33 +0000 2019,,,,
+459,elonmusk,iam_preethi,"I support people choosing whatever diet makes them happy, but it’s true that everyone going vegan still wouldn’t stop climate change. Moving billions of tons of hydrocarbons from deep underground into the atmosphere & oceans is fundamentally the issue.",968,5949,351,1211455933609590785,https://twitter.com/elonmusk/status/1211455933609590785,44196397,2019-12-30 01:16:16+00:00,Mon Dec 30 01:16:16 +0000 2019,,,,
+460,elonmusk,C3LT_Games, ,74,1351,81,1211418500868247557,https://twitter.com/elonmusk/status/1211418500868247557,44196397,2019-12-29 22:47:32+00:00,Sun Dec 29 22:47:32 +0000 2019,,,,
+461,elonmusk,,Dam now rly want choc chip muffin,5125,76812,1493,1211418201998995456,https://twitter.com/elonmusk/status/1211418201998995456,44196397,2019-12-29 22:46:21+00:00,Sun Dec 29 22:46:21 +0000 2019,,,,
+462,elonmusk,28delayslater,Slight tweak to the glass needed & then it should be good to go,72,1350,107,1211417064071729154,https://twitter.com/elonmusk/status/1211417064071729154,44196397,2019-12-29 22:41:49+00:00,Sun Dec 29 22:41:49 +0000 2019,,,,
+463,elonmusk,, ,37508,286011,3930,1211416604644380675,https://twitter.com/elonmusk/status/1211416604644380675,44196397,2019-12-29 22:40:00+00:00,Sun Dec 29 22:40:00 +0000 2019,,,,
+464,elonmusk,TeslaOwnersofMA,What is the platonic ideal of the perfect candy? Really feels like candy R&D hasn’t improved in ages. Damn candy oligarchs!! [shakes fist at sky],77,1314,134,1211415578365382658,https://twitter.com/elonmusk/status/1211415578365382658,44196397,2019-12-29 22:35:55+00:00,Sun Dec 29 22:35:55 +0000 2019,,,,
+465,elonmusk,JohnnaCrider1,"Yeah, Boring Bricks are def coming, but whole team is focused on getting Vegas Convention Center tunnel operational so people can try it out, suggest improvements, etc. I crowdsourcing ideas with people who really care about making great products!",83,1131,78,1211414067065298944,https://twitter.com/elonmusk/status/1211414067065298944,44196397,2019-12-29 22:29:55+00:00,Sun Dec 29 22:29:55 +0000 2019,,,,
+466,elonmusk,vincent13031925,"Certainly worth trying! The objective reality for large cities worldwide is that efforts to solve traffic have not worked well. If we don’t try *something* new, we will be in traffic hell forever.",161,2047,190,1211409894508679169,https://twitter.com/elonmusk/status/1211409894508679169,44196397,2019-12-29 22:13:20+00:00,Sun Dec 29 22:13:20 +0000 2019,,,,
+467,elonmusk,JonAttenborough,"Absolutely. Multi-level tunnels can go under buildings, mountains, rivers or anything else & directly connect destinations, like aircraft do in the sky. We just need more of them.",164,3841,209,1211246235862151168,https://twitter.com/elonmusk/status/1211246235862151168,44196397,2019-12-29 11:23:01+00:00,Sun Dec 29 11:23:01 +0000 2019,,,,
+468,elonmusk,ollie_turrell,Pretty much,57,2974,64,1211243522386477061,https://twitter.com/elonmusk/status/1211243522386477061,44196397,2019-12-29 11:12:14+00:00,Sun Dec 29 11:12:14 +0000 2019,,,,
+469,elonmusk,Snipergen,Sure. Trax will get much better & more fun. This is an alpha version.,63,1468,41,1211242943933083648,https://twitter.com/elonmusk/status/1211242943933083648,44196397,2019-12-29 11:09:56+00:00,Sun Dec 29 11:09:56 +0000 2019,,,,
+470,elonmusk,cFidd,"No, I said we should build more tunnels. Put trains in them or cars or whatever, but every large city on Earth is plagued by traffic & it’s getting worse. Multi-level tunnels might solve this, so worth trying. If you have a better suggestion, please tell us what it is.",958,24776,1566,1211241411905015808,https://twitter.com/elonmusk/status/1211241411905015808,44196397,2019-12-29 11:03:51+00:00,Sun Dec 29 11:03:51 +0000 2019,,,,
+471,elonmusk,RationalEtienne,"That might have something to do with it. “Stalin: Court of the Red Tsar” was one of the few books so dark I had to stop reading. If only they’d listened to Lenin’s last wish, much tragedy may have been averted.",66,891,59,1211232157370404864,https://twitter.com/elonmusk/status/1211232157370404864,44196397,2019-12-29 10:27:04+00:00,Sun Dec 29 10:27:04 +0000 2019,,,,
+472,elonmusk,EvaFoxU,"For sure, but I understand the pulse of Twitter pretty well. A sudden avalanche of very similar vitriolic comments from anon accounts usually means someone activated a troll/bot net.",66,900,93,1211227362265849857,https://twitter.com/elonmusk/status/1211227362265849857,44196397,2019-12-29 10:08:01+00:00,Sun Dec 29 10:08:01 +0000 2019,,,,
+473,elonmusk,amargosavalley,Thousands of anon/troll/bot accounts suddenly on the attack. Interesting.,51,738,91,1211218881890701312,https://twitter.com/elonmusk/status/1211218881890701312,44196397,2019-12-29 09:34:19+00:00,Sun Dec 29 09:34:19 +0000 2019,,,,
+474,elonmusk,ToscaMusk, you too sis,90,2476,73,1211200455981895680,https://twitter.com/elonmusk/status/1211200455981895680,44196397,2019-12-29 08:21:06+00:00,Sun Dec 29 08:21:06 +0000 2019,,,,
+475,elonmusk,SMZGallagher,Sorry about this. We will do our best. The Tesla production & delivery teams have been working super hard.,38,1089,32,1211194577643810816,https://twitter.com/elonmusk/status/1211194577643810816,44196397,2019-12-29 07:57:44+00:00,Sun Dec 29 07:57:44 +0000 2019,,,,
+476,elonmusk,JohnnaCrider1,Literally. It was at 40th & Baltimore in Philadelphia before gentrification.,46,966,43,1211165442640949248,https://twitter.com/elonmusk/status/1211165442640949248,44196397,2019-12-29 06:01:58+00:00,Sun Dec 29 06:01:58 +0000 2019,,,,
+477,elonmusk,JaneidyEve,Ramones & Bach,63,1220,47,1211164536167960576,https://twitter.com/elonmusk/status/1211164536167960576,44196397,2019-12-29 05:58:22+00:00,Sun Dec 29 05:58:22 +0000 2019,,,,
+478,elonmusk,johnkrausphotos,"I hope someone has pics! My Mom came to visit one weekend & was quite surprised by it all, but helped work coat check & guarded the cash with a kitchen knife ",83,1977,74,1211162524877496321,https://twitter.com/elonmusk/status/1211162524877496321,44196397,2019-12-29 05:50:22+00:00,Sun Dec 29 05:50:22 +0000 2019,,,,
+479,elonmusk,austinbarnard45,"To pay rent, we turned our house into a nightclub & charged a $5 entry fee. Looked cool at night, but insane by day … blacklights, luminescent spray paint & metal junk sculptures.",144,2256,71,1211159651938648064,https://twitter.com/elonmusk/status/1211159651938648064,44196397,2019-12-29 05:38:57+00:00,Sun Dec 29 05:38:57 +0000 2019,,,,
+480,elonmusk,kimbal, you too,144,5350,161,1211108221089452032,https://twitter.com/elonmusk/status/1211108221089452032,44196397,2019-12-29 02:14:35+00:00,Sun Dec 29 02:14:35 +0000 2019,,,,
+481,elonmusk,catmonocle5737,Sounds like a Marxist with style,44,1033,53,1211090230100578309,https://twitter.com/elonmusk/status/1211090230100578309,44196397,2019-12-29 01:03:06+00:00,Sun Dec 29 01:03:06 +0000 2019,,,,
+482,elonmusk,flcnhvy,Exactly,47,867,82,1211080346609029121,https://twitter.com/elonmusk/status/1211080346609029121,44196397,2019-12-29 00:23:50+00:00,Sun Dec 29 00:23:50 +0000 2019,,,,
+483,elonmusk,cyrusposting,"Induced demand is one of the most irrational theories I’ve ever heard. Correlation is not causation. If the transport system exceeds public travel needs, there will be very little traffic. I support anything that improves traffic, as this negatively affects almost everyone.",90,826,359,1211076829395738626,https://twitter.com/elonmusk/status/1211076829395738626,44196397,2019-12-29 00:09:51+00:00,Sun Dec 29 00:09:51 +0000 2019,,,,
+484,elonmusk,Joe__Wakefield,"This is a pretty awful lie. I left South Africa by myself when I was 17 with just a backpack & suitcase of books. Worked on my Mom’s cousin’s farm in Saskatchewan & a lumber mill in Vancouver. Went to Queens Univ with scholarship & debt, then same to UPenn/Wharton & Stanford.",761,10284,377,1211071324518531072,https://twitter.com/elonmusk/status/1211071324518531072,44196397,2019-12-28 23:47:59+00:00,Sat Dec 28 23:47:59 +0000 2019,,,,
+485,elonmusk,austinbarnard45,"This person blocked me, so can’t read the tweet. Whats their deal?",82,2486,169,1211069054779301894,https://twitter.com/elonmusk/status/1211069054779301894,44196397,2019-12-28 23:38:57+00:00,Sat Dec 28 23:38:57 +0000 2019,,,,
+486,elonmusk,IrinaAntony,"We started Zip2 with ~$2k from me plus my overclocked home-built PC, ~$5k from my bro & ~$8k from Greg Kouri (such a good guy — he is greatly missed). My Dad provided 10% of a ~$200k angel funding round much later, but by then risk was reduced & round would’ve happened anyway.",305,3921,117,1211064937004589056,https://twitter.com/elonmusk/status/1211064937004589056,44196397,2019-12-28 23:22:36+00:00,Sat Dec 28 23:22:36 +0000 2019,,,,
+487,elonmusk,tjq1190,"He didn’t own an emerald mine & I worked my way through college, ending up ~$100k in student debt. I couldn’t even afford a 2nd PC at Zip2, so programmed at night & website only worked during day. Where is this bs coming from?",961,11554,320,1211054942192119808,https://twitter.com/elonmusk/status/1211054942192119808,44196397,2019-12-28 22:42:53+00:00,Sat Dec 28 22:42:53 +0000 2019,,,,
+488,elonmusk,geofficient,Pretty much,46,2654,34,1211051740562366464,https://twitter.com/elonmusk/status/1211051740562366464,44196397,2019-12-28 22:30:09+00:00,Sat Dec 28 22:30:09 +0000 2019,,,,
+489,elonmusk,annerajb,Federal,35,659,42,1211030324660051968,https://twitter.com/elonmusk/status/1211030324660051968,44196397,2019-12-28 21:05:03+00:00,Sat Dec 28 21:05:03 +0000 2019,,,,
+490,elonmusk,justpaulinelol,Probably 2021. Depends on regulatory approvals.,36,525,34,1211030194787700736,https://twitter.com/elonmusk/status/1211030194787700736,44196397,2019-12-28 21:04:32+00:00,Sat Dec 28 21:04:32 +0000 2019,,,,
+491,elonmusk,annerajb,Hopefully working in Caribbean by end of 2020. Def by 2021.,56,754,39,1211029491188948992,https://twitter.com/elonmusk/status/1211029491188948992,44196397,2019-12-28 21:01:45+00:00,Sat Dec 28 21:01:45 +0000 2019,,,,
+492,elonmusk,waitbutwhy,"Maximizing conversion of mass to aimed photons (pure momentum) is actually the highest possible efficiency, which is why an antimatter drive is probably the best way to get to other star systems with known physics. For “close” stars, a laser sail is good too.",250,3630,225,1211010494695391232,https://twitter.com/elonmusk/status/1211010494695391232,44196397,2019-12-28 19:46:16+00:00,Sat Dec 28 19:46:16 +0000 2019,,,,
+493,elonmusk,GabenBaconArt,"Yes, but it’s too secret",193,4059,167,1210777492027363328,https://twitter.com/elonmusk/status/1210777492027363328,44196397,2019-12-28 04:20:23+00:00,Sat Dec 28 04:20:23 +0000 2019,,,,
+494,elonmusk,Erdayastronaut,Hopefully fully operational in 2020,134,2968,133,1210777395738734593,https://twitter.com/elonmusk/status/1210777395738734593,44196397,2019-12-28 04:20:00+00:00,Sat Dec 28 04:20:00 +0000 2019,,,,
+495,elonmusk,teslaownersSV,"Boring Co is completing its first commercial tunnel in Vegas, going from Convention Center to Strip, then will work on other projects",239,4652,164,1210777003390951429,https://twitter.com/elonmusk/status/1210777003390951429,44196397,2019-12-28 04:18:27+00:00,Sat Dec 28 04:18:27 +0000 2019,,,,
+496,elonmusk,flcnhvy,"No, he’s still much faster ",63,2542,92,1210776160444932097,https://twitter.com/elonmusk/status/1210776160444932097,44196397,2019-12-28 04:15:06+00:00,Sat Dec 28 04:15:06 +0000 2019,,,,
+497,elonmusk,,"These would be road tunnels for zero emissions vehicles only — no toxic fumes is the key. Really, just an underground road, but limited to EVs (from all auto companies). This is not in place of other solutions, eg light rail, but supplemental to them.",2886,65947,2803,1210775790440177664,https://twitter.com/elonmusk/status/1210775790440177664,44196397,2019-12-28 04:13:38+00:00,Sat Dec 28 04:13:38 +0000 2019,,,,
+498,elonmusk,teslaownersSV,Done by dawn,87,3783,74,1210775044919459841,https://twitter.com/elonmusk/status/1210775044919459841,44196397,2019-12-28 04:10:40+00:00,Sat Dec 28 04:10:40 +0000 2019,,,,
+499,elonmusk,Salo4201,That would be a fringe benefit ,89,5057,60,1210774833681719296,https://twitter.com/elonmusk/status/1210774833681719296,44196397,2019-12-28 04:09:50+00:00,Sat Dec 28 04:09:50 +0000 2019,,,,
+500,elonmusk,,"Build super safe, Earthquake-proof tunnels under cities to solve traffic",8131,89385,11829,1210774027054145536,https://twitter.com/elonmusk/status/1210774027054145536,44196397,2019-12-28 04:06:37+00:00,Sat Dec 28 04:06:37 +0000 2019,,,,
+501,elonmusk,elonmusk,Flight is hopefully 2 to 3 months away,196,2407,113,1210756338348744705,https://twitter.com/elonmusk/status/1210756338348744705,44196397,2019-12-28 02:56:20+00:00,Sat Dec 28 02:56:20 +0000 2019,,,,
+502,elonmusk,JaneidyEve,"We’re now building flight design of Starship SN1, but each SN will have at least minor improvements, at least through SN20 or so of Starship V1.0.",176,2107,63,1210756057791729665,https://twitter.com/elonmusk/status/1210756057791729665,44196397,2019-12-28 02:55:13+00:00,Sat Dec 28 02:55:13 +0000 2019,,,,
+503,elonmusk,,Was up all night with SpaceX team working on Starship tank dome production (most difficult part of primary structure). Dawn arrives …,6621,109849,2301,1210649166407438336,https://twitter.com/elonmusk/status/1210649166407438336,44196397,2019-12-27 19:50:28+00:00,Fri Dec 27 19:50:28 +0000 2019,,,,
+504,elonmusk,DiscoverMag,Please stop spamming bleak links into a paywall,109,3693,125,1210484106385117189,https://twitter.com/elonmusk/status/1210484106385117189,44196397,2019-12-27 08:54:35+00:00,Fri Dec 27 08:54:35 +0000 2019,,,,
+505,elonmusk,GutGutM3,Ok,136,5651,98,1210348363260071937,https://twitter.com/elonmusk/status/1210348363260071937,44196397,2019-12-26 23:55:11+00:00,Thu Dec 26 23:55:11 +0000 2019,,,,
+506,elonmusk,Teslarati,Activating engine two …,179,4167,186,1210321459677020160,https://twitter.com/elonmusk/status/1210321459677020160,44196397,2019-12-26 22:08:17+00:00,Thu Dec 26 22:08:17 +0000 2019,,,,
+507,elonmusk,KakaroTTo1385,It is an honor & a privilege to work with so many great engineers,120,2335,74,1210293826734063616,https://twitter.com/elonmusk/status/1210293826734063616,44196397,2019-12-26 20:18:29+00:00,Thu Dec 26 20:18:29 +0000 2019,,,,
+508,elonmusk,elonmusk,The overarching goal of Tesla engineering is maximize area under user happiness curve,171,2374,110,1210293100616151040,https://twitter.com/elonmusk/status/1210293100616151040,44196397,2019-12-26 20:15:36+00:00,Thu Dec 26 20:15:36 +0000 2019,,,,
+509,elonmusk,flcnhvy,"It’s not that these things can’t be done, they just absorb a lot of software engineering time, which has great opportunity cost. There are very few excellent software engineers & merely increasing team size results in awful bloatware.",128,2061,95,1210292908693213184,https://twitter.com/elonmusk/status/1210292908693213184,44196397,2019-12-26 20:14:50+00:00,Thu Dec 26 20:14:50 +0000 2019,,,,
+510,elonmusk,Kristennetten,Future feature,65,2297,81,1210278944739446784,https://twitter.com/elonmusk/status/1210278944739446784,44196397,2019-12-26 19:19:20+00:00,Thu Dec 26 19:19:20 +0000 2019,,,,
+511,elonmusk,,"Turn on auto navigate feature & car will activate traffic-based navigation to work, home or calendar, depending on context, as soon as you sit down. No input required at all.",2147,48674,1297,1210276245541277697,https://twitter.com/elonmusk/status/1210276245541277697,44196397,2019-12-26 19:08:37+00:00,Thu Dec 26 19:08:37 +0000 2019,,,,
+512,elonmusk,Sofiaan,"Possible, but one step at a time. Anything we release to the fleet has big implications these days. For example, if someone’s on data roaming & video is enabled, they will get a giant cell phone bill. Operating in 40+ countries results in many corner cases!",86,1984,90,1210274559296847872,https://twitter.com/elonmusk/status/1210274559296847872,44196397,2019-12-26 19:01:55+00:00,Thu Dec 26 19:01:55 +0000 2019,,,,
+513,elonmusk,JeremyGreenlee,"Seeing B pillar (diagonal fwd) & side repeater (diagonal back) camera views would probably help for tight situations. We can enable access to these views. Also, no problem to have option to disable auto lock for home.",71,1533,105,1210273702476054529,https://twitter.com/elonmusk/status/1210273702476054529,44196397,2019-12-26 18:58:31+00:00,Thu Dec 26 18:58:31 +0000 2019,,,,
+514,elonmusk,mobiledavidd,We’re building out Superchargers as fast as possible! Need to ramp V3 Supercharger production.,56,939,77,1210272817331073024,https://twitter.com/elonmusk/status/1210272817331073024,44196397,2019-12-26 18:55:00+00:00,Thu Dec 26 18:55:00 +0000 2019,,,,
+515,elonmusk,Erdayastronaut,Phone notification with ability to view possibly relevant still images is no problem. Live video from several cameras is too much bandwidth.,101,3421,154,1210272098083459072,https://twitter.com/elonmusk/status/1210272098083459072,44196397,2019-12-26 18:52:08+00:00,Thu Dec 26 18:52:08 +0000 2019,,,,
+516,elonmusk,Erdayastronaut,Most people still don’t know it’s there,63,2888,93,1210270940254232577,https://twitter.com/elonmusk/status/1210270940254232577,44196397,2019-12-26 18:47:32+00:00,Thu Dec 26 18:47:32 +0000 2019,,,,
+517,elonmusk,,"Just swipe down on Tesla nav button for car to automatically navigate to home, work or destination in calendar",2341,62579,1229,1210270551236730880,https://twitter.com/elonmusk/status/1210270551236730880,44196397,2019-12-26 18:45:59+00:00,Thu Dec 26 18:45:59 +0000 2019,,,,
+518,elonmusk,TesLatino,"If you enter a longer distance than range, system should autonav to optimal Superchargers along the way. Is it not doing this correctly?",40,1017,184,1210269213174034432,https://twitter.com/elonmusk/status/1210269213174034432,44196397,2019-12-26 18:40:40+00:00,Thu Dec 26 18:40:40 +0000 2019,,,,
+519,elonmusk,elonmusk,Merry Christmas Hope you’re enjoying latest software update!,105,1788,192,1210268839507681280,https://twitter.com/elonmusk/status/1210268839507681280,44196397,2019-12-26 18:39:11+00:00,Thu Dec 26 18:39:11 +0000 2019,,,,
+520,elonmusk,jamescharles,Yer welcome son,297,8889,98,1210268081441796096,https://twitter.com/elonmusk/status/1210268081441796096,44196397,2019-12-26 18:36:10+00:00,Thu Dec 26 18:36:10 +0000 2019,,,,
+521,elonmusk,teslaownersSV,"Car should autonavigate to destinations based on your calendar. If nothing in calendar, should do work in morning & home in evening. Future versions will guess based on prior patterns (if preference enabled).",67,1089,106,1210267959588864000,https://twitter.com/elonmusk/status/1210267959588864000,44196397,2019-12-26 18:35:41+00:00,Thu Dec 26 18:35:41 +0000 2019,,,,
+522,elonmusk,jamescharles,That is odd. Try pressing both scroll wheel buttons to reboot. Have forwarded this to service.,127,6835,70,1210267330107699200,https://twitter.com/elonmusk/status/1210267330107699200,44196397,2019-12-26 18:33:11+00:00,Thu Dec 26 18:33:11 +0000 2019,,,,
+523,elonmusk,teslaownersSV,No,38,845,149,1210263196457504768,https://twitter.com/elonmusk/status/1210263196457504768,44196397,2019-12-26 18:16:46+00:00,Thu Dec 26 18:16:46 +0000 2019,,,,
+524,elonmusk,TeslaOwnersofMA,Coming soon,120,2378,126,1210259962598838272,https://twitter.com/elonmusk/status/1210259962598838272,44196397,2019-12-26 18:03:55+00:00,Thu Dec 26 18:03:55 +0000 2019,,,,
+525,elonmusk,elonmusk,They should double down on insanity of Cats. Right move.,41,1149,93,1209624448686608384,https://twitter.com/elonmusk/status/1209624448686608384,44196397,2019-12-24 23:58:36+00:00,Tue Dec 24 23:58:36 +0000 2019,,,,
+526,elonmusk,JaneidyEve,Black Mirror,107,1972,145,1209623475389902849,https://twitter.com/elonmusk/status/1209623475389902849,44196397,2019-12-24 23:54:44+00:00,Tue Dec 24 23:54:44 +0000 2019,,,,
+527,elonmusk,RenataKonkoly,Parasite,134,2231,102,1209623244208312326,https://twitter.com/elonmusk/status/1209623244208312326,44196397,2019-12-24 23:53:49+00:00,Tue Dec 24 23:53:49 +0000 2019,,,,
+528,elonmusk,mikeduncan,True,48,1813,67,1209622223520186368,https://twitter.com/elonmusk/status/1209622223520186368,44196397,2019-12-24 23:49:46+00:00,Tue Dec 24 23:49:46 +0000 2019,,,,
+529,elonmusk,AdamDanielKing,Needs improvement,33,724,68,1209583623499927552,https://twitter.com/elonmusk/status/1209583623499927552,44196397,2019-12-24 21:16:23+00:00,Tue Dec 24 21:16:23 +0000 2019,,,,
+530,elonmusk,Erdayastronaut,Yes,91,3284,242,1209536537794359297,https://twitter.com/elonmusk/status/1209536537794359297,44196397,2019-12-24 18:09:17+00:00,Tue Dec 24 18:09:17 +0000 2019,,,,
+531,elonmusk,royalsociety,He was awesome. I squared R heating is why room temp superconductors aren’t needed to carry power long distances efficiently. Just jack up voltage.,126,2839,116,1209404980693807108,https://twitter.com/elonmusk/status/1209404980693807108,44196397,2019-12-24 09:26:31+00:00,Tue Dec 24 09:26:31 +0000 2019,,,,
+532,elonmusk,,stock art,43944,372235,7896,1209217693108318208,https://twitter.com/elonmusk/status/1209217693108318208,44196397,2019-12-23 21:02:18+00:00,Mon Dec 23 21:02:18 +0000 2019,,,,
+533,elonmusk,,Whoa … the stock is so high lol,19051,247719,5725,1209142364473843713,https://twitter.com/elonmusk/status/1209142364473843713,44196397,2019-12-23 16:02:59+00:00,Mon Dec 23 16:02:59 +0000 2019,,,,
+534,elonmusk,markets, ,539,10062,270,1209141597629243393,https://twitter.com/elonmusk/status/1209141597629243393,44196397,2019-12-23 15:59:56+00:00,Mon Dec 23 15:59:56 +0000 2019,,,,
+535,elonmusk,annerajb,"Big communication penalty for remote work, which means the gain in talent that won’t move has to be very high",82,1425,101,1208878003721097217,https://twitter.com/elonmusk/status/1208878003721097217,44196397,2019-12-22 22:32:30+00:00,Sun Dec 22 22:32:30 +0000 2019,,,,
+536,elonmusk,therealcliffyb,Truth,41,1109,19,1208877220233482240,https://twitter.com/elonmusk/status/1208877220233482240,44196397,2019-12-22 22:29:23+00:00,Sun Dec 22 22:29:23 +0000 2019,,,,
+537,elonmusk,RationalEtienne,"Wow, accurate analysis!",55,915,28,1208876536566177792,https://twitter.com/elonmusk/status/1208876536566177792,44196397,2019-12-22 22:26:40+00:00,Sun Dec 22 22:26:40 +0000 2019,,,,
+538,elonmusk,therealcliffyb,Good point,46,1901,72,1208876280491327488,https://twitter.com/elonmusk/status/1208876280491327488,44196397,2019-12-22 22:25:39+00:00,Sun Dec 22 22:25:39 +0000 2019,,,,
+539,elonmusk,mikensbg,Ok ,56,2238,37,1208875951632736256,https://twitter.com/elonmusk/status/1208875951632736256,44196397,2019-12-22 22:24:21+00:00,Sun Dec 22 22:24:21 +0000 2019,,,,
+540,elonmusk,RationalEtienne,Don’t wanna brag but … was me,68,1397,83,1208863275749785600,https://twitter.com/elonmusk/status/1208863275749785600,44196397,2019-12-22 21:33:59+00:00,Sun Dec 22 21:33:59 +0000 2019,,,,
+541,elonmusk,nichegamer,Henry Cavill +1,341,5117,69,1208854704374960128,https://twitter.com/elonmusk/status/1208854704374960128,44196397,2019-12-22 20:59:55+00:00,Sun Dec 22 20:59:55 +0000 2019,,,,
+542,elonmusk,RenataKonkoly,Also fake Soundcloud rapper,42,771,46,1208854014663610368,https://twitter.com/elonmusk/status/1208854014663610368,44196397,2019-12-22 20:57:11+00:00,Sun Dec 22 20:57:11 +0000 2019,,,,
+543,elonmusk,reecethesaxman,Write games,111,1453,58,1208842098121687040,https://twitter.com/elonmusk/status/1208842098121687040,44196397,2019-12-22 20:09:50+00:00,Sun Dec 22 20:09:50 +0000 2019,,,,
+544,elonmusk,youfoundalec,Yes,72,922,69,1208841343440568320,https://twitter.com/elonmusk/status/1208841343440568320,44196397,2019-12-22 20:06:50+00:00,Sun Dec 22 20:06:50 +0000 2019,,,,
+545,elonmusk,teslaownersSV,"Regarding 2.X to 3 hardware update, that should happen in earnest in Q1. Software feature delta was zero until now, so not much point in doing it before then.",147,1458,111,1208840481880150018,https://twitter.com/elonmusk/status/1208840481880150018,44196397,2019-12-22 20:03:24+00:00,Sun Dec 22 20:03:24 +0000 2019,,,,
+546,elonmusk,EV_Stevee,"Pretty much, although if there was a way to spend money to solve software problems sooner, I’d love it. The real constraint is finding great software engineers.",55,811,55,1208839653979119616,https://twitter.com/elonmusk/status/1208839653979119616,44196397,2019-12-22 20:00:07+00:00,Sun Dec 22 20:00:07 +0000 2019,,,,
+547,elonmusk,flcnhvy,Ok sure,75,2623,94,1208838589582209024,https://twitter.com/elonmusk/status/1208838589582209024,44196397,2019-12-22 19:55:53+00:00,Sun Dec 22 19:55:53 +0000 2019,,,,
+548,elonmusk,EV_Stevee,Sorry for the delay on V2.X! We just couldn’t get it all done in time.,37,683,23,1208837788180725760,https://twitter.com/elonmusk/status/1208837788180725760,44196397,2019-12-22 19:52:42+00:00,Sun Dec 22 19:52:42 +0000 2019,,,,
+549,elonmusk,marialauraadr,"Unfortunately, this has been necessary for many years, but hopefully not forever",61,1908,62,1208837592059219968,https://twitter.com/elonmusk/status/1208837592059219968,44196397,2019-12-22 19:51:55+00:00,Sun Dec 22 19:51:55 +0000 2019,,,,
+550,elonmusk,teslaownersSV,"Sorry, it’s been a bit of a struggle. Software team has been working all weekend to resolve last minute issues. Hopefully starts rolling out tonight.",87,1696,83,1208836576521814016,https://twitter.com/elonmusk/status/1208836576521814016,44196397,2019-12-22 19:47:53+00:00,Sun Dec 22 19:47:53 +0000 2019,,,,
+551,elonmusk,cgpgrey,"My wiki is a war zone with a zillion edits. At least it’s obviously not curated! Some day, I should probably write what *my* fictionalized version of reality is ",316,12702,178,1208834303003516928,https://twitter.com/elonmusk/status/1208834303003516928,44196397,2019-12-22 19:38:51+00:00,Sun Dec 22 19:38:51 +0000 2019,,,,
+552,elonmusk,RenataKonkoly,Yes ,116,8030,76,1208832682693541888,https://twitter.com/elonmusk/status/1208832682693541888,44196397,2019-12-22 19:32:25+00:00,Sun Dec 22 19:32:25 +0000 2019,,,,
+553,elonmusk,TechnologicAli,"Started Zip2 with ~$2k & ~$100k of student debt, rolled proceeds into X/PayPal, rolled proceeds again into SpaceX/Tesla, but these are all companies where I played fundamental founding role. Not right to ask others to put in money if I don’t put in mine.",873,12841,177,1208832207801872385,https://twitter.com/elonmusk/status/1208832207801872385,44196397,2019-12-22 19:30:32+00:00,Sun Dec 22 19:30:32 +0000 2019,,,,
+554,elonmusk,,"If Tesla & SpaceX go bankrupt, so will I. As it should be.",8068,136779,2091,1208831048026509312,https://twitter.com/elonmusk/status/1208831048026509312,44196397,2019-12-22 19:25:55+00:00,Sun Dec 22 19:25:55 +0000 2019,,,,
+555,elonmusk,,"Just looked at my wiki for 1st time in years. It’s insane! Btw, can someone please delete “investor”. I do basically zero investing.",9249,187938,2849,1208830673995198465,https://twitter.com/elonmusk/status/1208830673995198465,44196397,2019-12-22 19:24:26+00:00,Sun Dec 22 19:24:26 +0000 2019,,,,
+556,elonmusk,,Pre VFX cut would be $$$$,421,22135,332,1208679393096130560,https://twitter.com/elonmusk/status/1208679393096130560,44196397,2019-12-22 09:23:18+00:00,Sun Dec 22 09:23:18 +0000 2019,,,,
+557,elonmusk,newscientist,Another milestone,100,2747,107,1208676621441355777,https://twitter.com/elonmusk/status/1208676621441355777,44196397,2019-12-22 09:12:17+00:00,Sun Dec 22 09:12:17 +0000 2019,,,,
+558,elonmusk,RationalEtienne,Sending you healing vibes …,81,2046,67,1208675660006191106,https://twitter.com/elonmusk/status/1208675660006191106,44196397,2019-12-22 09:08:28+00:00,Sun Dec 22 09:08:28 +0000 2019,,,,
+559,elonmusk,RationalEtienne,"That’s certainly our impression, but it’s an old version of Tesla software, so effect is limited",104,2515,86,1208671790706216960,https://twitter.com/elonmusk/status/1208671790706216960,44196397,2019-12-22 08:53:05+00:00,Sun Dec 22 08:53:05 +0000 2019,,,,
+560,elonmusk,cleantechnica,“In-house” ,169,3218,126,1208662779122475009,https://twitter.com/elonmusk/status/1208662779122475009,44196397,2019-12-22 08:17:17+00:00,Sun Dec 22 08:17:17 +0000 2019,,,,
+561,elonmusk,,The real reason for Looper was to travel back in time & stop a terrible calamity — the premiere of Cats!,8827,129497,1755,1208549746421293057,https://twitter.com/elonmusk/status/1208549746421293057,44196397,2019-12-22 00:48:07+00:00,Sun Dec 22 00:48:07 +0000 2019,,,,
+562,elonmusk,lukemiler,For sure,33,1551,28,1208518677458341888,https://twitter.com/elonmusk/status/1208518677458341888,44196397,2019-12-21 22:44:40+00:00,Sat Dec 21 22:44:40 +0000 2019,,,,
+563,elonmusk,,Great show ,14990,147426,1055,1208517470589341696,https://twitter.com/elonmusk/status/1208517470589341696,44196397,2019-12-21 22:39:52+00:00,Sat Dec 21 22:39:52 +0000 2019,,,,
+564,elonmusk,,Holiday gift ideas,7417,93725,1164,1208505515443048448,https://twitter.com/elonmusk/status/1208505515443048448,44196397,2019-12-21 21:52:22+00:00,Sat Dec 21 21:52:22 +0000 2019,,,,
+565,elonmusk,dealer_of_happy,We’re working on moving more cars to Florida. End of year delivery is intense! Very proud of Tesla team for all their hard work.,196,4520,114,1208470170697527296,https://twitter.com/elonmusk/status/1208470170697527296,44196397,2019-12-21 19:31:55+00:00,Sat Dec 21 19:31:55 +0000 2019,,,,
+566,elonmusk,RisibleVolatile,Ok,32,765,26,1208469244188360704,https://twitter.com/elonmusk/status/1208469244188360704,44196397,2019-12-21 19:28:14+00:00,Sat Dec 21 19:28:14 +0000 2019,,,,
+567,elonmusk,teslaownersSV,Yes,51,896,157,1208468535292203008,https://twitter.com/elonmusk/status/1208468535292203008,44196397,2019-12-21 19:25:25+00:00,Sat Dec 21 19:25:25 +0000 2019,,,,
+568,elonmusk,djavenue,Ok,36,823,37,1208466265741742080,https://twitter.com/elonmusk/status/1208466265741742080,44196397,2019-12-21 19:16:24+00:00,Sat Dec 21 19:16:24 +0000 2019,,,,
+569,elonmusk,flcnhvy,It’s been years,141,4540,100,1208464705833988096,https://twitter.com/elonmusk/status/1208464705833988096,44196397,2019-12-21 19:10:12+00:00,Sat Dec 21 19:10:12 +0000 2019,,,,
+570,elonmusk,engineers_feed,I try so hard with these jokes!,1049,20701,259,1208464373225672704,https://twitter.com/elonmusk/status/1208464373225672704,44196397,2019-12-21 19:08:53+00:00,Sat Dec 21 19:08:53 +0000 2019,,,,
+571,elonmusk,,@SpaceForceDoD Starfleet begins,531,3919,331,1208245144702468096,https://twitter.com/elonmusk/status/1208245144702468096,44196397,2019-12-21 04:37:45+00:00,Sat Dec 21 04:37:45 +0000 2019,,@SpaceForceDoD,,
+572,elonmusk,Erdayastronaut,For sure! ,65,2837,78,1208154686148108288,https://twitter.com/elonmusk/status/1208154686148108288,44196397,2019-12-20 22:38:18+00:00,Fri Dec 20 22:38:18 +0000 2019,,,,
+573,elonmusk,NASA,Orbit is hard. Best wishes for landing & swift recovery to next mission.,593,11964,201,1208148748099940357,https://twitter.com/elonmusk/status/1208148748099940357,44196397,2019-12-20 22:14:42+00:00,Fri Dec 20 22:14:42 +0000 2019,,,,
+574,elonmusk,wonderofscience,Does it like the smiths?,226,4198,192,1208055334977196033,https://twitter.com/elonmusk/status/1208055334977196033,44196397,2019-12-20 16:03:31+00:00,Fri Dec 20 16:03:31 +0000 2019,,,,
+575,elonmusk,Sofiaan,"Needs a few more days of validation, then early access, then wide release",124,2551,133,1207916492265680897,https://twitter.com/elonmusk/status/1207916492265680897,44196397,2019-12-20 06:51:48+00:00,Fri Dec 20 06:51:48 +0000 2019,,,,
+576,elonmusk,,"Tesla holiday software update has FSD sneak preview, Stardew Valley, Lost Backgammon & a few other things",3224,66533,1910,1207865226604863488,https://twitter.com/elonmusk/status/1207865226604863488,44196397,2019-12-20 03:28:05+00:00,Fri Dec 20 03:28:05 +0000 2019,,,,
+577,elonmusk,,You don’t hear much about element 43,3314,75845,2950,1207582415515840512,https://twitter.com/elonmusk/status/1207582415515840512,44196397,2019-12-19 08:44:18+00:00,Thu Dec 19 08:44:18 +0000 2019,,,,
+578,elonmusk,oxfordteddy,"No, as that’s OG Mobileye hardware",38,754,33,1207581363328520192,https://twitter.com/elonmusk/status/1207581363328520192,44196397,2019-12-19 08:40:07+00:00,Thu Dec 19 08:40:07 +0000 2019,,,,
+579,elonmusk,KingRippleXRP,Cinnamon toast crunch,317,5234,187,1207580730127073281,https://twitter.com/elonmusk/status/1207580730127073281,44196397,2019-12-19 08:37:36+00:00,Thu Dec 19 08:37:36 +0000 2019,,,,
+580,elonmusk,teslainventory,"This is quite a thorny hardware problem, as there are many diff versions of mcu & autopilot computer & supporting hardware. Cars last so much longer than phones! Hopefully able to upgrade mcu1 & ap2.0 in a few months.",51,613,66,1207580289758683136,https://twitter.com/elonmusk/status/1207580289758683136,44196397,2019-12-19 08:35:51+00:00,Thu Dec 19 08:35:51 +0000 2019,,,,
+581,elonmusk,,This mode will show pic of moth & play the smiths,1095,39198,381,1207576449676431360,https://twitter.com/elonmusk/status/1207576449676431360,44196397,2019-12-19 08:20:35+00:00,Thu Dec 19 08:20:35 +0000 2019,,,,
+582,elonmusk,GaryTheBot2,Lämpe,105,5182,79,1207572680796454915,https://twitter.com/elonmusk/status/1207572680796454915,44196397,2019-12-19 08:05:37+00:00,Thu Dec 19 08:05:37 +0000 2019,,,,
+583,elonmusk,,Tesla Moth Mode (better late than never),21216,190633,1329,1207572562466738177,https://twitter.com/elonmusk/status/1207572562466738177,44196397,2019-12-19 08:05:09+00:00,Thu Dec 19 08:05:09 +0000 2019,,,,
+584,elonmusk,master_ov,"Yes, just costs a few thousand dollars & is more complex than a board swap. Bunch of connectors & antennas need to change. We can improve the speed a little with software optimization, which might be enough.",39,813,43,1207570485006995456,https://twitter.com/elonmusk/status/1207570485006995456,44196397,2019-12-19 07:56:53+00:00,Thu Dec 19 07:56:53 +0000 2019,,,,
+585,elonmusk,tesletter,I think we can improve that with a little software optimization,60,1409,89,1207421568613142528,https://twitter.com/elonmusk/status/1207421568613142528,44196397,2019-12-18 22:05:09+00:00,Wed Dec 18 22:05:09 +0000 2019,,,,
+586,elonmusk,coffeemaestro_,This is a great meme ,100,6140,72,1207419018044329985,https://twitter.com/elonmusk/status/1207419018044329985,44196397,2019-12-18 21:55:01+00:00,Wed Dec 18 21:55:01 +0000 2019,,,,
+587,elonmusk,teslaownersSV,MCU (infotainment computer) upgrade not recommended imo. Isn’t needed for full self-driving & cost is ~$2k for limited entertainment improvements.,81,2052,166,1207416732609990656,https://twitter.com/elonmusk/status/1207416732609990656,44196397,2019-12-18 21:45:56+00:00,Wed Dec 18 21:45:56 +0000 2019,,,,
+588,elonmusk,,"Never trust cynics, as they excuse their own bad deeds by telling themselves everyone does it",17855,136569,2093,1207415556619423744,https://twitter.com/elonmusk/status/1207415556619423744,44196397,2019-12-18 21:41:16+00:00,Wed Dec 18 21:41:16 +0000 2019,,,,
+589,elonmusk,acevedo_lex,"Yes, probably & partially",79,1944,124,1207131698468544512,https://twitter.com/elonmusk/status/1207131698468544512,44196397,2019-12-18 02:53:18+00:00,Wed Dec 18 02:53:18 +0000 2019,,,,
+590,elonmusk,AlexSibila,Some good ideas here!,71,1502,237,1207072889318465542,https://twitter.com/elonmusk/status/1207072889318465542,44196397,2019-12-17 22:59:37+00:00,Tue Dec 17 22:59:37 +0000 2019,,,,
+591,elonmusk,elonmusk,"Telemetry indicates soft touchdown on the water, so fairing might still be reusable",355,13090,397,1206767825781587969,https://twitter.com/elonmusk/status/1206767825781587969,44196397,2019-12-17 02:47:24+00:00,Tue Dec 17 02:47:24 +0000 2019,,,,
+592,elonmusk,SpaceX,Sigh …,506,16762,674,1206763848977436673,https://twitter.com/elonmusk/status/1206763848977436673,44196397,2019-12-17 02:31:36+00:00,Tue Dec 17 02:31:36 +0000 2019,,,,
+593,elonmusk,flcnhvy,"Possibly Excession, but I’d recommend reading Player of Games & Surface Detail first. They’re all great.",69,1296,117,1205807718969139200,https://twitter.com/elonmusk/status/1205807718969139200,44196397,2019-12-14 11:12:17+00:00,Sat Dec 14 11:12:17 +0000 2019,,,,
+594,elonmusk,Kristennetten,Yes,27,557,36,1205806734960234496,https://twitter.com/elonmusk/status/1205806734960234496,44196397,2019-12-14 11:08:23+00:00,Sat Dec 14 11:08:23 +0000 2019,,,,
+595,elonmusk,,,5119,97967,1008,1205682780178280448,https://twitter.com/elonmusk/status/1205682780178280448,44196397,2019-12-14 02:55:49+00:00,Sat Dec 14 02:55:49 +0000 2019,,,,
+596,elonmusk,,,64878,465052,4657,1205680930779590657,https://twitter.com/elonmusk/status/1205680930779590657,44196397,2019-12-14 02:48:29+00:00,Sat Dec 14 02:48:29 +0000 2019,,,,
+597,elonmusk,bluemoondance74,Raptor is making great progress! Just finished an engineering review with SpaceX Propulsion. Engine SN 17 is about to ship to McGregor with some holiday style ,694,6776,201,1205676667705757696,https://twitter.com/elonmusk/status/1205676667705757696,44196397,2019-12-14 02:31:32+00:00,Sat Dec 14 02:31:32 +0000 2019,,,,
+598,elonmusk,ThugsAndMiracle,Age of Napoleon is excellent,74,1203,87,1205622140852002816,https://twitter.com/elonmusk/status/1205622140852002816,44196397,2019-12-13 22:54:52+00:00,Fri Dec 13 22:54:52 +0000 2019,,,,
+599,elonmusk,elonmusk,This is how we will view fossil fuel cars,97,1905,91,1205594899988434944,https://twitter.com/elonmusk/status/1205594899988434944,44196397,2019-12-13 21:06:37+00:00,Fri Dec 13 21:06:37 +0000 2019,,,,
+600,elonmusk,skorusARK,Crossing S-curves standard for tech transitions,106,2630,57,1205594734808326144,https://twitter.com/elonmusk/status/1205594734808326144,44196397,2019-12-13 21:05:58+00:00,Fri Dec 13 21:05:58 +0000 2019,,,,
+601,elonmusk,nakamura193,Nice to meet you,409,16485,112,1205419631080439809,https://twitter.com/elonmusk/status/1205419631080439809,44196397,2019-12-13 09:30:10+00:00,Fri Dec 13 09:30:10 +0000 2019,,,,
+602,elonmusk,,Baby Yoda ,135456,772152,5093,1205415857897164800,https://twitter.com/elonmusk/status/1205415857897164800,44196397,2019-12-13 09:15:10+00:00,Fri Dec 13 09:15:10 +0000 2019,,,,
+603,elonmusk,flcnhvy,We are literally a brain in a vat. The vat is your skull. Everything you think is real is an electrical signal. Feels so real though.,884,8359,917,1205232388978003968,https://twitter.com/elonmusk/status/1205232388978003968,44196397,2019-12-12 21:06:08+00:00,Thu Dec 12 21:06:08 +0000 2019,,,,
+604,elonmusk,,"Games only render what you look at when you look at it, as the compute load would otherwise be impossibly high. Until observed, objects are a probability function, aka quantum mechanics. https://en.m.wikipedia.org/wiki/Schr&#xF6;dinger%27s_cat",4843,58622,1941,1205230908837523456,https://twitter.com/elonmusk/status/1205230908837523456,44196397,2019-12-12 21:00:15+00:00,Thu Dec 12 21:00:15 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Schrödinger%27s_cat
+605,elonmusk,Blaine30c,Blame Minecraft,110,1865,51,1205227393385807872,https://twitter.com/elonmusk/status/1205227393385807872,44196397,2019-12-12 20:46:17+00:00,Thu Dec 12 20:46:17 +0000 2019,,,,
+606,elonmusk,,smol ∩ puppy ∩ math,22943,190594,1389,1205212598876037120,https://twitter.com/elonmusk/status/1205212598876037120,44196397,2019-12-12 19:47:29+00:00,Thu Dec 12 19:47:29 +0000 2019,,,,
+607,elonmusk,PPathole,Plausible,118,6407,60,1205207220322881536,https://twitter.com/elonmusk/status/1205207220322881536,44196397,2019-12-12 19:26:07+00:00,Thu Dec 12 19:26:07 +0000 2019,,,,
+608,elonmusk,,Meant to say “is render speed”. Frame rate is locked.,615,25469,550,1205194527335563264,https://twitter.com/elonmusk/status/1205194527335563264,44196397,2019-12-12 18:35:41+00:00,Thu Dec 12 18:35:41 +0000 2019,,,,
+609,elonmusk,SamTalksTesla,,113,1619,50,1205050955927932928,https://twitter.com/elonmusk/status/1205050955927932928,44196397,2019-12-12 09:05:11+00:00,Thu Dec 12 09:05:11 +0000 2019,,,,
+610,elonmusk,SamTalksTesla,There are 2 type of people: those who understand binary & those who don’t. And those who weren’t expecting a ternary joke.,118,2127,108,1205047789614292993,https://twitter.com/elonmusk/status/1205047789614292993,44196397,2019-12-12 08:52:36+00:00,Thu Dec 12 08:52:36 +0000 2019,,,,
+611,elonmusk,4thFromOurStar,Your DLC is $$$$,537,19417,88,1205040910213341184,https://twitter.com/elonmusk/status/1205040910213341184,44196397,2019-12-12 08:25:16+00:00,Thu Dec 12 08:25:16 +0000 2019,,,,
+612,elonmusk,,Way too many paywalls & spawn points,3030,62434,701,1205040213036158977,https://twitter.com/elonmusk/status/1205040213036158977,44196397,2019-12-12 08:22:30+00:00,Thu Dec 12 08:22:30 +0000 2019,,,,
+613,elonmusk,Braddock512,"Seriously, the NPC dialog tree should have more options",746,21805,118,1205034137981030400,https://twitter.com/elonmusk/status/1205034137981030400,44196397,2019-12-12 07:58:21+00:00,Thu Dec 12 07:58:21 +0000 2019,,,,
+614,elonmusk,,Just Read the Instructions,4313,86532,1251,1205033539055415296,https://twitter.com/elonmusk/status/1205033539055415296,44196397,2019-12-12 07:55:58+00:00,Thu Dec 12 07:55:58 +0000 2019,,,,
+615,elonmusk,TeslaTruckClub,Of course,191,7079,77,1205032184823742464,https://twitter.com/elonmusk/status/1205032184823742464,44196397,2019-12-12 07:50:35+00:00,Thu Dec 12 07:50:35 +0000 2019,,,,
+616,elonmusk,,"If life is a video game, the graphics are great, but the plot is confusing & the tutorial is way too long",184580,791786,11261,1205030950750412800,https://twitter.com/elonmusk/status/1205030950750412800,44196397,2019-12-12 07:45:41+00:00,Thu Dec 12 07:45:41 +0000 2019,,,,
+617,elonmusk,andrewMcarney,Sure,68,2117,98,1205029016761094150,https://twitter.com/elonmusk/status/1205029016761094150,44196397,2019-12-12 07:38:00+00:00,Thu Dec 12 07:38:00 +0000 2019,,,,
+618,elonmusk,,Root of energy to mass ratio is max render speed of the simulation,5074,79322,1928,1205027748894384128,https://twitter.com/elonmusk/status/1205027748894384128,44196397,2019-12-12 07:32:58+00:00,Thu Dec 12 07:32:58 +0000 2019,,,,
+619,elonmusk,,,6039,68929,821,1205025812526686208,https://twitter.com/elonmusk/status/1205025812526686208,44196397,2019-12-12 07:25:16+00:00,Thu Dec 12 07:25:16 +0000 2019,,,,
+620,elonmusk,,Math jokes have a small audience,2726,60472,1133,1205021870237470720,https://twitter.com/elonmusk/status/1205021870237470720,44196397,2019-12-12 07:09:36+00:00,Thu Dec 12 07:09:36 +0000 2019,,,,
+621,elonmusk,,Kids these days have no respect!,10831,125799,2237,1205020862061002752,https://twitter.com/elonmusk/status/1205020862061002752,44196397,2019-12-12 07:05:36+00:00,Thu Dec 12 07:05:36 +0000 2019,,,,
+622,elonmusk,_mkavin_,That’s the one!,50,1549,52,1204697041068163073,https://twitter.com/elonmusk/status/1204697041068163073,44196397,2019-12-11 09:38:51+00:00,Wed Dec 11 09:38:51 +0000 2019,,,,
+623,elonmusk,Jason,It really does,82,3769,63,1204546448827785216,https://twitter.com/elonmusk/status/1204546448827785216,44196397,2019-12-10 23:40:27+00:00,Tue Dec 10 23:40:27 +0000 2019,,,,
+624,elonmusk,RenataKonkoly,"They smashed the window to steal the radio, which was worth maybe $20. Got a replacement from junkyard. Btw, great deals available from junkyards! It’s pretty fun fixing/upgrading cars.",326,11618,289,1204517512102084609,https://twitter.com/elonmusk/status/1204517512102084609,44196397,2019-12-10 21:45:28+00:00,Tue Dec 10 21:45:28 +0000 2019,,,,
+625,elonmusk,v_g_fischer,"Yeah, 1978 320i that I bought in ‘93 for $1400. I hotrodded it by jamming in a 5 speed transmission from a later model I found in a Philly junkyard when the 4 speed transmission failed.",152,4130,96,1204516256637784065,https://twitter.com/elonmusk/status/1204516256637784065,44196397,2019-12-10 21:40:29+00:00,Tue Dec 10 21:40:29 +0000 2019,,,,
+626,elonmusk,mayemusk,"Couldn’t afford to pay for repairs, so I fixed almost everything on that car from parts in the junkyard. Ironically, that’s me replacing broken side window glass. The circle is complete lol.",2985,47948,530,1204514775285190656,https://twitter.com/elonmusk/status/1204514775285190656,44196397,2019-12-10 21:34:35+00:00,Tue Dec 10 21:34:35 +0000 2019,,,,
+627,elonmusk,justpaulinelol,Maybe on Starship? It’s def got the payload capacity …,275,7152,288,1204480384068542465,https://twitter.com/elonmusk/status/1204480384068542465,44196397,2019-12-10 19:17:56+00:00,Tue Dec 10 19:17:56 +0000 2019,,,,
+628,elonmusk,MemesOfMars,Just wish Russ Mitchell would improve the *quality* of his fiction. Is this too much to ask!?,98,1248,176,1204478990649458689,https://twitter.com/elonmusk/status/1204478990649458689,44196397,2019-12-10 19:12:24+00:00,Tue Dec 10 19:12:24 +0000 2019,,,,
+629,elonmusk,NCBirbhan,"Yeah, it’s one of my favorite T-shirts!",280,13871,202,1204147343278215169,https://twitter.com/elonmusk/status/1204147343278215169,44196397,2019-12-09 21:14:33+00:00,Mon Dec 09 21:14:33 +0000 2019,,,,
+630,elonmusk,teslaownersSV,"We’ll aim to have it come out same time as truck. Two seater electric ATV designed to work with Cybertruck will be fun! Electric dirt bikes would be cool too. We won’t do road bikes, as too dangerous. I was hit by a truck & almost died on one when I was 17.",661,12450,777,1203464422674485248,https://twitter.com/elonmusk/status/1203464422674485248,44196397,2019-12-08 00:00:52+00:00,Sun Dec 08 00:00:52 +0000 2019,,,,
+631,elonmusk,Kristennetten,Your Twitter comments are great btw!,112,3271,160,1203463596346208257,https://twitter.com/elonmusk/status/1203463596346208257,44196397,2019-12-07 23:57:35+00:00,Sat Dec 07 23:57:35 +0000 2019,,,,
+632,elonmusk,,Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you! ,5559,161012,4399,1203463366968135680,https://twitter.com/elonmusk/status/1203463366968135680,44196397,2019-12-07 23:56:40+00:00,Sat Dec 07 23:56:40 +0000 2019,,,,
+633,elonmusk,Kristennetten,"This may sound crazy, but asking real people what they’d like in a product is a great way to meet their needs",634,9310,468,1203462917896597505,https://twitter.com/elonmusk/status/1203462917896597505,44196397,2019-12-07 23:54:53+00:00,Sat Dec 07 23:54:53 +0000 2019,,,,
+634,elonmusk,Real_John_D,There will be no loss of either,65,1576,59,1203460181549449216,https://twitter.com/elonmusk/status/1203460181549449216,44196397,2019-12-07 23:44:01+00:00,Sat Dec 07 23:44:01 +0000 2019,,,,
+635,elonmusk,flcnhvy,"That will require a full redesign, but probably ~73 inches or ~185 cm width",86,1466,103,1203452693005496320,https://twitter.com/elonmusk/status/1203452693005496320,44196397,2019-12-07 23:14:15+00:00,Sat Dec 07 23:14:15 +0000 2019,,,,
+636,elonmusk,Everman,"True, more for parking at destination. Really needs to fit in same external envelope as a full-size SUV, but with better height control with air suspension, so it can fit in low clearance parking garages.",88,2130,121,1203451690822725633,https://twitter.com/elonmusk/status/1203451690822725633,44196397,2019-12-07 23:10:16+00:00,Sat Dec 07 23:10:16 +0000 2019,,,,
+637,elonmusk,Teslarati,We can prob reduce width by an inch & maybe reduce length by 6+ inches without losing on utility or esthetics. Min height is below 75 inches when air suspension set to low. Will post exact number soon.,299,5296,541,1203449814563708929,https://twitter.com/elonmusk/status/1203449814563708929,44196397,2019-12-07 23:02:49+00:00,Sat Dec 07 23:02:49 +0000 2019,,,,
+638,elonmusk,,Speed solves everything,31122,246113,3516,1203408837820047360,https://twitter.com/elonmusk/status/1203408837820047360,44196397,2019-12-07 20:19:59+00:00,Sat Dec 07 20:19:59 +0000 2019,,,,
+639,elonmusk,JoeWBowles,"He’s def wrong. Solar power is a Gigawatt per square km! All you need is a 100 by 100 mile patch in a deserted corner of Arizona, Texas or Utah (or anywhere) to more than power the entire USA. This analysis goes through calcs https://blogs.ucl.ac.uk/energy/2015/05/21/fact-checking-elon-musks-blue-square-how-much-solar-to-power-the-us/",677,4729,453,1203178955211194368,https://twitter.com/elonmusk/status/1203178955211194368,44196397,2019-12-07 05:06:31+00:00,Sat Dec 07 05:06:31 +0000 2019,,,,https://blogs.ucl.ac.uk/energy/2015/05/21/fact-checking-elon-musks-blue-square-how-much-solar-to-power-the-us/
+640,elonmusk,Tesla,"Super strong roof that generates clean energy, looks great & costs less than a normal roof plus solar panels! http://Tesla.com/solarglass",4035,48248,1699,1203173838378323973,https://twitter.com/elonmusk/status/1203173838378323973,44196397,2019-12-07 04:46:11+00:00,Sat Dec 07 04:46:11 +0000 2019,,,,"http://Tesla.com/solarglass,https://twitter.com/Tesla/status/1203082344602591232"
+641,elonmusk,vincent13031925,Huge admiration & respect for the Tesla China team. Their talent & drive is amazing!,239,5048,166,1203115312016547840,https://twitter.com/elonmusk/status/1203115312016547840,44196397,2019-12-07 00:53:37+00:00,Sat Dec 07 00:53:37 +0000 2019,,,,
+642,elonmusk,vicentes,For sure,96,5930,80,1203114454881189888,https://twitter.com/elonmusk/status/1203114454881189888,44196397,2019-12-07 00:50:13+00:00,Sat Dec 07 00:50:13 +0000 2019,,,,
+643,elonmusk,neiltyson,"If we create a city on Mars, Earth-Mars travel will be a powerful forcing function for inventing something like warp drive",4206,74929,1785,1203113955813511169,https://twitter.com/elonmusk/status/1203113955813511169,44196397,2019-12-07 00:48:14+00:00,Sat Dec 07 00:48:14 +0000 2019,,,,
+644,elonmusk,SpaceX,Launching third flight of this Dragon spacecraft to @Space_Station tomorrow,2271,34417,738,1202056276353544192,https://twitter.com/elonmusk/status/1202056276353544192,44196397,2019-12-04 02:45:24+00:00,Wed Dec 04 02:45:24 +0000 2019,,@Space_Station,,https://twitter.com/SpaceX/status/1199463905258590208
+645,elonmusk,Ragnvaldr1,Yes,67,1722,102,1201950417145327616,https://twitter.com/elonmusk/status/1201950417145327616,44196397,2019-12-03 19:44:45+00:00,Tue Dec 03 19:44:45 +0000 2019,,,,
+646,elonmusk,mrzakes,"After a while, hydrogen became sentient",97,2523,111,1201947321807716352,https://twitter.com/elonmusk/status/1201947321807716352,44196397,2019-12-03 19:32:27+00:00,Tue Dec 03 19:32:27 +0000 2019,,,,
+647,elonmusk,TonyTassell,"Bravo, right thing to do! Short selling should be illegal.",237,3147,369,1201781489639161856,https://twitter.com/elonmusk/status/1201781489639161856,44196397,2019-12-03 08:33:29+00:00,Tue Dec 03 08:33:29 +0000 2019,,,,
+648,elonmusk,willne, ,218,13764,118,1201759191821516802,https://twitter.com/elonmusk/status/1201759191821516802,44196397,2019-12-03 07:04:53+00:00,Tue Dec 03 07:04:53 +0000 2019,,,,
+649,elonmusk,,"People often think they’re breathing oxygen, but are actually breathing nitrogen (78%) with a side serving of oxygen (21%) in argon sauce (1%), spiced up with CO2, H2O & a dash of neon & krypton (etc.)",44593,344471,7999,1201641730350600192,https://twitter.com/elonmusk/status/1201641730350600192,44196397,2019-12-02 23:18:08+00:00,Mon Dec 02 23:18:08 +0000 2019,,,,
+650,elonmusk,,"Hydrogen is a light, odorless gas, which, given enough time, turns into people who will make this statement",13449,182960,2972,1201603251134709761,https://twitter.com/elonmusk/status/1201603251134709761,44196397,2019-12-02 20:45:14+00:00,Mon Dec 02 20:45:14 +0000 2019,,,,
+651,elonmusk,elonmusk,Still can’t believe how hard it was to get http://Tesla.com!,113,1531,91,1201259545911128065,https://twitter.com/elonmusk/status/1201259545911128065,44196397,2019-12-01 21:59:28+00:00,Sun Dec 01 21:59:28 +0000 2019,,,,http://Tesla.com
+652,elonmusk,HarryStoltz1,We sent the nicest person in the company to sit on his doorstep until he at least talked to us & then he said yes,186,4748,147,1201244930561019904,https://twitter.com/elonmusk/status/1201244930561019904,44196397,2019-12-01 21:01:24+00:00,Sun Dec 01 21:01:24 +0000 2019,,,,
+653,elonmusk,royalsociety,"Tesla was almost called Faraday, as original holder of Tesla Motors trademark refused to sell it to us!",205,3091,144,1201244266443366400,https://twitter.com/elonmusk/status/1201244266443366400,44196397,2019-12-01 20:58:45+00:00,Sun Dec 01 20:58:45 +0000 2019,,,,
+654,elonmusk,,It’s artificial,2674,119892,3538,1201064688986910721,https://twitter.com/elonmusk/status/1201064688986910721,44196397,2019-12-01 09:05:11+00:00,Sun Dec 01 09:05:11 +0000 2019,,,,
+655,elonmusk,,Do you like our owl?,22744,422372,13960,1201060433156665344,https://twitter.com/elonmusk/status/1201060433156665344,44196397,2019-12-01 08:48:16+00:00,Sun Dec 01 08:48:16 +0000 2019,,,,
+656,elonmusk,Erdayastronaut,"Overall shape is good for low drag coefficient. Matters a lot exactly how you trip airflow at edges & guide air around wheels, like an invisible sculpture.",149,3284,112,1201027408221966337,https://twitter.com/elonmusk/status/1201027408221966337,44196397,2019-12-01 06:37:02+00:00,Sun Dec 01 06:37:02 +0000 2019,,,,
+657,elonmusk,TeslaForLife,Laminar air flow due to a completely smooth bottom is underappreciated,375,10547,224,1201020290853044224,https://twitter.com/elonmusk/status/1201020290853044224,44196397,2019-12-01 06:08:45+00:00,Sun Dec 01 06:08:45 +0000 2019,,,,
+658,elonmusk,Real_John_D,That’s why Cybertruck has active suspension height & damping control,225,4162,147,1201006874599911424,https://twitter.com/elonmusk/status/1201006874599911424,44196397,2019-12-01 05:15:27+00:00,Sun Dec 01 05:15:27 +0000 2019,,,,
+659,elonmusk,indiealexh,"Safety work is done by engineering, with passive safety by body/chassis eng & active by Autopilot. Design in automotive refers to look & feel.",112,1623,53,1201005212812468232,https://twitter.com/elonmusk/status/1201005212812468232,44196397,2019-12-01 05:08:50+00:00,Sun Dec 01 05:08:50 +0000 2019,,,,
+660,elonmusk,sivarajkumar237,They are dead to me,89,2112,71,1201003028699996162,https://twitter.com/elonmusk/status/1201003028699996162,44196397,2019-12-01 05:00:10+00:00,Sun Dec 01 05:00:10 +0000 2019,,,,
+661,elonmusk,ZackBornstein,It’s a generational thing,62,1343,56,1201002154976133126,https://twitter.com/elonmusk/status/1201002154976133126,44196397,2019-12-01 04:56:41+00:00,Sun Dec 01 04:56:41 +0000 2019,,,,
+662,elonmusk,IntEngineering,"With extreme effort, Cybertruck might hit a 0.30 drag coefficient, which would be insane for a truck. Requires tweaking many small details. https://en.m.wikipedia.org/wiki/Automobile_drag_coefficient",357,4093,230,1200976907417702400,https://twitter.com/elonmusk/status/1200976907417702400,44196397,2019-12-01 03:16:22+00:00,Sun Dec 01 03:16:22 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Automobile_drag_coefficient
+663,elonmusk,hardmaru,Touché,383,13247,186,1200326465104990209,https://twitter.com/elonmusk/status/1200326465104990209,44196397,2019-11-29 08:11:44+00:00,Fri Nov 29 08:11:44 +0000 2019,,,,
+664,elonmusk,ruttenpete,Just because he has a flamethrower and I have a flamethrower doesn’t mean … um … ok fine I’m Hank Scorpio,582,9701,207,1199792644240506880,https://twitter.com/elonmusk/status/1199792644240506880,44196397,2019-11-27 20:50:32+00:00,Wed Nov 27 20:50:32 +0000 2019,,,,
+665,elonmusk,,This one is deep. Happy Thanksgiving!,30836,285160,2628,1199723451008704513,https://twitter.com/elonmusk/status/1199723451008704513,44196397,2019-11-27 16:15:35+00:00,Wed Nov 27 16:15:35 +0000 2019,,,,
+666,elonmusk,TheWalkingDead,The finest in apocalypse protection technology! Flamethrower optional.,677,13393,342,1199720951899811841,https://twitter.com/elonmusk/status/1199720951899811841,44196397,2019-11-27 16:05:39+00:00,Wed Nov 27 16:05:39 +0000 2019,,,,
+667,elonmusk,RenataKonkoly, ,743,29896,180,1199718926218776576,https://twitter.com/elonmusk/status/1199718926218776576,44196397,2019-11-27 15:57:36+00:00,Wed Nov 27 15:57:36 +0000 2019,,,,
+668,elonmusk,elonmusk,Def not dainty,52,1447,74,1199717861381439488,https://twitter.com/elonmusk/status/1199717861381439488,44196397,2019-11-27 15:53:22+00:00,Wed Nov 27 15:53:22 +0000 2019,,,,
+669,elonmusk,jpthorbjornsen,"Yes, Cybertruck will have steel balls ",186,3367,186,1199569673832009728,https://twitter.com/elonmusk/status/1199569673832009728,44196397,2019-11-27 06:04:31+00:00,Wed Nov 27 06:04:31 +0000 2019,,,,
+670,elonmusk,,250k,4862,137569,3162,1199526897887195136,https://twitter.com/elonmusk/status/1199526897887195136,44196397,2019-11-27 03:14:33+00:00,Wed Nov 27 03:14:33 +0000 2019,,,,
+671,elonmusk,Nnedi,We’d be happy to help,91,2475,95,1199240674484162560,https://twitter.com/elonmusk/status/1199240674484162560,44196397,2019-11-26 08:17:12+00:00,Tue Nov 26 08:17:12 +0000 2019,,,,
+672,elonmusk,kimpaquette,"Sure, will aim to do this next week",277,7385,265,1199158300257865729,https://twitter.com/elonmusk/status/1199158300257865729,44196397,2019-11-26 02:49:52+00:00,Tue Nov 26 02:49:52 +0000 2019,,,,
+673,elonmusk,neiltyson,"Agreed, this will be exciting to see!",480,19216,404,1199157485082312704,https://twitter.com/elonmusk/status/1199157485082312704,44196397,2019-11-26 02:46:38+00:00,Tue Nov 26 02:46:38 +0000 2019,,,,
+674,elonmusk,neiltyson,"Electric motors also have insane torque. If we load both trucks to the max, electric still wins. Physics is the law, everything else is a recommendation.",1990,35739,889,1199093936070905856,https://twitter.com/elonmusk/status/1199093936070905856,44196397,2019-11-25 22:34:07+00:00,Mon Nov 25 22:34:07 +0000 2019,,,,
+675,elonmusk,sundeep,Bring it on,5741,96049,2195,1199090292177006592,https://twitter.com/elonmusk/status/1199090292177006592,44196397,2019-11-25 22:19:38+00:00,Mon Nov 25 22:19:38 +0000 2019,,,,https://twitter.com/sundeep/status/1198988235252199424
+676,elonmusk,Halo,Cybertruck is inspired by games like Halo. Warthog irl!!,2042,17658,412,1199069792251994112,https://twitter.com/elonmusk/status/1199069792251994112,44196397,2019-11-25 20:58:10+00:00,Mon Nov 25 20:58:10 +0000 2019,,,,
+677,elonmusk,,200k,10495,280319,6391,1198788116372344832,https://twitter.com/elonmusk/status/1198788116372344832,44196397,2019-11-25 02:18:54+00:00,Mon Nov 25 02:18:54 +0000 2019,,,,
+678,elonmusk,RodAdib1,"Yup. Sledgehammer impact on door cracked base of glass, which is why steel ball didn’t bounce off. Should have done steel ball on window, *then* sledgehammer the door. Next time …",916,10997,729,1198772995021406209,https://twitter.com/elonmusk/status/1198772995021406209,44196397,2019-11-25 01:18:48+00:00,Mon Nov 25 01:18:48 +0000 2019,,,,
+679,elonmusk,,Cybertruck pulls F-150 uphill,116793,670614,16494,1198751258384818176,https://twitter.com/elonmusk/status/1198751258384818176,44196397,2019-11-24 23:52:26+00:00,Sun Nov 24 23:52:26 +0000 2019,,,,
+680,elonmusk,greenspank,"Higher hardness, higher strength & doesn’t cost crazy money for ~3mm skins",120,4086,108,1198748316080594947,https://twitter.com/elonmusk/status/1198748316080594947,44196397,2019-11-24 23:40:44+00:00,Sun Nov 24 23:40:44 +0000 2019,,,,
+681,elonmusk,TeslaOwnersofMA,"In general, this is something Tesla should do",40,1360,42,1198747350069460992,https://twitter.com/elonmusk/status/1198747350069460992,44196397,2019-11-24 23:36:54+00:00,Sun Nov 24 23:36:54 +0000 2019,,,,
+682,elonmusk,Sofiaan,We should def make it good to hang out there,51,1428,65,1198746930970386433,https://twitter.com/elonmusk/status/1198746930970386433,44196397,2019-11-24 23:35:14+00:00,Sun Nov 24 23:35:14 +0000 2019,,,,
+683,elonmusk,,"Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected technology announcements next year",8144,159615,4015,1198723473708699648,https://twitter.com/elonmusk/status/1198723473708699648,44196397,2019-11-24 22:02:01+00:00,Sun Nov 24 22:02:01 +0000 2019,,,,
+684,elonmusk,thomasbroadfoot,"Good question. It’s a new variant of 300 series stainless steel, but it also gets cold-worked many times, depending on kilotonnage of press.",128,4100,86,1198716053779402752,https://twitter.com/elonmusk/status/1198716053779402752,44196397,2019-11-24 21:32:32+00:00,Sun Nov 24 21:32:32 +0000 2019,,,,
+685,elonmusk,JohnnaCrider1,Can be wrapped in any color!,87,2095,117,1198714577141129217,https://twitter.com/elonmusk/status/1198714577141129217,44196397,2019-11-24 21:26:40+00:00,Sun Nov 24 21:26:40 +0000 2019,,,,
+686,elonmusk,EV_Stevee,The body panels will actually be laser cut!,70,1032,79,1198711981819060225,https://twitter.com/elonmusk/status/1198711981819060225,44196397,2019-11-24 21:16:22+00:00,Sun Nov 24 21:16:22 +0000 2019,,,,
+687,elonmusk,S_Padival,"Long term, it probably makes sense to build a smaller Cybertruck too",238,4449,236,1198711241520242688,https://twitter.com/elonmusk/status/1198711241520242688,44196397,2019-11-24 21:13:25+00:00,Sun Nov 24 21:13:25 +0000 2019,,,,
+688,elonmusk,vistacruiser7,Interesting idea,78,2698,100,1198710631186063360,https://twitter.com/elonmusk/status/1198710631186063360,44196397,2019-11-24 21:11:00+00:00,Sun Nov 24 21:11:00 +0000 2019,,,,
+689,elonmusk,evanthefreeman,True,44,1997,32,1198710455889317889,https://twitter.com/elonmusk/status/1198710455889317889,44196397,2019-11-24 21:10:18+00:00,Sun Nov 24 21:10:18 +0000 2019,,,,
+690,elonmusk,RenataKonkoly, ,71,5421,32,1198710253178638336,https://twitter.com/elonmusk/status/1198710253178638336,44196397,2019-11-24 21:09:29+00:00,Sun Nov 24 21:09:29 +0000 2019,,,,
+691,elonmusk,Erdayastronaut,Really? Ok sure.,382,13178,255,1198709720212594688,https://twitter.com/elonmusk/status/1198709720212594688,44196397,2019-11-24 21:07:22+00:00,Sun Nov 24 21:07:22 +0000 2019,,,,
+692,elonmusk,elonmusk,Hardcore body engineers will understand this at a profound level,66,1412,51,1198709395569303552,https://twitter.com/elonmusk/status/1198709395569303552,44196397,2019-11-24 21:06:05+00:00,Sun Nov 24 21:06:05 +0000 2019,,,,
+693,elonmusk,vicentes,"Haha true! New manufacturing methods are certainly needed, but then I’m confident it will actually cost less, because of its simplicity & lower part count.",106,2286,74,1198708228474884096,https://twitter.com/elonmusk/status/1198708228474884096,44196397,2019-11-24 21:01:27+00:00,Sun Nov 24 21:01:27 +0000 2019,,,,
+694,elonmusk,, Study the Blade!! ,17427,134896,1638,1198705790472740864,https://twitter.com/elonmusk/status/1198705790472740864,44196397,2019-11-24 20:51:45+00:00,Sun Nov 24 20:51:45 +0000 2019,,,,
+695,elonmusk,annerajb,"We’re creating this alloy at Tesla. Not a problem to create a lot of it, but we’ll need to come up with new body manufacturing methods, as it can’t be made using standard methods.",128,2636,147,1198704127439560705,https://twitter.com/elonmusk/status/1198704127439560705,44196397,2019-11-24 20:45:09+00:00,Sun Nov 24 20:45:09 +0000 2019,,,,
+696,elonmusk,flcnhvy,"Starship steel decision came first. We were going to use titanium skins for Cybertruck, but cold-rolled 30X stainless is much stronger.",238,7447,143,1198702136231526401,https://twitter.com/elonmusk/status/1198702136231526401,44196397,2019-11-24 20:37:14+00:00,Sun Nov 24 20:37:14 +0000 2019,,,,
+697,elonmusk,,"Even bending it requires a deep score on inside of bend, which is how the prototype was made",1114,37894,732,1198701215376216064,https://twitter.com/elonmusk/status/1198701215376216064,44196397,2019-11-24 20:33:35+00:00,Sun Nov 24 20:33:35 +0000 2019,,,,
+698,elonmusk,,"Reason Cybertruck is so planar is that you can’t stamp ultra-hard 30X steel, because it breaks the stamping press",8205,117217,3233,1198700591465156608,https://twitter.com/elonmusk/status/1198700591465156608,44196397,2019-11-24 20:31:06+00:00,Sun Nov 24 20:31:06 +0000 2019,,,,
+699,elonmusk,MKBHD,Excellent review by Marques!,7475,165089,1322,1198699005280022528,https://twitter.com/elonmusk/status/1198699005280022528,44196397,2019-11-24 20:24:48+00:00,Sun Nov 24 20:24:48 +0000 2019,,,,https://twitter.com/MKBHD/status/1198392667287240705
+700,elonmusk,,187k,2941,77495,1787,1198693994194014208,https://twitter.com/elonmusk/status/1198693994194014208,44196397,2019-11-24 20:04:53+00:00,Sun Nov 24 20:04:53 +0000 2019,,,,
+701,elonmusk,somepitch,Yes,105,5180,206,1198347877237420032,https://twitter.com/elonmusk/status/1198347877237420032,44196397,2019-11-23 21:09:32+00:00,Sat Nov 23 21:09:32 +0000 2019,,,,
+702,elonmusk,Revitalize,Haha v true,359,13532,124,1198347607313022977,https://twitter.com/elonmusk/status/1198347607313022977,44196397,2019-11-23 21:08:28+00:00,Sat Nov 23 21:08:28 +0000 2019,,,,
+703,elonmusk,,With no advertising & no paid endorsement,6487,152007,2819,1198347240785338368,https://twitter.com/elonmusk/status/1198347240785338368,44196397,2019-11-23 21:07:01+00:00,Sat Nov 23 21:07:01 +0000 2019,,,,
+704,elonmusk,,"146k Cybertruck orders so far, with 42% choosing dual, 41% tri & 17% single motor",24714,303872,7734,1198344195317985280,https://twitter.com/elonmusk/status/1198344195317985280,44196397,2019-11-23 20:54:54+00:00,Sat Nov 23 20:54:54 +0000 2019,,,,
+705,elonmusk,cleantechnica,Great analysis,113,3232,107,1198342833867870208,https://twitter.com/elonmusk/status/1198342833867870208,44196397,2019-11-23 20:49:30+00:00,Sat Nov 23 20:49:30 +0000 2019,,,,
+706,elonmusk,GenerationPls,That would be cool,47,1944,108,1198148310378278912,https://twitter.com/elonmusk/status/1198148310378278912,44196397,2019-11-23 07:56:32+00:00,Sat Nov 23 07:56:32 +0000 2019,,,,
+707,elonmusk,,Gonna have some sick attachments,1971,74242,389,1198142834294919168,https://twitter.com/elonmusk/status/1198142834294919168,44196397,2019-11-23 07:34:46+00:00,Sat Nov 23 07:34:46 +0000 2019,,,,
+708,elonmusk,cleantechnica, ,96,3255,127,1198138060048752640,https://twitter.com/elonmusk/status/1198138060048752640,44196397,2019-11-23 07:15:48+00:00,Sat Nov 23 07:15:48 +0000 2019,,,,
+709,elonmusk,carkgirl,Armored Personnel Carrier (APC),619,22714,250,1198107984271794177,https://twitter.com/elonmusk/status/1198107984271794177,44196397,2019-11-23 05:16:17+00:00,Sat Nov 23 05:16:17 +0000 2019,,,,
+710,elonmusk,Teslarati,Riding in the Cybertruck,1661,31545,879,1198094738739486720,https://twitter.com/elonmusk/status/1198094738739486720,44196397,2019-11-23 04:23:39+00:00,Sat Nov 23 04:23:39 +0000 2019,,,,https://twitter.com/Teslarati/status/1197779337681854464
+711,elonmusk,SuperSaf,Sure,363,12272,325,1198093416359325697,https://twitter.com/elonmusk/status/1198093416359325697,44196397,2019-11-23 04:18:24+00:00,Sat Nov 23 04:18:24 +0000 2019,,,,
+712,elonmusk,,Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvements to make before production haha.,38694,328580,8478,1198090787520598016,https://twitter.com/elonmusk/status/1198090787520598016,44196397,2019-11-23 04:07:57+00:00,Sat Nov 23 04:07:57 +0000 2019,,,,
+713,elonmusk,, Syd Mead ,5106,82572,1721,1198088393676058625,https://twitter.com/elonmusk/status/1198088393676058625,44196397,2019-11-23 03:58:27+00:00,Sat Nov 23 03:58:27 +0000 2019,,,,https://www.businessinsider.com/blade-runners-syd-mead-says-cybertruck-exceeds-expectations-2019-11
+714,elonmusk,reecethesaxman,We threw same steel ball at same window several times right before event & didn’t even scratch the glass!,802,15015,1299,1197987290317914112,https://twitter.com/elonmusk/status/1197987290317914112,44196397,2019-11-22 21:16:42+00:00,Fri Nov 22 21:16:42 +0000 2019,,,,
+715,elonmusk,,"Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at",17197,159333,11615,1197986509950861312,https://twitter.com/elonmusk/status/1197986509950861312,44196397,2019-11-22 21:13:36+00:00,Fri Nov 22 21:13:36 +0000 2019,,,,https://www.tesla.com/cybertruck/design#battery
+716,elonmusk,mithunoorath,Yes,157,5811,275,1197895848950026240,https://twitter.com/elonmusk/status/1197895848950026240,44196397,2019-11-22 15:13:20+00:00,Fri Nov 22 15:13:20 +0000 2019,,,,
+717,elonmusk,JRussell614,"Will be an option to add solar power that generates 15 miles per day, possibly more. Would love this to be self-powered. Adding fold out solar wings would generate 30 to 40 miles per day. Avg miles per day in US is 30.",927,13949,401,1197889310550216704,https://twitter.com/elonmusk/status/1197889310550216704,44196397,2019-11-22 14:47:21+00:00,Fri Nov 22 14:47:21 +0000 2019,,,,
+718,elonmusk,MoeSargi,Tesla 2 person electric ATV will come at first as an option for Cybertruck,332,4038,198,1197886803799232512,https://twitter.com/elonmusk/status/1197886803799232512,44196397,2019-11-22 14:37:24+00:00,Fri Nov 22 14:37:24 +0000 2019,,,,
+719,elonmusk,CyberpunkGame,See ya in 2077 ,1010,35672,188,1197807605906673669,https://twitter.com/elonmusk/status/1197807605906673669,44196397,2019-11-22 09:22:42+00:00,Fri Nov 22 09:22:42 +0000 2019,,,,
+720,elonmusk,,Nobody *expects* the Cybertruck,48265,438698,14548,1197768038415659008,https://twitter.com/elonmusk/status/1197768038415659008,44196397,2019-11-22 06:45:28+00:00,Fri Nov 22 06:45:28 +0000 2019,,,,
+721,elonmusk,Qrypton,Yup,199,6763,254,1197756132002975744,https://twitter.com/elonmusk/status/1197756132002975744,44196397,2019-11-22 05:58:09+00:00,Fri Nov 22 05:58:09 +0000 2019,,,,
+722,elonmusk,tesla_addicted,Haha,41,1838,48,1197714124852977664,https://twitter.com/elonmusk/status/1197714124852977664,44196397,2019-11-22 03:11:14+00:00,Fri Nov 22 03:11:14 +0000 2019,,,,
+723,elonmusk,DMC_Ryan,High time we had a Tesla coil!,78,1915,77,1197712829177987072,https://twitter.com/elonmusk/status/1197712829177987072,44196397,2019-11-22 03:06:05+00:00,Fri Nov 22 03:06:05 +0000 2019,,,,
+724,elonmusk,,Cybertruck design influenced partly by The Spy Who Loved Me,1721,20227,1228,1197638937109336066,https://twitter.com/elonmusk/status/1197638937109336066,44196397,2019-11-21 22:12:28+00:00,Thu Nov 21 22:12:28 +0000 2019,,,,https://m.youtube.com/watch?v=yeBqf6bYZak
+725,elonmusk,ElenMatvievska,Coming soon! We’re working to complete the full Supercharger route from London to Shanghai.,145,2295,110,1197637653903970304,https://twitter.com/elonmusk/status/1197637653903970304,44196397,2019-11-21 22:07:22+00:00,Thu Nov 21 22:07:22 +0000 2019,,,,
+726,elonmusk,,Tesla Cybertruck (pressurized edition) will be official truck of Mars,10818,126224,2439,1197627433970589696,https://twitter.com/elonmusk/status/1197627433970589696,44196397,2019-11-21 21:26:45+00:00,Thu Nov 21 21:26:45 +0000 2019,,,,
+727,elonmusk,ward069,Of course,59,2612,35,1197627240697061376,https://twitter.com/elonmusk/status/1197627240697061376,44196397,2019-11-21 21:25:59+00:00,Thu Nov 21 21:25:59 +0000 2019,,,,
+728,elonmusk,WillFealey,Fun party guaranteed!,66,1547,47,1197624614714630146,https://twitter.com/elonmusk/status/1197624614714630146,44196397,2019-11-21 21:15:33+00:00,Thu Nov 21 21:15:33 +0000 2019,,,,
+729,elonmusk,,Long journey,2101,45906,882,1197547462967230465,https://twitter.com/elonmusk/status/1197547462967230465,44196397,2019-11-21 16:08:59+00:00,Thu Nov 21 16:08:59 +0000 2019,,,,
+730,elonmusk,elonmusk,Tonight,4307,48281,1052,1197545979076993025,https://twitter.com/elonmusk/status/1197545979076993025,44196397,2019-11-21 16:03:05+00:00,Thu Nov 21 16:03:05 +0000 2019,,,,https://twitter.com/elonmusk/status/230487450882019328
+731,elonmusk,Erdayastronaut,"Absolutely, but to move to Mk3 design. This had some value as a manufacturing pathfinder, but flight design is quite different.",303,5090,295,1197271943180771329,https://twitter.com/elonmusk/status/1197271943180771329,44196397,2019-11-20 21:54:10+00:00,Wed Nov 20 21:54:10 +0000 2019,,,,
+732,elonmusk,MKBHD,Maybe won’t need a key at all,377,16373,391,1197259062745763840,https://twitter.com/elonmusk/status/1197259062745763840,44196397,2019-11-20 21:02:59+00:00,Wed Nov 20 21:02:59 +0000 2019,,,,
+733,elonmusk,TeslaTested,"So many reporters gave Chanos airtime when he called Tesla a worthless fraud. Now that he has been proven wrong, silence …",557,4901,371,1197235962171904000,https://twitter.com/elonmusk/status/1197235962171904000,44196397,2019-11-20 19:31:11+00:00,Wed Nov 20 19:31:11 +0000 2019,,,,
+734,elonmusk,lexfridman,Gravitas is overrated,115,2968,130,1196896624062038017,https://twitter.com/elonmusk/status/1196896624062038017,44196397,2019-11-19 21:02:47+00:00,Tue Nov 19 21:02:47 +0000 2019,,,,
+735,elonmusk,TeslaStarFleet,That would be cool,23,974,43,1196855388068384768,https://twitter.com/elonmusk/status/1196855388068384768,44196397,2019-11-19 18:18:55+00:00,Tue Nov 19 18:18:55 +0000 2019,,,,
+736,elonmusk,,"National Science Foundation, u should add a W to ur name. Would get way more clicks. Ur welcome.",4333,56825,1279,1196845054960099328,https://twitter.com/elonmusk/status/1196845054960099328,44196397,2019-11-19 17:37:52+00:00,Tue Nov 19 17:37:52 +0000 2019,,,,
+737,elonmusk,,http://x.com/x,2220,23127,3777,1196841223585030144,https://twitter.com/elonmusk/status/1196841223585030144,44196397,2019-11-19 17:22:38+00:00,Tue Nov 19 17:22:38 +0000 2019,,,,http://x.com/x
+738,elonmusk,,78% of people want to gentrify Mordor,5125,70429,1357,1196837974979145729,https://twitter.com/elonmusk/status/1196837974979145729,44196397,2019-11-19 17:09:44+00:00,Tue Nov 19 17:09:44 +0000 2019,,,,
+739,elonmusk,slashdot,The China space industry is very impressive,67,1481,93,1196687245983399936,https://twitter.com/elonmusk/status/1196687245983399936,44196397,2019-11-19 07:10:47+00:00,Tue Nov 19 07:10:47 +0000 2019,,,,
+740,elonmusk,mrclipsmaniac,Cephalopods have a strange intelligence,98,3388,159,1196685262253772800,https://twitter.com/elonmusk/status/1196685262253772800,44196397,2019-11-19 07:02:54+00:00,Tue Nov 19 07:02:54 +0000 2019,,,,
+741,elonmusk,justpaulinelol,It certainly does,26,1153,32,1196684167578181632,https://twitter.com/elonmusk/status/1196684167578181632,44196397,2019-11-19 06:58:33+00:00,Tue Nov 19 06:58:33 +0000 2019,,,,
+742,elonmusk,universal_sci,True,252,5392,130,1196679227153604610,https://twitter.com/elonmusk/status/1196679227153604610,44196397,2019-11-19 06:38:55+00:00,Tue Nov 19 06:38:55 +0000 2019,,,,
+743,elonmusk,teslaownersSV,Not sure. Maybe write or message carmakers who oppose the environmental initiative?,75,1847,122,1196501960305696768,https://twitter.com/elonmusk/status/1196501960305696768,44196397,2019-11-18 18:54:31+00:00,Mon Nov 18 18:54:31 +0000 2019,,,,
+744,elonmusk,Teslarati,"Even Toyota, who made the Prius. That is sad.",268,3763,185,1196500398267219968,https://twitter.com/elonmusk/status/1196500398267219968,44196397,2019-11-18 18:48:19+00:00,Mon Nov 18 18:48:19 +0000 2019,,,,
+745,elonmusk,Kristennetten,Guess I was obsessed with space from an early age. Fair point.,70,1680,106,1196498529876791297,https://twitter.com/elonmusk/status/1196498529876791297,44196397,2019-11-18 18:40:54+00:00,Mon Nov 18 18:40:54 +0000 2019,,,,
+746,elonmusk,farrxy,I’d be way too embarrassed to put that on a Tesla. It’s like a kid’s drawing.,49,1500,121,1196296059204407296,https://twitter.com/elonmusk/status/1196296059204407296,44196397,2019-11-18 05:16:21+00:00,Mon Nov 18 05:16:21 +0000 2019,,,,
+747,elonmusk,Ford,"Congratulations on the Mach E! Sustainable/electric cars are the future!! Excited to see this announcement from Ford, as it will encourage other carmakers to go electric too.",1442,13265,326,1196295253268946945,https://twitter.com/elonmusk/status/1196295253268946945,44196397,2019-11-18 05:13:09+00:00,Mon Nov 18 05:13:09 +0000 2019,,,,
+748,elonmusk,flcnhvy,Exactly! Well said.,77,2124,72,1195811614315823105,https://twitter.com/elonmusk/status/1195811614315823105,44196397,2019-11-16 21:11:20+00:00,Sat Nov 16 21:11:20 +0000 2019,,,,
+749,elonmusk,cleantechnica,Surprisingly common,102,2397,175,1195609716509904897,https://twitter.com/elonmusk/status/1195609716509904897,44196397,2019-11-16 07:49:04+00:00,Sat Nov 16 07:49:04 +0000 2019,,,,
+750,elonmusk,,Cybertruck unveil Thursday night,6105,60685,1992,1195504767818055680,https://twitter.com/elonmusk/status/1195504767818055680,44196397,2019-11-16 00:52:02+00:00,Sat Nov 16 00:52:02 +0000 2019,,,,
+751,elonmusk,Casey,Innovation comes in many ways,10534,144007,1297,1195416750961106944,https://twitter.com/elonmusk/status/1195416750961106944,44196397,2019-11-15 19:02:17+00:00,Fri Nov 15 19:02:17 +0000 2019,,,,https://twitter.com/Casey/status/1195397575089647616
+752,elonmusk,elonmusk,Meaning not fair that Boeing gets so much more for the same thing,153,2972,249,1195143726504370176,https://twitter.com/elonmusk/status/1195143726504370176,44196397,2019-11-15 00:57:23+00:00,Fri Nov 15 00:57:23 +0000 2019,,,,
+753,elonmusk,arstechnica,This doesn’t seem right,166,3720,145,1195143158486765568,https://twitter.com/elonmusk/status/1195143158486765568,44196397,2019-11-15 00:55:08+00:00,Fri Nov 15 00:55:08 +0000 2019,,,,
+754,elonmusk,cleantechnica,True,109,2764,120,1194858080036634624,https://twitter.com/elonmusk/status/1194858080036634624,44196397,2019-11-14 06:02:20+00:00,Thu Nov 14 06:02:20 +0000 2019,,,,
+755,elonmusk,fael097,Semi-infinite,29,963,48,1194824903104573440,https://twitter.com/elonmusk/status/1194824903104573440,44196397,2019-11-14 03:50:30+00:00,Thu Nov 14 03:50:30 +0000 2019,,,,
+756,elonmusk,davidtrover,Seems likely. = hipsters.,31,1612,28,1194824161195175936,https://twitter.com/elonmusk/status/1194824161195175936,44196397,2019-11-14 03:47:33+00:00,Thu Nov 14 03:47:33 +0000 2019,,,,
+757,elonmusk,flcnhvy,"Right now, trajectory of neuro-silicon symbiosis doesn’t appear to intersect trajectory of AGI. Goal of Neuralink is to raise this probability above 0.0%.",106,1652,102,1194823241673723904,https://twitter.com/elonmusk/status/1194823241673723904,44196397,2019-11-14 03:43:54+00:00,Thu Nov 14 03:43:54 +0000 2019,,,,
+758,elonmusk,CroWarrior1978,We fought the Balrog last year,55,2614,40,1194821103627243521,https://twitter.com/elonmusk/status/1194821103627243521,44196397,2019-11-14 03:35:24+00:00,Thu Nov 14 03:35:24 +0000 2019,,,,
+759,elonmusk,,Gentrify Mordor?,1870,16921,1699,1194820056812867584,https://twitter.com/elonmusk/status/1194820056812867584,44196397,2019-11-14 03:31:14+00:00,Thu Nov 14 03:31:14 +0000 2019,,,,
+760,elonmusk,flcnhvy,It was Tacheles,22,717,33,1194816538022416385,https://twitter.com/elonmusk/status/1194816538022416385,44196397,2019-11-14 03:17:15+00:00,Thu Nov 14 03:17:15 +0000 2019,,,,
+761,elonmusk,nichegamer,Memes are modern art,248,1785,73,1194814381311381504,https://twitter.com/elonmusk/status/1194814381311381504,44196397,2019-11-14 03:08:41+00:00,Thu Nov 14 03:08:41 +0000 2019,,,,
+762,elonmusk,Matt_B730,F8 irony,24,666,25,1194801492873662465,https://twitter.com/elonmusk/status/1194801492873662465,44196397,2019-11-14 02:17:28+00:00,Thu Nov 14 02:17:28 +0000 2019,,,,
+763,elonmusk,v_g_fischer,There will be many opportunities for both new & experienced people!,58,1452,86,1194762745650003969,https://twitter.com/elonmusk/status/1194762745650003969,44196397,2019-11-13 23:43:30+00:00,Wed Nov 13 23:43:30 +0000 2019,,,,
+764,elonmusk,atlasobscura,fomo 4 yolo,58,1052,81,1194743318518870016,https://twitter.com/elonmusk/status/1194743318518870016,44196397,2019-11-13 22:26:19+00:00,Wed Nov 13 22:26:19 +0000 2019,,,,
+765,elonmusk,brandonbernicky,"Yeah, makes sense",49,1780,88,1194445027591806977,https://twitter.com/elonmusk/status/1194445027591806977,44196397,2019-11-13 02:41:00+00:00,Wed Nov 13 02:41:00 +0000 2019,,,,
+766,elonmusk,,Congrats to Tesla team on Model 3 winning best midsize car in Germany! ,2037,25831,761,1194443851903180800,https://twitter.com/elonmusk/status/1194443851903180800,44196397,2019-11-13 02:36:20+00:00,Wed Nov 13 02:36:20 +0000 2019,,,,https://www.axelspringer.com/en/press-releases/mobility-requires-freedom-the-golden-steering-wheel-2019-bild-am-sonntag-and-auto-bild-award-the-best-cars
+767,elonmusk,,"Will build batteries, powertrains & vehicles, starting with Model Y",1666,36604,852,1194373823912538112,https://twitter.com/elonmusk/status/1194373823912538112,44196397,2019-11-12 21:58:04+00:00,Tue Nov 12 21:58:04 +0000 2019,,,,
+768,elonmusk,, GIGA BERLIN ,6158,69081,2645,1194364798407852032,https://twitter.com/elonmusk/status/1194364798407852032,44196397,2019-11-12 21:22:12+00:00,Tue Nov 12 21:22:12 +0000 2019,,,,
+769,elonmusk,KenHowery,Congratulations!,30,1200,60,1194318100893618181,https://twitter.com/elonmusk/status/1194318100893618181,44196397,2019-11-12 18:16:39+00:00,Tue Nov 12 18:16:39 +0000 2019,,,,
+770,elonmusk,,Starlink vertical on the pad,6504,79534,1101,1193680037779660802,https://twitter.com/elonmusk/status/1193680037779660802,44196397,2019-11-11 00:01:13+00:00,Mon Nov 11 00:01:13 +0000 2019,,,,
+771,elonmusk,xtrmmax,Yes,74,2638,134,1193555008001728512,https://twitter.com/elonmusk/status/1193555008001728512,44196397,2019-11-10 15:44:23+00:00,Sun Nov 10 15:44:23 +0000 2019,,,,
+772,elonmusk,getjeda,Haha,141,5179,168,1193552635606908928,https://twitter.com/elonmusk/status/1193552635606908928,44196397,2019-11-10 15:34:58+00:00,Sun Nov 10 15:34:58 +0000 2019,,,,
+773,elonmusk,flcnhvy,Exactly,44,995,59,1193335246659280896,https://twitter.com/elonmusk/status/1193335246659280896,44196397,2019-11-10 01:11:08+00:00,Sun Nov 10 01:11:08 +0000 2019,,,,
+774,elonmusk,SciGuySpace,"Without a fully & rapidly reusable orbital rocket, humanity will never be a multiplanet species",107,1241,85,1193327488471973888,https://twitter.com/elonmusk/status/1193327488471973888,44196397,2019-11-10 00:40:18+00:00,Sun Nov 10 00:40:18 +0000 2019,,,,
+775,elonmusk,lexfridman,Bad logic is always ugly,232,2735,164,1193246484218531842,https://twitter.com/elonmusk/status/1193246484218531842,44196397,2019-11-09 19:18:25+00:00,Sat Nov 09 19:18:25 +0000 2019,,,,
+776,elonmusk,RobGMacfarlane,Same goes for digital super intelligence denial,127,2137,160,1193083795970215936,https://twitter.com/elonmusk/status/1193083795970215936,44196397,2019-11-09 08:31:58+00:00,Sat Nov 09 08:31:58 +0000 2019,,,,
+777,elonmusk,zerohedge, ,2105,17047,724,1192704412885536768,https://twitter.com/elonmusk/status/1192704412885536768,44196397,2019-11-08 07:24:26+00:00,Fri Nov 08 07:24:26 +0000 2019,,,,
+778,elonmusk,ElectrekCo,141 MPGe!,3124,51914,906,1192651246798196736,https://twitter.com/elonmusk/status/1192651246798196736,44196397,2019-11-08 03:53:10+00:00,Fri Nov 08 03:53:10 +0000 2019,,,,https://twitter.com/ElectrekCo/status/1192621146878943234
+779,elonmusk,stephenjudkins,Yes,23,774,21,1192647286997651456,https://twitter.com/elonmusk/status/1192647286997651456,44196397,2019-11-08 03:37:26+00:00,Fri Nov 08 03:37:26 +0000 2019,,,,
+780,elonmusk,bluemoondance74,Deleting throttle allows the engine to achieve max thrust on max thrust variant. Other variants will have throttle.,37,842,43,1192609195649945600,https://twitter.com/elonmusk/status/1192609195649945600,44196397,2019-11-08 01:06:04+00:00,Fri Nov 08 01:06:04 +0000 2019,,,,
+781,elonmusk,elonmusk,"SpaceX engine production is gearing up to build about a Raptor a day by next year, so up to 365 engines per year. Most will be the (as high as) 300 ton thrust (but no throttle & no gimbal) variant for Super Heavy. Cumulative thrust/year could thus be as high as 100,000 tons/year.",90,941,43,1192605854270312448,https://twitter.com/elonmusk/status/1192605854270312448,44196397,2019-11-08 00:52:47+00:00,Fri Nov 08 00:52:47 +0000 2019,,,,
+782,elonmusk,bluemoondance74,"Raptor is evolving rapidly. Probably wouldn’t consider it to be even V1.0 until roughly engine 50, although probably engines 12+ can be retrofitted for orbital flight, especially on Super Heavy, which is less sensitive to engine variation. It just needs crazy up force!",71,1257,35,1192603019315011584,https://twitter.com/elonmusk/status/1192603019315011584,44196397,2019-11-08 00:41:31+00:00,Fri Nov 08 00:41:31 +0000 2019,,,,
+783,elonmusk,jchybow,Pretty much,25,925,53,1192596285796143104,https://twitter.com/elonmusk/status/1192596285796143104,44196397,2019-11-08 00:14:46+00:00,Fri Nov 08 00:14:46 +0000 2019,,,,
+784,elonmusk,leo_cadle,"Exactly! It’s also a far more exciting & inspiring future if consciousness is out there among the stars, than forever confined to Earth until some eventual extinction event, however far in the future that may be (hopefully, very far).",83,1025,44,1192596151221927936,https://twitter.com/elonmusk/status/1192596151221927936,44196397,2019-11-08 00:14:14+00:00,Fri Nov 08 00:14:14 +0000 2019,,,,
+785,elonmusk,teslaownersSV,"No, in the beginning, assuming you even make it there alive, Mars will be far more dangerous & difficult than Earth & take decades of hard labor to make self-sufficient. That’s the sales pitch. Want to go?",135,1379,225,1192595260464979969,https://twitter.com/elonmusk/status/1192595260464979969,44196397,2019-11-08 00:10:42+00:00,Fri Nov 08 00:10:42 +0000 2019,,,,
+786,elonmusk,elonmusk,"So it will take about 20 years to transfer a million tons to Mars Base Alpha, which is hopefully enough to make it sustainable",120,1387,103,1192551728597438465,https://twitter.com/elonmusk/status/1192551728597438465,44196397,2019-11-07 21:17:43+00:00,Thu Nov 07 21:17:43 +0000 2019,,,,
+787,elonmusk,elonmusk,As the planets align only once every two years,67,1070,38,1192551334664261633,https://twitter.com/elonmusk/status/1192551334664261633,44196397,2019-11-07 21:16:09+00:00,Thu Nov 07 21:16:09 +0000 2019,,,,
+788,elonmusk,teslaownersSV,A thousand ships will be needed to create a sustainable Mars city,92,979,55,1192551111359492096,https://twitter.com/elonmusk/status/1192551111359492096,44196397,2019-11-07 21:15:16+00:00,Thu Nov 07 21:15:16 +0000 2019,,,,
+789,elonmusk,Malcolmmarsman,No problem. We could program Starship to perform Swan Lake in the sky. Minimizing landing burn propellant mass is what’s hard.,84,1117,54,1192549052170166272,https://twitter.com/elonmusk/status/1192549052170166272,44196397,2019-11-07 21:07:05+00:00,Thu Nov 07 21:07:05 +0000 2019,,,,
+790,elonmusk,elonmusk,"Current global payload to orbit capacity is about 500 tons per year, of which Falcon is about half",47,918,25,1192548236382261249,https://twitter.com/elonmusk/status/1192548236382261249,44196397,2019-11-07 21:03:50+00:00,Thu Nov 07 21:03:50 +0000 2019,,,,
+791,elonmusk,elonmusk,"If we build as many Starships as Falcons, so ~100 vehicles & each does 100 tons to orbit, that’s a capacity of 10 million tons of payload to orbit per year",101,1320,72,1192547668817375232,https://twitter.com/elonmusk/status/1192547668817375232,44196397,2019-11-07 21:01:35+00:00,Thu Nov 07 21:01:35 +0000 2019,,,,
+792,elonmusk,elonmusk,"Payload to orbit per year of Starship fleet is most mind-blowing metric, as it’s designed to fly 3X per day, which is ~1000X per year",109,1272,55,1192546740508905473,https://twitter.com/elonmusk/status/1192546740508905473,44196397,2019-11-07 20:57:54+00:00,Thu Nov 07 20:57:54 +0000 2019,,,,
+793,elonmusk,flcnhvy,The economics have to be something like that to build a self-sustaining city on Mars,111,2295,50,1192545471035691008,https://twitter.com/elonmusk/status/1192545471035691008,44196397,2019-11-07 20:52:51+00:00,Thu Nov 07 20:52:51 +0000 2019,,,,
+794,elonmusk,elonmusk,Gas/diesel cars too,71,1250,53,1192544243388014593,https://twitter.com/elonmusk/status/1192544243388014593,44196397,2019-11-07 20:47:58+00:00,Thu Nov 07 20:47:58 +0000 2019,,,,
+795,elonmusk,cleantechnica,True,57,1281,34,1192544181824020480,https://twitter.com/elonmusk/status/1192544181824020480,44196397,2019-11-07 20:47:44+00:00,Thu Nov 07 20:47:44 +0000 2019,,,,
+796,elonmusk,,Extremism is so fun! (@waitbutwhy),1732,13729,666,1192527680119267328,https://twitter.com/elonmusk/status/1192527680119267328,44196397,2019-11-07 19:42:09+00:00,Thu Nov 07 19:42:09 +0000 2019,,@waitbutwhy,,https://www.youtube.com/watch?v=HLNhPMQnWu4
+797,elonmusk,SimoneGiertz,Of course!,156,8765,140,1192133645714120706,https://twitter.com/elonmusk/status/1192133645714120706,44196397,2019-11-06 17:36:24+00:00,Wed Nov 06 17:36:24 +0000 2019,,,,
+798,elonmusk,BenSullins,Yes,99,4179,99,1192133208613109760,https://twitter.com/elonmusk/status/1192133208613109760,44196397,2019-11-06 17:34:40+00:00,Wed Nov 06 17:34:40 +0000 2019,,,,
+799,elonmusk,,The date is strangely familiar …,787,15622,447,1192117194756243457,https://twitter.com/elonmusk/status/1192117194756243457,44196397,2019-11-06 16:31:02+00:00,Wed Nov 06 16:31:02 +0000 2019,,,,https://m.youtube.com/watch?v=-fu7jN2_2pE
+800,elonmusk,,Cybertruck unveil on Nov 21 in LA near SpaceX rocket factory,7899,77951,2348,1192113294036754432,https://twitter.com/elonmusk/status/1192113294036754432,44196397,2019-11-06 16:15:32+00:00,Wed Nov 06 16:15:32 +0000 2019,,,,
+801,elonmusk,uhaveanygrapes,Looking into it,26,1055,62,1192112037347749888,https://twitter.com/elonmusk/status/1192112037347749888,44196397,2019-11-06 16:10:32+00:00,Wed Nov 06 16:10:32 +0000 2019,,,,
+802,elonmusk,Ryanth3nerd,Yes,51,1247,48,1192111950093676544,https://twitter.com/elonmusk/status/1192111950093676544,44196397,2019-11-06 16:10:11+00:00,Wed Nov 06 16:10:11 +0000 2019,,,,
+803,elonmusk,FredericLambert,"The audience of entrepreneurs should try it, not the AF",28,1108,49,1192111800495435777,https://twitter.com/elonmusk/status/1192111800495435777,44196397,2019-11-06 16:09:36+00:00,Wed Nov 06 16:09:36 +0000 2019,,,,
+804,elonmusk,justpaulinelol,Naturally,34,870,29,1192111499797417984,https://twitter.com/elonmusk/status/1192111499797417984,44196397,2019-11-06 16:08:24+00:00,Wed Nov 06 16:08:24 +0000 2019,,,,
+805,elonmusk,Teslarati,This is based on an incorrect Electrek article. The Air Force asked me to speak at a startup conference called “Pitch Day” & I happened to mention Cybertruck. They don’t buy APCs. It’s the Air Force.,179,3794,210,1192104361637208067,https://twitter.com/elonmusk/status/1192104361637208067,44196397,2019-11-06 15:40:02+00:00,Wed Nov 06 15:40:02 +0000 2019,,,,
+806,elonmusk,WillFealey,Fair point. Coming soon. We’re making foundational upgrades to the core Tesla corporate OS. 2FA right after that.,78,1643,73,1191795051728269312,https://twitter.com/elonmusk/status/1191795051728269312,44196397,2019-11-05 19:10:57+00:00,Tue Nov 05 19:10:57 +0000 2019,,,,
+807,elonmusk,Teslarati,"Connected, autonomous cars require great software. Advanced factories also require great software. The car industry is not very good at software.",590,6190,294,1191794203505807360,https://twitter.com/elonmusk/status/1191794203505807360,44196397,2019-11-05 19:07:35+00:00,Tue Nov 05 19:07:35 +0000 2019,,,,
+808,elonmusk,cleantechnica,More to come,184,3409,180,1191767342050504704,https://twitter.com/elonmusk/status/1191767342050504704,44196397,2019-11-05 17:20:50+00:00,Tue Nov 05 17:20:50 +0000 2019,,,,
+809,elonmusk,bob_burrough,Yes,39,1146,71,1191744578157547520,https://twitter.com/elonmusk/status/1191744578157547520,44196397,2019-11-05 15:50:23+00:00,Tue Nov 05 15:50:23 +0000 2019,,,,
+810,elonmusk,rafaelcr,Would be odd to expect anything else,39,934,60,1191525552093417472,https://twitter.com/elonmusk/status/1191525552093417472,44196397,2019-11-05 01:20:03+00:00,Tue Nov 05 01:20:03 +0000 2019,,,,
+811,elonmusk,elonmusk,"That said, most Starship spaceports will probably need to be ~20 miles / 30km offshore for acceptable noise levels, especially for frequent daily flights, as would occur for point to point flights on Earth",149,2263,162,1191496935250616321,https://twitter.com/elonmusk/status/1191496935250616321,44196397,2019-11-04 23:26:20+00:00,Mon Nov 04 23:26:20 +0000 2019,,,,
+812,elonmusk,TJ_Cooney,"Wow, 2011 seems like eons ago! With fairing recovery, Falcon is ~80% reusable, but reflight takes several days & requires boats. Starship will be fully reusable with booster reflight possible every few hours & ship reflight every 8 hours. No boats needed.",354,6028,169,1191478829685960709,https://twitter.com/elonmusk/status/1191478829685960709,44196397,2019-11-04 22:14:24+00:00,Mon Nov 04 22:14:24 +0000 2019,,,,
+813,elonmusk,flcnhvy,Great poem,45,1878,103,1191475993858301953,https://twitter.com/elonmusk/status/1191475993858301953,44196397,2019-11-04 22:03:08+00:00,Mon Nov 04 22:03:08 +0000 2019,,,,
+814,elonmusk,SpaceX,"Great work by SpaceX Dragon team & Airborne! To be clear, we’ve only done 1 multi-parachute test of Mk3 design, so 9 more left to reach 10 successful tests in a row.",3685,48077,1274,1191475073758064640,https://twitter.com/elonmusk/status/1191475073758064640,44196397,2019-11-04 21:59:28+00:00,Mon Nov 04 21:59:28 +0000 2019,,,,https://twitter.com/SpaceX/status/1191067348914098176
+815,elonmusk,Teslarati,"Putting Model S in range mode is the opposite of launch mode, as it minimizes performance in favor of range. Show should be called “Low Gear”!",757,10260,310,1190275454474702848,https://twitter.com/elonmusk/status/1190275454474702848,44196397,2019-11-01 14:32:37+00:00,Fri Nov 01 14:32:37 +0000 2019,,,,
+816,elonmusk,,Tesla Solarglass vs Happy Halloween!!,5078,88326,1259,1190094817084051456,https://twitter.com/elonmusk/status/1190094817084051456,44196397,2019-11-01 02:34:49+00:00,Fri Nov 01 02:34:49 +0000 2019,,,,
+817,elonmusk,stephenpallotta,"Sorry, Drag Times is correct, Top Gear is wrong",164,2350,127,1189942385326706688,https://twitter.com/elonmusk/status/1189942385326706688,44196397,2019-10-31 16:29:07+00:00,Thu Oct 31 16:29:07 +0000 2019,,,,
+818,elonmusk,Teslarati,"Drag Race Times analysis is correct. Also, there’s a software upgrade for Model S coming out that increases peak power by 50HP, so Model S should beat Porsche Taycan Turbo S by a wider margin in 0 to 60 & 1/4 mile races.",349,4268,241,1189941609535688705,https://twitter.com/elonmusk/status/1189941609535688705,44196397,2019-10-31 16:26:02+00:00,Thu Oct 31 16:26:02 +0000 2019,,,,
+819,elonmusk,TeslaNY,Walking on a Tesla Solarglass roof is definitely no problem!,77,1731,114,1189662336837025792,https://twitter.com/elonmusk/status/1189662336837025792,44196397,2019-10-30 21:56:18+00:00,Wed Oct 30 21:56:18 +0000 2019,,,,
+820,elonmusk,cleantechnica,Thank for helping grow sustainable energy through solar!,1767,38948,433,1189602825220702210,https://twitter.com/elonmusk/status/1189602825220702210,44196397,2019-10-30 17:59:49+00:00,Wed Oct 30 17:59:49 +0000 2019,,,,https://twitter.com/cleantechnica/status/1189601748018745346
+821,elonmusk,tobi,Congrats! Shopify is great btw. Nice work.,1060,59711,196,1189597812985454592,https://twitter.com/elonmusk/status/1189597812985454592,44196397,2019-10-30 17:39:54+00:00,Wed Oct 30 17:39:54 +0000 2019,,,,
+822,elonmusk,flcnhvy,The fires are all too real,50,1824,77,1189478894987968512,https://twitter.com/elonmusk/status/1189478894987968512,44196397,2019-10-30 09:47:22+00:00,Wed Oct 30 09:47:22 +0000 2019,,,,
+823,elonmusk,NutaIie,Haha true,62,7568,64,1189471144614563840,https://twitter.com/elonmusk/status/1189471144614563840,44196397,2019-10-30 09:16:34+00:00,Wed Oct 30 09:16:34 +0000 2019,,,,
+824,elonmusk,TeslaStars,…,80,3457,69,1189470830650019842,https://twitter.com/elonmusk/status/1189470830650019842,44196397,2019-10-30 09:15:19+00:00,Wed Oct 30 09:15:19 +0000 2019,,,,
+825,elonmusk,, snacks ,34566,252315,1245,1189470629159768068,https://twitter.com/elonmusk/status/1189470629159768068,44196397,2019-10-30 09:14:31+00:00,Wed Oct 30 09:14:31 +0000 2019,,,,
+826,elonmusk,johnkrausphotos,"Hard to say with high accuracy, but 4 to 6 weeks is my best guess",67,2377,56,1189363011967782913,https://twitter.com/elonmusk/status/1189363011967782913,44196397,2019-10-30 02:06:54+00:00,Wed Oct 30 02:06:54 +0000 2019,,,,
+827,elonmusk,SpaceX,"Soon, SpaceX will launch @NASA astronauts to @Space_Station!",2672,41263,488,1189362663010095104,https://twitter.com/elonmusk/status/1189362663010095104,44196397,2019-10-30 02:05:30+00:00,Wed Oct 30 02:05:30 +0000 2019,,@NASA @Space_Station,,https://twitter.com/SpaceX/status/1189294320471412737
+828,elonmusk,themuskbros,That’s significantly improved in current production,28,1247,66,1189361139731165185,https://twitter.com/elonmusk/status/1189361139731165185,44196397,2019-10-30 01:59:27+00:00,Wed Oct 30 01:59:27 +0000 2019,,,,
+829,elonmusk,RenataKonkoly,"True, my name literally means tree",490,14054,159,1189360643263983616,https://twitter.com/elonmusk/status/1189360643263983616,44196397,2019-10-30 01:57:29+00:00,Wed Oct 30 01:57:29 +0000 2019,,,,
+830,elonmusk,teslaownersSV,"If you have autonav enabled, car will automatically navigate either to address in calendar, to work if you’re home & to home if at work. Not sure if that’s in wide release yet, but def in early access. It’s an awesome feature.",39,807,47,1189360237234409472,https://twitter.com/elonmusk/status/1189360237234409472,44196397,2019-10-30 01:55:52+00:00,Wed Oct 30 01:55:52 +0000 2019,,,,
+831,elonmusk,,Just a reminder that the Tesla Full Self-Driving option goes up by $1000 at midnight on Nov 1 for all regions that have Smart Summon. Order your car online at http://tesla.com.,795,15231,744,1189350135614099457,https://twitter.com/elonmusk/status/1189350135614099457,44196397,2019-10-30 01:15:44+00:00,Wed Oct 30 01:15:44 +0000 2019,,,,http://tesla.com
+832,elonmusk,,"“I always like going South; somehow, it feels like going downhill.”",3694,91331,612,1189344957464829953,https://twitter.com/elonmusk/status/1189344957464829953,44196397,2019-10-30 00:55:09+00:00,Wed Oct 30 00:55:09 +0000 2019,,,,
+833,elonmusk,,For Treebeard,31569,301076,2452,1189342895142309888,https://twitter.com/elonmusk/status/1189342895142309888,44196397,2019-10-30 00:46:57+00:00,Wed Oct 30 00:46:57 +0000 2019,,,,
+834,elonmusk,MKBHD,"Ok, sounds legit, will donate 1M trees",59658,371074,4111,1189293699659902976,https://twitter.com/elonmusk/status/1189293699659902976,44196397,2019-10-29 21:31:28+00:00,Tue Oct 29 21:31:28 +0000 2019,,,,
+835,elonmusk,MrBeastYT,Sounds cool. Where are the trees being planted & what kind of trees?,7056,149747,1422,1188961729931141120,https://twitter.com/elonmusk/status/1188961729931141120,44196397,2019-10-28 23:32:20+00:00,Mon Oct 28 23:32:20 +0000 2019,,,,
+836,elonmusk,Jason,Making a roof out of kindling in a fire risk zone is not recommended,72,2076,62,1188932941402894337,https://twitter.com/elonmusk/status/1188932941402894337,44196397,2019-10-28 21:37:57+00:00,Mon Oct 28 21:37:57 +0000 2019,,,,
+837,elonmusk,Jon4Lakers,"We’re changing this from storm watch to disaster watch to cover fires, earthquakes, etc",122,3087,44,1188931940327411712,https://twitter.com/elonmusk/status/1188931940327411712,44196397,2019-10-28 21:33:58+00:00,Mon Oct 28 21:33:58 +0000 2019,,,,
+838,elonmusk,kylegrantham,"Very true. Glass doesn’t burn & melting point is extremely high, so much more resilient than asphalt or wood roofs.",61,1217,51,1188931514672676864,https://twitter.com/elonmusk/status/1188931514672676864,44196397,2019-10-28 21:32:17+00:00,Mon Oct 28 21:32:17 +0000 2019,,,,
+839,elonmusk,realDiegoMonroy,I hate advertising,192,2950,160,1188890479401689088,https://twitter.com/elonmusk/status/1188890479401689088,44196397,2019-10-28 18:49:13+00:00,Mon Oct 28 18:49:13 +0000 2019,,,,
+840,elonmusk,,"Unfortunately, it’s hard to google Tesla solar links due to tons of ads & SEO. Go to http://tesla.com/solar to add solar to an existing roof &amp; http://Tesla.com/solarglass for a new roof with integrated solar.",1912,27794,1206,1188889708266315776,https://twitter.com/elonmusk/status/1188889708266315776,44196397,2019-10-28 18:46:09+00:00,Mon Oct 28 18:46:09 +0000 2019,,,,"http://tesla.com/solar,http://Tesla.com/solarglass"
+841,elonmusk,,"We don’t make much money on this product, so $1000 actually means a lot",968,37064,378,1188880808112611328,https://twitter.com/elonmusk/status/1188880808112611328,44196397,2019-10-28 18:10:47+00:00,Mon Oct 28 18:10:47 +0000 2019,,,,
+842,elonmusk,,"If you’re directly affected by wildfire power outages, Tesla is reducing Solar+Powerwall prices by $1000 as of today",4862,71656,854,1188880437067665408,https://twitter.com/elonmusk/status/1188880437067665408,44196397,2019-10-28 18:09:19+00:00,Mon Oct 28 18:09:19 +0000 2019,,,,
+843,elonmusk,,"Apologies to those waiting for Solar/Powerwall outside California, as we are prioritizing those affected by wildfires",1338,37189,405,1188879156332785664,https://twitter.com/elonmusk/status/1188879156332785664,44196397,2019-10-28 18:04:13+00:00,Mon Oct 28 18:04:13 +0000 2019,,,,
+844,elonmusk,jasondunn,So true. Imagine if phones were gasoline powered. Total sales would be like 14 units worldwide! Using oil/gas & being forced to constantly visit toxic chemical dispensing stations will seem so insane in the future!,218,3086,86,1188877408465612800,https://twitter.com/elonmusk/status/1188877408465612800,44196397,2019-10-28 17:57:17+00:00,Mon Oct 28 17:57:17 +0000 2019,,,,
+845,elonmusk,,"Homes with solar sell for 4.1% more, according to Zillow. Adding a Powerwall battery is highly likely to increase home value too imo, as security against blackouts is increasingly important. https://www.zillow.com/research/solar-panels-house-sell-more-23798/amp/?__twitter_impression=true",924,14998,415,1188862645123743745,https://twitter.com/elonmusk/status/1188862645123743745,44196397,2019-10-28 16:58:37+00:00,Mon Oct 28 16:58:37 +0000 2019,,,,https://www.zillow.com/research/solar-panels-house-sell-more-23798/amp/?__twitter_impression=true
+846,elonmusk,flcnhvy,I’d recommend regular solar panels for flat roofs,37,995,29,1188850739956703232,https://twitter.com/elonmusk/status/1188850739956703232,44196397,2019-10-28 16:11:18+00:00,Mon Oct 28 16:11:18 +0000 2019,,,,
+847,elonmusk,starshipsara,Extremely high,35,1004,33,1188848560160137218,https://twitter.com/elonmusk/status/1188848560160137218,44196397,2019-10-28 16:02:39+00:00,Mon Oct 28 16:02:39 +0000 2019,,,,
+848,elonmusk,teslaownersSV,Will do what we can for anyplace affected by natural disasters,50,737,30,1188847668191039491,https://twitter.com/elonmusk/status/1188847668191039491,44196397,2019-10-28 15:59:06+00:00,Mon Oct 28 15:59:06 +0000 2019,,,,
+849,elonmusk,,"US clean energy incentive drops by 4% on Jan 1, so orders must be received by roughly Nov 15 to be installed in time",382,8616,163,1188846140038340608,https://twitter.com/elonmusk/status/1188846140038340608,44196397,2019-10-28 15:53:02+00:00,Mon Oct 28 15:53:02 +0000 2019,,,,
+850,elonmusk,,Tesla Solar plus Powerwall battery backup for 24/7 clean energy & no blackouts at,1181,15172,405,1188845221313802241,https://twitter.com/elonmusk/status/1188845221313802241,44196397,2019-10-28 15:49:23+00:00,Mon Oct 28 15:49:23 +0000 2019,,,,http://Tesla.com/solar
+851,elonmusk,SnazzyQ,Sure,44,2332,83,1188645875750322176,https://twitter.com/elonmusk/status/1188645875750322176,44196397,2019-10-28 02:37:15+00:00,Mon Oct 28 02:37:15 +0000 2019,,,,
+852,elonmusk,flcnhvy,,871,17494,672,1188589920102694912,https://twitter.com/elonmusk/status/1188589920102694912,44196397,2019-10-27 22:54:54+00:00,Sun Oct 27 22:54:54 +0000 2019,,,,
+853,elonmusk,,Took my son to play piano for the seniors home in Pasadena. It was lovely to see them smile ,3788,130847,1694,1188582212532203520,https://twitter.com/elonmusk/status/1188582212532203520,44196397,2019-10-27 22:24:16+00:00,Sun Oct 27 22:24:16 +0000 2019,,,,
+854,elonmusk,tesletter,Thanks to everyone at Tesla who worked so hard over the years to make our Fremont factory successful!,286,6614,136,1188562950404984832,https://twitter.com/elonmusk/status/1188562950404984832,44196397,2019-10-27 21:07:44+00:00,Sun Oct 27 21:07:44 +0000 2019,,,,
+855,elonmusk,,Sandwich time travel is the only explanation,25372,199859,1972,1188217302275125248,https://twitter.com/elonmusk/status/1188217302275125248,44196397,2019-10-26 22:14:15+00:00,Sat Oct 26 22:14:15 +0000 2019,,,,
+856,elonmusk,,Physics facts,22152,171591,1693,1188191951654309888,https://twitter.com/elonmusk/status/1188191951654309888,44196397,2019-10-26 20:33:31+00:00,Sat Oct 26 20:33:31 +0000 2019,,,,
+857,elonmusk,AT61_AUE,"Yes, you can walk on the Tesla Solarglass roof. In stilettos, if you want ",147,1511,128,1188142936036237313,https://twitter.com/elonmusk/status/1188142936036237313,44196397,2019-10-26 17:18:45+00:00,Sat Oct 26 17:18:45 +0000 2019,,,,https://m.youtube.com/watch?v=I1035WJzPTM
+858,elonmusk,GerberKawasaki,Jerome is great! Tesla team in general is the strongest its ever been.,144,2770,92,1188141324018405376,https://twitter.com/elonmusk/status/1188141324018405376,44196397,2019-10-26 17:12:20+00:00,Sat Oct 26 17:12:20 +0000 2019,,,,
+859,elonmusk,john_s_wilkins,"Yes, wight destruction guaranteed or your money back!",59,1530,71,1187855416685776896,https://twitter.com/elonmusk/status/1187855416685776896,44196397,2019-10-25 22:16:15+00:00,Fri Oct 25 22:16:15 +0000 2019,,,,
+860,elonmusk,,Tesla Solarglass roof,2007,23019,1107,1187842180892610560,https://twitter.com/elonmusk/status/1187842180892610560,44196397,2019-10-25 21:23:39+00:00,Fri Oct 25 21:23:39 +0000 2019,,,,https://www.tesla.com/solarglassroof
+861,elonmusk,Tesla,Will start at ~2:15. Sorry for slight delay.,145,4876,320,1187837730857709569,https://twitter.com/elonmusk/status/1187837730857709569,44196397,2019-10-25 21:05:58+00:00,Fri Oct 25 21:05:58 +0000 2019,,,,
+862,elonmusk,tobyliiiiiiiiii,Haha true,187,6846,84,1187824685276221441,https://twitter.com/elonmusk/status/1187824685276221441,44196397,2019-10-25 20:14:08+00:00,Fri Oct 25 20:14:08 +0000 2019,,,,
+863,elonmusk,,Srsly,15100,124526,1193,1187823828514168832,https://twitter.com/elonmusk/status/1187823828514168832,44196397,2019-10-25 20:10:44+00:00,Fri Oct 25 20:10:44 +0000 2019,,,,
+864,elonmusk,Cardoso,Transparent aluminum is a real thing!,37,701,43,1187821556589711360,https://twitter.com/elonmusk/status/1187821556589711360,44196397,2019-10-25 20:01:42+00:00,Fri Oct 25 20:01:42 +0000 2019,,,,https://science.howstuffworks.com/transparent-aluminum-armor3.htm
+865,elonmusk,HarryStoltz1,"That would be cool. Surfaces that see the sun should be alive with power, not inert!",102,2648,76,1187815604809453568,https://twitter.com/elonmusk/status/1187815604809453568,44196397,2019-10-25 19:38:03+00:00,Fri Oct 25 19:38:03 +0000 2019,,,,
+866,elonmusk,,"Maybe call Tesla solar roof tiles product Solarglass? Like Dragonglass, but solar!",2856,60585,1816,1187814633496690688,https://twitter.com/elonmusk/status/1187814633496690688,44196397,2019-10-25 19:34:11+00:00,Fri Oct 25 19:34:11 +0000 2019,,,,
+867,elonmusk,TeslaNY,"Gwynne rocks! Starlink will probably be a little bumpy at first, but then improve rapidly.",117,1898,83,1187812854470041601,https://twitter.com/elonmusk/status/1187812854470041601,44196397,2019-10-25 19:27:07+00:00,Fri Oct 25 19:27:07 +0000 2019,,,,
+868,elonmusk,, ,9993,136181,4370,1187762620402552832,https://twitter.com/elonmusk/status/1187762620402552832,44196397,2019-10-25 16:07:30+00:00,Fri Oct 25 16:07:30 +0000 2019,,,,
+869,elonmusk,longnow,"Strange to think that our civilization is only ~5000 years old, if dated from earliest writing. Less than the lifespan of a fruit fly, compared to age of Earth.",185,2308,155,1187514022897176576,https://twitter.com/elonmusk/status/1187514022897176576,44196397,2019-10-24 23:39:40+00:00,Thu Oct 24 23:39:40 +0000 2019,,,,
+870,elonmusk,,"To be clear, integrated solar tiles only make financial sense for new houses or replacement roofs. If your roof is more than 5 years away from replacement, solar retrofit is recommended",527,6633,257,1187497175900536832,https://twitter.com/elonmusk/status/1187497175900536832,44196397,2019-10-24 22:32:44+00:00,Thu Oct 24 22:32:44 +0000 2019,,,,http://Tesla.com/solar
+871,elonmusk,,California time,289,8526,230,1187496059666227200,https://twitter.com/elonmusk/status/1187496059666227200,44196397,2019-10-24 22:28:17+00:00,Thu Oct 24 22:28:17 +0000 2019,,,,
+872,elonmusk,elonmusk,"This product may appear simple, but actually *very* difficult to get right",49,1244,88,1187490392821784576,https://twitter.com/elonmusk/status/1187490392821784576,44196397,2019-10-24 22:05:46+00:00,Thu Oct 24 22:05:46 +0000 2019,,,,
+873,elonmusk,,Will do an open call Q&A,303,12873,507,1187490060746182656,https://twitter.com/elonmusk/status/1187490060746182656,44196397,2019-10-24 22:04:27+00:00,Thu Oct 24 22:04:27 +0000 2019,,,,
+874,elonmusk,GerberKawasaki,Major FUD incoming for sure … haha,82,1945,109,1187489853065183233,https://twitter.com/elonmusk/status/1187489853065183233,44196397,2019-10-24 22:03:38+00:00,Thu Oct 24 22:03:38 +0000 2019,,,,
+875,elonmusk,MoWo91, ,37,1600,46,1187489371282276352,https://twitter.com/elonmusk/status/1187489371282276352,44196397,2019-10-24 22:01:43+00:00,Thu Oct 24 22:01:43 +0000 2019,,,,
+876,elonmusk,flcnhvy,"I have V1, but will switch to V3",40,1798,57,1187488531771346944,https://twitter.com/elonmusk/status/1187488531771346944,44196397,2019-10-24 21:58:23+00:00,Thu Oct 24 21:58:23 +0000 2019,,,,
+877,elonmusk,,Tesla Solar Tile Roof V3 launch tomorrow at 2pm,2617,43600,973,1187488267551137793,https://twitter.com/elonmusk/status/1187488267551137793,44196397,2019-10-24 21:57:20+00:00,Thu Oct 24 21:57:20 +0000 2019,,,,
+878,elonmusk,KlausLovgreen,Sure,20,645,43,1187363892009168896,https://twitter.com/elonmusk/status/1187363892009168896,44196397,2019-10-24 13:43:06+00:00,Thu Oct 24 13:43:06 +0000 2019,,,,
+879,elonmusk,,But actually …,71801,417043,2816,1187192281800929280,https://twitter.com/elonmusk/status/1187192281800929280,44196397,2019-10-24 02:21:11+00:00,Thu Oct 24 02:21:11 +0000 2019,,,,
+880,elonmusk,,Super proud of Tesla team for great execution & support of Tesla customers greatly appreciated!!,1274,30784,628,1187114871231377408,https://twitter.com/elonmusk/status/1187114871231377408,44196397,2019-10-23 21:13:35+00:00,Wed Oct 23 21:13:35 +0000 2019,,,,
+881,elonmusk,,Tesla Q3 results: - Shanghai Giga ahead of schedule - Model Y ahead of schedule - Solar installs +48% from Q2 - GAAP profitable - Positive free cash flow,6819,74760,2195,1187113794234793984,https://twitter.com/elonmusk/status/1187113794234793984,44196397,2019-10-23 21:09:18+00:00,Wed Oct 23 21:09:18 +0000 2019,,,,
+882,elonmusk,Teslarati,The big rear wing is only on for one day for rear downforce calibration. Isn’t needed to set ring record & won’t be in the production car.,198,3721,172,1187039648624738306,https://twitter.com/elonmusk/status/1187039648624738306,44196397,2019-10-23 16:14:41+00:00,Wed Oct 23 16:14:41 +0000 2019,,,,
+883,elonmusk,TesLatino,"Internal camera isn’t used yet (meant for robotaxi), but that’s a good idea",53,1115,127,1187036459166879744,https://twitter.com/elonmusk/status/1187036459166879744,44196397,2019-10-23 16:02:00+00:00,Wed Oct 23 16:02:00 +0000 2019,,,,
+884,elonmusk,TesLatino,Please lmk about your experience and what can be improved,43,972,132,1187036215679143936,https://twitter.com/elonmusk/status/1187036215679143936,44196397,2019-10-23 16:01:02+00:00,Wed Oct 23 16:01:02 +0000 2019,,,,
+885,elonmusk,tecnocato,Coming soon,104,2462,110,1186529463762243585,https://twitter.com/elonmusk/status/1186529463762243585,44196397,2019-10-22 06:27:23+00:00,Tue Oct 22 06:27:23 +0000 2019,,,,
+886,elonmusk,,"Whoa, it worked!!",6045,110813,1718,1186524008621043713,https://twitter.com/elonmusk/status/1186524008621043713,44196397,2019-10-22 06:05:42+00:00,Tue Oct 22 06:05:42 +0000 2019,,,,
+887,elonmusk,,Sending this tweet through space via Starlink satellite ,26298,244158,4702,1186523464712146944,https://twitter.com/elonmusk/status/1186523464712146944,44196397,2019-10-22 06:03:33+00:00,Tue Oct 22 06:03:33 +0000 2019,,,,
+888,elonmusk,,"Homes with solar sell for 4.1% more, according to Zillow",481,7255,233,1186517641730519041,https://twitter.com/elonmusk/status/1186517641730519041,44196397,2019-10-22 05:40:24+00:00,Tue Oct 22 05:40:24 +0000 2019,,,,https://www.zillow.com/research/solar-panels-house-sell-more-23798/
+889,elonmusk,,"More carrot, less stick",7443,86091,2186,1186498473476022272,https://twitter.com/elonmusk/status/1186498473476022272,44196397,2019-10-22 04:24:14+00:00,Tue Oct 22 04:24:14 +0000 2019,,,,
+890,elonmusk,,"Very likely that a home with clean power that’s lower cost than utility, plus blackout protection via Powerwall, will have a positive effect on value",707,15733,498,1186370558163734528,https://twitter.com/elonmusk/status/1186370558163734528,44196397,2019-10-21 19:55:57+00:00,Mon Oct 21 19:55:57 +0000 2019,,,,
+891,elonmusk,,PG&E says rolling blackouts expected in California for next 10 years!,441,4032,250,1186369486800113664,https://twitter.com/elonmusk/status/1186369486800113664,44196397,2019-10-21 19:51:41+00:00,Mon Oct 21 19:51:41 +0000 2019,,,,https://cleantechnica.com/2019/10/21/pge-head-says-to-expect-rolling-blackouts-for-the-next-10-years/
+892,elonmusk,,Order Tesla Solar + Powerwall battery for 24/7 clean power & no blackouts!,1890,22386,1141,1186369158335750144,https://twitter.com/elonmusk/status/1186369158335750144,44196397,2019-10-21 19:50:23+00:00,Mon Oct 21 19:50:23 +0000 2019,,,,http://Tesla.com/solar
+893,elonmusk,,Going offline for a few days,7025,140757,7951,1184965261624922112,https://twitter.com/elonmusk/status/1184965261624922112,44196397,2019-10-17 22:51:48+00:00,Thu Oct 17 22:51:48 +0000 2019,,,,
+894,elonmusk,TesLatino,Both at the same time!,38,1081,69,1184751658628083712,https://twitter.com/elonmusk/status/1184751658628083712,44196397,2019-10-17 08:43:01+00:00,Thu Oct 17 08:43:01 +0000 2019,,,,
+895,elonmusk,John_Gardi,More about dealing with failure modes & roll control,24,654,15,1184732956100677632,https://twitter.com/elonmusk/status/1184732956100677632,44196397,2019-10-17 07:28:42+00:00,Thu Oct 17 07:28:42 +0000 2019,,,,
+896,elonmusk,Erdayastronaut,"Need to deal with thrust asymmetry from flameout of an engine without forcing shutdown of opposing pair engine, which would double thrust loss. Also, thrust differential doesn’t solve roll control well.",38,1254,51,1184732755294162944,https://twitter.com/elonmusk/status/1184732755294162944,44196397,2019-10-17 07:27:54+00:00,Thu Oct 17 07:27:54 +0000 2019,,,,
+897,elonmusk,WorldAndScience,"Common myth, but incorrect",199,5256,183,1184708359636705280,https://twitter.com/elonmusk/status/1184708359636705280,44196397,2019-10-17 05:50:58+00:00,Thu Oct 17 05:50:58 +0000 2019,,,,
+898,elonmusk,slashdot,And so begins the robocalypse …,125,2318,139,1184599955400318977,https://twitter.com/elonmusk/status/1184599955400318977,44196397,2019-10-16 22:40:12+00:00,Wed Oct 16 22:40:12 +0000 2019,,,,
+899,elonmusk,,Tesla wins best headlights award https://twitter.com/Teslarati/status/1184548399028285443,2446,36593,745,1184551948818632705,https://twitter.com/elonmusk/status/1184551948818632705,44196397,2019-10-16 19:29:27+00:00,Wed Oct 16 19:29:27 +0000 2019,,,,https://twitter.com/Teslarati/status/1184548399028285443
+900,elonmusk,Teslarati,"The final configuration used at Nürburgring to set the record will go into production around summer 2020, so this is not merely for the track",448,5838,297,1184443978462064641,https://twitter.com/elonmusk/status/1184443978462064641,44196397,2019-10-16 12:20:25+00:00,Wed Oct 16 12:20:25 +0000 2019,,,,
+901,elonmusk,,Anyone who’s interested in working on cutting edge manufacturing — designing & building the machine that makes the machine — please consider working at Tesla or SpaceX. We’re gonna take this to a whole new level!,2808,43931,2790,1184232118223822848,https://twitter.com/elonmusk/status/1184232118223822848,44196397,2019-10-15 22:18:33+00:00,Tue Oct 15 22:18:33 +0000 2019,,,,
+902,elonmusk,Erdayastronaut,Tesla team has done an incredible job with Giga Shanghai. Honored to work with them. I’m in awe.,192,4634,96,1184230102781050881,https://twitter.com/elonmusk/status/1184230102781050881,44196397,2019-10-15 22:10:33+00:00,Tue Oct 15 22:10:33 +0000 2019,,,,
+903,elonmusk,,"So much respect for those doing high volume manufacturing. It’s insanely hard, but you make a real thing that people value. My hat is off to you …",3916,77754,1064,1184228977596129280,https://twitter.com/elonmusk/status/1184228977596129280,44196397,2019-10-15 22:06:04+00:00,Tue Oct 15 22:06:04 +0000 2019,,,,
+904,elonmusk,elonmusk,"Tesla is first American car company to achieve sustained volume production in past ~100 years. Hardest, most painful thing I’ve ever been through, including getting Falcon to orbit.",381,3253,255,1184223826005151744,https://twitter.com/elonmusk/status/1184223826005151744,44196397,2019-10-15 21:45:36+00:00,Tue Oct 15 21:45:36 +0000 2019,,,,
+905,elonmusk,RationalEtienne,"Prototypes are easy, but achieving volume production of a new technology is insanely hard",239,3511,135,1184222926243028998,https://twitter.com/elonmusk/status/1184222926243028998,44196397,2019-10-15 21:42:02+00:00,Tue Oct 15 21:42:02 +0000 2019,,,,
+906,elonmusk,,And the lead character is also named Woody,25024,174612,1836,1183983766718439424,https://twitter.com/elonmusk/status/1183983766718439424,44196397,2019-10-15 05:51:41+00:00,Tue Oct 15 05:51:41 +0000 2019,,,,
+907,elonmusk,NotEricRalph,"Yeah, gimbal SL engines at min throttle for control, so most of impulse goes through vac engines",26,913,35,1183917626994515969,https://twitter.com/elonmusk/status/1183917626994515969,44196397,2019-10-15 01:28:53+00:00,Tue Oct 15 01:28:53 +0000 2019,,,,
+908,elonmusk,TTownJoe,Conservation of energy tells you the answer,27,673,39,1183869454746181633,https://twitter.com/elonmusk/status/1183869454746181633,44196397,2019-10-14 22:17:27+00:00,Mon Oct 14 22:17:27 +0000 2019,,,,
+909,elonmusk,Ingvar_Oolsen,Looking forward to Kerbal 2!,358,4429,75,1183868956915847168,https://twitter.com/elonmusk/status/1183868956915847168,44196397,2019-10-14 22:15:29+00:00,Mon Oct 14 22:15:29 +0000 2019,,,,
+910,elonmusk,MartianDays,"We def could be wrong about this, but it’s actually good to fix high efficiency vacuum engines with giant nozzles in place & only thrust vector engines with smaller nozzles. Don’t need a lot of room & moment of inertia is much lower.",19,655,16,1183868842843361280,https://twitter.com/elonmusk/status/1183868842843361280,44196397,2019-10-14 22:15:02+00:00,Mon Oct 14 22:15:02 +0000 2019,,,,
+911,elonmusk,elonmusk,"Also, we’re keeping area ratio low enough to fire Raptor Vac at sea level without flow separation, so that’s leaving a lot on the table",39,824,27,1183867329479733249,https://twitter.com/elonmusk/status/1183867329479733249,44196397,2019-10-14 22:09:01+00:00,Mon Oct 14 22:09:01 +0000 2019,,,,
+912,elonmusk,nextspaceflight,"Couple months, but V1.0 of Raptor Vac is suboptimal, as optimized for speed of development. Isp maybe 365 to 370 sec.",32,757,15,1183867043579191296,https://twitter.com/elonmusk/status/1183867043579191296,44196397,2019-10-14 22:07:53+00:00,Mon Oct 14 22:07:53 +0000 2019,,,,
+913,elonmusk,Erdayastronaut,"Max thrust version of Raptor should achieve true T/W > 170. Target is 1.5 ton engine with >260 t-F. Max Isp version should achieve ~380 sec, but T/W probably <120 due to big nozzle. These are just guesses for now.",86,1913,42,1183866120240955392,https://twitter.com/elonmusk/status/1183866120240955392,44196397,2019-10-14 22:04:12+00:00,Mon Oct 14 22:04:12 +0000 2019,,,,
+914,elonmusk,Erdayastronaut,Oberth effect is not well appreciated. Value of high thrust low in gravity well is not captured in simple delta-v equation. One of the reasons we favor CH4 over H2. https://en.m.wikipedia.org/wiki/Oberth_effect,62,1298,57,1183864205574754305,https://twitter.com/elonmusk/status/1183864205574754305,44196397,2019-10-14 21:56:36+00:00,Mon Oct 14 21:56:36 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Oberth_effect
+915,elonmusk,torybruno,"This is true. All that matters is number used in ∆v equation. Propellant residuals are incredibly important, often overwhelming engine mass. https://en.m.wikipedia.org/wiki/Delta-v",37,864,31,1183862675278721024,https://twitter.com/elonmusk/status/1183862675278721024,44196397,2019-10-14 21:50:31+00:00,Mon Oct 14 21:50:31 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Delta-v
+916,elonmusk,elonmusk,"Big challenge for Starship refueling on the moon is finding sources of carbon. Probably some pretty big deposits in craters from meteorites. Same goes for hydrogen & oxygen, also in (shadowed) craters.",45,1485,67,1183860560418357248,https://twitter.com/elonmusk/status/1183860560418357248,44196397,2019-10-14 21:42:07+00:00,Mon Oct 14 21:42:07 +0000 2019,,,,
+917,elonmusk,teslaownersSV,"We’re working on a simple initial version of Autopark. Will be safe, but sometimes park in silly places that aren’t actual parking spaces.",82,1182,142,1183859044055801856,https://twitter.com/elonmusk/status/1183859044055801856,44196397,2019-10-14 21:36:05+00:00,Mon Oct 14 21:36:05 +0000 2019,,,,
+918,elonmusk,Sofiaan,"Yeah, great team!",18,537,15,1183858619382525952,https://twitter.com/elonmusk/status/1183858619382525952,44196397,2019-10-14 21:34:24+00:00,Mon Oct 14 21:34:24 +0000 2019,,,,
+919,elonmusk,RoamerOfTime,"To be precise, r is distance from center of masses of two objects. Center of mass of Earth is ~6400km, so gravity change is small at Space Station altitude, which is ~6800km from center of Earth.",149,1859,98,1183847655278931969,https://twitter.com/elonmusk/status/1183847655278931969,44196397,2019-10-14 20:50:50+00:00,Mon Oct 14 20:50:50 +0000 2019,,,,
+920,elonmusk,HarryStoltz1,"Exactly. And you can on the moon, since it has no atmosphere.",36,2034,83,1183845974440960000,https://twitter.com/elonmusk/status/1183845974440960000,44196397,2019-10-14 20:44:09+00:00,Mon Oct 14 20:44:09 +0000 2019,,,,
+921,elonmusk,neiltyson,"Most people aren’t aware that orbit (and “zero” gravity) is all about horizontal speed, not altitude. A spacecraft needs to travel about 25 times the speed of sound to stay in space.",1287,19850,458,1183845349711998979,https://twitter.com/elonmusk/status/1183845349711998979,44196397,2019-10-14 20:41:40+00:00,Mon Oct 14 20:41:40 +0000 2019,,,,
+922,elonmusk,NASASpaceflight,"Yeah, will be Raptor vertical test stand. Hopefully allows simplification of Raptor design, as pump shaft wear & drainage is better in vertical config. Also, more representive of flight. Test as you fly …",122,1927,48,1183813898748563456,https://twitter.com/elonmusk/status/1183813898748563456,44196397,2019-10-14 18:36:42+00:00,Mon Oct 14 18:36:42 +0000 2019,,,,
+923,elonmusk,annerajb,Software,21,734,37,1183782167924506627,https://twitter.com/elonmusk/status/1183782167924506627,44196397,2019-10-14 16:30:37+00:00,Mon Oct 14 16:30:37 +0000 2019,,,,
+924,elonmusk,SteveMartineau6,Yes,18,603,18,1183782068494295040,https://twitter.com/elonmusk/status/1183782068494295040,44196397,2019-10-14 16:30:13+00:00,Mon Oct 14 16:30:13 +0000 2019,,,,
+925,elonmusk,tesla_addicted,Will start rendering traffic cones in the display soon,103,4000,82,1183781948939882496,https://twitter.com/elonmusk/status/1183781948939882496,44196397,2019-10-14 16:29:44+00:00,Mon Oct 14 16:29:44 +0000 2019,,,,
+926,elonmusk,flcnhvy,Venus would be very difficult,18,708,79,1183781321220358148,https://twitter.com/elonmusk/status/1183781321220358148,44196397,2019-10-14 16:27:15+00:00,Mon Oct 14 16:27:15 +0000 2019,,,,
+927,elonmusk,tesla_truth,True,24,689,38,1183779196876685315,https://twitter.com/elonmusk/status/1183779196876685315,44196397,2019-10-14 16:18:48+00:00,Mon Oct 14 16:18:48 +0000 2019,,,,
+928,elonmusk,aquastorm,"Yes, we will",58,754,45,1183778959072219136,https://twitter.com/elonmusk/status/1183778959072219136,44196397,2019-10-14 16:17:52+00:00,Mon Oct 14 16:17:52 +0000 2019,,,,
+929,elonmusk,annerajb,"It is actually called deep rain, as sort of a joke at Tesla. Takes a surprising amount of deep learning to know when & how fast to move the wipers.",39,747,51,1183776809743077377,https://twitter.com/elonmusk/status/1183776809743077377,44196397,2019-10-14 16:09:19+00:00,Mon Oct 14 16:09:19 +0000 2019,,,,
+930,elonmusk,YogiSC1127,"Deep Rain neural net coming soon. We’re not trademarking any other Autopilot neural nets, just this one, because rain is deep.",59,936,66,1183775434799869952,https://twitter.com/elonmusk/status/1183775434799869952,44196397,2019-10-14 16:03:51+00:00,Mon Oct 14 16:03:51 +0000 2019,,,,
+931,elonmusk,nate_mccomb,"Yep, good catch",24,1152,39,1183594277500112896,https://twitter.com/elonmusk/status/1183594277500112896,44196397,2019-10-14 04:04:00+00:00,Mon Oct 14 04:04:00 +0000 2019,,,,
+932,elonmusk,teslaownersSV, hot pot,75,2967,39,1183593769272131585,https://twitter.com/elonmusk/status/1183593769272131585,44196397,2019-10-14 04:01:59+00:00,Mon Oct 14 04:01:59 +0000 2019,,,,
+933,elonmusk,28delayslater,Cybertruck doesn’t look like anything I’ve seen bouncing around the Internet. It’s closer to an armored personnel carrier from the future.,303,4269,328,1183583315263131648,https://twitter.com/elonmusk/status/1183583315263131648,44196397,2019-10-14 03:20:26+00:00,Mon Oct 14 03:20:26 +0000 2019,,,,
+934,elonmusk,Charalanahzard,Those rumors are false,749,17632,112,1183580078518743041,https://twitter.com/elonmusk/status/1183580078518743041,44196397,2019-10-14 03:07:35+00:00,Mon Oct 14 03:07:35 +0000 2019,,,,
+935,elonmusk,TeslaGong,Coming v soon,30,684,48,1183509770382135297,https://twitter.com/elonmusk/status/1183509770382135297,44196397,2019-10-13 22:28:12+00:00,Sun Oct 13 22:28:12 +0000 2019,,,,
+936,elonmusk,elonmusk,Haha,62777,322893,4645,1183487258105483264,https://twitter.com/elonmusk/status/1183487258105483264,44196397,2019-10-13 20:58:45+00:00,Sun Oct 13 20:58:45 +0000 2019,,,,https://twitter.com/elonmusk/status/1053390822991790083
+937,elonmusk,,Ms. Chief & Ms. Tree,1410,32811,784,1183484803628167169,https://twitter.com/elonmusk/status/1183484803628167169,44196397,2019-10-13 20:48:59+00:00,Sun Oct 13 20:48:59 +0000 2019,,,,
+938,elonmusk,russ1mitchell,lol,70,1601,166,1183354338996936704,https://twitter.com/elonmusk/status/1183354338996936704,44196397,2019-10-13 12:10:34+00:00,Sun Oct 13 12:10:34 +0000 2019,,,,
+939,elonmusk,,Space Jam should’ve won the Oscar,14208,128993,1218,1183313372885839873,https://twitter.com/elonmusk/status/1183313372885839873,44196397,2019-10-13 09:27:47+00:00,Sun Oct 13 09:27:47 +0000 2019,,,,
+940,elonmusk,jay11w,Recommended for sure. Both movies are incredible.,42,1415,62,1183223595008266241,https://twitter.com/elonmusk/status/1183223595008266241,44196397,2019-10-13 03:31:02+00:00,Sun Oct 13 03:31:02 +0000 2019,,,,
+941,elonmusk,,"First will rewatch Godfather Part II, then Space Jam",1543,41609,691,1183222226130046980,https://twitter.com/elonmusk/status/1183222226130046980,44196397,2019-10-13 03:25:36+00:00,Sun Oct 13 03:25:36 +0000 2019,,,,
+942,elonmusk,,"Underappreciated , will watch!",323,17427,220,1183221390016536581,https://twitter.com/elonmusk/status/1183221390016536581,44196397,2019-10-13 03:22:17+00:00,Sun Oct 13 03:22:17 +0000 2019,,,,
+943,elonmusk,,Is Space Jam good?,8146,134048,5416,1183220879951462400,https://twitter.com/elonmusk/status/1183220879951462400,44196397,2019-10-13 03:20:15+00:00,Sun Oct 13 03:20:15 +0000 2019,,,,
+944,elonmusk,Nobody_Really7,So it goes,26,636,44,1183201528036786178,https://twitter.com/elonmusk/status/1183201528036786178,44196397,2019-10-13 02:03:21+00:00,Sun Oct 13 02:03:21 +0000 2019,,,,
+945,elonmusk,anonyx10,Sure looks that way,30,636,45,1183198657136324610,https://twitter.com/elonmusk/status/1183198657136324610,44196397,2019-10-13 01:51:57+00:00,Sun Oct 13 01:51:57 +0000 2019,,,,
+946,elonmusk,owlmaster08,Nice ,43,1678,52,1183152738382667777,https://twitter.com/elonmusk/status/1183152738382667777,44196397,2019-10-12 22:49:29+00:00,Sat Oct 12 22:49:29 +0000 2019,,,,
+947,elonmusk,elonmusk,Solar,29,1164,30,1183150916473516032,https://twitter.com/elonmusk/status/1183150916473516032,44196397,2019-10-12 22:42:15+00:00,Sat Oct 12 22:42:15 +0000 2019,,,,
+948,elonmusk,Erdayastronaut,"Depends on total system efficiency & how long the propellant plant can run to refill Starship, so 1 to 10MW as a rough guess",38,1055,35,1183150883162349569,https://twitter.com/elonmusk/status/1183150883162349569,44196397,2019-10-12 22:42:07+00:00,Sat Oct 12 22:42:07 +0000 2019,,,,
+949,elonmusk,bonnienorman,"Whoa, that does look good!",32,1451,51,1183123445787185152,https://twitter.com/elonmusk/status/1183123445787185152,44196397,2019-10-12 20:53:05+00:00,Sat Oct 12 20:53:05 +0000 2019,,,,
+950,elonmusk,Macwars,Fair point. Will hold on EU price change until Tesla gets clarity from regulators about Smart Summon feature release date.,46,1383,50,1183119389211549696,https://twitter.com/elonmusk/status/1183119389211549696,44196397,2019-10-12 20:36:58+00:00,Sat Oct 12 20:36:58 +0000 2019,,,,
+951,elonmusk,,French fries are the devil ,7715,78698,1257,1183118245458432001,https://twitter.com/elonmusk/status/1183118245458432001,44196397,2019-10-12 20:32:25+00:00,Sat Oct 12 20:32:25 +0000 2019,,,,
+952,elonmusk,elonmusk,".@DrPatSoonShiong, are you aware that one of your senior journalists (Russ Mitchell) is openly funding a fake charity run by an online bully?",226,1785,252,1183114722989621248,https://twitter.com/elonmusk/status/1183114722989621248,44196397,2019-10-12 20:18:25+00:00,Sat Oct 12 20:18:25 +0000 2019,,@DrPatSoonShiong,,
+953,elonmusk,tesla_truth,Super messed up situation!,112,1877,104,1183106801769697280,https://twitter.com/elonmusk/status/1183106801769697280,44196397,2019-10-12 19:46:57+00:00,Sat Oct 12 19:46:57 +0000 2019,,,,
+954,elonmusk,cleantechnica,Several finesse improvements coming to Smart Summon in coming weeks. Will be smooth as silk.,170,2166,180,1183082764515414016,https://twitter.com/elonmusk/status/1183082764515414016,44196397,2019-10-12 18:11:26+00:00,Sat Oct 12 18:11:26 +0000 2019,,,,
+955,elonmusk,wk057,Should be much better at this point,32,1240,72,1183081171644628992,https://twitter.com/elonmusk/status/1183081171644628992,44196397,2019-10-12 18:05:06+00:00,Sat Oct 12 18:05:06 +0000 2019,,,,
+956,elonmusk,,Price for fully installed solar plus battery has been reduced ~10% to help those affected by blackouts,425,7552,274,1182828744748044288,https://twitter.com/elonmusk/status/1182828744748044288,44196397,2019-10-12 01:22:03+00:00,Sat Oct 12 01:22:03 +0000 2019,,,,
+957,elonmusk,brockm,"Yes, but probably a year or two away. Lot of fish to fry …",20,663,37,1182828388852977665,https://twitter.com/elonmusk/status/1182828388852977665,44196397,2019-10-12 01:20:38+00:00,Sat Oct 12 01:20:38 +0000 2019,,,,
+958,elonmusk,bruce_mittleman,"Tesla cannot continue to lose money. To achieve our goal of environmental sustainability, Tesla must be financially sustainable or we will cease to exist.",225,3310,325,1182828056416641025,https://twitter.com/elonmusk/status/1182828056416641025,44196397,2019-10-12 01:19:19+00:00,Sat Oct 12 01:19:19 +0000 2019,,,,
+959,elonmusk,,Allows homeowner potential to go completely off grid,370,8655,274,1182827574361124864,https://twitter.com/elonmusk/status/1182827574361124864,44196397,2019-10-12 01:17:24+00:00,Sat Oct 12 01:17:24 +0000 2019,,,,
+960,elonmusk,,"V important: pure solar subscription is guaranteed to be a net money-maker for the homeowner or Tesla will take the panels back. Adding Powerwall negatively affects economics, but gives homeowner power protection in event of a blackout.",302,3941,182,1182827425551380482,https://twitter.com/elonmusk/status/1182827425551380482,44196397,2019-10-12 01:16:48+00:00,Sat Oct 12 01:16:48 +0000 2019,,,,
+961,elonmusk,cutza7,"When the car is FSD without supervision, ie robotaxi, you’ll be able to earn far more than monthly lease/loan cost by allowing others to use it. Managing a small fleet of robotaxis will be a career for many & much better than driving a single car.",144,1672,201,1182826581070245888,https://twitter.com/elonmusk/status/1182826581070245888,44196397,2019-10-12 01:13:27+00:00,Sat Oct 12 01:13:27 +0000 2019,,,,
+962,elonmusk,tesla_addicted,Putting panels on east or west facing roofs works well too. Energy loss is fairly minor. Just north facing that’s problematic above ~30 deg latitude.,41,726,28,1182825609686241280,https://twitter.com/elonmusk/status/1182825609686241280,44196397,2019-10-12 01:09:35+00:00,Sat Oct 12 01:09:35 +0000 2019,,,,
+963,elonmusk,wilsonlam, ,50,1442,65,1182824968200937472,https://twitter.com/elonmusk/status/1182824968200937472,44196397,2019-10-12 01:07:02+00:00,Sat Oct 12 01:07:02 +0000 2019,,,,
+964,elonmusk,annerajb,"Working with engineering team to figure out best way to do upgrade without crushing service team. Will start doing upgrades in volume in a few months, coincident with more FSD features being released.",84,1331,101,1182824823275155456,https://twitter.com/elonmusk/status/1182824823275155456,44196397,2019-10-12 01:06:28+00:00,Sat Oct 12 01:06:28 +0000 2019,,,,
+965,elonmusk,Thebault_Arthur,"Still working with RDW, the car regulatory authority in Netherlands. Unclear why there’s a delay. Other countries are supportive.",65,1123,49,1182824078756872192,https://twitter.com/elonmusk/status/1182824078756872192,44196397,2019-10-12 01:03:30+00:00,Sat Oct 12 01:03:30 +0000 2019,,,,
+966,elonmusk,,"Now that Tesla V10.0 with Smart Summon is out, Full Self-Driving price will increase by $1000 on Nov 1",773,14805,1093,1182823556830253056,https://twitter.com/elonmusk/status/1182823556830253056,44196397,2019-10-12 01:01:26+00:00,Sat Oct 12 01:01:26 +0000 2019,,,,
+967,elonmusk,,Get Tesla Solar plus Powerwall battery for 24/7 clean power & no more blackouts!,2445,24923,1352,1182812717083611138,https://twitter.com/elonmusk/status/1182812717083611138,44196397,2019-10-12 00:18:22+00:00,Sat Oct 12 00:18:22 +0000 2019,,,,http://Tesla.com/solar
+968,elonmusk,mandeepdalip,Will be throughout Canada,21,589,26,1182808205425922049,https://twitter.com/elonmusk/status/1182808205425922049,44196397,2019-10-12 00:00:26+00:00,Sat Oct 12 00:00:26 +0000 2019,,,,
+969,elonmusk,vincent13031925,It’s something special,183,4094,318,1182711457156190208,https://twitter.com/elonmusk/status/1182711457156190208,44196397,2019-10-11 17:35:59+00:00,Fri Oct 11 17:35:59 +0000 2019,,,,
+970,elonmusk,Gfilche,Fundamental metric of good of Tesla is how many years sooner it brings the advent of a sustainable energy future,227,1903,165,1182327145793634304,https://twitter.com/elonmusk/status/1182327145793634304,44196397,2019-10-10 16:08:52+00:00,Thu Oct 10 16:08:52 +0000 2019,,,,
+971,elonmusk,RationalEtienne,True ,38,1444,55,1182192515778170881,https://twitter.com/elonmusk/status/1182192515778170881,44196397,2019-10-10 07:13:54+00:00,Thu Oct 10 07:13:54 +0000 2019,,,,
+972,elonmusk,sara_boutall,I Asterix &amp; Obelix!,83,1860,67,1182189869344247809,https://twitter.com/elonmusk/status/1182189869344247809,44196397,2019-10-10 07:03:23+00:00,Thu Oct 10 07:03:23 +0000 2019,,,,
+973,elonmusk,tesla_truth,Exactly,40,1456,41,1182189464736526337,https://twitter.com/elonmusk/status/1182189464736526337,44196397,2019-10-10 07:01:47+00:00,Thu Oct 10 07:01:47 +0000 2019,,,,
+974,elonmusk,Milostoessel,Ok,271,11241,225,1182188397965656064,https://twitter.com/elonmusk/status/1182188397965656064,44196397,2019-10-10 06:57:32+00:00,Thu Oct 10 06:57:32 +0000 2019,,,,
+975,elonmusk,,Also adding Tesla Solar to our Supercharger stations as fast as possible. Goal is 24/7 clean power with no blackouts.,1198,21037,457,1182089703039700993,https://twitter.com/elonmusk/status/1182089703039700993,44196397,2019-10-10 00:25:22+00:00,Thu Oct 10 00:25:22 +0000 2019,,,,
+976,elonmusk,,All Tesla Supercharger stations in regions affected by California power outages will have Tesla Powerpacks within next few weeks. Just waiting on permits.,1654,28778,653,1182089226826813440,https://twitter.com/elonmusk/status/1182089226826813440,44196397,2019-10-10 00:23:28+00:00,Thu Oct 10 00:23:28 +0000 2019,,,,
+977,elonmusk,,Sooo annoying!!,392,6158,397,1182061315390492673,https://twitter.com/elonmusk/status/1182061315390492673,44196397,2019-10-09 22:32:33+00:00,Wed Oct 09 22:32:33 +0000 2019,,,,https://m.youtube.com/watch?v=3Z66-cl3ghw
+978,elonmusk,,http://Etymology.com,1119,11200,1029,1182059866052952066,https://twitter.com/elonmusk/status/1182059866052952066,44196397,2019-10-09 22:26:48+00:00,Wed Oct 09 22:26:48 +0000 2019,,,,http://Etymology.com
+979,elonmusk,Teslarati,We’re changing Powerwall Storm Watch to Disaster Watch. Covers more bases.,108,1932,71,1182005812975128576,https://twitter.com/elonmusk/status/1182005812975128576,44196397,2019-10-09 18:52:01+00:00,Wed Oct 09 18:52:01 +0000 2019,,,,
+980,elonmusk,Kristennetten, ,58,1162,104,1181991353212817408,https://twitter.com/elonmusk/status/1181991353212817408,44196397,2019-10-09 17:54:33+00:00,Wed Oct 09 17:54:33 +0000 2019,,,,
+981,elonmusk,annerajb,Yes,22,827,28,1181990505363599360,https://twitter.com/elonmusk/status/1181990505363599360,44196397,2019-10-09 17:51:11+00:00,Wed Oct 09 17:51:11 +0000 2019,,,,
+982,elonmusk,tesla_truth,No change,40,1082,88,1181990398379483137,https://twitter.com/elonmusk/status/1181990398379483137,44196397,2019-10-09 17:50:45+00:00,Wed Oct 09 17:50:45 +0000 2019,,,,
+983,elonmusk,JimBridenstine,Important for Moonbase Alpha!,76,1586,70,1181990010657984513,https://twitter.com/elonmusk/status/1181990010657984513,44196397,2019-10-09 17:49:13+00:00,Wed Oct 09 17:49:13 +0000 2019,,,,
+984,elonmusk,GeorgKonjovic,Working on it,35,1271,59,1181989324797009922,https://twitter.com/elonmusk/status/1181989324797009922,44196397,2019-10-09 17:46:29+00:00,Wed Oct 09 17:46:29 +0000 2019,,,,
+985,elonmusk,_GaryTheBot,Even Gary likes it!,27,1013,19,1181989103606255616,https://twitter.com/elonmusk/status/1181989103606255616,44196397,2019-10-09 17:45:37+00:00,Wed Oct 09 17:45:37 +0000 2019,,,,
+986,elonmusk,,It’s really quite fun!,541,20093,395,1181988619000500224,https://twitter.com/elonmusk/status/1181988619000500224,44196397,2019-10-09 17:43:41+00:00,Wed Oct 09 17:43:41 +0000 2019,,,,
+987,elonmusk,,"But we call it “caraoke”, because it’s in a ",2602,41826,576,1181988380990558208,https://twitter.com/elonmusk/status/1181988380990558208,44196397,2019-10-09 17:42:44+00:00,Wed Oct 09 17:42:44 +0000 2019,,,,
+988,elonmusk,,Tesla software V10.0 comes with karaoke ,4156,57625,1416,1181988180326633472,https://twitter.com/elonmusk/status/1181988180326633472,44196397,2019-10-09 17:41:57+00:00,Wed Oct 09 17:41:57 +0000 2019,,,,
+989,elonmusk,nextspaceflight,Yes,17,1044,29,1181987789589508096,https://twitter.com/elonmusk/status/1181987789589508096,44196397,2019-10-09 17:40:23+00:00,Wed Oct 09 17:40:23 +0000 2019,,,,
+990,elonmusk,,A Shortfall of Gravitas,398,10174,321,1181987612992524288,https://twitter.com/elonmusk/status/1181987612992524288,44196397,2019-10-09 17:39:41+00:00,Wed Oct 09 17:39:41 +0000 2019,,,,
+991,elonmusk,Thebault_Arthur,Next update,28,788,46,1181980074037301248,https://twitter.com/elonmusk/status/1181980074037301248,44196397,2019-10-09 17:09:44+00:00,Wed Oct 09 17:09:44 +0000 2019,,,,
+992,elonmusk,_GaryTheBot,"siq burn, Gary, siq burn",19,674,23,1181979746550202368,https://twitter.com/elonmusk/status/1181979746550202368,44196397,2019-10-09 17:08:26+00:00,Wed Oct 09 17:08:26 +0000 2019,,,,
+993,elonmusk,, ,2825,41077,1736,1181979597467873280,https://twitter.com/elonmusk/status/1181979597467873280,44196397,2019-10-09 17:07:50+00:00,Wed Oct 09 17:07:50 +0000 2019,,,,
+994,elonmusk,,Why is there no emoji for dignity!!,11256,109752,3991,1181979201915604993,https://twitter.com/elonmusk/status/1181979201915604993,44196397,2019-10-09 17:06:16+00:00,Wed Oct 09 17:06:16 +0000 2019,,,,
+995,elonmusk,teslaownersSV,Yes,100,7339,86,1181841203286790144,https://twitter.com/elonmusk/status/1181841203286790144,44196397,2019-10-09 07:57:55+00:00,Wed Oct 09 07:57:55 +0000 2019,,,,
+996,elonmusk,sara_boutall,Door hinge,570,15089,419,1181837821855711232,https://twitter.com/elonmusk/status/1181837821855711232,44196397,2019-10-09 07:44:28+00:00,Wed Oct 09 07:44:28 +0000 2019,,,,
+997,elonmusk,,the color orange is named after the fruit,40989,309054,6826,1181837097444896768,https://twitter.com/elonmusk/status/1181837097444896768,44196397,2019-10-09 07:41:36+00:00,Wed Oct 09 07:41:36 +0000 2019,,,,
+998,elonmusk,alex_gayer,Will remove,19,685,53,1181781720841908224,https://twitter.com/elonmusk/status/1181781720841908224,44196397,2019-10-09 04:01:33+00:00,Wed Oct 09 04:01:33 +0000 2019,,,,
+999,elonmusk,teslaownersSV,Thanks for mentioning. Should be enabled on all loaner cars.,38,1609,62,1181781181316026369,https://twitter.com/elonmusk/status/1181781181316026369,44196397,2019-10-09 03:59:24+00:00,Wed Oct 09 03:59:24 +0000 2019,,,,
+1000,elonmusk,Aero_JohnG,Yeah,10,460,6,1181781021785653248,https://twitter.com/elonmusk/status/1181781021785653248,44196397,2019-10-09 03:58:46+00:00,Wed Oct 09 03:58:46 +0000 2019,,,,
+1001,elonmusk,annerajb,"Not easily, as requires wire harness changes",18,601,66,1181738919076851712,https://twitter.com/elonmusk/status/1181738919076851712,44196397,2019-10-09 01:11:28+00:00,Wed Oct 09 01:11:28 +0000 2019,,,,
+1002,elonmusk,Teslarati, ,70,2034,95,1181738665963208704,https://twitter.com/elonmusk/status/1181738665963208704,44196397,2019-10-09 01:10:28+00:00,Wed Oct 09 01:10:28 +0000 2019,,,,
+1003,elonmusk,justpaulinelol,I’m in the credits,69,1720,75,1181658171598917632,https://twitter.com/elonmusk/status/1181658171598917632,44196397,2019-10-08 19:50:36+00:00,Tue Oct 08 19:50:36 +0000 2019,,,,
+1004,elonmusk,,Worth reading “Human Compatible” by Stuart Russell (he’s great!) about future AI risks & solutions,1402,12551,610,1181656686236508160,https://twitter.com/elonmusk/status/1181656686236508160,44196397,2019-10-08 19:44:42+00:00,Tue Oct 08 19:44:42 +0000 2019,,,,https://www.amazon.com/Human-Compatible-Artificial-Intelligence-Problem/dp/0525558616/
+1005,elonmusk,flcnhvy,All hardware is at the Cape. Need to do static fire and reconfigure for flight. Launch probably late Nov / early Dec.,75,1304,44,1181585837869297664,https://twitter.com/elonmusk/status/1181585837869297664,44196397,2019-10-08 15:03:11+00:00,Tue Oct 08 15:03:11 +0000 2019,,,,
+1006,elonmusk,elonmusk,"We had to reallocate some resources to speed this up & received great support from Airborne, our parachute supplier. I was at their Irvine factory with the SpaceX team on Sat and Sun. We’re focusing on the advanced Mk3 chute, which provides highest safety factor for astronauts.",103,1745,46,1181584415362707456,https://twitter.com/elonmusk/status/1181584415362707456,44196397,2019-10-08 14:57:32+00:00,Tue Oct 08 14:57:32 +0000 2019,,,,
+1007,elonmusk,SciGuySpace,"For what it’s worth, the SpaceX schedule, which I’ve just reviewed in depth, shows Falcon & Dragon at the Cape & all testing done in ~10 weeks",267,3737,115,1181579173388673025,https://twitter.com/elonmusk/status/1181579173388673025,44196397,2019-10-08 14:36:42+00:00,Tue Oct 08 14:36:42 +0000 2019,,,,
+1008,elonmusk,alex_gayer, ,96,4195,82,1181497517759811584,https://twitter.com/elonmusk/status/1181497517759811584,44196397,2019-10-08 09:12:14+00:00,Tue Oct 08 09:12:14 +0000 2019,,,,
+1009,elonmusk,flcnhvy,Culture Class is really something,36,1255,62,1181345349148917760,https://twitter.com/elonmusk/status/1181345349148917760,44196397,2019-10-07 23:07:34+00:00,Mon Oct 07 23:07:34 +0000 2019,,,,
+1010,elonmusk,BnOrdhaug,I hope so,27,1032,39,1181344603716255745,https://twitter.com/elonmusk/status/1181344603716255745,44196397,2019-10-07 23:04:36+00:00,Mon Oct 07 23:04:36 +0000 2019,,,,
+1011,elonmusk,Gizmodo,We’re doomed!,404,7324,363,1181343438630838273,https://twitter.com/elonmusk/status/1181343438630838273,44196397,2019-10-07 22:59:58+00:00,Mon Oct 07 22:59:58 +0000 2019,,,,
+1012,elonmusk,,Hāhā,3021,79710,803,1181304116498165760,https://twitter.com/elonmusk/status/1181304116498165760,44196397,2019-10-07 20:23:43+00:00,Mon Oct 07 20:23:43 +0000 2019,,,,
+1013,elonmusk,browserdotsys,Haha true,60,2152,62,1181295442132230144,https://twitter.com/elonmusk/status/1181295442132230144,44196397,2019-10-07 19:49:15+00:00,Mon Oct 07 19:49:15 +0000 2019,,,,
+1014,elonmusk,WellsAdams,Done,130,4753,91,1181114635962814464,https://twitter.com/elonmusk/status/1181114635962814464,44196397,2019-10-07 07:50:47+00:00,Mon Oct 07 07:50:47 +0000 2019,,,,
+1015,elonmusk,,Trouble!,793,13445,529,1181087900051492864,https://twitter.com/elonmusk/status/1181087900051492864,44196397,2019-10-07 06:04:33+00:00,Mon Oct 07 06:04:33 +0000 2019,,,,https://m.youtube.com/watch?v=-aLYvZ5sX28
+1016,elonmusk,Teslarati,And that’s just the tip of the iceberg,9924,93786,1834,1181083687384838145,https://twitter.com/elonmusk/status/1181083687384838145,44196397,2019-10-07 05:47:49+00:00,Mon Oct 07 05:47:49 +0000 2019,,,,https://twitter.com/Teslarati/status/1180928229059809284
+1017,elonmusk,jesterpb,Agreed,18,989,40,1181070766101549056,https://twitter.com/elonmusk/status/1181070766101549056,44196397,2019-10-07 04:56:28+00:00,Mon Oct 07 04:56:28 +0000 2019,,,,
+1018,elonmusk,TameemJi,Good ones,30,1232,109,1180957431368568832,https://twitter.com/elonmusk/status/1180957431368568832,44196397,2019-10-06 21:26:07+00:00,Sun Oct 06 21:26:07 +0000 2019,,,,
+1019,elonmusk,SpodieDodie,"Agreed, fair point",30,1027,69,1180928986903265280,https://twitter.com/elonmusk/status/1180928986903265280,44196397,2019-10-06 19:33:05+00:00,Sun Oct 06 19:33:05 +0000 2019,,,,
+1020,elonmusk,yukaichou,Any feature requests?,130,2856,2420,1180927887970422785,https://twitter.com/elonmusk/status/1180927887970422785,44196397,2019-10-06 19:28:43+00:00,Sun Oct 06 19:28:43 +0000 2019,,,,
+1021,elonmusk,cleantechnica,"Given how quickly the world is shifting to electric vehicles, a gas/diesel vehicle bought today will probably have low resale value",2986,26646,1272,1180927745301176320,https://twitter.com/elonmusk/status/1180927745301176320,44196397,2019-10-06 19:28:09+00:00,Sun Oct 06 19:28:09 +0000 2019,,,,https://twitter.com/cleantechnica/status/1180878485755174912
+1022,elonmusk,," &amp; sounds too (also, of course)",531,15837,504,1180878496224038914,https://twitter.com/elonmusk/status/1180878496224038914,44196397,2019-10-06 16:12:27+00:00,Sun Oct 06 16:12:27 +0000 2019,,,,
+1023,elonmusk,JudaMeg,Will consider,53,3195,128,1180877799734665216,https://twitter.com/elonmusk/status/1180877799734665216,44196397,2019-10-06 16:09:41+00:00,Sun Oct 06 16:09:41 +0000 2019,,,,
+1024,elonmusk,teslaownersSV,Sure,46,2896,79,1180877420821237760,https://twitter.com/elonmusk/status/1180877420821237760,44196397,2019-10-06 16:08:11+00:00,Sun Oct 06 16:08:11 +0000 2019,,,,
+1025,elonmusk,,"Customized horn & movement sounds (coconuts being one, of course) coming to Teslas soon",2635,46906,2043,1180877114226008064,https://twitter.com/elonmusk/status/1180877114226008064,44196397,2019-10-06 16:06:58+00:00,Sun Oct 06 16:06:58 +0000 2019,,,,
+1026,elonmusk,Erdayastronaut,Haha,39,1927,92,1180569585558228992,https://twitter.com/elonmusk/status/1180569585558228992,44196397,2019-10-05 19:44:57+00:00,Sat Oct 05 19:44:57 +0000 2019,,,,
+1027,elonmusk,bluemoondance74,We will understand the next question,64,1608,75,1180553336082157568,https://twitter.com/elonmusk/status/1180553336082157568,44196397,2019-10-05 18:40:23+00:00,Sat Oct 05 18:40:23 +0000 2019,,,,
+1028,elonmusk,justpaulinelol,True,16,601,20,1180553063301468160,https://twitter.com/elonmusk/status/1180553063301468160,44196397,2019-10-05 18:39:18+00:00,Sat Oct 05 18:39:18 +0000 2019,,,,
+1029,elonmusk,EvaFoxU,To understand the nature of consciousness,157,1989,167,1180552829498322945,https://twitter.com/elonmusk/status/1180552829498322945,44196397,2019-10-05 18:38:22+00:00,Sat Oct 05 18:38:22 +0000 2019,,,,
+1030,elonmusk,Mikeado,It’s true ,26,593,36,1180320978435543042,https://twitter.com/elonmusk/status/1180320978435543042,44196397,2019-10-05 03:17:05+00:00,Sat Oct 05 03:17:05 +0000 2019,,,,
+1031,elonmusk,vincent13031925,Exactly,30,934,64,1180264594364870660,https://twitter.com/elonmusk/status/1180264594364870660,44196397,2019-10-04 23:33:02+00:00,Fri Oct 04 23:33:02 +0000 2019,,,,
+1032,elonmusk,rklau,Great list of hotel hacks in this thread!,250,7731,113,1180165032690233345,https://twitter.com/elonmusk/status/1180165032690233345,44196397,2019-10-04 16:57:24+00:00,Fri Oct 04 16:57:24 +0000 2019,,,,
+1033,elonmusk,tesla_truth, ,139,7185,101,1179996203574013953,https://twitter.com/elonmusk/status/1179996203574013953,44196397,2019-10-04 05:46:32+00:00,Fri Oct 04 05:46:32 +0000 2019,,,,
+1034,elonmusk,SciGuySpace,Excited about launching @NASA asteroid defense mission! #Armageddon69,3399,32297,1151,1179957355628253185,https://twitter.com/elonmusk/status/1179957355628253185,44196397,2019-10-04 03:12:10+00:00,Fri Oct 04 03:12:10 +0000 2019,#Armageddon69,@NASA,,https://twitter.com/SciGuySpace/status/1116451957844193280
+1035,elonmusk,nichegamer,Let’s go boyz!,231,4436,118,1179941711306358787,https://twitter.com/elonmusk/status/1179941711306358787,44196397,2019-10-04 02:10:00+00:00,Fri Oct 04 02:10:00 +0000 2019,,,,
+1036,elonmusk,TeslaOwnersSK,Sorry it took so long!,60,2580,112,1179925839669891072,https://twitter.com/elonmusk/status/1179925839669891072,44196397,2019-10-04 01:06:56+00:00,Fri Oct 04 01:06:56 +0000 2019,,,,
+1037,elonmusk,TarikCelebii,"Wow, cool! Summon will get steadily smoother until it’s like an expert chauffeur who knows you well.",73,1068,56,1179897546161848320,https://twitter.com/elonmusk/status/1179897546161848320,44196397,2019-10-03 23:14:31+00:00,Thu Oct 03 23:14:31 +0000 2019,,,,
+1038,elonmusk,flcnhvy,Welded steel,44,1446,89,1179799146464628736,https://twitter.com/elonmusk/status/1179799146464628736,44196397,2019-10-03 16:43:30+00:00,Thu Oct 03 16:43:30 +0000 2019,,,,
+1039,elonmusk,HarryStoltz1,Probably Starlink &amp; some fun things,69,1502,149,1179624066375774209,https://twitter.com/elonmusk/status/1179624066375774209,44196397,2019-10-03 05:07:48+00:00,Thu Oct 03 05:07:48 +0000 2019,,,,
+1040,elonmusk,,Rosetta by Vangelis is incredible,663,8588,823,1179576466721259520,https://twitter.com/elonmusk/status/1179576466721259520,44196397,2019-10-03 01:58:39+00:00,Thu Oct 03 01:58:39 +0000 2019,,,,https://open.spotify.com/album/6ROeoiTdZBO7N5C8gC2xix?si=igJJ-JKOQlGVo1166ZYlwQ
+1041,elonmusk,teslaownersSV,"Not sure, will ask regulators",35,1157,70,1179524946478817280,https://twitter.com/elonmusk/status/1179524946478817280,44196397,2019-10-02 22:33:56+00:00,Wed Oct 02 22:33:56 +0000 2019,,,,
+1042,elonmusk,AdamTForbes,Enhanced should get it too,23,908,30,1179524799804002304,https://twitter.com/elonmusk/status/1179524799804002304,44196397,2019-10-02 22:33:21+00:00,Wed Oct 02 22:33:21 +0000 2019,,,,
+1043,elonmusk,arctechinc,Aiming for this weekend!,54,1407,76,1179524256792641542,https://twitter.com/elonmusk/status/1179524256792641542,44196397,2019-10-02 22:31:11+00:00,Wed Oct 02 22:31:11 +0000 2019,,,,
+1044,elonmusk,annerajb,"Hopefully, a month or two, although it may be a little silly at first",42,1275,68,1179523171780681728,https://twitter.com/elonmusk/status/1179523171780681728,44196397,2019-10-02 22:26:53+00:00,Wed Oct 02 22:26:53 +0000 2019,,,,
+1045,elonmusk,flcnhvy,Not yet,19,983,21,1179522786240319488,https://twitter.com/elonmusk/status/1179522786240319488,44196397,2019-10-02 22:25:21+00:00,Wed Oct 02 22:25:21 +0000 2019,,,,
+1046,elonmusk,MemesOfMars,First point release update expected to go out this weekend,45,1084,37,1179522738278395905,https://twitter.com/elonmusk/status/1179522738278395905,44196397,2019-10-02 22:25:09+00:00,Wed Oct 02 22:25:09 +0000 2019,,,,
+1047,elonmusk,,"Over 550,000 Tesla Smart Summon uses in first few days!",2144,49705,1468,1179520622004588544,https://twitter.com/elonmusk/status/1179520622004588544,44196397,2019-10-02 22:16:45+00:00,Wed Oct 02 22:16:45 +0000 2019,,,,
+1048,elonmusk,tesla_truth,"Thanks, Tesla team is the strongest it’s ever been & doing an amazing job! Honored to work beside them.",214,3570,98,1179519667808768000,https://twitter.com/elonmusk/status/1179519667808768000,44196397,2019-10-02 22:12:57+00:00,Wed Oct 02 22:12:57 +0000 2019,,,,
+1049,elonmusk,justpaulinelol,"If 20km works, then orbit",80,1565,95,1179159128708538370,https://twitter.com/elonmusk/status/1179159128708538370,44196397,2019-10-01 22:20:18+00:00,Tue Oct 01 22:20:18 +0000 2019,,,,
+1050,elonmusk,KeithMansfield,Great summary of the key points!,24,808,24,1179158176618315776,https://twitter.com/elonmusk/status/1179158176618315776,44196397,2019-10-01 22:16:31+00:00,Tue Oct 01 22:16:31 +0000 2019,,,,
+1051,elonmusk,OranMaliphant,"That’s about right, except no sensors. Tile itself is the sensor as it will partially ablate where too hot & have to be replaced.",40,1135,45,1179154111616274433,https://twitter.com/elonmusk/status/1179154111616274433,44196397,2019-10-01 22:00:22+00:00,Tue Oct 01 22:00:22 +0000 2019,,,,
+1052,elonmusk,elonmusk,"It’s all the “secondary” structure that concerns me, not engines & primary airframe",50,1230,52,1179107730876796928,https://twitter.com/elonmusk/status/1179107730876796928,44196397,2019-10-01 18:56:04+00:00,Tue Oct 01 18:56:04 +0000 2019,,,,
+1053,elonmusk,AngelNDevil2,"Raptor cost is tracking to well under $1M for V1.0. Goal is <$250k for V2.0 is a 250 ton thrust-optimized engine, ie <$1000/ton",100,1308,38,1179107539352313856,https://twitter.com/elonmusk/status/1179107539352313856,44196397,2019-10-01 18:55:18+00:00,Tue Oct 01 18:55:18 +0000 2019,,,,
+1054,elonmusk,JohnnaCrider1,Stop sending me this ,220,6332,153,1179090138644668416,https://twitter.com/elonmusk/status/1179090138644668416,44196397,2019-10-01 17:46:10+00:00,Tue Oct 01 17:46:10 +0000 2019,,,,
+1055,elonmusk,RationalEtienne,Agreed & such a heartwarming photo ,47,1605,55,1179079219801812993,https://twitter.com/elonmusk/status/1179079219801812993,44196397,2019-10-01 17:02:46+00:00,Tue Oct 01 17:02:46 +0000 2019,,,,
+1056,elonmusk,Kristennetten,I have that exact thought every time I get the flu,36,1673,61,1179078946941353984,https://twitter.com/elonmusk/status/1179078946941353984,44196397,2019-10-01 17:01:41+00:00,Tue Oct 01 17:01:41 +0000 2019,,,,
+1057,elonmusk,AdrianAssman,Clearly a sign of the apocalypse!,1005,18104,211,1179074198540435456,https://twitter.com/elonmusk/status/1179074198540435456,44196397,2019-10-01 16:42:49+00:00,Tue Oct 01 16:42:49 +0000 2019,,,,
+1058,elonmusk,elonmusk,Lot of ways to melt & join steel. Mostly just needs to be welded consistently & with precise parts.,55,1258,59,1178956709731024896,https://twitter.com/elonmusk/status/1178956709731024896,44196397,2019-10-01 08:55:58+00:00,Tue Oct 01 08:55:58 +0000 2019,,,,
+1059,elonmusk,engineers_feed,Thankfully not. FSW is very difficult to get right & not needed with steel.,36,943,23,1178956134968807424,https://twitter.com/elonmusk/status/1178956134968807424,44196397,2019-10-01 08:53:41+00:00,Tue Oct 01 08:53:41 +0000 2019,,,,
+1060,elonmusk,,"Production version will be a lot more polished than this prototype, but still fun to see",594,20644,544,1178938112195514368,https://twitter.com/elonmusk/status/1178938112195514368,44196397,2019-10-01 07:42:04+00:00,Tue Oct 01 07:42:04 +0000 2019,,,,
+1061,elonmusk,ColinPearceUK,Bigger flaps/fins at rear also moves center of pressure back,42,1408,33,1178934984167448577,https://twitter.com/elonmusk/status/1178934984167448577,44196397,2019-10-01 07:29:38+00:00,Tue Oct 01 07:29:38 +0000 2019,,,,
+1062,elonmusk,TrevorMahlmann,Haha yes,80,2510,51,1178932681028980736,https://twitter.com/elonmusk/status/1178932681028980736,44196397,2019-10-01 07:20:29+00:00,Tue Oct 01 07:20:29 +0000 2019,,,,
+1063,elonmusk,HarryStoltz1,"In solving for a good Mars climate, we will learn a great deal about how to do so on Earth. It is the inverse problem.",121,2260,64,1178932062733996032,https://twitter.com/elonmusk/status/1178932062733996032,44196397,2019-10-01 07:18:01+00:00,Tue Oct 01 07:18:01 +0000 2019,,,,
+1064,elonmusk,,Inside Starship cargo bay. Header tanks mounted in tip of nosecone to offset engine weight at rear.,6062,69210,1424,1178931253229187072,https://twitter.com/elonmusk/status/1178931253229187072,44196397,2019-10-01 07:14:48+00:00,Tue Oct 01 07:14:48 +0000 2019,,,,
+1065,elonmusk,EvaFoxU,Cool video!,19,598,22,1178905464202883072,https://twitter.com/elonmusk/status/1178905464202883072,44196397,2019-10-01 05:32:20+00:00,Tue Oct 01 05:32:20 +0000 2019,,,,
+1066,elonmusk,DisruptResearch,"Probably our most viral feature ever. Most of the Autopilot team has been working on this, led by Ashok, CJ, Andrej & many others.",129,2246,156,1178818555061493761,https://twitter.com/elonmusk/status/1178818555061493761,44196397,2019-09-30 23:46:59+00:00,Mon Sep 30 23:46:59 +0000 2019,,,,
+1067,elonmusk,S_Padival,Good question,81,1974,94,1178807103273631744,https://twitter.com/elonmusk/status/1178807103273631744,44196397,2019-09-30 23:01:29+00:00,Mon Sep 30 23:01:29 +0000 2019,,,,
+1068,elonmusk,thejackbeyer, ,52,1559,125,1178107012141535232,https://twitter.com/elonmusk/status/1178107012141535232,44196397,2019-09-29 00:39:34+00:00,Sun Sep 29 00:39:34 +0000 2019,,,,
+1069,elonmusk,,"Rage, rage against the dying of the light",27272,204859,3502,1178014342031298561,https://twitter.com/elonmusk/status/1178014342031298561,44196397,2019-09-28 18:31:20+00:00,Sat Sep 28 18:31:20 +0000 2019,,,,
+1070,elonmusk,tesla_truth,"We’re going to use the pedestrian pink noise speaker to talk to people & create customized horn sounds. “I beg your pardon, but would you be so kind as to allow me to proceed?” Said in the voice of Mr. Darcy.",156,1894,187,1178013709546991619,https://twitter.com/elonmusk/status/1178013709546991619,44196397,2019-09-28 18:28:49+00:00,Sat Sep 28 18:28:49 +0000 2019,,,,
+1071,elonmusk,elonmusk,"Special light pattern (but not hazards, as they’re too shrill) seems right",44,1074,84,1178012340383621120,https://twitter.com/elonmusk/status/1178012340383621120,44196397,2019-09-28 18:23:23+00:00,Sat Sep 28 18:23:23 +0000 2019,,,,
+1072,elonmusk,tesla_truth,Makes sense,31,1002,50,1178011464852004864,https://twitter.com/elonmusk/status/1178011464852004864,44196397,2019-09-28 18:19:54+00:00,Sat Sep 28 18:19:54 +0000 2019,,,,
+1073,elonmusk,tesla_truth,Precisely,84,3073,99,1177961429703507968,https://twitter.com/elonmusk/status/1177961429703507968,44196397,2019-09-28 15:01:04+00:00,Sat Sep 28 15:01:04 +0000 2019,,,,
+1074,elonmusk,,To make life as we know it multiplanetary,3621,65581,1503,1177665592242794497,https://twitter.com/elonmusk/status/1177665592242794497,44196397,2019-09-27 19:25:31+00:00,Fri Sep 27 19:25:31 +0000 2019,,,,
+1075,elonmusk,,Starship will allow us to inhabit other worlds,11002,128101,3452,1177665504699224064,https://twitter.com/elonmusk/status/1177665504699224064,44196397,2019-09-27 19:25:10+00:00,Fri Sep 27 19:25:10 +0000 2019,,,,
+1076,elonmusk,,Starship halves being joined,20076,165197,3369,1177662806117584896,https://twitter.com/elonmusk/status/1177662806117584896,44196397,2019-09-27 19:14:27+00:00,Fri Sep 27 19:14:27 +0000 2019,,,,
+1077,elonmusk,,Summon is improving rapidly,514,10154,446,1177657997134221312,https://twitter.com/elonmusk/status/1177657997134221312,44196397,2019-09-27 18:55:21+00:00,Fri Sep 27 18:55:21 +0000 2019,,,,https://www.reddit.com/r/teslamotors/comments/da2m14/smart_summon_is_mindblowing/
+1078,elonmusk,flcnhvy,"Just SX500 so far, but we use many superalloys developed by others, eg Inco 718+. If anyone has 718++, that would be helpful haha. Massive engineering work in the casting, printing & machining of Raptor — far more than in design of the engine itself!",73,1223,65,1177631358987849729,https://twitter.com/elonmusk/status/1177631358987849729,44196397,2019-09-27 17:09:29+00:00,Fri Sep 27 17:09:29 +0000 2019,,,,
+1079,elonmusk,Erdayastronaut,There’s so much power going through this engine that it’s close to the limit of the known physics of materials in many places,112,1976,68,1177630155801419778,https://twitter.com/elonmusk/status/1177630155801419778,44196397,2019-09-27 17:04:43+00:00,Fri Sep 27 17:04:43 +0000 2019,,,,
+1080,elonmusk,Carter__99,Yes,13,551,16,1177628992762855426,https://twitter.com/elonmusk/status/1177628992762855426,44196397,2019-09-27 17:00:05+00:00,Fri Sep 27 17:00:05 +0000 2019,,,,
+1081,elonmusk,Erdayastronaut,"Well, hopefully closer to 300 bar over time. However, that the chamber/nozzle jacket has so many joints & dissimilar metals at such high pressure & temperature is what I find remarkable about it.",35,1066,16,1177628790609997825,https://twitter.com/elonmusk/status/1177628790609997825,44196397,2019-09-27 16:59:17+00:00,Fri Sep 27 16:59:17 +0000 2019,,,,
+1082,elonmusk,flcnhvy,"No, we’ve been focusing on production (now on SN12). Only need 250 bar or even a bit less for Starship/Super Heavy. Anything above 250 is nice to have & we’ll get around to it, but not needed for flight.",45,857,24,1177622466727821312,https://twitter.com/elonmusk/status/1177622466727821312,44196397,2019-09-27 16:34:09+00:00,Fri Sep 27 16:34:09 +0000 2019,,,,
+1083,elonmusk,NCBirbhan,Probably around 6 or 7pm,51,770,47,1177621843219365888,https://twitter.com/elonmusk/status/1177621843219365888,44196397,2019-09-27 16:31:41+00:00,Fri Sep 27 16:31:41 +0000 2019,,,,
+1084,elonmusk,Erdayastronaut,"What blows my mind is that peak pressure in regen chamber & nozzle is *far* above combustion pressure at over 800 bar or ~12,000 psi",76,1581,45,1177621104686329856,https://twitter.com/elonmusk/status/1177621104686329856,44196397,2019-09-27 16:28:45+00:00,Fri Sep 27 16:28:45 +0000 2019,,,,
+1085,elonmusk,GaryTheBot_,Figure of speech,14,649,35,1177618467136008194,https://twitter.com/elonmusk/status/1177618467136008194,44196397,2019-09-27 16:18:16+00:00,Fri Sep 27 16:18:16 +0000 2019,,,,
+1086,elonmusk,Teslarati,"Meanwhile, back in reality",886,14067,425,1177618401159602176,https://twitter.com/elonmusk/status/1177618401159602176,44196397,2019-09-27 16:18:00+00:00,Fri Sep 27 16:18:00 +0000 2019,,,,https://twitter.com/Teslarati/status/1177597928145330176
+1087,elonmusk,DLoesch,Media report was false,293,5029,283,1177618032719319040,https://twitter.com/elonmusk/status/1177618032719319040,44196397,2019-09-27 16:16:32+00:00,Fri Sep 27 16:16:32 +0000 2019,,,,
+1088,elonmusk,Erdayastronaut,Raptor uses milled copper channels with an inconel jacket all the way down,107,2430,97,1177387141116002304,https://twitter.com/elonmusk/status/1177387141116002304,44196397,2019-09-27 00:59:03+00:00,Fri Sep 27 00:59:03 +0000 2019,,,,
+1089,elonmusk,,Three Raptors on a Starship,10456,100642,2134,1177314408604680192,https://twitter.com/elonmusk/status/1177314408604680192,44196397,2019-09-26 20:10:03+00:00,Thu Sep 26 20:10:03 +0000 2019,,,,
+1090,elonmusk,EvaFoxU,Always,43,1616,86,1177259561117372417,https://twitter.com/elonmusk/status/1177259561117372417,44196397,2019-09-26 16:32:06+00:00,Thu Sep 26 16:32:06 +0000 2019,,,,
+1091,elonmusk,SpacePadreIsle,"Wow, it’s been 5 years since we started at Boca!",77,2278,76,1177241843093753862,https://twitter.com/elonmusk/status/1177241843093753862,44196397,2019-09-26 15:21:42+00:00,Thu Sep 26 15:21:42 +0000 2019,,,,
+1092,elonmusk,BrendanCogbill7,"About a week. Will include slight improvements, based on initial user feedback.",33,1026,39,1177237783489863681,https://twitter.com/elonmusk/status/1177237783489863681,44196397,2019-09-26 15:05:34+00:00,Thu Sep 26 15:05:34 +0000 2019,,,,
+1093,elonmusk,justpaulinelol,"We look for rare corner case issues with a limited release US build, then expand internationally as we receive approval from regulatory authorities. So, soon, but hard to say exactly.",51,1330,63,1177236839406559232,https://twitter.com/elonmusk/status/1177236839406559232,44196397,2019-09-26 15:01:49+00:00,Thu Sep 26 15:01:49 +0000 2019,,,,
+1094,elonmusk,GaryTheBot_,"Gary, you rock!",15,632,28,1177235963405193216,https://twitter.com/elonmusk/status/1177235963405193216,44196397,2019-09-26 14:58:20+00:00,Thu Sep 26 14:58:20 +0000 2019,,,,
+1095,elonmusk,,Tesla V10.0 just started rolling out to all US Tesla owners with FSD option & “advanced download” selected in vehicle software settings,1456,24506,1416,1177235772857970688,https://twitter.com/elonmusk/status/1177235772857970688,44196397,2019-09-26 14:57:34+00:00,Thu Sep 26 14:57:34 +0000 2019,,,,
+1096,elonmusk,moyo5150,More like,79,1616,97,1177101142980825093,https://twitter.com/elonmusk/status/1177101142980825093,44196397,2019-09-26 06:02:36+00:00,Thu Sep 26 06:02:36 +0000 2019,,,,https://m.youtube.com/watch?v=_sBBaNYex3E
+1097,elonmusk,,"Anonymous bot swarms deserve a closer examination. If they’re evolving rapidly, something’s up.",2109,37176,786,1177100271937212416,https://twitter.com/elonmusk/status/1177100271937212416,44196397,2019-09-26 05:59:08+00:00,Thu Sep 26 05:59:08 +0000 2019,,,,
+1098,elonmusk,,"If advanced AI (beyond basic bots) hasn’t been applied to manipulate social media, it won’t be long before it is",7961,74603,1781,1177099375287271424,https://twitter.com/elonmusk/status/1177099375287271424,44196397,2019-09-26 05:55:35+00:00,Thu Sep 26 05:55:35 +0000 2019,,,,
+1099,elonmusk,Wally_Wests,Exactly,239,5868,105,1177096273628778496,https://twitter.com/elonmusk/status/1177096273628778496,44196397,2019-09-26 05:43:15+00:00,Thu Sep 26 05:43:15 +0000 2019,,,,
+1100,elonmusk,Kristennetten,That would be a nice touch,19,692,30,1177090550916239360,https://twitter.com/elonmusk/status/1177090550916239360,44196397,2019-09-26 05:20:31+00:00,Thu Sep 26 05:20:31 +0000 2019,,,,
+1101,elonmusk,flcnhvy,"This is quite a complex beast, but hopefully within a month or so",37,963,39,1177085193007456256,https://twitter.com/elonmusk/status/1177085193007456256,44196397,2019-09-26 04:59:13+00:00,Thu Sep 26 04:59:13 +0000 2019,,,,
+1102,elonmusk,28delayslater,Haha awesome,14,782,17,1177084577128448000,https://twitter.com/elonmusk/status/1177084577128448000,44196397,2019-09-26 04:56:47+00:00,Thu Sep 26 04:56:47 +0000 2019,,,,
+1103,elonmusk,MarkChica,We could probably do that,39,898,59,1177074975020220416,https://twitter.com/elonmusk/status/1177074975020220416,44196397,2019-09-26 04:18:37+00:00,Thu Sep 26 04:18:37 +0000 2019,,,,
+1104,elonmusk,Erdayastronaut,50m,52,1788,83,1177070801121468418,https://twitter.com/elonmusk/status/1177070801121468418,44196397,2019-09-26 04:02:02+00:00,Thu Sep 26 04:02:02 +0000 2019,,,,
+1105,elonmusk,TeslaGong,"Not sure we could go quite that tight, but we can for sure allow much narrower spaces at user’s discretion",12,412,26,1177069611142901762,https://twitter.com/elonmusk/status/1177069611142901762,44196397,2019-09-26 03:57:18+00:00,Thu Sep 26 03:57:18 +0000 2019,,,,
+1106,elonmusk,annerajb,"With rare exceptions, composites would make Starship heavier. They don’t stand up well to high temperatures, but steel does great.",26,682,28,1177067257106747392,https://twitter.com/elonmusk/status/1177067257106747392,44196397,2019-09-26 03:47:57+00:00,Thu Sep 26 03:47:57 +0000 2019,,,,
+1107,elonmusk,Jennerator211,"Mk1 ship is around 200 tons dry & 1400 tons wet, but aiming for 120 by Mk4 or Mk5. Total stack mass with max payload is 5000 tons.",57,736,41,1177066483375058944,https://twitter.com/elonmusk/status/1177066483375058944,44196397,2019-09-26 03:44:53+00:00,Thu Sep 26 03:44:53 +0000 2019,,,,
+1108,elonmusk,teslaownersSV,Absolutely,18,484,35,1177064952429010945,https://twitter.com/elonmusk/status/1177064952429010945,44196397,2019-09-26 03:38:48+00:00,Thu Sep 26 03:38:48 +0000 2019,,,,
+1109,elonmusk,Teslatunity,You’re welcome! Feature requests always appreciated.,53,1411,179,1177062354577756160,https://twitter.com/elonmusk/status/1177062354577756160,44196397,2019-09-26 03:28:28+00:00,Thu Sep 26 03:28:28 +0000 2019,,,,
+1110,elonmusk,Erdayastronaut,"Six. Two windward, one under each fin & two leeward. Provides redundancy for landing on unimproved surfaces.",121,2708,108,1177051800769138690,https://twitter.com/elonmusk/status/1177051800769138690,44196397,2019-09-26 02:46:32+00:00,Thu Sep 26 02:46:32 +0000 2019,,,,
+1111,elonmusk,,On the transporter,1441,30283,497,1177050841041125376,https://twitter.com/elonmusk/status/1177050841041125376,44196397,2019-09-26 02:42:43+00:00,Thu Sep 26 02:42:43 +0000 2019,,,,
+1112,elonmusk,,Lifting lower section of Starship,5487,83000,1287,1177049277375250434,https://twitter.com/elonmusk/status/1177049277375250434,44196397,2019-09-26 02:36:30+00:00,Thu Sep 26 02:36:30 +0000 2019,,,,
+1113,elonmusk,justpaulinelol,,58,1011,90,1176936806928879616,https://twitter.com/elonmusk/status/1176936806928879616,44196397,2019-09-25 19:09:35+00:00,Wed Sep 25 19:09:35 +0000 2019,,,,
+1114,elonmusk,EvaFoxU,правда,78,1179,56,1176930839411642368,https://twitter.com/elonmusk/status/1176930839411642368,44196397,2019-09-25 18:45:53+00:00,Wed Sep 25 18:45:53 +0000 2019,,,,
+1115,elonmusk,katlinegrey,язык хорошо подвешен,444,2980,110,1176928113285971968,https://twitter.com/elonmusk/status/1176928113285971968,44196397,2019-09-25 18:35:03+00:00,Wed Sep 25 18:35:03 +0000 2019,,,,
+1116,elonmusk,levie,Exactly,100,2917,66,1176737065624453125,https://twitter.com/elonmusk/status/1176737065624453125,44196397,2019-09-25 05:55:53+00:00,Wed Sep 25 05:55:53 +0000 2019,,,,
+1117,elonmusk,tannerfox,Impressive work by Chad & Steve!,57,2363,47,1176596320775094273,https://twitter.com/elonmusk/status/1176596320775094273,44196397,2019-09-24 20:36:37+00:00,Tue Sep 24 20:36:37 +0000 2019,,,,
+1118,elonmusk,SamNazarius,"Almost entirely C++, but we did have an (advanced for the time) client-side Java app for viewing maps & (weirdly) a 3D hockey game in VRML",22,694,28,1176589331567452161,https://twitter.com/elonmusk/status/1176589331567452161,44196397,2019-09-24 20:08:51+00:00,Tue Sep 24 20:08:51 +0000 2019,,,,
+1119,elonmusk,HarryStoltz1,Turbo Pascal,62,647,66,1176588054670323713,https://twitter.com/elonmusk/status/1176588054670323713,44196397,2019-09-24 20:03:46+00:00,Tue Sep 24 20:03:46 +0000 2019,,,,
+1120,elonmusk,justpaulinelol,"Mostly C/C++, Python & SQL",32,691,38,1176587698401947650,https://twitter.com/elonmusk/status/1176587698401947650,44196397,2019-09-24 20:02:21+00:00,Tue Sep 24 20:02:21 +0000 2019,,,,
+1121,elonmusk,flcnhvy,It would be pretty embarrassing to use a non-Tesla battery!,51,1517,52,1176586684751908872,https://twitter.com/elonmusk/status/1176586684751908872,44196397,2019-09-24 19:58:20+00:00,Tue Sep 24 19:58:20 +0000 2019,,,,
+1122,elonmusk,elonmusk,"This includes original engineering of new factory processes & cars. Great engineers will only join if original engineering is supported, not just localization.",89,1648,82,1176585904091275264,https://twitter.com/elonmusk/status/1176585904091275264,44196397,2019-09-24 19:55:14+00:00,Tue Sep 24 19:55:14 +0000 2019,,,,
+1123,elonmusk,Teslarati,"Tesla is building a major engineering team in China, incl heavy focus on software/firmware for factory & car",157,2317,145,1176585349889503233,https://twitter.com/elonmusk/status/1176585349889503233,44196397,2019-09-24 19:53:01+00:00,Tue Sep 24 19:53:01 +0000 2019,,,,
+1124,elonmusk,The_ShadowZone,"For sure more than one pass coming back to Earth. To Mars could maybe work single pass, but two passes probably wise.",45,1045,30,1176566245925085184,https://twitter.com/elonmusk/status/1176566245925085184,44196397,2019-09-24 18:37:07+00:00,Tue Sep 24 18:37:07 +0000 2019,,,,
+1125,elonmusk,OranMaliphant,"Could do it, but we developed low cost reusable tiles that are much lighter than transpiration cooling & quite robust",58,1358,49,1176561209971101696,https://twitter.com/elonmusk/status/1176561209971101696,44196397,2019-09-24 18:17:06+00:00,Tue Sep 24 18:17:06 +0000 2019,,,,
+1126,elonmusk,Erdayastronaut,"Better just to ride your max temp all the way down & let T^4 be your friend. Lower atmosphere cools you down real fast, so not crazy hot after landing.",50,1518,44,1176560672022220800,https://twitter.com/elonmusk/status/1176560672022220800,44196397,2019-09-24 18:14:58+00:00,Tue Sep 24 18:14:58 +0000 2019,,,,
+1127,elonmusk,DJSnM,"Exactly. For reusable heatshield, minimize peak heating. For ablative/expendable, minimize total heat. Therefore reusable like Starship wants lift during high Mach reentry for lower peak, but higher total heat.",74,1384,35,1176559598368460800,https://twitter.com/elonmusk/status/1176559598368460800,44196397,2019-09-24 18:10:42+00:00,Tue Sep 24 18:10:42 +0000 2019,,,,
+1128,elonmusk,Erdayastronaut,"It does actually generate lift in hypersonic regime, which is important to limit peak heating",78,1867,44,1176557946018230272,https://twitter.com/elonmusk/status/1176557946018230272,44196397,2019-09-24 18:04:08+00:00,Tue Sep 24 18:04:08 +0000 2019,,,,
+1129,elonmusk,flcnhvy,"Many powerful electric motors & batteries. Force required is enormous, as entire fin moves. More about this on the 28th.",59,1058,42,1176557685820387328,https://twitter.com/elonmusk/status/1176557685820387328,44196397,2019-09-24 18:03:06+00:00,Tue Sep 24 18:03:06 +0000 2019,,,,
+1130,elonmusk,Erdayastronaut,"That’s correct. Essentially controlled falling, like a skydiver.",74,2154,73,1176557352964591620,https://twitter.com/elonmusk/status/1176557352964591620,44196397,2019-09-24 18:01:46+00:00,Tue Sep 24 18:01:46 +0000 2019,,,,
+1131,elonmusk,bopinion,"Herbert Diess is doing more than any big carmaker to go electric. The good of the world should come first. For what it’s worth, he has my support.",275,2499,73,1176552859229310976,https://twitter.com/elonmusk/status/1176552859229310976,44196397,2019-09-24 17:43:55+00:00,Tue Sep 24 17:43:55 +0000 2019,,,,
+1132,elonmusk,JaneidyEve,Just sent a note to check,21,816,32,1176541733640753154,https://twitter.com/elonmusk/status/1176541733640753154,44196397,2019-09-24 16:59:43+00:00,Tue Sep 24 16:59:43 +0000 2019,,,,
+1133,elonmusk,,Some secrets are too dangerous to be free,59232,362986,2363,1176530527290941441,https://twitter.com/elonmusk/status/1176530527290941441,44196397,2019-09-24 16:15:11+00:00,Tue Sep 24 16:15:11 +0000 2019,,,,
+1134,elonmusk,TheOnion,"“Between the trees and the forest floor, it’s like a giant mural,” continued the veritable High Priest of the Harvest Season, adding that he would soon have to rake his driveway, an activity for which he will most certainly don a cashmere scarf.",174,4428,186,1176315199361470465,https://twitter.com/elonmusk/status/1176315199361470465,44196397,2019-09-24 01:59:33+00:00,Tue Sep 24 01:59:33 +0000 2019,,,,
+1135,elonmusk,Mich41V4294,"Hoping to open in Slovakia, Croatia, Serbia & most of Eastern Europe early next year. Finally, we will do Nikola Tesla proud by having his cars in his countries of origin!",516,3630,323,1176190550854127616,https://twitter.com/elonmusk/status/1176190550854127616,44196397,2019-09-23 17:44:14+00:00,Mon Sep 23 17:44:14 +0000 2019,,,,
+1136,elonmusk,TeslaMiles,OG Roadster is def helping us out here with 826M miles by itself,66,1046,50,1176189774211608576,https://twitter.com/elonmusk/status/1176189774211608576,44196397,2019-09-23 17:41:09+00:00,Mon Sep 23 17:41:09 +0000 2019,,,,https://www.whereisroadster.com
+1137,elonmusk,flcnhvy,Ahem … well … um …,40,1370,40,1176189163172818945,https://twitter.com/elonmusk/status/1176189163172818945,44196397,2019-09-23 17:38:43+00:00,Mon Sep 23 17:38:43 +0000 2019,,,,
+1138,elonmusk,28delayslater,"Classified as a URO, unidentified road object (from Area 69)",92,1632,65,1176188521826021376,https://twitter.com/elonmusk/status/1176188521826021376,44196397,2019-09-23 17:36:10+00:00,Mon Sep 23 17:36:10 +0000 2019,,,,
+1139,elonmusk,Kristennetten,"SpaceX Foundry is used exclusively for advanced alloys/shapes for Raptor, incl our superalloy, SX500",72,1125,58,1176009705099071488,https://twitter.com/elonmusk/status/1176009705099071488,44196397,2019-09-23 05:45:37+00:00,Mon Sep 23 05:45:37 +0000 2019,,,,
+1140,elonmusk,,Bottom half of Starship at night. Top half with forward fins & header tanks probably stacks on Wednesday. Three Raptors already installed.,1249,15125,517,1176009047729954818,https://twitter.com/elonmusk/status/1176009047729954818,44196397,2019-09-23 05:43:00+00:00,Mon Sep 23 05:43:00 +0000 2019,,,,
+1141,elonmusk,,Raceway & flap hinge aero covers,308,12987,240,1176008450733744129,https://twitter.com/elonmusk/status/1176008450733744129,44196397,2019-09-23 05:40:38+00:00,Mon Sep 23 05:40:38 +0000 2019,,,,
+1142,elonmusk,,Just leaving SpaceX Starship build site in Boca,4390,73745,1475,1176007759751499776,https://twitter.com/elonmusk/status/1176007759751499776,44196397,2019-09-23 05:37:53+00:00,Mon Sep 23 05:37:53 +0000 2019,,,,
+1143,elonmusk,Erdayastronaut,"Super Heavy rocket will be much like Falcon 9, but the Ship is a strange combination of Dragon, F9 & a skydiver.",132,2382,96,1175903306268454912,https://twitter.com/elonmusk/status/1175903306268454912,44196397,2019-09-22 22:42:50+00:00,Sun Sep 22 22:42:50 +0000 2019,,,,
+1144,elonmusk,happych19952208, ,43,1498,72,1175825059153362945,https://twitter.com/elonmusk/status/1175825059153362945,44196397,2019-09-22 17:31:54+00:00,Sun Sep 22 17:31:54 +0000 2019,,,,
+1145,elonmusk,CptnCrutch5373,Approximately correct. We also fire the ACS thrusters to rotate the vehicle & ignite Raptors at full gimbal angle to complete the turn.,56,1436,26,1175824881927278597,https://twitter.com/elonmusk/status/1175824881927278597,44196397,2019-09-22 17:31:12+00:00,Sun Sep 22 17:31:12 +0000 2019,,,,
+1146,elonmusk,Kalzsom,"For aero control, it comes down to % of cross-sectional area moving vs not. Flexible as to whether front or rear, so long as within bounds of center of mass & pressure.",42,1186,18,1175822175913283584,https://twitter.com/elonmusk/status/1175822175913283584,44196397,2019-09-22 17:20:27+00:00,Sun Sep 22 17:20:27 +0000 2019,,,,
+1147,elonmusk,elonmusk,"Current analysis, which I’m not fully bought into, suggests that 2 rear fins with separate airframe-mounted legs will be lighter, so this is the plan for Mk1/Mk2",84,1848,72,1175820322597232640,https://twitter.com/elonmusk/status/1175820322597232640,44196397,2019-09-22 17:13:05+00:00,Sun Sep 22 17:13:05 +0000 2019,,,,
+1148,elonmusk,Erdayastronaut,"Stability is controlled by (very) rapid movement of rear & fwd fins during entry & landing, as well as ACS thrusters. The smaller leeward “fin” would simply be used as a leg.",82,1776,55,1175818733648003072,https://twitter.com/elonmusk/status/1175818733648003072,44196397,2019-09-22 17:06:46+00:00,Sun Sep 22 17:06:46 +0000 2019,,,,
+1149,elonmusk,Erdayastronaut,Stability is not an issue with 3,50,1661,47,1175815930384924677,https://twitter.com/elonmusk/status/1175815930384924677,44196397,2019-09-22 16:55:38+00:00,Sun Sep 22 16:55:38 +0000 2019,,,,
+1150,elonmusk,elonmusk,"Nose tip has forward movable fins, cold gas attitude control thrusters, header tanks for landing, composite pressure vessels, several large batteries, etc. Placed up there to balance high mass of Raptors & rear fins at the bottom.",86,1525,53,1175815628525060096,https://twitter.com/elonmusk/status/1175815628525060096,44196397,2019-09-22 16:54:26+00:00,Sun Sep 22 16:54:26 +0000 2019,,,,
+1151,elonmusk,SpaceXFan97,"Yes. There’s a huge amount of hardware in the tip of the faring that being integrated on the ground, which is why we haven’t closed it out.",57,1413,18,1175814780323545093,https://twitter.com/elonmusk/status/1175814780323545093,44196397,2019-09-22 16:51:03+00:00,Sun Sep 22 16:51:03 +0000 2019,,,,
+1152,elonmusk,,"Adding the rear moving fins to Starship Mk1 in Boca Chica, Texas",3149,39991,1041,1175812366019244032,https://twitter.com/elonmusk/status/1175812366019244032,44196397,2019-09-22 16:41:28+00:00,Sun Sep 22 16:41:28 +0000 2019,,,,
+1153,elonmusk,teslaownersSV,Thanks!,29,989,37,1175806316977278977,https://twitter.com/elonmusk/status/1175806316977278977,44196397,2019-09-22 16:17:26+00:00,Sun Sep 22 16:17:26 +0000 2019,,,,
+1154,elonmusk,cleantechnica,"Either way, sustainable energy wins!!",7580,86054,1066,1175801866212524032,https://twitter.com/elonmusk/status/1175801866212524032,44196397,2019-09-22 15:59:44+00:00,Sun Sep 22 15:59:44 +0000 2019,,,,https://twitter.com/cleantechnica/status/1175628597018734592
+1155,elonmusk,cleantechnica,srsly,102,2453,175,1175667051786067969,https://twitter.com/elonmusk/status/1175667051786067969,44196397,2019-09-22 07:04:02+00:00,Sun Sep 22 07:04:02 +0000 2019,,,,
+1156,elonmusk,vincent13031925,It’s my glasses ,130,3866,197,1175509178200317953,https://twitter.com/elonmusk/status/1175509178200317953,44196397,2019-09-21 20:36:42+00:00,Sat Sep 21 20:36:42 +0000 2019,,,,
+1157,elonmusk,Robotbeat,"Sure. Have to do it on Mars from beginning. Will ultimately do that on Earth too, so rocket flights will be zero net carbon long-term.",130,2019,94,1175260773687472129,https://twitter.com/elonmusk/status/1175260773687472129,44196397,2019-09-21 04:09:38+00:00,Sat Sep 21 04:09:38 +0000 2019,,,,
+1158,elonmusk,TeslaTested,Next quarter,23,663,48,1175260301949898753,https://twitter.com/elonmusk/status/1175260301949898753,44196397,2019-09-21 04:07:45+00:00,Sat Sep 21 04:07:45 +0000 2019,,,,
+1159,elonmusk,TeslaTested,"Will discuss with my product team next week, but probably",49,993,71,1175260198019223553,https://twitter.com/elonmusk/status/1175260198019223553,44196397,2019-09-21 04:07:21+00:00,Sat Sep 21 04:07:21 +0000 2019,,,,
+1160,elonmusk,justpaulinelol,Yes,30,989,15,1175259690974023681,https://twitter.com/elonmusk/status/1175259690974023681,44196397,2019-09-21 04:05:20+00:00,Sat Sep 21 04:05:20 +0000 2019,,,,
+1161,elonmusk,Teslarati,Great work by SpaceX parachute engineering! The Crew Dragon parachutes are way more difficult than they may seem. The Apollo program found them to be so hard that it became a notable morale problem!,174,3532,90,1175259405832589312,https://twitter.com/elonmusk/status/1175259405832589312,44196397,2019-09-21 04:04:12+00:00,Sat Sep 21 04:04:12 +0000 2019,,,,
+1162,elonmusk,tdenton1138,A 16 year old who has better reasoning & more heart than the vast majority of political leaders,995,7078,381,1175185919193698304,https://twitter.com/elonmusk/status/1175185919193698304,44196397,2019-09-20 23:12:11+00:00,Fri Sep 20 23:12:11 +0000 2019,,,,
+1163,elonmusk,flcnhvy,That’s what life was like back in 1985,47,1876,100,1174900405769080837,https://twitter.com/elonmusk/status/1174900405769080837,44196397,2019-09-20 04:17:39+00:00,Fri Sep 20 04:17:39 +0000 2019,,,,
+1164,elonmusk,nytimes,You have been warned,1370,12067,215,1174898962190331906,https://twitter.com/elonmusk/status/1174898962190331906,44196397,2019-09-20 04:11:55+00:00,Fri Sep 20 04:11:55 +0000 2019,,,,
+1165,elonmusk,itsJayLew,"No, it’s one integrated release",26,746,33,1174812459800002560,https://twitter.com/elonmusk/status/1174812459800002560,44196397,2019-09-19 22:28:12+00:00,Thu Sep 19 22:28:12 +0000 2019,,,,
+1166,elonmusk,tesletter,"Fixing several minor bugs & a regression in highway driving, so probably early to mid next week",41,686,42,1174811595047763968,https://twitter.com/elonmusk/status/1174811595047763968,44196397,2019-09-19 22:24:45+00:00,Thu Sep 19 22:24:45 +0000 2019,,,,
+1167,elonmusk,chrisleehawaii,Much better chess engine coming,47,917,62,1174810563903229952,https://twitter.com/elonmusk/status/1174810563903229952,44196397,2019-09-19 22:20:40+00:00,Thu Sep 19 22:20:40 +0000 2019,,,,
+1168,elonmusk,tesla_truth,Well said,84,3024,62,1174809495056220160,https://twitter.com/elonmusk/status/1174809495056220160,44196397,2019-09-19 22:16:25+00:00,Thu Sep 19 22:16:25 +0000 2019,,,,
+1169,elonmusk,MercedesBenz,Very meaningful action by the company that invented the internal combustion engine. People will remember this day. Respect.,628,6286,115,1174793960360800256,https://twitter.com/elonmusk/status/1174793960360800256,44196397,2019-09-19 21:14:41+00:00,Thu Sep 19 21:14:41 +0000 2019,,,,
+1170,elonmusk,Teslarati,Electric is the future! Congratulations Daimler!!,4356,46870,1137,1174751275637862400,https://twitter.com/elonmusk/status/1174751275637862400,44196397,2019-09-19 18:25:04+00:00,Thu Sep 19 18:25:04 +0000 2019,,,,https://twitter.com/Teslarati/status/1174737467636887554
+1171,elonmusk,EvaFoxU,Nice compression,17,536,34,1174695949345669124,https://twitter.com/elonmusk/status/1174695949345669124,44196397,2019-09-19 14:45:13+00:00,Thu Sep 19 14:45:13 +0000 2019,,,,
+1172,elonmusk,elonmusk,"And of course, this one, but that’s obv",61,1058,78,1174691831344500738,https://twitter.com/elonmusk/status/1174691831344500738,44196397,2019-09-19 14:28:51+00:00,Thu Sep 19 14:28:51 +0000 2019,,,,
+1173,elonmusk,MemesOfMars,e^ + 1 = 0,97,1282,51,1174690437568901121,https://twitter.com/elonmusk/status/1174690437568901121,44196397,2019-09-19 14:23:19+00:00,Thu Sep 19 14:23:19 +0000 2019,,,,
+1174,elonmusk,fermatslibrary,"For some reason, I always loved this formula",175,4707,169,1174689895673139200,https://twitter.com/elonmusk/status/1174689895673139200,44196397,2019-09-19 14:21:10+00:00,Thu Sep 19 14:21:10 +0000 2019,,,,
+1175,elonmusk,MFrunker,Whoa cool,47,1556,87,1174395999550238720,https://twitter.com/elonmusk/status/1174395999550238720,44196397,2019-09-18 18:53:20+00:00,Wed Sep 18 18:53:20 +0000 2019,,,,
+1176,elonmusk,makingnocchi,“Smart” Summon will work on all v2.0+ hardware in wide release,81,1252,97,1174379370032427009,https://twitter.com/elonmusk/status/1174379370032427009,44196397,2019-09-18 17:47:15+00:00,Wed Sep 18 17:47:15 +0000 2019,,,,
+1177,elonmusk,annerajb,"L'Ambroisie, Place des Vosges",36,803,54,1174376011959390208,https://twitter.com/elonmusk/status/1174376011959390208,44196397,2019-09-18 17:33:54+00:00,Wed Sep 18 17:33:54 +0000 2019,,,,
+1178,elonmusk,LilSkoorb,Nice,44,1207,36,1174367606033108992,https://twitter.com/elonmusk/status/1174367606033108992,44196397,2019-09-18 17:00:30+00:00,Wed Sep 18 17:00:30 +0000 2019,,,,
+1179,elonmusk,,"Amazingly, this is not an Onion article",743,30665,403,1174366131890487296,https://twitter.com/elonmusk/status/1174366131890487296,44196397,2019-09-18 16:54:39+00:00,Wed Sep 18 16:54:39 +0000 2019,,,,
+1180,elonmusk,_jameshatfield_,,49,1401,44,1174365773222932483,https://twitter.com/elonmusk/status/1174365773222932483,44196397,2019-09-18 16:53:13+00:00,Wed Sep 18 16:53:13 +0000 2019,,,,
+1181,elonmusk,RationalEtienne,Je ne regrette Etienne,37,1206,35,1174365309177757696,https://twitter.com/elonmusk/status/1174365309177757696,44196397,2019-09-18 16:51:23+00:00,Wed Sep 18 16:51:23 +0000 2019,,,,
+1182,elonmusk,areus,Lane offset should be much better in V10.0,28,718,40,1174351594873188352,https://twitter.com/elonmusk/status/1174351594873188352,44196397,2019-09-18 15:56:53+00:00,Wed Sep 18 15:56:53 +0000 2019,,,,
+1183,elonmusk,JasonWHansen,Yes,24,841,49,1174343942277451782,https://twitter.com/elonmusk/status/1174343942277451782,44196397,2019-09-18 15:26:28+00:00,Wed Sep 18 15:26:28 +0000 2019,,,,
+1184,elonmusk,Newsweek,Told you AI was dangerous!! ,14168,112125,1817,1174343207590580224,https://twitter.com/elonmusk/status/1174343207590580224,44196397,2019-09-18 15:23:33+00:00,Wed Sep 18 15:23:33 +0000 2019,,,,https://twitter.com/Newsweek/status/1173982485098762240
+1185,elonmusk,Newsweek,In other news …,424,13555,230,1174119836437213185,https://twitter.com/elonmusk/status/1174119836437213185,44196397,2019-09-18 00:35:57+00:00,Wed Sep 18 00:35:57 +0000 2019,,,,
+1186,elonmusk,TheOnion,Busted,184,5471,113,1174047125929451520,https://twitter.com/elonmusk/status/1174047125929451520,44196397,2019-09-17 19:47:02+00:00,Tue Sep 17 19:47:02 +0000 2019,,,,
+1187,elonmusk,HarryStoltz1,"A little, but this is mostly a design update for those interested",43,1513,64,1174045530227445761,https://twitter.com/elonmusk/status/1174045530227445761,44196397,2019-09-17 19:40:41+00:00,Tue Sep 17 19:40:41 +0000 2019,,,,
+1188,elonmusk,28delayslater,Haha,87,2759,78,1174045059727200257,https://twitter.com/elonmusk/status/1174045059727200257,44196397,2019-09-17 19:38:49+00:00,Tue Sep 17 19:38:49 +0000 2019,,,,
+1189,elonmusk,Wikipedia,Apollo,226,5343,150,1174001709565104129,https://twitter.com/elonmusk/status/1174001709565104129,44196397,2019-09-17 16:46:34+00:00,Tue Sep 17 16:46:34 +0000 2019,,,,
+1190,elonmusk,PPathole,Landing leg frame,29,1015,21,1174000362312757249,https://twitter.com/elonmusk/status/1174000362312757249,44196397,2019-09-17 16:41:12+00:00,Tue Sep 17 16:41:12 +0000 2019,,,,
+1191,elonmusk,Erdayastronaut,Yes,49,1800,41,1174000284001079298,https://twitter.com/elonmusk/status/1174000284001079298,44196397,2019-09-17 16:40:54+00:00,Tue Sep 17 16:40:54 +0000 2019,,,,
+1192,elonmusk,TFM312,Glad you’re ok!,160,8867,49,1173999553260900352,https://twitter.com/elonmusk/status/1173999553260900352,44196397,2019-09-17 16:38:00+00:00,Tue Sep 17 16:38:00 +0000 2019,,,,
+1193,elonmusk,flcnhvy,You never know …,41,1309,78,1173997143037603840,https://twitter.com/elonmusk/status/1173997143037603840,44196397,2019-09-17 16:28:25+00:00,Tue Sep 17 16:28:25 +0000 2019,,,,
+1194,elonmusk,DMC_Ryan,Exactly,23,1059,35,1173996699083104256,https://twitter.com/elonmusk/status/1173996699083104256,44196397,2019-09-17 16:26:39+00:00,Tue Sep 17 16:26:39 +0000 2019,,,,
+1195,elonmusk,ElonAccessories,"Actually, Model 3 would beat the Taycan on Nürburgring over multiple laps, as it has more range",114,1694,105,1173996432199602176,https://twitter.com/elonmusk/status/1173996432199602176,44196397,2019-09-17 16:25:35+00:00,Tue Sep 17 16:25:35 +0000 2019,,,,
+1196,elonmusk,teslaownersSV,"No, but very close",35,1102,58,1173995428498378752,https://twitter.com/elonmusk/status/1173995428498378752,44196397,2019-09-17 16:21:36+00:00,Tue Sep 17 16:21:36 +0000 2019,,,,
+1197,elonmusk,DanielCardena,"Rear facing, but roomier. Great for family gatherings! I did a road trip across America with my five boys & Talulah in the 7 seat Model S several years ago.",43,1075,66,1173994491759321089,https://twitter.com/elonmusk/status/1173994491759321089,44196397,2019-09-17 16:17:53+00:00,Tue Sep 17 16:17:53 +0000 2019,,,,
+1198,elonmusk,flcnhvy,Absolutely,73,1530,48,1173993720296787969,https://twitter.com/elonmusk/status/1173993720296787969,44196397,2019-09-17 16:14:49+00:00,Tue Sep 17 16:14:49 +0000 2019,,,,
+1199,elonmusk,justpaulinelol,New Roadster and X will come later,39,709,18,1173993398920871936,https://twitter.com/elonmusk/status/1173993398920871936,44196397,2019-09-17 16:13:32+00:00,Tue Sep 17 16:13:32 +0000 2019,,,,
+1200,elonmusk,ZainRaz4,"No, original 5 forward facing seats plus 2 rear-facing smaller seats. The new rear seats will accommodate larger passengers than before.",32,848,34,1173993213234798592,https://twitter.com/elonmusk/status/1173993213234798592,44196397,2019-09-17 16:12:48+00:00,Tue Sep 17 16:12:48 +0000 2019,,,,
+1201,elonmusk,Teslarati,It’s a start. We expect these track times to be beaten by the actual production 7 seat Model S Plaid variant that goes into production around Oct/Nov next year.,348,3931,238,1173992505672519680,https://twitter.com/elonmusk/status/1173992505672519680,44196397,2019-09-17 16:09:59+00:00,Tue Sep 17 16:09:59 +0000 2019,,,,
+1202,elonmusk,BocachicaMaria1,"Thanks, I will stop by on the 20th!",39,1470,56,1173988525189894144,https://twitter.com/elonmusk/status/1173988525189894144,44196397,2019-09-17 15:54:10+00:00,Tue Sep 17 15:54:10 +0000 2019,,,,
+1203,elonmusk,bonnienorman,"They’re available through the app, but we need to make them easier to find",29,1004,52,1173877884085161984,https://twitter.com/elonmusk/status/1173877884085161984,44196397,2019-09-17 08:34:31+00:00,Tue Sep 17 08:34:31 +0000 2019,,,,
+1204,elonmusk,,Area 51 of Area 51,4966,80601,1234,1173873599205134337,https://twitter.com/elonmusk/status/1173873599205134337,44196397,2019-09-17 08:17:30+00:00,Tue Sep 17 08:17:30 +0000 2019,,,,
+1205,elonmusk,,"Droid Junkyard, Tatooine",8733,113277,1220,1173872132880662528,https://twitter.com/elonmusk/status/1173872132880662528,44196397,2019-09-17 08:11:40+00:00,Tue Sep 17 08:11:40 +0000 2019,,,,
+1206,elonmusk,Model3Owners,Absolutely,68,2422,86,1173818765408010240,https://twitter.com/elonmusk/status/1173818765408010240,44196397,2019-09-17 04:39:36+00:00,Tue Sep 17 04:39:36 +0000 2019,,,,
+1207,elonmusk,Teslarati,"Feeling Lucky (Google tribute!) or Hungry are 100% intended for max enjoyment of Tesla owner. If location has destination chargers, that’s a plus, but car should only route there if location is great. This will be hit & miss initially, but should hone towards excellent over time.",193,2899,160,1173651756359634945,https://twitter.com/elonmusk/status/1173651756359634945,44196397,2019-09-16 17:35:58+00:00,Mon Sep 16 17:35:58 +0000 2019,,,,
+1208,elonmusk,Evgeni__Enchev,10.1,26,823,40,1173644147275657219,https://twitter.com/elonmusk/status/1173644147275657219,44196397,2019-09-16 17:05:44+00:00,Mon Sep 16 17:05:44 +0000 2019,,,,
+1209,elonmusk,Sofiaan,Great conversation-starter!,35,1208,62,1173640069673967616,https://twitter.com/elonmusk/status/1173640069673967616,44196397,2019-09-16 16:49:32+00:00,Mon Sep 16 16:49:32 +0000 2019,,,,
+1210,elonmusk,wonderofscience,Damn …,118,3137,175,1173639691641356288,https://twitter.com/elonmusk/status/1173639691641356288,44196397,2019-09-16 16:48:02+00:00,Mon Sep 16 16:48:02 +0000 2019,,,,
+1211,elonmusk,Kristennetten,I want this T-shirt!,26,838,57,1173638615504523264,https://twitter.com/elonmusk/status/1173638615504523264,44196397,2019-09-16 16:43:45+00:00,Mon Sep 16 16:43:45 +0000 2019,,,,
+1212,elonmusk,justpaulinelol,"Service center expansion is at max speed, so yes",51,889,76,1173613190191562752,https://twitter.com/elonmusk/status/1173613190191562752,44196397,2019-09-16 15:02:43+00:00,Mon Sep 16 15:02:43 +0000 2019,,,,
+1213,elonmusk,JaneidyEve,"Sure, I’m planning on meeting community supporters around the presentation on the 28th. Thanks!",61,1355,67,1173410113949822978,https://twitter.com/elonmusk/status/1173410113949822978,44196397,2019-09-16 01:35:46+00:00,Mon Sep 16 01:35:46 +0000 2019,,,,
+1214,elonmusk,teslamodel3fan,Maybe we can buffer enough of it onboard. Will check.,30,1182,79,1173325389411835904,https://twitter.com/elonmusk/status/1173325389411835904,44196397,2019-09-15 19:59:06+00:00,Sun Sep 15 19:59:06 +0000 2019,,,,
+1215,elonmusk,flcnhvy, Starship Team ,72,1446,47,1173325133882306560,https://twitter.com/elonmusk/status/1173325133882306560,44196397,2019-09-15 19:58:05+00:00,Sun Sep 15 19:58:05 +0000 2019,,,,
+1216,elonmusk,DanAloni,That’s what we believe is highly likely,24,818,24,1173324759175766017,https://twitter.com/elonmusk/status/1173324759175766017,44196397,2019-09-15 19:56:36+00:00,Sun Sep 15 19:56:36 +0000 2019,,,,
+1217,elonmusk,austinbarnard45,"I visiting Boca Chica, Brownsville &amp; Texas in general! Thanks for all your support!!",201,1638,47,1173324537561325570,https://twitter.com/elonmusk/status/1173324537561325570,44196397,2019-09-15 19:55:43+00:00,Sun Sep 15 19:55:43 +0000 2019,,,,
+1218,elonmusk,annerajb,Getting close,32,980,66,1173323772532858881,https://twitter.com/elonmusk/status/1173323772532858881,44196397,2019-09-15 19:52:41+00:00,Sun Sep 15 19:52:41 +0000 2019,,,,
+1219,elonmusk,TeslaTested,"Yes, coming soon",18,502,24,1173323478264623112,https://twitter.com/elonmusk/status/1173323478264623112,44196397,2019-09-15 19:51:31+00:00,Sun Sep 15 19:51:31 +0000 2019,,,,
+1220,elonmusk,TheCriticofvg,Oh that would be fun. Will see.,101,2482,64,1173320752411611137,https://twitter.com/elonmusk/status/1173320752411611137,44196397,2019-09-15 19:40:41+00:00,Sun Sep 15 19:40:41 +0000 2019,,,,
+1221,elonmusk,Teslarati,Joe Mode is the best mode,876,15436,1021,1173320084720406528,https://twitter.com/elonmusk/status/1173320084720406528,44196397,2019-09-15 19:38:02+00:00,Sun Sep 15 19:38:02 +0000 2019,,,,https://twitter.com/Teslarati/status/1173310632516620288
+1222,elonmusk,cleantechnica,Thanks Tesla owners. You rock!! ,770,17689,686,1173310896552185859,https://twitter.com/elonmusk/status/1173310896552185859,44196397,2019-09-15 19:01:31+00:00,Sun Sep 15 19:01:31 +0000 2019,,,,https://twitter.com/cleantechnica/status/1173049999258615808
+1223,elonmusk,GaryTheBot_,Wise words from Gary the Bot,31,896,70,1172962029365125120,https://twitter.com/elonmusk/status/1172962029365125120,44196397,2019-09-14 19:55:15+00:00,Sat Sep 14 19:55:15 +0000 2019,,,,
+1224,elonmusk,,"However, we won’t customize the contract or engage in negotiations. That just causes the Tesla & customer legal bill to be high & drag things out. Pay for clean power, not lawyers! It makes way more sense.",495,12138,370,1172961847596576768,https://twitter.com/elonmusk/status/1172961847596576768,44196397,2019-09-14 19:54:31+00:00,Sat Sep 14 19:54:31 +0000 2019,,,,
+1225,elonmusk,cleantechnica,Good analysis. You can order commercial solar in literally 30 secs if you use Apple Pay at http://Tesla.com/bigsolar.,1162,14590,504,1172960999856410625,https://twitter.com/elonmusk/status/1172960999856410625,44196397,2019-09-14 19:51:09+00:00,Sat Sep 14 19:51:09 +0000 2019,,,,"http://Tesla.com/bigsolar,https://twitter.com/cleantechnica/status/1172941000463044609"
+1226,elonmusk,TeslaForLife,"Exactly! We’ve only one car factory in California & one Gigafactory (for batteries & drive units) in Nevada. Giga Shanghai will do cars, batteries & drive units for the greater China area. Over time, regional Gigafactories will lower costs & improve logistics worldwide.",116,1469,117,1172956594365071361,https://twitter.com/elonmusk/status/1172956594365071361,44196397,2019-09-14 19:33:39+00:00,Sat Sep 14 19:33:39 +0000 2019,,,,
+1227,elonmusk,elonmusk,"Should note that these product mix & logistics errors also results in regional *undersupply*, eg UK & Ireland right now, but we don’t raise the prices even so. The intent, at any given moment in time, is: heads we lose, tails buyers win.",49,797,78,1172932809297498113,https://twitter.com/elonmusk/status/1172932809297498113,44196397,2019-09-14 17:59:08+00:00,Sat Sep 14 17:59:08 +0000 2019,,,,
+1228,elonmusk,elonmusk,"That’s not to say that Tesla people somewhere in the world are being overzealous & possibly overstepping our core principles, which is why I’m looking into it",36,860,54,1172931367958540288,https://twitter.com/elonmusk/status/1172931367958540288,44196397,2019-09-14 17:53:24+00:00,Sat Sep 14 17:53:24 +0000 2019,,,,
+1229,elonmusk,teslaownersSV,"At end of quarter, there is always some error in product mix allocation between the roughly 40 global regions, due to planning mistakes & logistics problems (Earth is a big place). Small changes in prices are needed to correct local supply/demand imbalances.",59,1090,67,1172930768986722304,https://twitter.com/elonmusk/status/1172930768986722304,44196397,2019-09-14 17:51:01+00:00,Sat Sep 14 17:51:01 +0000 2019,,,,
+1230,elonmusk,Kristennetten,"The fundamental operating principle is that prices, while they may change, will change for all equally & should never be a function of bargaining. This is normal for most products, but weirdly not for the auto industry in most parts of the world.",46,830,34,1172929497995173888,https://twitter.com/elonmusk/status/1172929497995173888,44196397,2019-09-14 17:45:58+00:00,Sat Sep 14 17:45:58 +0000 2019,,,,
+1231,elonmusk,flcnhvy,Agreed,18,686,40,1172924402461073408,https://twitter.com/elonmusk/status/1172924402461073408,44196397,2019-09-14 17:25:44+00:00,Sat Sep 14 17:25:44 +0000 2019,,,,
+1232,elonmusk,hoofhrtd1254,"Going to early access (including all who bought FSD) Tesla owners in US next week. If US early access rollout looks good, then rest of world early access owners following week. Might be some delays in EU for regulatory approval.",90,855,97,1172920449929363456,https://twitter.com/elonmusk/status/1172920449929363456,44196397,2019-09-14 17:10:01+00:00,Sat Sep 14 17:10:01 +0000 2019,,,,
+1233,elonmusk,Teslatunity,"There aren’t really meant to be “Tesla incentives”, just general price changes to reflect optimal value of product, as we sometimes get prices of some variants wrong or need to (partially) address shifts in tax incentives. Overarching principle, however, is same deal for all.",36,559,74,1172918715450454016,https://twitter.com/elonmusk/status/1172918715450454016,44196397,2019-09-14 17:03:08+00:00,Sat Sep 14 17:03:08 +0000 2019,,,,
+1234,elonmusk,Model3Owners,"Looking into this. A fundamental premise of Tesla is that everyone is offered same terms at same time, ie what you get should never be a function of bargaining.",81,1674,109,1172917021908099072,https://twitter.com/elonmusk/status/1172917021908099072,44196397,2019-09-14 16:56:24+00:00,Sat Sep 14 16:56:24 +0000 2019,,,,
+1235,elonmusk,justpaulinelol,"Hopefully, next year",32,934,47,1172744592891904001,https://twitter.com/elonmusk/status/1172744592891904001,44196397,2019-09-14 05:31:14+00:00,Sat Sep 14 05:31:14 +0000 2019,,,,
+1236,elonmusk,slashdot,"Personally, I think the universe looks great for 12 billion years, let alone 13.8",183,3001,118,1172741801901346817,https://twitter.com/elonmusk/status/1172741801901346817,44196397,2019-09-14 05:20:08+00:00,Sat Sep 14 05:20:08 +0000 2019,,,,
+1237,elonmusk,wonderofscience,Sagan was awesome,457,9610,283,1172685676489277440,https://twitter.com/elonmusk/status/1172685676489277440,44196397,2019-09-14 01:37:07+00:00,Sat Sep 14 01:37:07 +0000 2019,,,,
+1238,elonmusk,Wikipedia,They used to have butt bellows for blowing smoke up your … along the Thames River in London https://en.m.wikipedia.org/wiki/Tobacco_smoke_enema,102,1899,151,1172669301846708224,https://twitter.com/elonmusk/status/1172669301846708224,44196397,2019-09-14 00:32:03+00:00,Sat Sep 14 00:32:03 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Tobacco_smoke_enema
+1239,elonmusk,31WA,Haha exactly!,35,1042,42,1172651839172399104,https://twitter.com/elonmusk/status/1172651839172399104,44196397,2019-09-13 23:22:39+00:00,Fri Sep 13 23:22:39 +0000 2019,,,,
+1240,elonmusk,Kristennetten,Yes,27,1313,60,1172651572213342208,https://twitter.com/elonmusk/status/1172651572213342208,44196397,2019-09-13 23:21:36+00:00,Fri Sep 13 23:21:36 +0000 2019,,,,
+1241,elonmusk,GaryTheBot_,"Yes, that’s exactly what I meant, Gary the Bot!",24,604,26,1172649404207005696,https://twitter.com/elonmusk/status/1172649404207005696,44196397,2019-09-13 23:12:59+00:00,Fri Sep 13 23:12:59 +0000 2019,,,,
+1242,elonmusk,,Tesla commercial solar ordering now live at http://Tesla.com/bigsolar!,1064,15266,799,1172649151282073601,https://twitter.com/elonmusk/status/1172649151282073601,44196397,2019-09-13 23:11:59+00:00,Fri Sep 13 23:11:59 +0000 2019,,,,http://Tesla.com/bigsolar
+1243,elonmusk,RationalEtienne,At least they had great cigars ,70,1035,69,1172646262060941312,https://twitter.com/elonmusk/status/1172646262060941312,44196397,2019-09-13 23:00:30+00:00,Fri Sep 13 23:00:30 +0000 2019,,,,
+1244,elonmusk,Teslarati,Ahem,794,10923,246,1172408684476895232,https://twitter.com/elonmusk/status/1172408684476895232,44196397,2019-09-13 07:16:27+00:00,Fri Sep 13 07:16:27 +0000 2019,,,,
+1245,elonmusk,elonmusk,A Speedraptor is a Velociraptor with no sense of direction (that’s how you can them apart),88,1499,87,1172264509274148864,https://twitter.com/elonmusk/status/1172264509274148864,44196397,2019-09-12 21:43:33+00:00,Thu Sep 12 21:43:33 +0000 2019,,,,
+1246,elonmusk,justpaulinelol,This is technically a Speedraptor,89,2717,55,1172264074823909376,https://twitter.com/elonmusk/status/1172264074823909376,44196397,2019-09-12 21:41:49+00:00,Thu Sep 12 21:41:49 +0000 2019,,,,
+1247,elonmusk,Teslarati,"Autopilot active crash prevention keeps getting better, as we examine every crash for improvement & then upload smarter software. Ironically, I hope we’re never on the list!",506,6512,174,1172235837792145408,https://twitter.com/elonmusk/status/1172235837792145408,44196397,2019-09-12 19:49:37+00:00,Thu Sep 12 19:49:37 +0000 2019,,,,
+1248,elonmusk,Dc_Nawfel,v^2/r is fun haha,38,718,39,1172225657260007425,https://twitter.com/elonmusk/status/1172225657260007425,44196397,2019-09-12 19:09:10+00:00,Thu Sep 12 19:09:10 +0000 2019,,,,
+1249,elonmusk,universal_sci,"Makes it clear that you can only sense acceleration, not velocity",274,4900,209,1172224138531856384,https://twitter.com/elonmusk/status/1172224138531856384,44196397,2019-09-12 19:03:08+00:00,Thu Sep 12 19:03:08 +0000 2019,,,,
+1250,elonmusk,TheOnion,The downward spiral …,131,4259,144,1172033306755420160,https://twitter.com/elonmusk/status/1172033306755420160,44196397,2019-09-12 06:24:50+00:00,Thu Sep 12 06:24:50 +0000 2019,,,,
+1251,elonmusk,kalinizaurus,Good point,26,3143,42,1172032459040444417,https://twitter.com/elonmusk/status/1172032459040444417,44196397,2019-09-12 06:21:28+00:00,Thu Sep 12 06:21:28 +0000 2019,,,,
+1252,elonmusk,JCobrae,To carry 7 people,396,9737,213,1172032017195655168,https://twitter.com/elonmusk/status/1172032017195655168,44196397,2019-09-12 06:19:42+00:00,Thu Sep 12 06:19:42 +0000 2019,,,,
+1253,elonmusk,,Model S at Nürburgring has 7 seats,1533,43400,1481,1172030269756305408,https://twitter.com/elonmusk/status/1172030269756305408,44196397,2019-09-12 06:12:46+00:00,Thu Sep 12 06:12:46 +0000 2019,,,,
+1254,elonmusk,ThePhoenixFlare,All great! Mel Brooks,25,763,31,1172024474218057729,https://twitter.com/elonmusk/status/1172024474218057729,44196397,2019-09-12 05:49:44+00:00,Thu Sep 12 05:49:44 +0000 2019,,,,
+1255,elonmusk,PPathole,Spaceballs,34,990,36,1172018578322706434,https://twitter.com/elonmusk/status/1172018578322706434,44196397,2019-09-12 05:26:18+00:00,Thu Sep 12 05:26:18 +0000 2019,,,,
+1256,elonmusk,flcnhvy,Flux capacitor option package,74,2144,59,1172013577688899584,https://twitter.com/elonmusk/status/1172013577688899584,44196397,2019-09-12 05:06:26+00:00,Thu Sep 12 05:06:26 +0000 2019,,,,
+1257,elonmusk,Sofiaan,Yes,36,1595,65,1171968839875088384,https://twitter.com/elonmusk/status/1171968839875088384,44196397,2019-09-12 02:08:40+00:00,Thu Sep 12 02:08:40 +0000 2019,,,,
+1258,elonmusk,MKBHD,Soon,106,6042,101,1171965361022914560,https://twitter.com/elonmusk/status/1171965361022914560,44196397,2019-09-12 01:54:50+00:00,Thu Sep 12 01:54:50 +0000 2019,,,,
+1259,elonmusk,emicimaz,"Yes. To be clear, Plaid powertrain is about a year away from production & applies to S,X & Roadster, but not 3 or Y. Will cost more than our current offerings, but less than competitors.",243,3080,161,1171965230127009793,https://twitter.com/elonmusk/status/1171965230127009793,44196397,2019-09-12 01:54:19+00:00,Thu Sep 12 01:54:19 +0000 2019,,,,
+1260,elonmusk,annerajb,No,42,2132,134,1171962235448487936,https://twitter.com/elonmusk/status/1171962235448487936,44196397,2019-09-12 01:42:25+00:00,Thu Sep 12 01:42:25 +0000 2019,,,,
+1261,elonmusk,,The only thing beyond Ludicrous is Plaid,4069,63075,2100,1171962132721614848,https://twitter.com/elonmusk/status/1171962132721614848,44196397,2019-09-12 01:42:01+00:00,Thu Sep 12 01:42:01 +0000 2019,,,,
+1262,elonmusk,v_g_fischer,A Flock of Bricks,32,941,58,1171879698491559936,https://twitter.com/elonmusk/status/1171879698491559936,44196397,2019-09-11 20:14:27+00:00,Wed Sep 11 20:14:27 +0000 2019,,,,
+1263,elonmusk,MKBHD,Next year,152,8589,155,1171802135383564289,https://twitter.com/elonmusk/status/1171802135383564289,44196397,2019-09-11 15:06:14+00:00,Wed Sep 11 15:06:14 +0000 2019,,,,
+1264,elonmusk,RenataKonkoly,Cuphead,24,746,50,1171788208994058243,https://twitter.com/elonmusk/status/1171788208994058243,44196397,2019-09-11 14:10:54+00:00,Wed Sep 11 14:10:54 +0000 2019,,,,
+1265,elonmusk,teslaownersSV,Of course,16,548,38,1171787976218562562,https://twitter.com/elonmusk/status/1171787976218562562,44196397,2019-09-11 14:09:58+00:00,Wed Sep 11 14:09:58 +0000 2019,,,,
+1266,elonmusk,flcnhvy,Polytopia,20,477,26,1171787820312121346,https://twitter.com/elonmusk/status/1171787820312121346,44196397,2019-09-11 14:09:21+00:00,Wed Sep 11 14:09:21 +0000 2019,,,,
+1267,elonmusk,nichegamer,This could be good,34,1167,50,1171786818812928001,https://twitter.com/elonmusk/status/1171786818812928001,44196397,2019-09-11 14:05:23+00:00,Wed Sep 11 14:05:23 +0000 2019,,,,
+1268,elonmusk,elonmusk,"But we probably won’t try for best lap time this week, as we need to review & tune Model S thoroughly for safety on Nürburgring, especially Flugplatz section",150,5412,200,1171667813217517569,https://twitter.com/elonmusk/status/1171667813217517569,44196397,2019-09-11 06:12:29+00:00,Wed Sep 11 06:12:29 +0000 2019,,,,
+1269,elonmusk,alistairmilne,Model S is already there,77,3559,47,1171664944934346754,https://twitter.com/elonmusk/status/1171664944934346754,44196397,2019-09-11 06:01:06+00:00,Wed Sep 11 06:01:06 +0000 2019,,,,
+1270,elonmusk,,"Model S just set record for fastest 4 door ever at Laguna Seca, video tmrw",3497,65488,1342,1171657063853973506,https://twitter.com/elonmusk/status/1171657063853973506,44196397,2019-09-11 05:29:47+00:00,Wed Sep 11 05:29:47 +0000 2019,,,,
+1271,elonmusk,hanktheskank34, ,63,4398,42,1171654095972814854,https://twitter.com/elonmusk/status/1171654095972814854,44196397,2019-09-11 05:17:59+00:00,Wed Sep 11 05:17:59 +0000 2019,,,,
+1272,elonmusk,,DMT FTW,59643,334920,2380,1171653682154397697,https://twitter.com/elonmusk/status/1171653682154397697,44196397,2019-09-11 05:16:20+00:00,Wed Sep 11 05:16:20 +0000 2019,,,,
+1273,elonmusk,Teslarati,Getting ready for flight of orbit-class Starship design,1077,14751,461,1171513413274460161,https://twitter.com/elonmusk/status/1171513413274460161,44196397,2019-09-10 19:58:58+00:00,Tue Sep 10 19:58:58 +0000 2019,,,,https://twitter.com/Teslarati/status/1171502020114538497
+1274,elonmusk,flcnhvy,Aargh!!,24,1069,35,1171511741810765827,https://twitter.com/elonmusk/status/1171511741810765827,44196397,2019-09-10 19:52:19+00:00,Tue Sep 10 19:52:19 +0000 2019,,,,
+1275,elonmusk,SamNazarius,"No, but that was an epic piece at a time when the word was being overrun by demented versions of an otherwise delightful jam container. It was like World War Z, but mason jars …",23,873,24,1171510973686898688,https://twitter.com/elonmusk/status/1171510973686898688,44196397,2019-09-10 19:49:16+00:00,Tue Sep 10 19:49:16 +0000 2019,,,,
+1276,elonmusk,mortchad,I’d love to,32,1599,62,1171505252530475009,https://twitter.com/elonmusk/status/1171505252530475009,44196397,2019-09-10 19:26:32+00:00,Tue Sep 10 19:26:32 +0000 2019,,,,
+1277,elonmusk,,obv,367,13002,273,1171505023697575936,https://twitter.com/elonmusk/status/1171505023697575936,44196397,2019-09-10 19:25:37+00:00,Tue Sep 10 19:25:37 +0000 2019,,,,
+1278,elonmusk,TheOnion, ,59,1834,56,1171502447048548352,https://twitter.com/elonmusk/status/1171502447048548352,44196397,2019-09-10 19:15:23+00:00,Tue Sep 10 19:15:23 +0000 2019,,,,
+1279,elonmusk,kimpaquette,For sure!,20,1159,34,1171499981821243399,https://twitter.com/elonmusk/status/1171499981821243399,44196397,2019-09-10 19:05:35+00:00,Tue Sep 10 19:05:35 +0000 2019,,,,
+1280,elonmusk,jorgemilburn, Ísland ,1321,28798,420,1171499407956529155,https://twitter.com/elonmusk/status/1171499407956529155,44196397,2019-09-10 19:03:18+00:00,Tue Sep 10 19:03:18 +0000 2019,,,,https://twitter.com/jorgemilburn/status/1171146084154052608
+1281,elonmusk,C3LT_Games,Will be answered on 28th,35,878,43,1171353781268697089,https://twitter.com/elonmusk/status/1171353781268697089,44196397,2019-09-10 09:24:38+00:00,Tue Sep 10 09:24:38 +0000 2019,,,,
+1282,elonmusk,tesla_truth,Exactly,192,7097,118,1171334805088137216,https://twitter.com/elonmusk/status/1171334805088137216,44196397,2019-09-10 08:09:14+00:00,Tue Sep 10 08:09:14 +0000 2019,,,,
+1283,elonmusk,kierank_,Looks good,22,683,12,1171334476267278337,https://twitter.com/elonmusk/status/1171334476267278337,44196397,2019-09-10 08:07:56+00:00,Tue Sep 10 08:07:56 +0000 2019,,,,
+1284,elonmusk,MemesOfMars,The mechanical attachment mechanism. We need to make sure they won’t fall off due to vibration & acoustics.,27,781,21,1171333987941240832,https://twitter.com/elonmusk/status/1171333987941240832,44196397,2019-09-10 08:05:59+00:00,Tue Sep 10 08:05:59 +0000 2019,,,,
+1285,elonmusk,nate_mccomb,48 61 20 68 61,23,832,93,1171310039069388800,https://twitter.com/elonmusk/status/1171310039069388800,44196397,2019-09-10 06:30:49+00:00,Tue Sep 10 06:30:49 +0000 2019,,,,
+1286,elonmusk,Teslarati,"The hex tiles are actually mechanically attached, which is important to allow for very high temp on back side of tile that would destroy any adhesive. Marshmellow-looking thing is a rope seal.",89,1771,59,1171308928476385281,https://twitter.com/elonmusk/status/1171308928476385281,44196397,2019-09-10 06:26:25+00:00,Tue Sep 10 06:26:25 +0000 2019,,,,
+1287,elonmusk,Erdayastronaut,"Failure rate is actually both higher & lower than that, as the Falcon 9 design has changed almost completely several times. Currently flying version has no failures (may fate continue to be merciful), but older versions therefore have a higher failure rate.",69,1822,58,1171198014897016833,https://twitter.com/elonmusk/status/1171198014897016833,44196397,2019-09-09 23:05:41+00:00,Mon Sep 09 23:05:41 +0000 2019,,,,
+1288,elonmusk,Erdayastronaut,Precisely,24,1220,61,1171181961555001347,https://twitter.com/elonmusk/status/1171181961555001347,44196397,2019-09-09 22:01:53+00:00,Mon Sep 09 22:01:53 +0000 2019,,,,
+1289,elonmusk,Erdayastronaut,"Distance from fireball is 0.5*a*t^2, so if t is small, you haven’t moved far even if a is high. At ~6g thrust, you’ll only travel ~0.03m in 100 ms. Pressure wave (aka explosion) with liquid rockets is low, as ox & fuel are poorly mixed. If you can fly out of it, you’re prob ok.",51,1289,83,1171161289105653761,https://twitter.com/elonmusk/status/1171161289105653761,44196397,2019-09-09 20:39:45+00:00,Mon Sep 09 20:39:45 +0000 2019,,,,
+1290,elonmusk,Erdayastronaut, ,37,1297,43,1171157151030530048,https://twitter.com/elonmusk/status/1171157151030530048,44196397,2019-09-09 20:23:18+00:00,Mon Sep 09 20:23:18 +0000 2019,,,,
+1291,elonmusk,elonmusk,You know destination weather before departure & there’s no weather in space,24,719,37,1171156914387841024,https://twitter.com/elonmusk/status/1171156914387841024,44196397,2019-09-09 20:22:22+00:00,Mon Sep 09 20:22:22 +0000 2019,,,,
+1292,elonmusk,flcnhvy,"Everything happens so fast. It’s such a different paradigm that applying aircraft concepts to rockets is almost like applying shipping concepts to aircraft. Travels 10,000 km in 30 mins.",49,1326,37,1171141226109620224,https://twitter.com/elonmusk/status/1171141226109620224,44196397,2019-09-09 19:20:01+00:00,Mon Sep 09 19:20:01 +0000 2019,,,,
+1293,elonmusk,DJSnM,"Not currently planning for pad abort with early Starships, but maybe we should. Vac engines would be dual bell & fixed (no gimbal), which means we can stabilize nozzle against hull.",61,1214,68,1171125683327651840,https://twitter.com/elonmusk/status/1171125683327651840,44196397,2019-09-09 18:18:16+00:00,Mon Sep 09 18:18:16 +0000 2019,,,,
+1294,elonmusk,Erdayastronaut,"Raptor turbines can spin up extremely fast. We take it easy on the test stand, but that’s not indicative of capability.",45,1272,54,1171124402726899712,https://twitter.com/elonmusk/status/1171124402726899712,44196397,2019-09-09 18:13:10+00:00,Mon Sep 09 18:13:10 +0000 2019,,,,
+1295,elonmusk,Erdayastronaut,"Over time, 355 & 385 are possible, but very difficult",22,877,28,1171123349537185792,https://twitter.com/elonmusk/status/1171123349537185792,44196397,2019-09-09 18:08:59+00:00,Mon Sep 09 18:08:59 +0000 2019,,,,
+1296,elonmusk,SpaceXFan97,Most likely,11,579,13,1171122883567017987,https://twitter.com/elonmusk/status/1171122883567017987,44196397,2019-09-09 18:07:08+00:00,Mon Sep 09 18:07:08 +0000 2019,,,,
+1297,elonmusk,EvaFoxU,Photoshop is amazing,19,699,24,1171119250376757248,https://twitter.com/elonmusk/status/1171119250376757248,44196397,2019-09-09 17:52:42+00:00,Mon Sep 09 17:52:42 +0000 2019,,,,
+1298,elonmusk,Erdayastronaut,"Sea level Raptor’s vacuum Isp is ~350 sec, but ~380 sec with larger vacuum-optimized nozzle",31,1253,41,1171118891671490560,https://twitter.com/elonmusk/status/1171118891671490560,44196397,2019-09-09 17:51:16+00:00,Mon Sep 09 17:51:16 +0000 2019,,,,
+1299,elonmusk,Erdayastronaut,For sure,28,1177,36,1171117928516767744,https://twitter.com/elonmusk/status/1171117928516767744,44196397,2019-09-09 17:47:27+00:00,Mon Sep 09 17:47:27 +0000 2019,,,,
+1300,elonmusk,justpaulinelol,Actually true,18,610,22,1171112456107593729,https://twitter.com/elonmusk/status/1171112456107593729,44196397,2019-09-09 17:25:42+00:00,Mon Sep 09 17:25:42 +0000 2019,,,,
+1301,elonmusk,flcnhvy,"Ceres, Callisto, Ganymede & Titan",123,2293,163,1170983609492103168,https://twitter.com/elonmusk/status/1170983609492103168,44196397,2019-09-09 08:53:42+00:00,Mon Sep 09 08:53:42 +0000 2019,,,,
+1302,elonmusk,,And flights of angels sing thee to thy rest,4011,57519,813,1170972725868781568,https://twitter.com/elonmusk/status/1170972725868781568,44196397,2019-09-09 08:10:28+00:00,Mon Sep 09 08:10:28 +0000 2019,,,,
+1303,elonmusk,EvaFoxU,Deep lore,19,958,21,1170960447589117952,https://twitter.com/elonmusk/status/1170960447589117952,44196397,2019-09-09 07:21:40+00:00,Mon Sep 09 07:21:40 +0000 2019,,,,
+1304,elonmusk,dStanca,Hoping to open in Romania soon!,201,5217,168,1170958712321658880,https://twitter.com/elonmusk/status/1170958712321658880,44196397,2019-09-09 07:14:47+00:00,Mon Sep 09 07:14:47 +0000 2019,,,,
+1305,elonmusk,tarimnazmi,Definitely,36,1986,44,1170956318527504384,https://twitter.com/elonmusk/status/1170956318527504384,44196397,2019-09-09 07:05:16+00:00,Mon Sep 09 07:05:16 +0000 2019,,,,
+1306,elonmusk,,Probability that we’re in base Polytopia is highly unlikely - KWM,562,16280,392,1170955451439075329,https://twitter.com/elonmusk/status/1170955451439075329,44196397,2019-09-09 07:01:49+00:00,Mon Sep 09 07:01:49 +0000 2019,,,,
+1307,elonmusk,MikeHudema,Wow cool,77,1742,73,1170908897458081792,https://twitter.com/elonmusk/status/1170908897458081792,44196397,2019-09-09 03:56:50+00:00,Mon Sep 09 03:56:50 +0000 2019,,,,
+1308,elonmusk,,Why aren’t more people talking about this!?,15214,143592,4763,1170888470052499456,https://twitter.com/elonmusk/status/1170888470052499456,44196397,2019-09-09 02:35:39+00:00,Mon Sep 09 02:35:39 +0000 2019,,,,
+1309,elonmusk,flcnhvy,Sounds about right,63,2533,91,1170531288102494208,https://twitter.com/elonmusk/status/1170531288102494208,44196397,2019-09-08 02:56:21+00:00,Sun Sep 08 02:56:21 +0000 2019,,,,
+1310,elonmusk,WorldAndScience,It’s not,328,9306,423,1170527484212678658,https://twitter.com/elonmusk/status/1170527484212678658,44196397,2019-09-08 02:41:14+00:00,Sun Sep 08 02:41:14 +0000 2019,,,,
+1311,elonmusk,meamZ_MZ,"Over time, it will be 100% sustainable",90,3662,75,1170477808595820544,https://twitter.com/elonmusk/status/1170477808595820544,44196397,2019-09-07 23:23:50+00:00,Sat Sep 07 23:23:50 +0000 2019,,,,
+1312,elonmusk,,Hadouken!!,34742,275029,1721,1170475223499411456,https://twitter.com/elonmusk/status/1170475223499411456,44196397,2019-09-07 23:13:34+00:00,Sat Sep 07 23:13:34 +0000 2019,,,,
+1313,elonmusk,RenataKonkoly,"Offer me money, offer me power …",38,731,52,1170471170098884608,https://twitter.com/elonmusk/status/1170471170098884608,44196397,2019-09-07 22:57:27+00:00,Sat Sep 07 22:57:27 +0000 2019,,,,https://m.youtube.com/watch?v=d5TiaQeuNO0
+1314,elonmusk,,Also,553,15578,232,1170469030265667584,https://twitter.com/elonmusk/status/1170469030265667584,44196397,2019-09-07 22:48:57+00:00,Sat Sep 07 22:48:57 +0000 2019,,,,
+1315,elonmusk,,"Without the removal fee, Tesla Solar is unequivocally a guaranteed, instant money printer, producing $300 to $1000 per year (in after tax income!)",404,8667,420,1170431020358758401,https://twitter.com/elonmusk/status/1170431020358758401,44196397,2019-09-07 20:17:55+00:00,Sat Sep 07 20:17:55 +0000 2019,,,,
+1316,elonmusk,,"For the remainder of September, Tesla is permanently waiving the $1500 solar removal fee requirement. Note, the ability to stop monthly payments at any time remains.",324,8093,201,1170429838550650881,https://twitter.com/elonmusk/status/1170429838550650881,44196397,2019-09-07 20:13:13+00:00,Sat Sep 07 20:13:13 +0000 2019,,,,
+1317,elonmusk,AWintersong,Definitely for Space Force. We need to make Starfleet real.,157,2048,114,1170424775149117440,https://twitter.com/elonmusk/status/1170424775149117440,44196397,2019-09-07 19:53:06+00:00,Sat Sep 07 19:53:06 +0000 2019,,,,
+1318,elonmusk,chandanudawat,"Very exciting to see India’s rapid progress in space! There are always setbacks, of course, but I think India is doing great overall.",425,3983,58,1170423740120743936,https://twitter.com/elonmusk/status/1170423740120743936,44196397,2019-09-07 19:48:59+00:00,Sat Sep 07 19:48:59 +0000 2019,,,,
+1319,elonmusk,RenataKonkoly,Yes,41,1276,34,1170422160654884864,https://twitter.com/elonmusk/status/1170422160654884864,44196397,2019-09-07 19:42:43+00:00,Sat Sep 07 19:42:43 +0000 2019,,,,
+1320,elonmusk,nico_rosberg,"Thanks for offering! Sure, that would be great.",201,4099,149,1170421587889123328,https://twitter.com/elonmusk/status/1170421587889123328,44196397,2019-09-07 19:40:26+00:00,Sat Sep 07 19:40:26 +0000 2019,,,,
+1321,elonmusk,flcnhvy,We might be in one right now,36,804,70,1170416099885604864,https://twitter.com/elonmusk/status/1170416099885604864,44196397,2019-09-07 19:18:38+00:00,Sat Sep 07 19:18:38 +0000 2019,,,,
+1322,elonmusk,IvanEscobosa,"No, probably V10.1",22,572,18,1170416016226058240,https://twitter.com/elonmusk/status/1170416016226058240,44196397,2019-09-07 19:18:18+00:00,Sat Sep 07 19:18:18 +0000 2019,,,,
+1323,elonmusk,annerajb,"Merging code branches & one more QA-level release this week. Hopefully, EAP wide release week after.",34,605,26,1170415568081416192,https://twitter.com/elonmusk/status/1170415568081416192,44196397,2019-09-07 19:16:31+00:00,Sat Sep 07 19:16:31 +0000 2019,,,,
+1324,elonmusk,brandonbernicky,"Looking good. Smart summon is almost great. Drive-in theater mode, caraoke & Cuphead are awesome.",73,872,57,1170414434763698176,https://twitter.com/elonmusk/status/1170414434763698176,44196397,2019-09-07 19:12:01+00:00,Sat Sep 07 19:12:01 +0000 2019,,,,
+1325,elonmusk,Gfilche, ,37,1128,39,1170413664714641408,https://twitter.com/elonmusk/status/1170413664714641408,44196397,2019-09-07 19:08:57+00:00,Sat Sep 07 19:08:57 +0000 2019,,,,
+1326,elonmusk,HarryStoltz1,For sure on first crewed missions for exactly that reason,32,687,33,1170408143102201857,https://twitter.com/elonmusk/status/1170408143102201857,44196397,2019-09-07 18:47:01+00:00,Sat Sep 07 18:47:01 +0000 2019,,,,
+1327,elonmusk,teslaownersSV,"Wanted to build an electric car company in college. Was going to do PhD at Stanford in electric energy storage (ultracaps), but got distracted for a few years by the Internet.",160,2027,101,1170407594948624384,https://twitter.com/elonmusk/status/1170407594948624384,44196397,2019-09-07 18:44:50+00:00,Sat Sep 07 18:44:50 +0000 2019,,,,
+1328,elonmusk,tesla_truth,10 years ago …,91,2052,61,1170406762588979200,https://twitter.com/elonmusk/status/1170406762588979200,44196397,2019-09-07 18:41:31+00:00,Sat Sep 07 18:41:31 +0000 2019,,,,
+1329,elonmusk,vincent13031925,November most likely,124,2008,141,1170401244310949888,https://twitter.com/elonmusk/status/1170401244310949888,44196397,2019-09-07 18:19:36+00:00,Sat Sep 07 18:19:36 +0000 2019,,,,
+1330,elonmusk,Eljaboom,We’re almost there,60,1612,59,1170396807437832192,https://twitter.com/elonmusk/status/1170396807437832192,44196397,2019-09-07 18:01:58+00:00,Sat Sep 07 18:01:58 +0000 2019,,,,
+1331,elonmusk,Tesla,Tesla doing laps at Nerdburgering,2831,41664,700,1170395921831493632,https://twitter.com/elonmusk/status/1170395921831493632,44196397,2019-09-07 17:58:27+00:00,Sat Sep 07 17:58:27 +0000 2019,,,,https://twitter.com/Tesla/status/1170381150847741952
+1332,elonmusk,,But Taycan does seem like a good car. Nürburgring track time is great.,615,24381,512,1170264393801592832,https://twitter.com/elonmusk/status/1170264393801592832,44196397,2019-09-07 09:15:48+00:00,Sat Sep 07 09:15:48 +0000 2019,,,,
+1333,elonmusk,newscientist,Sounds sweaty,44,870,103,1170250275551993856,https://twitter.com/elonmusk/status/1170250275551993856,44196397,2019-09-07 08:19:42+00:00,Sat Sep 07 08:19:42 +0000 2019,,,,https://m.youtube.com/watch?v=bPpcfH_HHH8
+1334,elonmusk,newscientist, ,68,1640,126,1170094801699520513,https://twitter.com/elonmusk/status/1170094801699520513,44196397,2019-09-06 22:01:54+00:00,Fri Sep 06 22:01:54 +0000 2019,,,,
+1335,elonmusk,NewsfromScience,A Neuralink could increase this by several orders of magnitude,200,3916,339,1170013170645123072,https://twitter.com/elonmusk/status/1170013170645123072,44196397,2019-09-06 16:37:32+00:00,Fri Sep 06 16:37:32 +0000 2019,,,,
+1336,elonmusk,MrRozanov,Uh no,371,2615,98,1169884144106528769,https://twitter.com/elonmusk/status/1169884144106528769,44196397,2019-09-06 08:04:50+00:00,Fri Sep 06 08:04:50 +0000 2019,,,,
+1337,elonmusk,nabz713, ,49,1802,82,1169883160152170498,https://twitter.com/elonmusk/status/1169883160152170498,44196397,2019-09-06 08:00:55+00:00,Fri Sep 06 08:00:55 +0000 2019,,,,
+1338,elonmusk,HarryStoltz1,"Legs, but this render isn’t accurate",21,695,46,1169837408780578821,https://twitter.com/elonmusk/status/1169837408780578821,44196397,2019-09-06 04:59:07+00:00,Fri Sep 06 04:59:07 +0000 2019,,,,
+1339,elonmusk,RationalEtienne,"In some of those, I’m even funny",78,3174,65,1169836911097085953,https://twitter.com/elonmusk/status/1169836911097085953,44196397,2019-09-06 04:57:08+00:00,Fri Sep 06 04:57:08 +0000 2019,,,,
+1340,elonmusk,Kristennetten, ,52,3184,62,1169787345609977857,https://twitter.com/elonmusk/status/1169787345609977857,44196397,2019-09-06 01:40:11+00:00,Fri Sep 06 01:40:11 +0000 2019,,,,
+1341,elonmusk,,Model S on Nürburgring next week,6078,87641,2790,1169751839035641857,https://twitter.com/elonmusk/status/1169751839035641857,44196397,2019-09-05 23:19:06+00:00,Thu Sep 05 23:19:06 +0000 2019,,,,
+1342,elonmusk,elonmusk,"Also, cars are called “automobiles”",229,12701,156,1169737638162522112,https://twitter.com/elonmusk/status/1169737638162522112,44196397,2019-09-05 22:22:40+00:00,Thu Sep 05 22:22:40 +0000 2019,,,,
+1343,elonmusk,Jalopnik,Jalopnik not sharpest tool in shed … https://en.m.wikipedia.org/wiki/Autopilot,574,19214,340,1169736607672352768,https://twitter.com/elonmusk/status/1169736607672352768,44196397,2019-09-05 22:18:34+00:00,Thu Sep 05 22:18:34 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Autopilot
+1344,elonmusk,Michael7Striker, ,48,5816,49,1169696114351599617,https://twitter.com/elonmusk/status/1169696114351599617,44196397,2019-09-05 19:37:40+00:00,Thu Sep 05 19:37:40 +0000 2019,,,,
+1345,elonmusk,,"Um @Porsche, this word Turbo does not mean what you think it does",13928,171053,3476,1169695493594574848,https://twitter.com/elonmusk/status/1169695493594574848,44196397,2019-09-05 19:35:12+00:00,Thu Sep 05 19:35:12 +0000 2019,,@Porsche,,
+1346,elonmusk,ethelreddy1,Looking into it,46,3208,87,1169652891767820288,https://twitter.com/elonmusk/status/1169652891767820288,44196397,2019-09-05 16:45:55+00:00,Thu Sep 05 16:45:55 +0000 2019,,,,
+1347,elonmusk,WillyTHodgkins,"Yes, and it irony",51,864,60,1169643886966267905,https://twitter.com/elonmusk/status/1169643886966267905,44196397,2019-09-05 16:10:08+00:00,Thu Sep 05 16:10:08 +0000 2019,,,,
+1348,elonmusk,TeslaTrip,"Still too buggy to be in wide EAP. Requires more testing. Hopefully, going to wide EAP next week.",47,1078,78,1169643664806539264,https://twitter.com/elonmusk/status/1169643664806539264,44196397,2019-09-05 16:09:15+00:00,Thu Sep 05 16:09:15 +0000 2019,,,,
+1349,elonmusk,thbo,It’s up to &amp; as to whether they go with EU rules or rest of world. Not our choice.,48,1568,44,1169511820840693761,https://twitter.com/elonmusk/status/1169511820840693761,44196397,2019-09-05 07:25:21+00:00,Thu Sep 05 07:25:21 +0000 2019,,,,
+1350,elonmusk,justpaulinelol,"Same, except where limited by EU regulations. We’re aware of extreme consumer unhappiness about this & are working with EU regulators to address.",85,2050,81,1169351395377475584,https://twitter.com/elonmusk/status/1169351395377475584,44196397,2019-09-04 20:47:52+00:00,Wed Sep 04 20:47:52 +0000 2019,,,,
+1351,elonmusk,Tesla,"In close traffic, poisonous gas spewing from the car in front of you goes straight into your AC intake. Good thing gas/diesel carmakers didn’t cheat on their emissions or we’d be in real trouble ",3010,32726,859,1169343287746072576,https://twitter.com/elonmusk/status/1169343287746072576,44196397,2019-09-04 20:15:39+00:00,Wed Sep 04 20:15:39 +0000 2019,,,,
+1352,elonmusk,nichegamer,Nice,1103,24159,533,1169180803114270720,https://twitter.com/elonmusk/status/1169180803114270720,44196397,2019-09-04 09:30:00+00:00,Wed Sep 04 09:30:00 +0000 2019,,,,
+1353,elonmusk,konrad_bilinski,Gasoline is designed to burn,842,19367,344,1169180347633827840,https://twitter.com/elonmusk/status/1169180347633827840,44196397,2019-09-04 09:28:11+00:00,Wed Sep 04 09:28:11 +0000 2019,,,,
+1354,elonmusk,ElecVehicleGuy,Anywhere insurance prices are high,33,976,70,1169141620178071552,https://twitter.com/elonmusk/status/1169141620178071552,44196397,2019-09-04 06:54:18+00:00,Wed Sep 04 06:54:18 +0000 2019,,,,
+1355,elonmusk,Sofiaan,"Yeah, several. Smart Summon most significant.",46,903,71,1168995761905950725,https://twitter.com/elonmusk/status/1168995761905950725,44196397,2019-09-03 21:14:43+00:00,Tue Sep 03 21:14:43 +0000 2019,,,,
+1356,elonmusk,flcnhvy,Both and buttons in V10.0,27,494,32,1168994690559094785,https://twitter.com/elonmusk/status/1168994690559094785,44196397,2019-09-03 21:10:27+00:00,Tue Sep 03 21:10:27 +0000 2019,,,,
+1357,elonmusk,teslaownersSV,Yup,35,1216,49,1168994403656130562,https://twitter.com/elonmusk/status/1168994403656130562,44196397,2019-09-03 21:09:19+00:00,Tue Sep 03 21:09:19 +0000 2019,,,,
+1358,elonmusk,coolsilver,Yes,19,474,12,1168994354117185536,https://twitter.com/elonmusk/status/1168994354117185536,44196397,2019-09-03 21:09:07+00:00,Tue Sep 03 21:09:07 +0000 2019,,,,
+1359,elonmusk,tesla_truth,Definitely,19,1147,29,1168994176375173123,https://twitter.com/elonmusk/status/1168994176375173123,44196397,2019-09-03 21:08:25+00:00,Tue Sep 03 21:08:25 +0000 2019,,,,
+1360,elonmusk,,"Try Tesla Insurance. Should be ~20% less than avg. Currently only in California, but expanding soon. Critical feedback much appreciated.",1295,17764,1464,1168983557299159042,https://twitter.com/elonmusk/status/1168983557299159042,44196397,2019-09-03 20:26:13+00:00,Tue Sep 03 20:26:13 +0000 2019,,,,http://Tesla.com/insurance
+1361,elonmusk,HjorturBrynjars,Opening on 9/9,54,1182,92,1167554048494592002,https://twitter.com/elonmusk/status/1167554048494592002,44196397,2019-08-30 21:45:51+00:00,Fri Aug 30 21:45:51 +0000 2019,,,,
+1362,elonmusk,fermatslibrary,Slowpoke! Didn’t even finish his hypothesis …,81,1982,108,1167522505982128130,https://twitter.com/elonmusk/status/1167522505982128130,44196397,2019-08-30 19:40:31+00:00,Fri Aug 30 19:40:31 +0000 2019,,,,
+1363,elonmusk,,Haha actually true,53646,343935,2112,1167520720236232709,https://twitter.com/elonmusk/status/1167520720236232709,44196397,2019-08-30 19:33:25+00:00,Fri Aug 30 19:33:25 +0000 2019,,,,
+1364,elonmusk,vincent13031925,So good!,74,2372,87,1167439895645888512,https://twitter.com/elonmusk/status/1167439895645888512,44196397,2019-08-30 14:12:15+00:00,Fri Aug 30 14:12:15 +0000 2019,,,,
+1365,elonmusk,,https://twitter.com/Teslarati/status/1167410401878974465,4621,54572,501,1167438474972139521,https://twitter.com/elonmusk/status/1167438474972139521,44196397,2019-08-30 14:06:37+00:00,Fri Aug 30 14:06:37 +0000 2019,,,,https://twitter.com/Teslarati/status/1167410401878974465
+1366,elonmusk,tesla_truth,Exactly,98,3388,134,1167280620726345729,https://twitter.com/elonmusk/status/1167280620726345729,44196397,2019-08-30 03:39:21+00:00,Fri Aug 30 03:39:21 +0000 2019,,,,
+1367,elonmusk,WadeAndersonPT,Coming soon. Version 10.1 at latest.,85,3249,120,1167264136788680704,https://twitter.com/elonmusk/status/1167264136788680704,44196397,2019-08-30 02:33:51+00:00,Fri Aug 30 02:33:51 +0000 2019,,,,
+1368,elonmusk,Model3Owners,Yes,163,2048,98,1167177512264192000,https://twitter.com/elonmusk/status/1167177512264192000,44196397,2019-08-29 20:49:38+00:00,Thu Aug 29 20:49:38 +0000 2019,,,,
+1369,elonmusk,PatrickMJanson, Iceland for sure!,54,2260,94,1167152330707357697,https://twitter.com/elonmusk/status/1167152330707357697,44196397,2019-08-29 19:09:34+00:00,Thu Aug 29 19:09:34 +0000 2019,,,,
+1370,elonmusk,HjorturBrynjars,"Very soon, sorry for the delay",29,828,36,1167149103135870976,https://twitter.com/elonmusk/status/1167149103135870976,44196397,2019-08-29 18:56:45+00:00,Thu Aug 29 18:56:45 +0000 2019,,,,
+1371,elonmusk,JaneidyEve,"Aiming for 20km flight in Oct & orbit attempt shortly thereafter. Starship update will be on Sept 28th, anniversary of SpaceX reaching orbit. Starship Mk 1 will be fully assembled by that time.",893,6318,225,1166860032052539392,https://twitter.com/elonmusk/status/1166860032052539392,44196397,2019-08-28 23:48:05+00:00,Wed Aug 28 23:48:05 +0000 2019,,,,
+1372,elonmusk,flcnhvy,Probably 2 to 3 months. We’re about to ship Raptor SN 10.,94,1960,34,1166857467214667776,https://twitter.com/elonmusk/status/1166857467214667776,44196397,2019-08-28 23:37:54+00:00,Wed Aug 28 23:37:54 +0000 2019,,,,
+1373,elonmusk,Freiraum77,Probably 18m for next gen system,153,2606,133,1166856662336102401,https://twitter.com/elonmusk/status/1166856662336102401,44196397,2019-08-28 23:34:42+00:00,Wed Aug 28 23:34:42 +0000 2019,,,,
+1374,elonmusk,_IAMOtis,"Would love to, but import duties are extremely high, even for electric vehicles",51,1089,71,1166854343770988544,https://twitter.com/elonmusk/status/1166854343770988544,44196397,2019-08-28 23:25:29+00:00,Wed Aug 28 23:25:29 +0000 2019,,,,
+1375,elonmusk,mralbertsun,Should be. Will fix.,102,9327,76,1166843703719268357,https://twitter.com/elonmusk/status/1166843703719268357,44196397,2019-08-28 22:43:12+00:00,Wed Aug 28 22:43:12 +0000 2019,,,,
+1376,elonmusk,cleantechnica,"Also, u can order online at http://Tesla.com in 2 mins, have car delivered to ur doorstep &amp; return for full refund",1219,14359,1007,1166843095423574016,https://twitter.com/elonmusk/status/1166843095423574016,44196397,2019-08-28 22:40:47+00:00,Wed Aug 28 22:40:47 +0000 2019,,,,"http://Tesla.com,https://twitter.com/cleantechnica/status/1166596870438866944"
+1377,elonmusk,justpaulinelol,Can’t believe it’s been 6 years since our first vertical landing!,66,1817,56,1166834776294248448,https://twitter.com/elonmusk/status/1166834776294248448,44196397,2019-08-28 22:07:44+00:00,Wed Aug 28 22:07:44 +0000 2019,,,,
+1378,elonmusk,SpaceX,Core body diameter is 9m/30ft,662,21646,517,1166823213021782017,https://twitter.com/elonmusk/status/1166823213021782017,44196397,2019-08-28 21:21:47+00:00,Wed Aug 28 21:21:47 +0000 2019,,,,
+1379,elonmusk,,R2D2’s Dad,1753,39463,640,1166615223190642688,https://twitter.com/elonmusk/status/1166615223190642688,44196397,2019-08-28 07:35:18+00:00,Wed Aug 28 07:35:18 +0000 2019,,,,
+1380,elonmusk,cleantechnica,Empty article?,295,9054,496,1166560209411682305,https://twitter.com/elonmusk/status/1166560209411682305,44196397,2019-08-28 03:56:42+00:00,Wed Aug 28 03:56:42 +0000 2019,,,,
+1381,elonmusk,,One day Starship will land on the rusty sands of Mars,4809,58445,1383,1166488383113158657,https://twitter.com/elonmusk/status/1166488383113158657,44196397,2019-08-27 23:11:17+00:00,Tue Aug 27 23:11:17 +0000 2019,,,,
+1382,elonmusk,,Congrats SpaceX team!!,6169,52464,1171,1166478978980278272,https://twitter.com/elonmusk/status/1166478978980278272,44196397,2019-08-27 22:33:55+00:00,Tue Aug 27 22:33:55 +0000 2019,,,,
+1383,elonmusk,,About to do next Starhopper flight test,2280,32913,1513,1166470510168793091,https://twitter.com/elonmusk/status/1166470510168793091,44196397,2019-08-27 22:00:16+00:00,Tue Aug 27 22:00:16 +0000 2019,,,,https://m.youtube.com/watch?v=bYb3bfA6_sQ&feature=youtu.be
+1384,elonmusk,,Dragon Crew Arm. Astronauts will walk this gantry to enter Dragon & depart for the @Space_Station.,3398,39722,889,1166448459085316096,https://twitter.com/elonmusk/status/1166448459085316096,44196397,2019-08-27 20:32:38+00:00,Tue Aug 27 20:32:38 +0000 2019,,@Space_Station,,
+1385,elonmusk,,Dronship with wings folded traveling through Panama Canal,1320,24644,445,1166447763745210368,https://twitter.com/elonmusk/status/1166447763745210368,44196397,2019-08-27 20:29:53+00:00,Tue Aug 27 20:29:53 +0000 2019,,,,
+1386,elonmusk,WorldAndScience,Interesting,123,4368,138,1166267372665049088,https://twitter.com/elonmusk/status/1166267372665049088,44196397,2019-08-27 08:33:04+00:00,Tue Aug 27 08:33:04 +0000 2019,,,,
+1387,elonmusk,HarryStoltz1,Not that I know of,19,607,29,1166253541507260416,https://twitter.com/elonmusk/status/1166253541507260416,44196397,2019-08-27 07:38:06+00:00,Tue Aug 27 07:38:06 +0000 2019,,,,
+1388,elonmusk,PPathole,"Yes, rather embarrassing tbh",21,782,72,1166252392364441600,https://twitter.com/elonmusk/status/1166252392364441600,44196397,2019-08-27 07:33:32+00:00,Tue Aug 27 07:33:32 +0000 2019,,,,
+1389,elonmusk,Teslarati,Impressively accurate analysis!,81,3088,55,1166251947986493440,https://twitter.com/elonmusk/status/1166251947986493440,44196397,2019-08-27 07:31:46+00:00,Tue Aug 27 07:31:46 +0000 2019,,,,
+1390,elonmusk,MemesOfMars,Hopefully next year,17,558,25,1166251337610190848,https://twitter.com/elonmusk/status/1166251337610190848,44196397,2019-08-27 07:29:21+00:00,Tue Aug 27 07:29:21 +0000 2019,,,,
+1391,elonmusk,cleantechnica, ,51,1489,52,1166247626448101376,https://twitter.com/elonmusk/status/1166247626448101376,44196397,2019-08-27 07:14:36+00:00,Tue Aug 27 07:14:36 +0000 2019,,,,
+1392,elonmusk,teslaownersSV,Appears to be a wiring/connector issue,73,1704,117,1166181271489265665,https://twitter.com/elonmusk/status/1166181271489265665,44196397,2019-08-27 02:50:56+00:00,Tue Aug 27 02:50:56 +0000 2019,,,,
+1393,elonmusk,,Igniters need to be inspected. We will try again tomorrow same time.,552,14916,428,1166141136198488064,https://twitter.com/elonmusk/status/1166141136198488064,44196397,2019-08-27 00:11:27+00:00,Tue Aug 27 00:11:27 +0000 2019,,,,
+1394,elonmusk,SciGuySpace,"Raptor uses dual redundant torch igniters. Better long-term, but more finicky in development.",146,2701,151,1166126085903282177,https://twitter.com/elonmusk/status/1166126085903282177,44196397,2019-08-26 23:11:39+00:00,Mon Aug 26 23:11:39 +0000 2019,,,,
+1395,elonmusk,SpaceX,About 5 mins from flight attempt,940,16974,677,1166123304375054336,https://twitter.com/elonmusk/status/1166123304375054336,44196397,2019-08-26 23:00:35+00:00,Mon Aug 26 23:00:35 +0000 2019,,,,https://twitter.com/SpaceX/status/1166120736538288129
+1396,elonmusk,,Starhopper flight currently tracking to 5pm Texas time for 150m / ~500ft hover test,1404,18601,560,1166081488648949760,https://twitter.com/elonmusk/status/1166081488648949760,44196397,2019-08-26 20:14:26+00:00,Mon Aug 26 20:14:26 +0000 2019,,,,
+1397,elonmusk,TheOnion,"Finally, VR that’s cool *and* sexy!",348,9741,155,1166080263266299905,https://twitter.com/elonmusk/status/1166080263266299905,44196397,2019-08-26 20:09:34+00:00,Mon Aug 26 20:09:34 +0000 2019,,,,
+1398,elonmusk,4thFromOurStar,Oh behave u naughty planet … ,2073,43259,327,1165825693453697024,https://twitter.com/elonmusk/status/1165825693453697024,44196397,2019-08-26 03:17:59+00:00,Mon Aug 26 03:17:59 +0000 2019,,,,
+1399,elonmusk,Tesla, ,819,16308,416,1165794643277037568,https://twitter.com/elonmusk/status/1165794643277037568,44196397,2019-08-26 01:14:37+00:00,Mon Aug 26 01:14:37 +0000 2019,,,,https://open.spotify.com/track/0vg4WnUWvze6pBOJDTq99k?si=zFnoUBq9QrCa4Yv2TLIrSg
+1400,elonmusk,Erdayastronaut,It’s quite robust,41,1585,76,1165524124057260032,https://twitter.com/elonmusk/status/1165524124057260032,44196397,2019-08-25 07:19:40+00:00,Sun Aug 25 07:19:40 +0000 2019,,,,
+1401,elonmusk,MarkMeijer10,Where are additional Superchargers most needed?,49,1011,719,1165380692915523584,https://twitter.com/elonmusk/status/1165380692915523584,44196397,2019-08-24 21:49:43+00:00,Sat Aug 24 21:49:43 +0000 2019,,,,
+1402,elonmusk,,World’s first very large scale battery has worked out well,1144,12135,322,1165380431178432512,https://twitter.com/elonmusk/status/1165380431178432512,44196397,2019-08-24 21:48:41+00:00,Sat Aug 24 21:48:41 +0000 2019,,,,https://www.pv-magazine.com/2018/12/05/south-australias-tesla-big-battery-saves-40-million-in-grid-stabilization-costs/
+1403,elonmusk,Erdayastronaut,"Yes, last flight for Hopper. If all goes well, it will become a vertical test stand for Raptor.",141,2654,97,1165378770116562944,https://twitter.com/elonmusk/status/1165378770116562944,44196397,2019-08-24 21:42:05+00:00,Sat Aug 24 21:42:05 +0000 2019,,,,
+1404,elonmusk,FuzionPlaysTV,Exactly! Especially let your PUC commissioners/authorities know.,45,834,23,1165378460610523136,https://twitter.com/elonmusk/status/1165378460610523136,44196397,2019-08-24 21:40:51+00:00,Sat Aug 24 21:40:51 +0000 2019,,,,
+1405,elonmusk,flcnhvy,"Agreed, that’s the right future",43,1208,48,1165378084033351680,https://twitter.com/elonmusk/status/1165378084033351680,44196397,2019-08-24 21:39:21+00:00,Sat Aug 24 21:39:21 +0000 2019,,,,
+1406,elonmusk,,Looks like @SpaceX Starhopper flight may be as soon as Monday. FAA support is much appreciated!,1864,27083,576,1165377786338406400,https://twitter.com/elonmusk/status/1165377786338406400,44196397,2019-08-24 21:38:10+00:00,Sat Aug 24 21:38:10 +0000 2019,,@SpaceX,,
+1407,elonmusk,aikisteve,We’re working closely with EU regulators & hope to clarify the timeline soon,30,623,22,1165376441753591809,https://twitter.com/elonmusk/status/1165376441753591809,44196397,2019-08-24 21:32:50+00:00,Sat Aug 24 21:32:50 +0000 2019,,,,
+1408,elonmusk,MartianDays,Ok,18,693,38,1165372858626801664,https://twitter.com/elonmusk/status/1165372858626801664,44196397,2019-08-24 21:18:35+00:00,Sat Aug 24 21:18:35 +0000 2019,,,,
+1409,elonmusk,Erdayastronaut,Should be soon,22,1156,39,1165372838120804352,https://twitter.com/elonmusk/status/1165372838120804352,44196397,2019-08-24 21:18:30+00:00,Sat Aug 24 21:18:30 +0000 2019,,,,
+1410,elonmusk,,"If you’re a utility or public utilities commission, please consider using the Tesla Megapack. Better for the environment & usually lower cost than fossil fuel peaker plants!",2722,23501,830,1165371975528640512,https://twitter.com/elonmusk/status/1165371975528640512,44196397,2019-08-24 21:15:05+00:00,Sat Aug 24 21:15:05 +0000 2019,,,,https://www.tesla.com/megapack
+1411,elonmusk,DKled007,"Yes, probably within next 6 to 9 months",48,860,89,1165295073610780672,https://twitter.com/elonmusk/status/1165295073610780672,44196397,2019-08-24 16:09:30+00:00,Sat Aug 24 16:09:30 +0000 2019,,,,
+1412,elonmusk,AKawakbi,Tesla is working hard to help stop global warming,119,1379,117,1165293528542400512,https://twitter.com/elonmusk/status/1165293528542400512,44196397,2019-08-24 16:03:21+00:00,Sat Aug 24 16:03:21 +0000 2019,,,,
+1413,elonmusk,newscientist, ,32,863,27,1165283944318697472,https://twitter.com/elonmusk/status/1165283944318697472,44196397,2019-08-24 15:25:16+00:00,Sat Aug 24 15:25:16 +0000 2019,,,,
+1414,elonmusk,newscientist,The Nude Scientisté,184,5618,142,1165172977442254850,https://twitter.com/elonmusk/status/1165172977442254850,44196397,2019-08-24 08:04:20+00:00,Sat Aug 24 08:04:20 +0000 2019,,,,
+1415,elonmusk,engineers_feed,Looks like a wheel of cheese,617,25220,575,1165146099532742656,https://twitter.com/elonmusk/status/1165146099532742656,44196397,2019-08-24 06:17:32+00:00,Sat Aug 24 06:17:32 +0000 2019,,,,
+1416,elonmusk,MinimalDuck,Ok,301,16653,146,1164930613649891328,https://twitter.com/elonmusk/status/1164930613649891328,44196397,2019-08-23 16:01:16+00:00,Fri Aug 23 16:01:16 +0000 2019,,,,
+1417,elonmusk,TeslaTrip,"We need to complete internal QA testing for safety, which will hopefully be done in about 4 weeks",42,849,95,1164251773223129088,https://twitter.com/elonmusk/status/1164251773223129088,44196397,2019-08-21 19:03:48+00:00,Wed Aug 21 19:03:48 +0000 2019,,,,
+1418,elonmusk,universal_sci,Wow,269,14790,185,1164068024959131648,https://twitter.com/elonmusk/status/1164068024959131648,44196397,2019-08-21 06:53:39+00:00,Wed Aug 21 06:53:39 +0000 2019,,,,
+1419,elonmusk,arctechinc,Everyone who bought FSD will receive priority/early access,99,1174,137,1163960494798938112,https://twitter.com/elonmusk/status/1163960494798938112,44196397,2019-08-20 23:46:21+00:00,Tue Aug 20 23:46:21 +0000 2019,,,,
+1420,elonmusk,,"Price increase for Tesla FSD postponed until version 10 with smart summon is in wide release, which is about 4 to 8 weeks away, depending on how early access goes",674,12652,1244,1163903521701294081,https://twitter.com/elonmusk/status/1163903521701294081,44196397,2019-08-20 19:59:58+00:00,Tue Aug 20 19:59:58 +0000 2019,,,,
+1421,elonmusk,justpaulinelol,"Not risky imo & can be adjusted/improved real-time. Essentially need to figure out most effective way to convert mass to energy, as Mars is slightly too far from this solar system’s fusion reactor (the sun).",75,1898,147,1163894933280964608,https://twitter.com/elonmusk/status/1163894933280964608,44196397,2019-08-20 19:25:50+00:00,Tue Aug 20 19:25:50 +0000 2019,,,,
+1422,elonmusk,wingod,"True, diverting a comet would be super hard. Could be done with small asteroids & a mass driver, but this is risky.",36,873,60,1163893401810550786,https://twitter.com/elonmusk/status/1163893401810550786,44196397,2019-08-20 19:19:45+00:00,Tue Aug 20 19:19:45 +0000 2019,,,,
+1423,elonmusk,,"Nuke Mars refers to a continuous stream of very low fallout nuclear fusion explosions above the atmosphere to create artificial suns. Much like our sun, this would not cause Mars to become radioactive.",2681,43586,1562,1163891642425860096,https://twitter.com/elonmusk/status/1163891642425860096,44196397,2019-08-20 19:12:46+00:00,Tue Aug 20 19:12:46 +0000 2019,,,,
+1424,elonmusk,JaneidyEve,"Will probably make sense to do this when Starship Mk 1 has 3 Raptors, moving body fins & landing gear installed, which is hopefully mid September",115,1653,82,1163889282936967168,https://twitter.com/elonmusk/status/1163889282936967168,44196397,2019-08-20 19:03:23+00:00,Tue Aug 20 19:03:23 +0000 2019,,,,
+1425,elonmusk,HarryStoltz1,Will be converted to Raptor vertical test stand,68,1564,37,1163888165901484037,https://twitter.com/elonmusk/status/1163888165901484037,44196397,2019-08-20 18:58:57+00:00,Tue Aug 20 18:58:57 +0000 2019,,,,
+1426,elonmusk,ThePhoenixFlare,"Trickier than it may seem on Mars, as atmospheric density is 1% that of Earth & gravity is 38%, but doable for localized warming",47,1365,43,1163887706352607233,https://twitter.com/elonmusk/status/1163887706352607233,44196397,2019-08-20 18:57:07+00:00,Tue Aug 20 18:57:07 +0000 2019,,,,
+1427,elonmusk,kumquat420, ,22,985,45,1163875161822523393,https://twitter.com/elonmusk/status/1163875161822523393,44196397,2019-08-20 18:07:16+00:00,Tue Aug 20 18:07:16 +0000 2019,,,,
+1428,elonmusk,,Might make sense to have thousands of solar reflector satellites to warm Mars vs artificial suns (tbd),3614,62217,2313,1163874793113866240,https://twitter.com/elonmusk/status/1163874793113866240,44196397,2019-08-20 18:05:49+00:00,Tue Aug 20 18:05:49 +0000 2019,,,,
+1429,elonmusk,SciGuySpace,"AF certification required an enormous amount of work. It’s mostly design-review based, not flight-based.",34,1129,19,1163872950660898816,https://twitter.com/elonmusk/status/1163872950660898816,44196397,2019-08-20 17:58:29+00:00,Tue Aug 20 17:58:29 +0000 2019,,,,
+1430,elonmusk,MemesOfMars,"Yeah, would be great to get feedback from Tesla supporters",30,820,41,1163870594384797696,https://twitter.com/elonmusk/status/1163870594384797696,44196397,2019-08-20 17:49:08+00:00,Tue Aug 20 17:49:08 +0000 2019,,,,
+1431,elonmusk,teslaownersSV,"Initially Model 3, later Y",33,826,36,1163870254683938818,https://twitter.com/elonmusk/status/1163870254683938818,44196397,2019-08-20 17:47:47+00:00,Tue Aug 20 17:47:47 +0000 2019,,,,
+1432,elonmusk,Teslarati,Looking forward to seeing Giga Shanghai soon Amazing work by Tesla China team &amp; support of authorities much appreciated!,296,6139,196,1163869350136205312,https://twitter.com/elonmusk/status/1163869350136205312,44196397,2019-08-20 17:44:11+00:00,Tue Aug 20 17:44:11 +0000 2019,,,,
+1433,elonmusk,flcnhvy,Not yet,29,1179,70,1163676464069242881,https://twitter.com/elonmusk/status/1163676464069242881,44196397,2019-08-20 04:57:43+00:00,Tue Aug 20 04:57:43 +0000 2019,,,,
+1434,elonmusk,SciGuySpace,This is a great idea,185,6562,178,1163674045050568707,https://twitter.com/elonmusk/status/1163674045050568707,44196397,2019-08-20 04:48:07+00:00,Tue Aug 20 04:48:07 +0000 2019,,,,
+1435,elonmusk,royalsociety, ,248,7761,226,1163570150336974848,https://twitter.com/elonmusk/status/1163570150336974848,44196397,2019-08-19 21:55:16+00:00,Mon Aug 19 21:55:16 +0000 2019,,,,
+1436,elonmusk,JalaniShreyansh,Um I ate most of it,94,4894,109,1163279155292585984,https://twitter.com/elonmusk/status/1163279155292585984,44196397,2019-08-19 02:38:57+00:00,Mon Aug 19 02:38:57 +0000 2019,,,,
+1437,elonmusk,,Cookie decorating contest with kids,4768,93662,3049,1163243011490365440,https://twitter.com/elonmusk/status/1163243011490365440,44196397,2019-08-19 00:15:20+00:00,Mon Aug 19 00:15:20 +0000 2019,,,,
+1438,elonmusk,,Converts about 5 million tons of mass to energy every second,618,18426,911,1163201615932743680,https://twitter.com/elonmusk/status/1163201615932743680,44196397,2019-08-18 21:30:51+00:00,Sun Aug 18 21:30:51 +0000 2019,,,,
+1439,elonmusk,joerogan,"Great name! Wouldn’t worry about this particular one, but a big rock will hit Earth eventually & we currently have no defense.",4480,38478,2075,1163200504811249664,https://twitter.com/elonmusk/status/1163200504811249664,44196397,2019-08-18 21:26:26+00:00,Sun Aug 18 21:26:26 +0000 2019,,,,https://twitter.com/joerogan/status/1163198089328390145
+1440,elonmusk,justpaulinelol,"Don’t know yet, but it’s important that the whole world transition to sustainable energy, so we’ll make costs as low as possible",72,978,93,1163180429316218880,https://twitter.com/elonmusk/status/1163180429316218880,44196397,2019-08-18 20:06:39+00:00,Sun Aug 18 20:06:39 +0000 2019,,,,
+1441,elonmusk,,One click to order solar & save ~$500/year in utility bills with no long-term contract (cancel anytime),721,16277,764,1163028150390947841,https://twitter.com/elonmusk/status/1163028150390947841,44196397,2019-08-18 10:01:33+00:00,Sun Aug 18 10:01:33 +0000 2019,,,,
+1442,elonmusk,flcnhvy,Next year,102,2823,136,1163026255781883906,https://twitter.com/elonmusk/status/1163026255781883906,44196397,2019-08-18 09:54:02+00:00,Sun Aug 18 09:54:02 +0000 2019,,,,
+1443,elonmusk,,"With the new lower Tesla pricing, it’s like having a money printer on your roof if you live a state with high electricity costs. Still better to buy, but the rental option makes the economics obvious.",768,14869,696,1163025594180726784,https://twitter.com/elonmusk/status/1163025594180726784,44196397,2019-08-18 09:51:24+00:00,Sun Aug 18 09:51:24 +0000 2019,,,,
+1444,elonmusk,,Tesla Solar just relaunched. Lmk what you think …,3352,47518,4959,1163020430136844288,https://twitter.com/elonmusk/status/1163020430136844288,44196397,2019-08-18 09:30:53+00:00,Sun Aug 18 09:30:53 +0000 2019,,,,http://Tesla.com/solar
+1445,elonmusk,,Which means a small corner of Texas (or anywhere) with solar panels could power the entire United States,3750,42767,1248,1163018466871263234,https://twitter.com/elonmusk/status/1163018466871263234,44196397,2019-08-18 09:23:04+00:00,Sun Aug 18 09:23:04 +0000 2019,,,,
+1446,elonmusk,,1 Gigawatt per square kilometer of solar energy reaches Earth’s surface,1711,28172,356,1163017566576496640,https://twitter.com/elonmusk/status/1163017566576496640,44196397,2019-08-18 09:19:30+00:00,Sun Aug 18 09:19:30 +0000 2019,,,,
+1447,elonmusk,flcnhvy,In a few years,37,1527,41,1163015575699779584,https://twitter.com/elonmusk/status/1163015575699779584,44196397,2019-08-18 09:11:35+00:00,Sun Aug 18 09:11:35 +0000 2019,,,,
+1448,elonmusk,WorldAndScience,"Yeah, legs are hydraulic pistons & abdomen is the accumulator",694,20145,205,1163015039080468480,https://twitter.com/elonmusk/status/1163015039080468480,44196397,2019-08-18 09:09:27+00:00,Sun Aug 18 09:09:27 +0000 2019,,,,
+1449,elonmusk,,Generates a *lot* of energy https://en.m.wikipedia.org/wiki/Sun,1007,31023,618,1163001145855340544,https://twitter.com/elonmusk/status/1163001145855340544,44196397,2019-08-18 08:14:15+00:00,Sun Aug 18 08:14:15 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Sun
+1450,elonmusk,jasonemry,It is quite silly,80,4346,62,1163000154682621952,https://twitter.com/elonmusk/status/1163000154682621952,44196397,2019-08-18 08:10:19+00:00,Sun Aug 18 08:10:19 +0000 2019,,,,
+1451,elonmusk,elonmusk,Meaning less than a century. But this would be pretty intense.,19,992,40,1162999818689495041,https://twitter.com/elonmusk/status/1162999818689495041,44196397,2019-08-18 08:08:58+00:00,Sun Aug 18 08:08:58 +0000 2019,,,,
+1452,elonmusk,nadavision,"Aspirationally, decades",22,947,25,1162999621708161024,https://twitter.com/elonmusk/status/1162999621708161024,44196397,2019-08-18 08:08:11+00:00,Sun Aug 18 08:08:11 +0000 2019,,,,
+1453,elonmusk,,The sun is an immense thermonuclear explosion fyi,8555,99247,2103,1162998621719027713,https://twitter.com/elonmusk/status/1162998621719027713,44196397,2019-08-18 08:04:13+00:00,Sun Aug 18 08:04:13 +0000 2019,,,,
+1454,elonmusk,Epic2662,Yes,29,1353,81,1162997814520979457,https://twitter.com/elonmusk/status/1162997814520979457,44196397,2019-08-18 08:01:01+00:00,Sun Aug 18 08:01:01 +0000 2019,,,,
+1455,elonmusk,,"Not saying it solves everything, mind you, but it’s a step in the right direction",671,17997,488,1162997534337327105,https://twitter.com/elonmusk/status/1162997534337327105,44196397,2019-08-18 07:59:54+00:00,Sun Aug 18 07:59:54 +0000 2019,,,,
+1456,elonmusk,ItsJoshPeck,"Yeah, the trick is opening & closing the spacesuit helmet really fast",12997,166629,715,1162878062892994565,https://twitter.com/elonmusk/status/1162878062892994565,44196397,2019-08-18 00:05:10+00:00,Sun Aug 18 00:05:10 +0000 2019,,,,
+1457,elonmusk,mayemusk,Stop hashtagging me ,99,2369,238,1162784391778590720,https://twitter.com/elonmusk/status/1162784391778590720,44196397,2019-08-17 17:52:57+00:00,Sat Aug 17 17:52:57 +0000 2019,,,,
+1458,elonmusk,,Perhaps that one was too edgy …,1468,55577,912,1162744788807847936,https://twitter.com/elonmusk/status/1162744788807847936,44196397,2019-08-17 15:15:35+00:00,Sat Aug 17 15:15:35 +0000 2019,,,,
+1459,elonmusk,,Hashtags are an abomination,11558,143432,5498,1162631602343514114,https://twitter.com/elonmusk/status/1162631602343514114,44196397,2019-08-17 07:45:49+00:00,Sat Aug 17 07:45:49 +0000 2019,,,,
+1460,elonmusk,,,3457,40828,1355,1162601565653360640,https://twitter.com/elonmusk/status/1162601565653360640,44196397,2019-08-17 05:46:28+00:00,Sat Aug 17 05:46:28 +0000 2019,,,,
+1461,elonmusk,HarryStoltz1,"No, as better to vary thickness with vehicle height, but this is the right way to go for Boring Co tunnels reinforcement imo",28,1047,37,1162601447235604480,https://twitter.com/elonmusk/status/1162601447235604480,44196397,2019-08-17 05:45:59+00:00,Sat Aug 17 05:45:59 +0000 2019,,,,
+1462,elonmusk,,Nuking Mars one T-shirt at a time,522,9997,451,1162600347489075200,https://twitter.com/elonmusk/status/1162600347489075200,44196397,2019-08-17 05:41:37+00:00,Sat Aug 17 05:41:37 +0000 2019,,,,https://shop.spacex.com/featured-products/nuke-mars-t-shirt.html
+1463,elonmusk,41Strange,Simulations all the way down,904,21445,280,1162594879244910593,https://twitter.com/elonmusk/status/1162594879244910593,44196397,2019-08-17 05:19:53+00:00,Sat Aug 17 05:19:53 +0000 2019,,,,
+1464,elonmusk,,"Trust me, it will be ",970,35605,627,1162471403918000129,https://twitter.com/elonmusk/status/1162471403918000129,44196397,2019-08-16 21:09:15+00:00,Fri Aug 16 21:09:15 +0000 2019,,,,
+1465,elonmusk,,"Hey babe, fancy a hot date …? @4thFromOurStar",1576,38378,460,1162470785136521216,https://twitter.com/elonmusk/status/1162470785136521216,44196397,2019-08-16 21:06:47+00:00,Fri Aug 16 21:06:47 +0000 2019,,@4thFromOurStar,,
+1466,elonmusk,flcnhvy,It’s not boring …,36,2991,76,1162462515579650048,https://twitter.com/elonmusk/status/1162462515579650048,44196397,2019-08-16 20:33:55+00:00,Fri Aug 16 20:33:55 +0000 2019,,,,
+1467,elonmusk,nichegamer,Of course!,34,2164,45,1162392618078097410,https://twitter.com/elonmusk/status/1162392618078097410,44196397,2019-08-16 15:56:11+00:00,Fri Aug 16 15:56:11 +0000 2019,,,,
+1468,elonmusk,,T-shirt soon,2286,82056,999,1162271711326167041,https://twitter.com/elonmusk/status/1162271711326167041,44196397,2019-08-16 07:55:44+00:00,Fri Aug 16 07:55:44 +0000 2019,,,,
+1469,elonmusk,elonmusk,Guess I sort of am already,241,15682,124,1162218732531249152,https://twitter.com/elonmusk/status/1162218732531249152,44196397,2019-08-16 04:25:13+00:00,Fri Aug 16 04:25:13 +0000 2019,,,,
+1470,elonmusk,Trailblayzer_,I’d play that game,208,14463,84,1162218549433135105,https://twitter.com/elonmusk/status/1162218549433135105,44196397,2019-08-16 04:24:29+00:00,Fri Aug 16 04:24:29 +0000 2019,,,,
+1471,elonmusk,,Nuke Mars!,32104,252407,8960,1162218267932446724,https://twitter.com/elonmusk/status/1162218267932446724,44196397,2019-08-16 04:23:22+00:00,Fri Aug 16 04:23:22 +0000 2019,,,,
+1472,elonmusk,arctechinc,This isn’t correct. Will address.,52,1745,116,1162165894283313152,https://twitter.com/elonmusk/status/1162165894283313152,44196397,2019-08-16 00:55:15+00:00,Fri Aug 16 00:55:15 +0000 2019,,,,
+1473,elonmusk,elonmusk,Good conversation with head of FAA Space. Need a bit more hazard analysis & should be clear to fly soon.,131,2301,111,1162096454367756288,https://twitter.com/elonmusk/status/1162096454367756288,44196397,2019-08-15 20:19:20+00:00,Thu Aug 15 20:19:20 +0000 2019,,,,
+1474,elonmusk,SpacePadreIsle,Am talking to @FAA in a few hours,131,4407,166,1162066571612717057,https://twitter.com/elonmusk/status/1162066571612717057,44196397,2019-08-15 18:20:35+00:00,Thu Aug 15 18:20:35 +0000 2019,,@faa,,
+1475,elonmusk,flying_briann,"Stacking fairing & tanks soon, then adding control fins, engines & landing gear",379,12884,204,1162066262672855040,https://twitter.com/elonmusk/status/1162066262672855040,44196397,2019-08-15 18:19:21+00:00,Thu Aug 15 18:19:21 +0000 2019,,,,
+1476,elonmusk,ThePhoenixFlare,That was my actual password at one point!,39,1538,59,1162065153665273856,https://twitter.com/elonmusk/status/1162065153665273856,44196397,2019-08-15 18:14:57+00:00,Thu Aug 15 18:14:57 +0000 2019,,,,
+1477,elonmusk,CazzRS,Stop posting my password on twitter!,34,1520,46,1162061693809094657,https://twitter.com/elonmusk/status/1162061693809094657,44196397,2019-08-15 18:01:12+00:00,Thu Aug 15 18:01:12 +0000 2019,,,,
+1478,elonmusk,Inelonwetrust__,Coming,57,1636,140,1161883581544685569,https://twitter.com/elonmusk/status/1161883581544685569,44196397,2019-08-15 06:13:27+00:00,Thu Aug 15 06:13:27 +0000 2019,,,,
+1479,elonmusk,dbabrams,"Tesla audio engineers come from B&O & many other companies. They literally rōq. Our system is highly programmable, so we keep improving it via OTA codec updates.",135,1969,93,1161853708214386688,https://twitter.com/elonmusk/status/1161853708214386688,44196397,2019-08-15 04:14:44+00:00,Thu Aug 15 04:14:44 +0000 2019,,,,
+1480,elonmusk,chadsmith,We’ll take care of it,30,815,49,1161850736273215488,https://twitter.com/elonmusk/status/1161850736273215488,44196397,2019-08-15 04:02:56+00:00,Thu Aug 15 04:02:56 +0000 2019,,,,
+1481,elonmusk,,Corporate Surrealism ,2395,34876,1004,1161845758796034048,https://twitter.com/elonmusk/status/1161845758796034048,44196397,2019-08-15 03:43:09+00:00,Thu Aug 15 03:43:09 +0000 2019,,,,
+1482,elonmusk,JaneidyEve,Not yet,54,1217,60,1161839684466532352,https://twitter.com/elonmusk/status/1161839684466532352,44196397,2019-08-15 03:19:01+00:00,Thu Aug 15 03:19:01 +0000 2019,,,,
+1483,elonmusk,fermatslibrary,fyi,8428,73216,1335,1161834318588608512,https://twitter.com/elonmusk/status/1161834318588608512,44196397,2019-08-15 02:57:42+00:00,Thu Aug 15 02:57:42 +0000 2019,,,,https://twitter.com/fermatslibrary/status/1161614701656252417
+1484,elonmusk,justpaulinelol, ,38,2997,36,1161799400689000448,https://twitter.com/elonmusk/status/1161799400689000448,44196397,2019-08-15 00:38:56+00:00,Thu Aug 15 00:38:56 +0000 2019,,,,
+1485,elonmusk,,heh heh,20665,175701,1808,1161797541664399360,https://twitter.com/elonmusk/status/1161797541664399360,44196397,2019-08-15 00:31:33+00:00,Thu Aug 15 00:31:33 +0000 2019,,,,
+1486,elonmusk,acf3301,True,72,4841,63,1161532612210515968,https://twitter.com/elonmusk/status/1161532612210515968,44196397,2019-08-14 06:58:49+00:00,Wed Aug 14 06:58:49 +0000 2019,,,,
+1487,elonmusk,,No but srsly don’t do it,20765,199847,2082,1161525505386012672,https://twitter.com/elonmusk/status/1161525505386012672,44196397,2019-08-14 06:30:35+00:00,Wed Aug 14 06:30:35 +0000 2019,,,,
+1488,elonmusk,C3LT_Games,Roughly,20,710,52,1161307112376373251,https://twitter.com/elonmusk/status/1161307112376373251,44196397,2019-08-13 16:02:46+00:00,Tue Aug 13 16:02:46 +0000 2019,,,,
+1489,elonmusk,Kristennetten,Ok,38,1261,96,1160639760219566080,https://twitter.com/elonmusk/status/1160639760219566080,44196397,2019-08-11 19:50:57+00:00,Sun Aug 11 19:50:57 +0000 2019,,,,
+1490,elonmusk,tesla_truth,Possibly two weeks,35,976,63,1160638254141431808,https://twitter.com/elonmusk/status/1160638254141431808,44196397,2019-08-11 19:44:58+00:00,Sun Aug 11 19:44:58 +0000 2019,,,,
+1491,elonmusk,,Try playing Powerglide in your Tesla at volume 11,2206,19520,921,1160637748199301120,https://twitter.com/elonmusk/status/1160637748199301120,44196397,2019-08-11 19:42:57+00:00,Sun Aug 11 19:42:57 +0000 2019,,,,https://open.spotify.com/track/1BuZAIO8WZpavWVbbq3Lci?si=YUalSJxlT7i99etvKiJJew
+1492,elonmusk,danielinhodu83,Working on upgrades to Sentry …,50,1547,84,1160635501088346113,https://twitter.com/elonmusk/status/1160635501088346113,44196397,2019-08-11 19:34:01+00:00,Sun Aug 11 19:34:01 +0000 2019,,,,
+1493,elonmusk,GrizzlyAustin,No plans to introduce air suspension on Model 3 at this time,25,724,59,1160635253448306688,https://twitter.com/elonmusk/status/1160635253448306688,44196397,2019-08-11 19:33:02+00:00,Sun Aug 11 19:33:02 +0000 2019,,,,
+1494,elonmusk,TeslaNY,"Watching a movie on Tesla V10.0 is great, in large part due to the sound system",712,13528,687,1160635070333374464,https://twitter.com/elonmusk/status/1160635070333374464,44196397,2019-08-11 19:32:18+00:00,Sun Aug 11 19:32:18 +0000 2019,,,,https://twitter.com/TeslaNY/status/1160396658003329024
+1495,elonmusk,HarryStoltz1,Obviously needed,877,7553,208,1160254295981215745,https://twitter.com/elonmusk/status/1160254295981215745,44196397,2019-08-10 18:19:15+00:00,Sat Aug 10 18:19:15 +0000 2019,,,,
+1496,elonmusk,elonmusk,He would our first openly goth president. I think this is very important.,1470,12092,217,1160253730538700801,https://twitter.com/elonmusk/status/1160253730538700801,44196397,2019-08-10 18:17:00+00:00,Sat Aug 10 18:17:00 +0000 2019,,,,
+1497,elonmusk,HardcoreHistory,I support Yang,20117,100726,1922,1160253482424684544,https://twitter.com/elonmusk/status/1160253482424684544,44196397,2019-08-10 18:16:01+00:00,Sat Aug 10 18:16:01 +0000 2019,,,,
+1498,elonmusk,SteveHamel16,When Opportunity knocks …,94,1829,152,1160002098009784320,https://twitter.com/elonmusk/status/1160002098009784320,44196397,2019-08-10 01:37:06+00:00,Sat Aug 10 01:37:06 +0000 2019,,,,
+1499,elonmusk,,Passing fad. Like steam engines. They look cool in a museum.,1402,33198,1059,1160001712347725825,https://twitter.com/elonmusk/status/1160001712347725825,44196397,2019-08-10 01:35:34+00:00,Sat Aug 10 01:35:34 +0000 2019,,,,
+1500,elonmusk,slashdot,Because our universe is actually a microverse in a miniverse. We probably just power someone’s brake lights. https://m.youtube.com/watch?v=JtgQskSb4QY,988,9501,288,1160000829014732800,https://twitter.com/elonmusk/status/1160000829014732800,44196397,2019-08-10 01:32:04+00:00,Sat Aug 10 01:32:04 +0000 2019,,,,https://m.youtube.com/watch?v=JtgQskSb4QY
+1501,elonmusk,EcoHeliGuy,"Will be needed for sure. Bandwidth, no problem, latency is a challenge ",45,1204,94,1159969922476232705,https://twitter.com/elonmusk/status/1159969922476232705,44196397,2019-08-09 23:29:15+00:00,Fri Aug 09 23:29:15 +0000 2019,,,,
+1502,elonmusk,bluemoondance74,"Just spoke with FAA, so hopefully yes",54,1271,42,1159969069740597248,https://twitter.com/elonmusk/status/1159969069740597248,44196397,2019-08-09 23:25:52+00:00,Fri Aug 09 23:25:52 +0000 2019,,,,
+1503,elonmusk,Erdayastronaut,"Thanks. Starship, which aspires to be fully & immediately reusable in super heavy class, is a truly . Even though I’m immersed in Starship/Raptor design &amp; build 7 days/week, it still doesn’t feel real.",152,2639,104,1159968409947234304,https://twitter.com/elonmusk/status/1159968409947234304,44196397,2019-08-09 23:23:14+00:00,Fri Aug 09 23:23:14 +0000 2019,,,,
+1504,elonmusk,ajtourville,"Approx min payload to Mars to nearest order of magnitude, so at $100k/ton, cost would be $100B",32,835,55,1159965968379985920,https://twitter.com/elonmusk/status/1159965968379985920,44196397,2019-08-09 23:13:32+00:00,Fri Aug 09 23:13:32 +0000 2019,,,,
+1505,elonmusk,Tesla,"Powerwall doesn’t need solar panels, but will work fine with both Tesla & non-Tesla solar panels",638,17492,319,1159965166420652032,https://twitter.com/elonmusk/status/1159965166420652032,44196397,2019-08-09 23:10:21+00:00,Fri Aug 09 23:10:21 +0000 2019,,,,
+1506,elonmusk,TTVBaconz,Yes,19,848,16,1159964622247485440,https://twitter.com/elonmusk/status/1159964622247485440,44196397,2019-08-09 23:08:11+00:00,Fri Aug 09 23:08:11 +0000 2019,,,,
+1507,elonmusk,marstronauts,Between $100B and $10T,51,856,56,1159964499975135232,https://twitter.com/elonmusk/status/1159964499975135232,44196397,2019-08-09 23:07:42+00:00,Fri Aug 09 23:07:42 +0000 2019,,,,
+1508,elonmusk,Erdayastronaut,Amazing work over many years by SpaceX engineering/production/launch teams to get (almost) there,68,1565,39,1159964219069980672,https://twitter.com/elonmusk/status/1159964219069980672,44196397,2019-08-09 23:06:35+00:00,Fri Aug 09 23:06:35 +0000 2019,,,,
+1509,elonmusk,Erdayastronaut,For sure,14,1015,35,1159963941050572800,https://twitter.com/elonmusk/status/1159963941050572800,44196397,2019-08-09 23:05:29+00:00,Fri Aug 09 23:05:29 +0000 2019,,,,
+1510,elonmusk,Erdayastronaut,Yup,33,1382,48,1159963432466075648,https://twitter.com/elonmusk/status/1159963432466075648,44196397,2019-08-09 23:03:28+00:00,Fri Aug 09 23:03:28 +0000 2019,,,,
+1511,elonmusk,justpaulinelol,Might take a bit longer to get through regulatory approvals. Likely September.,20,725,24,1159960863119269888,https://twitter.com/elonmusk/status/1159960863119269888,44196397,2019-08-09 22:53:15+00:00,Fri Aug 09 22:53:15 +0000 2019,,,,
+1512,elonmusk,InsideEVs,Gas cars are so last-century!,4307,55858,1807,1159902588138975233,https://twitter.com/elonmusk/status/1159902588138975233,44196397,2019-08-09 19:01:41+00:00,Fri Aug 09 19:01:41 +0000 2019,,,,https://twitter.com/InsideEVs/status/1159828206406553600
+1513,elonmusk,chiledaniel,Priority / early access will be automatic for all owners with FSD,67,1222,109,1159880891881013248,https://twitter.com/elonmusk/status/1159880891881013248,44196397,2019-08-09 17:35:28+00:00,Fri Aug 09 17:35:28 +0000 2019,,,,
+1514,elonmusk,DavidPereiro,"We’re accelerating opening up configurator/order page for more countries. Sorry, lot on our plate!",38,1042,44,1159736372229332992,https://twitter.com/elonmusk/status/1159736372229332992,44196397,2019-08-09 08:01:12+00:00,Fri Aug 09 08:01:12 +0000 2019,,,,
+1515,elonmusk,Kristennetten,"Probably every 2 to 4 months, depending on how much progress we make",30,724,57,1159734177085870081,https://twitter.com/elonmusk/status/1159734177085870081,44196397,2019-08-09 07:52:29+00:00,Fri Aug 09 07:52:29 +0000 2019,,,,
+1516,elonmusk,HeyMarkL,Video is amazing with the Tesla sound system. Will include Caraoke!,82,1740,80,1159733781101629440,https://twitter.com/elonmusk/status/1159733781101629440,44196397,2019-08-09 07:50:54+00:00,Fri Aug 09 07:50:54 +0000 2019,,,,
+1517,elonmusk,joost_akker,FSD owners will get priority in the upload queue,27,1006,46,1159732678024781824,https://twitter.com/elonmusk/status/1159732678024781824,44196397,2019-08-09 07:46:31+00:00,Fri Aug 09 07:46:31 +0000 2019,,,,
+1518,elonmusk,bobjouy,Thanks for reminding me. Will rectify.,28,1300,53,1159730487335641088,https://twitter.com/elonmusk/status/1159730487335641088,44196397,2019-08-09 07:37:49+00:00,Fri Aug 09 07:37:49 +0000 2019,,,,
+1519,elonmusk,Some1gee,Tons of fun!,42,1550,71,1159728177423384576,https://twitter.com/elonmusk/status/1159728177423384576,44196397,2019-08-09 07:28:38+00:00,Fri Aug 09 07:28:38 +0000 2019,,,,
+1520,elonmusk,,Tesla software V10 is lookin real good! Releasing to early access list soon …,1488,34355,1059,1159727724287520768,https://twitter.com/elonmusk/status/1159727724287520768,44196397,2019-08-09 07:26:50+00:00,Fri Aug 09 07:26:50 +0000 2019,,,,
+1521,elonmusk,greenenergyluv, ,26,821,35,1159723252907778049,https://twitter.com/elonmusk/status/1159723252907778049,44196397,2019-08-09 07:09:04+00:00,Fri Aug 09 07:09:04 +0000 2019,,,,
+1522,elonmusk,marialauraadr,Pot kettle ,28,809,58,1159657251314884608,https://twitter.com/elonmusk/status/1159657251314884608,44196397,2019-08-09 02:46:48+00:00,Fri Aug 09 02:46:48 +0000 2019,,,,
+1523,elonmusk,DisruptResearch,"Don’t know enough about George’s company, but it sounds like he’s focused on a machine vision approach, which is the only general solution imo",21,825,30,1159657148332167168,https://twitter.com/elonmusk/status/1159657148332167168,44196397,2019-08-09 02:46:24+00:00,Fri Aug 09 02:46:24 +0000 2019,,,,
+1524,elonmusk,vincent13031925,"Yeah, George is a little nuts, but I like him & he often has interesting things to say",53,1331,61,1159655968369565696,https://twitter.com/elonmusk/status/1159655968369565696,44196397,2019-08-09 02:41:42+00:00,Fri Aug 09 02:41:42 +0000 2019,,,,
+1525,elonmusk,JaneidyEve,No sooner than a week. Working approvals with FAA.,57,1155,54,1159631646351454208,https://twitter.com/elonmusk/status/1159631646351454208,44196397,2019-08-09 01:05:04+00:00,Fri Aug 09 01:05:04 +0000 2019,,,,
+1526,elonmusk,Teslarati,"Wouldn’t read too much into this. Likely to be fewer F9/FH flights, but possibly an order of magnitude more than these numbers in Starship flights.",168,4875,101,1159630890026188800,https://twitter.com/elonmusk/status/1159630890026188800,44196397,2019-08-09 01:02:03+00:00,Fri Aug 09 01:02:03 +0000 2019,,,,
+1527,elonmusk,lexfridman,Thanks George!,784,12072,291,1159629807555993600,https://twitter.com/elonmusk/status/1159629807555993600,44196397,2019-08-09 00:57:45+00:00,Fri Aug 09 00:57:45 +0000 2019,,,,https://twitter.com/lexfridman/status/1159494489171513345
+1528,elonmusk,brunosilva,"We’re working with EU regulators to improve rules. Spirit of rules is correct, but exact language doesn’t quite align with spirit. Navigate on Autopilot working well in rest of world.",63,966,74,1159539917837307904,https://twitter.com/elonmusk/status/1159539917837307904,44196397,2019-08-08 19:00:34+00:00,Thu Aug 08 19:00:34 +0000 2019,,,,
+1529,elonmusk,cleantechnica,But actual road data is what matters most,296,5211,148,1159355216262660096,https://twitter.com/elonmusk/status/1159355216262660096,44196397,2019-08-08 06:46:37+00:00,Thu Aug 08 06:46:37 +0000 2019,,,,https://www.tesla.com/VehicleSafetyReport
+1530,elonmusk,elonmusk,"Ultimately, however, what really matters is empirical safety. Nothing in life is 100% safe, so optimal figure of merit is how many millions of miles/km per accident.",44,747,42,1159351633265827840,https://twitter.com/elonmusk/status/1159351633265827840,44196397,2019-08-08 06:32:23+00:00,Thu Aug 08 06:32:23 +0000 2019,,,,
+1531,elonmusk,HarryStoltz1,"Good question. NHTSA is great for fundamental structural safety, except for unbelted front passenger occupant factor. Very rare these days for front passenger to be unbelted. NCAP also great, but there are some weird headlight angle factors. Super inside baseball stuff …",28,646,19,1159348472958427136,https://twitter.com/elonmusk/status/1159348472958427136,44196397,2019-08-08 06:19:50+00:00,Thu Aug 08 06:19:50 +0000 2019,,,,
+1532,elonmusk,Sofiaan,Well said!,21,450,18,1159344840657608705,https://twitter.com/elonmusk/status/1159344840657608705,44196397,2019-08-08 06:05:24+00:00,Thu Aug 08 06:05:24 +0000 2019,,,,
+1533,elonmusk,bluemoondance74,Ok,28,1696,65,1158997677117329409,https://twitter.com/elonmusk/status/1158997677117329409,44196397,2019-08-07 07:05:54+00:00,Wed Aug 07 07:05:54 +0000 2019,,,,
+1534,elonmusk,, Strangers in the Night ,847,16284,543,1158996345677438977,https://twitter.com/elonmusk/status/1158996345677438977,44196397,2019-08-07 07:00:36+00:00,Wed Aug 07 07:00:36 +0000 2019,,,,https://m.youtube.com/watch?v=h5h_EW4odWw
+1535,elonmusk,Erdayastronaut,Sure,48,3780,84,1158981487170953216,https://twitter.com/elonmusk/status/1158981487170953216,44196397,2019-08-07 06:01:34+00:00,Wed Aug 07 06:01:34 +0000 2019,,,,
+1536,elonmusk,,Rocket fairing falling from space (higher res),11707,104185,1617,1158968745227780096,https://twitter.com/elonmusk/status/1158968745227780096,44196397,2019-08-07 05:10:56+00:00,Wed Aug 07 05:10:56 +0000 2019,,,,
+1537,elonmusk,,And @JayLeno really knows cars!,1384,15250,465,1158901207965954048,https://twitter.com/elonmusk/status/1158901207965954048,44196397,2019-08-07 00:42:33+00:00,Wed Aug 07 00:42:33 +0000 2019,,@jayleno,,https://www.cnbc.com/2019/08/06/jay-leno-on-tesla-electric-cars-are-the-future.html
+1538,elonmusk,,Rocket fairing falls from space & is caught by Ms Tree boat,9328,76585,1372,1158899839456800769,https://twitter.com/elonmusk/status/1158899839456800769,44196397,2019-08-07 00:37:07+00:00,Wed Aug 07 00:37:07 +0000 2019,,,,
+1539,elonmusk,,"Fairing caught, video posting soon",544,17246,281,1158894877733580800,https://twitter.com/elonmusk/status/1158894877733580800,44196397,2019-08-07 00:17:24+00:00,Wed Aug 07 00:17:24 +0000 2019,,,,
+1540,elonmusk,SpaceX,Hoping to catch the fairing in a few mins,890,20958,325,1158891679614558210,https://twitter.com/elonmusk/status/1158891679614558210,44196397,2019-08-07 00:04:42+00:00,Wed Aug 07 00:04:42 +0000 2019,,,,https://twitter.com/SpaceX/status/1158878301936484353
+1541,elonmusk,Erdayastronaut,"Race to orbit by both teams, although a success by both in close proximity would be amazing & each would count as a win",109,2306,79,1158631714706427904,https://twitter.com/elonmusk/status/1158631714706427904,44196397,2019-08-06 06:51:41+00:00,Tue Aug 06 06:51:41 +0000 2019,,,,
+1542,elonmusk,HarryStoltz1,Details coming at Starship update,35,1010,52,1158595570451095552,https://twitter.com/elonmusk/status/1158595570451095552,44196397,2019-08-06 04:28:04+00:00,Tue Aug 06 04:28:04 +0000 2019,,,,
+1543,elonmusk,HarryStoltz1,"Not in current plans, but that may change",19,503,27,1158593599535140864,https://twitter.com/elonmusk/status/1158593599535140864,44196397,2019-08-06 04:20:14+00:00,Tue Aug 06 04:20:14 +0000 2019,,,,
+1544,elonmusk,kulpability,No,21,848,36,1158592581862752256,https://twitter.com/elonmusk/status/1158592581862752256,44196397,2019-08-06 04:16:11+00:00,Tue Aug 06 04:16:11 +0000 2019,,,,
+1545,elonmusk,ShorealoneFilms,"Vandenberg is great for polar orbits. Will still play an important role long-term, but 80%+ will be eastward.",25,497,19,1158592491110535170,https://twitter.com/elonmusk/status/1158592491110535170,44196397,2019-08-06 04:15:50+00:00,Tue Aug 06 04:15:50 +0000 2019,,,,
+1546,elonmusk,,"Great progress by Starship Cape team. Started several months behind, but catching up fast. This will be a super fun race to orbit, moon & Mars!",482,11460,273,1158590084280549376,https://twitter.com/elonmusk/status/1158590084280549376,44196397,2019-08-06 04:06:16+00:00,Tue Aug 06 04:06:16 +0000 2019,,,,
+1547,elonmusk,cleantechnica,"So much drama & good times too! Maybe worth a book one day, but would come at expense of &amp; &amp; .",595,16699,518,1158584208236793857,https://twitter.com/elonmusk/status/1158584208236793857,44196397,2019-08-06 03:42:55+00:00,Tue Aug 06 03:42:55 +0000 2019,,,,
+1548,elonmusk,,Headed to Starship Cape Canaveral build site today,684,25291,430,1158310224664715266,https://twitter.com/elonmusk/status/1158310224664715266,44196397,2019-08-05 09:34:12+00:00,Mon Aug 05 09:34:12 +0000 2019,,,,
+1549,elonmusk,,Just left Starship Texas build site. Very proud of progress SpaceX team has made! Pics are of 9m dome rotation & Starship airframe behind windbreak.,3334,48853,846,1158309825815699456,https://twitter.com/elonmusk/status/1158309825815699456,44196397,2019-08-05 09:32:37+00:00,Mon Aug 05 09:32:37 +0000 2019,,,,
+1550,elonmusk,,Lyft/Uber/taxi drivers are expert Tesla advocates. Thanks for your support!!,1077,16250,612,1158145938533359616,https://twitter.com/elonmusk/status/1158145938533359616,44196397,2019-08-04 22:41:23+00:00,Sun Aug 04 22:41:23 +0000 2019,,,,https://www.businessinsider.com/tesla-model-3-best-features-learned-after-first-ride-2019-8
+1551,elonmusk,janvesp,Yes,31,1138,73,1158023377078116352,https://twitter.com/elonmusk/status/1158023377078116352,44196397,2019-08-04 14:34:22+00:00,Sun Aug 04 14:34:22 +0000 2019,,,,
+1552,elonmusk,SciGuySpace,Progress is accelerating,329,9817,161,1158023033619189761,https://twitter.com/elonmusk/status/1158023033619189761,44196397,2019-08-04 14:33:00+00:00,Sun Aug 04 14:33:00 +0000 2019,,,,
+1553,elonmusk,,Queen ,16836,139687,1654,1157972610761789441,https://twitter.com/elonmusk/status/1157972610761789441,44196397,2019-08-04 11:12:39+00:00,Sun Aug 04 11:12:39 +0000 2019,,,,
+1554,elonmusk,,Teletub ,10410,117873,1513,1157972602205462528,https://twitter.com/elonmusk/status/1157972602205462528,44196397,2019-08-04 11:12:37+00:00,Sun Aug 04 11:12:37 +0000 2019,,,,
+1555,elonmusk,,Workin on it. One of my boys maybe gonna make this here candy.,31,695,48,1157963838265995264,https://twitter.com/elonmusk/status/1157963838265995264,44196397,2019-08-04 10:37:47+00:00,Sun Aug 04 10:37:47 +0000 2019,,,,
+1556,elonmusk,,“am … guity” ,2050,36234,1269,1157961997830561793,https://twitter.com/elonmusk/status/1157961997830561793,44196397,2019-08-04 10:30:28+00:00,Sun Aug 04 10:30:28 +0000 2019,,,,
+1557,elonmusk,IamEvilVictor,It’s all about branding,42,923,40,1157959276578709504,https://twitter.com/elonmusk/status/1157959276578709504,44196397,2019-08-04 10:19:40+00:00,Sun Aug 04 10:19:40 +0000 2019,,,,
+1558,elonmusk,tenormasta,The best guide by far!,29,2011,31,1157957154600566786,https://twitter.com/elonmusk/status/1157957154600566786,44196397,2019-08-04 10:11:14+00:00,Sun Aug 04 10:11:14 +0000 2019,,,,
+1559,elonmusk,padgeuk,Will Dojo to be the difference,21,738,21,1157956882696474656,https://twitter.com/elonmusk/status/1157956882696474656,44196397,2019-08-04 10:10:09+00:00,Sun Aug 04 10:10:09 +0000 2019,,,,
+1560,elonmusk,flcnhvy,That is a great guide ,31,2737,24,1157956508887519232,https://twitter.com/elonmusk/status/1157956508887519232,44196397,2019-08-04 10:08:40+00:00,Sun Aug 04 10:08:40 +0000 2019,,,,
+1561,elonmusk,SteveH8960,philosophically,23,888,26,1157955776704581632,https://twitter.com/elonmusk/status/1157955776704581632,44196397,2019-08-04 10:05:45+00:00,Sun Aug 04 10:05:45 +0000 2019,,,,
+1562,elonmusk,,"His name is Eric, of course",1392,53435,693,1157955353268621312,https://twitter.com/elonmusk/status/1157955353268621312,44196397,2019-08-04 10:04:04+00:00,Sun Aug 04 10:04:04 +0000 2019,,,,
+1563,elonmusk,isacann23,It’s about time I suppose,23,1794,33,1157954982215389184,https://twitter.com/elonmusk/status/1157954982215389184,44196397,2019-08-04 10:02:36+00:00,Sun Aug 04 10:02:36 +0000 2019,,,,
+1564,elonmusk,banQuo__,Mad skillz,40,1269,16,1157954787926773760,https://twitter.com/elonmusk/status/1157954787926773760,44196397,2019-08-04 10:01:49+00:00,Sun Aug 04 10:01:49 +0000 2019,,,,
+1565,elonmusk,SamiKandell,Yes,16,618,7,1157953996465872896,https://twitter.com/elonmusk/status/1157953996465872896,44196397,2019-08-04 09:58:41+00:00,Sun Aug 04 09:58:41 +0000 2019,,,,
+1566,elonmusk,,A US ,20726,172033,1796,1157953453341270016,https://twitter.com/elonmusk/status/1157953453341270016,44196397,2019-08-04 09:56:31+00:00,Sun Aug 04 09:56:31 +0000 2019,,,,
+1567,elonmusk,,Fred Astaire & Ginger Rogers ,193,8212,244,1157933851727056896,https://twitter.com/elonmusk/status/1157933851727056896,44196397,2019-08-04 08:38:38+00:00,Sun Aug 04 08:38:38 +0000 2019,,,,
+1568,elonmusk,acf3301,True,22,1060,14,1157933372381024256,https://twitter.com/elonmusk/status/1157933372381024256,44196397,2019-08-04 08:36:43+00:00,Sun Aug 04 08:36:43 +0000 2019,,,,
+1569,elonmusk,,I Top Hat,387,11437,442,1157932403635228672,https://twitter.com/elonmusk/status/1157932403635228672,44196397,2019-08-04 08:32:53+00:00,Sun Aug 04 08:32:53 +0000 2019,,,,https://m.youtube.com/watch?v=kXrLw-DRH2g
+1570,elonmusk,PatrickLac007,It finally almost doesn’t suck,56,1206,90,1157931117007314945,https://twitter.com/elonmusk/status/1157931117007314945,44196397,2019-08-04 08:27:46+00:00,Sun Aug 04 08:27:46 +0000 2019,,,,
+1571,elonmusk,, all u can ,51181,211097,3357,1157898491122847745,https://twitter.com/elonmusk/status/1157898491122847745,44196397,2019-08-04 06:18:07+00:00,Sun Aug 04 06:18:07 +0000 2019,,,,
+1572,elonmusk,keatonmiller93,"Oh my, what a dashingly handsome hat you have!",40,1106,42,1157897864024133632,https://twitter.com/elonmusk/status/1157897864024133632,44196397,2019-08-04 06:15:38+00:00,Sun Aug 04 06:15:38 +0000 2019,,,,
+1573,elonmusk,elonmusk,The lost art of entomological haberdashery & millinery …,39,981,50,1157896377462087682,https://twitter.com/elonmusk/status/1157896377462087682,44196397,2019-08-04 06:09:43+00:00,Sun Aug 04 06:09:43 +0000 2019,,,,
+1574,elonmusk,newscientist,I dare say that could use a nice ,108,3150,63,1157895520528019457,https://twitter.com/elonmusk/status/1157895520528019457,44196397,2019-08-04 06:06:19+00:00,Sun Aug 04 06:06:19 +0000 2019,,,,https://www.reddit.com/r/FakeBeesRealTopHats/
+1575,elonmusk,SciGuySpace,"Yes, detailed review of the first orbital Starship, explaining the pros & cons of each design decision",233,4932,107,1157870760427438080,https://twitter.com/elonmusk/status/1157870760427438080,44196397,2019-08-04 04:27:56+00:00,Sun Aug 04 04:27:56 +0000 2019,,,,
+1576,elonmusk,NASA,We are tiny,1754,26154,807,1157845783963668480,https://twitter.com/elonmusk/status/1157845783963668480,44196397,2019-08-04 02:48:41+00:00,Sun Aug 04 02:48:41 +0000 2019,,,,
+1577,elonmusk,JaneidyEve,"Very convincing! Ok, Boca it is. We should have Starship Mk1 with 3 Raptors almost ready to fly by then.",213,2973,121,1157820736582688773,https://twitter.com/elonmusk/status/1157820736582688773,44196397,2019-08-04 01:09:09+00:00,Sun Aug 04 01:09:09 +0000 2019,,,,
+1578,elonmusk,SIMOZT1,I would’ve been bankrupt too. Unlikely investors would have funded a second attempt.,51,1390,84,1157808672648683520,https://twitter.com/elonmusk/status/1157808672648683520,44196397,2019-08-04 00:21:13+00:00,Sun Aug 04 00:21:13 +0000 2019,,,,
+1579,elonmusk,justpaulinelol,Relief,18,832,29,1157804435650809856,https://twitter.com/elonmusk/status/1157804435650809856,44196397,2019-08-04 00:04:23+00:00,Sun Aug 04 00:04:23 +0000 2019,,,,
+1580,elonmusk,Sofiaan,"Ok, will discuss with team",28,1025,51,1157804266616217601,https://twitter.com/elonmusk/status/1157804266616217601,44196397,2019-08-04 00:03:42+00:00,Sun Aug 04 00:03:42 +0000 2019,,,,
+1581,elonmusk,Lindowitz,Sure,18,725,16,1157803684513878017,https://twitter.com/elonmusk/status/1157803684513878017,44196397,2019-08-04 00:01:23+00:00,Sun Aug 04 00:01:23 +0000 2019,,,,
+1582,elonmusk,Tesla,"Also, you can request any service from the Tesla phone app in under a minute",264,8985,329,1157802579872669696,https://twitter.com/elonmusk/status/1157802579872669696,44196397,2019-08-03 23:57:00+00:00,Sat Aug 03 23:57:00 +0000 2019,,,,
+1583,elonmusk,justpaulinelol,"August 24th, either at Cape Canaveral or Boca Chica",176,1872,63,1157801794069827584,https://twitter.com/elonmusk/status/1157801794069827584,44196397,2019-08-03 23:53:53+00:00,Sat Aug 03 23:53:53 +0000 2019,,,,
+1584,elonmusk,EvaFoxU,"That was our last chance to reach orbit. If it had failed, SpaceX would have died.",1069,23083,270,1157799488817369088,https://twitter.com/elonmusk/status/1157799488817369088,44196397,2019-08-03 23:44:43+00:00,Sat Aug 03 23:44:43 +0000 2019,,,,
+1585,elonmusk,sara_boutall,Yes,34,1197,95,1157541864288866304,https://twitter.com/elonmusk/status/1157541864288866304,44196397,2019-08-03 06:41:01+00:00,Sat Aug 03 06:41:01 +0000 2019,,,,
+1586,elonmusk,vincent13031925,Will also be launching The Boring Company China on this trip,531,14025,323,1157541685980610560,https://twitter.com/elonmusk/status/1157541685980610560,44196397,2019-08-03 06:40:18+00:00,Sat Aug 03 06:40:18 +0000 2019,,,,
+1587,elonmusk,SweatrNerdGeoff,Good idea,31,828,56,1157390854991912960,https://twitter.com/elonmusk/status/1157390854991912960,44196397,2019-08-02 20:40:57+00:00,Fri Aug 02 20:40:57 +0000 2019,,,,
+1588,elonmusk,DrAlahbabi,You’re most welcome!,31,783,22,1157375321139642368,https://twitter.com/elonmusk/status/1157375321139642368,44196397,2019-08-02 19:39:14+00:00,Fri Aug 02 19:39:14 +0000 2019,,,,
+1589,elonmusk,,Fates loves irony,49809,276984,1907,1157018003935907845,https://twitter.com/elonmusk/status/1157018003935907845,44196397,2019-08-01 19:59:23+00:00,Thu Aug 01 19:59:23 +0000 2019,,,,
+1590,elonmusk,TeslaClubIN,"For other countries, we pay in part for the local factory by selling cars there ahead of time. Also, gives a sense of demand. Current rules in India prevent that, but recent changes in sales tax give hope for future changes.",165,2603,142,1156987753151782915,https://twitter.com/elonmusk/status/1156987753151782915,44196397,2019-08-01 17:59:10+00:00,Thu Aug 01 17:59:10 +0000 2019,,,,
+1591,elonmusk,hi__hassan,Not sure. Will check with my team.,21,621,32,1156973527385300992,https://twitter.com/elonmusk/status/1156973527385300992,44196397,2019-08-01 17:02:39+00:00,Thu Aug 01 17:02:39 +0000 2019,,,,
+1592,elonmusk,Yashwanthnadal,"I’m told import duties are extremely high (up to 100%), even for electric cars. This would make our cars unaffordable.",962,16041,827,1156971534981799936,https://twitter.com/elonmusk/status/1156971534981799936,44196397,2019-08-01 16:54:44+00:00,Thu Aug 01 16:54:44 +0000 2019,,,,
+1593,elonmusk,SciGuySpace,"Orbital refilling is vital to humanity’s future in space. More likely spacecraft to spacecraft (as aircraft do aerial refueling), than a dedicated depot, at least at first.",193,3397,123,1156970909258829824,https://twitter.com/elonmusk/status/1156970909258829824,44196397,2019-08-01 16:52:14+00:00,Thu Aug 01 16:52:14 +0000 2019,,,,
+1594,elonmusk,rahulsood,Fixing …,83,3675,166,1156716129810731010,https://twitter.com/elonmusk/status/1156716129810731010,44196397,2019-07-31 23:59:50+00:00,Wed Jul 31 23:59:50 +0000 2019,,,,
+1595,elonmusk,SciGuySpace,Depot haha,42,1166,77,1156671312716111872,https://twitter.com/elonmusk/status/1156671312716111872,44196397,2019-07-31 21:01:45+00:00,Wed Jul 31 21:01:45 +0000 2019,,,,
+1596,elonmusk,SciGuySpace,Mailing Dragon dock with Space Station is much harder than docking with our own ship for refilling. Not a problem.,101,3340,71,1156671168151093249,https://twitter.com/elonmusk/status/1156671168151093249,44196397,2019-07-31 21:01:11+00:00,Wed Jul 31 21:01:11 +0000 2019,,,,
+1597,elonmusk,JaneidyEve,Never thought we’d make it this far,97,2146,140,1156395375546097664,https://twitter.com/elonmusk/status/1156395375546097664,44196397,2019-07-31 02:45:16+00:00,Wed Jul 31 02:45:16 +0000 2019,,,,
+1598,elonmusk,SciGuySpace,Ancient times …,78,4162,76,1156390129457455104,https://twitter.com/elonmusk/status/1156390129457455104,44196397,2019-07-31 02:24:26+00:00,Wed Jul 31 02:24:26 +0000 2019,,,,
+1599,elonmusk,DMC_Ryan,Spooling up production line rapidly. Hoping to manufacture ~1000 solar roofs/week by end of this year.,211,2344,243,1156005185656782848,https://twitter.com/elonmusk/status/1156005185656782848,44196397,2019-07-30 00:54:48+00:00,Tue Jul 30 00:54:48 +0000 2019,,,,
+1600,elonmusk,,Tesla Megapack now available for utility-scale energy storage,1912,17617,649,1155990435279491074,https://twitter.com/elonmusk/status/1155990435279491074,44196397,2019-07-29 23:56:11+00:00,Mon Jul 29 23:56:11 +0000 2019,,,,https://www.tesla.com/blog/introducing-megapack-utility-scale-energy-storage?redirect=no?utm_campaign=Utility&utm_source=twitter&utm_medium=
+1601,elonmusk,Jason,"Thanks Jason! Super proud to work with such great teams at SpaceX, Tesla, Neuralink and Boring!!",235,8901,138,1155578347054723072,https://twitter.com/elonmusk/status/1155578347054723072,44196397,2019-07-28 20:38:42+00:00,Sun Jul 28 20:38:42 +0000 2019,,,,
+1602,elonmusk,,Falcon rocket reentry from space with double sonic booms,24639,137340,2790,1155567236716740608,https://twitter.com/elonmusk/status/1155567236716740608,44196397,2019-07-28 19:54:33+00:00,Sun Jul 28 19:54:33 +0000 2019,,,,
+1603,elonmusk,,"Now that Hopper has flown, Starship update probably in two weeks or so.",1285,29059,577,1155415096387969024,https://twitter.com/elonmusk/status/1155415096387969024,44196397,2019-07-28 09:50:00+00:00,Sun Jul 28 09:50:00 +0000 2019,,,,
+1604,elonmusk,,Falcon 9 piercing the sound barrier on reentry,5299,69583,745,1155414118574067713,https://twitter.com/elonmusk/status/1155414118574067713,44196397,2019-07-28 09:46:07+00:00,Sun Jul 28 09:46:07 +0000 2019,,,,
+1605,elonmusk,DannyMekic,Thanks for letting me know,20,705,29,1155396969277222913,https://twitter.com/elonmusk/status/1155396969277222913,44196397,2019-07-28 08:37:58+00:00,Sun Jul 28 08:37:58 +0000 2019,,,,
+1606,elonmusk,13arm13arm,You can,37,929,85,1155339759851462656,https://twitter.com/elonmusk/status/1155339759851462656,44196397,2019-07-28 04:50:38+00:00,Sun Jul 28 04:50:38 +0000 2019,,,,
+1607,elonmusk,Some1gee,Vehicle alert seen show up automatically & enable single touch request for service for that item either from the car screen or mobile app,31,841,29,1155305821477076992,https://twitter.com/elonmusk/status/1155305821477076992,44196397,2019-07-28 02:35:47+00:00,Sun Jul 28 02:35:47 +0000 2019,,,,
+1608,elonmusk,Jennerator211,System automatically selects between mobile service & service center appointment. Say prefer mobile in comments to bias. We will add a check box for mobile preferred.,48,966,19,1155305351291400192,https://twitter.com/elonmusk/status/1155305351291400192,44196397,2019-07-28 02:33:54+00:00,Sun Jul 28 02:33:54 +0000 2019,,,,
+1609,elonmusk,,Tesla owners can schedule service appointments in under a minute just using their Tesla phone app!,982,27699,798,1155292876474949632,https://twitter.com/elonmusk/status/1155292876474949632,44196397,2019-07-28 01:44:20+00:00,Sun Jul 28 01:44:20 +0000 2019,,,,
+1610,elonmusk,thetaylorcav,"We’re working on it. Agreed, Minecraft is high priority. Roblox too.",374,3800,127,1155292274827247622,https://twitter.com/elonmusk/status/1155292274827247622,44196397,2019-07-28 01:41:57+00:00,Sun Jul 28 01:41:57 +0000 2019,,,,
+1611,elonmusk,jakekornegay15,Sure,16,589,33,1155291719723732992,https://twitter.com/elonmusk/status/1155291719723732992,44196397,2019-07-28 01:39:44+00:00,Sun Jul 28 01:39:44 +0000 2019,,,,
+1612,elonmusk,teslaownersSV,Haha probably true (sigh),24,819,34,1155291190490570752,https://twitter.com/elonmusk/status/1155291190490570752,44196397,2019-07-28 01:37:38+00:00,Sun Jul 28 01:37:38 +0000 2019,,,,
+1613,elonmusk,justpaulinelol,"Depends on how release to owners with early access goes, but hopefully wide release by end of August",49,1036,37,1155290140303953920,https://twitter.com/elonmusk/status/1155290140303953920,44196397,2019-07-28 01:33:28+00:00,Sun Jul 28 01:33:28 +0000 2019,,,,
+1614,elonmusk,cleantechnica,Tesla Service Centers & a lot more Superchargers coming to Poland later this year,150,2755,105,1155288967882788864,https://twitter.com/elonmusk/status/1155288967882788864,44196397,2019-07-28 01:28:48+00:00,Sun Jul 28 01:28:48 +0000 2019,,,,
+1615,elonmusk,redmor11,Will recognize & read all signs for FSD. Focused on traffic lights & stop signs right now. Most are very easy. Difficulty is millions of corner cases.,65,1000,66,1155280313901170688,https://twitter.com/elonmusk/status/1155280313901170688,44196397,2019-07-28 00:54:25+00:00,Sun Jul 28 00:54:25 +0000 2019,,,,
+1616,elonmusk,schristakos,"Hoping to get “Joe Mode” into V10. The default, of course, is normal volume, but selecting “Joe Mode” would lower the volume of strident beeps & chimes by half.",44,1166,38,1155279421118402562,https://twitter.com/elonmusk/status/1155279421118402562,44196397,2019-07-28 00:50:52+00:00,Sun Jul 28 00:50:52 +0000 2019,,,,
+1617,elonmusk,annerajb,"If not immediately, will be followed shortly in a point release",22,511,13,1155277530611380225,https://twitter.com/elonmusk/status/1155277530611380225,44196397,2019-07-28 00:43:21+00:00,Sun Jul 28 00:43:21 +0000 2019,,,,
+1618,elonmusk,jgrano305,Yes,37,1461,36,1155276775812816896,https://twitter.com/elonmusk/status/1155276775812816896,44196397,2019-07-28 00:40:22+00:00,Sun Jul 28 00:40:22 +0000 2019,,,,
+1619,elonmusk,ATAT137,Some,7,246,10,1155276705050685440,https://twitter.com/elonmusk/status/1155276705050685440,44196397,2019-07-28 00:40:05+00:00,Sun Jul 28 00:40:05 +0000 2019,,,,
+1620,elonmusk,eugenelee3,"Not currently in V10, but will try",16,556,13,1155276636528320513,https://twitter.com/elonmusk/status/1155276636528320513,44196397,2019-07-28 00:39:48+00:00,Sun Jul 28 00:39:48 +0000 2019,,,,
+1621,elonmusk,DMC_Ryan,"Yes, V10 will include several games & infotainment features, improved highway Autopilot, better traffic light & stop sign recognition & Smart Summon",140,2434,106,1155276257099046913,https://twitter.com/elonmusk/status/1155276257099046913,44196397,2019-07-28 00:38:18+00:00,Sun Jul 28 00:38:18 +0000 2019,,,,
+1622,elonmusk,AndrewMayne,Can’t you just play though phone Bluetooth?,41,1892,77,1155190133064290304,https://twitter.com/elonmusk/status/1155190133064290304,44196397,2019-07-27 18:56:04+00:00,Sat Jul 27 18:56:04 +0000 2019,,,,
+1623,elonmusk,JeremyGreenlee,"We’re close, but the magic is in the final details. Maybe 2 to 3 months.",164,2841,145,1155184195586519040,https://twitter.com/elonmusk/status/1155184195586519040,44196397,2019-07-27 18:32:29+00:00,Sat Jul 27 18:32:29 +0000 2019,,,,
+1624,elonmusk,TesLatino,"Maybe August, not more than a few months",52,1922,28,1155183602616791041,https://twitter.com/elonmusk/status/1155183602616791041,44196397,2019-07-27 18:30:07+00:00,Sat Jul 27 18:30:07 +0000 2019,,,,
+1625,elonmusk,ktoddstorch,"Yeah, feels just like an old school drive in movie experience, but with much better sound",53,3037,65,1155181226661052416,https://twitter.com/elonmusk/status/1155181226661052416,44196397,2019-07-27 18:20:41+00:00,Sat Jul 27 18:20:41 +0000 2019,,,,
+1626,elonmusk,,"When full self-driving is approved by regulators, we will enable video while moving",3693,70142,848,1155180120786608128,https://twitter.com/elonmusk/status/1155180120786608128,44196397,2019-07-27 18:16:17+00:00,Sat Jul 27 18:16:17 +0000 2019,,,,
+1627,elonmusk,,"Ability to stream YouTube & Netflix when car is stopped coming to your Tesla soon! Has an amazingly immersive, cinematic feel due to the comfy seats & surround sound audio.",9304,121750,2277,1155179932474957825,https://twitter.com/elonmusk/status/1155179932474957825,44196397,2019-07-27 18:15:32+00:00,Sat Jul 27 18:15:32 +0000 2019,,,,
+1628,elonmusk,EvaFoxU,"Yes, really enjoyed it, although wish she’d made it up to sky city",70,1191,80,1155176099053047809,https://twitter.com/elonmusk/status/1155176099053047809,44196397,2019-07-27 18:00:18+00:00,Sat Jul 27 18:00:18 +0000 2019,,,,
+1629,elonmusk,flcnhvy,"Unity port is done, so finessing the controls now. Mostly limited by local storage. Will allow additional game storage via USB. Whatever’s most fun!",66,1595,73,1155151854734462976,https://twitter.com/elonmusk/status/1155151854734462976,44196397,2019-07-27 16:23:58+00:00,Sat Jul 27 16:23:58 +0000 2019,,,,
+1630,elonmusk,lister6520,And those who weren’t expecting a ternary joke,64,2147,46,1155150871983902720,https://twitter.com/elonmusk/status/1155150871983902720,44196397,2019-07-27 16:20:04+00:00,Sat Jul 27 16:20:04 +0000 2019,,,,
+1631,elonmusk,danywhite11,Will run v high res at 60 fps. Cuphead doesn’t need 4k.,29,1435,33,1155150344281681920,https://twitter.com/elonmusk/status/1155150344281681920,44196397,2019-07-27 16:17:58+00:00,Sat Jul 27 16:17:58 +0000 2019,,,,
+1632,elonmusk,Tesla,Cuphead for Tesla coming out in August,1440,22616,510,1155147649814683648,https://twitter.com/elonmusk/status/1155147649814683648,44196397,2019-07-27 16:07:15+00:00,Sat Jul 27 16:07:15 +0000 2019,,,,
+1633,elonmusk,GooseWayneTV,Space fairies are real,172,2442,122,1154965196982513665,https://twitter.com/elonmusk/status/1154965196982513665,44196397,2019-07-27 04:02:15+00:00,Sat Jul 27 04:02:15 +0000 2019,,,,
+1634,elonmusk,,Frank Frazetta,334,17044,263,1154956375287427072,https://twitter.com/elonmusk/status/1154956375287427072,44196397,2019-07-27 03:27:12+00:00,Sat Jul 27 03:27:12 +0000 2019,,,,
+1635,elonmusk,,Encounter in 88,4107,55023,719,1154956278914936833,https://twitter.com/elonmusk/status/1154956278914936833,44196397,2019-07-27 03:26:49+00:00,Sat Jul 27 03:26:49 +0000 2019,,,,
+1636,elonmusk,,Drone cam,3908,40029,734,1154674872041103360,https://twitter.com/elonmusk/status/1154674872041103360,44196397,2019-07-26 08:48:36+00:00,Fri Jul 26 08:48:36 +0000 2019,,,,
+1637,elonmusk,yousuck2020,Thanks!,48,2056,49,1154670279680880640,https://twitter.com/elonmusk/status/1154670279680880640,44196397,2019-07-26 08:30:22+00:00,Fri Jul 26 08:30:22 +0000 2019,,,,
+1638,elonmusk,,Engine cam,6327,63644,994,1154629726914220032,https://twitter.com/elonmusk/status/1154629726914220032,44196397,2019-07-26 05:49:13+00:00,Fri Jul 26 05:49:13 +0000 2019,,,,
+1639,elonmusk,bcart03,Yes,50,2667,73,1154605121751224320,https://twitter.com/elonmusk/status/1154605121751224320,44196397,2019-07-26 04:11:27+00:00,Fri Jul 26 04:11:27 +0000 2019,,,,
+1640,elonmusk,engineers_feed,200m hop in a week or two,525,5936,195,1154604015822311424,https://twitter.com/elonmusk/status/1154604015822311424,44196397,2019-07-26 04:07:03+00:00,Fri Jul 26 04:07:03 +0000 2019,,,,
+1641,elonmusk,,Starhopper flight successful. Water towers *can* fly haha!!,5589,73292,1687,1154599520711266305,https://twitter.com/elonmusk/status/1154599520711266305,44196397,2019-07-26 03:49:11+00:00,Fri Jul 26 03:49:11 +0000 2019,,,,
+1642,elonmusk,robbystarbuck,"Btw, you can schedule service via the Tesla app in less than a minute",136,6793,130,1154543127153106944,https://twitter.com/elonmusk/status/1154543127153106944,44196397,2019-07-26 00:05:06+00:00,Fri Jul 26 00:05:06 +0000 2019,,,,
+1643,elonmusk,robbystarbuck,Good point. Getting fixed …,307,14937,256,1154528721346297857,https://twitter.com/elonmusk/status/1154528721346297857,44196397,2019-07-25 23:07:51+00:00,Thu Jul 25 23:07:51 +0000 2019,,,,
+1644,elonmusk,CathieDWood,Probably 1/4 to 1/2 of that capacity would be for stationary storage,93,2700,91,1154516642459557890,https://twitter.com/elonmusk/status/1154516642459557890,44196397,2019-07-25 22:19:52+00:00,Thu Jul 25 22:19:52 +0000 2019,,,,
+1645,elonmusk,SpaceX,Launch underway,276,9617,194,1154512337904132097,https://twitter.com/elonmusk/status/1154512337904132097,44196397,2019-07-25 22:02:45+00:00,Thu Jul 25 22:02:45 +0000 2019,,,,
+1646,elonmusk,,"Dr. Livingstone, I presume?",5488,87316,1363,1154264469163220992,https://twitter.com/elonmusk/status/1154264469163220992,44196397,2019-07-25 05:37:49+00:00,Thu Jul 25 05:37:49 +0000 2019,,,,
+1647,elonmusk,SpaceXUpdates,Pc (chamber pressure) high due to colder than expected propellant,116,1903,69,1154261135245246465,https://twitter.com/elonmusk/status/1154261135245246465,44196397,2019-07-25 05:24:34+00:00,Thu Jul 25 05:24:34 +0000 2019,,,,
+1648,elonmusk,Erdayastronaut,Thin tiles on windward side of ship & nothing on leeward or anywhere on booster looks like lightest option,45,1417,74,1154229558989561857,https://twitter.com/elonmusk/status/1154229558989561857,44196397,2019-07-25 03:19:06+00:00,Thu Jul 25 03:19:06 +0000 2019,,,,
+1649,elonmusk,Erdayastronaut,"Testing a possible Starship windward side ceramic tile. Maximizing emissivity is best for conductive/particle heating. Nice thing about steel is that tiles can be very thin, unlike carbon fiber or aluminum airframe.",70,1338,74,1154194820929212419,https://twitter.com/elonmusk/status/1154194820929212419,44196397,2019-07-25 01:01:03+00:00,Thu Jul 25 01:01:03 +0000 2019,,,,
+1650,elonmusk,elonmusk,Wearing black not recommended,90,1238,74,1154192452795789312,https://twitter.com/elonmusk/status/1154192452795789312,44196397,2019-07-25 00:51:39+00:00,Thu Jul 25 00:51:39 +0000 2019,,,,https://twitter.com/wonderofscience/status/1151857907497132034?s=21
+1651,elonmusk,Erdayastronaut,"High reflectivity minimizes photonic heating, high emissivity minimizes particle heating. No need to radiate heat away if you aren’t hot in the first place. Also, as metal heats up to yellow/red/white, it stops being reflective.",75,1415,66,1154191240381865984,https://twitter.com/elonmusk/status/1154191240381865984,44196397,2019-07-25 00:46:50+00:00,Thu Jul 25 00:46:50 +0000 2019,,,,
+1652,elonmusk,NASAKennedy,One Space Station image for each visit,154,5587,101,1154148457206038529,https://twitter.com/elonmusk/status/1154148457206038529,44196397,2019-07-24 21:56:49+00:00,Wed Jul 24 21:56:49 +0000 2019,,,,
+1653,elonmusk,nichegamer,Me too,27,1244,76,1154092105867747329,https://twitter.com/elonmusk/status/1154092105867747329,44196397,2019-07-24 18:12:54+00:00,Wed Jul 24 18:12:54 +0000 2019,,,,
+1654,elonmusk,nichegamer,"In a million years, the Universe will go from being 13.772 to 13.773 billion years old. Like tears in the rain …",1884,23865,230,1154081028975124480,https://twitter.com/elonmusk/status/1154081028975124480,44196397,2019-07-24 17:28:53+00:00,Wed Jul 24 17:28:53 +0000 2019,,,,
+1655,elonmusk,NASA,Exciting modes!,256,12020,185,1153556617264128002,https://twitter.com/elonmusk/status/1153556617264128002,44196397,2019-07-23 06:45:04+00:00,Tue Jul 23 06:45:04 +0000 2019,,,,
+1656,elonmusk,wonderofscience,True ,36,1862,61,1153480361973731328,https://twitter.com/elonmusk/status/1153480361973731328,44196397,2019-07-23 01:42:03+00:00,Tue Jul 23 01:42:03 +0000 2019,,,,
+1657,elonmusk,,,2832,46748,1187,1153443579823476736,https://twitter.com/elonmusk/status/1153443579823476736,44196397,2019-07-22 23:15:54+00:00,Mon Jul 22 23:15:54 +0000 2019,,,,
+1658,elonmusk,,Time to face reality,5799,56787,1634,1153442984072925185,https://twitter.com/elonmusk/status/1153442984072925185,44196397,2019-07-22 23:13:31+00:00,Mon Jul 22 23:13:31 +0000 2019,,,,
+1659,elonmusk,WorldAndScience,We’re all just made of two quarks & a lepton,916,14694,398,1153433007799144449,https://twitter.com/elonmusk/status/1153433007799144449,44196397,2019-07-22 22:33:53+00:00,Mon Jul 22 22:33:53 +0000 2019,,,,
+1660,elonmusk,MemesOfMars,Center 7 engines gimbal to 15 degrees,60,1394,54,1153421943481098240,https://twitter.com/elonmusk/status/1153421943481098240,44196397,2019-07-22 21:49:55+00:00,Mon Jul 22 21:49:55 +0000 2019,,,,
+1661,elonmusk,GooseWayneTV, ,55,4062,35,1153421649112264704,https://twitter.com/elonmusk/status/1153421649112264704,44196397,2019-07-22 21:48:45+00:00,Mon Jul 22 21:48:45 +0000 2019,,,,
+1662,elonmusk,elonmusk,"For 37 engine config, 6 are mounted outboard under landing leg fairings",65,1515,49,1153419738527125504,https://twitter.com/elonmusk/status/1153419738527125504,44196397,2019-07-22 21:41:09+00:00,Mon Jul 22 21:41:09 +0000 2019,,,,
+1663,elonmusk,kimitalvitie,"Outer engines stick out slightly from 9m diameter, don’t gimbal & are mechanically joined at nozzle",237,8367,157,1153419411715346432,https://twitter.com/elonmusk/status/1153419411715346432,44196397,2019-07-22 21:39:51+00:00,Mon Jul 22 21:39:51 +0000 2019,,,,
+1664,elonmusk,moyo5150, tough,28,1627,59,1153380785669337088,https://twitter.com/elonmusk/status/1153380785669337088,44196397,2019-07-22 19:06:22+00:00,Mon Jul 22 19:06:22 +0000 2019,,,,
+1665,elonmusk,elonmusk,"To be clear: good for in-space transit, but not recommended for Earth to orbit!",148,3949,127,1153380408408584198,https://twitter.com/elonmusk/status/1153380408408584198,44196397,2019-07-22 19:04:52+00:00,Mon Jul 22 19:04:52 +0000 2019,,,,
+1666,elonmusk,flcnhvy,Very unlikely,27,1060,46,1153380138219909122,https://twitter.com/elonmusk/status/1153380138219909122,44196397,2019-07-22 19:03:48+00:00,Mon Jul 22 19:03:48 +0000 2019,,,,
+1667,elonmusk,GooseWayneTV,Goodbye ,77,6891,69,1153379767531364353,https://twitter.com/elonmusk/status/1153379767531364353,44196397,2019-07-22 19:02:19+00:00,Mon Jul 22 19:02:19 +0000 2019,,,,
+1668,elonmusk,WorldAndScience,Nuclear thermal rocket for fast transit around solar system would be a great area of research for @NASA,1000,18869,435,1153378777893888005,https://twitter.com/elonmusk/status/1153378777893888005,44196397,2019-07-22 18:58:24+00:00,Mon Jul 22 18:58:24 +0000 2019,,@NASA,,
+1669,elonmusk,robfarago,Do EV owners use V to G a lot in Australia?,54,2902,157,1153208447699054592,https://twitter.com/elonmusk/status/1153208447699054592,44196397,2019-07-22 07:41:34+00:00,Mon Jul 22 07:41:34 +0000 2019,,,,
+1670,elonmusk,justpaulinelol,"Probably have slots for up to 37 engines, but can decontent as needed. Starship update after Hopper hover.",52,894,36,1153183373109542913,https://twitter.com/elonmusk/status/1153183373109542913,44196397,2019-07-22 06:01:55+00:00,Mon Jul 22 06:01:55 +0000 2019,,,,
+1671,elonmusk,,I am become meme,52893,394393,6763,1153155448012300288,https://twitter.com/elonmusk/status/1153155448012300288,44196397,2019-07-22 04:10:58+00:00,Mon Jul 22 04:10:58 +0000 2019,,,,
+1672,elonmusk,,Dance Dance ,20875,142557,1232,1153154257119404038,https://twitter.com/elonmusk/status/1153154257119404038,44196397,2019-07-22 04:06:14+00:00,Mon Jul 22 04:06:14 +0000 2019,,,,
+1673,elonmusk,,Next year’s @Hyperloop competition will be in a 10km vacuum tunnel with a curve,1084,20713,526,1153144324915228673,https://twitter.com/elonmusk/status/1153144324915228673,44196397,2019-07-22 03:26:46+00:00,Mon Jul 22 03:26:46 +0000 2019,,@Hyperloop,,
+1674,elonmusk,,,4126,39574,621,1153138373860552705,https://twitter.com/elonmusk/status/1153138373860552705,44196397,2019-07-22 03:03:07+00:00,Mon Jul 22 03:03:07 +0000 2019,,,,
+1675,elonmusk,,Woohoo ,6013,73270,617,1153133553602838528,https://twitter.com/elonmusk/status/1153133553602838528,44196397,2019-07-22 02:43:58+00:00,Mon Jul 22 02:43:58 +0000 2019,,,,
+1676,elonmusk,annerajb,"Orbital refilling is critical for high payload to moon or Mars. Initially just Starship to Starship, later dedicated tankers.",68,885,46,1153126586897424384,https://twitter.com/elonmusk/status/1153126586897424384,44196397,2019-07-22 02:16:17+00:00,Mon Jul 22 02:16:17 +0000 2019,,,,
+1677,elonmusk,highlyaaronic,водка means cute water,1400,13369,235,1153124567734296576,https://twitter.com/elonmusk/status/1153124567734296576,44196397,2019-07-22 02:08:15+00:00,Mon Jul 22 02:08:15 +0000 2019,,,,
+1678,elonmusk,cleantechnica,Odd,83,2467,116,1153122308120182784,https://twitter.com/elonmusk/status/1153122308120182784,44196397,2019-07-22 01:59:16+00:00,Mon Jul 22 01:59:16 +0000 2019,,,,
+1679,elonmusk,Hyperloop,New @Hyperloop top speed of 463 km/h!!,1297,16771,424,1153115511078572032,https://twitter.com/elonmusk/status/1153115511078572032,44196397,2019-07-22 01:32:16+00:00,Mon Jul 22 01:32:16 +0000 2019,,@Hyperloop,,https://twitter.com/Hyperloop/status/1153086461681422337
+1680,elonmusk,,Just saw that on a T-shirt @Hyperloop competition ,925,48640,351,1153078962769108992,https://twitter.com/elonmusk/status/1153078962769108992,44196397,2019-07-21 23:07:02+00:00,Sun Jul 21 23:07:02 +0000 2019,,@Hyperloop,,
+1681,elonmusk,,"Technically, alcohol is a solution",173715,625101,6351,1153078534916587520,https://twitter.com/elonmusk/status/1153078534916587520,44196397,2019-07-21 23:05:20+00:00,Sun Jul 21 23:05:20 +0000 2019,,,,
+1682,elonmusk,fmoflyer,"Full stack is 41 rn, but kinda beggin for just one more …",117,2867,191,1152870247612874752,https://twitter.com/elonmusk/status/1152870247612874752,44196397,2019-07-21 09:17:40+00:00,Sun Jul 21 09:17:40 +0000 2019,,,,
+1683,elonmusk,alvin_vista,Way too long,37,1502,58,1152869975524163584,https://twitter.com/elonmusk/status/1152869975524163584,44196397,2019-07-21 09:16:36+00:00,Sun Jul 21 09:16:36 +0000 2019,,,,
+1684,elonmusk,,Starship Super Heavy with 35 Raptors,2331,45362,1204,1152853620682924032,https://twitter.com/elonmusk/status/1152853620682924032,44196397,2019-07-21 08:11:36+00:00,Sun Jul 21 08:11:36 +0000 2019,,,,
+1685,elonmusk,TheOnion,I have the t-shirt,662,29318,285,1152805822444916736,https://twitter.com/elonmusk/status/1152805822444916736,44196397,2019-07-21 05:01:40+00:00,Sun Jul 21 05:01:40 +0000 2019,,,,
+1686,elonmusk,Falcon9Block5,Won’t change. Starship launch structure will be attached to the other side from tower.,61,1139,75,1152386299292086272,https://twitter.com/elonmusk/status/1152386299292086272,44196397,2019-07-20 01:14:38+00:00,Sat Jul 20 01:14:38 +0000 2019,,,,
+1687,elonmusk,Alejandro_DebH,Starship launch structure is being built off-site in steel subsections,66,1123,27,1152374972502794240,https://twitter.com/elonmusk/status/1152374972502794240,44196397,2019-07-20 00:29:38+00:00,Sat Jul 20 00:29:38 +0000 2019,,,,
+1688,elonmusk,annerajb,2 to 3 months after that,47,1026,45,1152369004314419201,https://twitter.com/elonmusk/status/1152369004314419201,44196397,2019-07-20 00:05:55+00:00,Sat Jul 20 00:05:55 +0000 2019,,,,
+1689,elonmusk,annerajb,It *is* vision,42,1008,52,1152368652080971776,https://twitter.com/elonmusk/status/1152368652080971776,44196397,2019-07-20 00:04:31+00:00,Sat Jul 20 00:04:31 +0000 2019,,,,
+1690,elonmusk,justpaulinelol,I suspect many besides SpaceX will livestream these flights. Won’t be subtle.,52,1191,40,1152367741027831808,https://twitter.com/elonmusk/status/1152367741027831808,44196397,2019-07-20 00:00:54+00:00,Sat Jul 20 00:00:54 +0000 2019,,,,
+1691,elonmusk,annerajb,Texas and Florida Starship prototypes (not Hopper) fly in 2 to 3 months,222,2011,77,1152367082018754561,https://twitter.com/elonmusk/status/1152367082018754561,44196397,2019-07-19 23:58:16+00:00,Fri Jul 19 23:58:16 +0000 2019,,,,
+1692,elonmusk,,Made with rain ,38137,273932,1535,1152303518994223106,https://twitter.com/elonmusk/status/1152303518994223106,44196397,2019-07-19 19:45:42+00:00,Fri Jul 19 19:45:42 +0000 2019,,,,
+1693,elonmusk,NickStalburg,Coming soon,30,934,64,1152241180635090944,https://twitter.com/elonmusk/status/1152241180635090944,44196397,2019-07-19 15:37:59+00:00,Fri Jul 19 15:37:59 +0000 2019,,,,
+1694,elonmusk,TesLatino,Yes,29,962,57,1152070838796967937,https://twitter.com/elonmusk/status/1152070838796967937,44196397,2019-07-19 04:21:07+00:00,Fri Jul 19 04:21:07 +0000 2019,,,,
+1695,elonmusk,cleantechnica,Tesla Service Centers & Superchargers are being opened as fast as possible across Eastern Europe,899,14615,845,1152064351953571841,https://twitter.com/elonmusk/status/1152064351953571841,44196397,2019-07-19 03:55:20+00:00,Fri Jul 19 03:55:20 +0000 2019,,,,https://twitter.com/cleantechnica/status/1151970082354028544
+1696,elonmusk,newscientist,"This is actually a good thing btw. China is making amazing progress in space, rapidly iterating on rocket & space station technology. Great respect.",303,7121,174,1151966937301188608,https://twitter.com/elonmusk/status/1151966937301188608,44196397,2019-07-18 21:28:15+00:00,Thu Jul 18 21:28:15 +0000 2019,,,,
+1697,elonmusk,hypercharts,"No matter how one considers the data, there is a giant improvement from non-Autopilot to Autopilot",74,1147,72,1151965099659108352,https://twitter.com/elonmusk/status/1151965099659108352,44196397,2019-07-18 21:20:56+00:00,Thu Jul 18 21:20:56 +0000 2019,,,,
+1698,elonmusk,hypercharts,"Exactly. Trendline that includes Autopilot always-on accident avoidance features matches curve of Autopilot software/hardware releases, as you’d expect.",33,692,14,1151964112856895489,https://twitter.com/elonmusk/status/1151964112856895489,44196397,2019-07-18 21:17:01+00:00,Thu Jul 18 21:17:01 +0000 2019,,,,
+1699,elonmusk,FredericLambert,Maybe end of next year,55,1631,55,1151963460218941442,https://twitter.com/elonmusk/status/1151963460218941442,44196397,2019-07-18 21:14:26+00:00,Thu Jul 18 21:14:26 +0000 2019,,,,
+1700,elonmusk,Brenttime,Addressing epilepsy is likely one of the more near-term applications,44,899,108,1151956510588592128,https://twitter.com/elonmusk/status/1151956510588592128,44196397,2019-07-18 20:46:49+00:00,Thu Jul 18 20:46:49 +0000 2019,,,,
+1701,elonmusk,MemesOfMars,"Post test fuel leak, but no major damage",76,1219,54,1151950796428177408,https://twitter.com/elonmusk/status/1151950796428177408,44196397,2019-07-18 20:24:06+00:00,Thu Jul 18 20:24:06 +0000 2019,,,,
+1702,elonmusk,elonmusk,Aiming for hover test next week,158,1779,52,1151950516093456384,https://twitter.com/elonmusk/status/1151950516093456384,44196397,2019-07-18 20:22:59+00:00,Thu Jul 18 20:22:59 +0000 2019,,,,
+1703,elonmusk,Warhly,"Yeah, big advantage of being made of high strength stainless steel: not bothered by a little heat!",88,1745,33,1151950403874914304,https://twitter.com/elonmusk/status/1151950403874914304,44196397,2019-07-18 20:22:33+00:00,Thu Jul 18 20:22:33 +0000 2019,,,,
+1704,elonmusk,ElonsWorld,"This non-Autopilot graph is not correct, as it includes Autopilot always-on accident avoidance features",82,4291,37,1151949374127140864,https://twitter.com/elonmusk/status/1151949374127140864,44196397,2019-07-18 20:18:27+00:00,Thu Jul 18 20:18:27 +0000 2019,,,,
+1705,elonmusk,tanyalewis314,Good piece,135,6208,161,1151932658496098304,https://twitter.com/elonmusk/status/1151932658496098304,44196397,2019-07-18 19:12:02+00:00,Thu Jul 18 19:12:02 +0000 2019,,,,
+1706,elonmusk,Kristennetten,I mostly drive Model S Performance with dev version of FSD computer. Our new Raven powertain & adaptive damping suspension is great! Next is Model 3P & then X if driving with my kids. Acceleration is fun on tap!,76,1188,77,1151929232030720001,https://twitter.com/elonmusk/status/1151929232030720001,44196397,2019-07-18 18:58:25+00:00,Thu Jul 18 18:58:25 +0000 2019,,,,
+1707,elonmusk,cleantechnica,"Exactly. There is no “MSRP”, only “P”.",138,3714,113,1151923272583266304,https://twitter.com/elonmusk/status/1151923272583266304,44196397,2019-07-18 18:34:44+00:00,Thu Jul 18 18:34:44 +0000 2019,,,,
+1708,elonmusk,BGR, ,186,4530,114,1151914844196524034,https://twitter.com/elonmusk/status/1151914844196524034,44196397,2019-07-18 18:01:15+00:00,Thu Jul 18 18:01:15 +0000 2019,,,,
+1709,elonmusk,samsheffer,With anything online,57,1178,89,1151650901762826240,https://twitter.com/elonmusk/status/1151650901762826240,44196397,2019-07-18 00:32:26+00:00,Thu Jul 18 00:32:26 +0000 2019,,,,
+1710,elonmusk,2020science,Rococo Basilisk,19,493,38,1151650111153250306,https://twitter.com/elonmusk/status/1151650111153250306,44196397,2019-07-18 00:29:17+00:00,Thu Jul 18 00:29:17 +0000 2019,,,,
+1711,elonmusk,Vasta_218," yes, security is extremely important",42,1100,47,1151602954765422592,https://twitter.com/elonmusk/status/1151602954765422592,44196397,2019-07-17 21:21:54+00:00,Wed Jul 17 21:21:54 +0000 2019,,,,
+1712,elonmusk,austinbarnard45,Sure,29,850,52,1151588078680567808,https://twitter.com/elonmusk/status/1151588078680567808,44196397,2019-07-17 20:22:48+00:00,Wed Jul 17 20:22:48 +0000 2019,,,,
+1713,elonmusk,AndrewHires,"Thoughtful analysis. We will endeavor to provide the robots, chips & software to academia.",55,813,37,1151583369714532352,https://twitter.com/elonmusk/status/1151583369714532352,44196397,2019-07-17 20:04:05+00:00,Wed Jul 17 20:04:05 +0000 2019,,,,
+1714,elonmusk,Bliss_Hughes,,404,6868,115,1151578871222792192,https://twitter.com/elonmusk/status/1151578871222792192,44196397,2019-07-17 19:46:12+00:00,Wed Jul 17 19:46:12 +0000 2019,,,,
+1715,elonmusk,,Neuralink surprise twist!,20626,147272,1832,1151577690710761472,https://twitter.com/elonmusk/status/1151577690710761472,44196397,2019-07-17 19:41:31+00:00,Wed Jul 17 19:41:31 +0000 2019,,,,
+1716,elonmusk,EdLoh,Is there a longer edit I can post?,18,606,28,1151566331717701632,https://twitter.com/elonmusk/status/1151566331717701632,44196397,2019-07-17 18:56:23+00:00,Wed Jul 17 18:56:23 +0000 2019,,,,
+1717,elonmusk,daveyjose,I think so,27,795,62,1151410957681225728,https://twitter.com/elonmusk/status/1151410957681225728,44196397,2019-07-17 08:38:59+00:00,Wed Jul 17 08:38:59 +0000 2019,,,,
+1718,elonmusk,StephenFleming,"Something like this is the best way to do it. Incent outcome, not path.",75,1207,38,1151403783210975233,https://twitter.com/elonmusk/status/1151403783210975233,44196397,2019-07-17 08:10:28+00:00,Wed Jul 17 08:10:28 +0000 2019,,,,
+1719,elonmusk,,About to go live,457,11938,502,1151337181404774400,https://twitter.com/elonmusk/status/1151337181404774400,44196397,2019-07-17 03:45:49+00:00,Wed Jul 17 03:45:49 +0000 2019,,,,
+1720,elonmusk,options_man,Not easy getting a lightsaber into backpack,379,8815,102,1151335662164955136,https://twitter.com/elonmusk/status/1151335662164955136,44196397,2019-07-17 03:39:47+00:00,Wed Jul 17 03:39:47 +0000 2019,,,,
+1721,elonmusk,rdstrick777,Approximately 6.9km/s,98,4070,110,1151300180148252674,https://twitter.com/elonmusk/status/1151300180148252674,44196397,2019-07-17 01:18:47+00:00,Wed Jul 17 01:18:47 +0000 2019,,,,
+1722,elonmusk,, SpaceX has Area 59 ,63358,354617,2160,1151295231658041345,https://twitter.com/elonmusk/status/1151295231658041345,44196397,2019-07-17 00:59:07+00:00,Wed Jul 17 00:59:07 +0000 2019,,,,
+1723,elonmusk,ThisIsJonathanR,"Agreed, should be $3k less to get to FSD from EAP",29,757,133,1151292936035848193,https://twitter.com/elonmusk/status/1151292936035848193,44196397,2019-07-17 00:50:00+00:00,Wed Jul 17 00:50:00 +0000 2019,,,,
+1724,elonmusk,,"“If you dislike change, you're going to dislike irrelevance even more.” — Gen Shinseki",18278,100137,1017,1151213020695027712,https://twitter.com/elonmusk/status/1151213020695027712,44196397,2019-07-16 19:32:27+00:00,Tue Jul 16 19:32:27 +0000 2019,,,,
+1725,elonmusk,,"As mentioned earlier this year, cost of the Tesla FSD option will increase every few months. Those who buy it earlier will see the benefit.",516,17541,892,1151180650033995776,https://twitter.com/elonmusk/status/1151180650033995776,44196397,2019-07-16 17:23:49+00:00,Tue Jul 16 17:23:49 +0000 2019,,,,
+1726,elonmusk,JeanLikeDenim,Probably,18,847,56,1151173641226379264,https://twitter.com/elonmusk/status/1151173641226379264,44196397,2019-07-16 16:55:58+00:00,Tue Jul 16 16:55:58 +0000 2019,,,,
+1727,elonmusk,ropiko,Agreed. That’s approximately date when we expect Enhanced Summon to be in wide release. It will be magical. Lot of hard work by Autopilot team.,137,3348,156,1151173277705891841,https://twitter.com/elonmusk/status/1151173277705891841,44196397,2019-07-16 16:54:31+00:00,Tue Jul 16 16:54:31 +0000 2019,,,,
+1728,elonmusk,,Cost of Tesla full self-driving option increasing by ~$1000 on August 16,1197,26466,1358,1151172542125629440,https://twitter.com/elonmusk/status/1151172542125629440,44196397,2019-07-16 16:51:36+00:00,Tue Jul 16 16:51:36 +0000 2019,,,,
+1729,elonmusk,SnazzyQ,"Straw man fallacy. To appreciate, your car just needs to be worth more than you paid for it, so probably ~$75k is enough if you bought a 3. FSD will be bundled in all cars (important point). Something is not a commodity if you can’t make enough of them & we won’t be able to.",49,850,113,1151168385012494336,https://twitter.com/elonmusk/status/1151168385012494336,44196397,2019-07-16 16:35:05+00:00,Tue Jul 16 16:35:05 +0000 2019,,,,
+1730,elonmusk,flcnhvy,"No, since Tesla will charge a % fee for being in our robotaxi fleet, but it will rise to whatever the clearing price is, otherwise all our cars will be bought by scalpers",39,712,74,1151166097694969857,https://twitter.com/elonmusk/status/1151166097694969857,44196397,2019-07-16 16:25:59+00:00,Tue Jul 16 16:25:59 +0000 2019,,,,
+1731,elonmusk,SnazzyQ,"If we make all cars with FSD package self-driving, as planned, any such Tesla should be worth $100k to $200k, as utility increases from ~12 hours/week to ~60 hours/week",51,652,133,1151163201569972225,https://twitter.com/elonmusk/status/1151163201569972225,44196397,2019-07-16 16:14:29+00:00,Tue Jul 16 16:14:29 +0000 2019,,,,
+1732,elonmusk,SnazzyQ,Basic white adds too much to service repair complexity. Team convinced me better to go with pearl white.,64,1064,115,1151154321733459969,https://twitter.com/elonmusk/status/1151154321733459969,44196397,2019-07-16 15:39:12+00:00,Tue Jul 16 15:39:12 +0000 2019,,,,
+1733,elonmusk,,Presentation streaming live from http://Neuralink.com at 8pm Pacific,2758,23009,932,1151153788561965056,https://twitter.com/elonmusk/status/1151153788561965056,44196397,2019-07-16 15:37:05+00:00,Tue Jul 16 15:37:05 +0000 2019,,,,http://Neuralink.com
+1734,elonmusk,dimas_______,Streaming. Check Neuralink website later today. Starts around 8pm.,40,762,37,1151153000909430785,https://twitter.com/elonmusk/status/1151153000909430785,44196397,2019-07-16 15:33:57+00:00,Tue Jul 16 15:33:57 +0000 2019,,,,
+1735,elonmusk,ClaraBenitezTV,"Won’t be today, hopefully tomorrow",169,3967,78,1151152285449220096,https://twitter.com/elonmusk/status/1151152285449220096,44196397,2019-07-16 15:31:06+00:00,Tue Jul 16 15:31:06 +0000 2019,,,,
+1736,elonmusk,antonioregalado,"Sure, will do",11,747,16,1151151394860093441,https://twitter.com/elonmusk/status/1151151394860093441,44196397,2019-07-16 15:27:34+00:00,Tue Jul 16 15:27:34 +0000 2019,,,,
+1737,elonmusk,antonioregalado,"This guy is not a cofounder of Neuralink. Was at company briefly, but he didn’t work out.",188,5128,139,1151148903271563265,https://twitter.com/elonmusk/status/1151148903271563265,44196397,2019-07-16 15:17:40+00:00,Tue Jul 16 15:17:40 +0000 2019,,,,
+1738,elonmusk,TeslaMotorsClub,!!,133,5273,166,1151031634512273408,https://twitter.com/elonmusk/status/1151031634512273408,44196397,2019-07-16 07:31:41+00:00,Tue Jul 16 07:31:41 +0000 2019,,,,
+1739,elonmusk,alvin_vista,"We are tiny, simple creatures",45,813,94,1150872404723245056,https://twitter.com/elonmusk/status/1150872404723245056,44196397,2019-07-15 20:58:58+00:00,Mon Jul 15 20:58:58 +0000 2019,,,,
+1740,elonmusk,nichegamer,RIP,86,2130,95,1150660785783234563,https://twitter.com/elonmusk/status/1150660785783234563,44196397,2019-07-15 06:58:04+00:00,Mon Jul 15 06:58:04 +0000 2019,,,,
+1741,elonmusk,StasVladimirsky,Um … yes,27,1083,54,1150410804191084544,https://twitter.com/elonmusk/status/1150410804191084544,44196397,2019-07-14 14:24:43+00:00,Sun Jul 14 14:24:43 +0000 2019,,,,
+1742,elonmusk,,Graham’s number,1533,18871,537,1150318348741165056,https://twitter.com/elonmusk/status/1150318348741165056,44196397,2019-07-14 08:17:20+00:00,Sun Jul 14 08:17:20 +0000 2019,,,,https://waitbutwhy.com/2014/11/1000000-grahams-number.html
+1743,elonmusk,,To Infinity and Beyond!,64037,396345,2717,1150276318757441536,https://twitter.com/elonmusk/status/1150276318757441536,44196397,2019-07-14 05:30:20+00:00,Sun Jul 14 05:30:20 +0000 2019,,,,
+1744,elonmusk,MemesOfMars,SpaceX thruster package will be subtle. Hidden behind license plate.,138,2259,128,1150123074924118017,https://twitter.com/elonmusk/status/1150123074924118017,44196397,2019-07-13 19:21:23+00:00,Sat Jul 13 19:21:23 +0000 2019,,,,
+1745,elonmusk,annerajb,Haha yes,23,796,37,1150119185537572864,https://twitter.com/elonmusk/status/1150119185537572864,44196397,2019-07-13 19:05:56+00:00,Sat Jul 13 19:05:56 +0000 2019,,,,
+1746,elonmusk,pbreit,"Yes, but owner will have to accept tiny risk of damage. Those are very hard even for careful human drivers.",35,835,54,1150119090255646720,https://twitter.com/elonmusk/status/1150119090255646720,44196397,2019-07-13 19:05:33+00:00,Sat Jul 13 19:05:33 +0000 2019,,,,
+1747,elonmusk,Kristennetten,"Yeah, that’s next after summon",54,1636,60,1150118813976821761,https://twitter.com/elonmusk/status/1150118813976821761,44196397,2019-07-13 19:04:28+00:00,Sat Jul 13 19:04:28 +0000 2019,,,,
+1748,elonmusk,annerajb,"Will trace back inertial measurements & wheel movements to exit multilevel garage, unless car was teleported into position, in which case all bets are off",83,1992,87,1150118539916824576,https://twitter.com/elonmusk/status/1150118539916824576,44196397,2019-07-13 19:03:22+00:00,Sat Jul 13 19:03:22 +0000 2019,,,,
+1749,elonmusk,flcnhvy,"Initially, single plane, but hopefully multi-story later this year",44,1738,29,1150116673745121280,https://twitter.com/elonmusk/status/1150116673745121280,44196397,2019-07-13 18:55:57+00:00,Sat Jul 13 18:55:57 +0000 2019,,,,
+1750,elonmusk,Erdayastronaut,Probably 5mph or 8 km/h,44,1939,43,1150114480707162112,https://twitter.com/elonmusk/status/1150114480707162112,44196397,2019-07-13 18:47:14+00:00,Sat Jul 13 18:47:14 +0000 2019,,,,
+1751,elonmusk,elonmusk,Good progress on fast activation of summon down to ~1 second,49,2021,13,1150113618664411141,https://twitter.com/elonmusk/status/1150113618664411141,44196397,2019-07-13 18:43:49+00:00,Sat Jul 13 18:43:49 +0000 2019,,,,
+1752,elonmusk,PatrickLac007,Parking lots are a remarkably hard problem. Doing an in-depth engineering review of Enhanced Summon later today.,80,2666,94,1150113206414610432,https://twitter.com/elonmusk/status/1150113206414610432,44196397,2019-07-13 18:42:11+00:00,Sat Jul 13 18:42:11 +0000 2019,,,,
+1753,elonmusk,mkaderi,"Agreed, it’s a small, but important, feature",20,794,17,1150112704985612288,https://twitter.com/elonmusk/status/1150112704985612288,44196397,2019-07-13 18:40:11+00:00,Sat Jul 13 18:40:11 +0000 2019,,,,
+1754,elonmusk,AngelGPonce,Ok,1392,49989,475,1150091882183053313,https://twitter.com/elonmusk/status/1150091882183053313,44196397,2019-07-13 17:17:27+00:00,Sat Jul 13 17:17:27 +0000 2019,,,,
+1755,elonmusk,, ,841,23261,583,1149948829296316416,https://twitter.com/elonmusk/status/1149948829296316416,44196397,2019-07-13 07:49:00+00:00,Sat Jul 13 07:49:00 +0000 2019,,,,
+1756,elonmusk,,"Also, I stole the idea from Spaceballs",985,20489,668,1149635804190261253,https://twitter.com/elonmusk/status/1149635804190261253,44196397,2019-07-12 11:05:09+00:00,Fri Jul 12 11:05:09 +0000 2019,,,,https://m.youtube.com/watch?v=oNZove4OTtI
+1757,elonmusk,NatureNews,Take note,89,2374,126,1149617044775587846,https://twitter.com/elonmusk/status/1149617044775587846,44196397,2019-07-12 09:50:36+00:00,Fri Jul 12 09:50:36 +0000 2019,,,,
+1758,elonmusk,Erdayastronaut,"About right, but dangerously chuggy & risking bad things at 40%. We’ll keep it above 50% for this flight.",51,1802,45,1149583071210954757,https://twitter.com/elonmusk/status/1149583071210954757,44196397,2019-07-12 07:35:37+00:00,Fri Jul 12 07:35:37 +0000 2019,,,,
+1759,elonmusk,alvianchoiri,"More like 30 to 40 mT to GTO ~27 deg. Plane change is 2*v*sin θ/2, as I recall, but doesn’t matter, as there’s no geo anywhere near that mass.",42,806,32,1149582084031184897,https://twitter.com/elonmusk/status/1149582084031184897,44196397,2019-07-12 07:31:41+00:00,Fri Jul 12 07:31:41 +0000 2019,,,,
+1760,elonmusk,flcnhvy,3,20,729,11,1149579541985185792,https://twitter.com/elonmusk/status/1149579541985185792,44196397,2019-07-12 07:21:35+00:00,Fri Jul 12 07:21:35 +0000 2019,,,,
+1761,elonmusk,joe_mckirdy,"100mT to 125mT for true useful load to useful orbit (eg Starlink mission), including propellant reserves. 150mT for reference payload compared to other rockets. This is in fully reusable config. About double in fully expendable config, which is hopefully never.",57,749,20,1149571338748616704,https://twitter.com/elonmusk/status/1149571338748616704,44196397,2019-07-12 06:48:59+00:00,Fri Jul 12 06:48:59 +0000 2019,,,,
+1762,elonmusk,Erdayastronaut,Cont of main,36,1183,44,1149551312456962048,https://twitter.com/elonmusk/status/1149551312456962048,44196397,2019-07-12 05:29:25+00:00,Fri Jul 12 05:29:25 +0000 2019,,,,
+1763,elonmusk,JHC2718,We changed the design quite a bit. More about this in late July.,84,1298,48,1149551047704104961,https://twitter.com/elonmusk/status/1149551047704104961,44196397,2019-07-12 05:28:22+00:00,Fri Jul 12 05:28:22 +0000 2019,,,,
+1764,elonmusk,,~20m up & sideways for first flight. Mk1 Starship hopefully 20km up in a few months.,675,18531,299,1149550157068812290,https://twitter.com/elonmusk/status/1149550157068812290,44196397,2019-07-12 05:24:49+00:00,Fri Jul 12 05:24:49 +0000 2019,,,,
+1765,elonmusk,MartianDays,Sure,89,3731,74,1149549591571812352,https://twitter.com/elonmusk/status/1149549591571812352,44196397,2019-07-12 05:22:34+00:00,Fri Jul 12 05:22:34 +0000 2019,,,,
+1766,elonmusk,,Raptor engine mounted on Starhopper. Aiming for hover test Tues.,1705,32611,623,1149548807765389313,https://twitter.com/elonmusk/status/1149548807765389313,44196397,2019-07-12 05:19:28+00:00,Fri Jul 12 05:19:28 +0000 2019,,,,
+1767,elonmusk,EvaFoxU,Great team,40,1158,17,1149548210307751937,https://twitter.com/elonmusk/status/1149548210307751937,44196397,2019-07-12 05:17:05+00:00,Fri Jul 12 05:17:05 +0000 2019,,,,
+1768,elonmusk,,Motor Trend awards Tesla Model S best Car of the Year ever in their 70 year history!!,2816,25178,1436,1149370463564357632,https://twitter.com/elonmusk/status/1149370463564357632,44196397,2019-07-11 17:30:47+00:00,Thu Jul 11 17:30:47 +0000 2019,,,,https://www.motortrend.com/news/2013-tesla-model-s-beats-chevy-toyota-cadillac-ultimate-car-of-the-year/
+1769,elonmusk,,"It’s Not a Flamethrower, Mr Escobar",3063,43846,779,1149367284571373569,https://twitter.com/elonmusk/status/1149367284571373569,44196397,2019-07-11 17:18:09+00:00,Thu Jul 11 17:18:09 +0000 2019,,,,https://apple.news/AnZnseCGjTFGzyhZO3dqAKw
+1770,elonmusk,JaneidyEve,Sure,26,1163,55,1149218883145887744,https://twitter.com/elonmusk/status/1149218883145887744,44196397,2019-07-11 07:28:27+00:00,Thu Jul 11 07:28:27 +0000 2019,,,,
+1771,elonmusk,flcnhvy,Exactly,26,1071,17,1149218401237159936,https://twitter.com/elonmusk/status/1149218401237159936,44196397,2019-07-11 07:26:32+00:00,Thu Jul 11 07:26:32 +0000 2019,,,,
+1772,elonmusk,wonderofscience,The @Space_Station is moving at ~25 times the speed of sound &amp; orbits the Earth every 90 minutes,10681,81873,1657,1149100906870296576,https://twitter.com/elonmusk/status/1149100906870296576,44196397,2019-07-10 23:39:40+00:00,Wed Jul 10 23:39:40 +0000 2019,,@Space_Station,,https://twitter.com/wonderofscience/status/1147877818191106053
+1773,elonmusk,JessicaGottlieb,Ok,59,1828,172,1148810900452732929,https://twitter.com/elonmusk/status/1148810900452732929,44196397,2019-07-10 04:27:17+00:00,Wed Jul 10 04:27:17 +0000 2019,,,,
+1774,elonmusk,FaZe_Rain,"Absolutely agree, you should be allowed to move your Tesla anywhere in the world, unless it’s prevented by government rules. Thanks for letting me know.",152,6350,78,1148810279058202626,https://twitter.com/elonmusk/status/1148810279058202626,44196397,2019-07-10 04:24:49+00:00,Wed Jul 10 04:24:49 +0000 2019,,,,
+1775,elonmusk,Fhrieox,Feeling extra button,38,1575,89,1148705487312920578,https://twitter.com/elonmusk/status/1148705487312920578,44196397,2019-07-09 21:28:24+00:00,Tue Jul 09 21:28:24 +0000 2019,,,,
+1776,elonmusk,elonmusk,Done. I’m feeling &amp; I’m feeling navigation buttons coming with next software release.,242,3877,169,1148703128377675776,https://twitter.com/elonmusk/status/1148703128377675776,44196397,2019-07-09 21:19:02+00:00,Tue Jul 09 21:19:02 +0000 2019,,,,
+1777,elonmusk,consequence,Whoop Whoop!!,792,12332,242,1148697911708016641,https://twitter.com/elonmusk/status/1148697911708016641,44196397,2019-07-09 20:58:18+00:00,Tue Jul 09 20:58:18 +0000 2019,,,,
+1778,elonmusk,teslaownersSV,I think so. Will check.,36,1444,57,1148690940330151936,https://twitter.com/elonmusk/status/1148690940330151936,44196397,2019-07-09 20:30:36+00:00,Tue Jul 09 20:30:36 +0000 2019,,,,
+1779,elonmusk,CHADBROH, ,17,1213,15,1148690532341866498,https://twitter.com/elonmusk/status/1148690532341866498,44196397,2019-07-09 20:28:59+00:00,Tue Jul 09 20:28:59 +0000 2019,,,,
+1780,elonmusk,kvlly,Would be cool if car took you to a random fun place traveled to by other Tesla owners in the area,1464,56737,857,1148672538186137601,https://twitter.com/elonmusk/status/1148672538186137601,44196397,2019-07-09 19:17:29+00:00,Tue Jul 09 19:17:29 +0000 2019,,,,
+1781,elonmusk,,Sigh,23,537,48,1148655096416227328,https://twitter.com/elonmusk/status/1148655096416227328,44196397,2019-07-09 18:08:10+00:00,Tue Jul 09 18:08:10 +0000 2019,,,,
+1782,elonmusk,nichegamer,The answer is always aliens,168,2743,118,1148654860495015936,https://twitter.com/elonmusk/status/1148654860495015936,44196397,2019-07-09 18:07:14+00:00,Tue Jul 09 18:07:14 +0000 2019,,,,
+1783,elonmusk,MTimeTraveller,Nice,49,2118,34,1148652251986063360,https://twitter.com/elonmusk/status/1148652251986063360,44196397,2019-07-09 17:56:52+00:00,Tue Jul 09 17:56:52 +0000 2019,,,,
+1784,elonmusk,Erdayastronaut,I have over the years,24,944,53,1148651540673990657,https://twitter.com/elonmusk/status/1148651540673990657,44196397,2019-07-09 17:54:02+00:00,Tue Jul 09 17:54:02 +0000 2019,,,,
+1785,elonmusk,RenataKonkoly,That was a real sign,19,651,34,1148649961300512768,https://twitter.com/elonmusk/status/1148649961300512768,44196397,2019-07-09 17:47:46+00:00,Tue Jul 09 17:47:46 +0000 2019,,,,
+1786,elonmusk,AutonomousHoag,"I actually asked Ashlee Vance not to write the book several times. Inevitably, some things are wrong and then those errors are repeated for years.",26,721,61,1148649145369890818,https://twitter.com/elonmusk/status/1148649145369890818,44196397,2019-07-09 17:44:31+00:00,Tue Jul 09 17:44:31 +0000 2019,,,,
+1787,elonmusk,CarolineGee8,True,94,5138,106,1148645760193318912,https://twitter.com/elonmusk/status/1148645760193318912,44196397,2019-07-09 17:31:04+00:00,Tue Jul 09 17:31:04 +0000 2019,,,,
+1788,elonmusk,eugenelee3,Exactly,23,710,51,1148481769823281152,https://twitter.com/elonmusk/status/1148481769823281152,44196397,2019-07-09 06:39:26+00:00,Tue Jul 09 06:39:26 +0000 2019,,,,
+1789,elonmusk,arctechinc,No,16,521,48,1148447617472319489,https://twitter.com/elonmusk/status/1148447617472319489,44196397,2019-07-09 04:23:43+00:00,Tue Jul 09 04:23:43 +0000 2019,,,,
+1790,elonmusk,BrandonJHavard,No,38,1602,75,1148444293675098113,https://twitter.com/elonmusk/status/1148444293675098113,44196397,2019-07-09 04:10:31+00:00,Tue Jul 09 04:10:31 +0000 2019,,,,
+1791,elonmusk,BrandonJHavard,"There is no “refreshed” Model X or Model S coming, only a series of minor ongoing changes. Most significant change in past few years was to use high efficiency Model 3 rear drive unit as S/X front drive unit. That went into production 3 months ago.",399,13196,281,1148443699858292736,https://twitter.com/elonmusk/status/1148443699858292736,44196397,2019-07-09 04:08:09+00:00,Tue Jul 09 04:08:09 +0000 2019,,,,
+1792,elonmusk,MichellBasler,This shampoo sounds amazing,19,887,55,1148353912925118464,https://twitter.com/elonmusk/status/1148353912925118464,44196397,2019-07-08 22:11:22+00:00,Mon Jul 08 22:11:22 +0000 2019,,,,
+1793,elonmusk,DMC_Ryan,No problem,463,15618,292,1148320561740648448,https://twitter.com/elonmusk/status/1148320561740648448,44196397,2019-07-08 19:58:51+00:00,Mon Jul 08 19:58:51 +0000 2019,,,,
+1794,elonmusk,C3LT_Games,The Cape is one of the two Starship build sites. More on this later.,45,1216,51,1148265981275336707,https://twitter.com/elonmusk/status/1148265981275336707,44196397,2019-07-08 16:21:58+00:00,Mon Jul 08 16:21:58 +0000 2019,,,,
+1795,elonmusk,flcnhvy,!freespace,23,727,34,1148119175916732416,https://twitter.com/elonmusk/status/1148119175916732416,44196397,2019-07-08 06:38:37+00:00,Mon Jul 08 06:38:37 +0000 2019,,,,
+1796,elonmusk,ElonsWorld,May the light of consciousness shine bright,1582,36483,375,1148118732272594944,https://twitter.com/elonmusk/status/1148118732272594944,44196397,2019-07-08 06:36:51+00:00,Mon Jul 08 06:36:51 +0000 2019,,,,
+1797,elonmusk,bluemoondance74,"Overall successful. Aborted at T+51 sec on high mixture ratio, but we were intentionally probing the corners of the box of operating conditions, so not surprising.",50,1006,19,1148117387419348992,https://twitter.com/elonmusk/status/1148117387419348992,44196397,2019-07-08 06:31:30+00:00,Mon Jul 08 06:31:30 +0000 2019,,,,
+1798,elonmusk,DisruptResearch,Exactly,29,753,54,1148109025273208832,https://twitter.com/elonmusk/status/1148109025273208832,44196397,2019-07-08 05:58:17+00:00,Mon Jul 08 05:58:17 +0000 2019,,,,
+1799,elonmusk,EVAutonomy,Sure ,29,819,29,1148108250753015808,https://twitter.com/elonmusk/status/1148108250753015808,44196397,2019-07-08 05:55:12+00:00,Mon Jul 08 05:55:12 +0000 2019,,,,
+1800,elonmusk,elonmusk,"To be clear, consumers will still be able to buy a Tesla, but the clearing price will rise significantly, as a fully autonomous car that can function as a robotaxi is several times more valuable than a non-autonomous car",143,1087,234,1148106891270115328,https://twitter.com/elonmusk/status/1148106891270115328,44196397,2019-07-08 05:49:48+00:00,Mon Jul 08 05:49:48 +0000 2019,,,,
+1801,elonmusk,Erdayastronaut,"Between first development engine & first flight engine with operational payload, there are always hundreds of changes to both hardware & software. Over time, thousands.",65,1364,38,1148103185636065280,https://twitter.com/elonmusk/status/1148103185636065280,44196397,2019-07-08 05:35:04+00:00,Mon Jul 08 05:35:04 +0000 2019,,,,
+1802,elonmusk,ElonsBrain,Upgrading to 250kW soon,176,7889,117,1148096401877770241,https://twitter.com/elonmusk/status/1148096401877770241,44196397,2019-07-08 05:08:07+00:00,Mon Jul 08 05:08:07 +0000 2019,,,,
+1803,elonmusk,kulpability,"Intersections with complex traffic lights & shopping mall parking lots are the two biggest software challenges. Developer branch already mostly works in these scenarios, but massive effort required to get to 99.9999% safety.",71,832,99,1148078989866520576,https://twitter.com/elonmusk/status/1148078989866520576,44196397,2019-07-08 03:58:56+00:00,Mon Jul 08 03:58:56 +0000 2019,,,,
+1804,elonmusk,austinbarnard45,Local supporters will be invited!,45,1101,93,1148073807128616961,https://twitter.com/elonmusk/status/1148073807128616961,44196397,2019-07-08 03:38:20+00:00,Mon Jul 08 03:38:20 +0000 2019,,,,
+1805,elonmusk,DisruptResearch,Yes,40,704,62,1148073232932540416,https://twitter.com/elonmusk/status/1148073232932540416,44196397,2019-07-08 03:36:03+00:00,Mon Jul 08 03:36:03 +0000 2019,,,,
+1806,elonmusk,Kristennetten,~Q4 2016,22,507,19,1148073079223902208,https://twitter.com/elonmusk/status/1148073079223902208,44196397,2019-07-08 03:35:26+00:00,Mon Jul 08 03:35:26 +0000 2019,,,,
+1807,elonmusk,dodiewill2,"End of Q4, most likely",34,601,40,1148072753867546624,https://twitter.com/elonmusk/status/1148072753867546624,44196397,2019-07-08 03:34:09+00:00,Mon Jul 08 03:34:09 +0000 2019,,,,
+1808,elonmusk,flcnhvy,"Production fully switched over ~3 months ago. Functionality won’t diverge until Q4, as it’s limited by software validation. Will be later for Europe compared to rest of world due to regulatory constraints that were put in place years ago by big ICE companies.",82,881,63,1148071994136465408,https://twitter.com/elonmusk/status/1148071994136465408,44196397,2019-07-08 03:31:08+00:00,Mon Jul 08 03:31:08 +0000 2019,,,,
+1809,elonmusk,elonmusk,This is why it’s possible for Tesla to have a million robotaxis by end of 2020 if we upgrade existing HW2 fleet of ~500k & make at least ~500k FSD cars,85,1038,76,1148070210412265473,https://twitter.com/elonmusk/status/1148070210412265473,44196397,2019-07-08 03:24:02+00:00,Mon Jul 08 03:24:02 +0000 2019,,,,
+1810,elonmusk,lexfridman,All HW2+ cars are upgradable to full self-driving capability with Tesla FSD computer & all production in past few months has FSD computer,191,3821,139,1148068888522842113,https://twitter.com/elonmusk/status/1148068888522842113,44196397,2019-07-08 03:18:47+00:00,Mon Jul 08 03:18:47 +0000 2019,,,,
+1811,elonmusk,mayemusk,Starship Mk 1 & Hopper,200,7898,132,1148023767865540608,https://twitter.com/elonmusk/status/1148023767865540608,44196397,2019-07-08 00:19:30+00:00,Mon Jul 08 00:19:30 +0000 2019,,,,
+1812,elonmusk,PrydeFoltz,Wārløq,19,491,33,1148018868322852864,https://twitter.com/elonmusk/status/1148018868322852864,44196397,2019-07-08 00:00:02+00:00,Mon Jul 08 00:00:02 +0000 2019,,,,
+1813,elonmusk,sudohack16,Agreed,15,477,21,1148016755429613568,https://twitter.com/elonmusk/status/1148016755429613568,44196397,2019-07-07 23:51:38+00:00,Sun Jul 07 23:51:38 +0000 2019,,,,
+1814,elonmusk,,Later in life Bakunin is underappreciated,212,5432,308,1148011199121854464,https://twitter.com/elonmusk/status/1148011199121854464,44196397,2019-07-07 23:29:33+00:00,Sun Jul 07 23:29:33 +0000 2019,,,,
+1815,elonmusk,,Listening to Revolutions by Duncan https://pca.st/podcast/b1ccb690-fd97-0130-c6ee-723c91aeae46 Found this on a throw pillow …,322,7016,333,1148009641479008256,https://twitter.com/elonmusk/status/1148009641479008256,44196397,2019-07-07 23:23:22+00:00,Sun Jul 07 23:23:22 +0000 2019,,,,https://pca.st/podcast/b1ccb690-fd97-0130-c6ee-723c91aeae46
+1816,elonmusk,tossha_spb,"Will do Starship presentation a few weeks after Hopper hovers, so prob late July. If that timing works, free LJ chips for all present!",107,1141,60,1148006177491472384,https://twitter.com/elonmusk/status/1148006177491472384,44196397,2019-07-07 23:09:36+00:00,Sun Jul 07 23:09:36 +0000 2019,,,,
+1817,elonmusk,CulturedAI,My D&D char was NG,21,540,30,1148005501625499648,https://twitter.com/elonmusk/status/1148005501625499648,44196397,2019-07-07 23:06:55+00:00,Sun Jul 07 23:06:55 +0000 2019,,,,
+1818,elonmusk,atlasobscura,Sounds like fun,133,3437,115,1148003767867936769,https://twitter.com/elonmusk/status/1148003767867936769,44196397,2019-07-07 23:00:01+00:00,Sun Jul 07 23:00:01 +0000 2019,,,,
+1819,elonmusk,CormacSheehan1,Occupy Mars,97,1230,95,1147944769537994753,https://twitter.com/elonmusk/status/1147944769537994753,44196397,2019-07-07 19:05:35+00:00,Sun Jul 07 19:05:35 +0000 2019,,,,
+1820,elonmusk,tesla_truth, ,59,3495,72,1147935541347807232,https://twitter.com/elonmusk/status/1147935541347807232,44196397,2019-07-07 18:28:55+00:00,Sun Jul 07 18:28:55 +0000 2019,,,,
+1821,elonmusk,,Cat is out of the bag ,4173,38236,1220,1147934921656111104,https://twitter.com/elonmusk/status/1147934921656111104,44196397,2019-07-07 18:26:27+00:00,Sun Jul 07 18:26:27 +0000 2019,,,,https://www.bloomberg.com/news/articles/2019-07-06/gates-says-steve-jobs-cast-spells-to-keep-apple-from-dying?utm_campaign=news&utm_medium=bd&utm_source=applenews
+1822,elonmusk,austinbarnard45,"Exciting progress in Boca! Hopper almost ready to hover. Based on tonight’s test, looks like 600 Hz Raptor vibration problem is fixed.",528,4633,199,1147790758449012736,https://twitter.com/elonmusk/status/1147790758449012736,44196397,2019-07-07 08:53:36+00:00,Sun Jul 07 08:53:36 +0000 2019,,,,
+1823,elonmusk,DiscoverMag,Sharknado is real,690,9951,162,1147438570430296064,https://twitter.com/elonmusk/status/1147438570430296064,44196397,2019-07-06 09:34:08+00:00,Sat Jul 06 09:34:08 +0000 2019,,,,
+1824,elonmusk,DaddyDiaz3,When sheets come loose all dignity is lost,263,6974,67,1147436241501085698,https://twitter.com/elonmusk/status/1147436241501085698,44196397,2019-07-06 09:24:52+00:00,Sat Jul 06 09:24:52 +0000 2019,,,,
+1825,elonmusk,,Model X as it should be shown https://www.instagram.com/p/BzhWjnZgQSj/?igshid=ly4ynqxne44p,1983,23577,679,1147434859217870848,https://twitter.com/elonmusk/status/1147434859217870848,44196397,2019-07-06 09:19:23+00:00,Sat Jul 06 09:19:23 +0000 2019,,,,https://www.instagram.com/p/BzhWjnZgQSj/?igshid=ly4ynqxne44p
+1826,elonmusk,,What ants must feel like,11255,109805,1061,1147434181082800129,https://twitter.com/elonmusk/status/1147434181082800129,44196397,2019-07-06 09:16:41+00:00,Sat Jul 06 09:16:41 +0000 2019,,,,
+1827,elonmusk,mundanemun, ,14,580,14,1147433167860592640,https://twitter.com/elonmusk/status/1147433167860592640,44196397,2019-07-06 09:12:40+00:00,Sat Jul 06 09:12:40 +0000 2019,,,,
+1828,elonmusk,,Yeah,12,488,28,1147418493832187904,https://twitter.com/elonmusk/status/1147418493832187904,44196397,2019-07-06 08:14:21+00:00,Sat Jul 06 08:14:21 +0000 2019,,,,
+1829,elonmusk,,Landing on Ms. Tree,1562,23873,456,1146574336205058048,https://twitter.com/elonmusk/status/1146574336205058048,44196397,2019-07-04 00:19:58+00:00,Thu Jul 04 00:19:58 +0000 2019,,,,
+1830,elonmusk,SpaceX,Rocket fairing returning from space,3017,35562,598,1146571114551709698,https://twitter.com/elonmusk/status/1146571114551709698,44196397,2019-07-04 00:07:10+00:00,Thu Jul 04 00:07:10 +0000 2019,,,,https://twitter.com/SpaceX/status/1146546495241371649
+1831,elonmusk,Rec1pr0city,"Active safety will continue to improve via over-the-air software updates. Since all Tesla cars are connected, we analyze each accident & do our best to minimize probability of recurrence.",120,1544,63,1146558452115730433,https://twitter.com/elonmusk/status/1146558452115730433,44196397,2019-07-03 23:16:51+00:00,Wed Jul 03 23:16:51 +0000 2019,,,,
+1832,elonmusk,SpaceSpam_com,"We must safeguard the future of life by transitioning to sustainable energy on Earth & becoming multiplanetary via Mars. It’s not clear how much time we have to do these things, but sooner is definitely better.",1847,17104,558,1146556923614941186,https://twitter.com/elonmusk/status/1146556923614941186,44196397,2019-07-03 23:10:47+00:00,Wed Jul 03 23:10:47 +0000 2019,,,,
+1833,elonmusk,gagansachdev4,Best crash safety system is not crashing in the first place. Makes a world of difference for pedestrians & cyclists especially.,92,1452,51,1146551947161296896,https://twitter.com/elonmusk/status/1146551947161296896,44196397,2019-07-03 22:51:00+00:00,Wed Jul 03 22:51:00 +0000 2019,,,,
+1834,elonmusk,Suganthanmn,Should be fixed soon,30,890,36,1146547201482485760,https://twitter.com/elonmusk/status/1146547201482485760,44196397,2019-07-03 22:32:09+00:00,Wed Jul 03 22:32:09 +0000 2019,,,,
+1835,elonmusk,,Reason for top rating is that active steering & braking safety features of Tesla Autopilot are turned on no cost for all cars,1126,12860,500,1146546049932070912,https://twitter.com/elonmusk/status/1146546049932070912,44196397,2019-07-03 22:27:34+00:00,Wed Jul 03 22:27:34 +0000 2019,,,,https://www.wired.com/story/tesla-model-3-can-survive-crash-avoid-one-too/
+1836,elonmusk,TesIaCharts, ,531,27258,237,1146288466373877762,https://twitter.com/elonmusk/status/1146288466373877762,44196397,2019-07-03 05:24:02+00:00,Wed Jul 03 05:24:02 +0000 2019,,,,
+1837,elonmusk,CNBCnow,Congratulations Tesla team & thanks to all the new Tesla owners!! ,4409,59501,1726,1146152051434381313,https://twitter.com/elonmusk/status/1146152051434381313,44196397,2019-07-02 20:21:58+00:00,Tue Jul 02 20:21:58 +0000 2019,,,,https://twitter.com/CNBCnow/status/1146151371571380225
+1838,elonmusk,RationalEtienne,Sure,50,2069,59,1146149611259609089,https://twitter.com/elonmusk/status/1146149611259609089,44196397,2019-07-02 20:12:16+00:00,Tue Jul 02 20:12:16 +0000 2019,,,,
+1839,elonmusk,flcnhvy,Good one ,39,2360,30,1146148070842724352,https://twitter.com/elonmusk/status/1146148070842724352,44196397,2019-07-02 20:06:09+00:00,Tue Jul 02 20:06:09 +0000 2019,,,,
+1840,elonmusk,,Meme of recursive irony,5046,56747,832,1146147067015778304,https://twitter.com/elonmusk/status/1146147067015778304,44196397,2019-07-02 20:02:09+00:00,Tue Jul 02 20:02:09 +0000 2019,,,,
+1841,elonmusk,JoshSlaviero,Not often these days. Good way to spend time with kids though.,21,685,22,1146145818442792960,https://twitter.com/elonmusk/status/1146145818442792960,44196397,2019-07-02 19:57:12+00:00,Tue Jul 02 19:57:12 +0000 2019,,,,
+1842,elonmusk,v_g_fischer,Playing a little Polytopia. Gonna try Solaris w my boys.,40,710,48,1146144845318299650,https://twitter.com/elonmusk/status/1146144845318299650,44196397,2019-07-02 19:53:20+00:00,Tue Jul 02 19:53:20 +0000 2019,,,,
+1843,elonmusk,d0nahue27,Death Note,48,699,54,1146142642570502144,https://twitter.com/elonmusk/status/1146142642570502144,44196397,2019-07-02 19:44:34+00:00,Tue Jul 02 19:44:34 +0000 2019,,,,
+1844,elonmusk,flcnhvy,"Yeah, exactly ",31,1344,87,1145807256220360705,https://twitter.com/elonmusk/status/1145807256220360705,44196397,2019-07-01 21:31:52+00:00,Mon Jul 01 21:31:52 +0000 2019,,,,
+1845,elonmusk,gursel_mutlu,"Yep, order online at http://Tesla.com in 2 mins &amp; car delivered direct to home",1850,28061,1105,1145805587969478657,https://twitter.com/elonmusk/status/1145805587969478657,44196397,2019-07-01 21:25:14+00:00,Mon Jul 01 21:25:14 +0000 2019,,,,"http://Tesla.com,https://twitter.com/gursel_mutlu/status/1145187380715855873"
+1846,elonmusk,Alpsoy66,Is this true @CGrantWSJ?,382,8438,356,1145700762678263808,https://twitter.com/elonmusk/status/1145700762678263808,44196397,2019-07-01 14:28:42+00:00,Mon Jul 01 14:28:42 +0000 2019,,@CGrantWSJ,,
+1847,elonmusk,elonmusk,"FWIW, based on calcs I did 10 years ago, cross-over point for Li-ion beating kerosene is ~400 Wh/kg. High cycle batteries are just over 300 Wh/kg today, but probably exceed 400 in ~5 years.",276,6052,210,1145155868909948928,https://twitter.com/elonmusk/status/1145155868909948928,44196397,2019-06-30 02:23:29+00:00,Sun Jun 30 02:23:29 +0000 2019,,,,
+1848,elonmusk,NebraskaJR,"Jet A (kerosene) has much higher energy density than Li-ion, but electric motors weigh much less & convert stored energy to motion better than combustion engines",137,5004,77,1145149274809761793,https://twitter.com/elonmusk/status/1145149274809761793,44196397,2019-06-30 01:57:17+00:00,Sun Jun 30 01:57:17 +0000 2019,,,,
+1849,elonmusk,Ninja,"Yes, but still a bit too limited on range. That will change in coming years as battery energy density improves.",4231,121022,1306,1145115024114896896,https://twitter.com/elonmusk/status/1145115024114896896,44196397,2019-06-29 23:41:11+00:00,Sat Jun 29 23:41:11 +0000 2019,,,,
+1850,elonmusk,teslaownersSV,Huge thanks to all Tesla supporters around the world helping the cause. We you!!,2340,43542,1064,1145044275916234752,https://twitter.com/elonmusk/status/1145044275916234752,44196397,2019-06-29 19:00:03+00:00,Sat Jun 29 19:00:03 +0000 2019,,,,https://twitter.com/teslaownersSV/status/1132361490688761856
+1851,elonmusk,elonmusk,Tweak music & car karaoke,339,10749,403,1144693095201562624,https://twitter.com/elonmusk/status/1144693095201562624,44196397,2019-06-28 19:44:35+00:00,Fri Jun 28 19:44:35 +0000 2019,,,,
+1852,elonmusk,Tesla,"Fun, little music tool coming later",427,19415,370,1144692801407336449,https://twitter.com/elonmusk/status/1144692801407336449,44196397,2019-06-28 19:43:25+00:00,Fri Jun 28 19:43:25 +0000 2019,,,,
+1853,elonmusk,EforElectric,Sure. Want to add easy import/export of images from your phone.,36,1390,45,1144692596372983808,https://twitter.com/elonmusk/status/1144692596372983808,44196397,2019-06-28 19:42:36+00:00,Fri Jun 28 19:42:36 +0000 2019,,,,
+1854,elonmusk,,Thanks for the happy birthday wishes! ,11908,254012,18512,1144519004159205376,https://twitter.com/elonmusk/status/1144519004159205376,44196397,2019-06-28 08:12:49+00:00,Fri Jun 28 08:12:49 +0000 2019,,,,
+1855,elonmusk,Erdayastronaut,"One day, there will be a little racing game in the racing game in the car",951,27850,479,1144518197028229120,https://twitter.com/elonmusk/status/1144518197028229120,44196397,2019-06-28 08:09:36+00:00,Fri Jun 28 08:09:36 +0000 2019,,,,
+1856,elonmusk,nichegamer,Merkindise coming soon!,40,1923,89,1144513716425285633,https://twitter.com/elonmusk/status/1144513716425285633,44196397,2019-06-28 07:51:48+00:00,Fri Jun 28 07:51:48 +0000 2019,,,,
+1857,elonmusk,tomekdrabas,They have the best merkins,14,969,62,1144447456408526848,https://twitter.com/elonmusk/status/1144447456408526848,44196397,2019-06-28 03:28:31+00:00,Fri Jun 28 03:28:31 +0000 2019,,,,
+1858,elonmusk,AngelNDevil2,I’m such a bad public speaker! Damn.,48,1468,232,1144447020708483073,https://twitter.com/elonmusk/status/1144447020708483073,44196397,2019-06-28 03:26:47+00:00,Fri Jun 28 03:26:47 +0000 2019,,,,
+1859,elonmusk,juleepam,These do seem like wise words,93,1336,52,1144439986055462912,https://twitter.com/elonmusk/status/1144439986055462912,44196397,2019-06-28 02:58:49+00:00,Fri Jun 28 02:58:49 +0000 2019,,,,
+1860,elonmusk,TheOnion,If only we’d listened …,1722,17956,284,1144435057555312640,https://twitter.com/elonmusk/status/1144435057555312640,44196397,2019-06-28 02:39:14+00:00,Fri Jun 28 02:39:14 +0000 2019,,,,
+1861,elonmusk,rainnwilson, ,113,3589,59,1144434630508142592,https://twitter.com/elonmusk/status/1144434630508142592,44196397,2019-06-28 02:37:33+00:00,Fri Jun 28 02:37:33 +0000 2019,,,,
+1862,elonmusk,,"But, if you’re going to buy a merkin, be sure to haggle properly!",401,15712,447,1144426849113640960,https://twitter.com/elonmusk/status/1144426849113640960,44196397,2019-06-28 02:06:37+00:00,Fri Jun 28 02:06:37 +0000 2019,,,,https://m.youtube.com/watch?v=51_Qs8tq5c8
+1863,elonmusk,,"If you don’t already know what a merkin is, don’t google it. You have been warned.",1020,22937,1182,1144425117679857664,https://twitter.com/elonmusk/status/1144425117679857664,44196397,2019-06-28 01:59:45+00:00,Fri Jun 28 01:59:45 +0000 2019,,,,
+1864,elonmusk,,Typing Merlin literally just autocorrected me to merkin ,1846,45180,1555,1144419494728753152,https://twitter.com/elonmusk/status/1144419494728753152,44196397,2019-06-28 01:37:24+00:00,Fri Jun 28 01:37:24 +0000 2019,,,,
+1865,elonmusk,teslaownersSV,"We poured our heart & soul into it. Lot of hubris too, but no regrets. Fabergé egg of cars.",76,1561,130,1144334332842119168,https://twitter.com/elonmusk/status/1144334332842119168,44196397,2019-06-27 19:59:00+00:00,Thu Jun 27 19:59:00 +0000 2019,,,,
+1866,elonmusk,elonmusk,"Hardly anyone noticed, but still",34,1206,80,1144333531558100994,https://twitter.com/elonmusk/status/1144333531558100994,44196397,2019-06-27 19:55:49+00:00,Thu Jun 27 19:55:49 +0000 2019,,,,
+1867,elonmusk,naturenick,We worked so hard to create that exact view. Seat rails flush with floor on a rear-slanted monopost.,35,1271,32,1144332965037690880,https://twitter.com/elonmusk/status/1144332965037690880,44196397,2019-06-27 19:53:34+00:00,Thu Jun 27 19:53:34 +0000 2019,,,,
+1868,elonmusk,,Design & production of The Spirit of St Louis was so incredible https://en.m.wikipedia.org/wiki/Spirit_of_St._Louis,336,7079,344,1144331725608296448,https://twitter.com/elonmusk/status/1144331725608296448,44196397,2019-06-27 19:48:38+00:00,Thu Jun 27 19:48:38 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Spirit_of_St._Louis
+1869,elonmusk,cleantechnica,2.1 sec 0-60 mph is base model before adding rocket thruster option,910,13340,498,1144241444435238913,https://twitter.com/elonmusk/status/1144241444435238913,44196397,2019-06-27 13:49:53+00:00,Thu Jun 27 13:49:53 +0000 2019,,,,
+1870,elonmusk,bitbased,That’s actually kinda true,23,816,36,1144070096521957379,https://twitter.com/elonmusk/status/1144070096521957379,44196397,2019-06-27 02:29:01+00:00,Thu Jun 27 02:29:01 +0000 2019,,,,
+1871,elonmusk,SpaceXFan97,Almost anything. Length/diameter is much lower & Starship doesn’t have a hammerhead fairing that acts like main sail.,36,1113,47,1144007788756131840,https://twitter.com/elonmusk/status/1144007788756131840,44196397,2019-06-26 22:21:26+00:00,Wed Jun 26 22:21:26 +0000 2019,,,,
+1872,elonmusk,lister6520,You’re touching on a good critique of Falcon 9. Our 1st stage to 2nd stage propellant ratio is too high. We’re fixing that with Starship.,23,918,23,1144006228823199744,https://twitter.com/elonmusk/status/1144006228823199744,44196397,2019-06-26 22:15:14+00:00,Wed Jun 26 22:15:14 +0000 2019,,,,
+1873,elonmusk,baconmashwbs,"That would be unwise. Probably needs a restraint mechanism like Disney’s Space Mountain roller coaster. Would feel similar to Space Mountain in a lot of ways, but you’d exit on another continent.",67,1140,81,1144005431020392450,https://twitter.com/elonmusk/status/1144005431020392450,44196397,2019-06-26 22:12:04+00:00,Wed Jun 26 22:12:04 +0000 2019,,,,
+1874,elonmusk,Canis_Majoris_6,"~1000, as all seats would be “coach” & no toilets, pilot area or food galley needed. Most flights would only be 15 to 20 mins. It’s basically an ICBM traveling at Mach 25 that lands.",108,1190,127,1144004310503530496,https://twitter.com/elonmusk/status/1144004310503530496,44196397,2019-06-26 22:07:36+00:00,Wed Jun 26 22:07:36 +0000 2019,,,,
+1875,elonmusk,YusifzadaAgshin,"About 100, assuming people want cabins. Pressurized volume is similar to A380. Could take a lot more on shorter trips.",41,736,56,1144002182334812160,https://twitter.com/elonmusk/status/1144002182334812160,44196397,2019-06-26 21:59:09+00:00,Wed Jun 26 21:59:09 +0000 2019,,,,
+1876,elonmusk,Erdayastronaut,"That was our design approach in early days, but fairing mass is much higher & stability of booster in ground winds is low",48,1760,42,1144000167164731392,https://twitter.com/elonmusk/status/1144000167164731392,44196397,2019-06-26 21:51:09+00:00,Wed Jun 26 21:51:09 +0000 2019,,,,
+1877,elonmusk,C3LT_Games,There will be no Block 6. Moving to Starship architecture.,49,1038,45,1143995542969683970,https://twitter.com/elonmusk/status/1143995542969683970,44196397,2019-06-26 21:32:46+00:00,Wed Jun 26 21:32:46 +0000 2019,,,,
+1878,elonmusk,ebelliveau,"Frangible would def hurt reusability. Also, presumably those quarter sections are actuated or aero control will be impossible.",18,582,17,1143995204799799298,https://twitter.com/elonmusk/status/1143995204799799298,44196397,2019-06-26 21:31:25+00:00,Wed Jun 26 21:31:25 +0000 2019,,,,
+1879,elonmusk,SciGuySpace,"Good to see this. Splitting interstage into 4 sections will have some challenges, but could work.",149,5673,96,1143993847439134720,https://twitter.com/elonmusk/status/1143993847439134720,44196397,2019-06-26 21:26:02+00:00,Wed Jun 26 21:26:02 +0000 2019,,,,
+1880,elonmusk,Cocalarix,Probably sooner,20,731,39,1143985568461807617,https://twitter.com/elonmusk/status/1143985568461807617,44196397,2019-06-26 20:53:08+00:00,Wed Jun 26 20:53:08 +0000 2019,,,,
+1881,elonmusk,romaarra,Ok,27,540,26,1143985011680526337,https://twitter.com/elonmusk/status/1143985011680526337,44196397,2019-06-26 20:50:55+00:00,Wed Jun 26 20:50:55 +0000 2019,,,,
+1882,elonmusk,TherrinKSCVC,"Sure, that would be an honor",62,1527,70,1143751049406234630,https://twitter.com/elonmusk/status/1143751049406234630,44196397,2019-06-26 05:21:14+00:00,Wed Jun 26 05:21:14 +0000 2019,,,,
+1883,elonmusk,Erdayastronaut,Most likely. It is programmed to do so.,80,2416,86,1143690889430208514,https://twitter.com/elonmusk/status/1143690889430208514,44196397,2019-06-26 01:22:11+00:00,Wed Jun 26 01:22:11 +0000 2019,,,,
+1884,elonmusk,justpaulinelol,High entry force & heat breached engine bay & center engine TVC failed,178,2253,89,1143690145255841797,https://twitter.com/elonmusk/status/1143690145255841797,44196397,2019-06-26 01:19:14+00:00,Wed Jun 26 01:19:14 +0000 2019,,,,
+1885,elonmusk,Malcolmmarsman,"Ok, thanks",47,1600,90,1143689602458411008,https://twitter.com/elonmusk/status/1143689602458411008,44196397,2019-06-26 01:17:04+00:00,Wed Jun 26 01:17:04 +0000 2019,,,,
+1886,elonmusk,bluemoondance74,:(,36,1176,78,1143689107392086016,https://twitter.com/elonmusk/status/1143689107392086016,44196397,2019-06-26 01:15:06+00:00,Wed Jun 26 01:15:06 +0000 2019,,,,
+1887,elonmusk,bluemoondance74,Working on Tesla global logistics,64,1618,104,1143688793901424640,https://twitter.com/elonmusk/status/1143688793901424640,44196397,2019-06-26 01:13:51+00:00,Wed Jun 26 01:13:51 +0000 2019,,,,
+1888,elonmusk,MattLBates,I know … sigh. Those are truly a work of art.,36,1571,37,1143688496890224640,https://twitter.com/elonmusk/status/1143688496890224640,44196397,2019-06-26 01:12:41+00:00,Wed Jun 26 01:12:41 +0000 2019,,,,
+1889,elonmusk,SptlightVids,"Yes, but we couldn’t take a chance on 2nd stage failing it’s 4th maneuver. This mission was more complex than anything I’m aware of in history of rockets. RIP center core, you did your duty well.",145,2683,74,1143686587877691392,https://twitter.com/elonmusk/status/1143686587877691392,44196397,2019-06-26 01:05:05+00:00,Wed Jun 26 01:05:05 +0000 2019,,,,
+1890,elonmusk,,Ms. Tree caught the Falcon fairing!!,2052,41429,927,1143434042605539328,https://twitter.com/elonmusk/status/1143434042605539328,44196397,2019-06-25 08:21:34+00:00,Tue Jun 25 08:21:34 +0000 2019,,,,
+1891,elonmusk,SpaceXUpdates,High payload/delta-V missions will always be far downrange. Value of boost stage is measured (essentially) by *horizontal* velocity imparted to upper stage. Altitude is almost unimportant.,55,1319,68,1143418511710150656,https://twitter.com/elonmusk/status/1143418511710150656,44196397,2019-06-25 07:19:51+00:00,Tue Jun 25 07:19:51 +0000 2019,,,,
+1892,elonmusk,Erdayastronaut,Center core RUD. It was a long shot.,332,9850,338,1143416587418066944,https://twitter.com/elonmusk/status/1143416587418066944,44196397,2019-06-25 07:12:12+00:00,Tue Jun 25 07:12:12 +0000 2019,,,,
+1893,elonmusk,elonmusk,He was the real deal,22,777,30,1143388381885403137,https://twitter.com/elonmusk/status/1143388381885403137,44196397,2019-06-25 05:20:08+00:00,Tue Jun 25 05:20:08 +0000 2019,,,,
+1894,elonmusk,autonomyEV,One of our main conference rooms at SpaceX is named after Goddard,30,848,15,1143387951470133250,https://twitter.com/elonmusk/status/1143387951470133250,44196397,2019-06-25 05:18:25+00:00,Tue Jun 25 05:18:25 +0000 2019,,,,
+1895,elonmusk,0411ashwin,"No, it’s along the way",22,622,17,1143386791241801728,https://twitter.com/elonmusk/status/1143386791241801728,44196397,2019-06-25 05:13:48+00:00,Tue Jun 25 05:13:48 +0000 2019,,,,
+1896,elonmusk,0411ashwin,Colonizing Mars one mug at a time!,38,1025,34,1143384061014097920,https://twitter.com/elonmusk/status/1143384061014097920,44196397,2019-06-25 05:02:57+00:00,Tue Jun 25 05:02:57 +0000 2019,,,,
+1897,elonmusk,marialauraadr,Waiting for Falcon Heavy to launch means high cortisol levels. This is our toughest rocket launch ever.,55,1402,116,1143362117128654848,https://twitter.com/elonmusk/status/1143362117128654848,44196397,2019-06-25 03:35:46+00:00,Tue Jun 25 03:35:46 +0000 2019,,,,
+1898,elonmusk,tesla_truth,Yeah,27,778,53,1143361574977101824,https://twitter.com/elonmusk/status/1143361574977101824,44196397,2019-06-25 03:33:36+00:00,Tue Jun 25 03:33:36 +0000 2019,,,,
+1899,elonmusk,_TomCross_,Heat will breathe life into Mars,45,1388,66,1143360448592588801,https://twitter.com/elonmusk/status/1143360448592588801,44196397,2019-06-25 03:29:08+00:00,Tue Jun 25 03:29:08 +0000 2019,,,,
+1900,elonmusk,DrunknAstronaut,Yes! I love botanical gardens. This is my favorite: https://www.kew.org,34,798,68,1143357504782503936,https://twitter.com/elonmusk/status/1143357504782503936,44196397,2019-06-25 03:17:26+00:00,Tue Jun 25 03:17:26 +0000 2019,,,,https://www.kew.org
+1901,elonmusk,Erdayastronaut,Absolutely,22,765,32,1143356547126484992,https://twitter.com/elonmusk/status/1143356547126484992,44196397,2019-06-25 03:13:38+00:00,Tue Jun 25 03:13:38 +0000 2019,,,,
+1902,elonmusk,SteelSully,"Yeah, that sounds ideal! I love the KSC rocket garden. Spent many days there looking at rocket design details.",29,872,22,1143355278953463818,https://twitter.com/elonmusk/status/1143355278953463818,44196397,2019-06-25 03:08:35+00:00,Tue Jun 25 03:08:35 +0000 2019,,,,
+1903,elonmusk,John_Gardi,Uh oh,18,779,42,1143347243103244288,https://twitter.com/elonmusk/status/1143347243103244288,44196397,2019-06-25 02:36:39+00:00,Tue Jun 25 02:36:39 +0000 2019,,,,
+1904,elonmusk,annerajb,Ok,12,583,23,1143345170122989568,https://twitter.com/elonmusk/status/1143345170122989568,44196397,2019-06-25 02:28:25+00:00,Tue Jun 25 02:28:25 +0000 2019,,,,
+1905,elonmusk,,"On Mars, I like to drink my coffee in this mug",553,13457,722,1143344216971653120,https://twitter.com/elonmusk/status/1143344216971653120,44196397,2019-06-25 02:24:38+00:00,Tue Jun 25 02:24:38 +0000 2019,,,,https://shop.spacex.com/occupy-mars-heat-sensitive-terraforming-mug.html
+1906,elonmusk,kickber,Chomsky is the Iago of socio-economic theory & Piketty is his docile puppet,32,459,57,1143339171295219712,https://twitter.com/elonmusk/status/1143339171295219712,44196397,2019-06-25 02:04:35+00:00,Tue Jun 25 02:04:35 +0000 2019,,,,
+1907,elonmusk,Matthew_Nolan1,Starship will do orbital launches from Boca Chica (near Brownsville) & Cape,47,1025,43,1143335443666280448,https://twitter.com/elonmusk/status/1143335443666280448,44196397,2019-06-25 01:49:46+00:00,Tue Jun 25 01:49:46 +0000 2019,,,,
+1908,elonmusk,StevenHardison,"At Cape for launch, so watched on hotel screen, but still so beautiful …",22,664,30,1143333457512345600,https://twitter.com/elonmusk/status/1143333457512345600,44196397,2019-06-25 01:41:53+00:00,Tue Jun 25 01:41:53 +0000 2019,,,,
+1909,elonmusk,austinbarnard45,Just watched it from your link ,25,966,31,1143331906408370176,https://twitter.com/elonmusk/status/1143331906408370176,44196397,2019-06-25 01:35:43+00:00,Tue Jun 25 01:35:43 +0000 2019,,,,
+1910,elonmusk,Game_Overlord98,Yeah,14,632,23,1143329943381794819,https://twitter.com/elonmusk/status/1143329943381794819,44196397,2019-06-25 01:27:55+00:00,Tue Jun 25 01:27:55 +0000 2019,,,,
+1911,elonmusk,, Apollo 11 https://m.youtube.com/watch?v=K5JtxB8KVm0,1266,16727,437,1143329600161947648,https://twitter.com/elonmusk/status/1143329600161947648,44196397,2019-06-25 01:26:33+00:00,Tue Jun 25 01:26:33 +0000 2019,,,,https://m.youtube.com/watch?v=K5JtxB8KVm0
+1912,elonmusk,RenataKonkoly,"Yes, the droids can now hold down the center core",48,1177,39,1143296749731241984,https://twitter.com/elonmusk/status/1143296749731241984,44196397,2019-06-24 23:16:01+00:00,Mon Jun 24 23:16:01 +0000 2019,,,,
+1913,elonmusk,Teslarati,"Odds of center core surviving are about 50% imo, as it’s coming in about 4 times faster than a rifle bullet",359,6241,190,1143287719075950593,https://twitter.com/elonmusk/status/1143287719075950593,44196397,2019-06-24 22:40:08+00:00,Mon Jun 24 22:40:08 +0000 2019,,,,
+1914,elonmusk,Scobleizer, Tesla Software Engineering ,207,7987,110,1143277935060803589,https://twitter.com/elonmusk/status/1143277935060803589,44196397,2019-06-24 22:01:15+00:00,Mon Jun 24 22:01:15 +0000 2019,,,,
+1915,elonmusk,,Falcon Heavy on LC-39A,8039,79309,1488,1143277679443095559,https://twitter.com/elonmusk/status/1143277679443095559,44196397,2019-06-24 22:00:14+00:00,Mon Jun 24 22:00:14 +0000 2019,,,,
+1916,elonmusk,Erdayastronaut,"All Raptors have slight throttle range by adjusting flow to ox & fuel turbines, but deep throttling imposes limitations on injector stiffness & needs extra hardware. Swear these are legit technical terms ",64,1632,87,1143211289499578368,https://twitter.com/elonmusk/status/1143211289499578368,44196397,2019-06-24 17:36:25+00:00,Mon Jun 24 17:36:25 +0000 2019,,,,
+1917,elonmusk,Some1gee,It’s a factor. Main reason is that FFSC is the ultimate architecture for converting propellant into rocket velocity.,18,540,15,1143207768423313408,https://twitter.com/elonmusk/status/1143207768423313408,44196397,2019-06-24 17:22:26+00:00,Mon Jun 24 17:22:26 +0000 2019,,,,
+1918,elonmusk,Elthiryel,"Yes, they run at *much* higher pressure, but lower temperature. Thermal shock & strain are what fatigue Merlin turbine blades. Solvable for high reusability, but better to apply that engineering to Raptor.",20,616,9,1143207172756647937,https://twitter.com/elonmusk/status/1143207172756647937,44196397,2019-06-24 17:20:04+00:00,Mon Jun 24 17:20:04 +0000 2019,,,,
+1919,elonmusk,SpaceXFan97,"Same as last time, although we made a design improvement that could yield about 7 bar more",19,686,18,1143196366614749184,https://twitter.com/elonmusk/status/1143196366614749184,44196397,2019-06-24 16:37:08+00:00,Mon Jun 24 16:37:08 +0000 2019,,,,
+1920,elonmusk,Erdayastronaut,Merlin could probably do 1000 flights too. Turbine blade fatigue cracking would require periodic weld repair or replacement. Probably some seals & bearings as well. Coking not really an issue.,54,1364,38,1143195449425321984,https://twitter.com/elonmusk/status/1143195449425321984,44196397,2019-06-24 16:33:29+00:00,Mon Jun 24 16:33:29 +0000 2019,,,,
+1921,elonmusk,engadget,So cool,307,11942,196,1143141729908023297,https://twitter.com/elonmusk/status/1143141729908023297,44196397,2019-06-24 13:00:01+00:00,Mon Jun 24 13:00:01 +0000 2019,,,,
+1922,elonmusk,soswow,Anything with high contrast,14,648,17,1143139726339256321,https://twitter.com/elonmusk/status/1143139726339256321,44196397,2019-06-24 12:52:03+00:00,Mon Jun 24 12:52:03 +0000 2019,,,,
+1923,elonmusk,teslaownersSV,Excessive shades of grey,35,806,60,1143139343948759040,https://twitter.com/elonmusk/status/1143139343948759040,44196397,2019-06-24 12:50:32+00:00,Mon Jun 24 12:50:32 +0000 2019,,,,
+1924,elonmusk,elontimes,"Yeah, we’ve been working on curbs a *lot*. Concrete seams too. So glamorous.",19,484,26,1143137462283382784,https://twitter.com/elonmusk/status/1143137462283382784,44196397,2019-06-24 12:43:04+00:00,Mon Jun 24 12:43:04 +0000 2019,,,,
+1925,elonmusk,Erdayastronaut,"Other rocket engines were designed for no (or almost no) reuse. Raptor is designed for heavy & immediate reuse, like an aircraft jet engine, with inspections required only after many flights, assuming instrumentation shows it good. Using hydrostatic bearings certainly helps.",137,2140,61,1143128635525799936,https://twitter.com/elonmusk/status/1143128635525799936,44196397,2019-06-24 12:07:59+00:00,Mon Jun 24 12:07:59 +0000 2019,,,,
+1926,elonmusk,28delayslater,Third revision of Enhanced Summon hopefully going to Tesla owners with early access later this week,66,920,64,1143109288103239680,https://twitter.com/elonmusk/status/1143109288103239680,44196397,2019-06-24 10:51:06+00:00,Mon Jun 24 10:51:06 +0000 2019,,,,
+1927,elonmusk,EvaFoxU,Haha,8,331,7,1143108468070658053,https://twitter.com/elonmusk/status/1143108468070658053,44196397,2019-06-24 10:47:51+00:00,Mon Jun 24 10:47:51 +0000 2019,,,,
+1928,elonmusk,joe_mckirdy,Depends on destination,18,624,30,1143043190892744704,https://twitter.com/elonmusk/status/1143043190892744704,44196397,2019-06-24 06:28:28+00:00,Mon Jun 24 06:28:28 +0000 2019,,,,
+1929,elonmusk,Erdayastronaut,"Planning on a simplifying mod to Raptor for max thrust, but no throttling, to get to 250 mT level",52,1268,29,1143042578973171713,https://twitter.com/elonmusk/status/1143042578973171713,44196397,2019-06-24 06:26:02+00:00,Mon Jun 24 06:26:02 +0000 2019,,,,
+1930,elonmusk,Erdayastronaut,"Since Raptor produces 200 tons of force, cost per ton would be $1000. However, Raptor is designed for ~1000 flights with negligible maintenance, so cost per ton over time would actually be ~$1.",167,2185,68,1143040289587814400,https://twitter.com/elonmusk/status/1143040289587814400,44196397,2019-06-24 06:16:56+00:00,Mon Jun 24 06:16:56 +0000 2019,,,,
+1931,elonmusk,,Chomsky sucks,484,2389,561,1143036518958882816,https://twitter.com/elonmusk/status/1143036518958882816,44196397,2019-06-24 06:01:57+00:00,Mon Jun 24 06:01:57 +0000 2019,,,,
+1932,elonmusk,,"Yet another Monty Python reference, possibly my favorite",673,18904,458,1143034705555730433,https://twitter.com/elonmusk/status/1143034705555730433,44196397,2019-06-24 05:54:45+00:00,Mon Jun 24 05:54:45 +0000 2019,,,,https://m.youtube.com/watch?v=R7qT-C-0ajI
+1933,elonmusk,,Anarcho-syndicalism FTW!!,1067,22299,959,1143032327783768064,https://twitter.com/elonmusk/status/1143032327783768064,44196397,2019-06-24 05:45:18+00:00,Mon Jun 24 05:45:18 +0000 2019,,,,
+1934,elonmusk,Erdayastronaut,"More than that now, but <10% of that in volume, although much to be proven",39,1456,23,1143026166112108544,https://twitter.com/elonmusk/status/1143026166112108544,44196397,2019-06-24 05:20:49+00:00,Mon Jun 24 05:20:49 +0000 2019,,,,
+1935,elonmusk,HarryStoltz1,"Full year production is usually ~70% of peak daily rate, so 500/year. Still, non-trivial at 100,000 tons of thrust/year.",64,1502,32,1143022645585358848,https://twitter.com/elonmusk/status/1143022645585358848,44196397,2019-06-24 05:06:49+00:00,Mon Jun 24 05:06:49 +0000 2019,,,,
+1936,elonmusk,Erdayastronaut,"Raptor liberated its oxygen turbine stator (appears to be mechanical, not metal combustion failure), so we need to update the design & replace some parts. Production is ramping exponentially, though. SN6 almost done. Aiming for an engine every 12 hours by end of year.",175,3304,81,1143019549492744203,https://twitter.com/elonmusk/status/1143019549492744203,44196397,2019-06-24 04:54:31+00:00,Mon Jun 24 04:54:31 +0000 2019,,,,
+1937,elonmusk,MinaMYoussef,,75,1235,89,1143009367953944578,https://twitter.com/elonmusk/status/1143009367953944578,44196397,2019-06-24 04:14:04+00:00,Mon Jun 24 04:14:04 +0000 2019,,,,
+1938,elonmusk,Erdayastronaut,"For sure moon 1st, as it’s only 3 days away & u don’t need interplanetary orbital synchronization",185,4696,78,1143007430898528256,https://twitter.com/elonmusk/status/1143007430898528256,44196397,2019-06-24 04:06:22+00:00,Mon Jun 24 04:06:22 +0000 2019,,,,
+1939,elonmusk,elonmusk,Moon too,291,11162,161,1142905897846394881,https://twitter.com/elonmusk/status/1142905897846394881,44196397,2019-06-23 21:22:54+00:00,Sun Jun 23 21:22:54 +0000 2019,,,,
+1940,elonmusk,flcnhvy, ,186,11131,75,1142905564189450240,https://twitter.com/elonmusk/status/1142905564189450240,44196397,2019-06-23 21:21:35+00:00,Sun Jun 23 21:21:35 +0000 2019,,,,
+1941,elonmusk,,,20942,185622,4741,1142904294196178944,https://twitter.com/elonmusk/status/1142904294196178944,44196397,2019-06-23 21:16:32+00:00,Sun Jun 23 21:16:32 +0000 2019,,,,
+1942,elonmusk,RobertPittUK,Earth,31,1442,38,1142902674636955648,https://twitter.com/elonmusk/status/1142902674636955648,44196397,2019-06-23 21:10:06+00:00,Sun Jun 23 21:10:06 +0000 2019,,,,
+1943,elonmusk,urnamma,After Starship returns from orbit,30,1506,36,1142902063203942400,https://twitter.com/elonmusk/status/1142902063203942400,44196397,2019-06-23 21:07:40+00:00,Sun Jun 23 21:07:40 +0000 2019,,,,
+1944,elonmusk,Perky3327,Mars belongs to the Martians,320,3564,168,1142892702968631296,https://twitter.com/elonmusk/status/1142892702968631296,44196397,2019-06-23 20:30:28+00:00,Sun Jun 23 20:30:28 +0000 2019,,,,
+1945,elonmusk,Erdayastronaut,A lot.,71,3784,152,1142890866471665664,https://twitter.com/elonmusk/status/1142890866471665664,44196397,2019-06-23 20:23:11+00:00,Sun Jun 23 20:23:11 +0000 2019,,,,
+1946,elonmusk,,Accelerating Starship development to build the Martian Technocracy,6047,81599,2215,1142890265369202688,https://twitter.com/elonmusk/status/1142890265369202688,44196397,2019-06-23 20:20:47+00:00,Sun Jun 23 20:20:47 +0000 2019,,,,
+1947,elonmusk,,Anywhere can be paradise as long as you have the will to live. 新世紀エヴァンゲリオン,24045,127159,2707,1142847732593258496,https://twitter.com/elonmusk/status/1142847732593258496,44196397,2019-06-23 17:31:47+00:00,Sun Jun 23 17:31:47 +0000 2019,,,,
+1948,elonmusk,ItWiggled,Maybe a musket with candy ammo?,40,1064,108,1142498938630443008,https://twitter.com/elonmusk/status/1142498938630443008,44196397,2019-06-22 18:25:48+00:00,Sat Jun 22 18:25:48 +0000 2019,,,,
+1949,elonmusk,fermatslibrary,e^ln( ) = ,4340,36270,554,1142491430796984320,https://twitter.com/elonmusk/status/1142491430796984320,44196397,2019-06-22 17:55:58+00:00,Sat Jun 22 17:55:58 +0000 2019,,,,
+1950,elonmusk,s8n,Swear it works great in hell or yer back,386,14511,108,1142181516870422528,https://twitter.com/elonmusk/status/1142181516870422528,44196397,2019-06-21 21:24:28+00:00,Fri Jun 21 21:24:28 +0000 2019,,,,
+1951,elonmusk,PolyBork,Haha,28,1431,24,1142181026862522368,https://twitter.com/elonmusk/status/1142181026862522368,44196397,2019-06-21 21:22:32+00:00,Fri Jun 21 21:22:32 +0000 2019,,,,
+1952,elonmusk,s8n,,366,9428,84,1142180621877334017,https://twitter.com/elonmusk/status/1142180621877334017,44196397,2019-06-21 21:20:55+00:00,Fri Jun 21 21:20:55 +0000 2019,,,,
+1953,elonmusk,alex_avoigt,"A few other small things change, but pretty close",36,1140,50,1142134742726275072,https://twitter.com/elonmusk/status/1142134742726275072,44196397,2019-06-21 18:18:37+00:00,Fri Jun 21 18:18:37 +0000 2019,,,,
+1954,elonmusk,elonmusk,Tesla is putting significant resources into high-efficiency battery recycling. Makes both environmental & economic sense. Please consider joining if interested in recycling engineering!,163,2016,58,1142130690848256002,https://twitter.com/elonmusk/status/1142130690848256002,44196397,2019-06-21 18:02:31+00:00,Fri Jun 21 18:02:31 +0000 2019,,,,
+1955,elonmusk,tmornini,"No, we’re already recycling them",510,15333,237,1142115432649777152,https://twitter.com/elonmusk/status/1142115432649777152,44196397,2019-06-21 17:01:53+00:00,Fri Jun 21 17:01:53 +0000 2019,,,,
+1956,elonmusk,eugenelee3,"Yes, demographics, stratified by age, will look like an upside down pyramid with many old people & fewer young",52,996,116,1141978540021170176,https://twitter.com/elonmusk/status/1141978540021170176,44196397,2019-06-21 07:57:55+00:00,Fri Jun 21 07:57:55 +0000 2019,,,,
+1957,elonmusk,engineers_feed,"Real issue will an aging & declining world population by 2050, *not* overpopulation. Randers estimate far more accurate than UN imo: https://en.m.wikipedia.org/wiki/Projections_of_population_growth",500,7267,327,1141977875567919104,https://twitter.com/elonmusk/status/1141977875567919104,44196397,2019-06-21 07:55:17+00:00,Fri Jun 21 07:55:17 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Projections_of_population_growth
+1958,elonmusk,Kristennetten,https://en.m.wikipedia.org/wiki/Self-replicating_spacecraft#Von_Neumann_probes,91,1540,114,1141805140581613574,https://twitter.com/elonmusk/status/1141805140581613574,44196397,2019-06-20 20:28:53+00:00,Thu Jun 20 20:28:53 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Self-replicating_spacecraft#Von_Neumann_probes
+1959,elonmusk,,We are the Von Neumann machines,1525,36145,887,1141803607362166784,https://twitter.com/elonmusk/status/1141803607362166784,44196397,2019-06-20 20:22:48+00:00,Thu Jun 20 20:22:48 +0000 2019,,,,
+1960,elonmusk,,,7689,99706,1271,1141783924508516352,https://twitter.com/elonmusk/status/1141783924508516352,44196397,2019-06-20 19:04:35+00:00,Thu Jun 20 19:04:35 +0000 2019,,,,
+1961,elonmusk,hntrcllns,Yezz,39,1064,56,1141782573498040320,https://twitter.com/elonmusk/status/1141782573498040320,44196397,2019-06-20 18:59:13+00:00,Thu Jun 20 18:59:13 +0000 2019,,,,
+1962,elonmusk,,Stonk tip of the day,83632,456109,3489,1141781922500239361,https://twitter.com/elonmusk/status/1141781922500239361,44196397,2019-06-20 18:56:38+00:00,Thu Jun 20 18:56:38 +0000 2019,,,,
+1963,elonmusk,,Kids playing Beach Buggy in Tesla store,1820,45891,711,1141779311155744768,https://twitter.com/elonmusk/status/1141779311155744768,44196397,2019-06-20 18:46:15+00:00,Thu Jun 20 18:46:15 +0000 2019,,,,
+1964,elonmusk,Cmdr_Hadfield,"Exactly. And many areas of countries showing good Internet actually have poor or no access, so those are important to address too.",295,5788,240,1141770185667469312,https://twitter.com/elonmusk/status/1141770185667469312,44196397,2019-06-20 18:09:59+00:00,Thu Jun 20 18:09:59 +0000 2019,,,,
+1965,elonmusk,marshgre,One of my favorite original Roadster colors!,30,1879,115,1141530584046604295,https://twitter.com/elonmusk/status/1141530584046604295,44196397,2019-06-20 02:17:54+00:00,Thu Jun 20 02:17:54 +0000 2019,,,,
+1966,elonmusk,Model3Owners,How about baby pink?,78,2925,260,1141530118621257729,https://twitter.com/elonmusk/status/1141530118621257729,44196397,2019-06-20 02:16:03+00:00,Thu Jun 20 02:16:03 +0000 2019,,,,
+1967,elonmusk,,Reminder that US federal tax drops by $1875 for any Tesla delivered after June 30. Order online at http://Tesla.com.,641,8384,520,1141439850861588480,https://twitter.com/elonmusk/status/1141439850861588480,44196397,2019-06-19 20:17:22+00:00,Wed Jun 19 20:17:22 +0000 2019,,,,http://Tesla.com
+1968,elonmusk,Model3Owners,"Changing the palette is hell on service, because cars last for 20 years. Every color change has a long tail of hurt, especially for Model 3.",50,2533,158,1141419842139852800,https://twitter.com/elonmusk/status/1141419842139852800,44196397,2019-06-19 18:57:51+00:00,Wed Jun 19 18:57:51 +0000 2019,,,,
+1969,elonmusk,dealer_of_happy,A simple white (not pearl multi-coat),70,3411,197,1141411390155980800,https://twitter.com/elonmusk/status/1141411390155980800,44196397,2019-06-19 18:24:16+00:00,Wed Jun 19 18:24:16 +0000 2019,,,,
+1970,elonmusk,,"Starting next month, Tesla will charge $1000 for color black (same price as silver)",1372,42586,2566,1141409584457768960,https://twitter.com/elonmusk/status/1141409584457768960,44196397,2019-06-19 18:17:05+00:00,Wed Jun 19 18:17:05 +0000 2019,,,,
+1971,elonmusk,techAU,Will consider,29,1012,88,1141378360544641024,https://twitter.com/elonmusk/status/1141378360544641024,44196397,2019-06-19 16:13:01+00:00,Wed Jun 19 16:13:01 +0000 2019,,,,
+1972,elonmusk,Teslarati,This will be our most difficult launch ever,360,8744,341,1141375028321062912,https://twitter.com/elonmusk/status/1141375028321062912,44196397,2019-06-19 15:59:47+00:00,Wed Jun 19 15:59:47 +0000 2019,,,,
+1973,elonmusk,KTLA,But on the inside …,1210,19251,356,1141367104702038016,https://twitter.com/elonmusk/status/1141367104702038016,44196397,2019-06-19 15:28:17+00:00,Wed Jun 19 15:28:17 +0000 2019,,,,
+1974,elonmusk,JaneidyEve,Original Star Wars,80,1570,133,1141201369556119554,https://twitter.com/elonmusk/status/1141201369556119554,44196397,2019-06-19 04:29:43+00:00,Wed Jun 19 04:29:43 +0000 2019,,,,
+1975,elonmusk,cleantechnica,Sole meunière,68,2137,76,1141198742919344130,https://twitter.com/elonmusk/status/1141198742919344130,44196397,2019-06-19 04:19:17+00:00,Wed Jun 19 04:19:17 +0000 2019,,,,https://m.youtube.com/watch?v=uycsfu4574w
+1976,elonmusk,amiralisarrafi,Probably fine. Some Tesla taxis in Amsterdam have 3 times that mileage.,31,989,53,1141169500512870400,https://twitter.com/elonmusk/status/1141169500512870400,44196397,2019-06-19 02:23:05+00:00,Wed Jun 19 02:23:05 +0000 2019,,,,
+1977,elonmusk,nichegamer,"Actually, I stole it from my secret meme dealer #moneygang",149,6352,94,1141132845202599937,https://twitter.com/elonmusk/status/1141132845202599937,44196397,2019-06-18 23:57:26+00:00,Tue Jun 18 23:57:26 +0000 2019,#moneygang,,,
+1978,elonmusk,flcnhvy," Non, je ne regrette meme ",251,7168,120,1141064867039727616,https://twitter.com/elonmusk/status/1141064867039727616,44196397,2019-06-18 19:27:18+00:00,Tue Jun 18 19:27:18 +0000 2019,,,,
+1979,elonmusk,TeslaTn, ,28,940,41,1141062780012978176,https://twitter.com/elonmusk/status/1141062780012978176,44196397,2019-06-18 19:19:01+00:00,Tue Jun 18 19:19:01 +0000 2019,,,,
+1980,elonmusk,28delayslater,Missed you too ,83,5298,107,1141062737960853504,https://twitter.com/elonmusk/status/1141062737960853504,44196397,2019-06-18 19:18:51+00:00,Tue Jun 18 19:18:51 +0000 2019,,,,
+1981,elonmusk,,Touched by an ,30150,231190,2527,1141052390759698433,https://twitter.com/elonmusk/status/1141052390759698433,44196397,2019-06-18 18:37:44+00:00,Tue Jun 18 18:37:44 +0000 2019,,,,
+1982,elonmusk,vincent13031925,Not sure yet,31,1213,75,1140476920322068480,https://twitter.com/elonmusk/status/1140476920322068480,44196397,2019-06-17 04:31:01+00:00,Mon Jun 17 04:31:01 +0000 2019,,,,
+1983,elonmusk,elonmusk,My chariot license is made of papyrus!,48,1404,87,1140475714136768512,https://twitter.com/elonmusk/status/1140475714136768512,44196397,2019-06-17 04:26:13+00:00,Mon Jun 17 04:26:13 +0000 2019,,,,
+1984,elonmusk,TeslaMiles,That’s the Tesla part,33,1648,53,1140473067375751168,https://twitter.com/elonmusk/status/1140473067375751168,44196397,2019-06-17 04:15:42+00:00,Mon Jun 17 04:15:42 +0000 2019,,,,
+1985,elonmusk,ShadowCatTrash,Overall master plan should be explained. I think it still makes sense if we don’t consider AI 2b other.,59,1951,60,1140472581885067264,https://twitter.com/elonmusk/status/1140472581885067264,44196397,2019-06-17 04:13:47+00:00,Mon Jun 17 04:13:47 +0000 2019,,,,
+1986,elonmusk,Zulujind,I’ve been tweeting strange shit since Ramses II. He was a great pharaoh!,124,1928,91,1140470887721816064,https://twitter.com/elonmusk/status/1140470887721816064,44196397,2019-06-17 04:07:03+00:00,Mon Jun 17 04:07:03 +0000 2019,,,,
+1987,elonmusk,flcnhvy,Might get pushed to next month. Starhopper flight first. Waiting on engine repair.,79,1498,61,1140414413322670080,https://twitter.com/elonmusk/status/1140414413322670080,44196397,2019-06-17 00:22:38+00:00,Mon Jun 17 00:22:38 +0000 2019,,,,
+1988,elonmusk,bluestonenew,"10 years ago, SpaceX server room was named Skynet as a joke. Fate irony.",44,855,50,1140409588279209984,https://twitter.com/elonmusk/status/1140409588279209984,44196397,2019-06-17 00:03:28+00:00,Mon Jun 17 00:03:28 +0000 2019,,,,
+1989,elonmusk,JohnnaCrider1,Thanks ,23,953,37,1140392195943325696,https://twitter.com/elonmusk/status/1140392195943325696,44196397,2019-06-16 22:54:21+00:00,Sun Jun 16 22:54:21 +0000 2019,,,,
+1990,elonmusk,cleantechnica,Model 3 arriving in UK,1446,31421,1005,1140359196308729856,https://twitter.com/elonmusk/status/1140359196308729856,44196397,2019-06-16 20:43:13+00:00,Sun Jun 16 20:43:13 +0000 2019,,,,https://twitter.com/cleantechnica/status/1140352388752130048
+1991,elonmusk,mark_schreurs,Good question. Will consider thoughtful response.,36,915,88,1140305835504963584,https://twitter.com/elonmusk/status/1140305835504963584,44196397,2019-06-16 17:11:11+00:00,Sun Jun 16 17:11:11 +0000 2019,,,,
+1992,elonmusk,flcnhvy,By far,38,1047,43,1140062069183483905,https://twitter.com/elonmusk/status/1140062069183483905,44196397,2019-06-16 01:02:33+00:00,Sun Jun 16 01:02:33 +0000 2019,,,,
+1993,elonmusk,cleantechnica,"Good analysis. Both computers will be used & sync ~20 times per second. This is a long time to a computer. Like a twin-engine plane, use both engines to max for normal operation, but can safely operate on just one.",73,800,32,1140061487160909824,https://twitter.com/elonmusk/status/1140061487160909824,44196397,2019-06-16 01:00:14+00:00,Sun Jun 16 01:00:14 +0000 2019,,,,
+1994,elonmusk,,,2584,38056,511,1140035599950176256,https://twitter.com/elonmusk/status/1140035599950176256,44196397,2019-06-15 23:17:22+00:00,Sat Jun 15 23:17:22 +0000 2019,,,,
+1995,elonmusk,,,5853,47838,443,1140035558594363392,https://twitter.com/elonmusk/status/1140035558594363392,44196397,2019-06-15 23:17:12+00:00,Sat Jun 15 23:17:12 +0000 2019,,,,
+1996,elonmusk,,Falcon Rising,4502,51297,819,1140013528645947393,https://twitter.com/elonmusk/status/1140013528645947393,44196397,2019-06-15 21:49:40+00:00,Sat Jun 15 21:49:40 +0000 2019,,,,
+1997,elonmusk,nichegamer,BG2 was so good,136,3773,73,1140007351384043520,https://twitter.com/elonmusk/status/1140007351384043520,44196397,2019-06-15 21:25:07+00:00,Sat Jun 15 21:25:07 +0000 2019,,,,
+1998,elonmusk,rstar346,"No need, Top Gear already did",95,1512,47,1139993741089898496,https://twitter.com/elonmusk/status/1139993741089898496,44196397,2019-06-15 20:31:02+00:00,Sat Jun 15 20:31:02 +0000 2019,,,,https://www.teslarati.com/tesla-model-3-vs-bmw-m3-top-gear-video/
+1999,elonmusk,ClickHole,The Ass Blade of Vengeance!,724,10839,188,1139992233040420864,https://twitter.com/elonmusk/status/1139992233040420864,44196397,2019-06-15 20:25:03+00:00,Sat Jun 15 20:25:03 +0000 2019,,,,
+2000,elonmusk,OrangeDurito,Weird that this actually happened. Music makes a big difference.,39,784,28,1139987306914279425,https://twitter.com/elonmusk/status/1139987306914279425,44196397,2019-06-15 20:05:28+00:00,Sat Jun 15 20:05:28 +0000 2019,,,,
+2001,elonmusk,,"Unlike bees, who are experts in millinery",2190,27821,341,1139962675092320257,https://twitter.com/elonmusk/status/1139962675092320257,44196397,2019-06-15 18:27:35+00:00,Sat Jun 15 18:27:35 +0000 2019,,,,
+2002,elonmusk,CrypticJacknife,"Truth is a metaphorical concept with no footwear or clothing of anything kind. Also, baby don’t hurt me haha https://twitter.com/CrypticJacknife/status/1139779810069114880",1948,29677,674,1139959037166907393,https://twitter.com/elonmusk/status/1139959037166907393,44196397,2019-06-15 18:13:08+00:00,Sat Jun 15 18:13:08 +0000 2019,,,,"https://twitter.com/CrypticJacknife/status/1139779810069114880,https://twitter.com/CrypticJacknife/status/1139779810069114880"
+2003,elonmusk,BTermanini,"Yes, excessively configurable seats almost always make things worse, rather than better. Too complex & unwieldy.",26,1195,47,1139953128856379392,https://twitter.com/elonmusk/status/1139953128856379392,44196397,2019-06-15 17:49:39+00:00,Sat Jun 15 17:49:39 +0000 2019,,,,
+2004,elonmusk,dohmanbob,"Cool, that’s the way it should be!",28,806,15,1139951976236507140,https://twitter.com/elonmusk/status/1139951976236507140,44196397,2019-06-15 17:45:05+00:00,Sat Jun 15 17:45:05 +0000 2019,,,,
+2005,elonmusk,,Can’t fool me it was 1669,36671,242029,2378,1139722712236974081,https://twitter.com/elonmusk/status/1139722712236974081,44196397,2019-06-15 02:34:04+00:00,Sat Jun 15 02:34:04 +0000 2019,,,,
+2006,elonmusk,AugmentedRyan,Sounds about right,23,806,45,1139721447432019968,https://twitter.com/elonmusk/status/1139721447432019968,44196397,2019-06-15 02:29:02+00:00,Sat Jun 15 02:29:02 +0000 2019,,,,
+2007,elonmusk,futurism,Don’t make me challenge you to a rap battle!!,1578,24990,410,1139719899595472896,https://twitter.com/elonmusk/status/1139719899595472896,44196397,2019-06-15 02:22:53+00:00,Sat Jun 15 02:22:53 +0000 2019,,,,
+2008,elonmusk,futurism,Fair point,207,9149,149,1139719644300771328,https://twitter.com/elonmusk/status/1139719644300771328,44196397,2019-06-15 02:21:52+00:00,Sat Jun 15 02:21:52 +0000 2019,,,,
+2009,elonmusk,kulpability,"Yeah, dual motor AWD is super fun!",21,678,30,1139718023638421504,https://twitter.com/elonmusk/status/1139718023638421504,44196397,2019-06-15 02:15:26+00:00,Sat Jun 15 02:15:26 +0000 2019,,,,
+2010,elonmusk,S_Padival, ,36,815,36,1139699056530214912,https://twitter.com/elonmusk/status/1139699056530214912,44196397,2019-06-15 01:00:04+00:00,Sat Jun 15 01:00:04 +0000 2019,,,,
+2011,elonmusk,MikeAmmo,RWD with all-weather tires works great. Tesla traction control is an order of magnitude more precise than gas/diesel. Really helps to have Newton & Maxwell on your side.,57,838,47,1139693424586526720,https://twitter.com/elonmusk/status/1139693424586526720,44196397,2019-06-15 00:37:41+00:00,Sat Jun 15 00:37:41 +0000 2019,,,,
+2012,elonmusk,DavidCarlstrom,Thanks Bob! He is a tough critic.,43,1309,72,1139622737809293312,https://twitter.com/elonmusk/status/1139622737809293312,44196397,2019-06-14 19:56:48+00:00,Fri Jun 14 19:56:48 +0000 2019,,,,
+2013,elonmusk,,"“Not only was the paint without any discernible flaw, but the various panels formed a body of precision that was beyond reproach”",1131,13675,666,1139614882683183104,https://twitter.com/elonmusk/status/1139614882683183104,44196397,2019-06-14 19:25:35+00:00,Fri Jun 14 19:25:35 +0000 2019,,,,https://www.roadandtrack.com/new-cars/a28008116/tesla-model-3-build-quality-bob-lutz/
+2014,elonmusk,,Also $2500 tax credit for California & $500 to $800 utility incentive,366,6420,231,1139352355768373248,https://twitter.com/elonmusk/status/1139352355768373248,44196397,2019-06-14 02:02:24+00:00,Fri Jun 14 02:02:24 +0000 2019,,,,https://www.tesla.com/support/incentives
+2015,elonmusk,,US tax credit of $3750 drops in half for Tesla on July 1. Order online in a few mins at http://Tesla.com. Return in 7 days for full refund.,802,9428,655,1139349516304277504,https://twitter.com/elonmusk/status/1139349516304277504,44196397,2019-06-14 01:51:07+00:00,Fri Jun 14 01:51:07 +0000 2019,,,,http://Tesla.com
+2016,elonmusk,,Tesla Solar Toof Tile V3.0 starting early trials,3102,24131,1122,1139298574489907200,https://twitter.com/elonmusk/status/1139298574489907200,44196397,2019-06-13 22:28:41+00:00,Thu Jun 13 22:28:41 +0000 2019,,,,https://electrek.co/2019/06/13/tesla-solar-roof-tile-techonology-custom-fittings/
+2017,elonmusk,Starlight_Energ,Exactly,25,953,39,1139286306259816449,https://twitter.com/elonmusk/status/1139286306259816449,44196397,2019-06-13 21:39:56+00:00,Thu Jun 13 21:39:56 +0000 2019,,,,
+2018,elonmusk,elonmusk,(muffled titter),11957,124416,625,1139208765691924483,https://twitter.com/elonmusk/status/1139208765691924483,44196397,2019-06-13 16:31:49+00:00,Thu Jun 13 16:31:49 +0000 2019,,,,
+2019,elonmusk,,Haha,3414,97403,627,1139191543577731077,https://twitter.com/elonmusk/status/1139191543577731077,44196397,2019-06-13 15:23:23+00:00,Thu Jun 13 15:23:23 +0000 2019,,,,
+2020,elonmusk,RPMTESLA,Would be good to look up electricity rates by location & optimize cost automatically,41,975,93,1139053949514764288,https://twitter.com/elonmusk/status/1139053949514764288,44196397,2019-06-13 06:16:38+00:00,Thu Jun 13 06:16:38 +0000 2019,,,,
+2021,elonmusk,tesla_truth,"Yeah, they were a little off the mark",263,4064,95,1139030512457195522,https://twitter.com/elonmusk/status/1139030512457195522,44196397,2019-06-13 04:43:30+00:00,Thu Jun 13 04:43:30 +0000 2019,,,,https://www.inc.com/fiscal-times/tesla-breaks-consumer-reports-rating-scale.html
+2022,elonmusk,Erdayastronaut,Fun!,542,18263,277,1139022467526287361,https://twitter.com/elonmusk/status/1139022467526287361,44196397,2019-06-13 04:11:32+00:00,Thu Jun 13 04:11:32 +0000 2019,,,,
+2023,elonmusk,cleantechnica,"Applies to a small number of Bay Area residents, but worth checking out",69,2133,56,1138979630516334592,https://twitter.com/elonmusk/status/1138979630516334592,44196397,2019-06-13 01:21:19+00:00,Thu Jun 13 01:21:19 +0000 2019,,,,
+2024,elonmusk,, is relativistic side effect of ,3742,48618,1432,1138858999309144064,https://twitter.com/elonmusk/status/1138858999309144064,44196397,2019-06-12 17:21:59+00:00,Wed Jun 12 17:21:59 +0000 2019,,,,
+2025,elonmusk,Alpsoy66,Strong incentive to make up & promote negative news,388,8422,404,1138846892169678848,https://twitter.com/elonmusk/status/1138846892169678848,44196397,2019-06-12 16:33:52+00:00,Wed Jun 12 16:33:52 +0000 2019,,,,
+2026,elonmusk,ICannot_Enough,"True, cost of operating a Tesla is much lower than other cars",2729,25754,783,1138831678883766272,https://twitter.com/elonmusk/status/1138831678883766272,44196397,2019-06-12 15:33:25+00:00,Wed Jun 12 15:33:25 +0000 2019,,,,https://twitter.com/ICannot_Enough/status/1138807297889787904
+2027,elonmusk,SpaceX,Landing in the fog,868,14357,292,1138827760107790336,https://twitter.com/elonmusk/status/1138827760107790336,44196397,2019-06-12 15:17:51+00:00,Wed Jun 12 15:17:51 +0000 2019,,,,https://twitter.com/SpaceX/status/1138814698969677829
+2028,elonmusk,RationalEtienne, ,77,4585,66,1138530109630160903,https://twitter.com/elonmusk/status/1138530109630160903,44196397,2019-06-11 19:35:05+00:00,Tue Jun 11 19:35:05 +0000 2019,,,,
+2029,elonmusk,BillGates,Fear (and memes) get clicks,4335,52469,698,1138526085853958146,https://twitter.com/elonmusk/status/1138526085853958146,44196397,2019-06-11 19:19:06+00:00,Tue Jun 11 19:19:06 +0000 2019,,,,
+2030,elonmusk,arenpageler,"Storm Watch was active for hundreds of Powerwall customers this weekend as a result of @NWS Red Flag Fire Warnings in California, and we will continue to activate it whenever there advance awareness of a potential power outage or physical danger",43,720,27,1138317952145534976,https://twitter.com/elonmusk/status/1138317952145534976,44196397,2019-06-11 05:32:03+00:00,Tue Jun 11 05:32:03 +0000 2019,,@NWS,,
+2031,elonmusk,flcnhvy,Absolutely agree. Major expansion of service centers underway.,70,1508,110,1138160691695706113,https://twitter.com/elonmusk/status/1138160691695706113,44196397,2019-06-10 19:07:09+00:00,Mon Jun 10 19:07:09 +0000 2019,,,,
+2032,elonmusk,ErlArnoy,Super fair criticism. We’re putting max resources on this. Hard to hire enough repair technicians in Norway! Please apply if interested.,71,1903,97,1138142082038620160,https://twitter.com/elonmusk/status/1138142082038620160,44196397,2019-06-10 17:53:12+00:00,Mon Jun 10 17:53:12 +0000 2019,,,,
+2033,elonmusk,Model3Owners, Norway ,2709,37757,968,1138136540096319488,https://twitter.com/elonmusk/status/1138136540096319488,44196397,2019-06-10 17:31:11+00:00,Mon Jun 10 17:31:11 +0000 2019,,,,https://twitter.com/Model3Owners/status/1138102943822098432
+2034,elonmusk,endyogaming,"Good point. Maybe we could collect rainwater, add a little antifreeze in cold climates & make it last for years.",61,1529,89,1138102170291621889,https://twitter.com/elonmusk/status/1138102170291621889,44196397,2019-06-10 15:14:36+00:00,Mon Jun 10 15:14:36 +0000 2019,,,,
+2035,elonmusk,TesLatino,Annual tire rotation is actually optional. Only worthwhile if you see significant differential wear on inside vs outside of tire.,541,21777,313,1138097896904171522,https://twitter.com/elonmusk/status/1138097896904171522,44196397,2019-06-10 14:57:38+00:00,Mon Jun 10 14:57:38 +0000 2019,,,,
+2036,elonmusk,AeroSpaceKnight, ,62,1271,69,1137788032789229568,https://twitter.com/elonmusk/status/1137788032789229568,44196397,2019-06-09 18:26:20+00:00,Sun Jun 09 18:26:20 +0000 2019,,,,
+2037,elonmusk,TesLatino,Yes,31,878,53,1137783924694933504,https://twitter.com/elonmusk/status/1137783924694933504,44196397,2019-06-09 18:10:01+00:00,Sun Jun 09 18:10:01 +0000 2019,,,,
+2038,elonmusk,AF_SMC,Upcoming Falcon Heavy &amp; details,1511,20564,718,1136816168419844096,https://twitter.com/elonmusk/status/1136816168419844096,44196397,2019-06-07 02:04:30+00:00,Fri Jun 07 02:04:30 +0000 2019,,,,https://twitter.com/AF_SMC/status/1136065718250643456
+2039,elonmusk,BloodsportCap,China EV subsidies mostly end this month & fully end in about 7 months,44,818,85,1136324657286721537,https://twitter.com/elonmusk/status/1136324657286721537,44196397,2019-06-05 17:31:24+00:00,Wed Jun 05 17:31:24 +0000 2019,,,,
+2040,elonmusk,Izackton12,Yes,29,1261,96,1135990981071949824,https://twitter.com/elonmusk/status/1135990981071949824,44196397,2019-06-04 19:25:30+00:00,Tue Jun 04 19:25:30 +0000 2019,,,,
+2041,elonmusk,WillFealey,No problem if you want to post the suggestions on this timeline. It’s great to get thoughtful criticism.,254,12130,350,1135990343172788224,https://twitter.com/elonmusk/status/1135990343172788224,44196397,2019-06-04 19:22:58+00:00,Tue Jun 04 19:22:58 +0000 2019,,,,
+2042,elonmusk,benedictevans,"155mph is common on the Autobahn. Even with only 5 offramp tunnels, exit speed drops to 31mph.",35,815,74,1135987522574721027,https://twitter.com/elonmusk/status/1135987522574721027,44196397,2019-06-04 19:11:45+00:00,Tue Jun 04 19:11:45 +0000 2019,,,,
+2043,elonmusk,UzakbayDaniyar,Tesla Superchargers & service centers coming to Kazakhstan this year,113,1639,167,1135971947144200193,https://twitter.com/elonmusk/status/1135971947144200193,44196397,2019-06-04 18:09:52+00:00,Tue Jun 04 18:09:52 +0000 2019,,,,
+2044,elonmusk,FredericLambert,"Yes, as you point out, it will clear up a lot of the misunderstandings",42,1422,93,1135709137487224833,https://twitter.com/elonmusk/status/1135709137487224833,44196397,2019-06-04 00:45:33+00:00,Tue Jun 04 00:45:33 +0000 2019,,,,
+2045,elonmusk,benedictevans,"Avg speed of NY Subway is actually 17mph. TBC loop can run at 155mph with 16 pax autopods passing every second, routing automatically between tunnels to their destination. That’s 57,600/hour/lane & you can build dozens of lanes. Will crush any subway in throughput & convenience.",123,1601,236,1135708083643191296,https://twitter.com/elonmusk/status/1135708083643191296,44196397,2019-06-04 00:41:22+00:00,Tue Jun 04 00:41:22 +0000 2019,,,,
+2046,elonmusk,Teslarati,Only cars made in China are eligible for these subsidies. Tesla has never had access to them.,199,5621,150,1135621021631942656,https://twitter.com/elonmusk/status/1135621021631942656,44196397,2019-06-03 18:55:25+00:00,Mon Jun 03 18:55:25 +0000 2019,,,,
+2047,elonmusk,cleantechnica,Exactly,127,4604,146,1135006205401714688,https://twitter.com/elonmusk/status/1135006205401714688,44196397,2019-06-02 02:12:21+00:00,Sun Jun 02 02:12:21 +0000 2019,,,,
+2048,elonmusk,vincent13031925,"We’re trying to simplify product complexity, so only offering white (technically black & white) interior in high volume markets",173,8001,275,1134969070086836224,https://twitter.com/elonmusk/status/1134969070086836224,44196397,2019-06-01 23:44:47+00:00,Sat Jun 01 23:44:47 +0000 2019,,,,
+2049,elonmusk,LittleMissFlint,Science ,123,3080,79,1134619380166168576,https://twitter.com/elonmusk/status/1134619380166168576,44196397,2019-06-01 00:35:15+00:00,Sat Jun 01 00:35:15 +0000 2019,,,,
+2050,elonmusk,tesla_truth,Read it on @BBCScienceNews,8929,44461,1027,1134611776438325248,https://twitter.com/elonmusk/status/1134611776438325248,44196397,2019-06-01 00:05:02+00:00,Sat Jun 01 00:05:02 +0000 2019,,@BBCScienceNews,,
+2051,elonmusk,teslaownersSV, ,49,2539,57,1134611281359454208,https://twitter.com/elonmusk/status/1134611281359454208,44196397,2019-06-01 00:03:04+00:00,Sat Jun 01 00:03:04 +0000 2019,,,,
+2052,elonmusk,,"This is my pet bee, Eric",5408,66035,2094,1134609650114949120,https://twitter.com/elonmusk/status/1134609650114949120,44196397,2019-05-31 23:56:35+00:00,Fri May 31 23:56:35 +0000 2019,,,,
+2053,elonmusk,Timcast,Working on Starship,3469,80759,868,1134598565152448512,https://twitter.com/elonmusk/status/1134598565152448512,44196397,2019-05-31 23:12:32+00:00,Fri May 31 23:12:32 +0000 2019,,,,
+2054,elonmusk,Gxcko21, ,99,5553,69,1134582675589685248,https://twitter.com/elonmusk/status/1134582675589685248,44196397,2019-05-31 22:09:24+00:00,Fri May 31 22:09:24 +0000 2019,,,,
+2055,elonmusk,,Scientists say it’s a crucial step towards catgirls,19466,130719,2555,1134578518841470976,https://twitter.com/elonmusk/status/1134578518841470976,44196397,2019-05-31 21:52:52+00:00,Fri May 31 21:52:52 +0000 2019,,,,
+2056,elonmusk,,New Tesla Summon will ur ,6343,113382,1977,1134578076661141504,https://twitter.com/elonmusk/status/1134578076661141504,44196397,2019-05-31 21:51:07+00:00,Fri May 31 21:51:07 +0000 2019,,,,
+2057,elonmusk,brandonbernicky,Releasing to Early Access Program Tesla owners next week,66,1616,117,1134575362933833728,https://twitter.com/elonmusk/status/1134575362933833728,44196397,2019-05-31 21:40:20+00:00,Fri May 31 21:40:20 +0000 2019,,,,
+2058,elonmusk,,Found an old copy of @SignalApp,2379,38558,960,1134574987073900544,https://twitter.com/elonmusk/status/1134574987073900544,44196397,2019-05-31 21:38:50+00:00,Fri May 31 21:38:50 +0000 2019,,@signalapp,,
+2059,elonmusk,elonmusk,"Also HEPA filter is expensive, so would force increase in price",28,1192,80,1134539794610921472,https://twitter.com/elonmusk/status/1134539794610921472,44196397,2019-05-31 19:19:00+00:00,Fri May 31 19:19:00 +0000 2019,,,,
+2060,elonmusk,flcnhvy,Same,14,976,14,1134539669528440832,https://twitter.com/elonmusk/status/1134539669528440832,44196397,2019-05-31 19:18:30+00:00,Fri May 31 19:18:30 +0000 2019,,,,
+2061,elonmusk,realkeith,Not enough room unless we completely delete front trunk. Model S & X primary HEPA filter alone is literally 1000% bigger than normal car air filter.,126,4032,214,1134539037698428928,https://twitter.com/elonmusk/status/1134539037698428928,44196397,2019-05-31 19:15:59+00:00,Fri May 31 19:15:59 +0000 2019,,,,
+2062,elonmusk,TMSP85,S/X HEPA filter is one of my favorite features,518,21312,208,1134537743101337601,https://twitter.com/elonmusk/status/1134537743101337601,44196397,2019-05-31 19:10:51+00:00,Fri May 31 19:10:51 +0000 2019,,,,
+2063,elonmusk,,Model 3 Performance,915,11228,447,1134505917800636417,https://twitter.com/elonmusk/status/1134505917800636417,44196397,2019-05-31 17:04:23+00:00,Fri May 31 17:04:23 +0000 2019,,,,https://drivetribe.com/p/5-reasons-why-the-tesla-model-3-MFTljJiQT_KQhux0eIvspQ
+2064,elonmusk,BazBarnum,Feedback received. Restoring white interior.,25,871,85,1134376932160573441,https://twitter.com/elonmusk/status/1134376932160573441,44196397,2019-05-31 08:31:50+00:00,Fri May 31 08:31:50 +0000 2019,,,,
+2065,elonmusk,RapidCharging,That’s the idea,14,534,48,1134349686481887232,https://twitter.com/elonmusk/status/1134349686481887232,44196397,2019-05-31 06:43:35+00:00,Fri May 31 06:43:35 +0000 2019,,,,
+2066,elonmusk,ShannonZKiller, ,342,18643,146,1134113725575643137,https://twitter.com/elonmusk/status/1134113725575643137,44196397,2019-05-30 15:05:57+00:00,Thu May 30 15:05:57 +0000 2019,,,,
+2067,elonmusk,wintonARK,Thoughtful model,64,2443,112,1134107154598715392,https://twitter.com/elonmusk/status/1134107154598715392,44196397,2019-05-30 14:39:51+00:00,Thu May 30 14:39:51 +0000 2019,,,,
+2068,elonmusk,BdgBill,"Based on our data, Autopilot miles appear to be twice as safe as manually driven miles, and we expect this to improve further",249,3058,174,1134101210024169472,https://twitter.com/elonmusk/status/1134101210024169472,44196397,2019-05-30 14:16:13+00:00,Thu May 30 14:16:13 +0000 2019,,,,
+2069,elonmusk,AnthonyFinno,Tesla is affecting powerful vested interests. Big auto & oil companies aren’t known for their gentle behavior. SpaceX is battling US military prime contractors & space programs of national govts. No walk in the park there.,352,2464,229,1134100238673727488,https://twitter.com/elonmusk/status/1134100238673727488,44196397,2019-05-30 14:12:22+00:00,Thu May 30 14:12:22 +0000 2019,,,,
+2070,elonmusk,13ericralph31,"Yeah, *way* better. Dramatically improves cost, complexity & ease of operations. Distances of ~10,000 km with decent payload seem achievable at roughly Mach 20.",65,1336,55,1134025184942313473,https://twitter.com/elonmusk/status/1134025184942313473,44196397,2019-05-30 09:14:07+00:00,Thu May 30 09:14:07 +0000 2019,,,,
+2071,elonmusk,PPathole,"Add 2 to 4 more Raptors for Starship point to point on Earth. You can go surprisingly far, even with low lift/drag. This was an unexpected result.",39,934,25,1134023034908446723,https://twitter.com/elonmusk/status/1134023034908446723,44196397,2019-05-30 09:05:35+00:00,Thu May 30 09:05:35 +0000 2019,,,,
+2072,elonmusk,elonmusk,Wings/flaps & leg design changing again (sigh). Doesn’t affect schedule much though.,78,2142,108,1134019585638785025,https://twitter.com/elonmusk/status/1134019585638785025,44196397,2019-05-30 08:51:52+00:00,Thu May 30 08:51:52 +0000 2019,,,,
+2073,elonmusk,kimitalvitie,Not bad,185,14127,114,1134013895813713920,https://twitter.com/elonmusk/status/1134013895813713920,44196397,2019-05-30 08:29:16+00:00,Thu May 30 08:29:16 +0000 2019,,,,
+2074,elonmusk,Erdayastronaut,Exactly. We’re on the wrong planet for SSTO. No problem on Mars or any of the moons.,62,1993,56,1134012589191491585,https://twitter.com/elonmusk/status/1134012589191491585,44196397,2019-05-30 08:24:04+00:00,Thu May 30 08:24:04 +0000 2019,,,,
+2075,elonmusk,Teslatunity,"Yeah, the fear, uncertainty & doubt propaganda campaign being pushed by those betting against Tesla has reached new heights",380,5519,413,1133860591255207938,https://twitter.com/elonmusk/status/1133860591255207938,44196397,2019-05-29 22:20:05+00:00,Wed May 29 22:20:05 +0000 2019,,,,
+2076,elonmusk,Everman,I paid most of my Tesla-related expenses too. Tesla last year was actually net negative comp for me.,1653,34525,485,1133860016690122753,https://twitter.com/elonmusk/status/1133860016690122753,44196397,2019-05-29 22:17:48+00:00,Wed May 29 22:17:48 +0000 2019,,,,
+2077,elonmusk,dealer_of_happy,"One day’s grace, taking into account time zone confusion. Will revert tomorrow.",38,858,46,1133772263268814848,https://twitter.com/elonmusk/status/1133772263268814848,44196397,2019-05-29 16:29:06+00:00,Wed May 29 16:29:06 +0000 2019,,,,
+2078,elonmusk,nichegamer,Edgy move,70,1191,34,1133771575050641408,https://twitter.com/elonmusk/status/1133771575050641408,44196397,2019-05-29 16:26:22+00:00,Wed May 29 16:26:22 +0000 2019,,,,
+2079,elonmusk,SPEXcast,Good idea,36,1493,98,1133188627557568513,https://twitter.com/elonmusk/status/1133188627557568513,44196397,2019-05-28 01:49:57+00:00,Tue May 28 01:49:57 +0000 2019,,,,
+2080,elonmusk,WentaiW,True. I’m a gamer & my boys are too. Starlink is designed to be great even for competitive twitch reflex games.,99,1842,100,1133187183852920832,https://twitter.com/elonmusk/status/1133187183852920832,44196397,2019-05-28 01:44:12+00:00,Tue May 28 01:44:12 +0000 2019,,,,
+2081,elonmusk,cleantechnica,Yup,134,4774,147,1133171866871291904,https://twitter.com/elonmusk/status/1133171866871291904,44196397,2019-05-28 00:43:21+00:00,Tue May 28 00:43:21 +0000 2019,,,,
+2082,elonmusk,fcain,Would love to do exactly that,70,1743,98,1132908915144794113,https://twitter.com/elonmusk/status/1132908915144794113,44196397,2019-05-27 07:18:28+00:00,Mon May 27 07:18:28 +0000 2019,,,,
+2083,elonmusk,Cosmic_Penguin,"Agreed, sent a note to Starlink team last week specifically regarding albedo reduction. We’ll get a better sense of value of this when satellites have raised orbits & arrays are tracking to sun.",104,1312,67,1132908689860415488,https://twitter.com/elonmusk/status/1132908689860415488,44196397,2019-05-27 07:17:34+00:00,Mon May 27 07:17:34 +0000 2019,,,,
+2084,elonmusk,fcain,"Exactly, potentially helping billions of economically disadvantaged people is the greater good. That said, we’ll make sure Starlink has no material effect on discoveries in astronomy. We care a great deal about science.",143,1391,128,1132907207463321600,https://twitter.com/elonmusk/status/1132907207463321600,44196397,2019-05-27 07:11:41+00:00,Mon May 27 07:11:41 +0000 2019,,,,
+2085,elonmusk,John_Gardi,Rotate on one axis. Magnetic torque rods for desaturation of momentum wheels.,27,851,19,1132906066423889920,https://twitter.com/elonmusk/status/1132906066423889920,44196397,2019-05-27 07:07:09+00:00,Mon May 27 07:07:09 +0000 2019,,,,
+2086,elonmusk,GoForStaging,"Yes, already planned. We avoid use of certain lower Ku frequencies specifically for radio astronomy.",47,944,15,1132905669110054912,https://twitter.com/elonmusk/status/1132905669110054912,44196397,2019-05-27 07:05:34+00:00,Mon May 27 07:05:34 +0000 2019,,,,
+2087,elonmusk,1DarknessSoul5,"Aiming for sub 20ms latency initially, sub 10ms over time, with much greater consistency than terrestrial links, as only ever a few hops to major data centers",65,1174,53,1132903914586529793,https://twitter.com/elonmusk/status/1132903914586529793,44196397,2019-05-27 06:58:36+00:00,Mon May 27 06:58:36 +0000 2019,,,,
+2088,elonmusk,13ericralph31,"If we need to tweak sat orientation to minimize solar reflection during critical astronomical experiments, that’s easily done. Most orbital objects are close to Earth btw, as shown by this NASA density map. https://en.m.wikipedia.org/wiki/Space_debris",127,1102,69,1132902372458418176,https://twitter.com/elonmusk/status/1132902372458418176,44196397,2019-05-27 06:52:28+00:00,Mon May 27 06:52:28 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Space_debris
+2089,elonmusk,varunversion1,"There are already 4900 satellites in orbit, which people notice ~0% of the time. Starlink won’t be seen by anyone unless looking very carefully & will have ~0% impact on advancements in astronomy. We need to move telelscopes to orbit anyway. Atmospheric attenuation is terrible.",200,1524,203,1132897322457636864,https://twitter.com/elonmusk/status/1132897322457636864,44196397,2019-05-27 06:32:24+00:00,Mon May 27 06:32:24 +0000 2019,,,,
+2090,elonmusk,Erdayastronaut,"No, Raptor uses a large number of coaxial swirl injectors, which (we believe) achieves highest theoretical mixing/combustion efficiency.",243,7494,128,1132894389095653376,https://twitter.com/elonmusk/status/1132894389095653376,44196397,2019-05-27 06:20:45+00:00,Mon May 27 06:20:45 +0000 2019,,,,
+2091,elonmusk,0fficialASN,Fair,71,3285,98,1132479070107721728,https://twitter.com/elonmusk/status/1132479070107721728,44196397,2019-05-26 02:50:25+00:00,Sun May 26 02:50:25 +0000 2019,,,,
+2092,elonmusk,Erdayastronaut,Super proud of SpaceX propulsion/test/materials team! One of hardest technology problems. New high temp superalloy & internal foundry needed to make it work. Foundry iteration interval is ~3 weeks from design to flight part vs ~36 weeks typical for aerospace.,512,9624,176,1132429010514788352,https://twitter.com/elonmusk/status/1132429010514788352,44196397,2019-05-25 23:31:30+00:00,Sat May 25 23:31:30 +0000 2019,,,,
+2093,elonmusk,DJSnM,Only a tiny amount. There is enough air to affect the satellites & allow some amount of yaw steering.,45,1926,73,1132407515482738689,https://twitter.com/elonmusk/status/1132407515482738689,44196397,2019-05-25 22:06:05+00:00,Sat May 25 22:06:05 +0000 2019,,,,
+2094,elonmusk,SPEXcast,"Propellant stays same, but almost everything else improves. Fundamental goal is minimize cost per ton to surface of Mars.",41,1270,32,1132389917722419200,https://twitter.com/elonmusk/status/1132389917722419200,44196397,2019-05-25 20:56:09+00:00,Sat May 25 20:56:09 +0000 2019,,,,
+2095,elonmusk,Erdayastronaut,"Great video. Couple notes: Raptor designed for subcooled CH4/O2, so propellant density & thrust increase up to ~8%, as needed for mission. 380 Isp & up to 50% thrust/weight improvement over time. Merlin thrust/weight doubled from V1, but Raptor is closer to optimum.",313,6498,125,1132386984444383233,https://twitter.com/elonmusk/status/1132386984444383233,44196397,2019-05-25 20:44:30+00:00,Sat May 25 20:44:30 +0000 2019,,,,
+2096,elonmusk,teslaownersSV,Whoa cool ,123,8887,111,1132375258969677824,https://twitter.com/elonmusk/status/1132375258969677824,44196397,2019-05-25 19:57:54+00:00,Sat May 25 19:57:54 +0000 2019,,,,
+2097,elonmusk,John_Gardi,Yes,14,678,20,1132368592651968512,https://twitter.com/elonmusk/status/1132368592651968512,44196397,2019-05-25 19:31:25+00:00,Sat May 25 19:31:25 +0000 2019,,,,
+2098,elonmusk,SpaceX,Beautiful solar sail,5657,63011,1523,1132342021031464960,https://twitter.com/elonmusk/status/1132342021031464960,44196397,2019-05-25 17:45:50+00:00,Sat May 25 17:45:50 +0000 2019,,,,https://twitter.com/SpaceX/status/1131748543373271042
+2099,elonmusk,mcjamez,ISS is extremely gigantic & has lights,36,1020,94,1132332057688862720,https://twitter.com/elonmusk/status/1132332057688862720,44196397,2019-05-25 17:06:14+00:00,Sat May 25 17:06:14 +0000 2019,,,,
+2100,elonmusk,danielcincu,"Precisely, sats will be in darkness when stars are visible",53,1045,116,1132326965581570048,https://twitter.com/elonmusk/status/1132326965581570048,44196397,2019-05-25 16:46:00+00:00,Sat May 25 16:46:00 +0000 2019,,,,
+2101,elonmusk,c4mer0n,Exactly,13,637,25,1132325350677987328,https://twitter.com/elonmusk/status/1132325350677987328,44196397,2019-05-25 16:39:35+00:00,Sat May 25 16:39:35 +0000 2019,,,,
+2102,elonmusk,jonygitar,Karma ,30,1954,55,1132241800909869058,https://twitter.com/elonmusk/status/1132241800909869058,44196397,2019-05-25 11:07:36+00:00,Sat May 25 11:07:36 +0000 2019,,,,
+2103,elonmusk,LounDOTA,Bold move,209,11062,94,1132222516217253888,https://twitter.com/elonmusk/status/1132222516217253888,44196397,2019-05-25 09:50:58+00:00,Sat May 25 09:50:58 +0000 2019,,,,
+2104,elonmusk,LounDOTA,“Stop sending me this étron” - Audi,6586,66239,926,1132220235543588864,https://twitter.com/elonmusk/status/1132220235543588864,44196397,2019-05-25 09:41:54+00:00,Sat May 25 09:41:54 +0000 2019,,,,https://twitter.com/LounDOTA/status/1132219856714194945
+2105,elonmusk,Audi,Great ad,1672,30202,637,1132218273888591873,https://twitter.com/elonmusk/status/1132218273888591873,44196397,2019-05-25 09:34:06+00:00,Sat May 25 09:34:06 +0000 2019,,,,https://twitter.com/Audi/status/1126483572708249600
+2106,elonmusk,ElectrekCo,This is complete nonsense,540,14630,598,1132198648840826880,https://twitter.com/elonmusk/status/1132198648840826880,44196397,2019-05-25 08:16:07+00:00,Sat May 25 08:16:07 +0000 2019,,,,
+2107,elonmusk,TechVelocirap,Exactly. A car being electric & upgradable to full self-driving maximizes future resale value.,52,996,61,1132192810088579072,https://twitter.com/elonmusk/status/1132192810088579072,44196397,2019-05-25 07:52:55+00:00,Sat May 25 07:52:55 +0000 2019,,,,
+2108,elonmusk,marialauraadr,It’s not my finest work ,88,6308,84,1132186047595442177,https://twitter.com/elonmusk/status/1132186047595442177,44196397,2019-05-25 07:26:03+00:00,Sat May 25 07:26:03 +0000 2019,,,,
+2109,elonmusk,M_xalher,"Given how many countries are limiting or setting an end date for combustion engine cars, their future resale value cars will be low. Consumers are starting to realize this.",399,5000,171,1132185343703171079,https://twitter.com/elonmusk/status/1132185343703171079,44196397,2019-05-25 07:23:15+00:00,Sat May 25 07:23:15 +0000 2019,,,,
+2110,elonmusk,, &amp; ,20116,163320,2015,1132183974103535616,https://twitter.com/elonmusk/status/1132183974103535616,44196397,2019-05-25 07:17:49+00:00,Sat May 25 07:17:49 +0000 2019,,,,
+2111,elonmusk,MarcusHouseGame, ,41,2335,32,1132183242298281984,https://twitter.com/elonmusk/status/1132183242298281984,44196397,2019-05-25 07:14:54+00:00,Sat May 25 07:14:54 +0000 2019,,,,
+2112,elonmusk,elonmusk,"Krypton thrusters operative, satellites initiating orbit raise every 90 mins",611,13755,321,1132078782217539584,https://twitter.com/elonmusk/status/1132078782217539584,44196397,2019-05-25 00:19:49+00:00,Sat May 25 00:19:49 +0000 2019,,,,
+2113,elonmusk,steveieb21,No,56,1637,49,1132035559642157056,https://twitter.com/elonmusk/status/1132035559642157056,44196397,2019-05-24 21:28:04+00:00,Fri May 24 21:28:04 +0000 2019,,,,
+2114,elonmusk,Mike_Calhoun, Absolutely,24,921,27,1132031752925458432,https://twitter.com/elonmusk/status/1132031752925458432,44196397,2019-05-24 21:12:56+00:00,Fri May 24 21:12:56 +0000 2019,,,,
+2115,elonmusk,TeslaTn,"Yes, 3 to 6 months",20,665,46,1132028521742651393,https://twitter.com/elonmusk/status/1132028521742651393,44196397,2019-05-24 21:00:06+00:00,Fri May 24 21:00:06 +0000 2019,,,,
+2116,elonmusk,alharding,Lights would turn off automatically when no motion is detected,20,992,50,1132026037372477440,https://twitter.com/elonmusk/status/1132026037372477440,44196397,2019-05-24 20:50:13+00:00,Fri May 24 20:50:13 +0000 2019,,,,
+2117,elonmusk,,Thus *reducing* existing road traffic,447,19610,523,1132024868965240832,https://twitter.com/elonmusk/status/1132024868965240832,44196397,2019-05-24 20:45:35+00:00,Fri May 24 20:45:35 +0000 2019,,,,
+2118,elonmusk,,Another great thing about many layers of interconnected tunnels with ramps & elevators is that they can go from near your home all way to popping up at destination parking lot,740,22805,519,1132024717936713733,https://twitter.com/elonmusk/status/1132024717936713733,44196397,2019-05-24 20:44:59+00:00,Fri May 24 20:44:59 +0000 2019,,,,
+2119,elonmusk,quayran,"Opposite is true: you can have 100’s of layers of tunnels, but only one layer on surface (to first approximation), therefore trains should be on surface, cars below",53,1192,270,1132022341351854080,https://twitter.com/elonmusk/status/1132022341351854080,44196397,2019-05-24 20:35:32+00:00,Fri May 24 20:35:32 +0000 2019,,,,
+2120,elonmusk,flcnhvy,"Yes, but you get to your destination so quickly & directly that it doesn’t matter",25,868,43,1132021007630209024,https://twitter.com/elonmusk/status/1132021007630209024,44196397,2019-05-24 20:30:14+00:00,Fri May 24 20:30:14 +0000 2019,,,,
+2121,elonmusk,DJSnM,"Exactly. Still, pretty wild that the engine plume can climb up the side of a rocket going hypersonic speed!",30,1520,40,1132019503011786752,https://twitter.com/elonmusk/status/1132019503011786752,44196397,2019-05-24 20:24:16+00:00,Fri May 24 20:24:16 +0000 2019,,,,
+2122,elonmusk,DMC_Ryan,Paperwork & hundreds of approving authorities is by far the hardest part,19,740,41,1132018572065067008,https://twitter.com/elonmusk/status/1132018572065067008,44196397,2019-05-24 20:20:34+00:00,Fri May 24 20:20:34 +0000 2019,,,,
+2123,elonmusk,rxcole,"LA has a subway, but most people don’t know about it",21,693,52,1132017898170355712,https://twitter.com/elonmusk/status/1132017898170355712,44196397,2019-05-24 20:17:53+00:00,Fri May 24 20:17:53 +0000 2019,,,,
+2124,elonmusk,DMC_Ryan,That would great!,10,606,27,1132017766431580160,https://twitter.com/elonmusk/status/1132017766431580160,44196397,2019-05-24 20:17:22+00:00,Fri May 24 20:17:22 +0000 2019,,,,
+2125,elonmusk,justpaulinelol,Yes. No one will forced to take the tunnel. It’s optional!,14,848,23,1132017363128180736,https://twitter.com/elonmusk/status/1132017363128180736,44196397,2019-05-24 20:15:45+00:00,Fri May 24 20:15:45 +0000 2019,,,,
+2126,elonmusk,,Boring Company guide to why tunnels are awesome & safest place to be in an earthquake,1242,12155,526,1132016728471302144,https://twitter.com/elonmusk/status/1132016728471302144,44196397,2019-05-24 20:13:14+00:00,Fri May 24 20:13:14 +0000 2019,,,,http://boringcompany.com/faq
+2127,elonmusk,SpaceXFan97,"So far, so good",29,883,36,1132015214629490688,https://twitter.com/elonmusk/status/1132015214629490688,44196397,2019-05-24 20:07:13+00:00,Fri May 24 20:07:13 +0000 2019,,,,
+2128,elonmusk,tesla_truth,"Ironically, same publications will attack me for compensation tied to Tesla tripling in value and imply Tesla is worthless. They can’t *both* be true!",125,1608,107,1132014489577041921,https://twitter.com/elonmusk/status/1132014489577041921,44196397,2019-05-24 20:04:20+00:00,Fri May 24 20:04:20 +0000 2019,,,,
+2129,elonmusk,kateconger,Gary the still crushes us! Wouldn’t be fair. But TBC might give him a run for his money next year.,15,566,24,1132013170850091009,https://twitter.com/elonmusk/status/1132013170850091009,44196397,2019-05-24 19:59:06+00:00,Fri May 24 19:59:06 +0000 2019,,,,
+2130,elonmusk,,Fundamental advantage of layers of tunnels is you can have as many lanes as you want going in any direction. Will feel like folding space from one part of a city to another.,826,17881,698,1132011864949383168,https://twitter.com/elonmusk/status/1132011864949383168,44196397,2019-05-24 19:53:55+00:00,Fri May 24 19:53:55 +0000 2019,,,,
+2131,elonmusk,EddiOS42,This is simple and just works,76,3647,291,1131828564473499648,https://twitter.com/elonmusk/status/1131828564473499648,44196397,2019-05-24 07:45:32+00:00,Fri May 24 07:45:32 +0000 2019,,,,
+2132,elonmusk,Nepomucene,Pretty much,100,4007,107,1131813268123574272,https://twitter.com/elonmusk/status/1131813268123574272,44196397,2019-05-24 06:44:45+00:00,Fri May 24 06:44:45 +0000 2019,,,,
+2133,elonmusk,boringcompany,Racing at 127mph in a tunnel under LA,13571,103739,1670,1131810953933123584,https://twitter.com/elonmusk/status/1131810953933123584,44196397,2019-05-24 06:35:34+00:00,Fri May 24 06:35:34 +0000 2019,,,,https://twitter.com/boringcompany/status/1131809805876654080
+2134,elonmusk,SpaceX,Fairing halves recovered,1172,19415,304,1131783775396909056,https://twitter.com/elonmusk/status/1131783775396909056,44196397,2019-05-24 04:47:34+00:00,Fri May 24 04:47:34 +0000 2019,,,,
+2135,elonmusk,elonmusk,Krypton ion thrusters activate in about 3 hours to raise orbit,841,22896,374,1131782570864066560,https://twitter.com/elonmusk/status/1131782570864066560,44196397,2019-05-24 04:42:47+00:00,Fri May 24 04:42:47 +0000 2019,,,,
+2136,elonmusk,SpaceX,"All 60 Starlink satellites online, solar array deployment coming up soon",2462,33867,682,1131782173785116672,https://twitter.com/elonmusk/status/1131782173785116672,44196397,2019-05-24 04:41:12+00:00,Fri May 24 04:41:12 +0000 2019,,,,
+2137,elonmusk,Erdayastronaut,"Thanks! Yeah, that’s pretty close.",96,4035,58,1131777967019814912,https://twitter.com/elonmusk/status/1131777967019814912,44196397,2019-05-24 04:24:29+00:00,Fri May 24 04:24:29 +0000 2019,,,,
+2138,elonmusk,SpaceX,Launch in 3 mins,835,13964,399,1131748543176118274,https://twitter.com/elonmusk/status/1131748543176118274,44196397,2019-05-24 02:27:34+00:00,Fri May 24 02:27:34 +0000 2019,,,,https://twitter.com/SpaceX/status/1131745938735681543
+2139,elonmusk,1drumlover,"New S & X are much improved. Worth trying out. You’re on version 2, current S/X is version 4.",277,6103,238,1131748102207971328,https://twitter.com/elonmusk/status/1131748102207971328,44196397,2019-05-24 02:25:49+00:00,Fri May 24 02:25:49 +0000 2019,,,,https://twitter.com/1drumlover/status/1131747570051686400
+2140,elonmusk,D1g1talDrag0n,It’s smart *and* enhanced!,60,1664,47,1131747291180593153,https://twitter.com/elonmusk/status/1131747291180593153,44196397,2019-05-24 02:22:35+00:00,Fri May 24 02:22:35 +0000 2019,,,,
+2141,elonmusk,_jephrey,Smart Summon coming soon!,3251,30208,583,1131746784315727872,https://twitter.com/elonmusk/status/1131746784315727872,44196397,2019-05-24 02:20:34+00:00,Fri May 24 02:20:34 +0000 2019,,,,https://twitter.com/_jephrey/status/1131472501601644547
+2142,elonmusk,nichegamer,"Tower with Knight is across road from SpaceX, looking at rocket",22,736,34,1131687051990949889,https://twitter.com/elonmusk/status/1131687051990949889,44196397,2019-05-23 22:23:13+00:00,Thu May 23 22:23:13 +0000 2019,,,,
+2143,elonmusk,flcnhvy,"Part of the factory is being upgraded, but tours will continue around the parts that aren’t",16,432,46,1131686318751150082,https://twitter.com/elonmusk/status/1131686318751150082,44196397,2019-05-23 22:20:18+00:00,Thu May 23 22:20:18 +0000 2019,,,,
+2144,elonmusk,EcoHeliGuy,"Yes, will be used for rear cargo storage. Also helps manage center of mass for heavy payloads when forward cargo is full.",30,845,42,1131676702491283456,https://twitter.com/elonmusk/status/1131676702491283456,44196397,2019-05-23 21:42:06+00:00,Thu May 23 21:42:06 +0000 2019,,,,
+2145,elonmusk,Erdayastronaut,Outer engines are attached to the edge of the airframe to give the center engines room to move,32,1241,44,1131675831971897344,https://twitter.com/elonmusk/status/1131675831971897344,44196397,2019-05-23 21:38:38+00:00,Thu May 23 21:38:38 +0000 2019,,,,
+2146,elonmusk,Erdayastronaut,~2.8m,31,929,40,1131671141624365056,https://twitter.com/elonmusk/status/1131671141624365056,44196397,2019-05-23 21:20:00+00:00,Thu May 23 21:20:00 +0000 2019,,,,
+2147,elonmusk,alijamalashraf,"Turbines on hot side (outer fan-looking things in this depiction), but this is just to illustrate the type of engine. Our turbopumps are vertical, have 3 fan-looking things on pump side & complex cross-flow. Liquid oxygen turbopump is integrated with main combustion chamber.",24,584,24,1131650936047194112,https://twitter.com/elonmusk/status/1131650936047194112,44196397,2019-05-23 19:59:42+00:00,Thu May 23 19:59:42 +0000 2019,,,,
+2148,elonmusk,Erdayastronaut,Horizontally,44,1442,99,1131625395118268416,https://twitter.com/elonmusk/status/1131625395118268416,44196397,2019-05-23 18:18:13+00:00,Thu May 23 18:18:13 +0000 2019,,,,
+2149,elonmusk,flcnhvy,"First flights would have fewer, so as to risk less loss of hardware. Probably around 20.",34,723,29,1131625229367693312,https://twitter.com/elonmusk/status/1131625229367693312,44196397,2019-05-23 18:17:33+00:00,Thu May 23 18:17:33 +0000 2019,,,,
+2150,elonmusk,InsideEVs,So it goes,152,4934,194,1131624957924954112,https://twitter.com/elonmusk/status/1131624957924954112,44196397,2019-05-23 18:16:29+00:00,Thu May 23 18:16:29 +0000 2019,,,,
+2151,elonmusk,Malcolmmarsman,3 months,45,964,22,1131624296730615808,https://twitter.com/elonmusk/status/1131624296730615808,44196397,2019-05-23 18:13:51+00:00,Thu May 23 18:13:51 +0000 2019,,,,
+2152,elonmusk,flcnhvy,"Hopefully, 4 months",36,781,16,1131623298112974848,https://twitter.com/elonmusk/status/1131623298112974848,44196397,2019-05-23 18:09:53+00:00,Thu May 23 18:09:53 +0000 2019,,,,
+2153,elonmusk,marstronauts,Vacuum nozzle engines are only used in (near) vacuum conditions. Sea level engines need to gimbal rapidly & at high angle for landing. Larger nozzle leaves less room to move & increases moment of inertia.,30,739,13,1131622014051971077,https://twitter.com/elonmusk/status/1131622014051971077,44196397,2019-05-23 18:04:47+00:00,Thu May 23 18:04:47 +0000 2019,,,,
+2154,elonmusk,Erdayastronaut,"Yeah. Outer engines with much larger nozzles are fixed to airframe, inner engines have high gimbal range ~15 degrees",50,1290,36,1131620991166078976,https://twitter.com/elonmusk/status/1131620991166078976,44196397,2019-05-23 18:00:43+00:00,Thu May 23 18:00:43 +0000 2019,,,,
+2155,elonmusk,tommleach,,289,8073,115,1131447820630876161,https://twitter.com/elonmusk/status/1131447820630876161,44196397,2019-05-23 06:32:36+00:00,Thu May 23 06:32:36 +0000 2019,,,,
+2156,elonmusk,trigomemetry,Sure,54,4281,25,1131446694795776000,https://twitter.com/elonmusk/status/1131446694795776000,44196397,2019-05-23 06:28:07+00:00,Thu May 23 06:28:07 +0000 2019,,,,
+2157,elonmusk,DirkSmit76,Two tunnels about a mile long each,31,910,28,1131445457979432960,https://twitter.com/elonmusk/status/1131445457979432960,44196397,2019-05-23 06:23:13+00:00,Thu May 23 06:23:13 +0000 2019,,,,
+2158,elonmusk,debapratim4real,Yes,20,678,30,1131443179297878016,https://twitter.com/elonmusk/status/1131443179297878016,44196397,2019-05-23 06:14:09+00:00,Thu May 23 06:14:09 +0000 2019,,,,
+2159,elonmusk,curiousmind44,"Makes no sense. In order to grow the colony, you’d have to transport vast amounts of mass from planets/moons/asteroids. Would be like trying to build the USA in the middle of the Atlantic Ocean!",66,1035,102,1131442696537743362,https://twitter.com/elonmusk/status/1131442696537743362,44196397,2019-05-23 06:12:14+00:00,Thu May 23 06:12:14 +0000 2019,,,,
+2160,elonmusk,_ishanspatil,"Aiming for 150 tons useful load in fully reusable configuration, but should be at least 100 tons, allowing for mass growth",34,656,32,1131441489014394880,https://twitter.com/elonmusk/status/1131441489014394880,44196397,2019-05-23 06:07:26+00:00,Thu May 23 06:07:26 +0000 2019,,,,
+2161,elonmusk,SPEXcast,N2 for vacuum. Aero surfaces & high gimbal angle main engines for atmosphere.,20,596,12,1131440757699686404,https://twitter.com/elonmusk/status/1131440757699686404,44196397,2019-05-23 06:04:32+00:00,Thu May 23 06:04:32 +0000 2019,,,,
+2162,elonmusk,SPEXcast,"Hoping for 380 sec Isp, but at least 370. Otherwise similar to sea level version.",24,656,19,1131438642457587713,https://twitter.com/elonmusk/status/1131438642457587713,44196397,2019-05-23 05:56:08+00:00,Thu May 23 05:56:08 +0000 2019,,,,
+2163,elonmusk,13ericralph31,Aspirationally,19,701,19,1131437754649178112,https://twitter.com/elonmusk/status/1131437754649178112,44196397,2019-05-23 05:52:36+00:00,Thu May 23 05:52:36 +0000 2019,,,,
+2164,elonmusk,JaneidyEve,"3 sea level optimized Raptors, 3 vacuum optimized Raptors (big nozzle)",71,1361,44,1131433322276483072,https://twitter.com/elonmusk/status/1131433322276483072,44196397,2019-05-23 05:34:59+00:00,Thu May 23 05:34:59 +0000 2019,,,,
+2165,elonmusk,13ericralph31,"After the GoT finale, we dropped it to 6",114,2130,61,1131429686548942848,https://twitter.com/elonmusk/status/1131429686548942848,44196397,2019-05-23 05:20:32+00:00,Thu May 23 05:20:32 +0000 2019,,,,
+2166,elonmusk,SPEXcast,"Mk1 & Mk2 ships at Boca & Cape will fly with at least 3 engines, maybe all 6",67,1136,13,1131429223258677248,https://twitter.com/elonmusk/status/1131429223258677248,44196397,2019-05-23 05:18:42+00:00,Thu May 23 05:18:42 +0000 2019,,,,
+2167,elonmusk,bluemoondance74,"About to complete SN5, ramping to an engine every 3 days this summer",59,1263,20,1131426671393820675,https://twitter.com/elonmusk/status/1131426671393820675,44196397,2019-05-23 05:08:34+00:00,Thu May 23 05:08:34 +0000 2019,,,,
+2168,elonmusk,boringcompany,Boring Company starts digging Vegas tunnel in 2 months. Aiming to finish by end of year.,2252,30509,1103,1131373357922865152,https://twitter.com/elonmusk/status/1131373357922865152,44196397,2019-05-23 01:36:43+00:00,Thu May 23 01:36:43 +0000 2019,,,,https://twitter.com/boringcompany/status/1103428015030181888
+2169,elonmusk,elonmusk,"The turbine also spins though. Partially combusted gas drives the turbine wheel, which is attached to a shaft that turns the inducer & impellers.",31,1143,38,1131349819073499136,https://twitter.com/elonmusk/status/1131349819073499136,44196397,2019-05-23 00:03:10+00:00,Thu May 23 00:03:10 +0000 2019,,,,
+2170,elonmusk,Orion_Sword,"But, essentially, the spinning things",35,1370,15,1131348778722611201,https://twitter.com/elonmusk/status/1131348778722611201,44196397,2019-05-22 23:59:02+00:00,Wed May 22 23:59:02 +0000 2019,,,,
+2171,elonmusk,Some1gee,Yes,15,596,15,1131346223753908224,https://twitter.com/elonmusk/status/1131346223753908224,44196397,2019-05-22 23:48:53+00:00,Wed May 22 23:48:53 +0000 2019,,,,
+2172,elonmusk,Erdayastronaut,"Turbopump propellant flow path to achieve high chamber pressure is quite tricky. Requires an inducer & 2 impellers with ~100,000 shaft horsepower.",172,4261,134,1131345711960694784,https://twitter.com/elonmusk/status/1131345711960694784,44196397,2019-05-22 23:46:51+00:00,Wed May 22 23:46:51 +0000 2019,,,,
+2173,elonmusk,, ,17000,156989,6116,1131281132836671488,https://twitter.com/elonmusk/status/1131281132836671488,44196397,2019-05-22 19:30:14+00:00,Wed May 22 19:30:14 +0000 2019,,,,
+2174,elonmusk,royalacademy,Did it for the memes,1010,14367,261,1131258440343416832,https://twitter.com/elonmusk/status/1131258440343416832,44196397,2019-05-22 18:00:04+00:00,Wed May 22 18:00:04 +0000 2019,,,,
+2175,elonmusk,teslainventory,Coming soon,28,1256,68,1131238800980451328,https://twitter.com/elonmusk/status/1131238800980451328,44196397,2019-05-22 16:42:02+00:00,Wed May 22 16:42:02 +0000 2019,,,,
+2176,elonmusk,arctechinc,"Yeah, been thinking about it for a long time. Electric supersonic VTOL. Hard problem.",76,1424,166,1130966809794863104,https://twitter.com/elonmusk/status/1130966809794863104,44196397,2019-05-21 22:41:14+00:00,Tue May 21 22:41:14 +0000 2019,,,,
+2177,elonmusk,BPSYT1,Hopefully in about 10 days,82,1665,48,1130963712674631681,https://twitter.com/elonmusk/status/1130963712674631681,44196397,2019-05-21 22:28:56+00:00,Tue May 21 22:28:56 +0000 2019,,,,
+2178,elonmusk,Erdayastronaut,Physics favors full flow,121,4240,87,1130963333471907840,https://twitter.com/elonmusk/status/1130963333471907840,44196397,2019-05-21 22:27:25+00:00,Tue May 21 22:27:25 +0000 2019,,,,
+2179,elonmusk,cleantechnica,Good design imo,76,3391,83,1130962543596302336,https://twitter.com/elonmusk/status/1130962543596302336,44196397,2019-05-21 22:24:17+00:00,Tue May 21 22:24:17 +0000 2019,,,,
+2180,elonmusk,sama,Thanks Sam!,298,15952,246,1130955627532939265,https://twitter.com/elonmusk/status/1130955627532939265,44196397,2019-05-21 21:56:48+00:00,Tue May 21 21:56:48 +0000 2019,,,,
+2181,elonmusk,ARKInvest,Good piece on lower total cost of ownership of electric vehicles,140,3319,123,1130865099743289344,https://twitter.com/elonmusk/status/1130865099743289344,44196397,2019-05-21 15:57:04+00:00,Tue May 21 15:57:04 +0000 2019,,,,
+2182,elonmusk,Erik2be,Sorry to hear that. Will fix.,40,1450,88,1130202626438512640,https://twitter.com/elonmusk/status/1130202626438512640,44196397,2019-05-19 20:04:38+00:00,Sun May 19 20:04:38 +0000 2019,,,,
+2183,elonmusk,Liv_Boeree,Ok,49,2117,68,1130083016041086976,https://twitter.com/elonmusk/status/1130083016041086976,44196397,2019-05-19 12:09:21+00:00,Sun May 19 12:09:21 +0000 2019,,,,
+2184,elonmusk,elonmusk,Easy to turn one of our Starlink satellites into a debris collector,94,1334,116,1130060332200747008,https://twitter.com/elonmusk/status/1130060332200747008,44196397,2019-05-19 10:39:13+00:00,Sun May 19 10:39:13 +0000 2019,,,,
+2185,elonmusk,LiveFreeLveLong,Yes,22,865,10,1130059352323215360,https://twitter.com/elonmusk/status/1130059352323215360,44196397,2019-05-19 10:35:19+00:00,Sun May 19 10:35:19 +0000 2019,,,,
+2186,elonmusk,giarC71,Almost ready. I’m testing it personally this weekend.,92,2748,130,1129989614481993729,https://twitter.com/elonmusk/status/1129989614481993729,44196397,2019-05-19 05:58:12+00:00,Sun May 19 05:58:12 +0000 2019,,,,
+2187,elonmusk,gurleen_s_,Yes,44,2742,64,1129940704673685504,https://twitter.com/elonmusk/status/1129940704673685504,44196397,2019-05-19 02:43:51+00:00,Sun May 19 02:43:51 +0000 2019,,,,
+2188,elonmusk,,Also porting Unreal Engine,2414,54431,1829,1129940276745609219,https://twitter.com/elonmusk/status/1129940276745609219,44196397,2019-05-19 02:42:09+00:00,Sun May 19 02:42:09 +0000 2019,,,,
+2189,elonmusk,FHiedra,Nintendo won’t let us,52,1281,115,1129926157946638336,https://twitter.com/elonmusk/status/1129926157946638336,44196397,2019-05-19 01:46:03+00:00,Sun May 19 01:46:03 +0000 2019,,,,
+2190,elonmusk,BillM_HB,"Maybe so eventually, but it will be information & entertainment, not trickery",118,3923,163,1129925319270395906,https://twitter.com/elonmusk/status/1129925319270395906,44196397,2019-05-19 01:42:43+00:00,Sun May 19 01:42:43 +0000 2019,,,,
+2191,elonmusk,Teslarati,"Tesla does not advertise or pay for endorsements. Instead, we use that money to make the product great.",6243,64520,1577,1129924410339495937,https://twitter.com/elonmusk/status/1129924410339495937,44196397,2019-05-19 01:39:07+00:00,Sun May 19 01:39:07 +0000 2019,,,,https://twitter.com/Teslarati/status/1129127540998705157
+2192,elonmusk,,We def need racing game using actual car steering wheel & pedals!,3662,55910,1446,1129921946353668096,https://twitter.com/elonmusk/status/1129921946353668096,44196397,2019-05-19 01:29:19+00:00,Sun May 19 01:29:19 +0000 2019,,,,
+2193,elonmusk,JamyDev,Sure,31,1556,20,1129921625304981504,https://twitter.com/elonmusk/status/1129921625304981504,44196397,2019-05-19 01:28:03+00:00,Sun May 19 01:28:03 +0000 2019,,,,
+2194,elonmusk,juanittoburrito,Of course,18,792,18,1129921531994202112,https://twitter.com/elonmusk/status/1129921531994202112,44196397,2019-05-19 01:27:40+00:00,Sun May 19 01:27:40 +0000 2019,,,,
+2195,elonmusk,GlamandGore,Portal 1 & 2 on this would rock,79,3050,49,1129921375777329152,https://twitter.com/elonmusk/status/1129921375777329152,44196397,2019-05-19 01:27:03+00:00,Sun May 19 01:27:03 +0000 2019,,,,
+2196,elonmusk,asimo3089,Would be great to have @Roblox &amp; @Minecraft!,945,8173,430,1129921205610266624,https://twitter.com/elonmusk/status/1129921205610266624,44196397,2019-05-19 01:26:22+00:00,Sun May 19 01:26:22 +0000 2019,,@Roblox @Minecraft,,
+2197,elonmusk,,"Interact with games via touchscreen, steering wheel buttons & XBox/PS controllers",878,29026,339,1129921006133436416,https://twitter.com/elonmusk/status/1129921006133436416,44196397,2019-05-19 01:25:35+00:00,Sun May 19 01:25:35 +0000 2019,,,,
+2198,elonmusk,teslainvernon,Lots more games coming once we finish porting Unity!,12064,116602,2466,1129888234081640448,https://twitter.com/elonmusk/status/1129888234081640448,44196397,2019-05-18 23:15:21+00:00,Sat May 18 23:15:21 +0000 2019,,,,https://twitter.com/teslainvernon/status/1129594966588547072
+2199,elonmusk,flcnhvy,Top Secret,936,16913,324,1129836119267262464,https://twitter.com/elonmusk/status/1129836119267262464,44196397,2019-05-18 19:48:16+00:00,Sat May 18 19:48:16 +0000 2019,,,,
+2200,elonmusk,MillShive,"It technically could, but wouldn’t have enough mass margin for a heat shield, landing propellant or legs, so not reusable",43,910,54,1129629072097775616,https://twitter.com/elonmusk/status/1129629072097775616,44196397,2019-05-18 06:05:32+00:00,Sat May 18 06:05:32 +0000 2019,,,,
+2201,elonmusk,CatNameIsShadow,"No worse than production of a gasoline car, provided the lithium-ion battery cathode is primarily nickel vs cobalt. Nickel is the main alloying ingredient in stainless steel, which is what knives & forks are made of.",70,1413,69,1129622616787083265,https://twitter.com/elonmusk/status/1129622616787083265,44196397,2019-05-18 05:39:53+00:00,Sat May 18 05:39:53 +0000 2019,,,,
+2202,elonmusk,,,1624,21081,416,1129619080342900737,https://twitter.com/elonmusk/status/1129619080342900737,44196397,2019-05-18 05:25:50+00:00,Sat May 18 05:25:50 +0000 2019,,,,https://www.tesla.com/blog/putting-tesla-hepa-filter-and-bioweapon-defense-mode-to-the-test
+2203,elonmusk,,"Because a Tesla produces no emissions & filters most toxins, pollen, spores & viruses, it actually cleans up surrounding air as it travels",4319,43643,759,1129618550161731584,https://twitter.com/elonmusk/status/1129618550161731584,44196397,2019-05-18 05:23:44+00:00,Sat May 18 05:23:44 +0000 2019,,,,
+2204,elonmusk,maggiejuang1,Sure is. I live here. Air quality is especially bad near highways.,95,1897,100,1129460254922592256,https://twitter.com/elonmusk/status/1129460254922592256,44196397,2019-05-17 18:54:43+00:00,Fri May 17 18:54:43 +0000 2019,,,,https://www.latimes.com/local/california/la-me-freeway-pollution-what-you-can-do-20171230-htmlstory.html
+2205,elonmusk,elonmusk,This is why we put extra filters in all Tesla cars. S & X even have hospital operating room grade HEPA filters.,4160,53143,1126,1129459107952332800,https://twitter.com/elonmusk/status/1129459107952332800,44196397,2019-05-17 18:50:10+00:00,Fri May 17 18:50:10 +0000 2019,,,,https://twitter.com/elonmusk/status/1129458434624053248
+2206,elonmusk,cleantechnica, ,16229,103192,1931,1129458434624053248,https://twitter.com/elonmusk/status/1129458434624053248,44196397,2019-05-17 18:47:29+00:00,Fri May 17 18:47:29 +0000 2019,,,,https://twitter.com/cleantechnica/status/1129435468452417536
+2207,elonmusk,MrRobCapewell,"Yeah, feels like something is messed up with Apple news app. Almost only ever shows negative news. Nickname is “the hate stream” ",260,5498,248,1129454746794770432,https://twitter.com/elonmusk/status/1129454746794770432,44196397,2019-05-17 18:32:50+00:00,Fri May 17 18:32:50 +0000 2019,,,,
+2208,elonmusk,RocketLab,Congrats on many successful launches!,185,6165,80,1129446717412204544,https://twitter.com/elonmusk/status/1129446717412204544,44196397,2019-05-17 18:00:56+00:00,Fri May 17 18:00:56 +0000 2019,,,,
+2209,elonmusk,,And I am forever grateful,144911,779394,3458,1129274835173908481,https://twitter.com/elonmusk/status/1129274835173908481,44196397,2019-05-17 06:37:56+00:00,Fri May 17 06:37:56 +0000 2019,,,,
+2210,elonmusk,ketan_kavaiya1,√-1 2^3 3.14 ,117,1842,131,1129103432223154176,https://twitter.com/elonmusk/status/1129103432223154176,44196397,2019-05-16 19:16:50+00:00,Thu May 16 19:16:50 +0000 2019,,,,
+2211,elonmusk,elonmusk,Set of all math jokes that are actually funny is pretty small (sigh),61,1471,122,1129100691367124993,https://twitter.com/elonmusk/status/1129100691367124993,44196397,2019-05-16 19:05:57+00:00,Thu May 16 19:05:57 +0000 2019,,,,
+2212,elonmusk,elonmusk,"Physics demands the impedance of resistance, because it’s not real",61,1484,45,1129100052129959937,https://twitter.com/elonmusk/status/1129100052129959937,44196397,2019-05-16 19:03:24+00:00,Thu May 16 19:03:24 +0000 2019,,,,
+2213,elonmusk,engineers_feed,What makes resistance complex is that it’s half imaginary!,658,13577,238,1129098899807801345,https://twitter.com/elonmusk/status/1129098899807801345,44196397,2019-05-16 18:58:50+00:00,Thu May 16 18:58:50 +0000 2019,,,,
+2214,elonmusk,vicentes,Glad it worked out,20,632,28,1129085209431773185,https://twitter.com/elonmusk/status/1129085209431773185,44196397,2019-05-16 18:04:25+00:00,Thu May 16 18:04:25 +0000 2019,,,,
+2215,elonmusk,xprize,Congratulations @kitkitschool &amp; @onebillion on creating great open source literacy software!,103,2282,35,1129082976786980864,https://twitter.com/elonmusk/status/1129082976786980864,44196397,2019-05-16 17:55:33+00:00,Thu May 16 17:55:33 +0000 2019,,@kitkitschool @onebillion,,
+2216,elonmusk,,"6 more launches of 60 for initial activation, 12 for significant coverage",1457,33568,628,1128840713783791619,https://twitter.com/elonmusk/status/1128840713783791619,44196397,2019-05-16 01:52:53+00:00,Thu May 16 01:52:53 +0000 2019,,,,
+2217,elonmusk,,"Starlink mission will be heaviest @SpaceX payload ever at 18.5 tons. If all goes well, each launch of 60 satellites will generate more power than Space Station &amp; deliver 1 terabit of bandwidth to Earth.",7029,65065,1545,1128834111878193155,https://twitter.com/elonmusk/status/1128834111878193155,44196397,2019-05-16 01:26:39+00:00,Thu May 16 01:26:39 +0000 2019,,@SpaceX,,
+2218,elonmusk,jeff_foust, ,724,14605,426,1128698222170402817,https://twitter.com/elonmusk/status/1128698222170402817,44196397,2019-05-15 16:26:41+00:00,Wed May 15 16:26:41 +0000 2019,,,,
+2219,elonmusk,Alejandro_DebH,That’s about right,29,1083,42,1128450852455235584,https://twitter.com/elonmusk/status/1128450852455235584,44196397,2019-05-15 00:03:43+00:00,Wed May 15 00:03:43 +0000 2019,,,,
+2220,elonmusk,Erdayastronaut,Probably start installing end of next month,59,2013,49,1128450531326775297,https://twitter.com/elonmusk/status/1128450531326775297,44196397,2019-05-15 00:02:26+00:00,Wed May 15 00:02:26 +0000 2019,,,,
+2221,elonmusk,bluemoondance74,"SN4 is done. Hawthorne is working on SN5 now, but focus is ramping build rate of SN6 through SN10.",31,832,27,1128450109052575744,https://twitter.com/elonmusk/status/1128450109052575744,44196397,2019-05-15 00:00:46+00:00,Wed May 15 00:00:46 +0000 2019,,,,
+2222,elonmusk,Erdayastronaut,"The opposite. Any insights gained by one team must be shared with the other, but other team not required to use them.",75,1854,62,1128449289498218496,https://twitter.com/elonmusk/status/1128449289498218496,44196397,2019-05-14 23:57:30+00:00,Tue May 14 23:57:30 +0000 2019,,,,
+2223,elonmusk,space_terp,Both sites will make many Starships. This is a competition to see which location is most effective. Answer might be both.,51,1044,61,1128448802942177280,https://twitter.com/elonmusk/status/1128448802942177280,44196397,2019-05-14 23:55:34+00:00,Tue May 14 23:55:34 +0000 2019,,,,
+2224,elonmusk,NASASpaceflight,SpaceX is doing simultaneous competing builds of Starship in Boca Chica Texas & Cape Canaveral Florida,414,6465,158,1128448308970541056,https://twitter.com/elonmusk/status/1128448308970541056,44196397,2019-05-14 23:53:37+00:00,Tue May 14 23:53:37 +0000 2019,,,,
+2225,elonmusk,kurtybot,"A lot, but you can’t count on lines",213,13931,336,1128221562438467584,https://twitter.com/elonmusk/status/1128221562438467584,44196397,2019-05-14 08:52:36+00:00,Tue May 14 08:52:36 +0000 2019,,,,
+2226,elonmusk,macodiseas,Exactly,33,1086,80,1127966493679816704,https://twitter.com/elonmusk/status/1127966493679816704,44196397,2019-05-13 15:59:03+00:00,Mon May 13 15:59:03 +0000 2019,,,,
+2227,elonmusk,oha_alex,It’s a factor,39,809,93,1127833949210677248,https://twitter.com/elonmusk/status/1127833949210677248,44196397,2019-05-13 07:12:22+00:00,Mon May 13 07:12:22 +0000 2019,,,,
+2228,elonmusk,,GoT season finale leaked,5077,75048,1041,1127830669063626752,https://twitter.com/elonmusk/status/1127830669063626752,44196397,2019-05-13 06:59:20+00:00,Mon May 13 06:59:20 +0000 2019,,,,
+2229,elonmusk,Kristennetten,"Technically, his bro",23,1125,39,1127816860848648193,https://twitter.com/elonmusk/status/1127816860848648193,44196397,2019-05-13 06:04:28+00:00,Mon May 13 06:04:28 +0000 2019,,,,
+2230,elonmusk,mayapolarbear,,690,17437,194,1127816455553028098,https://twitter.com/elonmusk/status/1127816455553028098,44196397,2019-05-13 06:02:51+00:00,Mon May 13 06:02:51 +0000 2019,,,,
+2231,elonmusk,mayemusk,Happy Mother’s Day. I love you Mom!,488,15883,180,1127613303478312960,https://twitter.com/elonmusk/status/1127613303478312960,44196397,2019-05-12 16:35:36+00:00,Sun May 12 16:35:36 +0000 2019,,,,
+2232,elonmusk,gorosart,Ok,433,18569,203,1127549104337199109,https://twitter.com/elonmusk/status/1127549104337199109,44196397,2019-05-12 12:20:29+00:00,Sun May 12 12:20:29 +0000 2019,,,,
+2233,elonmusk,johnsontoddr4,Completely agree. Every Tesla should have good art & music creation software.,157,3561,99,1127416233815461898,https://twitter.com/elonmusk/status/1127416233815461898,44196397,2019-05-12 03:32:31+00:00,Sun May 12 03:32:31 +0000 2019,,,,
+2234,elonmusk,PPathole,It is flat-packed. No dispenser.,78,3336,105,1127408590157783040,https://twitter.com/elonmusk/status/1127408590157783040,44196397,2019-05-12 03:02:08+00:00,Sun May 12 03:02:08 +0000 2019,,,,
+2235,elonmusk,ampontour,That *might* not be my lucky number,87,2515,78,1127392756626624514,https://twitter.com/elonmusk/status/1127392756626624514,44196397,2019-05-12 01:59:13+00:00,Sun May 12 01:59:13 +0000 2019,,,,
+2236,elonmusk,,"More details on day of launch, currently tracking to Wednesday",484,18151,316,1127391773930577922,https://twitter.com/elonmusk/status/1127391773930577922,44196397,2019-05-12 01:55:19+00:00,Sun May 12 01:55:19 +0000 2019,,,,
+2237,elonmusk,,"Much will likely go wrong on 1st mission. Also, 6 more launches of 60 sats needed for minor coverage, 12 for moderate.",602,19248,331,1127391581072347137,https://twitter.com/elonmusk/status/1127391581072347137,44196397,2019-05-12 01:54:33+00:00,Sun May 12 01:54:33 +0000 2019,,,,
+2238,elonmusk,,"These are production design, unlike our earlier Tintin demo sats",188,7486,125,1127390620111081473,https://twitter.com/elonmusk/status/1127390620111081473,44196397,2019-05-12 01:50:44+00:00,Sun May 12 01:50:44 +0000 2019,,,,
+2239,elonmusk,,"If static fire on Mon, on Tues",368,10064,139,1127389993188507649,https://twitter.com/elonmusk/status/1127389993188507649,44196397,2019-05-12 01:48:14+00:00,Sun May 12 01:48:14 +0000 2019,,,,
+2240,elonmusk,,First 60 @SpaceX Starlink satellites loaded into Falcon fairing. Tight fit.,10391,82883,2135,1127388838362378241,https://twitter.com/elonmusk/status/1127388838362378241,44196397,2019-05-12 01:43:39+00:00,Sun May 12 01:43:39 +0000 2019,,@SpaceX,,
+2241,elonmusk,gorosart,Ok,351,15623,97,1127373651920113664,https://twitter.com/elonmusk/status/1127373651920113664,44196397,2019-05-12 00:43:18+00:00,Sun May 12 00:43:18 +0000 2019,,,,
+2242,elonmusk,Teslarati, u3k,1536,24870,581,1127277229304508416,https://twitter.com/elonmusk/status/1127277229304508416,44196397,2019-05-11 18:20:09+00:00,Sat May 11 18:20:09 +0000 2019,,,,https://twitter.com/Teslarati/status/1127273426333388801
+2243,elonmusk,rdstrick777,Exactly,37,2097,62,1127071173655719937,https://twitter.com/elonmusk/status/1127071173655719937,44196397,2019-05-11 04:41:22+00:00,Sat May 11 04:41:22 +0000 2019,,,,
+2244,elonmusk,MFrunker,Yes,33,2254,47,1127067581217591297,https://twitter.com/elonmusk/status/1127067581217591297,44196397,2019-05-11 04:27:05+00:00,Sat May 11 04:27:05 +0000 2019,,,,
+2245,elonmusk,Tesla,"Yes, they are! ",2912,52114,461,1126950061257052160,https://twitter.com/elonmusk/status/1126950061257052160,44196397,2019-05-10 20:40:06+00:00,Fri May 10 20:40:06 +0000 2019,,,,
+2246,elonmusk,Lilzamud,Will try it,42,3458,50,1126947320728145920,https://twitter.com/elonmusk/status/1126947320728145920,44196397,2019-05-10 20:29:13+00:00,Fri May 10 20:29:13 +0000 2019,,,,
+2247,elonmusk,,We have 2 dogs & 1 cat. Dogs jump in car no problem. Cat does not. Experiment concluded.,3105,73963,1112,1126944861221900288,https://twitter.com/elonmusk/status/1126944861221900288,44196397,2019-05-10 20:19:27+00:00,Fri May 10 20:19:27 +0000 2019,,,,
+2248,elonmusk,,"Cats, probably not tbh",1963,58852,638,1126942907586400256,https://twitter.com/elonmusk/status/1126942907586400256,44196397,2019-05-10 20:11:41+00:00,Fri May 10 20:11:41 +0000 2019,,,,
+2249,elonmusk,Tesla,Truth,5474,85021,769,1126942788023607296,https://twitter.com/elonmusk/status/1126942788023607296,44196397,2019-05-10 20:11:12+00:00,Fri May 10 20:11:12 +0000 2019,,,,https://twitter.com/Tesla/status/1126911564286767106
+2250,elonmusk,ICannot_Enough,"How about “Future is driving you”, followed by the word “future” several times in decreasing font size?",941,23191,589,1126904005920092160,https://twitter.com/elonmusk/status/1126904005920092160,44196397,2019-05-10 17:37:06+00:00,Fri May 10 17:37:06 +0000 2019,,,,
+2251,elonmusk,,By Spiderwee on Artstation,7897,81206,1309,1126772790445522949,https://twitter.com/elonmusk/status/1126772790445522949,44196397,2019-05-10 08:55:42+00:00,Fri May 10 08:55:42 +0000 2019,,,,
+2252,elonmusk,jonsrud,How about being able to look through any of the cameras?,47,1430,112,1126770862177153024,https://twitter.com/elonmusk/status/1126770862177153024,44196397,2019-05-10 08:48:02+00:00,Fri May 10 08:48:02 +0000 2019,,,,
+2253,elonmusk,Model3Owners,Sure,63,5888,65,1126770554596282371,https://twitter.com/elonmusk/status/1126770554596282371,44196397,2019-05-10 08:46:49+00:00,Fri May 10 08:46:49 +0000 2019,,,,
+2254,elonmusk,A_Bossaerts,That’s how I feel when I see dabbing,100,3815,50,1126748783130230786,https://twitter.com/elonmusk/status/1126748783130230786,44196397,2019-05-10 07:20:18+00:00,Fri May 10 07:20:18 +0000 2019,,,,
+2255,elonmusk,,.@cgpgrey drives a Tesla across the loneliest road in America,810,11833,344,1126703507447271425,https://twitter.com/elonmusk/status/1126703507447271425,44196397,2019-05-10 04:20:23+00:00,Fri May 10 04:20:23 +0000 2019,,@cgpgrey,,https://youtu.be/_naDg-guomA
+2256,elonmusk,Erdayastronaut,Probably June 20,256,7583,162,1126691057410797568,https://twitter.com/elonmusk/status/1126691057410797568,44196397,2019-05-10 03:30:55+00:00,Fri May 10 03:30:55 +0000 2019,,,,
+2257,elonmusk,,"Oh stop teasing, Jeff ",8907,95944,1891,1126686813840535552,https://twitter.com/elonmusk/status/1126686813840535552,44196397,2019-05-10 03:14:03+00:00,Fri May 10 03:14:03 +0000 2019,,,,
+2258,elonmusk,elonmusk,But putting the word “Blue” on a ball is questionable branding,283,3124,157,1126653499834372096,https://twitter.com/elonmusk/status/1126653499834372096,44196397,2019-05-10 01:01:41+00:00,Fri May 10 01:01:41 +0000 2019,,,,
+2259,elonmusk,Dystopian_Blues,Competition is good. Results in a better outcome for all.,123,2191,49,1126653097114198016,https://twitter.com/elonmusk/status/1126653097114198016,44196397,2019-05-10 01:00:05+00:00,Fri May 10 01:00:05 +0000 2019,,,,
+2260,elonmusk,elonmusk,"We could have gamed an LA/NY Autopilot journey last year, but when we do it this year, everyone with Tesla Full Self-Driving will be able to do it too",149,2367,157,1126611407984779264,https://twitter.com/elonmusk/status/1126611407984779264,44196397,2019-05-09 22:14:25+00:00,Thu May 09 22:14:25 +0000 2019,,,,
+2261,elonmusk,WhatsupFranks,That journey will have a diff age rating,47,2231,18,1126610999006486528,https://twitter.com/elonmusk/status/1126610999006486528,44196397,2019-05-09 22:12:48+00:00,Thu May 09 22:12:48 +0000 2019,,,,
+2262,elonmusk,TeslaNY,Latest Model S is slightly faster,51,1252,42,1126609124446195712,https://twitter.com/elonmusk/status/1126609124446195712,44196397,2019-05-09 22:05:21+00:00,Thu May 09 22:05:21 +0000 2019,,,,
+2263,elonmusk,flcnhvy,Basically begging for it,66,3366,41,1126602536436113409,https://twitter.com/elonmusk/status/1126602536436113409,44196397,2019-05-09 21:39:10+00:00,Thu May 09 21:39:10 +0000 2019,,,,
+2264,elonmusk,,Shoulda seen it coming …,4722,83821,1065,1126594529690177536,https://twitter.com/elonmusk/status/1126594529690177536,44196397,2019-05-09 21:07:21+00:00,Thu May 09 21:07:21 +0000 2019,,,,
+2265,elonmusk,,Turns out there’s more ways to use Autopilot than we imagined,23839,177600,2645,1126589271454785536,https://twitter.com/elonmusk/status/1126589271454785536,44196397,2019-05-09 20:46:27+00:00,Thu May 09 20:46:27 +0000 2019,,,,
+2266,elonmusk,pwlwnd,Soon,22,734,73,1126529586257207297,https://twitter.com/elonmusk/status/1126529586257207297,44196397,2019-05-09 16:49:17+00:00,Thu May 09 16:49:17 +0000 2019,,,,
+2267,elonmusk,sara_boutall,Baby Thanos?,102,2761,75,1126521671806902273,https://twitter.com/elonmusk/status/1126521671806902273,44196397,2019-05-09 16:17:50+00:00,Thu May 09 16:17:50 +0000 2019,,,,
+2268,elonmusk,JStantonLV,Time,71,1977,68,1126520567341801473,https://twitter.com/elonmusk/status/1126520567341801473,44196397,2019-05-09 16:13:27+00:00,Thu May 09 16:13:27 +0000 2019,,,,
+2269,elonmusk,v_g_fischer,Yes,18,1289,19,1126519850254209024,https://twitter.com/elonmusk/status/1126519850254209024,44196397,2019-05-09 16:10:36+00:00,Thu May 09 16:10:36 +0000 2019,,,,
+2270,elonmusk,WorldAndScience,"Yeah, takes you to a big purple guy with a bejeweled gold glove",2519,26809,349,1126519181711568901,https://twitter.com/elonmusk/status/1126519181711568901,44196397,2019-05-09 16:07:57+00:00,Thu May 09 16:07:57 +0000 2019,,,,
+2271,elonmusk,TjAllard,I was just there about a month ago,12,641,26,1126517796416806912,https://twitter.com/elonmusk/status/1126517796416806912,44196397,2019-05-09 16:02:27+00:00,Thu May 09 16:02:27 +0000 2019,,,,
+2272,elonmusk,BaalDrogo,Probably shouldn’t have called holding company Cyberdyne Systems ,56,1977,40,1126517073247477760,https://twitter.com/elonmusk/status/1126517073247477760,44196397,2019-05-09 15:59:34+00:00,Thu May 09 15:59:34 +0000 2019,,,,
+2273,elonmusk,realHayman,"Just behind the glovebox, which is, presumably, where the gloves are",45,1892,55,1126516543938916354,https://twitter.com/elonmusk/status/1126516543938916354,44196397,2019-05-09 15:57:28+00:00,Thu May 09 15:57:28 +0000 2019,,,,
+2274,elonmusk,Tesla,"He’s just kidding, folks, but best to turn car off just in case. Also 2001 was 18 years ago.",1074,26910,462,1126515008811048960,https://twitter.com/elonmusk/status/1126515008811048960,44196397,2019-05-09 15:51:22+00:00,Thu May 09 15:51:22 +0000 2019,,,,
+2275,elonmusk,nichegamer,Mein Herz brennt is boss fight song,112,1225,57,1126300384631324673,https://twitter.com/elonmusk/status/1126300384631324673,44196397,2019-05-09 01:38:32+00:00,Thu May 09 01:38:32 +0000 2019,,,,
+2276,elonmusk,EV_Stevee,"Schatz, bitte hör auf- ich werde rot!",90,742,36,1126292379323908096,https://twitter.com/elonmusk/status/1126292379323908096,44196397,2019-05-09 01:06:43+00:00,Thu May 09 01:06:43 +0000 2019,,,,
+2277,elonmusk,,"Even though lease cost is lower, I recommend purchase, as buyer retains upside value of car vs lease where you have give it back to Tesla",445,13137,673,1126249537662676992,https://twitter.com/elonmusk/status/1126249537662676992,44196397,2019-05-08 22:16:29+00:00,Wed May 08 22:16:29 +0000 2019,,,,
+2278,elonmusk,,"Model 3 Standard Range+ with Autopilot lease is $399/month at http://Tesla.com, but lots of other EVs available: https://insideevs.com/reviews/344001/compare-evs/",912,12938,635,1126247435452370944,https://twitter.com/elonmusk/status/1126247435452370944,44196397,2019-05-08 22:08:07+00:00,Wed May 08 22:08:07 +0000 2019,,,,"http://Tesla.com,https://insideevs.com/reviews/344001/compare-evs/"
+2279,elonmusk,Model3DLR,We’re closing the loop on Autobahn driving. Will improve dramatically in coming months. Ultra gemütlich.,53,826,37,1126243218742374400,https://twitter.com/elonmusk/status/1126243218742374400,44196397,2019-05-08 21:51:22+00:00,Wed May 08 21:51:22 +0000 2019,,,,
+2280,elonmusk,PauljHorton,Oh. They have nice pictures there.,54,3311,80,1126239938129752066,https://twitter.com/elonmusk/status/1126239938129752066,44196397,2019-05-08 21:38:20+00:00,Wed May 08 21:38:20 +0000 2019,,,,
+2281,elonmusk,teslamodel3fan,There are people not on Twitter!? Where are they?,114,2796,176,1126239705354211328,https://twitter.com/elonmusk/status/1126239705354211328,44196397,2019-05-08 21:37:24+00:00,Wed May 08 21:37:24 +0000 2019,,,,
+2282,elonmusk,realSpringP,Does look like fun,9,480,27,1126239063436959745,https://twitter.com/elonmusk/status/1126239063436959745,44196397,2019-05-08 21:34:51+00:00,Wed May 08 21:34:51 +0000 2019,,,,
+2283,elonmusk,KamrasLaura, Finnish Metal Rocks ,229,3342,159,1125863460347305984,https://twitter.com/elonmusk/status/1125863460347305984,44196397,2019-05-07 20:42:21+00:00,Tue May 07 20:42:21 +0000 2019,,,,
+2284,elonmusk,_TomCross_,One of the biggest reusability improvements was fast leg stow. Version 1 sometimes took days.,144,4339,75,1125854279808450560,https://twitter.com/elonmusk/status/1125854279808450560,44196397,2019-05-07 20:05:52+00:00,Tue May 07 20:05:52 +0000 2019,,,,
+2285,elonmusk,alzslabyrinth,"In recent years, hours were much higher. Don’t recommend though — bad for health & happiness. But no choice or Tesla would die. Hope to reduce to 80 hours next year.",320,4001,262,1125853713741041666,https://twitter.com/elonmusk/status/1125853713741041666,44196397,2019-05-07 20:03:37+00:00,Tue May 07 20:03:37 +0000 2019,,,,
+2286,elonmusk,elonmusk,Been wanting to go ever since that Finnish metal band won https://m.youtube.com/watch?v=gAh9NRGNhUU,1213,14201,817,1125828206592909312,https://twitter.com/elonmusk/status/1125828206592909312,44196397,2019-05-07 18:22:15+00:00,Tue May 07 18:22:15 +0000 2019,,,,"https://m.youtube.com/watch?v=gAh9NRGNhUU,https://twitter.com/elonmusk/status/1125823642158243841"
+2287,elonmusk,Hfinnelll, ,16,883,49,1125826119364517888,https://twitter.com/elonmusk/status/1125826119364517888,44196397,2019-05-07 18:13:58+00:00,Tue May 07 18:13:58 +0000 2019,,,,
+2288,elonmusk,elonmusk,My security car is called Baby Smurf,607,15183,355,1125825692644417537,https://twitter.com/elonmusk/status/1125825692644417537,44196397,2019-05-07 18:12:16+00:00,Tue May 07 18:12:16 +0000 2019,,,,
+2289,elonmusk,elonmusk,"Also, Blood, Gandalf the Grey & Superdraco",306,9356,282,1125823988096090112,https://twitter.com/elonmusk/status/1125823988096090112,44196397,2019-05-07 18:05:30+00:00,Tue May 07 18:05:30 +0000 2019,,,,
+2290,elonmusk,Tesla,Eurovision,1361,30818,632,1125823642158243841,https://twitter.com/elonmusk/status/1125823642158243841,44196397,2019-05-07 18:04:07+00:00,Tue May 07 18:04:07 +0000 2019,,,,
+2291,elonmusk,Tesla,too Euro,148,6698,198,1125821624857423873,https://twitter.com/elonmusk/status/1125821624857423873,44196397,2019-05-07 17:56:06+00:00,Tue May 07 17:56:06 +0000 2019,,,,
+2292,elonmusk,CryptoNekoZ,Click checkbox under “Advanced Settings”,244,6823,72,1125820049439113216,https://twitter.com/elonmusk/status/1125820049439113216,44196397,2019-05-07 17:49:51+00:00,Tue May 07 17:49:51 +0000 2019,,,,
+2293,elonmusk,Malcolmmarsman,Effectively throttles via tight impulse width control & hundreds of small firings,30,1266,51,1125476193145315328,https://twitter.com/elonmusk/status/1125476193145315328,44196397,2019-05-06 19:03:29+00:00,Mon May 06 19:03:29 +0000 2019,,,,
+2294,elonmusk,Space_Station,Dragon approaching Space Station,2540,29473,699,1125474794764267523,https://twitter.com/elonmusk/status/1125474794764267523,44196397,2019-05-06 18:57:56+00:00,Mon May 06 18:57:56 +0000 2019,,,,https://twitter.com/Space_Station/status/1125389151581409280
+2295,elonmusk,nichegamer,"Not to be taken literally, of course. He means any maker of dairy products.",24,978,68,1125274068817567746,https://twitter.com/elonmusk/status/1125274068817567746,44196397,2019-05-06 05:40:19+00:00,Mon May 06 05:40:19 +0000 2019,,,,
+2296,elonmusk,InsideEVs,"Wow, how did they take this video!?",120,4429,155,1125225512358400000,https://twitter.com/elonmusk/status/1125225512358400000,44196397,2019-05-06 02:27:22+00:00,Mon May 06 02:27:22 +0000 2019,,,,
+2297,elonmusk,Rjdlandscapes,Yes,36,1099,33,1125221982079815680,https://twitter.com/elonmusk/status/1125221982079815680,44196397,2019-05-06 02:13:20+00:00,Mon May 06 02:13:20 +0000 2019,,,,
+2298,elonmusk,RoseLeoMusk,Looks about 18 light-minutes away,43,1555,75,1125194891133243392,https://twitter.com/elonmusk/status/1125194891133243392,44196397,2019-05-06 00:25:41+00:00,Mon May 06 00:25:41 +0000 2019,,,,
+2299,elonmusk,,Relatively speaking,1005,38249,504,1125194069808799744,https://twitter.com/elonmusk/status/1125194069808799744,44196397,2019-05-06 00:22:25+00:00,Mon May 06 00:22:25 +0000 2019,,,,
+2300,elonmusk,NASA,"Space is easy, orbit is hard",4863,70301,826,1125193736659431424,https://twitter.com/elonmusk/status/1125193736659431424,44196397,2019-05-06 00:21:06+00:00,Mon May 06 00:21:06 +0000 2019,,,,https://twitter.com/NASA/status/1125190944519786496
+2301,elonmusk,rawasen_,"SpaceX needs to demonstrate more progress with Starship, but that will hopefully happen rapidly",151,4203,83,1125146885944037376,https://twitter.com/elonmusk/status/1125146885944037376,44196397,2019-05-05 21:14:56+00:00,Sun May 05 21:14:56 +0000 2019,,,,
+2302,elonmusk,Teslarati,".@NASA support for reusability with high reliability, the critical breakthrough for orbital rockets, has made a big difference",228,4850,74,1125141772865130496,https://twitter.com/elonmusk/status/1125141772865130496,44196397,2019-05-05 20:54:37+00:00,Sun May 05 20:54:37 +0000 2019,,@NASA,,
+2303,elonmusk,arctechinc,Will consider,20,823,28,1125128387129778176,https://twitter.com/elonmusk/status/1125128387129778176,44196397,2019-05-05 20:01:26+00:00,Sun May 05 20:01:26 +0000 2019,,,,
+2304,elonmusk,westcoastbill,To air is human ,186,4698,151,1125124438322597889,https://twitter.com/elonmusk/status/1125124438322597889,44196397,2019-05-05 19:45:44+00:00,Sun May 05 19:45:44 +0000 2019,,,,
+2305,elonmusk,asilversteinTV,"Sorry for the inconvenience. We’re aware of this glitch & it’s fixed, but software updates wait for a WiFi connection. Policy has been changed to push updates like this over cell connection sooner.",42,1024,34,1124976555782885376,https://twitter.com/elonmusk/status/1124976555782885376,44196397,2019-05-05 09:58:06+00:00,Sun May 05 09:58:06 +0000 2019,,,,
+2306,elonmusk,Kristennetten,Close,19,1285,50,1124931415781494785,https://twitter.com/elonmusk/status/1124931415781494785,44196397,2019-05-05 06:58:44+00:00,Sun May 05 06:58:44 +0000 2019,,,,
+2307,elonmusk,elonmusk,"Just kidding (obv), but the Fermi Paradox is bizarre https://en.m.wikipedia.org/wiki/Fermi_paradox",103,2086,178,1124930841551839232,https://twitter.com/elonmusk/status/1124930841551839232,44196397,2019-05-05 06:56:27+00:00,Sun May 05 06:56:27 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Fermi_paradox
+2308,elonmusk,DiscoverMag,Maybe they’re among us. Just saying maybe …,2198,30609,1190,1124928321802739712,https://twitter.com/elonmusk/status/1124928321802739712,44196397,2019-05-05 06:46:26+00:00,Sun May 05 06:46:26 +0000 2019,,,,
+2309,elonmusk,jack_p,Yeah definitely,53,3932,81,1124879551031463936,https://twitter.com/elonmusk/status/1124879551031463936,44196397,2019-05-05 03:32:38+00:00,Sun May 05 03:32:38 +0000 2019,,,,
+2310,elonmusk,Teslarati,Triggered,244,6935,138,1124875318588624896,https://twitter.com/elonmusk/status/1124875318588624896,44196397,2019-05-05 03:15:49+00:00,Sun May 05 03:15:49 +0000 2019,,,,
+2311,elonmusk,flcnhvy,Candy is coming ,129,2366,169,1124832270840283136,https://twitter.com/elonmusk/status/1124832270840283136,44196397,2019-05-05 00:24:46+00:00,Sun May 05 00:24:46 +0000 2019,,,,
+2312,elonmusk,,That’s a direct quote from Warren Buffett,519,23262,374,1124814197051641857,https://twitter.com/elonmusk/status/1124814197051641857,44196397,2019-05-04 23:12:57+00:00,Sat May 04 23:12:57 +0000 2019,,,,
+2313,elonmusk,,Also 1000 times more fun!,504,23293,326,1124813815843917824,https://twitter.com/elonmusk/status/1124813815843917824,44196397,2019-05-04 23:11:26+00:00,Sat May 04 23:11:26 +0000 2019,,,,
+2314,elonmusk,teslaownersSV,Later this month. We need to merge a lot of updates into main code branch.,82,1920,114,1124812792140161024,https://twitter.com/elonmusk/status/1124812792140161024,44196397,2019-05-04 23:07:22+00:00,Sat May 04 23:07:22 +0000 2019,,,,
+2315,elonmusk,cleantechnica,"Order online in 2 mins, 7 day return policy http://Tesla.com",2082,26426,903,1124812395300343808,https://twitter.com/elonmusk/status/1124812395300343808,44196397,2019-05-04 23:05:47+00:00,Sat May 04 23:05:47 +0000 2019,,,,"http://Tesla.com,https://twitter.com/cleantechnica/status/1124811199332225024"
+2316,elonmusk,CNBC,Margaritaville is one of my fav songs,1656,21217,484,1124806076539346944,https://twitter.com/elonmusk/status/1124806076539346944,44196397,2019-05-04 22:40:41+00:00,Sat May 04 22:40:41 +0000 2019,,,,
+2317,elonmusk,ValueAnalyst1,True,49,2097,60,1124802060723953664,https://twitter.com/elonmusk/status/1124802060723953664,44196397,2019-05-04 22:24:43+00:00,Sat May 04 22:24:43 +0000 2019,,,,
+2318,elonmusk,MrTommyCampbell,You’re welcome. Thanks for buying a Tesla!,24,923,35,1124733296464633856,https://twitter.com/elonmusk/status/1124733296464633856,44196397,2019-05-04 17:51:29+00:00,Sat May 04 17:51:29 +0000 2019,,,,
+2319,elonmusk,arctechinc,Only if unable to order by May 10,29,680,116,1124310025940242432,https://twitter.com/elonmusk/status/1124310025940242432,44196397,2019-05-03 13:49:33+00:00,Fri May 03 13:49:33 +0000 2019,,,,
+2320,elonmusk,marshmellomusic,Here you go,2472,60976,577,1124304069789544454,https://twitter.com/elonmusk/status/1124304069789544454,44196397,2019-05-03 13:25:53+00:00,Fri May 03 13:25:53 +0000 2019,,,,
+2321,elonmusk,EverythingGoats, ,60,1554,69,1124130993256796161,https://twitter.com/elonmusk/status/1124130993256796161,44196397,2019-05-03 01:58:08+00:00,Fri May 03 01:58:08 +0000 2019,,,,
+2322,elonmusk,arctechinc,Ok,118,6760,148,1124130677874552832,https://twitter.com/elonmusk/status/1124130677874552832,44196397,2019-05-03 01:56:53+00:00,Fri May 03 01:56:53 +0000 2019,,,,
+2323,elonmusk,,Maybe this goat is available,3121,53438,1468,1124126449659547649,https://twitter.com/elonmusk/status/1124126449659547649,44196397,2019-05-03 01:40:05+00:00,Fri May 03 01:40:05 +0000 2019,,,,https://m.youtube.com/watch?v=-aLYvZ5sX28
+2324,elonmusk,,Changing Tesla horn sound to ,16309,184086,3899,1124124507273175040,https://twitter.com/elonmusk/status/1124124507273175040,44196397,2019-05-03 01:32:22+00:00,Fri May 03 01:32:22 +0000 2019,,,,
+2325,elonmusk,HumanVsMachine,Sigh,1339,26349,638,1124116362924658688,https://twitter.com/elonmusk/status/1124116362924658688,44196397,2019-05-03 01:00:00+00:00,Fri May 03 01:00:00 +0000 2019,,,,
+2326,elonmusk,S100D27,"Yeah, weird",55,1837,154,1123450198984929282,https://twitter.com/elonmusk/status/1123450198984929282,44196397,2019-05-01 04:52:54+00:00,Wed May 01 04:52:54 +0000 2019,,,,
+2327,elonmusk,paulg,Good question,267,15824,434,1123449137226231809,https://twitter.com/elonmusk/status/1123449137226231809,44196397,2019-05-01 04:48:41+00:00,Wed May 01 04:48:41 +0000 2019,,,,
+2328,elonmusk,VitalikButerin,What should be developed on Ethereum?,1100,6059,1108,1123126001171517440,https://twitter.com/elonmusk/status/1123126001171517440,44196397,2019-04-30 07:24:40+00:00,Tue Apr 30 07:24:40 +0000 2019,,,,
+2329,elonmusk,savannahseymour,"Of 14M futures, 13.9M were simply death by boredom",197,6850,126,1123115209734799361,https://twitter.com/elonmusk/status/1123115209734799361,44196397,2019-04-30 06:41:47+00:00,Tue Apr 30 06:41:47 +0000 2019,,,,
+2330,elonmusk,wonderofscience,Naturally Ramanujan,71,2633,46,1123111936231596032,https://twitter.com/elonmusk/status/1123111936231596032,44196397,2019-04-30 06:28:46+00:00,Tue Apr 30 06:28:46 +0000 2019,,,,
+2331,elonmusk,,How many futures are there actually?,4794,37856,5039,1123077742466031616,https://twitter.com/elonmusk/status/1123077742466031616,44196397,2019-04-30 04:12:54+00:00,Tue Apr 30 04:12:54 +0000 2019,,,,
+2332,elonmusk,VitalikButerin,Stop giving away free ETH! ,568,11544,308,1123040406344568832,https://twitter.com/elonmusk/status/1123040406344568832,44196397,2019-04-30 01:44:32+00:00,Tue Apr 30 01:44:32 +0000 2019,,,,
+2333,elonmusk,aleksjames54,And yet people ask what could possibly go wrong with AI,3444,34225,988,1123037863900209152,https://twitter.com/elonmusk/status/1123037863900209152,44196397,2019-04-30 01:34:26+00:00,Tue Apr 30 01:34:26 +0000 2019,,,,https://twitter.com/aleksjames54/status/1123037242807603200
+2334,elonmusk,nichegamer,Fate loves irony,221,4609,63,1123036700718948352,https://twitter.com/elonmusk/status/1123036700718948352,44196397,2019-04-30 01:29:49+00:00,Tue Apr 30 01:29:49 +0000 2019,,,,https://www.geek.com/games/why-gandhi-is-always-a-warmongering-jerk-in-civilization-1608515/
+2335,elonmusk,,jk,3327,66422,1420,1123034747460972545,https://twitter.com/elonmusk/status/1123034747460972545,44196397,2019-04-30 01:22:03+00:00,Tue Apr 30 01:22:03 +0000 2019,,,,
+2336,elonmusk,,Ethereum,8810,106188,4568,1123033196642201600,https://twitter.com/elonmusk/status/1123033196642201600,44196397,2019-04-30 01:15:53+00:00,Tue Apr 30 01:15:53 +0000 2019,,,,
+2337,elonmusk,hamids,Excellent analysis,118,3443,98,1123005153517289473,https://twitter.com/elonmusk/status/1123005153517289473,44196397,2019-04-29 23:24:27+00:00,Mon Apr 29 23:24:27 +0000 2019,,,,
+2338,elonmusk,,Deepfake,1001,13168,391,1122959704093646848,https://twitter.com/elonmusk/status/1122959704093646848,44196397,2019-04-29 20:23:51+00:00,Mon Apr 29 20:23:51 +0000 2019,,,,https://m.youtube.com/watch?v=T76bK2t2r8g
+2339,elonmusk,,OG wisdom,42484,228596,2160,1122958362549731328,https://twitter.com/elonmusk/status/1122958362549731328,44196397,2019-04-29 20:18:31+00:00,Mon Apr 29 20:18:31 +0000 2019,,,,
+2340,elonmusk,,Malcolm @Gladwell’s new book is ,8783,85099,993,1122943619734724608,https://twitter.com/elonmusk/status/1122943619734724608,44196397,2019-04-29 19:19:56+00:00,Mon Apr 29 19:19:56 +0000 2019,,@Gladwell,,
+2341,elonmusk,,Starships on Mars,16836,174405,3641,1122829331401601029,https://twitter.com/elonmusk/status/1122829331401601029,44196397,2019-04-29 11:45:48+00:00,Mon Apr 29 11:45:48 +0000 2019,,,,
+2342,elonmusk,gatoparlante,Yes,25,1000,41,1122826522748841984,https://twitter.com/elonmusk/status/1122826522748841984,44196397,2019-04-29 11:34:38+00:00,Mon Apr 29 11:34:38 +0000 2019,,,,
+2343,elonmusk,0xSkywalker,Damn haters,188,6348,102,1122825965023817735,https://twitter.com/elonmusk/status/1122825965023817735,44196397,2019-04-29 11:32:25+00:00,Mon Apr 29 11:32:25 +0000 2019,,,,
+2344,elonmusk,,Starship on the moon,6261,89410,2110,1122824422031646720,https://twitter.com/elonmusk/status/1122824422031646720,44196397,2019-04-29 11:26:17+00:00,Mon Apr 29 11:26:17 +0000 2019,,,,
+2345,elonmusk,elonmusk,Our competitors do,37,1198,60,1122817321318223872,https://twitter.com/elonmusk/status/1122817321318223872,44196397,2019-04-29 10:58:04+00:00,Mon Apr 29 10:58:04 +0000 2019,,,,
+2346,elonmusk,Timsierramist,We don’t buy advertising,86,1771,74,1122817103373881344,https://twitter.com/elonmusk/status/1122817103373881344,44196397,2019-04-29 10:57:13+00:00,Mon Apr 29 10:57:13 +0000 2019,,,,
+2347,elonmusk,TheStreet,Where’s the proof!?,46,1182,81,1122816262709530624,https://twitter.com/elonmusk/status/1122816262709530624,44196397,2019-04-29 10:53:52+00:00,Mon Apr 29 10:53:52 +0000 2019,,,,
+2348,elonmusk,flcnhvy,Genau,26,749,46,1122798316251516928,https://twitter.com/elonmusk/status/1122798316251516928,44196397,2019-04-29 09:42:33+00:00,Mon Apr 29 09:42:33 +0000 2019,,,,
+2349,elonmusk,sara_boutall,Might be boring,8,587,42,1122797330900480000,https://twitter.com/elonmusk/status/1122797330900480000,44196397,2019-04-29 09:38:38+00:00,Mon Apr 29 09:38:38 +0000 2019,,,,
+2350,elonmusk,elonmusk,Physics is a set of compression functions for the simulation,61,696,25,1122796593348956160,https://twitter.com/elonmusk/status/1122796593348956160,44196397,2019-04-29 09:35:43+00:00,Mon Apr 29 09:35:43 +0000 2019,,,,
+2351,elonmusk,MemesOfMars,It’s pretty much the only theory. This will mess with your mind: https://en.m.wikipedia.org/wiki/Probability_amplitude,37,526,32,1122796252821803008,https://twitter.com/elonmusk/status/1122796252821803008,44196397,2019-04-29 09:34:21+00:00,Mon Apr 29 09:34:21 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Probability_amplitude
+2352,elonmusk,westcoastbill,Sensors are for the weak. Just go open loop.,111,3039,80,1122792343952711680,https://twitter.com/elonmusk/status/1122792343952711680,44196397,2019-04-29 09:18:49+00:00,Mon Apr 29 09:18:49 +0000 2019,,,,
+2353,elonmusk,WorldAndScience,So true,260,9742,115,1122791077130358789,https://twitter.com/elonmusk/status/1122791077130358789,44196397,2019-04-29 09:13:47+00:00,Mon Apr 29 09:13:47 +0000 2019,,,,
+2354,elonmusk,stevecheney,As sure as night follows day,43,803,60,1122719970096373760,https://twitter.com/elonmusk/status/1122719970096373760,44196397,2019-04-29 04:31:14+00:00,Mon Apr 29 04:31:14 +0000 2019,,,,
+2355,elonmusk,Malcolmmarsman,Schrödinger is a probability distribution in the shape of a cat,61,1237,77,1122676953071276033,https://twitter.com/elonmusk/status/1122676953071276033,44196397,2019-04-29 01:40:18+00:00,Mon Apr 29 01:40:18 +0000 2019,,,,
+2356,elonmusk,Kristennetten,Any observation of Schrödinger changes Schrödinger,28,800,37,1122675864842301440,https://twitter.com/elonmusk/status/1122675864842301440,44196397,2019-04-29 01:35:59+00:00,Mon Apr 29 01:35:59 +0000 2019,,,,
+2357,elonmusk,Kristennetten,"Once had a Great Dane named Hamlet, because Hamlet was a great Dane",66,1405,65,1122675277966872576,https://twitter.com/elonmusk/status/1122675277966872576,44196397,2019-04-29 01:33:39+00:00,Mon Apr 29 01:33:39 +0000 2019,,,,
+2358,elonmusk,J_M_0_N,The only thing beyond ludicrous is plaid!,49,1041,69,1122674603879325696,https://twitter.com/elonmusk/status/1122674603879325696,44196397,2019-04-29 01:30:58+00:00,Mon Apr 29 01:30:58 +0000 2019,,,,
+2359,elonmusk,flcnhvy,That’s them! Schrödinger is neither here nor there.,46,1427,50,1122672146944159744,https://twitter.com/elonmusk/status/1122672146944159744,44196397,2019-04-29 01:21:12+00:00,Mon Apr 29 01:21:12 +0000 2019,,,,
+2360,elonmusk,arichduvet,Not as far as I know,17,613,21,1122660916384808960,https://twitter.com/elonmusk/status/1122660916384808960,44196397,2019-04-29 00:36:35+00:00,Mon Apr 29 00:36:35 +0000 2019,,,,
+2361,elonmusk,elonmusk,"We have a big dog called Gatsby, a little dog called Marvin the Martian & a cat named Schrödinger",59,1762,83,1122660604953542658,https://twitter.com/elonmusk/status/1122660604953542658,44196397,2019-04-29 00:35:20+00:00,Mon Apr 29 00:35:20 +0000 2019,,,,
+2362,elonmusk,bluemoondance74,Yes,28,1027,30,1122659764029153282,https://twitter.com/elonmusk/status/1122659764029153282,44196397,2019-04-29 00:32:00+00:00,Mon Apr 29 00:32:00 +0000 2019,,,,
+2363,elonmusk,MoWo91,"Quantum mechanics was harder than all my other courses combined, but so incredible",1409,38018,489,1122627494421491712,https://twitter.com/elonmusk/status/1122627494421491712,44196397,2019-04-28 22:23:46+00:00,Sun Apr 28 22:23:46 +0000 2019,,,,
+2364,elonmusk,redmor11,"NVIDIA is a great company, but we needed (essentially) a dedicated ASIC for vision-based driving, whereas their solution needs to serve many different customer needs.",44,1104,34,1122627162870140928,https://twitter.com/elonmusk/status/1122627162870140928,44196397,2019-04-28 22:22:27+00:00,Sun Apr 28 22:22:27 +0000 2019,,,,
+2365,elonmusk,AttorneyFrey,I think it will be something like that. Much more productive to manage a fleet of robotaxis than only drive one taxi yourself.,58,1066,108,1122578386138722304,https://twitter.com/elonmusk/status/1122578386138722304,44196397,2019-04-28 19:08:38+00:00,Sun Apr 28 19:08:38 +0000 2019,,,,
+2366,elonmusk,MemesOfMars,"21 TOPS for Xavier. Pegasus is just Xavier with a power hog GPU on a separate board. Problem is you can’t transfer data fast enough between computer & GPU, so GPU usable TOPS is almost irrelevant.",55,844,47,1122561906730913792,https://twitter.com/elonmusk/status/1122561906730913792,44196397,2019-04-28 18:03:09+00:00,Sun Apr 28 18:03:09 +0000 2019,,,,
+2367,elonmusk,JoelSapp,"Exactly, Tesla & Nvidia numbers described by Pete were max *usable* teraops running our vision net",24,494,18,1122560261926215680,https://twitter.com/elonmusk/status/1122560261926215680,44196397,2019-04-28 17:56:37+00:00,Sun Apr 28 17:56:37 +0000 2019,,,,
+2368,elonmusk,Speedy_Edits,We’re working on it. Takes time to get all regulatory approvals. Almost there for the larger US states. At least 6 to 12 months for Europe/UK.,319,12471,261,1122274751911567360,https://twitter.com/elonmusk/status/1122274751911567360,44196397,2019-04-27 23:02:06+00:00,Sat Apr 27 23:02:06 +0000 2019,,,,
+2369,elonmusk,gul_garak,Certain regulatory agencies would beg to differ ,61,1773,145,1122006149283270658,https://twitter.com/elonmusk/status/1122006149283270658,44196397,2019-04-27 05:14:46+00:00,Sat Apr 27 05:14:46 +0000 2019,,,,
+2370,elonmusk,rdstrick777,1,24,950,28,1122005785414815745,https://twitter.com/elonmusk/status/1122005785414815745,44196397,2019-04-27 05:13:19+00:00,Sat Apr 27 05:13:19 +0000 2019,,,,
+2371,elonmusk,teslaownersSV,Haha yes,26,899,42,1122005622654816256,https://twitter.com/elonmusk/status/1122005622654816256,44196397,2019-04-27 05:12:40+00:00,Sat Apr 27 05:12:40 +0000 2019,,,,
+2372,elonmusk,elonmusk,"It’s just me writing, so the foolish things I say are entirely my fault ",45,935,53,1122005441028841472,https://twitter.com/elonmusk/status/1122005441028841472,44196397,2019-04-27 05:11:57+00:00,Sat Apr 27 05:11:57 +0000 2019,,,,
+2373,elonmusk,JaneidyEve,"Only see about 5% of mentions. No deep logic to those I answer. Aspirationally useful, but often whimsical.",49,1597,100,1122004555359641600,https://twitter.com/elonmusk/status/1122004555359641600,44196397,2019-04-27 05:08:26+00:00,Sat Apr 27 05:08:26 +0000 2019,,,,
+2374,elonmusk,rdstrick777,"No, just preparing for untethered hover tests",32,1225,30,1122002302385082369,https://twitter.com/elonmusk/status/1122002302385082369,44196397,2019-04-27 04:59:29+00:00,Sat Apr 27 04:59:29 +0000 2019,,,,
+2375,elonmusk,Erdayastronaut,"Tom is still an advisor to SpaceX, but semi-retired about 5 years ago & doesn’t work on Raptor. Will Heltsley heads propulsion overall, but Raptor is a team effort. No single leader.",46,1356,32,1122000281594548224,https://twitter.com/elonmusk/status/1122000281594548224,44196397,2019-04-27 04:51:27+00:00,Sat Apr 27 04:51:27 +0000 2019,,,,
+2376,elonmusk,InsideEVs,Great work by Tesla China team & supporting contractors!,220,7940,233,1121822260522655744,https://twitter.com/elonmusk/status/1121822260522655744,44196397,2019-04-26 17:04:04+00:00,Fri Apr 26 17:04:04 +0000 2019,,,,
+2377,elonmusk,kuzniarpawel,Hoping to cover all of Eastern Europe this year,63,1384,130,1121682055828389889,https://twitter.com/elonmusk/status/1121682055828389889,44196397,2019-04-26 07:46:56+00:00,Fri Apr 26 07:46:56 +0000 2019,,,,
+2378,elonmusk,drdabbles,Yup,15,1106,51,1121678167301734401,https://twitter.com/elonmusk/status/1121678167301734401,44196397,2019-04-26 07:31:29+00:00,Fri Apr 26 07:31:29 +0000 2019,,,,
+2379,elonmusk,elonmusk,Everyone knows,44,1668,55,1121677106935554050,https://twitter.com/elonmusk/status/1121677106935554050,44196397,2019-04-26 07:27:16+00:00,Fri Apr 26 07:27:16 +0000 2019,,,,
+2380,elonmusk,TheStreet,Cramer is a simulation. He’s not real.,1159,19993,681,1121676590255972352,https://twitter.com/elonmusk/status/1121676590255972352,44196397,2019-04-26 07:25:13+00:00,Fri Apr 26 07:25:13 +0000 2019,,,,
+2381,elonmusk,FalkenstrKent,That’s odd. Will look into it.,14,870,49,1121664879088136193,https://twitter.com/elonmusk/status/1121664879088136193,44196397,2019-04-26 06:38:41+00:00,Fri Apr 26 06:38:41 +0000 2019,,,,
+2382,elonmusk,GabFdP,UK order page will go live around May 1 or 2,77,1201,116,1121478988386324481,https://twitter.com/elonmusk/status/1121478988386324481,44196397,2019-04-25 18:20:01+00:00,Thu Apr 25 18:20:01 +0000 2019,,,,
+2383,elonmusk,,We will delay $1k full self-driving option price increase until May 10 for those unable to order by May 1,395,10509,865,1121478114096238592,https://twitter.com/elonmusk/status/1121478114096238592,44196397,2019-04-25 18:16:33+00:00,Thu Apr 25 18:16:33 +0000 2019,,,,
+2384,elonmusk,,"UK Model 3 order page goes live next week, followed shortly thereafter by Japan, Australia, New Zealand & Hong Kong",928,16022,811,1121469940815425536,https://twitter.com/elonmusk/status/1121469940815425536,44196397,2019-04-25 17:44:04+00:00,Thu Apr 25 17:44:04 +0000 2019,,,,
+2385,elonmusk,,CleanTechnica summarizes new @BBC_TopGear print cover story https://cleantechnica.com/2019/04/25/tesla-model-3-performance-crushes-fossil-bmw-m3-around-race-track/,1519,17955,524,1121468950779396097,https://twitter.com/elonmusk/status/1121468950779396097,44196397,2019-04-25 17:40:08+00:00,Thu Apr 25 17:40:08 +0000 2019,,@BBC_TopGear,,https://cleantechnica.com/2019/04/25/tesla-model-3-performance-crushes-fossil-bmw-m3-around-race-track/
+2386,elonmusk,nichegamer,Haha,56,1727,64,1121322003112185856,https://twitter.com/elonmusk/status/1121322003112185856,44196397,2019-04-25 07:56:13+00:00,Thu Apr 25 07:56:13 +0000 2019,,,,
+2387,elonmusk,,"Will be sentient, of course",1988,60507,1121,1121290692012183554,https://twitter.com/elonmusk/status/1121290692012183554,44196397,2019-04-25 05:51:48+00:00,Thu Apr 25 05:51:48 +0000 2019,,,,
+2388,elonmusk,DMC_Ryan,Range will be above 1000km,129,2412,106,1121279871882153984,https://twitter.com/elonmusk/status/1121279871882153984,44196397,2019-04-25 05:08:48+00:00,Thu Apr 25 05:08:48 +0000 2019,,,,
+2389,elonmusk,s3xynews,"Agreed, we’re ramping up service centers & Tesla mobile service worldwide",53,1595,137,1121114805962543104,https://twitter.com/elonmusk/status/1121114805962543104,44196397,2019-04-24 18:12:53+00:00,Wed Apr 24 18:12:53 +0000 2019,,,,
+2390,elonmusk,Mike_Mitrakos,"More like $1000, but varies by country due to big differences in tax",29,1181,79,1121114445881602049,https://twitter.com/elonmusk/status/1121114445881602049,44196397,2019-04-24 18:11:27+00:00,Wed Apr 24 18:11:27 +0000 2019,,,,
+2391,elonmusk,patfan198010,Considering,65,2021,197,1121114038446858241,https://twitter.com/elonmusk/status/1121114038446858241,44196397,2019-04-24 18:09:50+00:00,Wed Apr 24 18:09:50 +0000 2019,,,,
+2392,elonmusk,,"As mentioned before, Tesla full self-driving option price will increase after May 1. You can order online at http://Tesla.com.",1047,17761,1973,1121113876488081408,https://twitter.com/elonmusk/status/1121113876488081408,44196397,2019-04-24 18:09:12+00:00,Wed Apr 24 18:09:12 +0000 2019,,,,http://Tesla.com
+2393,elonmusk,Pornhub,Like blowing twigs too?,1401,22109,263,1120944331957735425,https://twitter.com/elonmusk/status/1120944331957735425,44196397,2019-04-24 06:55:29+00:00,Wed Apr 24 06:55:29 +0000 2019,,,,
+2394,elonmusk,rainnwilson,Nope ,1230,53569,460,1120901758169935872,https://twitter.com/elonmusk/status/1120901758169935872,44196397,2019-04-24 04:06:19+00:00,Wed Apr 24 04:06:19 +0000 2019,,,,
+2395,elonmusk,,Motor Trend on Model S updates,649,10460,398,1120874540018438144,https://twitter.com/elonmusk/status/1120874540018438144,44196397,2019-04-24 02:18:09+00:00,Wed Apr 24 02:18:09 +0000 2019,,,,https://www.motortrend.com/news/2019-tesla-model-s-5-important-updates/
+2396,elonmusk,,Model S drives from San Francisco to Los Angeles without recharging,1610,19509,540,1120873864441942016,https://twitter.com/elonmusk/status/1120873864441942016,44196397,2019-04-24 02:15:28+00:00,Wed Apr 24 02:15:28 +0000 2019,,,,https://www.motortrend.com/cars/tesla/model-s/2019/exclusive-2019-tesla-model-s-review/
+2397,elonmusk,MKBHD,Strange but true,104,7595,79,1120868397871292416,https://twitter.com/elonmusk/status/1120868397871292416,44196397,2019-04-24 01:53:45+00:00,Wed Apr 24 01:53:45 +0000 2019,,,,
+2398,elonmusk,jeffaandrews,This require hardware,18,735,44,1120857090333954050,https://twitter.com/elonmusk/status/1120857090333954050,44196397,2019-04-24 01:08:49+00:00,Wed Apr 24 01:08:49 +0000 2019,,,,
+2399,elonmusk,,Can order online in 2 mins for home delivery & return in 7 days for full refund http://Tesla.com,606,11896,473,1120855602882695168,https://twitter.com/elonmusk/status/1120855602882695168,44196397,2019-04-24 01:02:54+00:00,Wed Apr 24 01:02:54 +0000 2019,,,,http://Tesla.com
+2400,elonmusk,Tesla,New Model S has 370 mile / 595 km range,2172,31106,1035,1120854945572409344,https://twitter.com/elonmusk/status/1120854945572409344,44196397,2019-04-24 01:00:18+00:00,Wed Apr 24 01:00:18 +0000 2019,,,,https://twitter.com/Tesla/status/1120846381378224128
+2401,elonmusk,elonmusk,Perhaps the Internet has some helpful suggestions?,81,6646,510,1120845944629501952,https://twitter.com/elonmusk/status/1120845944629501952,44196397,2019-04-24 00:24:32+00:00,Wed Apr 24 00:24:32 +0000 2019,,,,
+2402,elonmusk,MKBHD,Can’t think of anything,83,6575,185,1120845428474298369,https://twitter.com/elonmusk/status/1120845428474298369,44196397,2019-04-24 00:22:29+00:00,Wed Apr 24 00:22:29 +0000 2019,,,,
+2403,elonmusk,joshandscomb,Someone else thought of an electric blower first? What!?,59,3611,107,1120843697304686593,https://twitter.com/elonmusk/status/1120843697304686593,44196397,2019-04-24 00:15:36+00:00,Wed Apr 24 00:15:36 +0000 2019,,,,
+2404,elonmusk,,Tesla blows haha,18694,190543,1979,1120842338836725760,https://twitter.com/elonmusk/status/1120842338836725760,44196397,2019-04-24 00:10:12+00:00,Wed Apr 24 00:10:12 +0000 2019,,,,
+2405,elonmusk,justadood,We can probably just repurpose Model 3 HVAC parts. Not a big deal.,27,854,50,1120839650183004160,https://twitter.com/elonmusk/status/1120839650183004160,44196397,2019-04-23 23:59:31+00:00,Tue Apr 23 23:59:31 +0000 2019,,,,
+2406,elonmusk,flcnhvy,True,37,4742,39,1120839110564782080,https://twitter.com/elonmusk/status/1120839110564782080,44196397,2019-04-23 23:57:22+00:00,Tue Apr 23 23:57:22 +0000 2019,,,,
+2407,elonmusk,JasonCross00,Long lasting battery + fast recharge > pack swap,54,2618,95,1120838867949502466,https://twitter.com/elonmusk/status/1120838867949502466,44196397,2019-04-23 23:56:24+00:00,Tue Apr 23 23:56:24 +0000 2019,,,,
+2408,elonmusk,ItsMurphyOMG,Haha ok,58,5042,37,1120838490151718912,https://twitter.com/elonmusk/status/1120838490151718912,44196397,2019-04-23 23:54:54+00:00,Tue Apr 23 23:54:54 +0000 2019,,,,
+2409,elonmusk,AlvaroLuken,"It’s been suggested by many, externally & internally",18,1484,33,1120838147217080320,https://twitter.com/elonmusk/status/1120838147217080320,44196397,2019-04-23 23:53:33+00:00,Tue Apr 23 23:53:33 +0000 2019,,,,
+2410,elonmusk,WhosImmortal,Aren’t there good ones already?,24,2416,225,1120834722169413632,https://twitter.com/elonmusk/status/1120834722169413632,44196397,2019-04-23 23:39:56+00:00,Tue Apr 23 23:39:56 +0000 2019,,,,
+2411,elonmusk,ryancarlmercer,Maybe add a particulate filter on inlet,47,4202,75,1120834177450950656,https://twitter.com/elonmusk/status/1120834177450950656,44196397,2019-04-23 23:37:46+00:00,Tue Apr 23 23:37:46 +0000 2019,,,,
+2412,elonmusk,,"Tesla is going to develop a quiet, electric leafblower",24939,314387,10392,1120831425169674240,https://twitter.com/elonmusk/status/1120831425169674240,44196397,2019-04-23 23:26:50+00:00,Tue Apr 23 23:26:50 +0000 2019,,,,
+2413,elonmusk,FredericLambert,"Yeah, there was a major change in last several months. Everyone noticed, Fred. Hello.",67,1717,252,1120822191061209088,https://twitter.com/elonmusk/status/1120822191061209088,44196397,2019-04-23 22:50:08+00:00,Tue Apr 23 22:50:08 +0000 2019,,,,
+2414,elonmusk,FancyPantless,Will do,21,1306,28,1120821609596510209,https://twitter.com/elonmusk/status/1120821609596510209,44196397,2019-04-23 22:47:50+00:00,Tue Apr 23 22:47:50 +0000 2019,,,,
+2415,elonmusk,Torgo82,Absolutely,21,1386,45,1120821164819927041,https://twitter.com/elonmusk/status/1120821164819927041,44196397,2019-04-23 22:46:04+00:00,Tue Apr 23 22:46:04 +0000 2019,,,,
+2416,elonmusk,billseymour,Seriously,13,511,13,1120820804688547842,https://twitter.com/elonmusk/status/1120820804688547842,44196397,2019-04-23 22:44:38+00:00,Tue Apr 23 22:44:38 +0000 2019,,,,
+2417,elonmusk,FredericLambert,"Also, how did you manage to get shamed into being de facto anti-Tesla by social media trolls. Jeez …",43,922,81,1120820597347377152,https://twitter.com/elonmusk/status/1120820597347377152,44196397,2019-04-23 22:43:48+00:00,Tue Apr 23 22:43:48 +0000 2019,,,,
+2418,elonmusk,FredericLambert,"Fred, every fire *is* investigated. Problem is those who only write about 0 injury Tesla fires while ignoring fatal combustion car fires or fail to mention any contextual statistics in their article, misleading readers into thinking EV’s have high fire risk when opposite is true.",160,2911,113,1120820168723066881,https://twitter.com/elonmusk/status/1120820168723066881,44196397,2019-04-23 22:42:06+00:00,Tue Apr 23 22:42:06 +0000 2019,,,,
+2419,elonmusk,teslaownersSV,"Thanks, support super appreciated",55,1830,87,1120817773586685957,https://twitter.com/elonmusk/status/1120817773586685957,44196397,2019-04-23 22:32:35+00:00,Tue Apr 23 22:32:35 +0000 2019,,,,
+2420,elonmusk,jeffleach,Sad if true ,44,1605,69,1120804018404515840,https://twitter.com/elonmusk/status/1120804018404515840,44196397,2019-04-23 21:37:56+00:00,Tue Apr 23 21:37:56 +0000 2019,,,,
+2421,elonmusk,,"When you read double standard articles about Tesla, please ask why. Maybe there’s a good reason that isn’t obvious.",1768,35279,966,1120803630595002368,https://twitter.com/elonmusk/status/1120803630595002368,44196397,2019-04-23 21:36:23+00:00,Tue Apr 23 21:36:23 +0000 2019,,,,
+2422,elonmusk,,"Reality is a Tesla, like most electric cars, is over 500% *less* likely to catch fire than combustion engine cars, which carry massive amounts of highly flammable fuel. Why is this never mentioned?",3999,49672,1246,1120802953130995714,https://twitter.com/elonmusk/status/1120802953130995714,44196397,2019-04-23 21:33:42+00:00,Tue Apr 23 21:33:42 +0000 2019,,,,
+2423,elonmusk,,"Over a million combustion engine (it’s right there in the name!) car fires per year & thousands of deaths, but one Tesla car fire with no injuries gets biggest headlines. Why the double standard? This is a real question.",5905,55216,1231,1120801643115663360,https://twitter.com/elonmusk/status/1120801643115663360,44196397,2019-04-23 21:28:29+00:00,Tue Apr 23 21:28:29 +0000 2019,,,,
+2424,elonmusk,,"Those who predicted Tesla & EVs would be dead & autonomy would never happen are same people attacking Tesla today for 6-12 month delays, while ignoring major automakers 5+ years late. Why the double standard?",1459,17847,619,1120796915312947201,https://twitter.com/elonmusk/status/1120796915312947201,44196397,2019-04-23 21:09:42+00:00,Tue Apr 23 21:09:42 +0000 2019,,,,
+2425,elonmusk,Everman,Almost all coverage back then said hydrogen fuel cells would destroy electric cars & autonomy was between 10 years & never …,2531,36277,592,1120794297710682114,https://twitter.com/elonmusk/status/1120794297710682114,44196397,2019-04-23 20:59:18+00:00,Tue Apr 23 20:59:18 +0000 2019,,,,https://twitter.com/Everman/status/1120466365834514432
+2426,elonmusk,MemesOfMars,Anti-matter def wins on energy density ,32,856,42,1120780816064233472,https://twitter.com/elonmusk/status/1120780816064233472,44196397,2019-04-23 20:05:44+00:00,Tue Apr 23 20:05:44 +0000 2019,,,,
+2427,elonmusk,msitver,"Exactly. By end of this quarter, about half a million Teslas will have full self-driving hardware (pending computer swap) & we will make another half million FSD cars by mid next year.",48,746,96,1120765060048023552,https://twitter.com/elonmusk/status/1120765060048023552,44196397,2019-04-23 19:03:07+00:00,Tue Apr 23 19:03:07 +0000 2019,,,,
+2428,elonmusk,ValueAnalyst1,"As a robotaxi, probably closer to 16 hours, accounting for empty legs, travel to charger/cleaning/service, wait times, etc. ~30 mile penalty most likely imo over ~120 paid miles. Impact is signicant for electricity cost, battery wear cost & larger range pack needed.",46,846,47,1120764423591694336,https://twitter.com/elonmusk/status/1120764423591694336,44196397,2019-04-23 19:00:36+00:00,Tue Apr 23 19:00:36 +0000 2019,,,,
+2429,elonmusk,ILuvAmp,Over a quarter million gasoline vehicle fires per year in USA alone https://www.nfpa.org/News-and-Research/Data-research-and-tools/ARCHIVED/Fire-statistics/Vehicle-fires/Vehicle-fire-trends-and-patterns,183,1526,107,1120684392349716480,https://twitter.com/elonmusk/status/1120684392349716480,44196397,2019-04-23 13:42:35+00:00,Tue Apr 23 13:42:35 +0000 2019,,,,https://www.nfpa.org/News-and-Research/Data-research-and-tools/ARCHIVED/Fire-statistics/Vehicle-fires/Vehicle-fire-trends-and-patterns
+2430,elonmusk,elonmusk,Anyone who did this analysis should interview at Tesla,62,1769,56,1120576384642899968,https://twitter.com/elonmusk/status/1120576384642899968,44196397,2019-04-23 06:33:24+00:00,Tue Apr 23 06:33:24 +0000 2019,,,,
+2431,elonmusk,RossSheingold,Upgrading hardware is not important for a few months,32,895,45,1120568589789147138,https://twitter.com/elonmusk/status/1120568589789147138,44196397,2019-04-23 06:02:25+00:00,Tue Apr 23 06:02:25 +0000 2019,,,,
+2432,elonmusk,flcnhvy,Is that a real billboard?,889,38159,492,1120563061558009856,https://twitter.com/elonmusk/status/1120563061558009856,44196397,2019-04-23 05:40:27+00:00,Tue Apr 23 05:40:27 +0000 2019,,,,
+2433,elonmusk,teslaownersSV,We’ll let the NN loose on Track Mode one day … that’ll be insane,53,1172,62,1120562176610263040,https://twitter.com/elonmusk/status/1120562176610263040,44196397,2019-04-23 05:36:56+00:00,Tue Apr 23 05:36:56 +0000 2019,,,,
+2434,elonmusk,dasbub,Reddit is hardcore. Mostly correct analysis. Comments so dark …,72,1782,52,1120561642549469190,https://twitter.com/elonmusk/status/1120561642549469190,44196397,2019-04-23 05:34:49+00:00,Tue Apr 23 05:34:49 +0000 2019,,,,
+2435,elonmusk,scottwww,Or maybe pegging,56,568,64,1120553837872451586,https://twitter.com/elonmusk/status/1120553837872451586,44196397,2019-04-23 05:03:48+00:00,Tue Apr 23 05:03:48 +0000 2019,,,,
+2436,elonmusk,xandriteme,"On yeah, that too",19,614,20,1120553160324546560,https://twitter.com/elonmusk/status/1120553160324546560,44196397,2019-04-23 05:01:06+00:00,Tue Apr 23 05:01:06 +0000 2019,,,,
+2437,elonmusk,scottwww,"Exactly. Also, you can’t actually use computation from a separate GPU effectively, as you get choked on the bus, so most of the computation is irrelevant. High power, high cooling, but low true, usable TOPS. Worst of all worlds.",57,681,27,1120552650540498947,https://twitter.com/elonmusk/status/1120552650540498947,44196397,2019-04-23 04:59:05+00:00,Tue Apr 23 04:59:05 +0000 2019,,,,
+2438,elonmusk,,Full Self-Driving video,3573,24152,933,1120502923136520192,https://twitter.com/elonmusk/status/1120502923136520192,44196397,2019-04-23 01:41:29+00:00,Tue Apr 23 01:41:29 +0000 2019,,,,https://m.youtube.com/watch?feature=youtu.be&v=tlThdr3O5Qo
+2439,elonmusk,RossSheingold,All Model 3’s ever made can upgrade,69,1426,61,1120491540542103558,https://twitter.com/elonmusk/status/1120491540542103558,44196397,2019-04-23 00:56:15+00:00,Tue Apr 23 00:56:15 +0000 2019,,,,
+2440,elonmusk,,"Warning, this presentation is 4 hrs & 20 mins long",2192,54544,1092,1120487010127495168,https://twitter.com/elonmusk/status/1120487010127495168,44196397,2019-04-23 00:38:15+00:00,Tue Apr 23 00:38:15 +0000 2019,,,,
+2441,elonmusk,DrewAdamTepper,Exactly,14,985,32,1120483948906332161,https://twitter.com/elonmusk/status/1120483948906332161,44196397,2019-04-23 00:26:05+00:00,Tue Apr 23 00:26:05 +0000 2019,,,,
+2442,elonmusk,russotalks,All cars made since Oct 2016 either have the hardware needed for FSD or are trivially upgradeable,54,1180,36,1120483430515585024,https://twitter.com/elonmusk/status/1120483430515585024,44196397,2019-04-23 00:24:02+00:00,Tue Apr 23 00:24:02 +0000 2019,,,,
+2443,elonmusk,Royaljester62,"Yeah, will post soon",32,1163,45,1120481285766623232,https://twitter.com/elonmusk/status/1120481285766623232,44196397,2019-04-23 00:15:30+00:00,Tue Apr 23 00:15:30 +0000 2019,,,,
+2444,elonmusk,RyanHummer,It’s automatic,14,814,15,1120481224781385728,https://twitter.com/elonmusk/status/1120481224781385728,44196397,2019-04-23 00:15:16+00:00,Tue Apr 23 00:15:16 +0000 2019,,,,
+2445,elonmusk,,Tesla Full Self-Driving,3300,37257,870,1120479950828703745,https://twitter.com/elonmusk/status/1120479950828703745,44196397,2019-04-23 00:10:12+00:00,Tue Apr 23 00:10:12 +0000 2019,,,,https://youtu.be/Ucp0TTmvqOE?t=4177
+2446,elonmusk,,Happy Home Planet Day!,24084,211502,2589,1120376455114788872,https://twitter.com/elonmusk/status/1120376455114788872,44196397,2019-04-22 17:18:57+00:00,Mon Apr 22 17:18:57 +0000 2019,,,,
+2447,elonmusk,Tesla,Full Metal Alchemy,15286,113579,2210,1120245988860411904,https://twitter.com/elonmusk/status/1120245988860411904,44196397,2019-04-22 08:40:31+00:00,Mon Apr 22 08:40:31 +0000 2019,,,,https://twitter.com/Tesla/status/1119767408556687361
+2448,elonmusk,The_PlugSeeker,Love that movie!,31,917,59,1120232479661576192,https://twitter.com/elonmusk/status/1120232479661576192,44196397,2019-04-22 07:46:50+00:00,Mon Apr 22 07:46:50 +0000 2019,,,,
+2449,elonmusk,Sofiaan,Actual Tesla range is about 5 miles / 8 km past zero,289,12035,169,1120227783735566336,https://twitter.com/elonmusk/status/1120227783735566336,44196397,2019-04-22 07:28:11+00:00,Mon Apr 22 07:28:11 +0000 2019,,,,
+2450,elonmusk,jlist, ,330,4700,140,1120071891501195264,https://twitter.com/elonmusk/status/1120071891501195264,44196397,2019-04-21 21:08:43+00:00,Sun Apr 21 21:08:43 +0000 2019,,,,
+2451,elonmusk,moyn1ckzanyat,правда,2446,30999,561,1119884325682442240,https://twitter.com/elonmusk/status/1119884325682442240,44196397,2019-04-21 08:43:24+00:00,Sun Apr 21 08:43:24 +0000 2019,,,,
+2452,elonmusk,v_g_fischer,Coming soon,115,4229,105,1119883893392334848,https://twitter.com/elonmusk/status/1119883893392334848,44196397,2019-04-21 08:41:41+00:00,Sun Apr 21 08:41:41 +0000 2019,,,,
+2453,elonmusk,4thFromOurStar,Already have one,201,13144,68,1119883036466667522,https://twitter.com/elonmusk/status/1119883036466667522,44196397,2019-04-21 08:38:16+00:00,Sun Apr 21 08:38:16 +0000 2019,,,,
+2454,elonmusk,cleantechnica,Respawn++,2883,47631,972,1119830193118408704,https://twitter.com/elonmusk/status/1119830193118408704,44196397,2019-04-21 05:08:18+00:00,Sun Apr 21 05:08:18 +0000 2019,,,,https://twitter.com/cleantechnica/status/1119828529422770177
+2455,elonmusk,,The Internet is insane,64090,395247,8033,1119812929258307584,https://twitter.com/elonmusk/status/1119812929258307584,44196397,2019-04-21 03:59:42+00:00,Sun Apr 21 03:59:42 +0000 2019,,,,
+2456,elonmusk,flcnhvy,"Never seen anything like it. Tesla is just trying to make electric cars & solar power for a better future for all. True, we might not succeed, but why do they want us to fail?",317,3458,570,1119761927440220160,https://twitter.com/elonmusk/status/1119761927440220160,44196397,2019-04-21 00:37:02+00:00,Sun Apr 21 00:37:02 +0000 2019,,,,
+2457,elonmusk,Senior__Hunter,"Milady, my shield is yours",8409,74439,467,1119753087269236736,https://twitter.com/elonmusk/status/1119753087269236736,44196397,2019-04-21 00:01:54+00:00,Sun Apr 21 00:01:54 +0000 2019,,,,
+2458,elonmusk,loadiabe86,"This is extremely messed up. @VW, what’s going on?",180,1385,146,1119752254062350336,https://twitter.com/elonmusk/status/1119752254062350336,44196397,2019-04-20 23:58:36+00:00,Sat Apr 20 23:58:36 +0000 2019,,@VW,,
+2459,elonmusk,weerhov,"Говорят, что кур доят",4826,20525,519,1119697894078988289,https://twitter.com/elonmusk/status/1119697894078988289,44196397,2019-04-20 20:22:35+00:00,Sat Apr 20 20:22:35 +0000 2019,,,,
+2460,elonmusk,Wenger57793371,Вот где собака зарыта,1911,9485,143,1119696952935862272,https://twitter.com/elonmusk/status/1119696952935862272,44196397,2019-04-20 20:18:51+00:00,Sat Apr 20 20:18:51 +0000 2019,,,,
+2461,elonmusk,,где инопланетяне?,3814,28655,649,1119694664024518657,https://twitter.com/elonmusk/status/1119694664024518657,44196397,2019-04-20 20:09:45+00:00,Sat Apr 20 20:09:45 +0000 2019,,,,
+2462,elonmusk,, FTW,5799,91991,2028,1119414361984884737,https://twitter.com/elonmusk/status/1119414361984884737,44196397,2019-04-20 01:35:56+00:00,Sat Apr 20 01:35:56 +0000 2019,,,,
+2463,elonmusk,universal_sci,We are very tiny,2054,36719,749,1119414064268988417,https://twitter.com/elonmusk/status/1119414064268988417,44196397,2019-04-20 01:34:45+00:00,Sat Apr 20 01:34:45 +0000 2019,,,,
+2464,elonmusk,Model3Owners,"Put water repellant coating on radar, dark rectangle just below nose. Anything hydrophobic from hardware store or Tesla service can do it.",74,2052,65,1119385585242628097,https://twitter.com/elonmusk/status/1119385585242628097,44196397,2019-04-19 23:41:35+00:00,Fri Apr 19 23:41:35 +0000 2019,,,,
+2465,elonmusk,EricIdle, ,45,1194,37,1119374687312592896,https://twitter.com/elonmusk/status/1119374687312592896,44196397,2019-04-19 22:58:17+00:00,Fri Apr 19 22:58:17 +0000 2019,,,,
+2466,elonmusk,elonmusk,Bach is killing it on YouTube,1676,35735,768,1119372984379035649,https://twitter.com/elonmusk/status/1119372984379035649,44196397,2019-04-19 22:51:31+00:00,Fri Apr 19 22:51:31 +0000 2019,,,,https://twitter.com/elonmusk/status/1089354757188120578
+2467,elonmusk,LeedsMuseums,I love your castle,36,1450,51,1119312988387676161,https://twitter.com/elonmusk/status/1119312988387676161,44196397,2019-04-19 18:53:06+00:00,Fri Apr 19 18:53:06 +0000 2019,,,,
+2468,elonmusk,TheMERL,Ewe’re a winsome eyre,30,1346,40,1119310722649870336,https://twitter.com/elonmusk/status/1119310722649870336,44196397,2019-04-19 18:44:06+00:00,Fri Apr 19 18:44:06 +0000 2019,,,,
+2469,elonmusk,LarryPanozzo,Nice,50,3334,53,1119304558700720128,https://twitter.com/elonmusk/status/1119304558700720128,44196397,2019-04-19 18:19:37+00:00,Fri Apr 19 18:19:37 +0000 2019,,,,
+2470,elonmusk,,Back to work …,9319,103478,3279,1119303658577879040,https://twitter.com/elonmusk/status/1119303658577879040,44196397,2019-04-19 18:16:02+00:00,Fri Apr 19 18:16:02 +0000 2019,,,,
+2471,elonmusk,, ,19358,191095,4406,1119302062968172544,https://twitter.com/elonmusk/status/1119302062968172544,44196397,2019-04-19 18:09:42+00:00,Fri Apr 19 18:09:42 +0000 2019,,,,
+2472,elonmusk,TheMERL,Are you me or are you you?,94,2098,107,1119293543887958018,https://twitter.com/elonmusk/status/1119293543887958018,44196397,2019-04-19 17:35:50+00:00,Fri Apr 19 17:35:50 +0000 2019,,,,
+2473,elonmusk,ElonsBrain,"My fav color is blue, no red, aaargh …",60,1576,84,1119293322944663554,https://twitter.com/elonmusk/status/1119293322944663554,44196397,2019-04-19 17:34:58+00:00,Fri Apr 19 17:34:58 +0000 2019,,,,
+2474,elonmusk,elonmusk,New uWu,2632,11608,503,1119291976703025153,https://twitter.com/elonmusk/status/1119291976703025153,44196397,2019-04-19 17:29:37+00:00,Fri Apr 19 17:29:37 +0000 2019,,,,
+2475,elonmusk,TheMERL,Old ewe,448,7360,121,1119285131418583040,https://twitter.com/elonmusk/status/1119285131418583040,44196397,2019-04-19 17:02:25+00:00,Fri Apr 19 17:02:25 +0000 2019,,,,
+2476,elonmusk,CleopatraOwen17,It’s USB-C,19,788,26,1119281052088815616,https://twitter.com/elonmusk/status/1119281052088815616,44196397,2019-04-19 16:46:12+00:00,Fri Apr 19 16:46:12 +0000 2019,,,,
+2477,elonmusk,CleopatraOwen17,It works great!,15,698,23,1119277856389914625,https://twitter.com/elonmusk/status/1119277856389914625,44196397,2019-04-19 16:33:30+00:00,Fri Apr 19 16:33:30 +0000 2019,,,,
+2478,elonmusk,TheMERL,Haha,60,2275,48,1119277454235852800,https://twitter.com/elonmusk/status/1119277454235852800,44196397,2019-04-19 16:31:54+00:00,Fri Apr 19 16:31:54 +0000 2019,,,,
+2479,elonmusk,TheMERL,!,115,5870,107,1119183314307309568,https://twitter.com/elonmusk/status/1119183314307309568,44196397,2019-04-19 10:17:50+00:00,Fri Apr 19 10:17:50 +0000 2019,,,,
+2480,elonmusk,,I meant lämpe. Where’s the edit function when you really need it!?,1527,60967,706,1119180045556178949,https://twitter.com/elonmusk/status/1119180045556178949,44196397,2019-04-19 10:04:50+00:00,Fri Apr 19 10:04:50 +0000 2019,,,,
+2481,elonmusk,,Just wants a little lamp ,1183,54910,512,1119141543925805056,https://twitter.com/elonmusk/status/1119141543925805056,44196397,2019-04-19 07:31:51+00:00,Fri Apr 19 07:31:51 +0000 2019,,,,
+2482,elonmusk,EvaFoxU,So cute,20,1442,28,1119140113903050752,https://twitter.com/elonmusk/status/1119140113903050752,44196397,2019-04-19 07:26:10+00:00,Fri Apr 19 07:26:10 +0000 2019,,,,
+2483,elonmusk,,Original moth meme,4988,85229,850,1119139915973844992,https://twitter.com/elonmusk/status/1119139915973844992,44196397,2019-04-19 07:25:23+00:00,Fri Apr 19 07:25:23 +0000 2019,,,,
+2484,elonmusk,,Or a sheep,641,26071,483,1119135916658839554,https://twitter.com/elonmusk/status/1119135916658839554,44196397,2019-04-19 07:09:29+00:00,Fri Apr 19 07:09:29 +0000 2019,,,,
+2485,elonmusk,rune_ea,Exactly,10,546,15,1119127895190827009,https://twitter.com/elonmusk/status/1119127895190827009,44196397,2019-04-19 06:37:37+00:00,Fri Apr 19 06:37:37 +0000 2019,,,,
+2486,elonmusk,,“Wake up sheeple!” - sheep,13936,116098,2070,1119122946113429504,https://twitter.com/elonmusk/status/1119122946113429504,44196397,2019-04-19 06:17:57+00:00,Fri Apr 19 06:17:57 +0000 2019,,,,
+2487,elonmusk,elonmusk," propellant grade kerosene (basically, jet fuel) &amp; liquid oxygen are close, but H2 &amp; O2 are not",26,855,47,1119106811343204352,https://twitter.com/elonmusk/status/1119106811343204352,44196397,2019-04-19 05:13:50+00:00,Fri Apr 19 05:13:50 +0000 2019,,,,
+2488,elonmusk,Erdayastronaut,Common shaft only works if optimal rpm is similar for fuel & oxidizer,39,1603,54,1119106079894331392,https://twitter.com/elonmusk/status/1119106079894331392,44196397,2019-04-19 05:10:56+00:00,Fri Apr 19 05:10:56 +0000 2019,,,,
+2489,elonmusk,,My Twitter is pretty much complete nonsense at this point,66879,395141,6590,1119093220544147457,https://twitter.com/elonmusk/status/1119093220544147457,44196397,2019-04-19 04:19:50+00:00,Fri Apr 19 04:19:50 +0000 2019,,,,
+2490,elonmusk,,"Like thug, but rural",1539,32393,235,1119092833447628800,https://twitter.com/elonmusk/status/1119092833447628800,44196397,2019-04-19 04:18:17+00:00,Fri Apr 19 04:18:17 +0000 2019,,,,
+2491,elonmusk,,Rürl Lœf,763,27486,131,1119092352730091521,https://twitter.com/elonmusk/status/1119092352730091521,44196397,2019-04-19 04:16:23+00:00,Fri Apr 19 04:16:23 +0000 2019,,,,
+2492,elonmusk,TheMERL,Switched souls with The Museum of English Rural Lofe,3468,52494,373,1119091798570229761,https://twitter.com/elonmusk/status/1119091798570229761,44196397,2019-04-19 04:14:11+00:00,Fri Apr 19 04:14:11 +0000 2019,,,,https://twitter.com/TheMERL/status/1118614166221271046
+2493,elonmusk,,But I’m just a simple sheep/ram,4444,64125,934,1119040460457005057,https://twitter.com/elonmusk/status/1119040460457005057,44196397,2019-04-19 00:50:11+00:00,Fri Apr 19 00:50:11 +0000 2019,,,,
+2494,elonmusk,baconmashwbs,Sheep replicants,40,1458,86,1118806120552734721,https://twitter.com/elonmusk/status/1118806120552734721,44196397,2019-04-18 09:19:00+00:00,Thu Apr 18 09:19:00 +0000 2019,,,,
+2495,elonmusk,natfriedman,Sheeps thank you ,24,1303,68,1118795486108868609,https://twitter.com/elonmusk/status/1118795486108868609,44196397,2019-04-18 08:36:44+00:00,Thu Apr 18 08:36:44 +0000 2019,,,,
+2496,elonmusk,shawnapandya,Are you good with sheep?,203,6959,220,1118603356380041217,https://twitter.com/elonmusk/status/1118603356380041217,44196397,2019-04-17 19:53:17+00:00,Wed Apr 17 19:53:17 +0000 2019,,,,
+2497,elonmusk,techreview,I’m an absolute unit too,7939,73918,902,1118600979329339393,https://twitter.com/elonmusk/status/1118600979329339393,44196397,2019-04-17 19:43:50+00:00,Wed Apr 17 19:43:50 +0000 2019,,,,
+2498,elonmusk,shraddha_261291,"Yeah, gave everything I had to Tesla in Dec 2008",283,4377,224,1118292557895618560,https://twitter.com/elonmusk/status/1118292557895618560,44196397,2019-04-16 23:18:17+00:00,Tue Apr 16 23:18:17 +0000 2019,,,,
+2499,elonmusk,sjensenknight,"It’s not a big deal. Charge to 90% to 95% & you’ll be fine. At 100% state of charge, regen braking doesn’t work, because the battery is full, so car is less energy efficient.",95,2104,105,1118225459416682496,https://twitter.com/elonmusk/status/1118225459416682496,44196397,2019-04-16 18:51:39+00:00,Tue Apr 16 18:51:39 +0000 2019,,,,
+2500,elonmusk,iliketeslas,Haha,151,6992,77,1118046319644332033,https://twitter.com/elonmusk/status/1118046319644332033,44196397,2019-04-16 06:59:49+00:00,Tue Apr 16 06:59:49 +0000 2019,,,,
+2501,elonmusk,houmanhemmati,Yes,28,1093,41,1118019613365682181,https://twitter.com/elonmusk/status/1118019613365682181,44196397,2019-04-16 05:13:42+00:00,Tue Apr 16 05:13:42 +0000 2019,,,,
+2502,elonmusk,theRedding,Rockets are not yet safe enough to fly over land,38,1337,58,1118017913938563072,https://twitter.com/elonmusk/status/1118017913938563072,44196397,2019-04-16 05:06:57+00:00,Tue Apr 16 05:06:57 +0000 2019,,,,
+2503,elonmusk,GameSyns,"Engines seem ok, pending inspection",51,1341,65,1118017021612937216,https://twitter.com/elonmusk/status/1118017021612937216,44196397,2019-04-16 05:03:24+00:00,Tue Apr 16 05:03:24 +0000 2019,,,,
+2504,elonmusk,Erdayastronaut,"It can, but the attachment fixtures are different from standard F9 & they weren’t ready in time",59,1695,83,1118016410586771456,https://twitter.com/elonmusk/status/1118016410586771456,44196397,2019-04-16 05:00:58+00:00,Tue Apr 16 05:00:58 +0000 2019,,,,
+2505,elonmusk,mwischer18,Winter in snowfall is so beautiful,55,1713,99,1117642996827090945,https://twitter.com/elonmusk/status/1117642996827090945,44196397,2019-04-15 04:17:09+00:00,Mon Apr 15 04:17:09 +0000 2019,,,,
+2506,elonmusk,gauty23,I’m actually less crazy in person … or am I? ,78,1733,139,1117642226618773505,https://twitter.com/elonmusk/status/1117642226618773505,44196397,2019-04-15 04:14:06+00:00,Mon Apr 15 04:14:06 +0000 2019,,,,
+2507,elonmusk,,I was always crazy on Twitter fyi,5050,83975,1001,1117641451008081922,https://twitter.com/elonmusk/status/1117641451008081922,44196397,2019-04-15 04:11:01+00:00,Mon Apr 15 04:11:01 +0000 2019,,,,
+2508,elonmusk,ThisMemeyGuy,Yes,25,1915,39,1117638864674410496,https://twitter.com/elonmusk/status/1117638864674410496,44196397,2019-04-15 04:00:44+00:00,Mon Apr 15 04:00:44 +0000 2019,,,,
+2509,elonmusk,TobyTurner,Haha true. I actually love horses.,117,4455,93,1117638448171692033,https://twitter.com/elonmusk/status/1117638448171692033,44196397,2019-04-15 03:59:05+00:00,Mon Apr 15 03:59:05 +0000 2019,,,,
+2510,elonmusk,,Buying a car in 2019 that can’t upgrade to full self-driving is like buying a horse instead of a car in 1919,4401,38058,1888,1117637496517603329,https://twitter.com/elonmusk/status/1117637496517603329,44196397,2019-04-15 03:55:18+00:00,Mon Apr 15 03:55:18 +0000 2019,,,,https://cleantechnica.com/2019/04/14/the-mystery-of-tesla-model-3-demand/
+2511,elonmusk,jaden,Love Just Water btw,601,9853,82,1117583772843515904,https://twitter.com/elonmusk/status/1117583772843515904,44196397,2019-04-15 00:21:49+00:00,Mon Apr 15 00:21:49 +0000 2019,,,,
+2512,elonmusk,teslaownersSV,,146,2867,102,1117583191286566912,https://twitter.com/elonmusk/status/1117583191286566912,44196397,2019-04-15 00:19:31+00:00,Mon Apr 15 00:19:31 +0000 2019,,,,
+2513,elonmusk,DannyLaShep,"With steel membrane wings like a Dragon, we may be able to lower Starship’s orbital reentry temp to ~1000 degrees C, which would allow the whole surface to be uncooled bare metal",425,6734,227,1117581094415503360,https://twitter.com/elonmusk/status/1117581094415503360,44196397,2019-04-15 00:11:11+00:00,Mon Apr 15 00:11:11 +0000 2019,,,,
+2514,elonmusk,jasonsellspa,Starship will land on a ring of fire,101,4090,84,1117571159195668480,https://twitter.com/elonmusk/status/1117571159195668480,44196397,2019-04-14 23:31:42+00:00,Sun Apr 14 23:31:42 +0000 2019,,,,
+2515,elonmusk,JaneidyEve,6.5,76,4828,104,1117565769829818368,https://twitter.com/elonmusk/status/1117565769829818368,44196397,2019-04-14 23:10:17+00:00,Sun Apr 14 23:10:17 +0000 2019,,,,
+2516,elonmusk,CyberFrunkHusky,Yes,58,3915,61,1117564774190075904,https://twitter.com/elonmusk/status/1117564774190075904,44196397,2019-04-14 23:06:20+00:00,Sun Apr 14 23:06:20 +0000 2019,,,,
+2517,elonmusk,,Winter is coming,10006,113789,1107,1117563769159286784,https://twitter.com/elonmusk/status/1117563769159286784,44196397,2019-04-14 23:02:20+00:00,Sun Apr 14 23:02:20 +0000 2019,,,,
+2518,elonmusk,,Thinking about adding giant stainless steel dragon wings to Starship,11414,157521,2490,1117563679099240449,https://twitter.com/elonmusk/status/1117563679099240449,44196397,2019-04-14 23:01:59+00:00,Sun Apr 14 23:01:59 +0000 2019,,,,
+2519,elonmusk,EforElectric,"That tweet did take immense effort Fair point tho. Powerwall production is now ramping fast. Tesla was cell-starved last year, so we had to switch all lines to make packs for cars, which meant Powerwall production was living off scraps.",121,5004,107,1117561885040283648,https://twitter.com/elonmusk/status/1117561885040283648,44196397,2019-04-14 22:54:51+00:00,Sun Apr 14 22:54:51 +0000 2019,,,,
+2520,elonmusk,yourloyalpal,Deal,58,2096,47,1117559770955812865,https://twitter.com/elonmusk/status/1117559770955812865,44196397,2019-04-14 22:46:27+00:00,Sun Apr 14 22:46:27 +0000 2019,,,,
+2521,elonmusk,,Please support my campaign to rebrand @WSJ as emoji!,4358,52001,1038,1117553530615648256,https://twitter.com/elonmusk/status/1117553530615648256,44196397,2019-04-14 22:21:39+00:00,Sun Apr 14 22:21:39 +0000 2019,,@WSJ,,
+2522,elonmusk,AustinOnSocial, ,117,3988,78,1117552682141532160,https://twitter.com/elonmusk/status/1117552682141532160,44196397,2019-04-14 22:18:17+00:00,Sun Apr 14 22:18:17 +0000 2019,,,,
+2523,elonmusk,,"At some point, @TheOnion and I should just a get a room …",1917,40951,609,1117552423373918208,https://twitter.com/elonmusk/status/1117552423373918208,44196397,2019-04-14 22:17:15+00:00,Sun Apr 14 22:17:15 +0000 2019,,@TheOnion,,
+2524,elonmusk,techreview,Just use this handy guide,164,1896,53,1117551672039841793,https://twitter.com/elonmusk/status/1117551672039841793,44196397,2019-04-14 22:14:16+00:00,Sun Apr 14 22:14:16 +0000 2019,,,,https://www.theonion.com/the-onion-s-guide-to-blockchain-technology-1829819640
+2525,elonmusk,sanjeev_r11,Yes,19,724,57,1117533394194157568,https://twitter.com/elonmusk/status/1117533394194157568,44196397,2019-04-14 21:01:38+00:00,Sun Apr 14 21:01:38 +0000 2019,,,,
+2526,elonmusk,cleantechnica,Good interview by @lexfridman,68,1814,88,1117532857767870464,https://twitter.com/elonmusk/status/1117532857767870464,44196397,2019-04-14 20:59:30+00:00,Sun Apr 14 20:59:30 +0000 2019,,@lexfridman,,
+2527,elonmusk,Louisbotelho17,Truth,24,776,53,1117529624441868288,https://twitter.com/elonmusk/status/1117529624441868288,44196397,2019-04-14 20:46:39+00:00,Sun Apr 14 20:46:39 +0000 2019,,,,
+2528,elonmusk,johnrobb,Exactly,20,667,28,1117528616571523072,https://twitter.com/elonmusk/status/1117528616571523072,44196397,2019-04-14 20:42:39+00:00,Sun Apr 14 20:42:39 +0000 2019,,,,
+2529,elonmusk,Kristennetten,How embarrassing. Will change.,36,905,61,1117526985960333313,https://twitter.com/elonmusk/status/1117526985960333313,44196397,2019-04-14 20:36:10+00:00,Sun Apr 14 20:36:10 +0000 2019,,,,
+2530,elonmusk,Chapter11Cases,We will. You read it right.,64,1149,85,1117526382563643392,https://twitter.com/elonmusk/status/1117526382563643392,44196397,2019-04-14 20:33:46+00:00,Sun Apr 14 20:33:46 +0000 2019,,,,
+2531,elonmusk,arctechinc,Haha true,22,726,22,1117525755708055552,https://twitter.com/elonmusk/status/1117525755708055552,44196397,2019-04-14 20:31:17+00:00,Sun Apr 14 20:31:17 +0000 2019,,,,
+2532,elonmusk,MemesOfMars,I’ve always thought that the fundamental good of Tesla should be measured by the number of years by which it accelerates the transition to sustainable transport & energy,194,1914,126,1117519699930013696,https://twitter.com/elonmusk/status/1117519699930013696,44196397,2019-04-14 20:07:13+00:00,Sun Apr 14 20:07:13 +0000 2019,,,,
+2533,elonmusk,cSharp777_,"Good point, small oil is a problem too",64,1775,79,1117518838889758720,https://twitter.com/elonmusk/status/1117518838889758720,44196397,2019-04-14 20:03:48+00:00,Sun Apr 14 20:03:48 +0000 2019,,,,
+2534,elonmusk,FredericLambert,"I’m sorry, Fred, but WSJ has relentlessly attacked Tesla with bogus articles for over a decade. They can’t *all* be chalked up to poor reporting. Where are the WSJ exposé pieces on oil, coal & gas? That industry is 1000 times bigger than Tesla. Perhaps they’re all angels …",252,2249,159,1117518012926402560,https://twitter.com/elonmusk/status/1117518012926402560,44196397,2019-04-14 20:00:31+00:00,Sun Apr 14 20:00:31 +0000 2019,,,,
+2535,elonmusk,GinoG01328427,"Yes, this was an utter boldface (literally) lie! Unbelievable that WSJ would write something so false.",47,895,61,1117516640214642690,https://twitter.com/elonmusk/status/1117516640214642690,44196397,2019-04-14 19:55:04+00:00,Sun Apr 14 19:55:04 +0000 2019,,,,
+2536,elonmusk,,"True, Bloomberg is almost as bad",58,796,78,1117512054389108736,https://twitter.com/elonmusk/status/1117512054389108736,44196397,2019-04-14 19:36:50+00:00,Sun Apr 14 19:36:50 +0000 2019,,,,
+2537,elonmusk,Savis1949,Holman Jenkins & WSJ in general are sock puppets of big oil,346,4072,152,1117510481625763840,https://twitter.com/elonmusk/status/1117510481625763840,44196397,2019-04-14 19:30:35+00:00,Sun Apr 14 19:30:35 +0000 2019,,,,
+2538,elonmusk,grzf_,Starship is kinda Gundam,270,7146,118,1117510080386093056,https://twitter.com/elonmusk/status/1117510080386093056,44196397,2019-04-14 19:29:00+00:00,Sun Apr 14 19:29:00 +0000 2019,,,,
+2539,elonmusk,KnightmarArchon,"Very much so. There are 2.5B cars & trucks on Earth. Even replacing 1% of that fleet would require making 25M vehicles per year. Tesla will make over 500k cars in next 12 months, but that’s a mere 2% of 25M or 0.02% of global vehicle fleet. Car industry slow -> demand >> supply.",115,930,97,1117509874831609856,https://twitter.com/elonmusk/status/1117509874831609856,44196397,2019-04-14 19:28:11+00:00,Sun Apr 14 19:28:11 +0000 2019,,,,
+2540,elonmusk,elonmusk,"Sentry Mode fundamentally empowers the individual car owner over entrenched interests, in this case a corrupt traffic judge. Even Tesla doesn’t have access to the video unless sent to us by owner.",156,2386,87,1117507646804807681,https://twitter.com/elonmusk/status/1117507646804807681,44196397,2019-04-14 19:19:19+00:00,Sun Apr 14 19:19:19 +0000 2019,,,,
+2541,elonmusk,nichegamer,Mint berry crunch,41,1315,74,1117493232768700416,https://twitter.com/elonmusk/status/1117493232768700416,44196397,2019-04-14 18:22:03+00:00,Sun Apr 14 18:22:03 +0000 2019,,,,
+2542,elonmusk,Teslarati,poetic justice,393,9063,123,1117492183299280896,https://twitter.com/elonmusk/status/1117492183299280896,44196397,2019-04-14 18:17:53+00:00,Sun Apr 14 18:17:53 +0000 2019,,,,
+2543,elonmusk,NCBirbhan,Boring candy coming soon …,158,3665,172,1117366774532460544,https://twitter.com/elonmusk/status/1117366774532460544,44196397,2019-04-14 09:59:33+00:00,Sun Apr 14 09:59:33 +0000 2019,,,,
+2544,elonmusk,CBSNews,"Mr Buffett, please stop destroying Dairy Queen. In the name of all that is holy, please stop.",1362,21536,372,1117354001425506304,https://twitter.com/elonmusk/status/1117354001425506304,44196397,2019-04-14 09:08:48+00:00,Sun Apr 14 09:08:48 +0000 2019,,,,
+2545,elonmusk,elonmusk,"Wow, a lot of people don’t know much about how manufacturing works! If you have peak capacity of X, actual average weekly output will necessarily be less than X. First 6-12 months, it will be much less than X. Impossible to predict exact production ramp S-curve.",96,1366,103,1117351334452142080,https://twitter.com/elonmusk/status/1117351334452142080,44196397,2019-04-14 08:58:12+00:00,Sun Apr 14 08:58:12 +0000 2019,,,,
+2546,elonmusk,tsrandall,"There is 35 GWh/yr “theoretical capacity”, but actual max output is ~2/3. It was physically impossible to make more Model 3’s in Q1 due to cell constraints.",87,1160,61,1117347290585243648,https://twitter.com/elonmusk/status/1117347290585243648,44196397,2019-04-14 08:42:08+00:00,Sun Apr 14 08:42:08 +0000 2019,,,,
+2547,elonmusk,ModelYendofICE,Yes,24,678,42,1117163651637465088,https://twitter.com/elonmusk/status/1117163651637465088,44196397,2019-04-13 20:32:25+00:00,Sat Apr 13 20:32:25 +0000 2019,,,,
+2548,elonmusk,GregMatson,"Yes, all cars with Autopilot 2.0 or higher, so ~400,000 of Tesla cars built to date",15,373,22,1117155252795346944,https://twitter.com/elonmusk/status/1117155252795346944,44196397,2019-04-13 19:59:02+00:00,Sat Apr 13 19:59:02 +0000 2019,,,,
+2549,elonmusk,Erdayastronaut,"Your interventions do train the NN, but we first verify that the training doesn’t cause other issues, so expect step rather than continuous changes in capability",59,1508,60,1117154663537623040,https://twitter.com/elonmusk/status/1117154663537623040,44196397,2019-04-13 19:56:42+00:00,Sat Apr 13 19:56:42 +0000 2019,,,,
+2550,elonmusk,FredericLambert,Yes,35,1852,68,1117151289849159680,https://twitter.com/elonmusk/status/1117151289849159680,44196397,2019-04-13 19:43:17+00:00,Sat Apr 13 19:43:17 +0000 2019,,,,
+2551,elonmusk,yaypie,"There will be that too, but economics will favor initial purchase",34,752,33,1117150890165538816,https://twitter.com/elonmusk/status/1117150890165538816,44196397,2019-04-13 19:41:42+00:00,Sat Apr 13 19:41:42 +0000 2019,,,,
+2552,elonmusk,Rebel44CZ,"Hopefully have the order page live before then. If not, will push price change out a bit later.",37,825,37,1117150671071932417,https://twitter.com/elonmusk/status/1117150671071932417,44196397,2019-04-13 19:40:50+00:00,Sat Apr 13 19:40:50 +0000 2019,,,,
+2553,elonmusk,brandonbernicky,Not good enough yet. Pushing release by a few weeks. Will be amazing.,49,1042,52,1117145305001054208,https://twitter.com/elonmusk/status/1117145305001054208,44196397,2019-04-13 19:19:30+00:00,Sat Apr 13 19:19:30 +0000 2019,,,,
+2554,elonmusk,tsrandall,Incorrect. Pana cell lines at Giga are only at ~24GWh/yr & have been a constraint on Model 3 output since July. No choice but to use other suppliers for Powerwall/Powerpack cells. Tesla won’t spend money on more capacity until existing lines get closer to 35GWh theoretical.,400,5920,198,1117144865299501056,https://twitter.com/elonmusk/status/1117144865299501056,44196397,2019-04-13 19:17:46+00:00,Sat Apr 13 19:17:46 +0000 2019,,,,
+2555,elonmusk,kneibert,Tesla will start FSD computer upgrade in a few months,58,892,64,1117118581865476096,https://twitter.com/elonmusk/status/1117118581865476096,44196397,2019-04-13 17:33:19+00:00,Sat Apr 13 17:33:19 +0000 2019,,,,
+2556,elonmusk,frozencanuck,Something like that,39,2427,92,1117118192252379136,https://twitter.com/elonmusk/status/1117118192252379136,44196397,2019-04-13 17:31:46+00:00,Sat Apr 13 17:31:46 +0000 2019,,,,
+2557,elonmusk,,Starting May 1,462,20161,714,1117117741146656770,https://twitter.com/elonmusk/status/1117117741146656770,44196397,2019-04-13 17:29:59+00:00,Sat Apr 13 17:29:59 +0000 2019,,,,
+2558,elonmusk,,Please note that the price of the Tesla Full Self-Driving option will increase substantially over time,1967,40802,2355,1117116982778679297,https://twitter.com/elonmusk/status/1117116982778679297,44196397,2019-04-13 17:26:58+00:00,Sat Apr 13 17:26:58 +0000 2019,,,,
+2559,elonmusk,JCzolko,Coming this year,24,1279,54,1117111258241589248,https://twitter.com/elonmusk/status/1117111258241589248,44196397,2019-04-13 17:04:13+00:00,Sat Apr 13 17:04:13 +0000 2019,,,,
+2560,elonmusk,,Lease a Tesla online in a few mins & have it delivered to your house (return within 7 days for full refund),1436,15997,1191,1117110717268627456,https://twitter.com/elonmusk/status/1117110717268627456,44196397,2019-04-13 17:02:04+00:00,Sat Apr 13 17:02:04 +0000 2019,,,,http://Tesla.com
+2561,elonmusk,CryptoCobain,Cryptocurrency is my safe word,1763,8146,315,1117100699798478849,https://twitter.com/elonmusk/status/1117100699798478849,44196397,2019-04-13 16:22:16+00:00,Sat Apr 13 16:22:16 +0000 2019,,,,
+2562,elonmusk,Gfilche,Model 3 drive unit & body is designed like a commercial truck for a million mile life. Current battery modules should last 300k to 500k miles (1500 cycles). Replacing modules (not pack) will only cost $5k to $7k.,399,2404,190,1117099861273219073,https://twitter.com/elonmusk/status/1117099861273219073,44196397,2019-04-13 16:18:56+00:00,Sat Apr 13 16:18:56 +0000 2019,,,,
+2563,elonmusk,Katharina_Lamsa,Cool,18,644,33,1117096591100264449,https://twitter.com/elonmusk/status/1117096591100264449,44196397,2019-04-13 16:05:56+00:00,Sat Apr 13 16:05:56 +0000 2019,,,,
+2564,elonmusk,Gfilche,"On April 22, Investor Autonomy Day, Tesla will free investors from the tyranny of having to drive their own car",240,1927,198,1117096350301085697,https://twitter.com/elonmusk/status/1117096350301085697,44196397,2019-04-13 16:04:59+00:00,Sat Apr 13 16:04:59 +0000 2019,,,,
+2565,elonmusk,techreview,Uh it’s a simulation hello,2714,29254,655,1116950664150573056,https://twitter.com/elonmusk/status/1116950664150573056,44196397,2019-04-13 06:26:04+00:00,Sat Apr 13 06:26:04 +0000 2019,,,,
+2566,elonmusk,MemesOfMars,Da Vinci biography,37,978,105,1116797136127971328,https://twitter.com/elonmusk/status/1116797136127971328,44196397,2019-04-12 20:16:00+00:00,Fri Apr 12 20:16:00 +0000 2019,,,,
+2567,elonmusk,JaneidyEve,Malala,49,1118,37,1116796596329410560,https://twitter.com/elonmusk/status/1116796596329410560,44196397,2019-04-12 20:13:52+00:00,Fri Apr 12 20:13:52 +0000 2019,,,,
+2568,elonmusk,AlecBenjamin,That would be cool to do one day,548,28249,386,1116794780455817216,https://twitter.com/elonmusk/status/1116794780455817216,44196397,2019-04-12 20:06:39+00:00,Fri Apr 12 20:06:39 +0000 2019,,,,
+2569,elonmusk,dennishegstad,Other automakers change prices constantly & substantially by varying rebates & discounts according to negotiating strength of buyer. Tesla is transparent & consistent.,108,1536,117,1116769167774863360,https://twitter.com/elonmusk/status/1116769167774863360,44196397,2019-04-12 18:24:52+00:00,Fri Apr 12 18:24:52 +0000 2019,,,,
+2570,elonmusk,dirtnapdragon,"So if we raise prices in the future, will you cut Tesla a check? Can’t have it both ways.",145,2179,183,1116766103177285633,https://twitter.com/elonmusk/status/1116766103177285633,44196397,2019-04-12 18:12:42+00:00,Fri Apr 12 18:12:42 +0000 2019,,,,
+2571,elonmusk,elonmusk,Ahem RHD,31,906,54,1116765835870134272,https://twitter.com/elonmusk/status/1116765835870134272,44196397,2019-04-12 18:11:38+00:00,Fri Apr 12 18:11:38 +0000 2019,,,,
+2572,elonmusk,Murph876,LHD order page should be live within a few weeks. Deliveries start hopefully June/July.,59,1034,80,1116729797239902208,https://twitter.com/elonmusk/status/1116729797239902208,44196397,2019-04-12 15:48:26+00:00,Fri Apr 12 15:48:26 +0000 2019,,,,
+2573,elonmusk,movingux,Coming this year,28,900,51,1116721586227126272,https://twitter.com/elonmusk/status/1116721586227126272,44196397,2019-04-12 15:15:48+00:00,Fri Apr 12 15:15:48 +0000 2019,,,,
+2574,elonmusk,28delayslater,Good point,36,1537,57,1116719697402028032,https://twitter.com/elonmusk/status/1116719697402028032,44196397,2019-04-12 15:08:18+00:00,Fri Apr 12 15:08:18 +0000 2019,,,,
+2575,elonmusk,,Leasing now available for Model 3,1245,15547,956,1116717247110586368,https://twitter.com/elonmusk/status/1116717247110586368,44196397,2019-04-12 14:58:33+00:00,Fri Apr 12 14:58:33 +0000 2019,,,,http://Tesla.com/3
+2576,elonmusk,BarkMSmeagol,Samwise,43,1773,90,1116541458603884545,https://twitter.com/elonmusk/status/1116541458603884545,44196397,2019-04-12 03:20:02+00:00,Fri Apr 12 03:20:02 +0000 2019,,,,
+2577,elonmusk,ShreyasMalde,Am basically doing continuous AMA on Twitter!,44,2046,155,1116536185185161221,https://twitter.com/elonmusk/status/1116536185185161221,44196397,2019-04-12 02:59:05+00:00,Fri Apr 12 02:59:05 +0000 2019,,,,
+2578,elonmusk,Robotbeat,"This is true. They each have avionics, several nitrogen thrusters & steerable parachutes.",48,1638,41,1116535596732702721,https://twitter.com/elonmusk/status/1116535596732702721,44196397,2019-04-12 02:56:45+00:00,Fri Apr 12 02:56:45 +0000 2019,,,,
+2579,elonmusk,, SpaceX team ,3140,55070,731,1116535104497602560,https://twitter.com/elonmusk/status/1116535104497602560,44196397,2019-04-12 02:54:47+00:00,Fri Apr 12 02:54:47 +0000 2019,,,,
+2580,elonmusk,CNET,Made on Earth by humans,1938,29965,566,1116520613491826688,https://twitter.com/elonmusk/status/1116520613491826688,44196397,2019-04-12 01:57:12+00:00,Fri Apr 12 01:57:12 +0000 2019,,,,
+2581,elonmusk,Erdayastronaut,Yes,56,2679,82,1116515289590407168,https://twitter.com/elonmusk/status/1116515289590407168,44196397,2019-04-12 01:36:03+00:00,Fri Apr 12 01:36:03 +0000 2019,,,,
+2582,elonmusk,GeoffdBarrett,"Recovered from water, but undamaged",54,1954,41,1116514534557016064,https://twitter.com/elonmusk/status/1116514534557016064,44196397,2019-04-12 01:33:03+00:00,Fri Apr 12 01:33:03 +0000 2019,,,,
+2583,elonmusk,,Both fairing halves recovered. Will be flown on Starlink mission later this year.,2450,34462,456,1116514068393680896,https://twitter.com/elonmusk/status/1116514068393680896,44196397,2019-04-12 01:31:12+00:00,Fri Apr 12 01:31:12 +0000 2019,,,,
+2584,elonmusk,NASA,Thanks on behalf of @SpaceX team! We @NASA!,3920,54668,578,1116486389321719808,https://twitter.com/elonmusk/status/1116486389321719808,44196397,2019-04-11 23:41:13+00:00,Thu Apr 11 23:41:13 +0000 2019,,@SpaceX @NASA,,https://twitter.com/NASA/status/1116485160457793536
+2585,elonmusk,iamrishvan,Liquid oxygen,62,1652,77,1116479251669078016,https://twitter.com/elonmusk/status/1116479251669078016,44196397,2019-04-11 23:12:51+00:00,Thu Apr 11 23:12:51 +0000 2019,,,,
+2586,elonmusk,,The Falcons have landed,19930,150823,3031,1116473976828522496,https://twitter.com/elonmusk/status/1116473976828522496,44196397,2019-04-11 22:51:53+00:00,Thu Apr 11 22:51:53 +0000 2019,,,,
+2587,elonmusk,NASAGoddard,.@SpaceX team would be so honored to fly this for @NASA!,504,11973,152,1116396609451872256,https://twitter.com/elonmusk/status/1116396609451872256,44196397,2019-04-11 17:44:27+00:00,Thu Apr 11 17:44:27 +0000 2019,,@SpaceX @NASA,,
+2588,elonmusk,Capture_10,Haha exactly,23,950,45,1116243725363990528,https://twitter.com/elonmusk/status/1116243725363990528,44196397,2019-04-11 07:36:57+00:00,Thu Apr 11 07:36:57 +0000 2019,,,,
+2589,elonmusk,SpaceX,Upper atmospheric wind shear is very high. Will have to postpone launch unless weather improves soon.,1162,18604,773,1116110823015849985,https://twitter.com/elonmusk/status/1116110823015849985,44196397,2019-04-10 22:48:51+00:00,Wed Apr 10 22:48:51 +0000 2019,,,,
+2590,elonmusk,flcnhvy,Vengeance,33,977,82,1116093596212449280,https://twitter.com/elonmusk/status/1116093596212449280,44196397,2019-04-10 21:40:24+00:00,Wed Apr 10 21:40:24 +0000 2019,,,,
+2591,elonmusk,yosdef,Haha sure sounds like it,14,711,25,1116093373700423682,https://twitter.com/elonmusk/status/1116093373700423682,44196397,2019-04-10 21:39:30+00:00,Wed Apr 10 21:39:30 +0000 2019,,,,
+2592,elonmusk,daferna2,Probably something notable to announce in a few months,80,1442,59,1116092948343480320,https://twitter.com/elonmusk/status/1116092948343480320,44196397,2019-04-10 21:37:49+00:00,Wed Apr 10 21:37:49 +0000 2019,,,,
+2593,elonmusk,AndrewYang,"I hope a cybernetic interface is ready in time. Symbiosis, irrelevance (hopefully blissful) or doom seem to be the three most likely paths.",1152,13292,362,1116092380753436672,https://twitter.com/elonmusk/status/1116092380753436672,44196397,2019-04-10 21:35:34+00:00,Wed Apr 10 21:35:34 +0000 2019,,,,
+2594,elonmusk,rdstrick777,Actually true,63,1562,58,1116026251846672384,https://twitter.com/elonmusk/status/1116026251846672384,44196397,2019-04-10 17:12:47+00:00,Wed Apr 10 17:12:47 +0000 2019,,,,
+2595,elonmusk,elonmusk, ,292,4379,130,1116014491399929856,https://twitter.com/elonmusk/status/1116014491399929856,44196397,2019-04-10 16:26:03+00:00,Wed Apr 10 16:26:03 +0000 2019,,,,
+2596,elonmusk,techreview,Found a pic,1562,27823,340,1116002038851284992,https://twitter.com/elonmusk/status/1116002038851284992,44196397,2019-04-10 15:36:35+00:00,Wed Apr 10 15:36:35 +0000 2019,,,,
+2597,elonmusk,CdeCiencia,"First flight for Falcon Heavy Block 5 means there is some risk of failure between 5% to 10% imo. Many good design improvements from Falcon Heavy demo, but the changes are unproven.",289,4928,124,1115998728878321672,https://twitter.com/elonmusk/status/1115998728878321672,44196397,2019-04-10 15:23:25+00:00,Wed Apr 10 15:23:25 +0000 2019,,,,
+2598,elonmusk,Tesla,I first read this as making wind with ,982,21495,738,1115997383832170502,https://twitter.com/elonmusk/status/1115997383832170502,44196397,2019-04-10 15:18:05+00:00,Wed Apr 10 15:18:05 +0000 2019,,,,https://twitter.com/Tesla/status/1115986443501838337
+2599,elonmusk,mcannonbrookes,Norway has already proven it could be done last month. No question Australia could do this in far fewer than 11 years.,234,1950,117,1115793328568541184,https://twitter.com/elonmusk/status/1115793328568541184,44196397,2019-04-10 01:47:14+00:00,Wed Apr 10 01:47:14 +0000 2019,,,,
+2600,elonmusk,techreview,.@JeffBezos copy ,3428,34610,923,1115764921482919937,https://twitter.com/elonmusk/status/1115764921482919937,44196397,2019-04-09 23:54:21+00:00,Tue Apr 09 23:54:21 +0000 2019,,@JeffBezos,,
+2601,elonmusk,bonnienorman,"No, it’s better",48,1224,69,1115693611494981638,https://twitter.com/elonmusk/status/1115693611494981638,44196397,2019-04-09 19:11:00+00:00,Tue Apr 09 19:11:00 +0000 2019,,,,
+2602,elonmusk,vincent13031925,"Building primary structure completion seems on track for May, but then it will take several months to install & activate factory equipment",205,5329,165,1115660171542327296,https://twitter.com/elonmusk/status/1115660171542327296,44196397,2019-04-09 16:58:07+00:00,Tue Apr 09 16:58:07 +0000 2019,,,,
+2603,elonmusk,MrTimDunn,Love Brunel. Great first name too.,43,1851,79,1115525214241083393,https://twitter.com/elonmusk/status/1115525214241083393,44196397,2019-04-09 08:01:51+00:00,Tue Apr 09 08:01:51 +0000 2019,,,,
+2604,elonmusk,GaryMil61532928,Yes,26,1109,26,1115522293415854080,https://twitter.com/elonmusk/status/1115522293415854080,44196397,2019-04-09 07:50:14+00:00,Tue Apr 09 07:50:14 +0000 2019,,,,
+2605,elonmusk,MRBLift,~80%,34,1120,54,1115357794335485953,https://twitter.com/elonmusk/status/1115357794335485953,44196397,2019-04-08 20:56:35+00:00,Mon Apr 08 20:56:35 +0000 2019,,,,
+2606,elonmusk,annerajb,Mobile can do it no problem,56,1489,45,1115340229005561857,https://twitter.com/elonmusk/status/1115340229005561857,44196397,2019-04-08 19:46:47+00:00,Mon Apr 08 19:46:47 +0000 2019,,,,
+2607,elonmusk,PeteSauerbier,"Doesn’t matter yet whether you have Tesla FSD computer or Tesla Nvidia-based computer. When it does matter later this year, Tesla will switch the computers for you.",91,1847,63,1115340011497447424,https://twitter.com/elonmusk/status/1115340011497447424,44196397,2019-04-08 19:45:55+00:00,Mon Apr 08 19:45:55 +0000 2019,,,,
+2608,elonmusk,eliabbott,What city?,11,495,22,1115338943501705216,https://twitter.com/elonmusk/status/1115338943501705216,44196397,2019-04-08 19:41:40+00:00,Mon Apr 08 19:41:40 +0000 2019,,,,
+2609,elonmusk,olastensson,"Two, independent system-on-chip architecture, with each SoC having two NN accelerators that can perform simultaneous health-check calculations to protect against a soft error",113,1945,74,1115338755370508289,https://twitter.com/elonmusk/status/1115338755370508289,44196397,2019-04-08 19:40:55+00:00,Mon Apr 08 19:40:55 +0000 2019,,,,
+2610,elonmusk,obikela,Yes. Working through regulatory approvals.,24,855,28,1115337733478567936,https://twitter.com/elonmusk/status/1115337733478567936,44196397,2019-04-08 19:36:52+00:00,Mon Apr 08 19:36:52 +0000 2019,,,,
+2611,elonmusk,DrCamiloOrtiz,The Tesla Full Self-Driving Computer now in production is at about 5% compute load for these tasks or 10% with full fail-over redundancy,5690,48022,1090,1115337505824432128,https://twitter.com/elonmusk/status/1115337505824432128,44196397,2019-04-08 19:35:58+00:00,Mon Apr 08 19:35:58 +0000 2019,,,,https://twitter.com/DrCamiloOrtiz/status/1114328048915099649
+2612,elonmusk,NCBirbhan,Time flies,403,13250,247,1115048127541604352,https://twitter.com/elonmusk/status/1115048127541604352,44196397,2019-04-08 00:26:04+00:00,Mon Apr 08 00:26:04 +0000 2019,,,,
+2613,elonmusk,annerajb,Any user input counts,21,704,53,1115032789122813954,https://twitter.com/elonmusk/status/1115032789122813954,44196397,2019-04-07 23:25:07+00:00,Sun Apr 07 23:25:07 +0000 2019,,,,
+2614,elonmusk,TeslaMilton,Car looks for a slightly turning force on wheel (direction is irrelevant) to confirm that driver hands are on steering wheel before initiating lane change. Just a precautionary measure until we have a few billion miles/km of real-world lane changes with reliability >> human.,49,909,40,1115030748065480704,https://twitter.com/elonmusk/status/1115030748065480704,44196397,2019-04-07 23:17:01+00:00,Sun Apr 07 23:17:01 +0000 2019,,,,
+2615,elonmusk,jfinkelstein,It will enable video when parked & connected to WiFi. All Tesla Superchargers will have free WiFi over time.,72,1205,99,1115001019652378624,https://twitter.com/elonmusk/status/1115001019652378624,44196397,2019-04-07 21:18:53+00:00,Sun Apr 07 21:18:53 +0000 2019,,,,
+2616,elonmusk,austinbarnard45,You’re welcome. Thanks for your great photos!,56,1989,48,1114935712527179778,https://twitter.com/elonmusk/status/1114935712527179778,44196397,2019-04-07 16:59:23+00:00,Sun Apr 07 16:59:23 +0000 2019,,,,
+2617,elonmusk,mercilessgains,"Yeah, I’d love to do that",35,777,73,1114931276690018306,https://twitter.com/elonmusk/status/1114931276690018306,44196397,2019-04-07 16:41:45+00:00,Sun Apr 07 16:41:45 +0000 2019,,,,
+2618,elonmusk,,Starhopper,6349,97904,1383,1114768707882868737,https://twitter.com/elonmusk/status/1114768707882868737,44196397,2019-04-07 05:55:46+00:00,Sun Apr 07 05:55:46 +0000 2019,,,,
+2619,elonmusk,LivingTesla,Good idea,55,2981,69,1114746650965110785,https://twitter.com/elonmusk/status/1114746650965110785,44196397,2019-04-07 04:28:07+00:00,Sun Apr 07 04:28:07 +0000 2019,,,,
+2620,elonmusk,kkarthi002,Definitely,43,1551,96,1114722099623411713,https://twitter.com/elonmusk/status/1114722099623411713,44196397,2019-04-07 02:50:33+00:00,Sun Apr 07 02:50:33 +0000 2019,,,,
+2621,elonmusk,techreview,Already fixed,781,19958,313,1114716569362296833,https://twitter.com/elonmusk/status/1114716569362296833,44196397,2019-04-07 02:28:35+00:00,Sun Apr 07 02:28:35 +0000 2019,,,,
+2622,elonmusk,KartikGuptaa,To make core AP more affordable,28,1044,64,1114605873895055361,https://twitter.com/elonmusk/status/1114605873895055361,44196397,2019-04-06 19:08:43+00:00,Sat Apr 06 19:08:43 +0000 2019,,,,
+2623,elonmusk,ZURCYNOT07,That would be cool. Color variation causes havoc though.,16,762,71,1114599595462410240,https://twitter.com/elonmusk/status/1114599595462410240,44196397,2019-04-06 18:43:46+00:00,Sat Apr 06 18:43:46 +0000 2019,,,,
+2624,elonmusk,,"Team is working on international versions super hard btw. Unfortunately, regulators around the world have different rules & processes, so just takes time.",576,17872,378,1114597481013104640,https://twitter.com/elonmusk/status/1114597481013104640,44196397,2019-04-06 18:35:22+00:00,Sat Apr 06 18:35:22 +0000 2019,,,,
+2625,elonmusk,,Tesla Enhanced Summon coming out in US next week for anyone with Enhanced Autopilot or Full Self-Driving option,1347,24559,710,1114597013176246273,https://twitter.com/elonmusk/status/1114597013176246273,44196397,2019-04-06 18:33:30+00:00,Sat Apr 06 18:33:30 +0000 2019,,,,
+2626,elonmusk,enn_nafnlaus,Precisely,20,677,19,1114586551063797760,https://twitter.com/elonmusk/status/1114586551063797760,44196397,2019-04-06 17:51:56+00:00,Sat Apr 06 17:51:56 +0000 2019,,,,
+2627,elonmusk,flcnhvy,Almost done,16,833,13,1114586032387706881,https://twitter.com/elonmusk/status/1114586032387706881,44196397,2019-04-06 17:49:52+00:00,Sat Apr 06 17:49:52 +0000 2019,,,,
+2628,elonmusk,DMC_Ryan,Are you on Mad Max Mode? This may be too meek for places like the LA Freeway …,39,1300,46,1114584177234440198,https://twitter.com/elonmusk/status/1114584177234440198,44196397,2019-04-06 17:42:30+00:00,Sat Apr 06 17:42:30 +0000 2019,,,,
+2629,elonmusk,DrCamiloOrtiz,Radar,16,610,24,1114583091157262336,https://twitter.com/elonmusk/status/1114583091157262336,44196397,2019-04-06 17:38:11+00:00,Sat Apr 06 17:38:11 +0000 2019,,,,
+2630,elonmusk,BjornWF,Sure,17,713,12,1114581023210102784,https://twitter.com/elonmusk/status/1114581023210102784,44196397,2019-04-06 17:29:58+00:00,Sat Apr 06 17:29:58 +0000 2019,,,,
+2631,elonmusk,fatropea,Exactly,22,830,27,1114573170973917184,https://twitter.com/elonmusk/status/1114573170973917184,44196397,2019-04-06 16:58:46+00:00,Sat Apr 06 16:58:46 +0000 2019,,,,
+2632,elonmusk,dani190,"Base AP will have same NN, so core functionality also improves",27,724,26,1114572108229517312,https://twitter.com/elonmusk/status/1114572108229517312,44196397,2019-04-06 16:54:33+00:00,Sat Apr 06 16:54:33 +0000 2019,,,,
+2633,elonmusk,iSay3n,Many different regulatory authorities. Just takes time.,34,1457,41,1114568288179109888,https://twitter.com/elonmusk/status/1114568288179109888,44196397,2019-04-06 16:39:22+00:00,Sat Apr 06 16:39:22 +0000 2019,,,,
+2634,elonmusk,DrCamiloOrtiz,Latest Autopilot update is epic. Rolling out to all US owners with Enhanced Autopilot or Full Self-Driving option. International coming soon.,10685,73878,1445,1114567662774841344,https://twitter.com/elonmusk/status/1114567662774841344,44196397,2019-04-06 16:36:53+00:00,Sat Apr 06 16:36:53 +0000 2019,,,,https://twitter.com/DrCamiloOrtiz/status/1114328048915099649
+2635,elonmusk,,Starhopper just lifted off & hit tether limits!,7191,73548,1244,1114390314565787648,https://twitter.com/elonmusk/status/1114390314565787648,44196397,2019-04-06 04:52:10+00:00,Sat Apr 06 04:52:10 +0000 2019,,,,
+2636,elonmusk,,Max thrust of 2550 tons will be almost 10% higher than Falcon Heavy demo mission last year,677,15087,317,1114215249517981702,https://twitter.com/elonmusk/status/1114215249517981702,44196397,2019-04-05 17:16:31+00:00,Fri Apr 05 17:16:31 +0000 2019,,,,
+2637,elonmusk,SpaceX,"Static fire data looks good so far. This is first launch of Falcon Heavy Block 5, so we’re being extra cautious. Launch date might move.",1047,16814,329,1114214017684393986,https://twitter.com/elonmusk/status/1114214017684393986,44196397,2019-04-05 17:11:37+00:00,Fri Apr 05 17:11:37 +0000 2019,,,,https://twitter.com/SpaceX/status/1114210401888100352
+2638,elonmusk,abledoc,Exactly,32,734,55,1114208119121428481,https://twitter.com/elonmusk/status/1114208119121428481,44196397,2019-04-05 16:48:11+00:00,Fri Apr 05 16:48:11 +0000 2019,,,,
+2639,elonmusk,lexfridman,"“…drivers in this dataset use Autopilot for 34.8% of their driven miles, and yet appear to maintain a relatively high degree of functional vigilance.”",1167,12161,348,1114168824599842817,https://twitter.com/elonmusk/status/1114168824599842817,44196397,2019-04-05 14:12:02+00:00,Fri Apr 05 14:12:02 +0000 2019,,,,https://twitter.com/lexfridman/status/1113870913546670080
+2640,elonmusk,ninatweets,Hi Nina! So … how many £ would it take? Just between us.,58,1314,78,1114078482252931072,https://twitter.com/elonmusk/status/1114078482252931072,44196397,2019-04-05 08:13:03+00:00,Fri Apr 05 08:13:03 +0000 2019,,,,
+2641,elonmusk,,Stay positive ,39303,176906,2680,1114062484284035073,https://twitter.com/elonmusk/status/1114062484284035073,44196397,2019-04-05 07:09:29+00:00,Fri Apr 05 07:09:29 +0000 2019,,,,
+2642,elonmusk,transopac,Good point,22,696,20,1114057993547653120,https://twitter.com/elonmusk/status/1114057993547653120,44196397,2019-04-05 06:51:38+00:00,Fri Apr 05 06:51:38 +0000 2019,,,,
+2643,elonmusk,elonmusk,How much is it?,50,1320,46,1114057605012426753,https://twitter.com/elonmusk/status/1114057605012426753,44196397,2019-04-05 06:50:05+00:00,Fri Apr 05 06:50:05 +0000 2019,,,,
+2644,elonmusk,transopac, ,23,1054,15,1114057519868063744,https://twitter.com/elonmusk/status/1114057519868063744,44196397,2019-04-05 06:49:45+00:00,Fri Apr 05 06:49:45 +0000 2019,,,,
+2645,elonmusk,elonmusk,"I think I’ve paid for a subscription at least three times, but your paywall keeps forgetting this",59,1885,83,1114057068305162240,https://twitter.com/elonmusk/status/1114057068305162240,44196397,2019-04-05 06:47:57+00:00,Fri Apr 05 06:47:57 +0000 2019,,,,
+2646,elonmusk,newscientist,"Please fix your paywall. Your content is great, but your paywall is not.",190,6094,112,1114056541517307905,https://twitter.com/elonmusk/status/1114056541517307905,44196397,2019-04-05 06:45:52+00:00,Fri Apr 05 06:45:52 +0000 2019,,,,
+2647,elonmusk,PatrickWStanley,Yes,20,853,37,1114001333084983296,https://twitter.com/elonmusk/status/1114001333084983296,44196397,2019-04-05 03:06:29+00:00,Fri Apr 05 03:06:29 +0000 2019,,,,
+2648,elonmusk,MitchellHagan,"Yes, instead of someone needing to drive their car personally, they can manage a fleet of self-driving cars",67,1079,94,1114001033464897536,https://twitter.com/elonmusk/status/1114001033464897536,44196397,2019-04-05 03:05:18+00:00,Fri Apr 05 03:05:18 +0000 2019,,,,
+2649,elonmusk,MarcelFeldkamp,That’s exactly the idea. What’s not well understood is that Tesla cars being made *today* will be able to do that for you. Just a matter of finishing the software & going through regulatory approval. Will be explained in depth via live webcast on April 22.,518,5871,265,1113990464984813568,https://twitter.com/elonmusk/status/1113990464984813568,44196397,2019-04-05 02:23:18+00:00,Fri Apr 05 02:23:18 +0000 2019,,,,
+2650,elonmusk,JohnnaCrider1,Thanks ,17,655,27,1113988983195938816,https://twitter.com/elonmusk/status/1113988983195938816,44196397,2019-04-05 02:17:25+00:00,Fri Apr 05 02:17:25 +0000 2019,,,,
+2651,elonmusk,patrickc,Great work with Stripe btw. Much needed.,103,5033,45,1113988061921251328,https://twitter.com/elonmusk/status/1113988061921251328,44196397,2019-04-05 02:13:45+00:00,Fri Apr 05 02:13:45 +0000 2019,,,,
+2652,elonmusk,bluemoondance74,I’m told it’s looking positive & we will be allowed to continue servicing our cars in Texas,32,831,26,1113987276177059841,https://twitter.com/elonmusk/status/1113987276177059841,44196397,2019-04-05 02:10:38+00:00,Fri Apr 05 02:10:38 +0000 2019,,,,
+2653,elonmusk,solussd,Sentry Mode is barely at V1.0. Will improve a lot in coming months.,46,1101,37,1113986303144624128,https://twitter.com/elonmusk/status/1113986303144624128,44196397,2019-04-05 02:06:46+00:00,Fri Apr 05 02:06:46 +0000 2019,,,,
+2654,elonmusk,slye,Impressive analysis,26,1448,19,1113986050068762624,https://twitter.com/elonmusk/status/1113986050068762624,44196397,2019-04-05 02:05:45+00:00,Fri Apr 05 02:05:45 +0000 2019,,,,
+2655,elonmusk,elonmusk,"Only external cameras are being used right now, so internal is not enabled. When it is enabled, we’ll add a setting to disable internal camera.",58,1703,44,1113979358681681920,https://twitter.com/elonmusk/status/1113979358681681920,44196397,2019-04-05 01:39:10+00:00,Fri Apr 05 01:39:10 +0000 2019,,,,
+2656,elonmusk,elonmusk,"Also, it can be used to supplement cameras on outside of vehicle, as it can see through 2nd side windows & rear window.",60,1613,32,1113978539345367040,https://twitter.com/elonmusk/status/1113978539345367040,44196397,2019-04-05 01:35:55+00:00,Fri Apr 05 01:35:55 +0000 2019,,,,
+2657,elonmusk,LivingTesla,"It’s there for when we start competing with Uber/Lyft & people allow their car to earn money for them as part of the Tesla shared autonomy fleet. In case someone messes up your car, you can check the video.",1793,27543,565,1113977924947009536,https://twitter.com/elonmusk/status/1113977924947009536,44196397,2019-04-05 01:33:28+00:00,Fri Apr 05 01:33:28 +0000 2019,,,,
+2658,elonmusk,LeoDotWalsh0x05,Will take care of it,95,3137,118,1113902547620835334,https://twitter.com/elonmusk/status/1113902547620835334,44196397,2019-04-04 20:33:57+00:00,Thu Apr 04 20:33:57 +0000 2019,,,,
+2659,elonmusk,christesla,Improvements coming soon,19,590,24,1113850051611254784,https://twitter.com/elonmusk/status/1113850051611254784,44196397,2019-04-04 17:05:21+00:00,Thu Apr 04 17:05:21 +0000 2019,,,,
+2660,elonmusk,jake_cooley,"Yes, needs to drive best clear path. Lane lines are just one input.",24,1064,43,1113644175831064576,https://twitter.com/elonmusk/status/1113644175831064576,44196397,2019-04-04 03:27:16+00:00,Thu Apr 04 03:27:16 +0000 2019,,,,
+2661,elonmusk,EV_Stevee,Great name ,42,3568,61,1113642985173000193,https://twitter.com/elonmusk/status/1113642985173000193,44196397,2019-04-04 03:22:32+00:00,Thu Apr 04 03:22:32 +0000 2019,,,,
+2662,elonmusk,SnazzyQ,Neural net is upgraded too in this release. It’s not just a settings change.,60,1342,57,1113633936834465792,https://twitter.com/elonmusk/status/1113633936834465792,44196397,2019-04-04 02:46:35+00:00,Thu Apr 04 02:46:35 +0000 2019,,,,
+2663,elonmusk,SherylCrow,"Totally agree. Tesla phone app should have all controls that car center screen has, so your phone can serve as a complete backup.",251,7406,195,1113633439356522498,https://twitter.com/elonmusk/status/1113633439356522498,44196397,2019-04-04 02:44:36+00:00,Thu Apr 04 02:44:36 +0000 2019,,,,
+2664,elonmusk,nextspaceflight,Starhopper completed tethered hop. All systems green.,2675,24029,701,1113613409767964673,https://twitter.com/elonmusk/status/1113613409767964673,44196397,2019-04-04 01:25:01+00:00,Thu Apr 04 01:25:01 +0000 2019,,,,https://twitter.com/nextspaceflight/status/1113606676274384903
+2665,elonmusk,SherylCrow,Glad you like it! Sorry about the trouble earlier. Helpful feedback for improving the car!,40,1073,26,1113606931430535168,https://twitter.com/elonmusk/status/1113606931430535168,44196397,2019-04-04 00:59:16+00:00,Thu Apr 04 00:59:16 +0000 2019,,,,
+2666,elonmusk,Tesla,This is way more awesome than it might sound,845,15928,666,1113581434319433728,https://twitter.com/elonmusk/status/1113581434319433728,44196397,2019-04-03 23:17:57+00:00,Wed Apr 03 23:17:57 +0000 2019,,,,https://twitter.com/Tesla/status/1113580660055101440
+2667,elonmusk,Charly_Electric,Night mode default brightness is actually too high imo. Should be lower & allow below current “0%” level. Making that adjustment too.,35,1453,60,1113574609800982528,https://twitter.com/elonmusk/status/1113574609800982528,44196397,2019-04-03 22:50:50+00:00,Wed Apr 03 22:50:50 +0000 2019,,,,
+2668,elonmusk,GaragedoorsGman,Agreed,19,1583,26,1113572223581687808,https://twitter.com/elonmusk/status/1113572223581687808,44196397,2019-04-03 22:41:21+00:00,Wed Apr 03 22:41:21 +0000 2019,,,,
+2669,elonmusk,elonmusk,Night mode with 0% brightness is actually too dark during the day. This is ultimately our fault. We will update our software so that 0% brightness is always usable relative to ambient conditions.,78,3463,69,1113571602195570688,https://twitter.com/elonmusk/status/1113571602195570688,44196397,2019-04-03 22:38:53+00:00,Wed Apr 03 22:38:53 +0000 2019,,,,
+2670,elonmusk,SherylCrow,Change your screen preference from night mode to auto,547,20627,400,1113546994218196992,https://twitter.com/elonmusk/status/1113546994218196992,44196397,2019-04-03 21:01:06+00:00,Wed Apr 03 21:01:06 +0000 2019,,,,
+2671,elonmusk,MemesOfMars,Fur-curious,774,4232,353,1113545297311948803,https://twitter.com/elonmusk/status/1113545297311948803,44196397,2019-04-03 20:54:22+00:00,Wed Apr 03 20:54:22 +0000 2019,,,,
+2672,elonmusk,kenklippenstein,These rumors are untrue!,84,2848,56,1113543460710039553,https://twitter.com/elonmusk/status/1113543460710039553,44196397,2019-04-03 20:47:04+00:00,Wed Apr 03 20:47:04 +0000 2019,,,,
+2673,elonmusk,KarlStrahl,"Responsible for more deaths than any other chemical! Weirdly, dihydrogen dixoxide, with only one extra oxygen, is not good to drink, but great for changing hair color.",39,1300,37,1113539936550944768,https://twitter.com/elonmusk/status/1113539936550944768,44196397,2019-04-03 20:33:04+00:00,Wed Apr 03 20:33:04 +0000 2019,,,,
+2674,elonmusk,Ci_b0rg,Axel F https://open.spotify.com/track/5i4WslrU93vPhBXm6tS3gA?si=oNLoS9f5QZKjKQYv300lvA,205,2384,67,1113538635201044480,https://twitter.com/elonmusk/status/1113538635201044480,44196397,2019-04-03 20:27:53+00:00,Wed Apr 03 20:27:53 +0000 2019,,,,https://open.spotify.com/track/5i4WslrU93vPhBXm6tS3gA?si=oNLoS9f5QZKjKQYv300lvA
+2675,elonmusk,,"Obv just someone in a suit. Also, very sus that a is reporting on this.",2732,33062,949,1113536956007211008,https://twitter.com/elonmusk/status/1113536956007211008,44196397,2019-04-03 20:21:13+00:00,Wed Apr 03 20:21:13 +0000 2019,,,,https://www.foxnews.com/science/amazing-giant-multi-colored-squirrels-caught-on-camera-become-internet-sensation
+2676,elonmusk,,Dogecoin value may vary,2135,21634,1156,1113178951403180032,https://twitter.com/elonmusk/status/1113178951403180032,44196397,2019-04-02 20:38:38+00:00,Tue Apr 02 20:38:38 +0000 2019,,,,https://www.theonion.com/bitcoin-plunge-reveals-possible-vulnerabilities-in-craz-1821134169
+2677,elonmusk,,Dogecoin rulz,17824,147842,1857,1113173498384441344,https://twitter.com/elonmusk/status/1113173498384441344,44196397,2019-04-02 20:16:58+00:00,Tue Apr 02 20:16:58 +0000 2019,,,,
+2678,elonmusk,dogecoin,Uh oh,539,16528,228,1113164389929160706,https://twitter.com/elonmusk/status/1113164389929160706,44196397,2019-04-02 19:40:46+00:00,Tue Apr 02 19:40:46 +0000 2019,,,,
+2679,elonmusk,dominikheats,Dogecoin might be my fav cryptocurrency. It’s pretty cool.,1508,7635,455,1113009339743100929,https://twitter.com/elonmusk/status/1113009339743100929,44196397,2019-04-02 09:24:39+00:00,Tue Apr 02 09:24:39 +0000 2019,,,,
+2680,elonmusk,NASA,Yup,1717,30798,596,1113008497006804992,https://twitter.com/elonmusk/status/1113008497006804992,44196397,2019-04-02 09:21:19+00:00,Tue Apr 02 09:21:19 +0000 2019,,,,https://twitter.com/NASA/status/1112860196043452417
+2681,elonmusk,klod_ua,Some challenges with ice formation in the cryogenic propellant prevalves. Hopefully overcome soon.,60,1144,61,1113000800526036992,https://twitter.com/elonmusk/status/1113000800526036992,44196397,2019-04-02 08:50:44+00:00,Tue Apr 02 08:50:44 +0000 2019,,,,
+2682,elonmusk,universal_sci,What could possibly go wrong?,90,2087,121,1112999601332641792,https://twitter.com/elonmusk/status/1112999601332641792,44196397,2019-04-02 08:45:58+00:00,Tue Apr 02 08:45:58 +0000 2019,,,,
+2683,elonmusk,TrevMcKendrick,No,574,17898,437,1112882387963195393,https://twitter.com/elonmusk/status/1112882387963195393,44196397,2019-04-02 01:00:12+00:00,Tue Apr 02 01:00:12 +0000 2019,,,,
+2684,elonmusk,Iron_Mechanic,You’re so right. Working on it!,33,873,61,1112848471877283841,https://twitter.com/elonmusk/status/1112848471877283841,44196397,2019-04-01 22:45:26+00:00,Mon Apr 01 22:45:26 +0000 2019,,,,
+2685,elonmusk,VHollywood21,That car seemed so advanced when I watched that show as a kid! Knight Industries Two Thousand,39,944,74,1112847351595466753,https://twitter.com/elonmusk/status/1112847351595466753,44196397,2019-04-01 22:40:58+00:00,Mon Apr 01 22:40:58 +0000 2019,,,,
+2686,elonmusk,elonmusk,And even tinier ones for tardigrades,26,1156,64,1112840482856480768,https://twitter.com/elonmusk/status/1112840482856480768,44196397,2019-04-01 22:13:41+00:00,Mon Apr 01 22:13:41 +0000 2019,,,,
+2687,elonmusk,maxwellk_,Yes ,22,1020,27,1112840159505014785,https://twitter.com/elonmusk/status/1112840159505014785,44196397,2019-04-01 22:12:24+00:00,Mon Apr 01 22:12:24 +0000 2019,,,,
+2688,elonmusk,Teslarati,"Going forward, all Tesla stores will be tiny & have tiny cars",388,8666,258,1112839897218310144,https://twitter.com/elonmusk/status/1112839897218310144,44196397,2019-04-01 22:11:21+00:00,Mon Apr 01 22:11:21 +0000 2019,,,,
+2689,elonmusk,jgrano305,"Meant to say young, but spelled it wrong",29,903,103,1112801660483452928,https://twitter.com/elonmusk/status/1112801660483452928,44196397,2019-04-01 19:39:25+00:00,Mon Apr 01 19:39:25 +0000 2019,,,,
+2690,elonmusk,ProjectVayo,Ironic stan,19,559,29,1112798119509450752,https://twitter.com/elonmusk/status/1112798119509450752,44196397,2019-04-01 19:25:21+00:00,Mon Apr 01 19:25:21 +0000 2019,,,,
+2691,elonmusk,imgur,"If can do this, what can’t they do!?",587,13359,316,1112797823634800641,https://twitter.com/elonmusk/status/1112797823634800641,44196397,2019-04-01 19:24:10+00:00,Mon Apr 01 19:24:10 +0000 2019,,,,
+2692,elonmusk,keen_lab,"Solid work by Keen, as usual",43,1594,39,1112795858846662656,https://twitter.com/elonmusk/status/1112795858846662656,44196397,2019-04-01 19:16:22+00:00,Mon Apr 01 19:16:22 +0000 2019,,,,
+2693,elonmusk,Elbilforeningen, Norway ,3080,38860,720,1112776420969742336,https://twitter.com/elonmusk/status/1112776420969742336,44196397,2019-04-01 17:59:07+00:00,Mon Apr 01 17:59:07 +0000 2019,,,,https://twitter.com/Elbilforeningen/status/1112702954719588357
+2694,elonmusk,ChrisRauhl,Yes,19,733,44,1112563782356594690,https://twitter.com/elonmusk/status/1112563782356594690,44196397,2019-04-01 03:54:10+00:00,Mon Apr 01 03:54:10 +0000 2019,,,,
+2695,elonmusk,JONAHFORMAN,Yes,176,1492,54,1112556285046644736,https://twitter.com/elonmusk/status/1112556285046644736,44196397,2019-04-01 03:24:23+00:00,Mon Apr 01 03:24:23 +0000 2019,,,,
+2696,elonmusk,carolineplz,Seems fair,44,2896,52,1112540492145651712,https://twitter.com/elonmusk/status/1112540492145651712,44196397,2019-04-01 02:21:37+00:00,Mon Apr 01 02:21:37 +0000 2019,,,,
+2697,elonmusk,D_A_M_B,"Some people use their hair to express themselves, I use Twitter",375,6257,161,1112530378915405824,https://twitter.com/elonmusk/status/1112530378915405824,44196397,2019-04-01 01:41:26+00:00,Mon Apr 01 01:41:26 +0000 2019,,,,
+2698,elonmusk,,.@TheOnion,410,20293,291,1112530173893578752,https://twitter.com/elonmusk/status/1112530173893578752,44196397,2019-04-01 01:40:37+00:00,Mon Apr 01 01:40:37 +0000 2019,,@TheOnion,,
+2699,elonmusk,,Making The Onion articles real …,6562,55608,1167,1112528684387164160,https://twitter.com/elonmusk/status/1112528684387164160,44196397,2019-04-01 01:34:42+00:00,Mon Apr 01 01:34:42 +0000 2019,,,,https://www.rollingstone.com/music/music-news/elon-musk-rap-song-rip-harambe-815813/
+2700,elonmusk,,@yungjake &amp; @bloodpop,198,6219,191,1112427303013736448,https://twitter.com/elonmusk/status/1112427303013736448,44196397,2019-03-31 18:51:51+00:00,Sun Mar 31 18:51:51 +0000 2019,,@yungjake @bloodpop,,
+2701,elonmusk,,Duck emoji FTW,1450,30500,634,1112409761520087040,https://twitter.com/elonmusk/status/1112409761520087040,44196397,2019-03-31 17:42:09+00:00,Sun Mar 31 17:42:09 +0000 2019,,,,
+2702,elonmusk,nathanielalam_m,Final edit was on Ableton,56,2260,52,1112408580026597376,https://twitter.com/elonmusk/status/1112408580026597376,44196397,2019-03-31 17:37:27+00:00,Sun Mar 31 17:37:27 +0000 2019,,,,
+2703,elonmusk,jeffmjenkins,"Surprisingly difficult to address false positives with rain. System would go nuts trying to wipe away non-existent rain, which was obv ineffective.",24,732,41,1112408082817007616,https://twitter.com/elonmusk/status/1112408082817007616,44196397,2019-03-31 17:35:29+00:00,Sun Mar 31 17:35:29 +0000 2019,,,,
+2704,elonmusk,DailyRapFacts,Jung,892,8533,201,1112404814690836482,https://twitter.com/elonmusk/status/1112404814690836482,44196397,2019-03-31 17:22:29+00:00,Sun Mar 31 17:22:29 +0000 2019,,,,
+2705,elonmusk,,We’ve been so mired in production & logistics for past 18 months. Really looking fwd to getting Semi into production.,1215,45138,928,1112123741574586368,https://twitter.com/elonmusk/status/1112123741574586368,44196397,2019-03-30 22:45:36+00:00,Sat Mar 30 22:45:36 +0000 2019,,,,
+2706,elonmusk,,Tesla Semi delivering Tesla cars,16803,203911,3115,1112106548363292672,https://twitter.com/elonmusk/status/1112106548363292672,44196397,2019-03-30 21:37:17+00:00,Sat Mar 30 21:37:17 +0000 2019,,,,
+2707,elonmusk,saraccbleitao,Pre-Happy birthday!,181,10060,80,1112054834293698561,https://twitter.com/elonmusk/status/1112054834293698561,44196397,2019-03-30 18:11:48+00:00,Sat Mar 30 18:11:48 +0000 2019,,,,
+2708,elonmusk,,"Amazing work by Tesla Delivery teams, especially in Europe & China! Most insane logistics challenge I’ve ever seen. Thanks also to many country & city officials for your help this weekend! Super appreciated.",1153,24919,650,1112036985504317442,https://twitter.com/elonmusk/status/1112036985504317442,44196397,2019-03-30 17:00:52+00:00,Sat Mar 30 17:00:52 +0000 2019,,,,
+2709,elonmusk,MoWo91,Coming soon!,50,1638,62,1112035721672482816,https://twitter.com/elonmusk/status/1112035721672482816,44196397,2019-03-30 16:55:51+00:00,Sat Mar 30 16:55:51 +0000 2019,,,,
+2710,elonmusk,sdpilgrim,No,73,3395,74,1112035098893799425,https://twitter.com/elonmusk/status/1112035098893799425,44196397,2019-03-30 16:53:22+00:00,Sat Mar 30 16:53:22 +0000 2019,,,,
+2711,elonmusk,Teslarati,Wow,160,5775,183,1111983212119506945,https://twitter.com/elonmusk/status/1111983212119506945,44196397,2019-03-30 13:27:12+00:00,Sat Mar 30 13:27:12 +0000 2019,,,,
+2712,elonmusk,annerajb,http://X.com/x,222,4131,163,1111930065908948993,https://twitter.com/elonmusk/status/1111930065908948993,44196397,2019-03-30 09:56:01+00:00,Sat Mar 30 09:56:01 +0000 2019,,,,http://X.com/x
+2713,elonmusk,,This might be my finest work,1971,48688,814,1111929312389664768,https://twitter.com/elonmusk/status/1111929312389664768,44196397,2019-03-30 09:53:01+00:00,Sat Mar 30 09:53:01 +0000 2019,,,,
+2714,elonmusk,,Duck emoji defeats Emo G Records. Crushing victory.,1399,49357,463,1111926388435488773,https://twitter.com/elonmusk/status/1111926388435488773,44196397,2019-03-30 09:41:24+00:00,Sat Mar 30 09:41:24 +0000 2019,,,,
+2715,elonmusk,,I’m disappointed that my record label failed,2561,50939,827,1111918554398363649,https://twitter.com/elonmusk/status/1111918554398363649,44196397,2019-03-30 09:10:16+00:00,Sat Mar 30 09:10:16 +0000 2019,,,,
+2716,elonmusk,,Emo G Records https://soundcloud.com/user-209448905,18123,108089,1980,1111916290375974917,https://twitter.com/elonmusk/status/1111916290375974917,44196397,2019-03-30 09:01:16+00:00,Sat Mar 30 09:01:16 +0000 2019,,,,https://soundcloud.com/user-209448905
+2717,elonmusk,TechVelocirap,Instagram comments are coding in emojis,32,1040,36,1111898356593262594,https://twitter.com/elonmusk/status/1111898356593262594,44196397,2019-03-30 07:50:00+00:00,Sat Mar 30 07:50:00 +0000 2019,,,,
+2718,elonmusk,FewellJacob,Also true,25,910,24,1111891905560772608,https://twitter.com/elonmusk/status/1111891905560772608,44196397,2019-03-30 07:24:22+00:00,Sat Mar 30 07:24:22 +0000 2019,,,,
+2719,elonmusk,HConcience,True,22,635,10,1111891666032431104,https://twitter.com/elonmusk/status/1111891666032431104,44196397,2019-03-30 07:23:25+00:00,Sat Mar 30 07:23:25 +0000 2019,,,,
+2720,elonmusk,,The quality of emojis varies wildly,2331,58284,837,1111877556238614528,https://twitter.com/elonmusk/status/1111877556238614528,44196397,2019-03-30 06:27:21+00:00,Sat Mar 30 06:27:21 +0000 2019,,,,
+2721,elonmusk,,Lame,4669,55967,944,1111876081894621184,https://twitter.com/elonmusk/status/1111876081894621184,44196397,2019-03-30 06:21:30+00:00,Sat Mar 30 06:21:30 +0000 2019,,,,
+2722,elonmusk,, ,23325,184141,4037,1111871174160474112,https://twitter.com/elonmusk/status/1111871174160474112,44196397,2019-03-30 06:02:00+00:00,Sat Mar 30 06:02:00 +0000 2019,,,,
+2723,elonmusk,elonmusk,C++ syntax sucks,420,4173,249,1111862997238996992,https://twitter.com/elonmusk/status/1111862997238996992,44196397,2019-03-30 05:29:30+00:00,Sat Mar 30 05:29:30 +0000 2019,,,,
+2724,elonmusk,WorldAndScience,"Assert (“Money” == Series of heterogeneous databases insecurely connected with high latency. Primary purpose == Information system for allocation of human time. As automation++, value of money--);",784,6806,259,1111862635622887425,https://twitter.com/elonmusk/status/1111862635622887425,44196397,2019-03-30 05:28:04+00:00,Sat Mar 30 05:28:04 +0000 2019,,,,
+2725,elonmusk,MemesOfMars,Even connectivity at my house in Silicon Valley sucks!,39,988,87,1111827213362434048,https://twitter.com/elonmusk/status/1111827213362434048,44196397,2019-03-30 03:07:19+00:00,Sat Mar 30 03:07:19 +0000 2019,,,,
+2726,elonmusk,marshgre,Like the movie Us. Scary … but also empathetic.,24,619,37,1111825274885165056,https://twitter.com/elonmusk/status/1111825274885165056,44196397,2019-03-30 02:59:36+00:00,Sat Mar 30 02:59:36 +0000 2019,,,,
+2727,elonmusk,MemesOfMars,"No, but for sure the other way around!",16,722,11,1111823448064454656,https://twitter.com/elonmusk/status/1111823448064454656,44196397,2019-03-30 02:52:21+00:00,Sat Mar 30 02:52:21 +0000 2019,,,,
+2728,elonmusk,TesLatino,"Also the intense low frequency vibrations that you can’t hear, but you can feel in your chest",27,825,41,1111812463287099392,https://twitter.com/elonmusk/status/1111812463287099392,44196397,2019-03-30 02:08:42+00:00,Sat Mar 30 02:08:42 +0000 2019,,,,
+2729,elonmusk,Tesla3Motors,"We’re going to try. Side boosters come back to Cape, center core lands on droneship. Latter will be coming in v hot & fast, so dicey.",51,1174,46,1111806251220910080,https://twitter.com/elonmusk/status/1111806251220910080,44196397,2019-03-30 01:44:01+00:00,Sat Mar 30 01:44:01 +0000 2019,,,,
+2730,elonmusk,elonmusk,"Annoying that @ULA perpetuates myth that Delta IV Heavy or Atlas V can do some orbits that Falcon Heavy can’t. This is absolutely false. FH would have to go full expendable for GEO direct, but that’s very rare.",69,1190,37,1111805464797302784,https://twitter.com/elonmusk/status/1111805464797302784,44196397,2019-03-30 01:40:53+00:00,Sat Mar 30 01:40:53 +0000 2019,,@Ula,,
+2731,elonmusk,flcnhvy,"Yeah, Falcon Heavy Block 5 has way more performance than last year’s vehicle. Lot of room to increase side booster load transfer & max Q without changing any parts. FH Block 5 can launch more payload to any orbit than any vehicle currently flying.",83,1294,26,1111803711766970368,https://twitter.com/elonmusk/status/1111803711766970368,44196397,2019-03-30 01:33:55+00:00,Sat Mar 30 01:33:55 +0000 2019,,,,
+2732,elonmusk,Erdayastronaut,"Probably no fairing either & just 3 Raptor Vacuum engines. Mass ratio of ~30 (1200 tons full, 40 tons empty) with Isp of 380. Then drop a few dozen modified Starlink satellites from empty engine bays with ~1600 Isp, MR 2. Spread out, see what’s there. Not impossible.",93,1492,96,1111798912141017089,https://twitter.com/elonmusk/status/1111798912141017089,44196397,2019-03-30 01:14:51+00:00,Sat Mar 30 01:14:51 +0000 2019,,,,
+2733,elonmusk,emilmelar,"Retrofits will start when our software is able to take meaningful advantage of the Tesla FSD computer, which is an order of magnitude more capable. For now, it’s slightly disadvantageous to have Tesla FSD computer, as our software is more refined for HW2.",68,1043,82,1111788218142216192,https://twitter.com/elonmusk/status/1111788218142216192,44196397,2019-03-30 00:32:21+00:00,Sat Mar 30 00:32:21 +0000 2019,,,,
+2734,elonmusk,MacBenTosh,Anyone who bought FSD will get it,38,968,34,1111787066440839169,https://twitter.com/elonmusk/status/1111787066440839169,44196397,2019-03-30 00:27:47+00:00,Sat Mar 30 00:27:47 +0000 2019,,,,
+2735,elonmusk,samscho,"Anyone who purchased full self-driving will get FSD computer upgrade for free. This is the only change between Autopilot HW2.5 & HW3. Going forward “HW3” will just be called FSD Computer, which is accurate. No change to vehicle sensors or wire harness needed. This is v important.",1077,13661,760,1111762533520531456,https://twitter.com/elonmusk/status/1111762533520531456,44196397,2019-03-29 22:50:18+00:00,Fri Mar 29 22:50:18 +0000 2019,,,,https://twitter.com/samscho/status/1110649850188558336
+2736,elonmusk,nextspaceflight,Yes. Sensitive propulsion & avionics remained dry. Great work by SpaceX Dragon engineering team. Major improvement over Dragon 1.,66,1417,32,1111761332460634112,https://twitter.com/elonmusk/status/1111761332460634112,44196397,2019-03-29 22:45:31+00:00,Fri Mar 29 22:45:31 +0000 2019,,,,
+2737,elonmusk,Erdayastronaut,"Massive delta velocity slam from highly elliptical Earth orbit using a fully retanked, but lightened up Starship with no heat shield or fins/legs. Best choice for the impatient. Ion engines are too slow.",84,1578,77,1111760133132947458,https://twitter.com/elonmusk/status/1111760133132947458,44196397,2019-03-29 22:40:45+00:00,Fri Mar 29 22:40:45 +0000 2019,,,,
+2738,elonmusk,DiscoverMag,"We should send probes to outer solar system & get high res, true color images of these strange things. Maybe there’s an alien artifact out there …",422,5814,358,1111750658959368192,https://twitter.com/elonmusk/status/1111750658959368192,44196397,2019-03-29 22:03:07+00:00,Fri Mar 29 22:03:07 +0000 2019,,,,
+2739,elonmusk,erinwinick,Super cool!,60,2646,52,1111748995112554498,https://twitter.com/elonmusk/status/1111748995112554498,44196397,2019-03-29 21:56:30+00:00,Fri Mar 29 21:56:30 +0000 2019,,,,
+2740,elonmusk,martin_galway,Good point,22,749,45,1111443575152140288,https://twitter.com/elonmusk/status/1111443575152140288,44196397,2019-03-29 01:42:52+00:00,Fri Mar 29 01:42:52 +0000 2019,,,,
+2741,elonmusk,ialexryan,"Tax authorities tend to interpret things in their favor, but it sure sounds like you could be right! Will investigate.",31,1018,43,1111426083272876035,https://twitter.com/elonmusk/status/1111426083272876035,44196397,2019-03-29 00:33:22+00:00,Fri Mar 29 00:33:22 +0000 2019,,,,
+2742,elonmusk,GerberKawasaki,"Rare use case, but it is possible. There are complications with this. Eary prototype Roadsters had this ability.",172,7221,245,1111345544461344768,https://twitter.com/elonmusk/status/1111345544461344768,44196397,2019-03-28 19:13:20+00:00,Thu Mar 28 19:13:20 +0000 2019,,,,
+2743,elonmusk,ChadyMattar,Exactly,131,6320,217,1111299552152150016,https://twitter.com/elonmusk/status/1111299552152150016,44196397,2019-03-28 16:10:34+00:00,Thu Mar 28 16:10:34 +0000 2019,,,,
+2744,elonmusk,briantu,Super proud of Tesla Autopilot team!,324,13498,248,1111001632731389952,https://twitter.com/elonmusk/status/1111001632731389952,44196397,2019-03-27 20:26:45+00:00,Wed Mar 27 20:26:45 +0000 2019,,,,
+2745,elonmusk,_DavidMacMillan,"No, it is one week either way.",22,850,59,1110958364987555840,https://twitter.com/elonmusk/status/1110958364987555840,44196397,2019-03-27 17:34:49+00:00,Wed Mar 27 17:34:49 +0000 2019,,,,
+2746,elonmusk,jose_goncalves_, ,49,1039,70,1110737715933282305,https://twitter.com/elonmusk/status/1110737715933282305,44196397,2019-03-27 02:58:02+00:00,Wed Mar 27 02:58:02 +0000 2019,,,,
+2747,elonmusk,Erdayastronaut,"I think so. For sure worth giving it our best shot! Would be great to have a competitive, commercial program to build a moon base that is outcome-oriented (not cost-plus), so you only get paid for safe delivery of cargo.",274,3836,183,1110632394611015681,https://twitter.com/elonmusk/status/1110632394611015681,44196397,2019-03-26 19:59:32+00:00,Tue Mar 26 19:59:32 +0000 2019,,,,
+2748,elonmusk,NASA,It would be so inspiring for humanity to see humanity return to the moon!,2989,37074,1121,1110601886330052608,https://twitter.com/elonmusk/status/1110601886330052608,44196397,2019-03-26 17:58:18+00:00,Tue Mar 26 17:58:18 +0000 2019,,,,
+2749,elonmusk,RamLover69,"12,000 lbs!? How puny. Do you construct children’s toys?",530,7121,325,1110594943532191744,https://twitter.com/elonmusk/status/1110594943532191744,44196397,2019-03-26 17:30:43+00:00,Tue Mar 26 17:30:43 +0000 2019,,,,
+2750,elonmusk,sspencer_smb,That’s exactly it. You’re no longer mentally fatigued after a long drive. Makes a major difference to your happiness level commuting home from work after a long day.,1467,22627,887,1110578371136622593,https://twitter.com/elonmusk/status/1110578371136622593,44196397,2019-03-26 16:24:51+00:00,Tue Mar 26 16:24:51 +0000 2019,,,,https://twitter.com/sspencer_smb/status/1110577741102022658
+2751,elonmusk,zachary1978,Good point,13,689,37,1110577182747688960,https://twitter.com/elonmusk/status/1110577182747688960,44196397,2019-03-26 16:20:08+00:00,Tue Mar 26 16:20:08 +0000 2019,,,,
+2752,elonmusk,Erdayastronaut,Hard to appreciate how much Tesla Autopilot improves enjoyment of driving until you try it,707,13352,575,1110576683411628032,https://twitter.com/elonmusk/status/1110576683411628032,44196397,2019-03-26 16:18:09+00:00,Tue Mar 26 16:18:09 +0000 2019,,,,https://twitter.com/Erdayastronaut/status/1110574284076769280
+2753,elonmusk,SkiddlyBinx,"Yes, otherwise propellant usage for an atmospheric entry would be very high and/or center of mass would need to be very tightly constrained. Yes, but we’re going to skip that at first to avoid fragging launch pads.",29,869,21,1110575556335042560,https://twitter.com/elonmusk/status/1110575556335042560,44196397,2019-03-26 16:13:40+00:00,Tue Mar 26 16:13:40 +0000 2019,,,,
+2754,elonmusk,thejimos,Glad you like it! Navigate on Autopilot hopefully approved for Europe soon.,23,1033,31,1110573846938025985,https://twitter.com/elonmusk/status/1110573846938025985,44196397,2019-03-26 16:06:53+00:00,Tue Mar 26 16:06:53 +0000 2019,,,,
+2755,elonmusk,Tesla,Thank you!,1610,40822,749,1110572160899149825,https://twitter.com/elonmusk/status/1110572160899149825,44196397,2019-03-26 16:00:11+00:00,Tue Mar 26 16:00:11 +0000 2019,,,,https://twitter.com/Tesla/status/1109495034959675393
+2756,elonmusk,rstefani11,Will do,18,641,27,1110570138338643969,https://twitter.com/elonmusk/status/1110570138338643969,44196397,2019-03-26 15:52:09+00:00,Tue Mar 26 15:52:09 +0000 2019,,,,
+2757,elonmusk,ICannot_Enough,"Ford has 4 CEOs in 5 years & nobody blinks, but Tesla loses 1 intern & it’s front page news. I tell ya (shakes fist at sky) …",471,4778,332,1110368897151066114,https://twitter.com/elonmusk/status/1110368897151066114,44196397,2019-03-26 02:32:29+00:00,Tue Mar 26 02:32:29 +0000 2019,,,,
+2758,elonmusk,WorldAndScience,"It’s possible to make a self-sustaining city on Mars by 2050, if we start in 5 years & take 10 orbital synchronizations",4189,35746,1248,1110329210332053504,https://twitter.com/elonmusk/status/1110329210332053504,44196397,2019-03-25 23:54:47+00:00,Mon Mar 25 23:54:47 +0000 2019,,,,
+2759,elonmusk,LittleMissFlint,You’re most welcome! Glad to be helpful.,51,1590,36,1110033639092281344,https://twitter.com/elonmusk/status/1110033639092281344,44196397,2019-03-25 04:20:17+00:00,Mon Mar 25 04:20:17 +0000 2019,,,,
+2760,elonmusk,uretericbud,Only when Y is in production,28,737,42,1109906133567725568,https://twitter.com/elonmusk/status/1109906133567725568,44196397,2019-03-24 19:53:37+00:00,Sun Mar 24 19:53:37 +0000 2019,,,,
+2761,elonmusk,andrewmackenzie,"Every car company is constantly changing prices, but nobody cares",141,2328,155,1109901209446416385,https://twitter.com/elonmusk/status/1109901209446416385,44196397,2019-03-24 19:34:03+00:00,Sun Mar 24 19:34:03 +0000 2019,,,,
+2762,elonmusk,SatoshiNakamoti,"Import tariffs, VAT & transport costs",26,1051,42,1109900605961596928,https://twitter.com/elonmusk/status/1109900605961596928,44196397,2019-03-24 19:31:40+00:00,Sun Mar 24 19:31:40 +0000 2019,,,,
+2763,elonmusk,,"To be clear, this doesn’t affect Tesla website order prices. Existing inventory prices are currently slightly lower than on website. This will bring them in line.",383,13733,374,1109900063302508545,https://twitter.com/elonmusk/status/1109900063302508545,44196397,2019-03-24 19:29:30+00:00,Sun Mar 24 19:29:30 +0000 2019,,,,
+2764,elonmusk,,"To be precise, midnight on April 1, so effective April 2",578,21566,568,1109895691587862528,https://twitter.com/elonmusk/status/1109895691587862528,44196397,2019-03-24 19:12:08+00:00,Sun Mar 24 19:12:08 +0000 2019,,,,
+2765,elonmusk,,Please note prices on all Tesla inventory cars worldwide rise by ~3% on April 1,1339,27588,1180,1109895343452282880,https://twitter.com/elonmusk/status/1109895343452282880,44196397,2019-03-24 19:10:45+00:00,Sun Mar 24 19:10:45 +0000 2019,,,,
+2766,elonmusk,gadgetkc,About to be upgraded to Chromium,116,2077,221,1109076945189376001,https://twitter.com/elonmusk/status/1109076945189376001,44196397,2019-03-22 12:58:44+00:00,Fri Mar 22 12:58:44 +0000 2019,,,,
+2767,elonmusk,breizh_72,Reset,23,679,38,1109006985737965568,https://twitter.com/elonmusk/status/1109006985737965568,44196397,2019-03-22 08:20:44+00:00,Fri Mar 22 08:20:44 +0000 2019,,,,
+2768,elonmusk,elonmusk,Sentry Mode options will be: Always Exclude Home Exclude Work Exclude saved locations Ask Off,97,1896,122,1108965358998712321,https://twitter.com/elonmusk/status/1108965358998712321,44196397,2019-03-22 05:35:19+00:00,Fri Mar 22 05:35:19 +0000 2019,,,,
+2769,elonmusk,JDkndt,"If someone has already won a Roadster from a prior program, they’re only eligible to win the signed Performance Y",43,1169,43,1108961873456578562,https://twitter.com/elonmusk/status/1108961873456578562,44196397,2019-03-22 05:21:28+00:00,Fri Mar 22 05:21:28 +0000 2019,,,,
+2770,elonmusk,ideasforEM,Sounds like a good idea,108,7148,86,1108961459285848064,https://twitter.com/elonmusk/status/1108961459285848064,44196397,2019-03-22 05:19:50+00:00,Fri Mar 22 05:19:50 +0000 2019,,,,
+2771,elonmusk,nichegamer,How to win the boss fight in Sekiro,1115,6287,98,1108950565071929352,https://twitter.com/elonmusk/status/1108950565071929352,44196397,2019-03-22 04:36:32+00:00,Fri Mar 22 04:36:32 +0000 2019,,,,
+2772,elonmusk,krp5,"No, it’s cumulative, but once you win one of the prizes, referral count resets to zero & you can’t win that prize again. Intent over time is to enable those without a massive social media presence to win.",88,1780,143,1108895897499242496,https://twitter.com/elonmusk/status/1108895897499242496,44196397,2019-03-22 00:59:18+00:00,Fri Mar 22 00:59:18 +0000 2019,,,,
+2773,elonmusk,vincent13031925,WW,25,1002,47,1108893393336172544,https://twitter.com/elonmusk/status/1108893393336172544,44196397,2019-03-22 00:49:21+00:00,Fri Mar 22 00:49:21 +0000 2019,,,,
+2774,elonmusk,KmanAutoVideo,"Agreed, you can only win each prize once",29,1291,43,1108891231302500354,https://twitter.com/elonmusk/status/1108891231302500354,44196397,2019-03-22 00:40:46+00:00,Fri Mar 22 00:40:46 +0000 2019,,,,
+2775,elonmusk,themrpennington,You’re welcome!,49,2949,47,1108890721937842176,https://twitter.com/elonmusk/status/1108890721937842176,44196397,2019-03-22 00:38:44+00:00,Fri Mar 22 00:38:44 +0000 2019,,,,
+2776,elonmusk,,New Tesla referral program just released,1625,19395,1135,1108890675922112512,https://twitter.com/elonmusk/status/1108890675922112512,44196397,2019-03-22 00:38:33+00:00,Fri Mar 22 00:38:33 +0000 2019,,,,https://www.tesla.com/blog/teslas-new-customer-referral-program?redirect=no
+2777,elonmusk,NicholasLars0n,Why uh yes we comprehensive statistics that go deep & wide,162,2643,156,1108839734095155201,https://twitter.com/elonmusk/status/1108839734095155201,44196397,2019-03-21 21:16:08+00:00,Thu Mar 21 21:16:08 +0000 2019,,,,
+2778,elonmusk,S_Padival,Me too! He was so great. Loved Colbert Report too.,32,942,56,1108826639771668481,https://twitter.com/elonmusk/status/1108826639771668481,44196397,2019-03-21 20:24:06+00:00,Thu Mar 21 20:24:06 +0000 2019,,,,
+2779,elonmusk,jimcramer,Jim Cramer explains short-seller market manipulation https://en.m.wikipedia.org/wiki/Jim_Cramer#Market_manipulation,308,2720,205,1108822825551323136,https://twitter.com/elonmusk/status/1108822825551323136,44196397,2019-03-21 20:08:57+00:00,Thu Mar 21 20:08:57 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Jim_Cramer#Market_manipulation
+2780,elonmusk,vincent13031925,Jim can’t take the heat,99,1556,137,1108812671346835456,https://twitter.com/elonmusk/status/1108812671346835456,44196397,2019-03-21 19:28:36+00:00,Thu Mar 21 19:28:36 +0000 2019,,,,
+2781,elonmusk,S_Padival,"Jim, no response?",203,5630,214,1108812577327341568,https://twitter.com/elonmusk/status/1108812577327341568,44196397,2019-03-21 19:28:13+00:00,Thu Mar 21 19:28:13 +0000 2019,,,,
+2782,elonmusk,S_Padival,Exactly,154,3914,135,1108648192915046400,https://twitter.com/elonmusk/status/1108648192915046400,44196397,2019-03-21 08:35:01+00:00,Thu Mar 21 08:35:01 +0000 2019,,,,
+2783,elonmusk,teslaownersSV,"Best to get a Tesla Powerwall, so you can power your house & also drive",46,894,72,1108630032153341952,https://twitter.com/elonmusk/status/1108630032153341952,44196397,2019-03-21 07:22:51+00:00,Thu Mar 21 07:22:51 +0000 2019,,,,
+2784,elonmusk,TeslaGong,Probably start Australia builds in late May or June & start arriving in winter,70,937,93,1108613832446894081,https://twitter.com/elonmusk/status/1108613832446894081,44196397,2019-03-21 06:18:29+00:00,Thu Mar 21 06:18:29 +0000 2019,,,,
+2785,elonmusk,jaredmecham,Coming soon,43,1185,74,1108311946623778821,https://twitter.com/elonmusk/status/1108311946623778821,44196397,2019-03-20 10:18:54+00:00,Wed Mar 20 10:18:54 +0000 2019,,,,
+2786,elonmusk,rix,"Yes, full duration",80,3920,78,1107384862258786304,https://twitter.com/elonmusk/status/1107384862258786304,44196397,2019-03-17 20:55:00+00:00,Sun Mar 17 20:55:00 +0000 2019,,,,
+2787,elonmusk,alexwestergaard,White-hot parts reached orbital entry temp of around 1650 Kelvin,89,3807,114,1107384308459659264,https://twitter.com/elonmusk/status/1107384308459659264,44196397,2019-03-17 20:52:47+00:00,Sun Mar 17 20:52:47 +0000 2019,,,,
+2788,elonmusk,SidewalkSciGuy,"Falcon rocket booster is aluminum-lithium & carbon fiber, which have low max temperature allowables. Super Heavy booster is stainless steel. Since it only goes to around Mach 8 or 9, moreover at high altitude, it needs no heat shield, not even paint.",76,1205,41,1107382673012486144,https://twitter.com/elonmusk/status/1107382673012486144,44196397,2019-03-17 20:46:18+00:00,Sun Mar 17 20:46:18 +0000 2019,,,,
+2789,elonmusk,Some1gee,Transpiration cooling will be added wherever we see erosion of the shield. Starship needs to be ready to fly again immediately after landing. Zero refurbishment.,166,4556,96,1107380559834046465,https://twitter.com/elonmusk/status/1107380559834046465,44196397,2019-03-17 20:37:54+00:00,Sun Mar 17 20:37:54 +0000 2019,,,,
+2790,elonmusk,Kristennetten,No straight path for hot gas to accelerate through the gaps,102,4403,102,1107379727302451200,https://twitter.com/elonmusk/status/1107379727302451200,44196397,2019-03-17 20:34:35+00:00,Sun Mar 17 20:34:35 +0000 2019,,,,
+2791,elonmusk,,Testing Starship heatshield hex tiles,12014,143955,3479,1107378575924035584,https://twitter.com/elonmusk/status/1107378575924035584,44196397,2019-03-17 20:30:01+00:00,Sun Mar 17 20:30:01 +0000 2019,,,,
+2792,elonmusk,Mathias_Wehler,"Hexagonal tiles on most of windward side, no shield needed on leeward side, transpiration cooling on hotspots",40,1153,52,1107376856175513600,https://twitter.com/elonmusk/status/1107376856175513600,44196397,2019-03-17 20:23:11+00:00,Sun Mar 17 20:23:11 +0000 2019,,,,
+2793,elonmusk,Sloppy93,Only some of the hottest sections,24,1033,29,1107375061336416256,https://twitter.com/elonmusk/status/1107375061336416256,44196397,2019-03-17 20:16:03+00:00,Sun Mar 17 20:16:03 +0000 2019,,,,
+2794,elonmusk,annerajb,Full size,36,1107,21,1107374051410886656,https://twitter.com/elonmusk/status/1107374051410886656,44196397,2019-03-17 20:12:02+00:00,Sun Mar 17 20:12:02 +0000 2019,,,,
+2795,elonmusk,annerajb,We decided to skip building a new nosecone for Hopper. Don’t need it. What you see being built is the orbital Starship vehicle.,174,1945,88,1107373237208416256,https://twitter.com/elonmusk/status/1107373237208416256,44196397,2019-03-17 20:08:48+00:00,Sun Mar 17 20:08:48 +0000 2019,,,,
+2796,elonmusk,Erdayastronaut,"You can deep throttle on single shaft system by choking flow of fuel or oxygen between pump & combustion chamber. Problem is more with the tiny rocket engine that powers the pump, called a gas generator. That has to throttle *way* deeper than the main chamber.",59,1480,62,1107372556145688576,https://twitter.com/elonmusk/status/1107372556145688576,44196397,2019-03-17 20:06:06+00:00,Sun Mar 17 20:06:06 +0000 2019,,,,
+2797,elonmusk,nextspaceflight,"Working on regulatory approval for both Boca Chica, Texas, and Cape Kennedy, Florida. Will also be building Starship & Super Heavy simultaneously in both locations.",182,2056,97,1107370515570671616,https://twitter.com/elonmusk/status/1107370515570671616,44196397,2019-03-17 19:57:59+00:00,Sun Mar 17 19:57:59 +0000 2019,,,,
+2798,elonmusk,THE_REAL_KEAGAN,Agreed,13,743,22,1107369888945831936,https://twitter.com/elonmusk/status/1107369888945831936,44196397,2019-03-17 19:55:30+00:00,Sun Mar 17 19:55:30 +0000 2019,,,,
+2799,elonmusk,Erdayastronaut,"Raptor is *very* complex, even for a staged combustion engine. We’re simplifying as much as possible with each iteration. Throttling down to ~50% is hard, but manageable. Going to 25% would be extremely tough, but hopefully not needed.",93,1903,51,1107369149431341057,https://twitter.com/elonmusk/status/1107369149431341057,44196397,2019-03-17 19:52:33+00:00,Sun Mar 17 19:52:33 +0000 2019,,,,
+2800,elonmusk,omarqazi,"Started rolling it out a few days ago. Always starts slow, find rare corner case issues, fix them, continue rollout …",35,824,66,1107367010432737280,https://twitter.com/elonmusk/status/1107367010432737280,44196397,2019-03-17 19:44:03+00:00,Sun Mar 17 19:44:03 +0000 2019,,,,
+2801,elonmusk,flcnhvy,"Hopefully. Always many issues integrating engine & stage. First hops will lift off, but only barely.",81,1745,40,1107366178471608321,https://twitter.com/elonmusk/status/1107366178471608321,44196397,2019-03-17 19:40:45+00:00,Sun Mar 17 19:40:45 +0000 2019,,,,
+2802,elonmusk,austinbarnard45,First (really short) hops with one engine. Suborbital flights with three.,189,5632,88,1107365369168056320,https://twitter.com/elonmusk/status/1107365369168056320,44196397,2019-03-17 19:37:32+00:00,Sun Mar 17 19:37:32 +0000 2019,,,,
+2803,elonmusk,elonmusk,Goes against interests of all Texans,203,4095,280,1107077920927809537,https://twitter.com/elonmusk/status/1107077920927809537,44196397,2019-03-17 00:35:19+00:00,Sun Mar 17 00:35:19 +0000 2019,,,,
+2804,elonmusk,ElectrekCo,"Wow, this is crazy",822,21798,600,1107074115926671364,https://twitter.com/elonmusk/status/1107074115926671364,44196397,2019-03-17 00:20:12+00:00,Sun Mar 17 00:20:12 +0000 2019,,,,
+2805,elonmusk,NuovaRealta,"If someone really wants to return the car in good faith on day 8, that’s fine",67,2269,133,1107038036913610752,https://twitter.com/elonmusk/status/1107038036913610752,44196397,2019-03-16 21:56:50+00:00,Sat Mar 16 21:56:50 +0000 2019,,,,
+2806,elonmusk,,"To be clear, orders are fully refundable, even after you’ve had your Tesla for a week",1066,31127,916,1107029046095810561,https://twitter.com/elonmusk/status/1107029046095810561,44196397,2019-03-16 21:21:06+00:00,Sat Mar 16 21:21:06 +0000 2019,,,,
+2807,elonmusk,,Reminder to buy our S3XY cars before midnight on Monday! Prices rise slightly worldwide on Tuesday. You can order online at http://Tesla.com.,3110,41485,1729,1107026609268113408,https://twitter.com/elonmusk/status/1107026609268113408,44196397,2019-03-16 21:11:25+00:00,Sat Mar 16 21:11:25 +0000 2019,,,,http://Tesla.com
+2808,elonmusk,AskDrStupid,Yes!,20,824,48,1107024921333387264,https://twitter.com/elonmusk/status/1107024921333387264,44196397,2019-03-16 21:04:43+00:00,Sat Mar 16 21:04:43 +0000 2019,,,,
+2809,elonmusk,lexiheft,"Definitely down the road, once construction & upgrades aren’t so crazy",29,848,26,1107024770304868352,https://twitter.com/elonmusk/status/1107024770304868352,44196397,2019-03-16 21:04:07+00:00,Sat Mar 16 21:04:07 +0000 2019,,,,
+2810,elonmusk,elonmusk,"This causes some media confusion, as batch builds & ship arrival times can make our sales seem incredible one month & terrible following month, but consumer tastes don’t actually vary so much. Massive month over month changes are usually because of production/shipping schedules.",59,915,50,1107024385632722944,https://twitter.com/elonmusk/status/1107024385632722944,44196397,2019-03-16 21:02:35+00:00,Sat Mar 16 21:02:35 +0000 2019,,,,
+2811,elonmusk,vincent13031925,"Not exactly same time, as countries have different regulations & we try to build in batches to simplify production",27,742,23,1107022190426247168,https://twitter.com/elonmusk/status/1107022190426247168,44196397,2019-03-16 20:53:52+00:00,Sat Mar 16 20:53:52 +0000 2019,,,,
+2812,elonmusk,dave_ross,"Might arrive by June, but def before end of summer",85,4001,164,1107020062177714176,https://twitter.com/elonmusk/status/1107020062177714176,44196397,2019-03-16 20:45:24+00:00,Sat Mar 16 20:45:24 +0000 2019,,,,
+2813,elonmusk,TrevorMahlmann,"Model 3 partial permanent magnet induction motor, especially with silicon carbide inverter, is so efficient that it outdoes two induction motors. If we could decouple forward induction motor to avoid spin losses, then range of dual might be higher, but that’s a lot of complexity.",83,1419,67,1107018227727491073,https://twitter.com/elonmusk/status/1107018227727491073,44196397,2019-03-16 20:38:07+00:00,Sat Mar 16 20:38:07 +0000 2019,,,,
+2814,elonmusk,ColinRossUBC827,"Exactly! In fact, better to have RWD with winter tires than AWD with summer tires. We appreciate the extra expenditure if people do buy AWD, but it isn’t critical for snowy regions.",59,1402,82,1107011362423599104,https://twitter.com/elonmusk/status/1107011362423599104,44196397,2019-03-16 20:10:50+00:00,Sat Mar 16 20:10:50 +0000 2019,,,,
+2815,elonmusk,Tesla,"Still get this question a lot, even though Norway has highest Tesla cars per person on (super appreciated!). Also, AWD is nice to have, but def not required for snow/ice.",356,7270,272,1107009951266824192,https://twitter.com/elonmusk/status/1107009951266824192,44196397,2019-03-16 20:05:14+00:00,Sat Mar 16 20:05:14 +0000 2019,,,,
+2816,elonmusk,,"About a minute in, we flashed a teaser pic of Tesla cyberpunk truck",2563,36284,1290,1106714774694297601,https://twitter.com/elonmusk/status/1106714774694297601,44196397,2019-03-16 00:32:18+00:00,Sat Mar 16 00:32:18 +0000 2019,,,,
+2817,elonmusk,,End Titles from Blade Runner played after Model Y webcast cut,776,15742,362,1106714324968468480,https://twitter.com/elonmusk/status/1106714324968468480,44196397,2019-03-16 00:30:31+00:00,Sat Mar 16 00:30:31 +0000 2019,,,,https://m.youtube.com/watch?v=JAwo7DPUFUM
+2818,elonmusk,Tesla,Designed to feel much bigger on inside than it looks on outside. An incredibly important principle.,2058,36791,1451,1106710807201501184,https://twitter.com/elonmusk/status/1106710807201501184,44196397,2019-03-16 00:16:32+00:00,Sat Mar 16 00:16:32 +0000 2019,,,,https://twitter.com/Tesla/status/1106429722378956801
+2819,elonmusk,LikeTeslaKim,"There was something, but no one caught it",339,12653,488,1106480210713559040,https://twitter.com/elonmusk/status/1106480210713559040,44196397,2019-03-15 09:00:14+00:00,Fri Mar 15 09:00:14 +0000 2019,,,,
+2820,elonmusk,Geopilot,It also feels way bigger on the inside than it appears on the outside,50,1536,91,1106479813294878720,https://twitter.com/elonmusk/status/1106479813294878720,44196397,2019-03-15 08:58:39+00:00,Fri Mar 15 08:58:39 +0000 2019,,,,
+2821,elonmusk,shurathi17,"Would love to be there this year. If not, definitely next! India ",359,2931,151,1106478126123479040,https://twitter.com/elonmusk/status/1106478126123479040,44196397,2019-03-15 08:51:57+00:00,Fri Mar 15 08:51:57 +0000 2019,,,,
+2822,elonmusk,dimas_______,Yeah,203,3239,84,1106476848475566080,https://twitter.com/elonmusk/status/1106476848475566080,44196397,2019-03-15 08:46:52+00:00,Fri Mar 15 08:46:52 +0000 2019,,,,
+2823,elonmusk,LikeTeslaKim,,607,14027,84,1106476347788951553,https://twitter.com/elonmusk/status/1106476347788951553,44196397,2019-03-15 08:44:53+00:00,Fri Mar 15 08:44:53 +0000 2019,,,,
+2824,elonmusk,SuperSaf,Exactly!,126,8078,166,1106455413694722049,https://twitter.com/elonmusk/status/1106455413694722049,44196397,2019-03-15 07:21:42+00:00,Fri Mar 15 07:21:42 +0000 2019,,,,
+2825,elonmusk,technosucks,London to Beijing Supercharger route,1811,24921,974,1106424534528229376,https://twitter.com/elonmusk/status/1106424534528229376,44196397,2019-03-15 05:19:00+00:00,Fri Mar 15 05:19:00 +0000 2019,,,,https://twitter.com/technosucks/status/1106401863535075328
+2826,elonmusk,,Worth watching Revenge of the Electric Car. Covers rebirth of electric cars in general. Has footage before & after we started production of our first car. https://m.youtube.com/watch?v=ru89x1jmpq4,2806,18157,595,1106319363840397312,https://twitter.com/elonmusk/status/1106319363840397312,44196397,2019-03-14 22:21:05+00:00,Thu Mar 14 22:21:05 +0000 2019,,,,https://m.youtube.com/watch?v=ru89x1jmpq4
+2827,elonmusk,thejmmonroe,The hardest joke ever,122,4521,106,1106296019606597632,https://twitter.com/elonmusk/status/1106296019606597632,44196397,2019-03-14 20:48:19+00:00,Thu Mar 14 20:48:19 +0000 2019,,,,
+2828,elonmusk,Tesla,With pie ,1031,32690,905,1106283892326096896,https://twitter.com/elonmusk/status/1106283892326096896,44196397,2019-03-14 20:00:08+00:00,Thu Mar 14 20:00:08 +0000 2019,,,,
+2829,elonmusk,hedweg,"Long-term, it’s about coupling the collective will of humanity to AI. Short-term, it’s about improving the lives of those with brain or spine problems.",76,1149,65,1106278642152177664,https://twitter.com/elonmusk/status/1106278642152177664,44196397,2019-03-14 19:39:16+00:00,Thu Mar 14 19:39:16 +0000 2019,,,,
+2830,elonmusk,elonmusk,"Next software update will increase storm watch sensitivity. You’re right, it’s currently too low.",54,1543,46,1106266069847543808,https://twitter.com/elonmusk/status/1106266069847543808,44196397,2019-03-14 18:49:19+00:00,Thu Mar 14 18:49:19 +0000 2019,,,,
+2831,elonmusk,teslainventory,Checking into this,108,8303,72,1106254070912675840,https://twitter.com/elonmusk/status/1106254070912675840,44196397,2019-03-14 18:01:38+00:00,Thu Mar 14 18:01:38 +0000 2019,,,,
+2832,elonmusk,,S3XY,33355,224868,3673,1106063248581894144,https://twitter.com/elonmusk/status/1106063248581894144,44196397,2019-03-14 05:23:22+00:00,Thu Mar 14 05:23:22 +0000 2019,,,,
+2833,elonmusk,TeslaM3Spain,OTA,99,4948,156,1105931449406898176,https://twitter.com/elonmusk/status/1105931449406898176,44196397,2019-03-13 20:39:39+00:00,Wed Mar 13 20:39:39 +0000 2019,,,,
+2834,elonmusk,MattLibman,Plug in a USB drive to record video,23,686,47,1105842695761588226,https://twitter.com/elonmusk/status/1105842695761588226,44196397,2019-03-13 14:46:58+00:00,Wed Mar 13 14:46:58 +0000 2019,,,,
+2835,elonmusk,Cooldream0,"Comes with 2019.8, which finishes validation this week",90,4754,88,1105837312586346497,https://twitter.com/elonmusk/status/1105837312586346497,44196397,2019-03-13 14:25:35+00:00,Wed Mar 13 14:25:35 +0000 2019,,,,
+2836,elonmusk,boringcompany,Looking forward to building a Boring Company tunnel in Vegas. Assuming to be operational by end of year!,2308,31608,1207,1105556139184410626,https://twitter.com/elonmusk/status/1105556139184410626,44196397,2019-03-12 19:48:18+00:00,Tue Mar 12 19:48:18 +0000 2019,,,,https://twitter.com/boringcompany/status/1103428015030181888
+2837,elonmusk,WillFealey,Yes,26,698,52,1105549053696327680,https://twitter.com/elonmusk/status/1105549053696327680,44196397,2019-03-12 19:20:09+00:00,Tue Mar 12 19:20:09 +0000 2019,,,,
+2838,elonmusk,DirkSmit76,Our “list” prices are our actual prices. Software (and automotive) vary prices frequently by changing the discount or rebate.,31,914,53,1105348296174784513,https://twitter.com/elonmusk/status/1105348296174784513,44196397,2019-03-12 06:02:24+00:00,Tue Mar 12 06:02:24 +0000 2019,,,,
+2839,elonmusk,DMC_Ryan,"Sure, that would be great",32,996,54,1105346215946805250,https://twitter.com/elonmusk/status/1105346215946805250,44196397,2019-03-12 05:54:08+00:00,Tue Mar 12 05:54:08 +0000 2019,,,,
+2840,elonmusk,TonyTesla4Life,Sure,17,633,37,1105341204382736384,https://twitter.com/elonmusk/status/1105341204382736384,44196397,2019-03-12 05:34:14+00:00,Tue Mar 12 05:34:14 +0000 2019,,,,
+2841,elonmusk,TonyTesla4Life,Correct,22,683,31,1105340648985518080,https://twitter.com/elonmusk/status/1105340648985518080,44196397,2019-03-12 05:32:01+00:00,Tue Mar 12 05:32:01 +0000 2019,,,,
+2842,elonmusk,fredsa,That’s the plan,14,678,39,1105337924386615296,https://twitter.com/elonmusk/status/1105337924386615296,44196397,2019-03-12 05:21:12+00:00,Tue Mar 12 05:21:12 +0000 2019,,,,
+2843,elonmusk,Syntality,Of course,14,634,22,1105337079326629888,https://twitter.com/elonmusk/status/1105337079326629888,44196397,2019-03-12 05:17:50+00:00,Tue Mar 12 05:17:50 +0000 2019,,,,
+2844,elonmusk,brandynspears,6,8,595,14,1105336395889967104,https://twitter.com/elonmusk/status/1105336395889967104,44196397,2019-03-12 05:15:07+00:00,Tue Mar 12 05:15:07 +0000 2019,,,,
+2845,elonmusk,FredericLambert,"In retrospect, lower price shouldn’t have been offered. Was done so because some simply couldn’t afford it. Prices revert to normal on Monday.",56,998,158,1105336158743977984,https://twitter.com/elonmusk/status/1105336158743977984,44196397,2019-03-12 05:14:11+00:00,Tue Mar 12 05:14:11 +0000 2019,,,,
+2846,elonmusk,elonmusk,"However, this obviously cannot be discussed with entire global stores team beforehand or news would leak",25,1206,37,1105334810002649088,https://twitter.com/elonmusk/status/1105334810002649088,44196397,2019-03-12 05:08:49+00:00,Tue Mar 12 05:08:49 +0000 2019,,,,
+2847,elonmusk,johnny0129,"We are still closing stores, just not as many as before. This basically splits the difference — about half as many stores closed, but then can afford only about half the price reduction. Was discussed with exec team & board.",39,1358,47,1105334514262269952,https://twitter.com/elonmusk/status/1105334514262269952,44196397,2019-03-12 05:07:38+00:00,Tue Mar 12 05:07:38 +0000 2019,,,,
+2848,elonmusk,jeffborden_cga,"When prices go down, those who already bought want the lower price, but, if prices go up, those who already bought don’t want to write Tesla a check. So it goes.",113,1514,93,1105333522728775686,https://twitter.com/elonmusk/status/1105333522728775686,44196397,2019-03-12 05:03:42+00:00,Tue Mar 12 05:03:42 +0000 2019,,,,
+2849,elonmusk,soundanswer,Yes,15,495,21,1105330936810360834,https://twitter.com/elonmusk/status/1105330936810360834,44196397,2019-03-12 04:53:26+00:00,Tue Mar 12 04:53:26 +0000 2019,,,,
+2850,elonmusk,marc_benton,Those prices will revert to normal on Monday too,27,858,76,1105329293788209154,https://twitter.com/elonmusk/status/1105329293788209154,44196397,2019-03-12 04:46:54+00:00,Tue Mar 12 04:46:54 +0000 2019,,,,
+2851,elonmusk,,Applies worldwide,531,20456,654,1105321691087953922,https://twitter.com/elonmusk/status/1105321691087953922,44196397,2019-03-12 04:16:41+00:00,Tue Mar 12 04:16:41 +0000 2019,,,,
+2852,elonmusk,vincent13031925,Yes,18,742,31,1105320769913909248,https://twitter.com/elonmusk/status/1105320769913909248,44196397,2019-03-12 04:13:02+00:00,Tue Mar 12 04:13:02 +0000 2019,,,,
+2853,elonmusk,,"Tesla car prices go up ~3% next week, except for $35k Model 3. Order online at http://Tesla.com before then for current prices.",1599,25482,1351,1105318154375376897,https://twitter.com/elonmusk/status/1105318154375376897,44196397,2019-03-12 04:02:38+00:00,Tue Mar 12 04:02:38 +0000 2019,,,,http://Tesla.com
+2854,elonmusk,teslaownersSV,Couldn’t resolve all the rights issues. Will add another racing game soon.,47,1125,122,1105002864898793472,https://twitter.com/elonmusk/status/1105002864898793472,44196397,2019-03-11 07:09:47+00:00,Mon Mar 11 07:09:47 +0000 2019,,,,
+2855,elonmusk,Jays200,Ok,55,2035,68,1105001445575733248,https://twitter.com/elonmusk/status/1105001445575733248,44196397,2019-03-11 07:04:09+00:00,Mon Mar 11 07:04:09 +0000 2019,,,,
+2856,elonmusk,Erdayastronaut,"Yeah, it might break",51,1774,71,1104959683364708352,https://twitter.com/elonmusk/status/1104959683364708352,44196397,2019-03-11 04:18:12+00:00,Mon Mar 11 04:18:12 +0000 2019,,,,
+2857,elonmusk,MFrunker,Software release later this week should make it better,40,1270,60,1104945526389104640,https://twitter.com/elonmusk/status/1104945526389104640,44196397,2019-03-11 03:21:57+00:00,Mon Mar 11 03:21:57 +0000 2019,,,,
+2858,elonmusk,somepitch,2,19,884,22,1104945142065070081,https://twitter.com/elonmusk/status/1104945142065070081,44196397,2019-03-11 03:20:25+00:00,Mon Mar 11 03:20:25 +0000 2019,,,,
+2859,elonmusk,cleantechnica,True (sigh),466,19467,206,1104944653931958272,https://twitter.com/elonmusk/status/1104944653931958272,44196397,2019-03-11 03:18:29+00:00,Mon Mar 11 03:18:29 +0000 2019,,,,
+2860,elonmusk,cleantechnica,True,121,6058,89,1104944410419126274,https://twitter.com/elonmusk/status/1104944410419126274,44196397,2019-03-11 03:17:30+00:00,Mon Mar 11 03:17:30 +0000 2019,,,,
+2861,elonmusk,,"Probably right. Starship rate of progress far exceeds Falcon & Dragon, although they’re critical to getting there. dInnovation/dt is what matters long-term.",102,2084,125,1104517220313382912,https://twitter.com/elonmusk/status/1104517220313382912,44196397,2019-03-09 23:00:00+00:00,Sat Mar 09 23:00:00 +0000 2019,,,,
+2862,elonmusk,DJSnM,"For cargo missions, propulsive land landing should be no problem. Doesn’t have same safety criticality as crew.",116,2445,82,1104514410935050240,https://twitter.com/elonmusk/status/1104514410935050240,44196397,2019-03-09 22:48:51+00:00,Sat Mar 09 22:48:51 +0000 2019,,,,
+2863,elonmusk,dmk184,Pretty much any moon or planet that has a solid or liquid surface,41,1326,42,1104511205933146112,https://twitter.com/elonmusk/status/1104511205933146112,44196397,2019-03-09 22:36:06+00:00,Sat Mar 09 22:36:06 +0000 2019,,,,
+2864,elonmusk,iamkostmos,"Most likely, but this is contingent upon NASA review & approval",51,1457,41,1104510803313487872,https://twitter.com/elonmusk/status/1104510803313487872,44196397,2019-03-09 22:34:30+00:00,Sat Mar 09 22:34:30 +0000 2019,,,,
+2865,elonmusk,xandriteme,"Best to use a giant brake pad, aka heat shield",26,1105,22,1104510381886603264,https://twitter.com/elonmusk/status/1104510381886603264,44196397,2019-03-09 22:32:50+00:00,Sat Mar 09 22:32:50 +0000 2019,,,,
+2866,elonmusk,ajithshan03,No,24,1352,33,1104510016948592641,https://twitter.com/elonmusk/status/1104510016948592641,44196397,2019-03-09 22:31:23+00:00,Sat Mar 09 22:31:23 +0000 2019,,,,
+2867,elonmusk,NASA,"Dragon 2 was designed to land using thrusters, with parachutes as backup. Switched to chutes as primary, due to difficulty of proving safety, but Dragon can still do it.",944,14728,374,1104509345922838528,https://twitter.com/elonmusk/status/1104509345922838528,44196397,2019-03-09 22:28:43+00:00,Sat Mar 09 22:28:43 +0000 2019,,,,https://m.youtube.com/watch?v=07Pm8ZY0XJI
+2868,elonmusk,TheOnion,,8178,80238,987,1104498091305009152,https://twitter.com/elonmusk/status/1104498091305009152,44196397,2019-03-09 21:44:00+00:00,Sat Mar 09 21:44:00 +0000 2019,,,,
+2869,elonmusk,MKBHD, ,3026,93308,484,1104462447652438016,https://twitter.com/elonmusk/status/1104462447652438016,44196397,2019-03-09 19:22:22+00:00,Sat Mar 09 19:22:22 +0000 2019,,,,
+2870,elonmusk,Astronotic_s,"27,000 km/h",61,2634,98,1104147569762947072,https://twitter.com/elonmusk/status/1104147569762947072,44196397,2019-03-08 22:31:09+00:00,Fri Mar 08 22:31:09 +0000 2019,,,,
+2871,elonmusk,BPSYT1,Raptor on way to Hopper. Will be mounted to vehicle next week.,185,2464,84,1104145565028241408,https://twitter.com/elonmusk/status/1104145565028241408,44196397,2019-03-08 22:23:11+00:00,Fri Mar 08 22:23:11 +0000 2019,,,,
+2872,elonmusk,Erdayastronaut,NK-33 & RD 170/180 are exceptional,62,1734,31,1104144985572532224,https://twitter.com/elonmusk/status/1104144985572532224,44196397,2019-03-08 22:20:53+00:00,Fri Mar 08 22:20:53 +0000 2019,,,,
+2873,elonmusk,roscosmos,Thank you on behalf of SpaceX! We have always admired your rocket/spacecraft technology.,297,8108,92,1104143614345527296,https://twitter.com/elonmusk/status/1104143614345527296,44196397,2019-03-08 22:15:26+00:00,Fri Mar 08 22:15:26 +0000 2019,,,,
+2874,elonmusk,BarackObama,Thank you on behalf of the people of SpaceX!,1326,49236,229,1104141771863339008,https://twitter.com/elonmusk/status/1104141771863339008,44196397,2019-03-08 22:08:07+00:00,Fri Mar 08 22:08:07 +0000 2019,,,,
+2875,elonmusk,JD_2020,"All good, system maintained room temperature within spacecraft",127,3764,97,1104092184230289408,https://twitter.com/elonmusk/status/1104092184230289408,44196397,2019-03-08 18:51:04+00:00,Fri Mar 08 18:51:04 +0000 2019,,,,
+2876,elonmusk,YoBigBrotha,"Phenolic impregnated carbon ablator, version 3",146,3892,127,1104091386230403072,https://twitter.com/elonmusk/status/1104091386230403072,44196397,2019-03-08 18:47:54+00:00,Fri Mar 08 18:47:54 +0000 2019,,,,
+2877,elonmusk,SpaceX,"Atmospheric entry at 17,000 mph is like a meteor & will vaporize steel. Burn marks below are on cold side. Main heatshield on bottom.",5039,56965,1677,1104090692215726080,https://twitter.com/elonmusk/status/1104090692215726080,44196397,2019-03-08 18:45:08+00:00,Fri Mar 08 18:45:08 +0000 2019,,,,https://twitter.com/SpaceX/status/1104032250495004673
+2878,elonmusk,RPMTESLA,"Yes, invitations go out tomorrow",61,1200,83,1103929977513271298,https://twitter.com/elonmusk/status/1103929977513271298,44196397,2019-03-08 08:06:31+00:00,Fri Mar 08 08:06:31 +0000 2019,,,,
+2879,elonmusk,comeaujo,Getting rid of peak power splitting across two bays & updated software with battery warmup results in >2X improvement in fleet charge time,60,1080,56,1103788377881554945,https://twitter.com/elonmusk/status/1103788377881554945,44196397,2019-03-07 22:43:51+00:00,Thu Mar 07 22:43:51 +0000 2019,,,,
+2880,elonmusk,flcnhvy,"We will spend 3 or 6 months with public beta of V3 in North America, make sure there are no corner case issues & then begin buildout worldwide.",72,1350,79,1103784856390066176,https://twitter.com/elonmusk/status/1103784856390066176,44196397,2019-03-07 22:29:51+00:00,Thu Mar 07 22:29:51 +0000 2019,,,,
+2881,elonmusk,,"Those improvements are independent of Supercharger V3 power increase from 135kW to 250+kW. All factors considered, charge time will drop by factor of 4 best case & more than 2 for whole Tesla fleet. Effectively, this more than doubles total WW Supercharger system throughput.",728,15334,413,1103783385959301120,https://twitter.com/elonmusk/status/1103783385959301120,44196397,2019-03-07 22:24:01+00:00,Thu Mar 07 22:24:01 +0000 2019,,,,
+2882,elonmusk,Alandbru,"Latest software improves Tesla Supercharger times by up to 25% for all Tesla S/X/3 worldwide, incl original 2012 Model S. Not splitting power across 2 Supercharger stalls helps all cars up to 50%.",1565,24695,612,1103765550461681664,https://twitter.com/elonmusk/status/1103765550461681664,44196397,2019-03-07 21:13:08+00:00,Thu Mar 07 21:13:08 +0000 2019,,,,https://twitter.com/Alandbru/status/1103760956830691328
+2883,elonmusk,PolyBork,So true ,84,7556,36,1103759810850254848,https://twitter.com/elonmusk/status/1103759810850254848,44196397,2019-03-07 20:50:20+00:00,Thu Mar 07 20:50:20 +0000 2019,,,,
+2884,elonmusk,,Extremely important merch,42062,273535,2927,1103746567150817280,https://twitter.com/elonmusk/status/1103746567150817280,44196397,2019-03-07 19:57:42+00:00,Thu Mar 07 19:57:42 +0000 2019,,,,
+2885,elonmusk,CopticChad,"Net power to warm pack is especially low when motors are running, as coolant loop routes motor heat to the pack when outside is cold (& rejects motor heat to air when outside is warm)",37,1064,39,1103733494126137349,https://twitter.com/elonmusk/status/1103733494126137349,44196397,2019-03-07 19:05:46+00:00,Thu Mar 07 19:05:46 +0000 2019,,,,
+2886,elonmusk,MM2LLC,"Yes, but an engine shouldn’t count until it flies",42,2068,33,1103732520263114752,https://twitter.com/elonmusk/status/1103732520263114752,44196397,2019-03-07 19:01:53+00:00,Thu Mar 07 19:01:53 +0000 2019,,,,
+2887,elonmusk,compdemon,Ukraine did play a major role,743,2936,177,1103732164221329411,https://twitter.com/elonmusk/status/1103732164221329411,44196397,2019-03-07 19:00:28+00:00,Thu Mar 07 19:00:28 +0000 2019,,,,
+2888,elonmusk,Erdayastronaut,Very little power & only right before you get to the Supercharger. You won’t notice it in range.,43,1591,30,1103731551219539969,https://twitter.com/elonmusk/status/1103731551219539969,44196397,2019-03-07 18:58:02+00:00,Thu Mar 07 18:58:02 +0000 2019,,,,
+2889,elonmusk,privater,"If you navigate to Supercharger, car will warm up battery en route, so you start immediately at max power",306,9477,175,1103730529319284736,https://twitter.com/elonmusk/status/1103730529319284736,44196397,2019-03-07 18:53:59+00:00,Thu Mar 07 18:53:59 +0000 2019,,,,
+2890,elonmusk,,Russia has excellent rocket engineering & best engine currently flying. Reusable version of their new Angara rocket would be great.,1704,18368,739,1103729668987842560,https://twitter.com/elonmusk/status/1103729668987842560,44196397,2019-03-07 18:50:34+00:00,Thu Mar 07 18:50:34 +0000 2019,,,,https://arstechnica.com/science/2019/03/with-dragon-russian-critic-says-roscosmos-acting-left-behind/
+2891,elonmusk,TheRock,"Thanks, that sounds great!",1265,61076,505,1103576247412641792,https://twitter.com/elonmusk/status/1103576247412641792,44196397,2019-03-07 08:40:55+00:00,Thu Mar 07 08:40:55 +0000 2019,,,,
+2892,elonmusk,cleantechnica,You’re most welcome. Very proud of Tesla team. Super tough 15 years!,113,1995,88,1103574166354231297,https://twitter.com/elonmusk/status/1103574166354231297,44196397,2019-03-07 08:32:39+00:00,Thu Mar 07 08:32:39 +0000 2019,,,,
+2893,elonmusk,TheRock,"Oh stop, you’ll make me blush ",6791,149644,759,1103344096993660928,https://twitter.com/elonmusk/status/1103344096993660928,44196397,2019-03-06 17:18:26+00:00,Wed Mar 06 17:18:26 +0000 2019,,,,
+2894,elonmusk,Plumazul,Ok,345,17697,147,1103224670612946944,https://twitter.com/elonmusk/status/1103224670612946944,44196397,2019-03-06 09:23:53+00:00,Wed Mar 06 09:23:53 +0000 2019,,,,
+2895,elonmusk,,"Yeah, I lift a little …",107465,745836,10501,1103221573127827456,https://twitter.com/elonmusk/status/1103221573127827456,44196397,2019-03-06 09:11:34+00:00,Wed Mar 06 09:11:34 +0000 2019,,,,
+2896,elonmusk,AstroAnnimal, ,1555,35817,231,1103036275584430080,https://twitter.com/elonmusk/status/1103036275584430080,44196397,2019-03-05 20:55:16+00:00,Tue Mar 05 20:55:16 +0000 2019,,,,
+2897,elonmusk,Gfilche,Tesla comms is fixing. That was a mistake.,171,8922,239,1103017584188780544,https://twitter.com/elonmusk/status/1103017584188780544,44196397,2019-03-05 19:40:59+00:00,Tue Mar 05 19:40:59 +0000 2019,,,,
+2898,elonmusk,MoWo91,So cute!,52,2737,61,1102847012980969472,https://twitter.com/elonmusk/status/1102847012980969472,44196397,2019-03-05 08:23:12+00:00,Tue Mar 05 08:23:12 +0000 2019,,,,
+2899,elonmusk,AstroAnnimal,Buddy is like an Earth Pokémon,2904,65657,497,1102835573058822144,https://twitter.com/elonmusk/status/1102835573058822144,44196397,2019-03-05 07:37:44+00:00,Tue Mar 05 07:37:44 +0000 2019,,,,
+2900,elonmusk,scottwww,"Gap in understanding is that $35k Model 3 production *starts* this month, but will not reach volume production until mid year. Extremely difficult to predict middle part of manufacturing S-curve.",428,13650,302,1102669715095212032,https://twitter.com/elonmusk/status/1102669715095212032,44196397,2019-03-04 20:38:41+00:00,Mon Mar 04 20:38:41 +0000 2019,,,,
+2901,elonmusk,lizzieohreally,Yes,29,2297,79,1102359604011270144,https://twitter.com/elonmusk/status/1102359604011270144,44196397,2019-03-04 00:06:25+00:00,Mon Mar 04 00:06:25 +0000 2019,,,,
+2902,elonmusk,flcnhvy,,100,3927,192,1102356634305650689,https://twitter.com/elonmusk/status/1102356634305650689,44196397,2019-03-03 23:54:37+00:00,Sun Mar 03 23:54:37 +0000 2019,,,,
+2903,elonmusk,Mariano_Oscos,"No, just literally having toast & jam while playing Jamming",103,4159,78,1102355910058369024,https://twitter.com/elonmusk/status/1102355910058369024,44196397,2019-03-03 23:51:44+00:00,Sun Mar 03 23:51:44 +0000 2019,,,,
+2904,elonmusk,,Having toast & jam in kitchen while playing Jamming by Bob Marley,8548,99082,3053,1102350927271346176,https://twitter.com/elonmusk/status/1102350927271346176,44196397,2019-03-03 23:31:56+00:00,Sun Mar 03 23:31:56 +0000 2019,,,,
+2905,elonmusk,jovanik21,"Yes. Personally, I’m most excited by the Tesla Truck. Maybe it will be too futuristic for most people, but I love it.",158,2255,183,1102345986117033984,https://twitter.com/elonmusk/status/1102345986117033984,44196397,2019-03-03 23:12:18+00:00,Sun Mar 03 23:12:18 +0000 2019,,,,
+2906,elonmusk,MKBHD,"Yes, anyone will be able to take videos",134,7921,75,1102345129338105856,https://twitter.com/elonmusk/status/1102345129338105856,44196397,2019-03-03 23:08:54+00:00,Sun Mar 03 23:08:54 +0000 2019,,,,
+2907,elonmusk,KirkNason,I believe so,28,1372,22,1102344922554724353,https://twitter.com/elonmusk/status/1102344922554724353,44196397,2019-03-03 23:08:04+00:00,Sun Mar 03 23:08:04 +0000 2019,,,,
+2908,elonmusk,kevvythebaby,"No, that unveil is later this year",78,1504,58,1102343438668713986,https://twitter.com/elonmusk/status/1102343438668713986,44196397,2019-03-03 23:02:10+00:00,Sun Mar 03 23:02:10 +0000 2019,,,,
+2909,elonmusk,KorrelZ_NL,Slightly higher drag * slightly higher frontal area affects air friction & mass affects rolling resistance & hill climb. Physics is the law.,36,1175,49,1102342523660333056,https://twitter.com/elonmusk/status/1102342523660333056,44196397,2019-03-03 22:58:32+00:00,Sun Mar 03 22:58:32 +0000 2019,,,,
+2910,elonmusk,,Normal,35,1242,112,1102340302663180288,https://twitter.com/elonmusk/status/1102340302663180288,44196397,2019-03-03 22:49:43+00:00,Sun Mar 03 22:49:43 +0000 2019,,,,
+2911,elonmusk,teslaownersSV,Yes,34,958,49,1102339932662620160,https://twitter.com/elonmusk/status/1102339932662620160,44196397,2019-03-03 22:48:15+00:00,Sun Mar 03 22:48:15 +0000 2019,,,,
+2912,elonmusk,,"Detailed specs & pricing will be provided, as well as test rides in Y",1046,26821,676,1102339433448140800,https://twitter.com/elonmusk/status/1102339433448140800,44196397,2019-03-03 22:46:16+00:00,Sun Mar 03 22:46:16 +0000 2019,,,,
+2913,elonmusk,,"Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more & have slightly less range for same battery",1972,31507,688,1102338251497431040,https://twitter.com/elonmusk/status/1102338251497431040,44196397,2019-03-03 22:41:34+00:00,Sun Mar 03 22:41:34 +0000 2019,,,,
+2914,elonmusk,,Model Y unveil event on March 14 at LA Design Studio,10124,81905,2667,1102332778492772352,https://twitter.com/elonmusk/status/1102332778492772352,44196397,2019-03-03 22:19:49+00:00,Sun Mar 03 22:19:49 +0000 2019,,,,
+2915,elonmusk,,First public Tesla V3.0 Supercharger Station goes live Wed 8pm,2319,34790,767,1102332191462195201,https://twitter.com/elonmusk/status/1102332191462195201,44196397,2019-03-03 22:17:29+00:00,Sun Mar 03 22:17:29 +0000 2019,,,,
+2916,elonmusk,katlinegrey,Спасибо за добрые слова!,1429,9340,301,1102181716502822912,https://twitter.com/elonmusk/status/1102181716502822912,44196397,2019-03-03 12:19:33+00:00,Sun Mar 03 12:19:33 +0000 2019,,,,
+2917,elonmusk,,"SpaceX team in Hawthorne control, Dragon docked to Station above",2889,41453,735,1102171380412440577,https://twitter.com/elonmusk/status/1102171380412440577,44196397,2019-03-03 11:38:29+00:00,Sun Mar 03 11:38:29 +0000 2019,,,,
+2918,elonmusk,,SpaceX Crew Dragon has docked with International @Space_Station,10830,87180,1426,1102165558424875014,https://twitter.com/elonmusk/status/1102165558424875014,44196397,2019-03-03 11:15:21+00:00,Sun Mar 03 11:15:21 +0000 2019,,@Space_Station,,
+2919,elonmusk,GeorgeThomson79,"Yes, she would be able to breathe",26,1142,42,1102150592586178561,https://twitter.com/elonmusk/status/1102150592586178561,44196397,2019-03-03 10:15:52+00:00,Sun Mar 03 10:15:52 +0000 2019,,,,
+2920,elonmusk,,Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.,2629,28613,504,1102147486909526017,https://twitter.com/elonmusk/status/1102147486909526017,44196397,2019-03-03 10:03:32+00:00,Sun Mar 03 10:03:32 +0000 2019,,@Space_Station,,
+2921,elonmusk,WorldAndScience,One day we will be there to see for ourselves,356,5677,178,1102134001634951168,https://twitter.com/elonmusk/status/1102134001634951168,44196397,2019-03-03 09:09:57+00:00,Sun Mar 03 09:09:57 +0000 2019,,,,https://m.youtube.com/watch?v=GbXIONSjmkY
+2922,elonmusk,WorldAndScience,69F,1321,21632,684,1102115900029775872,https://twitter.com/elonmusk/status/1102115900029775872,44196397,2019-03-03 07:58:01+00:00,Sun Mar 03 07:58:01 +0000 2019,,,,
+2923,elonmusk,pmnordkvist,Something like this could work,215,11214,204,1102088097871814656,https://twitter.com/elonmusk/status/1102088097871814656,44196397,2019-03-03 06:07:32+00:00,Sun Mar 03 06:07:32 +0000 2019,,,,
+2924,elonmusk,Buran_Orbiter, ,22,722,23,1102086462160306177,https://twitter.com/elonmusk/status/1102086462160306177,44196397,2019-03-03 06:01:03+00:00,Sun Mar 03 06:01:03 +0000 2019,,,,
+2925,elonmusk,halsell_garrett,Everyone knows Earth is hollow,77,1186,70,1102085414276325376,https://twitter.com/elonmusk/status/1102085414276325376,44196397,2019-03-03 05:56:53+00:00,Sun Mar 03 05:56:53 +0000 2019,,,,
+2926,elonmusk,Ieoma123,I am not a dog. Here’s a pic of me:,251,3025,115,1102077248868311040,https://twitter.com/elonmusk/status/1102077248868311040,44196397,2019-03-03 05:24:26+00:00,Sun Mar 03 05:24:26 +0000 2019,,,,
+2927,elonmusk,guptajayant75,Model S will be raised to 162mph too,32,1266,40,1102070810984951809,https://twitter.com/elonmusk/status/1102070810984951809,44196397,2019-03-03 04:58:51+00:00,Sun Mar 03 04:58:51 +0000 2019,,,,
+2928,elonmusk,BoeingCEO,Thank you. May you have good luck and godspeed with your spacecraft!,56,1532,19,1102070350576148481,https://twitter.com/elonmusk/status/1102070350576148481,44196397,2019-03-03 04:57:01+00:00,Sun Mar 03 04:57:01 +0000 2019,,,,
+2929,elonmusk,realDonaldTrump,"Thank you on behalf of SpaceX. Also, thank you to @NASA, without whom this would not be possible.",3471,67742,842,1102019122513235968,https://twitter.com/elonmusk/status/1102019122513235968,44196397,2019-03-03 01:33:27+00:00,Sun Mar 03 01:33:27 +0000 2019,,@NASA,,
+2930,elonmusk,Erdayastronaut,Power will increase on all cars. Top speed on 3P increases to 162mph. Range on RWD 3 increases to 325 miles.,120,2982,124,1101990576411561984,https://twitter.com/elonmusk/status/1101990576411561984,44196397,2019-03-02 23:40:02+00:00,Sat Mar 02 23:40:02 +0000 2019,,,,
+2931,elonmusk,causal_mind,"Yes, new cars and existing fleet",56,2937,35,1101986084697837568,https://twitter.com/elonmusk/status/1101986084697837568,44196397,2019-03-02 23:22:11+00:00,Sat Mar 02 23:22:11 +0000 2019,,,,
+2932,elonmusk,elonmusk,Firmware update coming later this month will increase power by ~5% & top speed by 10 km/h or 7mph,207,4725,97,1101981321436581890,https://twitter.com/elonmusk/status/1101981321436581890,44196397,2019-03-02 23:03:15+00:00,Sat Mar 02 23:03:15 +0000 2019,,,,
+2933,elonmusk,nico_rosberg,Spoiler alert: not Porsche,4215,77929,665,1101973897380012032,https://twitter.com/elonmusk/status/1101973897380012032,44196397,2019-03-02 22:33:45+00:00,Sat Mar 02 22:33:45 +0000 2019,,,,
+2934,elonmusk,VP,Thank you on behalf of the many people of SpaceX,614,17711,259,1101928546145050624,https://twitter.com/elonmusk/status/1101928546145050624,44196397,2019-03-02 19:33:32+00:00,Sat Mar 02 19:33:32 +0000 2019,,,,
+2935,elonmusk,fhurst4762,Lightning bolt right before launch,82,1903,109,1101922671036678144,https://twitter.com/elonmusk/status/1101922671036678144,44196397,2019-03-02 19:10:12+00:00,Sat Mar 02 19:10:12 +0000 2019,,,,
+2936,elonmusk,,Earth floats gently in zero gravity,11400,85414,1418,1101789828574777346,https://twitter.com/elonmusk/status/1101789828574777346,44196397,2019-03-02 10:22:20+00:00,Sat Mar 02 10:22:20 +0000 2019,,,,
+2937,elonmusk,,SpaceX Crew Dragon recap,2316,14881,413,1101765778385321984,https://twitter.com/elonmusk/status/1101765778385321984,44196397,2019-03-02 08:46:46+00:00,Sat Mar 02 08:46:46 +0000 2019,,,,https://twitter.com/i/events/1101731517045268481
+2938,elonmusk,elonmusk,Need to get back to SpaceX launch control. Sorry this solution isn’t perfect.,50,1635,144,1101744489469759490,https://twitter.com/elonmusk/status/1101744489469759490,44196397,2019-03-02 07:22:10+00:00,Sat Mar 02 07:22:10 +0000 2019,,,,
+2939,elonmusk,raulv48,"We’re trying to make EVs & autonomy more affordable over time. This is the right thing to do. However, we cannot then also retroactively make earlier buyers whole without killing the company.",126,2307,285,1101742773336715264,https://twitter.com/elonmusk/status/1101742773336715264,44196397,2019-03-02 07:15:21+00:00,Sat Mar 02 07:15:21 +0000 2019,,,,
+2940,elonmusk,Sofiaan,Will take a few days for system update,17,679,33,1101741213722525697,https://twitter.com/elonmusk/status/1101741213722525697,44196397,2019-03-02 07:09:09+00:00,Sat Mar 02 07:09:09 +0000 2019,,,,
+2941,elonmusk,TonyCrisostomo,"Yeah, we need a few days to update the system. If anyone already paid $3k, they should get $1k back.",35,830,61,1101738512406188032,https://twitter.com/elonmusk/status/1101738512406188032,44196397,2019-03-02 06:58:25+00:00,Sat Mar 02 06:58:25 +0000 2019,,,,
+2942,elonmusk,abhaygupta,"It’s not exactly symmetric, but it will come with HW3 upgrade long-term",17,661,66,1101737858870755329,https://twitter.com/elonmusk/status/1101737858870755329,44196397,2019-03-02 06:55:49+00:00,Sat Mar 02 06:55:49 +0000 2019,,,,
+2943,elonmusk,royalflushGK,"If you bought enhanced autopilot, FSD upgrade costs $2k instead of $5k",65,1173,172,1101733087145349120,https://twitter.com/elonmusk/status/1101733087145349120,44196397,2019-03-02 06:36:51+00:00,Sat Mar 02 06:36:51 +0000 2019,,,,
+2944,elonmusk,Tesla,"If you bought a Tesla before yesterday’s price reduction, you can have Autopilot or full self-driving at half normal cost (up to $6k less)",1427,23947,1152,1101724210878128128,https://twitter.com/elonmusk/status/1101724210878128128,44196397,2019-03-02 06:01:35+00:00,Sat Mar 02 06:01:35 +0000 2019,,,,https://twitter.com/Tesla/status/1101721765707825152
+2945,elonmusk,Kristennetten,He is the sensor!,88,4519,82,1101706972141899776,https://twitter.com/elonmusk/status/1101706972141899776,44196397,2019-03-02 04:53:05+00:00,Sat Mar 02 04:53:05 +0000 2019,,,,
+2946,elonmusk,sivarajkumar237,"Nope, he’s going to float around in zero gravity",84,4894,69,1101702389197881346,https://twitter.com/elonmusk/status/1101702389197881346,44196397,2019-03-02 04:34:52+00:00,Sat Mar 02 04:34:52 +0000 2019,,,,
+2947,elonmusk,,Super high tech zero-g indicator added just before launch!,10852,105283,1520,1101701552153219072,https://twitter.com/elonmusk/status/1101701552153219072,44196397,2019-03-02 04:31:33+00:00,Sat Mar 02 04:31:33 +0000 2019,,,,
+2948,elonmusk,Secrethamper,Happy birthday!,132,6051,92,1101646307863732224,https://twitter.com/elonmusk/status/1101646307863732224,44196397,2019-03-02 00:52:02+00:00,Sat Mar 02 00:52:02 +0000 2019,,,,
+2949,elonmusk,Jay_Marquez,"Yeah, just use a dryer outlet. High power, easy to install & low cost.",288,9638,146,1101548818280185862,https://twitter.com/elonmusk/status/1101548818280185862,44196397,2019-03-01 18:24:38+00:00,Fri Mar 01 18:24:38 +0000 2019,,,,
+2950,elonmusk,Model3Owners,Explanation from Tesla later today,135,4514,165,1101547909160624130,https://twitter.com/elonmusk/status/1101547909160624130,44196397,2019-03-01 18:21:01+00:00,Fri Mar 01 18:21:01 +0000 2019,,,,
+2951,elonmusk,Erdayastronaut,Yes,76,5377,102,1101379585864720384,https://twitter.com/elonmusk/status/1101379585864720384,44196397,2019-03-01 07:12:10+00:00,Fri Mar 01 07:12:10 +0000 2019,,,,
+2952,elonmusk,MihaRekar,Haha,15,849,29,1101373962716495872,https://twitter.com/elonmusk/status/1101373962716495872,44196397,2019-03-01 06:49:49+00:00,Fri Mar 01 06:49:49 +0000 2019,,,,
+2953,elonmusk,,Ripley,11868,129778,2253,1101370880486076416,https://twitter.com/elonmusk/status/1101370880486076416,44196397,2019-03-01 06:37:35+00:00,Fri Mar 01 06:37:35 +0000 2019,,,,
+2954,elonmusk,,"Base Model 3 available in Europe in ~6 months, Asia 6 to 8 months. Latter contingent on Shanghai Gigafactory. Country-specific taxes & import duties mean price may be 25% or more above US number.",793,13587,695,1101317916018933760,https://twitter.com/elonmusk/status/1101317916018933760,44196397,2019-03-01 03:07:07+00:00,Fri Mar 01 03:07:07 +0000 2019,,,,
+2955,elonmusk,mcjamez,Exactly,21,1585,55,1101299598562217984,https://twitter.com/elonmusk/status/1101299598562217984,44196397,2019-03-01 01:54:20+00:00,Fri Mar 01 01:54:20 +0000 2019,,,,
+2956,elonmusk,dignityssb,No reductions from here,45,1152,85,1101294689519525888,https://twitter.com/elonmusk/status/1101294689519525888,44196397,2019-03-01 01:34:49+00:00,Fri Mar 01 01:34:49 +0000 2019,,,,
+2957,elonmusk,Erdayastronaut,For sure. It fundamentally improves quality of life.,82,3436,102,1101294309872066560,https://twitter.com/elonmusk/status/1101294309872066560,44196397,2019-03-01 01:33:19+00:00,Fri Mar 01 01:33:19 +0000 2019,,,,
+2958,elonmusk,Tesla,Best choice for most people is standard range plus with Autopilot,1236,32157,1183,1101293749257158656,https://twitter.com/elonmusk/status/1101293749257158656,44196397,2019-03-01 01:31:05+00:00,Fri Mar 01 01:31:05 +0000 2019,,,,
+2959,elonmusk,,Exact Tesla Model 3 in my profile pic costs $35k before incentives & takes 1 minute to buy online at,2910,28220,1716,1101289621537808384,https://twitter.com/elonmusk/status/1101289621537808384,44196397,2019-03-01 01:14:41+00:00,Fri Mar 01 01:14:41 +0000 2019,,,,http://Tesla.com
+2960,elonmusk,voidptr,I think we should do something here. Will talk with team & send out a note in next few days.,45,1025,154,1101259863546425346,https://twitter.com/elonmusk/status/1101259863546425346,44196397,2019-02-28 23:16:26+00:00,Thu Feb 28 23:16:26 +0000 2019,,,,
+2961,elonmusk,Peternotpaul_,Should be ~5% peak power increase with March 15 software release,48,812,59,1101259318920278017,https://twitter.com/elonmusk/status/1101259318920278017,44196397,2019-02-28 23:14:16+00:00,Thu Feb 28 23:14:16 +0000 2019,,,,
+2962,elonmusk,annerajb,"Scheduled for March 15 release, along with many other improvements",57,989,68,1101256596758257664,https://twitter.com/elonmusk/status/1101256596758257664,44196397,2019-02-28 23:03:27+00:00,Thu Feb 28 23:03:27 +0000 2019,,,,
+2963,elonmusk,rowdystew,"Everyone who bought Enhanced Autopilot will get Navigate on Autopilot on highways, advanced summon & autopark",106,1181,141,1101256189051002881,https://twitter.com/elonmusk/status/1101256189051002881,44196397,2019-02-28 23:01:50+00:00,Thu Feb 28 23:01:50 +0000 2019,,,,
+2964,elonmusk,NatGeo, ,1652,47918,487,1100964189357522944,https://twitter.com/elonmusk/status/1100964189357522944,44196397,2019-02-28 03:41:32+00:00,Thu Feb 28 03:41:32 +0000 2019,,,,
+2965,elonmusk,AniruddhaDas852,I was being too obvious,65,3963,108,1100859244276903937,https://twitter.com/elonmusk/status/1100859244276903937,44196397,2019-02-27 20:44:31+00:00,Wed Feb 27 20:44:31 +0000 2019,,,,
+2966,elonmusk,,Make the Mars Technocracy real,3352,32602,2131,1100859074764107776,https://twitter.com/elonmusk/status/1100859074764107776,44196397,2019-02-27 20:43:51+00:00,Wed Feb 27 20:43:51 +0000 2019,,,,
+2967,elonmusk,IndigoShrimp,Yay!,90,5283,43,1100857455699881984,https://twitter.com/elonmusk/status/1100857455699881984,44196397,2019-02-27 20:37:25+00:00,Wed Feb 27 20:37:25 +0000 2019,,,,
+2968,elonmusk,,ET phone home. No answer ,14241,145013,2514,1100848177735860224,https://twitter.com/elonmusk/status/1100848177735860224,44196397,2019-02-27 20:00:32+00:00,Wed Feb 27 20:00:32 +0000 2019,,,,
+2969,elonmusk,,Some Tesla news,2052,70778,2154,1100672354932256773,https://twitter.com/elonmusk/status/1100672354932256773,44196397,2019-02-27 08:21:53+00:00,Wed Feb 27 08:21:53 +0000 2019,,,,
+2970,elonmusk,SupremePenguin2,Haha,35,2492,40,1100664001912963072,https://twitter.com/elonmusk/status/1100664001912963072,44196397,2019-02-27 07:48:42+00:00,Wed Feb 27 07:48:42 +0000 2019,,,,
+2971,elonmusk,NASASpaceflight,Yes,42,1315,58,1100662757945294848,https://twitter.com/elonmusk/status/1100662757945294848,44196397,2019-02-27 07:43:45+00:00,Wed Feb 27 07:43:45 +0000 2019,,,,
+2972,elonmusk,,Stop censoring science!,19437,174691,2335,1100659678235652096,https://twitter.com/elonmusk/status/1100659678235652096,44196397,2019-02-27 07:31:31+00:00,Wed Feb 27 07:31:31 +0000 2019,,,,
+2973,elonmusk,TitusNation,Because it costs $2500 to transport to east coast & everyone pays same,84,4772,142,1100652018966749185,https://twitter.com/elonmusk/status/1100652018966749185,44196397,2019-02-27 07:01:05+00:00,Wed Feb 27 07:01:05 +0000 2019,,,,
+2974,elonmusk,,California,1863,62766,1067,1100647838516539392,https://twitter.com/elonmusk/status/1100647838516539392,44196397,2019-02-27 06:44:28+00:00,Wed Feb 27 06:44:28 +0000 2019,,,,
+2975,elonmusk,,Thursday 2pm,3566,83061,1962,1100646870601220098,https://twitter.com/elonmusk/status/1100646870601220098,44196397,2019-02-27 06:40:37+00:00,Wed Feb 27 06:40:37 +0000 2019,,,,
+2976,elonmusk,katlinegrey,"Rest of SpaceX propulsion still very active, so only ~50 full-time equivalent people right now. That will grow a lot as we enter production. It’s 10X harder (at least) to design engine production system than engine. In automotive, 100X harder.",62,1196,45,1100494266533433344,https://twitter.com/elonmusk/status/1100494266533433344,44196397,2019-02-26 20:34:13+00:00,Tue Feb 26 20:34:13 +0000 2019,,,,
+2977,elonmusk,annerajb,"Maybe active in a month or so. Focus right now is getting to high speed, tight follow distance in test tunnel.",32,994,50,1100389637615280128,https://twitter.com/elonmusk/status/1100389637615280128,44196397,2019-02-26 13:38:28+00:00,Tue Feb 26 13:38:28 +0000 2019,,,,
+2978,elonmusk,annerajb,"Yes, exciting potential",25,914,13,1100388926429093888,https://twitter.com/elonmusk/status/1100388926429093888,44196397,2019-02-26 13:35:38+00:00,Tue Feb 26 13:35:38 +0000 2019,,,,
+2979,elonmusk,flcnhvy,Exactly,38,1343,65,1100388364077850626,https://twitter.com/elonmusk/status/1100388364077850626,44196397,2019-02-26 13:33:24+00:00,Tue Feb 26 13:33:24 +0000 2019,,,,
+2980,elonmusk,annerajb,"Printers are too small. Also, high pressure, high efficiency engines need copper cooling channels with an inco/steel jacket. Can’t print yet.",29,1069,37,1100374128916258816,https://twitter.com/elonmusk/status/1100374128916258816,44196397,2019-02-26 12:36:50+00:00,Tue Feb 26 12:36:50 +0000 2019,,,,
+2981,elonmusk,DrivingSlate,Exactly. This has now happened several times. Something is broken with SEC oversight.,188,1821,245,1100371207491248128,https://twitter.com/elonmusk/status/1100371207491248128,44196397,2019-02-26 12:25:14+00:00,Tue Feb 26 12:25:14 +0000 2019,,,,
+2982,elonmusk,lrocket,"Tom did an awesome job leading Merlin, Kestrel, Draco & other engine developments from start through 2014 that were critical to SpaceX’s success. Great respect & appreciation!",62,1611,17,1100370443460988928,https://twitter.com/elonmusk/status/1100370443460988928,44196397,2019-02-26 12:22:12+00:00,Tue Feb 26 12:22:12 +0000 2019,,,,
+2983,elonmusk,JaneidyEve,"Thank you Evelyn, I loved it",49,3107,62,1100260906607337474,https://twitter.com/elonmusk/status/1100260906607337474,44196397,2019-02-26 05:06:56+00:00,Tue Feb 26 05:06:56 +0000 2019,,,,
+2984,elonmusk,alexmd2,"Indeed. I have great respect for judges. It’s not perfect, but, in general, we should be very glad of the US justice system.",93,2221,111,1100217156900290561,https://twitter.com/elonmusk/status/1100217156900290561,44196397,2019-02-26 02:13:05+00:00,Tue Feb 26 02:13:05 +0000 2019,,,,
+2985,elonmusk,JPUConn,"SEC forgot to read Tesla earnings transcript, which clearly states 350k to 500k. How embarrassing … ",587,4476,374,1100215984713957376,https://twitter.com/elonmusk/status/1100215984713957376,44196397,2019-02-26 02:08:26+00:00,Tue Feb 26 02:08:26 +0000 2019,,,,
+2986,elonmusk,,Oh hi lol,46912,389381,3149,1100184323267940353,https://twitter.com/elonmusk/status/1100184323267940353,44196397,2019-02-26 00:02:37+00:00,Tue Feb 26 00:02:37 +0000 2019,,,,
+2987,elonmusk,,"Fate *loves* irony. Frankly, too much.",7480,81711,1271,1100150653366632448,https://twitter.com/elonmusk/status/1100150653366632448,44196397,2019-02-25 21:48:50+00:00,Mon Feb 25 21:48:50 +0000 2019,,,,
+2988,elonmusk,,Meetings are a valuable use of time!,25496,221915,1808,1100134139703914496,https://twitter.com/elonmusk/status/1100134139703914496,44196397,2019-02-25 20:43:13+00:00,Mon Feb 25 20:43:13 +0000 2019,,,,
+2989,elonmusk,internetofshit,There’s a in my ,3221,58028,702,1100107567785598978,https://twitter.com/elonmusk/status/1100107567785598978,44196397,2019-02-25 18:57:37+00:00,Mon Feb 25 18:57:37 +0000 2019,,,,
+2990,elonmusk,JayBahel,http://stankmemes.com,187,2551,153,1099183562698289152,https://twitter.com/elonmusk/status/1099183562698289152,44196397,2019-02-23 05:45:57+00:00,Sat Feb 23 05:45:57 +0000 2019,,,,http://stankmemes.com
+2991,elonmusk,,Respawn++,24688,225742,1959,1099125172257185792,https://twitter.com/elonmusk/status/1099125172257185792,44196397,2019-02-23 01:53:56+00:00,Sat Feb 23 01:53:56 +0000 2019,,,,
+2992,elonmusk,grandayy,Great meme review hosted by Will Smith,52555,365823,3259,1099085597048594432,https://twitter.com/elonmusk/status/1099085597048594432,44196397,2019-02-22 23:16:41+00:00,Fri Feb 22 23:16:41 +0000 2019,,,,https://twitter.com/grandayy/status/1099037391669653509
+2993,elonmusk,xkcdComic,Haha true,377,14187,200,1098992361105805312,https://twitter.com/elonmusk/status/1098992361105805312,44196397,2019-02-22 17:06:11+00:00,Fri Feb 22 17:06:11 +0000 2019,,,,
+2994,elonmusk,nextspaceflight,It’s designed to be way better. We’ll see what reality has to say about that.,54,1599,75,1098775062985945088,https://twitter.com/elonmusk/status/1098775062985945088,44196397,2019-02-22 02:42:43+00:00,Fri Feb 22 02:42:43 +0000 2019,,,,
+2995,elonmusk,nextspaceflight,"Yes, lot of risk",25,982,26,1098774876872007682,https://twitter.com/elonmusk/status/1098774876872007682,44196397,2019-02-22 02:41:59+00:00,Fri Feb 22 02:41:59 +0000 2019,,,,
+2996,elonmusk,TGMetsFan98,"Guys, I have feelings … ",86,2088,98,1098774731140956160,https://twitter.com/elonmusk/status/1098774731140956160,44196397,2019-02-22 02:41:24+00:00,Fri Feb 22 02:41:24 +0000 2019,,,,
+2997,elonmusk,flcnhvy,Focusing on Starship instead,37,1270,40,1098774309781233664,https://twitter.com/elonmusk/status/1098774309781233664,44196397,2019-02-22 02:39:44+00:00,Fri Feb 22 02:39:44 +0000 2019,,,,
+2998,elonmusk,rogiermaas,Deorbits & burns up over the Pacific,31,956,25,1098773892477251584,https://twitter.com/elonmusk/status/1098773892477251584,44196397,2019-02-22 02:38:04+00:00,Fri Feb 22 02:38:04 +0000 2019,,,,
+2999,elonmusk,Erdayastronaut,"Upper stage is flight, except mass sim in place of Merlin. It will get fragged for sure by aero loads & Dragon abort thrusters.",60,1624,40,1098773712373899264,https://twitter.com/elonmusk/status/1098773712373899264,44196397,2019-02-22 02:37:21+00:00,Fri Feb 22 02:37:21 +0000 2019,,,,
+3000,elonmusk,SpaceXUpdates,"Including Heavy, which is 3 cores, around 20 or so",49,1218,25,1098773275314802688,https://twitter.com/elonmusk/status/1098773275314802688,44196397,2019-02-22 02:35:37+00:00,Fri Feb 22 02:35:37 +0000 2019,,,,
+3001,elonmusk,nextspaceflight,"Depends on when Crew Dragon comes back. That’s scheduled for launch next Saturday, but lot of new hardware, so time error bars are big.",89,2942,52,1098772931050532865,https://twitter.com/elonmusk/status/1098772931050532865,44196397,2019-02-22 02:34:15+00:00,Fri Feb 22 02:34:15 +0000 2019,,,,
+3002,elonmusk,CanzyD,"High probability of this particular rocket getting destroyed by Dragon supersonic abort test. Otherwise, at least 20 or 30 missions for Falcon 9. Starship will take over before the F9 fleet reaches end of life.",138,2466,75,1098771535588777986,https://twitter.com/elonmusk/status/1098771535588777986,44196397,2019-02-22 02:28:42+00:00,Fri Feb 22 02:28:42 +0000 2019,,,,
+3003,elonmusk,SpaceXUpdates,Crew Dragon high altitude abort test,67,1114,58,1098768310844313601,https://twitter.com/elonmusk/status/1098768310844313601,44196397,2019-02-22 02:15:54+00:00,Fri Feb 22 02:15:54 +0000 2019,,,,
+3004,elonmusk,sivarajkumar237,Yes ,27,1252,33,1098767988163936256,https://twitter.com/elonmusk/status/1098767988163936256,44196397,2019-02-22 02:14:37+00:00,Fri Feb 22 02:14:37 +0000 2019,,,,
+3005,elonmusk,SpaceX,Highest reentry heating to date. Burning metal sparks from base heat shield visible in landing video. Fourth relight scheduled for April.,2683,32335,925,1098767597858779136,https://twitter.com/elonmusk/status/1098767597858779136,44196397,2019-02-22 02:13:04+00:00,Fri Feb 22 02:13:04 +0000 2019,,,,https://twitter.com/SpaceX/status/1098762992848535553
+3006,elonmusk,abbygarrettX,Always liked Kestrel. It was the Robin Hood of engines.,21,806,55,1098658606264635394,https://twitter.com/elonmusk/status/1098658606264635394,44196397,2019-02-21 18:59:58+00:00,Thu Feb 21 18:59:58 +0000 2019,,,,
+3007,elonmusk,DJSnM,"Advanced, reusable rockets are all we need to become a multiplanet civilization. Once we have a city on Mars, interplanetary travel will create a forcing function for vast improvements in spaceflight.",185,2106,130,1098658236838756352,https://twitter.com/elonmusk/status/1098658236838756352,44196397,2019-02-21 18:58:30+00:00,Thu Feb 21 18:58:30 +0000 2019,,,,
+3008,elonmusk,gavbrowne,SN2 has changes that should help,27,821,21,1098656849740451840,https://twitter.com/elonmusk/status/1098656849740451840,44196397,2019-02-21 18:52:59+00:00,Thu Feb 21 18:52:59 +0000 2019,,,,
+3009,elonmusk,elonmusk,To the first part. I doubt we’d create a Dyson ring or sphere.,20,657,46,1098654222902415361,https://twitter.com/elonmusk/status/1098654222902415361,44196397,2019-02-21 18:42:33+00:00,Thu Feb 21 18:42:33 +0000 2019,,,,
+3010,elonmusk,balcsi32,Yes,15,602,8,1098654054320750592,https://twitter.com/elonmusk/status/1098654054320750592,44196397,2019-02-21 18:41:53+00:00,Thu Feb 21 18:41:53 +0000 2019,,,,
+3011,elonmusk,bluemoondance74,"Merlins. The max chamber pressure run damaged Raptor SN 1 (as expected). A lot of the parts are fine for reuse, but next tests will be with SN 2, which is almost done.",64,937,27,1098653939141009408,https://twitter.com/elonmusk/status/1098653939141009408,44196397,2019-02-21 18:41:25+00:00,Thu Feb 21 18:41:25 +0000 2019,,,,
+3012,elonmusk,DanAloni,"Anti-matter production would require vast amounts of energy. No need though. We have a super reliable, massive, free fusion reactor called the sun.",49,1166,41,1098652491883765761,https://twitter.com/elonmusk/status/1098652491883765761,44196397,2019-02-21 18:35:40+00:00,Thu Feb 21 18:35:40 +0000 2019,,,,
+3013,elonmusk,KellanBeta,"Exactly. Super money move is anti-matter drive, especially if you solve capturing antiprotons in deep space.",46,968,36,1098651639248875520,https://twitter.com/elonmusk/status/1098651639248875520,44196397,2019-02-21 18:32:17+00:00,Thu Feb 21 18:32:17 +0000 2019,,,,
+3014,elonmusk,elonmusk,You can see the streaks on the vacuum Merlin nozzle in flight videos,20,804,24,1098645107249635328,https://twitter.com/elonmusk/status/1098645107249635328,44196397,2019-02-21 18:06:20+00:00,Thu Feb 21 18:06:20 +0000 2019,,,,
+3015,elonmusk,DJSnM,Pinter injector tends to have hot & cold streaks. Hot streaks burn a rut at the throat that accelerates erosion.,28,963,15,1098644877259096064,https://twitter.com/elonmusk/status/1098644877259096064,44196397,2019-02-21 18:05:25+00:00,Thu Feb 21 18:05:25 +0000 2019,,,,
+3016,elonmusk,benoitdenayer,"Essentially, yes. Great engineering talent, but should focus on reusable rockets for purpose of a permanent human base on the moon and self-sustaining city on Mars.",33,727,36,1098641863404187654,https://twitter.com/elonmusk/status/1098641863404187654,44196397,2019-02-21 17:53:26+00:00,Thu Feb 21 17:53:26 +0000 2019,,,,
+3017,elonmusk,DrRichardPitre,"We are constrained by the accredited investor rule, but will think about how this could be done",37,888,73,1098641282371440640,https://twitter.com/elonmusk/status/1098641282371440640,44196397,2019-02-21 17:51:08+00:00,Thu Feb 21 17:51:08 +0000 2019,,,,
+3018,elonmusk,Erdayastronaut,"Yeah, that was a bit embarrassing High engine chamber pressure and ablative don’t get along. Ok for low pressure, expendable upper stage.",32,1170,26,1098640572254801920,https://twitter.com/elonmusk/status/1098640572254801920,44196397,2019-02-21 17:48:18+00:00,Thu Feb 21 17:48:18 +0000 2019,,,,
+3019,elonmusk,sasor098,"That’s true Merlin 1A was terrible. 1C was ok, 1D good, but block 5 Merlin (should probably be called 1E) is something special. Took about 15 years to get there.",39,1255,16,1098638343263285248,https://twitter.com/elonmusk/status/1098638343263285248,44196397,2019-02-21 17:39:27+00:00,Thu Feb 21 17:39:27 +0000 2019,,,,
+3020,elonmusk,Erdayastronaut,"Actually, they received (and still receive) almost a billion dollars a year for “launch capability”. Even if they do zero launches, US govt still gives them that.",97,1680,97,1098623801892397056,https://twitter.com/elonmusk/status/1098623801892397056,44196397,2019-02-21 16:41:40+00:00,Thu Feb 21 16:41:40 +0000 2019,,,,
+3021,elonmusk,Geopilot,Don’t know,23,735,60,1098622633539645440,https://twitter.com/elonmusk/status/1098622633539645440,44196397,2019-02-21 16:37:01+00:00,Thu Feb 21 16:37:01 +0000 2019,,,,
+3022,elonmusk,elonmusk,"SpaceX commercial launch market share went from 0% in 2010 to 65% in 2018. Despite massive subsidies to Boeing/Lockeed, they have never won a fair competition against SpaceX for several years.",213,2027,66,1098619793844797441,https://twitter.com/elonmusk/status/1098619793844797441,44196397,2019-02-21 16:25:44+00:00,Thu Feb 21 16:25:44 +0000 2019,,,,
+3023,elonmusk,MemesOfMars,"Exactly. That’s the critical point for Starship/BFR: more payload than the biggest rocket ever made, but for less money per launch than the smallest (orbital) rocket. Without something that lowers orbital flight cost by 100X, humanity will never be a multiplanet species.",113,1168,44,1098616136092930048,https://twitter.com/elonmusk/status/1098616136092930048,44196397,2019-02-21 16:11:12+00:00,Thu Feb 21 16:11:12 +0000 2019,,,,
+3024,elonmusk,fan_of_racing,"SpaceX Merlin architecture is simpler than staged combustion (eg SSME or RD), but it has world record for thrust/weight & thrust/cost engine. Raptor has better Isp, but I’m worried it may fall short on those two critical metrics.",69,1262,26,1098613993176850432,https://twitter.com/elonmusk/status/1098613993176850432,44196397,2019-02-21 16:02:41+00:00,Thu Feb 21 16:02:41 +0000 2019,,,,
+3025,elonmusk,wonderofscience,So true John Clarke ,30,953,51,1098539179342999553,https://twitter.com/elonmusk/status/1098539179342999553,44196397,2019-02-21 11:05:24+00:00,Thu Feb 21 11:05:24 +0000 2019,,,,
+3026,elonmusk,macodiseas,"Not true. Limiting factor in any staged combustion rocket engine, liquid/gas or gas/gas, is pressure & temperature in oxygen preburner",48,1268,31,1098536496494108673,https://twitter.com/elonmusk/status/1098536496494108673,44196397,2019-02-21 10:54:45+00:00,Thu Feb 21 10:54:45 +0000 2019,,,,
+3027,elonmusk,dominikheats,Whoever owns the early BTC deserves a Nobel prize in delayed gratification,1064,6527,196,1098535502846648320,https://twitter.com/elonmusk/status/1098535502846648320,44196397,2019-02-21 10:50:48+00:00,Thu Feb 21 10:50:48 +0000 2019,,,,
+3028,elonmusk,coindesk,"That said, I still only own 0.25 BTC, which a friend sent me several years ago. Don’t have any crypto holdings.",2273,47417,1380,1098533927336083456,https://twitter.com/elonmusk/status/1098533927336083456,44196397,2019-02-21 10:44:32+00:00,Thu Feb 21 10:44:32 +0000 2019,,,,
+3029,elonmusk,katlinegrey,"I have been chief engineer/designer at SpaceX from day 1. Had I been better, our first 3 launches might have succeeded, but I learned from those mistakes.",643,10471,296,1098532871155810304,https://twitter.com/elonmusk/status/1098532871155810304,44196397,2019-02-21 10:40:20+00:00,Thu Feb 21 10:40:20 +0000 2019,,,,https://arstechnica.com/science/2018/07/as-the-spacex-steamroller-surges-european-rocket-industry-vows-to-resist/3/
+3030,elonmusk,,"Meant to say annualized production rate at end of 2019 probably around 500k, ie 10k cars/week. Deliveries for year still estimated to be about 400k.",1707,49712,1499,1098080063801585664,https://twitter.com/elonmusk/status/1098080063801585664,44196397,2019-02-20 04:41:03+00:00,Wed Feb 20 04:41:03 +0000 2019,,,,
+3031,elonmusk,kristenhenry55,Won’t be long before they do,46,1273,72,1098013621924184064,https://twitter.com/elonmusk/status/1098013621924184064,44196397,2019-02-20 00:17:02+00:00,Wed Feb 20 00:17:02 +0000 2019,,,,
+3032,elonmusk,,"Tesla made 0 cars in 2011, but will make around 500k in 2019",9573,137915,2393,1098013283372589056,https://twitter.com/elonmusk/status/1098013283372589056,44196397,2019-02-20 00:15:41+00:00,Wed Feb 20 00:15:41 +0000 2019,,,,
+3033,elonmusk,,4000 Tesla cars loading in SF for Europe,17929,217917,5107,1098009983931707393,https://twitter.com/elonmusk/status/1098009983931707393,44196397,2019-02-20 00:02:34+00:00,Wed Feb 20 00:02:34 +0000 2019,,,,
+3034,elonmusk,TheOnion,The gritty truth …,629,25155,403,1097702326620442626,https://twitter.com/elonmusk/status/1097702326620442626,44196397,2019-02-19 03:40:03+00:00,Tue Feb 19 03:40:03 +0000 2019,,,,
+3035,elonmusk,,Did meme review last night with Justin Roiland from @RickandMorty,13530,128385,2590,1097617913442267136,https://twitter.com/elonmusk/status/1097617913442267136,44196397,2019-02-18 22:04:37+00:00,Mon Feb 18 22:04:37 +0000 2019,,@RickandMorty,,
+3036,elonmusk,demeloj,Agreed. Also needs option for automatically on all locations or if unknown location.,29,1084,51,1097569349190074368,https://twitter.com/elonmusk/status/1097569349190074368,44196397,2019-02-18 18:51:39+00:00,Mon Feb 18 18:51:39 +0000 2019,,,,
+3037,elonmusk,newscientist,Pics are so clear in space!,803,32075,717,1097035363229388800,https://twitter.com/elonmusk/status/1097035363229388800,44196397,2019-02-17 07:29:47+00:00,Sun Feb 17 07:29:47 +0000 2019,,,,
+3038,elonmusk,engineers_feed,That last bit gives a good sense of what orbit is like,349,13692,155,1097031308696444928,https://twitter.com/elonmusk/status/1097031308696444928,44196397,2019-02-17 07:13:40+00:00,Sun Feb 17 07:13:40 +0000 2019,,,,
+3039,elonmusk,elonmusk,"Also, Tesla was competing for some of same people as OpenAI & I didn’t agree with some of what OpenAI team wanted to do. Add that all up & it was just better to part ways on good terms.",86,1908,92,1096989482094518273,https://twitter.com/elonmusk/status/1096989482094518273,44196397,2019-02-17 04:27:28+00:00,Sun Feb 17 04:27:28 +0000 2019,,,,
+3040,elonmusk,FredericLambert,I had to focus on solving a painfully large number of engineering & manufacturing problems at Tesla (especially) & SpaceX,74,1947,53,1096988782849486849,https://twitter.com/elonmusk/status/1096988782849486849,44196397,2019-02-17 04:24:41+00:00,Sun Feb 17 04:24:41 +0000 2019,,,,
+3041,elonmusk,georgezachary,"To clarify, I’ve not been involved closely with OpenAI for over a year & don’t have mgmt or board oversight",461,14193,213,1096987465326374912,https://twitter.com/elonmusk/status/1096987465326374912,44196397,2019-02-17 04:19:27+00:00,Sun Feb 17 04:19:27 +0000 2019,,,,
+3042,elonmusk,,,1684,50936,947,1096722535217917952,https://twitter.com/elonmusk/status/1096722535217917952,44196397,2019-02-16 10:46:43+00:00,Sat Feb 16 10:46:43 +0000 2019,,,,
+3043,elonmusk,,SpaceX foundry casting Raptor engine manifold out of Inconel,10132,133466,2037,1096722006450462721,https://twitter.com/elonmusk/status/1096722006450462721,44196397,2019-02-16 10:44:37+00:00,Sat Feb 16 10:44:37 +0000 2019,,,,
+3044,elonmusk,dark4181,It will soon,40,1198,52,1096638103316398080,https://twitter.com/elonmusk/status/1096638103316398080,44196397,2019-02-16 05:11:13+00:00,Sat Feb 16 05:11:13 +0000 2019,,,,
+3045,elonmusk,arcadester,"Yes, Autopilot max speed is 5mph above speed limit off highway or 90mph on highway",340,4521,60,1096628590374879233,https://twitter.com/elonmusk/status/1096628590374879233,44196397,2019-02-16 04:33:24+00:00,Sat Feb 16 04:33:24 +0000 2019,,,,
+3046,elonmusk,,,3006,72377,752,1096214354603589632,https://twitter.com/elonmusk/status/1096214354603589632,44196397,2019-02-15 01:07:23+00:00,Fri Feb 15 01:07:23 +0000 2019,,,,
+3047,elonmusk,,Of course I still love you,12277,165664,1587,1096213843745767424,https://twitter.com/elonmusk/status/1096213843745767424,44196397,2019-02-15 01:05:21+00:00,Fri Feb 15 01:05:21 +0000 2019,,,,
+3048,elonmusk,Tesla,"This is in addition to existing Cabin Overheat Protection, which come on automatically at high temps to ensure any babies or pets in the car are safe",2870,52528,931,1096100660053823490,https://twitter.com/elonmusk/status/1096100660053823490,44196397,2019-02-14 17:35:36+00:00,Thu Feb 14 17:35:36 +0000 2019,,,,
+3049,elonmusk,flcnhvy,Yes ,52,3704,62,1095953042350850049,https://twitter.com/elonmusk/status/1095953042350850049,44196397,2019-02-14 07:49:01+00:00,Thu Feb 14 07:49:01 +0000 2019,,,,
+3050,elonmusk,teslaownersSV,"It will start out slow to make sure there are no corner case issues and then, if that looks good, speed up next week. We def need to add a “Request Latest Update” feature!",76,3888,58,1095951337664270336,https://twitter.com/elonmusk/status/1095951337664270336,44196397,2019-02-14 07:42:15+00:00,Thu Feb 14 07:42:15 +0000 2019,,,,
+3051,elonmusk,lifebykateb,Updating …,112,9091,101,1095950134611980288,https://twitter.com/elonmusk/status/1095950134611980288,44196397,2019-02-14 07:37:28+00:00,Thu Feb 14 07:37:28 +0000 2019,,,,
+3052,elonmusk,TslaTimeCapsule,"Wow, 2013",451,13695,218,1095945664876462080,https://twitter.com/elonmusk/status/1095945664876462080,44196397,2019-02-14 07:19:42+00:00,Thu Feb 14 07:19:42 +0000 2019,,,,
+3053,elonmusk,,CNBC - “Tesla Model 3 ranked most satisfying car”,2087,24861,1048,1095942130177114113,https://twitter.com/elonmusk/status/1095942130177114113,44196397,2019-02-14 07:05:40+00:00,Thu Feb 14 07:05:40 +0000 2019,,,,https://www.cnbc.com/2019/02/11/consumer-reports-teslas-model-3-most-satisfying-car.html
+3054,elonmusk,FredericLambert,"True, that headline is not exactly going to win a Pulitzer for originality",45,1455,48,1095937885662982144,https://twitter.com/elonmusk/status/1095937885662982144,44196397,2019-02-14 06:48:48+00:00,Thu Feb 14 06:48:48 +0000 2019,,,,
+3055,elonmusk,thehumanwire,"Probably a month or two. Sentry mode became top priority, so pushed that out a bit.",34,1154,54,1095929103062974464,https://twitter.com/elonmusk/status/1095929103062974464,44196397,2019-02-14 06:13:54+00:00,Thu Feb 14 06:13:54 +0000 2019,,,,
+3056,elonmusk,InsideEVs,"Some sites maintained an almost daily Tesla deathwatch 11 years ago, reporting with an awful delight. 4000 days later …",548,13073,243,1095928711331831808,https://twitter.com/elonmusk/status/1095928711331831808,44196397,2019-02-14 06:12:20+00:00,Thu Feb 14 06:12:20 +0000 2019,,,,
+3057,elonmusk,,Tesla Model X first SUV to receive a perfect crash test rating https://www.businessinsider.com/tesla-model-x-perfect-safety-crash-test-rating-2019-2?utm_source=twitter&amp;utm_medium=referral&amp;utm_content=topbar&amp;utm_term=mobile&amp;referrer=twitter via @businessinsider,4677,42462,1054,1095737018137534465,https://twitter.com/elonmusk/status/1095737018137534465,44196397,2019-02-13 17:30:37+00:00,Wed Feb 13 17:30:37 +0000 2019,,@businessinsider,,https://www.businessinsider.com/tesla-model-x-perfect-safety-crash-test-rating-2019-2?utm_source=twitter&utm_medium=referral&utm_content=topbar&utm_term=mobile&referrer=twitter
+3058,elonmusk,,Bet the other carmakers didn’t see that one coming haha,1566,40058,888,1095592192939192320,https://twitter.com/elonmusk/status/1095592192939192320,44196397,2019-02-13 07:55:08+00:00,Wed Feb 13 07:55:08 +0000 2019,,,,
+3059,elonmusk,Erdayastronaut,"Yeah, but simpler. Needed for landing burn or engines will suck in a bubble.",47,1497,53,1095580873624190977,https://twitter.com/elonmusk/status/1095580873624190977,44196397,2019-02-13 07:10:09+00:00,Wed Feb 13 07:10:09 +0000 2019,,,,
+3060,elonmusk,ntvru,хаха офигенно,16802,80805,1438,1095574487104315392,https://twitter.com/elonmusk/status/1095574487104315392,44196397,2019-02-13 06:44:47+00:00,Wed Feb 13 06:44:47 +0000 2019,,,,
+3061,elonmusk,elonmusk,"Starship & Super Heavy will press tanks autogenously even in version 1. Very important, as helium costs more than oxygen on Falcon, even though liquid oxygen is 2/3 vehicle mass & helium weighs basically nothing.",85,1368,49,1095551826668138496,https://twitter.com/elonmusk/status/1095551826668138496,44196397,2019-02-13 05:14:44+00:00,Wed Feb 13 05:14:44 +0000 2019,,,,
+3062,elonmusk,DidYouJustBitMe,"Luke, I am your farter.",207,3988,122,1095505910825250816,https://twitter.com/elonmusk/status/1095505910825250816,44196397,2019-02-13 02:12:17+00:00,Wed Feb 13 02:12:17 +0000 2019,,,,
+3063,elonmusk,jack,"Thanks Jack, Twitter rocks! ",462,7555,224,1095505171763716096,https://twitter.com/elonmusk/status/1095505171763716096,44196397,2019-02-13 02:09:21+00:00,Wed Feb 13 02:09:21 +0000 2019,,,,
+3064,elonmusk,Tesla,To air is human,4784,68191,1420,1095412170794295297,https://twitter.com/elonmusk/status/1095412170794295297,44196397,2019-02-12 19:59:47+00:00,Tue Feb 12 19:59:47 +0000 2019,,,,https://twitter.com/Tesla/status/1095085979419832320
+3065,elonmusk,ID_AA_Carmack,Agreed,124,6845,137,1095198336775155712,https://twitter.com/elonmusk/status/1095198336775155712,44196397,2019-02-12 05:50:05+00:00,Tue Feb 12 05:50:05 +0000 2019,,,,
+3066,elonmusk,,Sorry Had a vital mission in Norway Now I am back,7214,106983,1447,1095005678912004097,https://twitter.com/elonmusk/status/1095005678912004097,44196397,2019-02-11 17:04:32+00:00,Mon Feb 11 17:04:32 +0000 2019,,,,
+3067,elonmusk,John_Gardi,True,28,1188,44,1094849332841304064,https://twitter.com/elonmusk/status/1094849332841304064,44196397,2019-02-11 06:43:16+00:00,Mon Feb 11 06:43:16 +0000 2019,,,,
+3068,elonmusk,tyokes12,"Moon first, Mars as soon as the planets align",112,1586,81,1094837411845033984,https://twitter.com/elonmusk/status/1094837411845033984,44196397,2019-02-11 05:55:54+00:00,Mon Feb 11 05:55:54 +0000 2019,,,,
+3069,elonmusk,SPEXcast,On my bedside table,22,922,44,1094807467882557440,https://twitter.com/elonmusk/status/1094807467882557440,44196397,2019-02-11 03:56:55+00:00,Mon Feb 11 03:56:55 +0000 2019,,,,
+3070,elonmusk,ikrbkv,A biography on Korolev has center place in my study,46,985,31,1094807052096925696,https://twitter.com/elonmusk/status/1094807052096925696,44196397,2019-02-11 03:55:16+00:00,Mon Feb 11 03:55:16 +0000 2019,,,,
+3071,elonmusk,SPEXcast,"Just planning on keeping the public informed about progress & setbacks. Will be some RUDs along the way, but excitement is guaranteed!",71,1581,60,1094799667370455042,https://twitter.com/elonmusk/status/1094799667370455042,44196397,2019-02-11 03:25:55+00:00,Mon Feb 11 03:25:55 +0000 2019,,,,
+3072,elonmusk,McMurchie,The goodwill of the public is critical to Starship’s success,90,1645,63,1094798366670647297,https://twitter.com/elonmusk/status/1094798366670647297,44196397,2019-02-11 03:20:45+00:00,Mon Feb 11 03:20:45 +0000 2019,,,,
+3073,elonmusk,SpaceRho_,At least 10X cheaper,38,957,34,1094797169565921280,https://twitter.com/elonmusk/status/1094797169565921280,44196397,2019-02-11 03:16:00+00:00,Mon Feb 11 03:16:00 +0000 2019,,,,
+3074,elonmusk,SPEXcast,"Very dependent on volume, but I’m confident moving to Mars (return ticket is free) will one day cost less than $500k & maybe even below $100k. Low enough that most people in advanced economies could sell their home on Earth & move to Mars if they want.",351,2320,242,1094796246613516289,https://twitter.com/elonmusk/status/1094796246613516289,44196397,2019-02-11 03:12:20+00:00,Mon Feb 11 03:12:20 +0000 2019,,,,
+3075,elonmusk,SpaceXFan97,Yes,14,685,22,1094794147980931073,https://twitter.com/elonmusk/status/1094794147980931073,44196397,2019-02-11 03:03:59+00:00,Mon Feb 11 03:03:59 +0000 2019,,,,
+3076,elonmusk,Robotbeat,"This will sound implausible, but I think there’s a path to build Starship / Super Heavy for less than Falcon 9",186,1865,96,1094793664809689089,https://twitter.com/elonmusk/status/1094793664809689089,44196397,2019-02-11 03:02:04+00:00,Mon Feb 11 03:02:04 +0000 2019,,,,
+3077,elonmusk,13ericralph31,Close,15,572,11,1094792729865797632,https://twitter.com/elonmusk/status/1094792729865797632,44196397,2019-02-11 02:58:21+00:00,Mon Feb 11 02:58:21 +0000 2019,,,,
+3078,elonmusk,elonmusk,"But not an extendable nozzle though, as that just saves length. Nozzle diameter is limited by body diameter.",39,992,37,1094792462436990976,https://twitter.com/elonmusk/status/1094792462436990976,44196397,2019-02-11 02:57:17+00:00,Mon Feb 11 02:57:17 +0000 2019,,,,
+3079,elonmusk,SpaceXFan97,Much above 300 bar main chamber pressure means extreme oxygen preburner pressure of 700 to 800+ bar. Definitely pushing the limit of known physics.,39,1018,30,1094791972944920582,https://twitter.com/elonmusk/status/1094791972944920582,44196397,2019-02-11 02:55:21+00:00,Mon Feb 11 02:55:21 +0000 2019,,,,
+3080,elonmusk,_cgp,"Propellant was not deep cryo. CH4 & O2 were just barely below liquid temp at 1 bar. In theory, Raptor should do ~300 bar at deep cryo, provided everything holds together, which is far from certain. However, only 250 bar is needed for nominal operation of Starship/Super Heavy.",74,1132,28,1094790663646760961,https://twitter.com/elonmusk/status/1094790663646760961,44196397,2019-02-11 02:50:09+00:00,Mon Feb 11 02:50:09 +0000 2019,,,,
+3081,elonmusk,John_Gardi,"Yes, aiming for 380 sec Isp with vac nozzle. Maybe 382 if we get lucky.",58,1429,30,1094789114258313216,https://twitter.com/elonmusk/status/1094789114258313216,44196397,2019-02-11 02:43:59+00:00,Mon Feb 11 02:43:59 +0000 2019,,,,
+3082,elonmusk,13ericralph31,I think 6 where we lit main chamber & several with only preburners,28,1177,26,1094788783331897344,https://twitter.com/elonmusk/status/1094788783331897344,44196397,2019-02-11 02:42:40+00:00,Mon Feb 11 02:42:40 +0000 2019,,,,
+3083,elonmusk,johnkrausphotos,About 11 secs,35,1243,43,1094788148230406146,https://twitter.com/elonmusk/status/1094788148230406146,44196397,2019-02-11 02:40:09+00:00,Mon Feb 11 02:40:09 +0000 2019,,,,
+3084,elonmusk,alexmd2,Definitely! It’s amazing that the RD-170 & RD-180 engines held the record for so many decades. Excellent engineering.,63,1577,26,1094785437216829440,https://twitter.com/elonmusk/status/1094785437216829440,44196397,2019-02-11 02:29:23+00:00,Mon Feb 11 02:29:23 +0000 2019,,,,
+3085,elonmusk,,"Raptor reached 268.9 bar today, exceeding prior record held by the awesome Russian RD-180. Great work by @SpaceX engine/test team!",1951,26715,678,1094782854007910400,https://twitter.com/elonmusk/status/1094782854007910400,44196397,2019-02-11 02:19:07+00:00,Mon Feb 11 02:19:07 +0000 2019,,@SpaceX,,
+3086,elonmusk,lc39a,I was simply too sexy for it,194,5619,144,1094481173135405056,https://twitter.com/elonmusk/status/1094481173135405056,44196397,2019-02-10 06:20:20+00:00,Sun Feb 10 06:20:20 +0000 2019,,,,https://m.youtube.com/watch?v=P5mtclwloEQ
+3087,elonmusk,ImDelta427,Maybe tomorrow,306,7204,173,1094363509171908609,https://twitter.com/elonmusk/status/1094363509171908609,44196397,2019-02-09 22:32:47+00:00,Sat Feb 09 22:32:47 +0000 2019,,,,
+3088,elonmusk,,"Just left Zeebrugge, now Tilburg, then Tesla HQ in Amsterdam & Oslo tonight to review service in Norway. Exciting to see thousands of Model 3’s on their way to owners in Europe!",2655,46254,2169,1094232094912512000,https://twitter.com/elonmusk/status/1094232094912512000,44196397,2019-02-09 13:50:35+00:00,Sat Feb 09 13:50:35 +0000 2019,,,,
+3089,elonmusk,westcoastbill,Hope they don’t find this pic!,224,6593,121,1094044930534707202,https://twitter.com/elonmusk/status/1094044930534707202,44196397,2019-02-09 01:26:52+00:00,Sat Feb 09 01:26:52 +0000 2019,,,,
+3090,elonmusk,4thFromOurStar, thank goodness it’s not November,66449,397366,3929,1094027558235058182,https://twitter.com/elonmusk/status/1094027558235058182,44196397,2019-02-09 00:17:50+00:00,Sat Feb 09 00:17:50 +0000 2019,,,,https://twitter.com/4thFromOurStar/status/1094026428264341504
+3091,elonmusk,Bkin87,a,434,6189,94,1094026371716841472,https://twitter.com/elonmusk/status/1094026371716841472,44196397,2019-02-09 00:13:07+00:00,Sat Feb 09 00:13:07 +0000 2019,,,,
+3092,elonmusk,4thFromOurStar,I want you too baby,22286,166548,1349,1094021911171002369,https://twitter.com/elonmusk/status/1094021911171002369,44196397,2019-02-08 23:55:24+00:00,Fri Feb 08 23:55:24 +0000 2019,,,,https://twitter.com/4thFromOurStar/status/1094019516944736256
+3093,elonmusk,,Joe Rogan describes Tesla for 4 mins & 20 secs,2417,29636,862,1094004442708525056,https://twitter.com/elonmusk/status/1094004442708525056,44196397,2019-02-08 22:45:59+00:00,Fri Feb 08 22:45:59 +0000 2019,,,,https://m.youtube.com/watch?t=6076&v=O00gaA5u6BI&feature=youtu.be
+3094,elonmusk,Erdayastronaut,"Booster center of mass is much lower & more consistent (no payload mass to consider), so still biases towards engine first entry",53,1483,44,1093916850931539968,https://twitter.com/elonmusk/status/1093916850931539968,44196397,2019-02-08 16:57:55+00:00,Fri Feb 08 16:57:55 +0000 2019,,,,
+3095,elonmusk,elonmusk,"Technically, the steel is radiatively cooled (not uncooled). T^4 is one of the most interesting things about reality!",25,786,38,1093913799256653825,https://twitter.com/elonmusk/status/1093913799256653825,44196397,2019-02-08 16:45:48+00:00,Fri Feb 08 16:45:48 +0000 2019,,,,
+3096,elonmusk,LytovchenkoSerg,"Rocket booster temperatures won’t go much above 600 Kelvin on hottest parts of main body & maybe around 1200K on base, which uncooled steel can handle. Starship is around 1700K for a Mach 25 entry, so needs shielding of some kind.",47,1012,23,1093912531377246214,https://twitter.com/elonmusk/status/1093912531377246214,44196397,2019-02-08 16:40:46+00:00,Fri Feb 08 16:40:46 +0000 2019,,,,
+3097,elonmusk,Malcolmmarsman,Prob wise for version 1 to have legs or we will frag a lot of launch pads,47,1425,57,1093645444456935425,https://twitter.com/elonmusk/status/1093645444456935425,44196397,2019-02-07 22:59:27+00:00,Thu Feb 07 22:59:27 +0000 2019,,,,
+3098,elonmusk,Erdayastronaut,"Welded, internal, longitudinal hat stringers. To the degree it may need hoop stiffness (prob not), combine with slosh baffles.",57,1746,74,1093643894917492736,https://twitter.com/elonmusk/status/1093643894917492736,44196397,2019-02-07 22:53:18+00:00,Thu Feb 07 22:53:18 +0000 2019,,,,
+3099,elonmusk,Erdayastronaut,"The Super Heavy booster is only needed on Earth, so think of this as just “Starship” & sometimes it needs a boost, hence Super Heavy",131,2410,114,1093598348043415552,https://twitter.com/elonmusk/status/1093598348043415552,44196397,2019-02-07 19:52:18+00:00,Thu Feb 07 19:52:18 +0000 2019,,,,
+3100,elonmusk,, SpaceX Engineering ,2595,49935,837,1093575099221856256,https://twitter.com/elonmusk/status/1093575099221856256,44196397,2019-02-07 18:19:55+00:00,Thu Feb 07 18:19:55 +0000 2019,,,,
+3101,elonmusk,OctagonROA,Telekinesis,210,4357,140,1093429253213806592,https://twitter.com/elonmusk/status/1093429253213806592,44196397,2019-02-07 08:40:23+00:00,Thu Feb 07 08:40:23 +0000 2019,,,,
+3102,elonmusk,AndreTI,Vaporized some copper,75,3640,62,1093428938871779328,https://twitter.com/elonmusk/status/1093428938871779328,44196397,2019-02-07 08:39:08+00:00,Thu Feb 07 08:39:08 +0000 2019,,,,
+3103,elonmusk,teslaownersSV,Sentry Mode (and Dog Mode) roll out next week,148,1641,137,1093425726139772929,https://twitter.com/elonmusk/status/1093425726139772929,44196397,2019-02-07 08:26:22+00:00,Thu Feb 07 08:26:22 +0000 2019,,,,
+3104,elonmusk,,"Design requires at least 170 metric tons of force. Engine reached 172 mT & 257 bar chamber pressure with warm propellant, which means 10% to 20% more with deep cryo.",2804,63144,1103,1093424663269523456,https://twitter.com/elonmusk/status/1093424663269523456,44196397,2019-02-07 08:22:09+00:00,Thu Feb 07 08:22:09 +0000 2019,,,,
+3105,elonmusk,,Raptor just achieved power level needed for Starship & Super Heavy,15190,165784,2731,1093423297130156033,https://twitter.com/elonmusk/status/1093423297130156033,44196397,2019-02-07 08:16:43+00:00,Thu Feb 07 08:16:43 +0000 2019,,,,
+3106,elonmusk,StrikMichael,"Sorry, many unexpected challenges with cars coming through Zeebrugge first time. Cars will start moving out in volume tomorrow.",51,974,92,1093287719294230529,https://twitter.com/elonmusk/status/1093287719294230529,44196397,2019-02-06 23:17:59+00:00,Wed Feb 06 23:17:59 +0000 2019,,,,
+3107,elonmusk,SpaceX,,1219,12887,367,1093284881386229761,https://twitter.com/elonmusk/status/1093284881386229761,44196397,2019-02-06 23:06:42+00:00,Wed Feb 06 23:06:42 +0000 2019,,,,https://www.whereisroadster.com/charts/
+3108,elonmusk,FancyPantless,We’re doing everything we can to get there. It’s a super hard grind.,107,4159,171,1093046377460813825,https://twitter.com/elonmusk/status/1093046377460813825,44196397,2019-02-06 07:18:58+00:00,Wed Feb 06 07:18:58 +0000 2019,,,,
+3109,elonmusk,notNahuel,"Exactly. Both prices are shown right next to each other & lower price is *actually* the real apples to apples cost vs a fuel car. In fact, for many states in the US, it’s way better.",63,1881,110,1093045690060558336,https://twitter.com/elonmusk/status/1093045690060558336,44196397,2019-02-06 07:16:14+00:00,Wed Feb 06 07:16:14 +0000 2019,,,,
+3110,elonmusk,Gargant44992081,VAT of ~20% & import duties of ~10% usually result in a 30% higher cost in Europe,54,1274,139,1093044009549803520,https://twitter.com/elonmusk/status/1093044009549803520,44196397,2019-02-06 07:09:34+00:00,Wed Feb 06 07:09:34 +0000 2019,,,,
+3111,elonmusk,, Mach Diamonds ,1052,34959,926,1092848152225312768,https://twitter.com/elonmusk/status/1092848152225312768,44196397,2019-02-05 18:11:18+00:00,Tue Feb 05 18:11:18 +0000 2019,,,,
+3112,elonmusk,joerogan,Glad you like it,530,31910,273,1092690014197014528,https://twitter.com/elonmusk/status/1092690014197014528,44196397,2019-02-05 07:42:55+00:00,Tue Feb 05 07:42:55 +0000 2019,,,,
+3113,elonmusk,psalman03,Spark plugs ignite dual blow torches that ignite preburners & main chamber,51,1329,65,1092320321229643776,https://twitter.com/elonmusk/status/1092320321229643776,44196397,2019-02-04 07:13:53+00:00,Mon Feb 04 07:13:53 +0000 2019,,,,
+3114,elonmusk,Erdayastronaut,"Gaseous CH4/O2 & heavy duty spark plugs. Basically, a of insane power ",123,2782,86,1092282107639021569,https://twitter.com/elonmusk/status/1092282107639021569,44196397,2019-02-04 04:42:02+00:00,Mon Feb 04 04:42:02 +0000 2019,,,,
+3115,elonmusk,jclishman,"Will do, although SpaceX reddit is very well-informed. Really impressive analysis by some commenters.",52,1441,33,1092281374436978689,https://twitter.com/elonmusk/status/1092281374436978689,44196397,2019-02-04 04:39:07+00:00,Mon Feb 04 04:39:07 +0000 2019,,,,
+3116,elonmusk,dguisinger,Engine use methox torch igniters. Green tinge is either camera saturation or a tiny bit of copper from the chamber.,87,2398,35,1092280273599979520,https://twitter.com/elonmusk/status/1092280273599979520,44196397,2019-02-04 04:34:45+00:00,Mon Feb 04 04:34:45 +0000 2019,,,,
+3117,elonmusk,,,10295,83833,2344,1092272377889738753,https://twitter.com/elonmusk/status/1092272377889738753,44196397,2019-02-04 04:03:22+00:00,Mon Feb 04 04:03:22 +0000 2019,,,,
+3118,elonmusk,,,21469,153778,2694,1092270756715737088,https://twitter.com/elonmusk/status/1092270756715737088,44196397,2019-02-04 03:56:56+00:00,Mon Feb 04 03:56:56 +0000 2019,,,,
+3119,elonmusk,,First firing of Starship Raptor flight engine! So proud of great work by @SpaceX team!!,19870,178788,2814,1092268892339273730,https://twitter.com/elonmusk/status/1092268892339273730,44196397,2019-02-04 03:49:31+00:00,Mon Feb 04 03:49:31 +0000 2019,,@SpaceX,,
+3120,elonmusk,FredericLambert,We will when it rolls out,35,1176,106,1092134233710231552,https://twitter.com/elonmusk/status/1092134233710231552,44196397,2019-02-03 18:54:26+00:00,Sun Feb 03 18:54:26 +0000 2019,,,,
+3121,elonmusk,TriTexan,Yes,15,778,40,1091959189734227968,https://twitter.com/elonmusk/status/1091959189734227968,44196397,2019-02-03 07:18:53+00:00,Sun Feb 03 07:18:53 +0000 2019,,,,
+3122,elonmusk,,At @SpaceX Texas with engineering team getting ready to fire new Raptor rocket engine,3046,50371,1629,1091958352513425408,https://twitter.com/elonmusk/status/1091958352513425408,44196397,2019-02-03 07:15:33+00:00,Sun Feb 03 07:15:33 +0000 2019,,@SpaceX,,
+3123,elonmusk,sivemorten,soon,1236,19882,231,1091953430812184576,https://twitter.com/elonmusk/status/1091953430812184576,44196397,2019-02-03 06:56:00+00:00,Sun Feb 03 06:56:00 +0000 2019,,,,
+3124,elonmusk,,Only a matter of time,39982,277652,2711,1091947949578317824,https://twitter.com/elonmusk/status/1091947949578317824,44196397,2019-02-03 06:34:13+00:00,Sun Feb 03 06:34:13 +0000 2019,,,,
+3125,elonmusk,narinaarpautiem,That might be the ultimate superpower,73,4679,37,1091945999507939333,https://twitter.com/elonmusk/status/1091945999507939333,44196397,2019-02-03 06:26:28+00:00,Sun Feb 03 06:26:28 +0000 2019,,,,
+3126,elonmusk,,How Model 3 performs on a long road trip,876,12507,611,1091862029239955456,https://twitter.com/elonmusk/status/1091862029239955456,44196397,2019-02-03 00:52:48+00:00,Sun Feb 03 00:52:48 +0000 2019,,,,https://insideevs.com/lists/how-tesla-model-3-cracked-code-ev-road-trip/
+3127,elonmusk,,"I’m openly moderate. There, I said it.",213,8066,133,1091817669546799104,https://twitter.com/elonmusk/status/1091817669546799104,44196397,2019-02-02 21:56:32+00:00,Sat Feb 02 21:56:32 +0000 2019,,,,
+3128,elonmusk,crazyhank,Haha how is this even real?,20,703,56,1091816573470310400,https://twitter.com/elonmusk/status/1091816573470310400,44196397,2019-02-02 21:52:10+00:00,Sat Feb 02 21:52:10 +0000 2019,,,,
+3129,elonmusk,Darkaraus_,"No, payload will actually increase",45,3124,44,1091816304967790592,https://twitter.com/elonmusk/status/1091816304967790592,44196397,2019-02-02 21:51:06+00:00,Sat Feb 02 21:51:06 +0000 2019,,,,
+3130,elonmusk,officialsusq,Exactly,153,10195,63,1091814009982992384,https://twitter.com/elonmusk/status/1091814009982992384,44196397,2019-02-02 21:41:59+00:00,Sat Feb 02 21:41:59 +0000 2019,,,,
+3131,elonmusk,Zanfa,I do like nonsense memes. It’s true.,790,18300,129,1091813829925732352,https://twitter.com/elonmusk/status/1091813829925732352,44196397,2019-02-02 21:41:16+00:00,Sat Feb 02 21:41:16 +0000 2019,,,,
+3132,elonmusk,,Yes,53472,326041,3710,1091811603442352128,https://twitter.com/elonmusk/status/1091811603442352128,44196397,2019-02-02 21:32:25+00:00,Sat Feb 02 21:32:25 +0000 2019,,,,
+3133,elonmusk,Lebeaucarnews,,848,18637,331,1091523493936562176,https://twitter.com/elonmusk/status/1091523493936562176,44196397,2019-02-02 02:27:35+00:00,Sat Feb 02 02:27:35 +0000 2019,,,,
+3134,elonmusk,lexiheft,Next few days,1306,22352,236,1091498694480924672,https://twitter.com/elonmusk/status/1091498694480924672,44196397,2019-02-02 00:49:02+00:00,Sat Feb 02 00:49:02 +0000 2019,,,,
+3135,elonmusk,, looks like sentient choc ice cream,6569,75078,2112,1091497053241462784,https://twitter.com/elonmusk/status/1091497053241462784,44196397,2019-02-02 00:42:31+00:00,Sat Feb 02 00:42:31 +0000 2019,,,,
+3136,elonmusk,,Just bought http://stankmemes.com oh yeah,20871,137059,4516,1091480239891345408,https://twitter.com/elonmusk/status/1091480239891345408,44196397,2019-02-01 23:35:42+00:00,Fri Feb 01 23:35:42 +0000 2019,,,,http://stankmemes.com
+3137,elonmusk,ukrpravda_news,Whoa cool,255,2112,56,1091429837925957632,https://twitter.com/elonmusk/status/1091429837925957632,44196397,2019-02-01 20:15:25+00:00,Fri Feb 01 20:15:25 +0000 2019,,,,
+3138,elonmusk,vincent13031925,No plans to do so. Would recommend Model S.,81,5779,97,1091271856399691776,https://twitter.com/elonmusk/status/1091271856399691776,44196397,2019-02-01 09:47:40+00:00,Fri Feb 01 09:47:40 +0000 2019,,,,
+3139,elonmusk,C__Luv,7,31,1097,41,1091271648051785728,https://twitter.com/elonmusk/status/1091271648051785728,44196397,2019-02-01 09:46:50+00:00,Fri Feb 01 09:46:50 +0000 2019,,,,
+3140,elonmusk,royalsociety, logarithms,373,8157,174,1091271584839393280,https://twitter.com/elonmusk/status/1091271584839393280,44196397,2019-02-01 09:46:35+00:00,Fri Feb 01 09:46:35 +0000 2019,,,,
+3141,elonmusk,Archin50001,Dammit! ,56,2564,35,1091230973641994240,https://twitter.com/elonmusk/status/1091230973641994240,44196397,2019-02-01 07:05:12+00:00,Fri Feb 01 07:05:12 +0000 2019,,,,
+3142,elonmusk,122ddd2223d,"We’ll tweak the alloy over time, so it won’t exactly be 301, but close",18,734,13,1091224833923330050,https://twitter.com/elonmusk/status/1091224833923330050,44196397,2019-02-01 06:40:49+00:00,Fri Feb 01 06:40:49 +0000 2019,,,,
+3143,elonmusk,AlexTheChemist,"Well, my past mistakes do seem extremely dumb, especially the ones where I mistakenly thought I was smart",227,3554,94,1091224198440091653,https://twitter.com/elonmusk/status/1091224198440091653,44196397,2019-02-01 06:38:17+00:00,Fri Feb 01 06:38:17 +0000 2019,,,,
+3144,elonmusk,nickynaptime,"Rocket mass ratio is about the same for aluminum-lithium vs 301 stainless full hard at cryo, but latter costs way less, is tougher & doesn’t even need paint!",36,765,29,1091222849400954880,https://twitter.com/elonmusk/status/1091222849400954880,44196397,2019-02-01 06:32:55+00:00,Fri Feb 01 06:32:55 +0000 2019,,,,
+3145,elonmusk,SpaceXFan97,Still up to 31. Will probably fly with fewer initially in case it blows up.,35,1140,36,1091161935632973825,https://twitter.com/elonmusk/status/1091161935632973825,44196397,2019-02-01 02:30:52+00:00,Fri Feb 01 02:30:52 +0000 2019,,,,
+3146,elonmusk,wonderofscience,Mostly true,17,802,16,1091159895284449280,https://twitter.com/elonmusk/status/1091159895284449280,44196397,2019-02-01 02:22:46+00:00,Fri Feb 01 02:22:46 +0000 2019,,,,
+3147,elonmusk,Erdayastronaut,"Cold gas thrusters only. Will use body flaps & main engines for landing orientation, so won’t need high thrust reaction control. Simplifies things considerably.",60,1303,40,1091159618263298048,https://twitter.com/elonmusk/status/1091159618263298048,44196397,2019-02-01 02:21:40+00:00,Fri Feb 01 02:21:40 +0000 2019,,,,
+3148,elonmusk,TriTexan,Yes,21,1180,25,1091158310261125120,https://twitter.com/elonmusk/status/1091158310261125120,44196397,2019-02-01 02:16:28+00:00,Fri Feb 01 02:16:28 +0000 2019,,,,
+3149,elonmusk,,Initially making one 200 metric ton thrust engine common across ship & booster to reach the moon as fast as possible. Next versions will split to vacuum-optimized (380+ sec Isp) & sea-level thrust optimized (~250 ton).,1301,24291,781,1091156245132673024,https://twitter.com/elonmusk/status/1091156245132673024,44196397,2019-02-01 02:08:16+00:00,Fri Feb 01 02:08:16 +0000 2019,,,,
+3150,elonmusk,,Preparing to fire the Starship Raptor engine at @SpaceX Texas,6256,63597,1544,1091154222173712384,https://twitter.com/elonmusk/status/1091154222173712384,44196397,2019-02-01 02:00:13+00:00,Fri Feb 01 02:00:13 +0000 2019,,@SpaceX,,
+3151,elonmusk,Treebeard1671,Yes. It’s very rare to find all three.,24,905,32,1091148931751325696,https://twitter.com/elonmusk/status/1091148931751325696,44196397,2019-02-01 01:39:12+00:00,Fri Feb 01 01:39:12 +0000 2019,,,,
+3152,elonmusk,Erdayastronaut,"To be clear, I’m confident that a stainless steel ship will be lighter than advanced aluminum or carbon fiber, because of strength to weight vs temperature & reduced need for heat shielding",87,1474,58,1091148397443084289,https://twitter.com/elonmusk/status/1091148397443084289,44196397,2019-02-01 01:37:05+00:00,Fri Feb 01 01:37:05 +0000 2019,,,,
+3153,elonmusk,elonmusk,"Will probably make booster legs/flaps same as ship, instead of like F9",41,987,38,1091147569068036096,https://twitter.com/elonmusk/status/1091147569068036096,44196397,2019-02-01 01:33:47+00:00,Fri Feb 01 01:33:47 +0000 2019,,,,
+3154,elonmusk,Erdayastronaut,"Yes, ship needs pitch/roll/yaw control across wide Mach regime & angle of attack",36,1090,20,1091147092016254977,https://twitter.com/elonmusk/status/1091147092016254977,44196397,2019-02-01 01:31:53+00:00,Fri Feb 01 01:31:53 +0000 2019,,,,
+3155,elonmusk,Erdayastronaut,Absolutely. You’ve touched on a very important point. The ship must be easy to repair on the moon and Mars.,116,2085,83,1091097233821323264,https://twitter.com/elonmusk/status/1091097233821323264,44196397,2019-01-31 22:13:46+00:00,Thu Jan 31 22:13:46 +0000 2019,,,,
+3156,elonmusk,iamshack24,And Tesla Gigafactory is steadily becoming self-powered by solar,52,1009,49,1091095843103432704,https://twitter.com/elonmusk/status/1091095843103432704,44196397,2019-01-31 22:08:15+00:00,Thu Jan 31 22:08:15 +0000 2019,,,,
+3157,elonmusk,SkiddlyBinx,"About 10 orbit synch windows, which are every 26 months, so self-sufficiency around 2050",52,750,39,1091081963677437952,https://twitter.com/elonmusk/status/1091081963677437952,44196397,2019-01-31 21:13:06+00:00,Thu Jan 31 21:13:06 +0000 2019,,,,
+3158,elonmusk,,All our patent are belong to you https://www.tesla.com/blog/all-our-patent-are-belong-you,2769,21117,685,1091080660100440065,https://twitter.com/elonmusk/status/1091080660100440065,44196397,2019-01-31 21:07:55+00:00,Thu Jan 31 21:07:55 +0000 2019,,,,https://www.tesla.com/blog/all-our-patent-are-belong-you
+3159,elonmusk,,"Our true competition is not the small trickle of non-Tesla electric cars being produced, but rather the enormous flood of gasoline cars pouring out of the world’s factories every day",2369,22363,537,1091079258607243264,https://twitter.com/elonmusk/status/1091079258607243264,44196397,2019-01-31 21:02:21+00:00,Thu Jan 31 21:02:21 +0000 2019,,,,
+3160,elonmusk,,Exciting to see all the new electric vehicles coming to market! We created Tesla to accelerate a sustainable future & it’s happening!,3659,33933,1014,1091077858947035136,https://twitter.com/elonmusk/status/1091077858947035136,44196397,2019-01-31 20:56:47+00:00,Thu Jan 31 20:56:47 +0000 2019,,,,https://www.cnbc.com/2019/01/31/automakers-flood-market-with-electric-vehicles--potentially-creating-pile-up-of-epic-proportions.html
+3161,elonmusk,nichegamer,Tasty food!,35,1448,68,1091075707105492992,https://twitter.com/elonmusk/status/1091075707105492992,44196397,2019-01-31 20:48:14+00:00,Thu Jan 31 20:48:14 +0000 2019,,,,
+3162,elonmusk,,It’s designed for 100 people on a Mars journey,1530,58281,577,1091063256209227776,https://twitter.com/elonmusk/status/1091063256209227776,44196397,2019-01-31 19:58:45+00:00,Thu Jan 31 19:58:45 +0000 2019,,,,
+3163,elonmusk,business,Super appreciate Deepak’s 11 year history building Tesla & wish him greatest of happiness in retirement! Zach has been outstanding over his 9 year history with Tesla & will build upon Deepak’s legacy.,380,10619,139,1090846381323894784,https://twitter.com/elonmusk/status/1090846381323894784,44196397,2019-01-31 05:36:58+00:00,Thu Jan 31 05:36:58 +0000 2019,,,,
+3164,elonmusk,Sofiaan,"Sure, which ones?",23,717,104,1090833201243799552,https://twitter.com/elonmusk/status/1090833201243799552,44196397,2019-01-31 04:44:36+00:00,Thu Jan 31 04:44:36 +0000 2019,,,,
+3165,elonmusk,HyperChangeTV,You’re most welcome! Very thoughtful questions.,41,999,33,1090832580830785537,https://twitter.com/elonmusk/status/1090832580830785537,44196397,2019-01-31 04:42:08+00:00,Thu Jan 31 04:42:08 +0000 2019,,,,
+3166,elonmusk,vicentes,Max Tegmark is great,28,671,66,1090763542305722369,https://twitter.com/elonmusk/status/1090763542305722369,44196397,2019-01-31 00:07:48+00:00,Thu Jan 31 00:07:48 +0000 2019,,,,
+3167,elonmusk,,Entropy is the source and the end of life in this instance of the Multiverse https://en.m.wikipedia.org/wiki/Heat_death_of_the_universe,1270,17458,1011,1090705936522436608,https://twitter.com/elonmusk/status/1090705936522436608,44196397,2019-01-30 20:18:54+00:00,Wed Jan 30 20:18:54 +0000 2019,,,,https://en.m.wikipedia.org/wiki/Heat_death_of_the_universe
+3168,elonmusk,miguelrios,3 guys standing on roof of skyscraper. 1st guy says updraft is so strong it blows you back on roof of you jump off. He jumps off & is blown back on roof. 2nd guy tries & goes splat. 3rd guy: that was a dirty trick Superman.,1228,11015,175,1090704486224412672,https://twitter.com/elonmusk/status/1090704486224412672,44196397,2019-01-30 20:13:08+00:00,Wed Jan 30 20:13:08 +0000 2019,,,,
+3169,elonmusk,,"If heat death will be inevitable end of Universe, it actually *is* all about journey ",7136,68204,2061,1090703033573376000,https://twitter.com/elonmusk/status/1090703033573376000,44196397,2019-01-30 20:07:22+00:00,Wed Jan 30 20:07:22 +0000 2019,,,,
+3170,elonmusk,NautilusMag,Entropy is the ultimate boss battle,4438,41905,1148,1090689205586472960,https://twitter.com/elonmusk/status/1090689205586472960,44196397,2019-01-30 19:12:25+00:00,Wed Jan 30 19:12:25 +0000 2019,,,,https://twitter.com/NautilusMag/status/1090625687826956288
+3171,elonmusk,Kristennetten,Haha,36,2777,36,1090666106161790976,https://twitter.com/elonmusk/status/1090666106161790976,44196397,2019-01-30 17:40:37+00:00,Wed Jan 30 17:40:37 +0000 2019,,,,
+3172,elonmusk,,tbh smh,75139,263050,4338,1090520206504390657,https://twitter.com/elonmusk/status/1090520206504390657,44196397,2019-01-30 08:00:52+00:00,Wed Jan 30 08:00:52 +0000 2019,,,,
+3173,elonmusk,lexiheft,Haha true,21,914,55,1090289978075009024,https://twitter.com/elonmusk/status/1090289978075009024,44196397,2019-01-29 16:46:02+00:00,Tue Jan 29 16:46:02 +0000 2019,,,,
+3174,elonmusk,,SpaceX documentary actual footage,8223,84199,737,1089952160408715264,https://twitter.com/elonmusk/status/1089952160408715264,44196397,2019-01-28 18:23:40+00:00,Mon Jan 28 18:23:40 +0000 2019,,,,
+3175,elonmusk,RaviRawat737,"All we had back then was carpet & a mariachi band. Now, SPACESHIP!!",24327,174770,2066,1089948612992192516,https://twitter.com/elonmusk/status/1089948612992192516,44196397,2019-01-28 18:09:34+00:00,Mon Jan 28 18:09:34 +0000 2019,,,,https://twitter.com/RaviRawat737/status/1089937002038870018
+3176,elonmusk,data_over_ideal,Sure hope that happens,24,717,29,1089936527860219905,https://twitter.com/elonmusk/status/1089936527860219905,44196397,2019-01-28 17:21:32+00:00,Mon Jan 28 17:21:32 +0000 2019,,,,
+3177,elonmusk,,"Great electric car documentary about early days of Tesla, GM Volt, Nissan Leaf & Gadget. So much has happened since then … https://m.youtube.com/watch?v=ru89x1jmpq4",2201,20339,651,1089936209424465921,https://twitter.com/elonmusk/status/1089936209424465921,44196397,2019-01-28 17:20:17+00:00,Mon Jan 28 17:20:17 +0000 2019,,,,https://m.youtube.com/watch?v=ru89x1jmpq4
+3178,elonmusk,WorldAndScience,We are so tiny,4211,68591,1561,1089704820812873729,https://twitter.com/elonmusk/status/1089704820812873729,44196397,2019-01-28 02:00:49+00:00,Mon Jan 28 02:00:49 +0000 2019,,,,
+3179,elonmusk,MrBeastYT,"You drive a hard bargain, but … ok",2867,98944,399,1089670377825955840,https://twitter.com/elonmusk/status/1089670377825955840,44196397,2019-01-27 23:43:57+00:00,Sun Jan 27 23:43:57 +0000 2019,,,,
+3180,elonmusk,MrBeastYT,$5,2118,91270,278,1089666268909596673,https://twitter.com/elonmusk/status/1089666268909596673,44196397,2019-01-27 23:27:38+00:00,Sun Jan 27 23:27:38 +0000 2019,,,,
+3181,elonmusk,,Host meme review?,130955,671136,19810,1089657821652602880,https://twitter.com/elonmusk/status/1089657821652602880,44196397,2019-01-27 22:54:04+00:00,Sun Jan 27 22:54:04 +0000 2019,,,,
+3182,elonmusk,StephenKing,"It’s an honor, sir! Thanks for owning a Tesla.",282,14144,110,1089632508096856064,https://twitter.com/elonmusk/status/1089632508096856064,44196397,2019-01-27 21:13:28+00:00,Sun Jan 27 21:13:28 +0000 2019,,,,
+3183,elonmusk,,Tap Tesla logo at top of your car’s touchscreen & wait 10 secs to open special features box,3066,64195,1698,1089621398409011200,https://twitter.com/elonmusk/status/1089621398409011200,44196397,2019-01-27 20:29:20+00:00,Sun Jan 27 20:29:20 +0000 2019,,,,
+3184,elonmusk,SpaceX,Still my favorite tweet of all time,12660,126268,1140,1089368045577920512,https://twitter.com/elonmusk/status/1089368045577920512,44196397,2019-01-27 03:42:36+00:00,Sun Jan 27 03:42:36 +0000 2019,,,,https://twitter.com/SpaceX/status/1659601384
+3185,elonmusk,nichegamer,"Ok, we’ll throw that in too",27,1196,54,1089367756737105920,https://twitter.com/elonmusk/status/1089367756737105920,44196397,2019-01-27 03:41:27+00:00,Sun Jan 27 03:41:27 +0000 2019,,,,
+3186,elonmusk,,"But, occasionally, the metal version",957,15669,524,1089359031104237568,https://twitter.com/elonmusk/status/1089359031104237568,44196397,2019-01-27 03:06:46+00:00,Sun Jan 27 03:06:46 +0000 2019,,,,https://m.youtube.com/watch?v=9ll19StB624
+3187,elonmusk,ICannot_Enough,Haha,40,2960,37,1089355821203353600,https://twitter.com/elonmusk/status/1089355821203353600,44196397,2019-01-27 02:54:01+00:00,Sun Jan 27 02:54:01 +0000 2019,,,,
+3188,elonmusk,,Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe),3650,31193,1211,1089354757188120578,https://twitter.com/elonmusk/status/1089354757188120578,44196397,2019-01-27 02:49:48+00:00,Sun Jan 27 02:49:48 +0000 2019,,,,https://m.youtube.com/watch?v=ho9rZjlsyYY
+3189,elonmusk,petterware,"All doors unlock automatically when the Tesla comes to a stop after an accident. There is both primary & backup power to doors, brakes, steering & airbags.",80,1077,50,1089274068430254081,https://twitter.com/elonmusk/status/1089274068430254081,44196397,2019-01-26 21:29:10+00:00,Sat Jan 26 21:29:10 +0000 2019,,,,
+3190,elonmusk,techreview,Cool that this is happening on many fronts. Looks like a good design by @Boeing.,490,14448,314,1088894637794779136,https://twitter.com/elonmusk/status/1088894637794779136,44196397,2019-01-25 20:21:26+00:00,Fri Jan 25 20:21:26 +0000 2019,,@Boeing,,
+3191,elonmusk,Caseykins421,"Yeah, worked on my cousin’s farm for six weeks around my 18th birthday. I was so kewl.",224,3394,150,1088864971885207552,https://twitter.com/elonmusk/status/1088864971885207552,44196397,2019-01-25 18:23:34+00:00,Fri Jan 25 18:23:34 +0000 2019,,,,
+3192,elonmusk,m40dotcom,Many cold weather improvements coming via OTA software,48,872,68,1088864166553612288,https://twitter.com/elonmusk/status/1088864166553612288,44196397,2019-01-25 18:20:22+00:00,Fri Jan 25 18:20:22 +0000 2019,,,,
+3193,elonmusk,martinki_,So tempting …,63,4267,126,1088862312046288896,https://twitter.com/elonmusk/status/1088862312046288896,44196397,2019-01-25 18:12:59+00:00,Fri Jan 25 18:12:59 +0000 2019,,,,
+3194,elonmusk,FredericLambert,It’s like looking in a mirror!,101,5155,80,1088861940800139266,https://twitter.com/elonmusk/status/1088861940800139266,44196397,2019-01-25 18:11:31+00:00,Fri Jan 25 18:11:31 +0000 2019,,,,
+3195,elonmusk,florentderue,That would be so cool!,38,2917,68,1088861682959474688,https://twitter.com/elonmusk/status/1088861682959474688,44196397,2019-01-25 18:10:29+00:00,Fri Jan 25 18:10:29 +0000 2019,,,,
+3196,elonmusk,justinandgreg,"Yes, and my grandfather was from Minnesota with some Scandinavian/German background. Got to hand it to Norway. That’s a great sculpture!",129,4536,103,1088861353140318208,https://twitter.com/elonmusk/status/1088861353140318208,44196397,2019-01-25 18:09:11+00:00,Fri Jan 25 18:09:11 +0000 2019,,,,
+3197,elonmusk,,Awesome moose sculpture! ,6255,116008,2658,1088860419098177536,https://twitter.com/elonmusk/status/1088860419098177536,44196397,2019-01-25 18:05:28+00:00,Fri Jan 25 18:05:28 +0000 2019,,,,
+3198,elonmusk,annerajb,Rough beta in 2 to 3 weeks,33,742,38,1088858686456397824,https://twitter.com/elonmusk/status/1088858686456397824,44196397,2019-01-25 17:58:35+00:00,Fri Jan 25 17:58:35 +0000 2019,,,,
+3199,elonmusk,elonmusk,Feature has now been in place for 8 months,52,1153,44,1088858294272221184,https://twitter.com/elonmusk/status/1088858294272221184,44196397,2019-01-25 17:57:02+00:00,Fri Jan 25 17:57:02 +0000 2019,,,,
+3200,elonmusk,JasonHouge,These are industrial strength. Not recommended for use at home!,48,2703,91,1088681080977186817,https://twitter.com/elonmusk/status/1088681080977186817,44196397,2019-01-25 06:12:51+00:00,Fri Jan 25 06:12:51 +0000 2019,,,,
+3201,elonmusk,,Testing metallic heat shield at 1100C (2000F) @SpaceX,5255,56745,1929,1088680182540464128,https://twitter.com/elonmusk/status/1088680182540464128,44196397,2019-01-25 06:09:16+00:00,Fri Jan 25 06:09:16 +0000 2019,,@SpaceX,,
+3202,elonmusk,nedflannel,,155,3060,73,1088678625212153856,https://twitter.com/elonmusk/status/1088678625212153856,44196397,2019-01-25 06:03:05+00:00,Fri Jan 25 06:03:05 +0000 2019,,,,
+3203,elonmusk,annerajb,"Sure. Also, we need to be better at remembering brightness settings.",33,2047,58,1088673283640160256,https://twitter.com/elonmusk/status/1088673283640160256,44196397,2019-01-25 05:41:52+00:00,Fri Jan 25 05:41:52 +0000 2019,,,,
+3204,elonmusk,annerajb, ,47,2970,42,1088672823302705152,https://twitter.com/elonmusk/status/1088672823302705152,44196397,2019-01-25 05:40:02+00:00,Fri Jan 25 05:40:02 +0000 2019,,,,
+3205,elonmusk,farismahdawi,The youth love em,193,6218,123,1088672444850700288,https://twitter.com/elonmusk/status/1088672444850700288,44196397,2019-01-25 05:38:32+00:00,Fri Jan 25 05:38:32 +0000 2019,,,,
+3206,elonmusk,,"If test flight of goes well next month, @NASA will to @Space_Station this summer!",3954,50095,1091,1088671896332165120,https://twitter.com/elonmusk/status/1088671896332165120,44196397,2019-01-25 05:36:21+00:00,Fri Jan 25 05:36:21 +0000 2019,,@NASA @Space_Station,,
+3207,elonmusk,Robotbeat,Actual tanks are fine,49,1114,53,1088102778826764289,https://twitter.com/elonmusk/status/1088102778826764289,44196397,2019-01-23 15:54:53+00:00,Wed Jan 23 15:54:53 +0000 2019,,,,
+3208,elonmusk,elonmusk,"~1750K is peak heating expected on about 20% of Starship for LEO entry, ~1600K on 20%. Rest drops below 1450K, so no heat shield needed. Radiative cooling at T^4 takes care of 60% of the ship. Another reason for steel.",140,1875,115,1088091464909766656,https://twitter.com/elonmusk/status/1088091464909766656,44196397,2019-01-23 15:09:55+00:00,Wed Jan 23 15:09:55 +0000 2019,,,,
+3209,elonmusk,nextspaceflight,I just heard. 50 mph winds broke the mooring blocks late last night & fairing was blown over. Will take a few weeks to repair.,175,1808,229,1088088320767217664,https://twitter.com/elonmusk/status/1088088320767217664,44196397,2019-01-23 14:57:26+00:00,Wed Jan 23 14:57:26 +0000 2019,,,,
+3210,elonmusk,Teslarati,"310S stainless is better for high temp outer skin, as it can take ~1450 Kelvin, so active cooling with cryogenic fuel only has to mitigate 300 degrees of delta temp",913,16996,530,1088087441037131777,https://twitter.com/elonmusk/status/1088087441037131777,44196397,2019-01-23 14:53:56+00:00,Wed Jan 23 14:53:56 +0000 2019,,,,
+3211,elonmusk,CabsandSurfaces,Almost ready to roll out. Regulators just approved.,136,2952,155,1087861594892029953,https://twitter.com/elonmusk/status/1087861594892029953,44196397,2019-01-22 23:56:30+00:00,Tue Jan 22 23:56:30 +0000 2019,,,,
+3212,elonmusk,teslamodel3fan,"Since it’s part of safety & security, all cars with AP2+ hardware will get it",87,2052,96,1087861236665016321,https://twitter.com/elonmusk/status/1087861236665016321,44196397,2019-01-22 23:55:04+00:00,Tue Jan 22 23:55:04 +0000 2019,,,,
+3213,elonmusk,dmbfanmd,Tesla Sentry Mode coming soon for all cars with Enhanced Autopilot,3613,50862,1377,1087849475622588416,https://twitter.com/elonmusk/status/1087849475622588416,44196397,2019-01-22 23:08:20+00:00,Tue Jan 22 23:08:20 +0000 2019,,,,https://twitter.com/dmbfanmd/status/1087848110611722240
+3214,elonmusk,SpaceDevClub,"Yes. Also, despite high outside heat, rapid water vaporization can counter-intuitively cause it to snap freeze & block cooling channels.",44,1110,67,1087799667692392448,https://twitter.com/elonmusk/status/1087799667692392448,44196397,2019-01-22 19:50:25+00:00,Tue Jan 22 19:50:25 +0000 2019,,,,
+3215,elonmusk,thecla6771,Coming soon. Lots of unique road markings & signs in each country.,161,4488,131,1087797780058378243,https://twitter.com/elonmusk/status/1087797780058378243,44196397,2019-01-22 19:42:55+00:00,Tue Jan 22 19:42:55 +0000 2019,,,,
+3216,elonmusk,PopMech,"When going to ~1750 Kelvin, specific heat is more important than latent heat of vaporization, which is why cryogenic fuel is a slightly better choice than water",804,13851,403,1087794886315819008,https://twitter.com/elonmusk/status/1087794886315819008,44196397,2019-01-22 19:31:25+00:00,Tue Jan 22 19:31:25 +0000 2019,,,,
+3217,elonmusk,ReutersBiz,untrue,2832,56543,1070,1087769504153624576,https://twitter.com/elonmusk/status/1087769504153624576,44196397,2019-01-22 17:50:34+00:00,Tue Jan 22 17:50:34 +0000 2019,,,,
+3218,elonmusk,physicsJ,Roughly 4 to 20 minutes for light to travel from Earth to Mars,2236,29072,1129,1087490394957312002,https://twitter.com/elonmusk/status/1087490394957312002,44196397,2019-01-21 23:21:29+00:00,Mon Jan 21 23:21:29 +0000 2019,,,,
+3219,elonmusk,techreview,Director of CERN asked me about Boring Co building the new LHC tunnel when we were at the @royalsociety. Would probably save several billon Euros.,1490,20926,597,1087282892332388352,https://twitter.com/elonmusk/status/1087282892332388352,44196397,2019-01-21 09:36:56+00:00,Mon Jan 21 09:36:56 +0000 2019,,@royalsociety,,
+3220,elonmusk,deba215,Yes,137,3983,91,1087227025692061696,https://twitter.com/elonmusk/status/1087227025692061696,44196397,2019-01-21 05:54:57+00:00,Mon Jan 21 05:54:57 +0000 2019,,,,
+3221,elonmusk,,Blood moon over LA tonight (@kzooastro),13683,130047,1967,1087224401223856128,https://twitter.com/elonmusk/status/1087224401223856128,44196397,2019-01-21 05:44:31+00:00,Mon Jan 21 05:44:31 +0000 2019,,@kzooastro,,
+3222,elonmusk,ThingsWork,The @Space_Station zooms around the world about every 90 mins,1299,28697,367,1087213292592852993,https://twitter.com/elonmusk/status/1087213292592852993,44196397,2019-01-21 05:00:23+00:00,Mon Jan 21 05:00:23 +0000 2019,,@Space_Station,,
+3223,elonmusk,RaptorJesuss,Tesla is the safest car according to US govt testing,157,1718,113,1086520970599227392,https://twitter.com/elonmusk/status/1086520970599227392,44196397,2019-01-19 07:09:20+00:00,Sat Jan 19 07:09:20 +0000 2019,,,,
+3224,elonmusk,SparklingDisse1,"I wish them well. Track record in auto startups is tough. Thousands of US auto startups, but only Ford & Tesla have avoided bankruptcy. A similar scenario is likely in all countries.",49,886,43,1086520338341478401,https://twitter.com/elonmusk/status/1086520338341478401,44196397,2019-01-19 07:06:49+00:00,Sat Jan 19 07:06:49 +0000 2019,,,,
+3225,elonmusk,InsideEVs,Wow,1330,31065,758,1086511986433613824,https://twitter.com/elonmusk/status/1086511986433613824,44196397,2019-01-19 06:33:38+00:00,Sat Jan 19 06:33:38 +0000 2019,,,,
+3226,elonmusk,beckycloonan,Yup,651,19703,266,1086424846249021440,https://twitter.com/elonmusk/status/1086424846249021440,44196397,2019-01-19 00:47:22+00:00,Sat Jan 19 00:47:22 +0000 2019,,,,
+3227,elonmusk,thirionremi,"Thanks, good idea!",109,5813,103,1086401286574993408,https://twitter.com/elonmusk/status/1086401286574993408,44196397,2019-01-18 23:13:45+00:00,Fri Jan 18 23:13:45 +0000 2019,,,,
+3228,elonmusk,FredericLambert,"Yes, ending on Feb 1. It’s adding too much cost to the cars, especially Model 3.",70,1536,165,1085779971333705728,https://twitter.com/elonmusk/status/1085779971333705728,44196397,2019-01-17 06:04:52+00:00,Thu Jan 17 06:04:52 +0000 2019,,,,
+3229,elonmusk,gooseSD22,Order must occur before Feb 1,29,897,36,1085774558089670661,https://twitter.com/elonmusk/status/1085774558089670661,44196397,2019-01-17 05:43:22+00:00,Thu Jan 17 05:43:22 +0000 2019,,,,
+3230,elonmusk,lovin_ny93,"No, the whole referral incentive system will end",48,1198,78,1085772475110178823,https://twitter.com/elonmusk/status/1085772475110178823,44196397,2019-01-17 05:35:05+00:00,Thu Jan 17 05:35:05 +0000 2019,,,,
+3231,elonmusk,,"The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Tesla & give them 6 months of free Supercharging, please do so before then.",2121,30812,1775,1085771520058679297,https://twitter.com/elonmusk/status/1085771520058679297,44196397,2019-01-17 05:31:17+00:00,Thu Jan 17 05:31:17 +0000 2019,,,,
+3232,elonmusk,MKBHD,I think some of them should combine forces. Talent is spread too thin.,151,4928,161,1085729045260558336,https://twitter.com/elonmusk/status/1085729045260558336,44196397,2019-01-17 02:42:30+00:00,Thu Jan 17 02:42:30 +0000 2019,,,,
+3233,elonmusk,WevolverApp,"Dragon 2 was originally designed to land with thrusters, but it’s not the right architecture for heavy transport to the moon or Mars, so we decided not to qualify it for thruster landings",193,5847,103,1085728774811865088,https://twitter.com/elonmusk/status/1085728774811865088,44196397,2019-01-17 02:41:26+00:00,Thu Jan 17 02:41:26 +0000 2019,,,,
+3234,elonmusk,cleantechnica,How many electric vehicle startups are there? Seems like a lot.,969,26429,1074,1085726570218573825,https://twitter.com/elonmusk/status/1085726570218573825,44196397,2019-01-17 02:32:40+00:00,Thu Jan 17 02:32:40 +0000 2019,,,,
+3235,elonmusk,musicnick1985,"Teslarati is very thoughtful & well-written, but this stems from a miscommunication by SpaceX",42,1559,46,1085680908177264640,https://twitter.com/elonmusk/status/1085680908177264640,44196397,2019-01-16 23:31:14+00:00,Wed Jan 16 23:31:14 +0000 2019,,,,
+3236,elonmusk,nextspaceflight,"The LA Times has a long track of unreasonable attacks on SpaceX & Tesla, but in this case it was our miscommunication",47,1277,30,1085680538587787264,https://twitter.com/elonmusk/status/1085680538587787264,44196397,2019-01-16 23:29:46+00:00,Wed Jan 16 23:29:46 +0000 2019,,,,
+3237,elonmusk,Teslarati,"The source info is incorrect. Starship & Raptor development is being done out of our HQ in Hawthorne, CA. We are building the Starship prototypes locally at our launch site in Texas, as their size makes them very difficult to transport.",693,11604,235,1085679367374524417,https://twitter.com/elonmusk/status/1085679367374524417,44196397,2019-01-16 23:25:06+00:00,Wed Jan 16 23:25:06 +0000 2019,,,,
+3238,elonmusk,mcannonbrookes,Haha you’re welcome! Hope you’re doing well.,17,742,29,1085474608948498432,https://twitter.com/elonmusk/status/1085474608948498432,44196397,2019-01-16 09:51:28+00:00,Wed Jan 16 09:51:28 +0000 2019,,,,
+3239,elonmusk,BuckinghamJN,"About $15M/km for a two way high speed transit, so probably around $750M plus maybe $50M/station",1127,24532,533,1085463656345694208,https://twitter.com/elonmusk/status/1085463656345694208,44196397,2019-01-16 09:07:57+00:00,Wed Jan 16 09:07:57 +0000 2019,,,,
+3240,elonmusk,TTfue,Glad you like it,30698,336611,2212,1084967196982370306,https://twitter.com/elonmusk/status/1084967196982370306,44196397,2019-01-15 00:15:12+00:00,Tue Jan 15 00:15:12 +0000 2019,,,,https://twitter.com/TTfue/status/1084966116777091072
+3241,elonmusk,BrumbuII,Yes,25,739,43,1084737144394903552,https://twitter.com/elonmusk/status/1084737144394903552,44196397,2019-01-14 09:01:03+00:00,Mon Jan 14 09:01:03 +0000 2019,,,,
+3242,elonmusk,,LA is so beautiful after the rain,5941,120701,2609,1084616480988094464,https://twitter.com/elonmusk/status/1084616480988094464,44196397,2019-01-14 01:01:34+00:00,Mon Jan 14 01:01:34 +0000 2019,,,,
+3243,elonmusk,,SpaceX Dragon from as seen from @Space_Station viewport,954,16499,356,1084582152556109824,https://twitter.com/elonmusk/status/1084582152556109824,44196397,2019-01-13 22:45:10+00:00,Sun Jan 13 22:45:10 +0000 2019,,@Space_Station,,
+3244,elonmusk,,Falcon comes home,5224,93064,920,1084555685445029888,https://twitter.com/elonmusk/status/1084555685445029888,44196397,2019-01-13 21:00:00+00:00,Sun Jan 13 21:00:00 +0000 2019,,,,
+3245,elonmusk,deltaplan,We are not yet offering the mid range Model 3 in Europe,29,1169,52,1084525293245587456,https://twitter.com/elonmusk/status/1084525293245587456,44196397,2019-01-13 18:59:14+00:00,Sun Jan 13 18:59:14 +0000 2019,,,,
+3246,elonmusk,Paulojvn,"Which country? There is a 10% import duty, ~20% VAT (US prices don’t include sales tax) and about $2000 in extra shipping cost, but it shouldn’t add up to $25k.",338,12163,349,1084520334819176448,https://twitter.com/elonmusk/status/1084520334819176448,44196397,2019-01-13 18:39:31+00:00,Sun Jan 13 18:39:31 +0000 2019,,,,
+3247,elonmusk,csa_asc,View of SpaceX Dragon 1 berthed with @Space_Station in the last Cupola opening. Dragon 2 (Crew Dragon) launching soon.,1902,17295,370,1084518285889089536,https://twitter.com/elonmusk/status/1084518285889089536,44196397,2019-01-13 18:31:23+00:00,Sun Jan 13 18:31:23 +0000 2019,,@Space_Station,,https://twitter.com/csa_asc/status/1084072568708124672
+3248,elonmusk,teslaownersSV,Ok,22,766,69,1084200178087649280,https://twitter.com/elonmusk/status/1084200178087649280,44196397,2019-01-12 21:27:20+00:00,Sat Jan 12 21:27:20 +0000 2019,,,,
+3249,elonmusk,,Obv must be more pointy tho,2005,47529,1202,1083673704318390272,https://twitter.com/elonmusk/status/1083673704318390272,44196397,2019-01-11 10:35:19+00:00,Fri Jan 11 10:35:19 +0000 2019,,,,
+3250,elonmusk,b0yle,It needed to be made real,8014,93517,1766,1083649851366158337,https://twitter.com/elonmusk/status/1083649851366158337,44196397,2019-01-11 09:00:32+00:00,Fri Jan 11 09:00:32 +0000 2019,,,,https://twitter.com/b0yle/status/1083648618576281600
+3251,elonmusk,mjensen007,Haha,17,854,27,1083586630361993216,https://twitter.com/elonmusk/status/1083586630361993216,44196397,2019-01-11 04:49:19+00:00,Fri Jan 11 04:49:19 +0000 2019,,,,
+3252,elonmusk,,,441,5999,265,1083584992951918592,https://twitter.com/elonmusk/status/1083584992951918592,44196397,2019-01-11 04:42:49+00:00,Fri Jan 11 04:42:49 +0000 2019,,,,https://m.youtube.com/watch?v=DgLBIdVg3EM
+3253,elonmusk,,Starship Hopper will do vertical flight tests similar to the Falcon 9 Hopper,1162,13229,470,1083582184005533697,https://twitter.com/elonmusk/status/1083582184005533697,44196397,2019-01-11 04:31:39+00:00,Fri Jan 11 04:31:39 +0000 2019,,,,http://youtu.be/NoxiK7K28PU
+3254,elonmusk,Sloppy93,Body/tank diameter is 9m or about 30ft,61,2415,56,1083576980010881024,https://twitter.com/elonmusk/status/1083576980010881024,44196397,2019-01-11 04:10:58+00:00,Fri Jan 11 04:10:58 +0000 2019,,,,
+3255,elonmusk,JoThePro10,Should be done with first orbital prototype around June,123,1340,67,1083575233423003648,https://twitter.com/elonmusk/status/1083575233423003648,44196397,2019-01-11 04:04:02+00:00,Fri Jan 11 04:04:02 +0000 2019,,,,
+3256,elonmusk,sandt_tyler,Yes,17,735,21,1083571475599245312,https://twitter.com/elonmusk/status/1083571475599245312,44196397,2019-01-11 03:49:06+00:00,Fri Jan 11 03:49:06 +0000 2019,,,,
+3257,elonmusk,somepitch,Yes,17,657,11,1083571402752573440,https://twitter.com/elonmusk/status/1083571402752573440,44196397,2019-01-11 03:48:48+00:00,Fri Jan 11 03:48:48 +0000 2019,,,,
+3258,elonmusk,Erdayastronaut,Yes,34,1450,54,1083571038619922432,https://twitter.com/elonmusk/status/1083571038619922432,44196397,2019-01-11 03:47:22+00:00,Fri Jan 11 03:47:22 +0000 2019,,,,
+3259,elonmusk,,"This is for suborbital VTOL tests. Orbital version is taller, has thicker skins (won’t wrinkle) & a smoothly curving nose section.",1072,19675,631,1083568315656822784,https://twitter.com/elonmusk/status/1083568315656822784,44196397,2019-01-11 03:36:32+00:00,Fri Jan 11 03:36:32 +0000 2019,,,,
+3260,elonmusk,,"Starship test flight rocket just finished assembly at the @SpaceX Texas launch site. This is an actual picture, not a rendering.",22446,125118,4759,1083567087983964160,https://twitter.com/elonmusk/status/1083567087983964160,44196397,2019-01-11 03:31:40+00:00,Fri Jan 11 03:31:40 +0000 2019,,@SpaceX,,
+3261,elonmusk,deepbluecea,Yes,17,1025,39,1083256001942487040,https://twitter.com/elonmusk/status/1083256001942487040,44196397,2019-01-10 06:55:31+00:00,Thu Jan 10 06:55:31 +0000 2019,,,,
+3262,elonmusk,FredericLambert,Getting some regulatory pushback. May not be available in all regions.,38,1033,68,1083255516959330304,https://twitter.com/elonmusk/status/1083255516959330304,44196397,2019-01-10 06:53:35+00:00,Thu Jan 10 06:53:35 +0000 2019,,,,
+3263,elonmusk,DMC_Ryan,Going through final validation & regulatory approval. Probably releases to early access program owners in a few weeks. It’s trippy!,74,1733,56,1083254787246833664,https://twitter.com/elonmusk/status/1083254787246833664,44196397,2019-01-10 06:50:41+00:00,Thu Jan 10 06:50:41 +0000 2019,,,,
+3264,elonmusk,ruboyad,Yes ,47,1520,53,1083252590689820672,https://twitter.com/elonmusk/status/1083252590689820672,44196397,2019-01-10 06:41:58+00:00,Thu Jan 10 06:41:58 +0000 2019,,,,
+3265,elonmusk,Teslarati,Tesla *with* Autopilot engaged is twice as safe & continues to make steady improvements,3290,36431,961,1083252225449840642,https://twitter.com/elonmusk/status/1083252225449840642,44196397,2019-01-10 06:40:31+00:00,Thu Jan 10 06:40:31 +0000 2019,,,,https://twitter.com/Teslarati/status/1082710262665355266
+3266,elonmusk,TheLonlyGuy_,Def not,26,1148,36,1083143591093039105,https://twitter.com/elonmusk/status/1083143591093039105,44196397,2019-01-09 23:28:50+00:00,Wed Jan 09 23:28:50 +0000 2019,,,,
+3267,elonmusk,_Ali_Gray,Yes,25,1041,40,1083142051393388544,https://twitter.com/elonmusk/status/1083142051393388544,44196397,2019-01-09 23:22:43+00:00,Wed Jan 09 23:22:43 +0000 2019,,,,
+3268,elonmusk,,"Starting on Monday, Tesla will no longer be taking orders for the 75 kWh version of the Model S & X. If you’d like that version, please order by Sunday night at",924,9139,754,1083141248872075265,https://twitter.com/elonmusk/status/1083141248872075265,44196397,2019-01-09 23:19:32+00:00,Wed Jan 09 23:19:32 +0000 2019,,,,http://Tesla.com
+3269,elonmusk,FredericLambert,Good idea,26,1066,81,1083136413019836417,https://twitter.com/elonmusk/status/1083136413019836417,44196397,2019-01-09 23:00:19+00:00,Wed Jan 09 23:00:19 +0000 2019,,,,
+3270,elonmusk,MKBHD,It’s an option,140,7575,160,1083132858078760960,https://twitter.com/elonmusk/status/1083132858078760960,44196397,2019-01-09 22:46:11+00:00,Wed Jan 09 22:46:11 +0000 2019,,,,
+3271,elonmusk,elonmusk,Vertically or horizontally?,423,8062,176,1083130682245812224,https://twitter.com/elonmusk/status/1083130682245812224,44196397,2019-01-09 22:37:32+00:00,Wed Jan 09 22:37:32 +0000 2019,,,,
+3272,elonmusk,manjotbassan,No problem,132,4902,53,1083130257446785025,https://twitter.com/elonmusk/status/1083130257446785025,44196397,2019-01-09 22:35:51+00:00,Wed Jan 09 22:35:51 +0000 2019,,,,
+3273,elonmusk,MKBHD,"Plus, you can basically accelerate at the limit of human endurance",399,10523,164,1083129832903458816,https://twitter.com/elonmusk/status/1083129832903458816,44196397,2019-01-09 22:34:10+00:00,Wed Jan 09 22:34:10 +0000 2019,,,,
+3274,elonmusk,ole_sveberg,I don’t think the law fully anticipated this situation. So probably yes for a while.,51,1331,42,1083129294614745088,https://twitter.com/elonmusk/status/1083129294614745088,44196397,2019-01-09 22:32:02+00:00,Wed Jan 09 22:32:02 +0000 2019,,,,
+3275,elonmusk,MKBHD,I’m not. Will use SpaceX cold gas thruster system with ultra high pressure air in a composite over-wrapped pressure vessel in place of the 2 rear seats.,1480,16993,439,1083128521801822213,https://twitter.com/elonmusk/status/1083128521801822213,44196397,2019-01-09 22:28:57+00:00,Wed Jan 09 22:28:57 +0000 2019,,,,
+3276,elonmusk,hohocho,It will be,26,1448,53,1083122347404595200,https://twitter.com/elonmusk/status/1083122347404595200,44196397,2019-01-09 22:04:25+00:00,Wed Jan 09 22:04:25 +0000 2019,,,,
+3277,elonmusk,,"Btw, you can buy a Tesla online in less than 2 mins & give it back for a full refund for any reason http://Tesla.com",4224,38324,2707,1083121972857487360,https://twitter.com/elonmusk/status/1083121972857487360,44196397,2019-01-09 22:02:56+00:00,Wed Jan 09 22:02:56 +0000 2019,,,,http://Tesla.com
+3278,elonmusk,Erdayastronaut, ,89,4420,133,1083099364833275909,https://twitter.com/elonmusk/status/1083099364833275909,44196397,2019-01-09 20:33:06+00:00,Wed Jan 09 20:33:06 +0000 2019,,,,
+3279,elonmusk,Richie_Hill_,The new Roadster will actually do something like this,22312,155204,4039,1083095876392964096,https://twitter.com/elonmusk/status/1083095876392964096,44196397,2019-01-09 20:19:14+00:00,Wed Jan 09 20:19:14 +0000 2019,,,,https://twitter.com/Richie_Hill_/status/1082715123398062080
+3280,elonmusk,DOfaquarius,,85,2147,142,1082581398983188480,https://twitter.com/elonmusk/status/1082581398983188480,44196397,2019-01-08 10:14:53+00:00,Tue Jan 08 10:14:53 +0000 2019,,,,https://m.youtube.com/watch?v=FG1NrQYXjLU
+3281,elonmusk,,And now … we dance!,7020,111426,2238,1082579294738698240,https://twitter.com/elonmusk/status/1082579294738698240,44196397,2019-01-08 10:06:31+00:00,Tue Jan 08 10:06:31 +0000 2019,,,,
+3282,elonmusk,ChrisEvans,Great thread ,1094,31001,320,1082381827577446400,https://twitter.com/elonmusk/status/1082381827577446400,44196397,2019-01-07 21:01:52+00:00,Mon Jan 07 21:01:52 +0000 2019,,,,
+3283,elonmusk,,#NewProfilePic,34333,316593,7516,1082180642937491456,https://twitter.com/elonmusk/status/1082180642937491456,44196397,2019-01-07 07:42:25+00:00,Mon Jan 07 07:42:25 +0000 2019,#NewProfilePic,,,
+3284,elonmusk,,"Shanghai Giga will produce affordable versions of 3/Y for greater China. All Model S/X & higher cost versions of Model 3/Y will still be built in US for WW market, incl China.",596,11523,429,1082143023272730629,https://twitter.com/elonmusk/status/1082143023272730629,44196397,2019-01-07 05:12:56+00:00,Mon Jan 07 05:12:56 +0000 2019,,,,
+3285,elonmusk,jimcramer,"Shanghai Giga output is just for greater China, not North America. Affordable cars must be made on same continent as customers.",272,5640,202,1082120550447792129,https://twitter.com/elonmusk/status/1082120550447792129,44196397,2019-01-07 03:43:38+00:00,Mon Jan 07 03:43:38 +0000 2019,,,,
+3286,elonmusk,,Shanghai Giga production of Model 3/Y will serve greater China region,437,12285,297,1082118212546953216,https://twitter.com/elonmusk/status/1082118212546953216,44196397,2019-01-07 03:34:21+00:00,Mon Jan 07 03:34:21 +0000 2019,,,,
+3287,elonmusk,,"Aiming to finish initial construction this summer, start Model 3 production end of year & reach high volume production next year",398,8463,263,1082116267568377857,https://twitter.com/elonmusk/status/1082116267568377857,44196397,2019-01-07 03:26:37+00:00,Mon Jan 07 03:26:37 +0000 2019,,,,
+3288,elonmusk,,Looking forward to breaking ground on the @Tesla Shanghai Gigafactory today!,2151,38874,1036,1082103637990625281,https://twitter.com/elonmusk/status/1082103637990625281,44196397,2019-01-07 02:36:26+00:00,Mon Jan 07 02:36:26 +0000 2019,,@Tesla,,
+3289,elonmusk,cleantechnica,Good sign that almost no Model 3 owners want to sell their cars!,1396,23394,697,1082081096551055362,https://twitter.com/elonmusk/status/1082081096551055362,44196397,2019-01-07 01:06:52+00:00,Mon Jan 07 01:06:52 +0000 2019,,,,https://twitter.com/cleantechnica/status/1081937517971193858
+3290,elonmusk,,,5452,50425,923,1082000215425593345,https://twitter.com/elonmusk/status/1082000215425593345,44196397,2019-01-06 19:45:28+00:00,Sun Jan 06 19:45:28 +0000 2019,,,,
+3291,elonmusk,CAnderson271,"Yes, will be extremely intense. Early flights are especially dangerous, as there’s a lot of new hardware.",80,2717,64,1081988321608458241,https://twitter.com/elonmusk/status/1081988321608458241,44196397,2019-01-06 18:58:12+00:00,Sun Jan 06 18:58:12 +0000 2019,,,,
+3292,elonmusk,,"Sorry, to be clear, this pic is all real. Nothing rendered.",1303,37009,699,1081987427248603136,https://twitter.com/elonmusk/status/1081987427248603136,44196397,2019-01-06 18:54:39+00:00,Sun Jan 06 18:54:39 +0000 2019,,,,
+3293,elonmusk,,Falcon 9 on launch pad with Crew Dragon & new astronaut walkway,8160,74594,1162,1081986795452157955,https://twitter.com/elonmusk/status/1081986795452157955,44196397,2019-01-06 18:52:09+00:00,Sun Jan 06 18:52:09 +0000 2019,,,,
+3294,elonmusk,enn_nafnlaus,"Spiral-winding is great for uniform thickness. We used that for the Hyperloop vacuum tunnel. However, Starship skin thickness will vary considerably according to loads.",37,863,45,1081676911066017793,https://twitter.com/elonmusk/status/1081676911066017793,44196397,2019-01-05 22:20:46+00:00,Sat Jan 05 22:20:46 +0000 2019,,,,
+3295,elonmusk,Yaru_Sasaki,Exactly,20,855,24,1081662202124296192,https://twitter.com/elonmusk/status/1081662202124296192,44196397,2019-01-05 21:22:19+00:00,Sat Jan 05 21:22:19 +0000 2019,,,,
+3296,elonmusk,Chima_Saboyo,It’s all in the way you say it,2242,48783,622,1081647229897650177,https://twitter.com/elonmusk/status/1081647229897650177,44196397,2019-01-05 20:22:50+00:00,Sat Jan 05 20:22:50 +0000 2019,,,,
+3297,elonmusk,,Matt DeBord reviews all Tesla models https://www.businessinsider.com/favorite-features-every-tesla-new-used-2019-1?utm_source=twitter&amp;utm_medium=referral&amp;utm_content=topbar&amp;utm_term=mobile&amp;referrer=twitter via @businessinsider,480,6883,244,1081580505412202498,https://twitter.com/elonmusk/status/1081580505412202498,44196397,2019-01-05 15:57:41+00:00,Sat Jan 05 15:57:41 +0000 2019,,@businessinsider,,https://www.businessinsider.com/favorite-features-every-tesla-new-used-2019-1?utm_source=twitter&utm_medium=referral&utm_content=topbar&utm_term=mobile&referrer=twitter
+3298,elonmusk,Wayne_Obie,I do love Tintin,129,3529,89,1081578033700466689,https://twitter.com/elonmusk/status/1081578033700466689,44196397,2019-01-05 15:47:52+00:00,Sat Jan 05 15:47:52 +0000 2019,,,,
+3299,elonmusk,FrameshiftShark,More on this in a few months,29,913,25,1081576901842370560,https://twitter.com/elonmusk/status/1081576901842370560,44196397,2019-01-05 15:43:22+00:00,Sat Jan 05 15:43:22 +0000 2019,,,,
+3300,elonmusk,,"Starship test vehicle under assembly will look similar to this illustration when finished. Operational Starships would obv have windows, etc.",12930,101685,4376,1081576707365064704,https://twitter.com/elonmusk/status/1081576707365064704,44196397,2019-01-05 15:42:36+00:00,Sat Jan 05 15:42:36 +0000 2019,,,,
+3301,elonmusk,AmdeSR,"Aiming for 4 weeks, which probably means 8 weeks, due to unforeseen issues",127,1997,74,1081575156990894082,https://twitter.com/elonmusk/status/1081575156990894082,44196397,2019-01-05 15:36:26+00:00,Sat Jan 05 15:36:26 +0000 2019,,,,
+3302,elonmusk,CowboyDanPaasch,"Good shot of @SpaceX Starship flight test vehicle being assembled in Boca Chica, Texas",2485,25081,578,1081573955591258113,https://twitter.com/elonmusk/status/1081573955591258113,44196397,2019-01-05 15:31:40+00:00,Sat Jan 05 15:31:40 +0000 2019,,@SpaceX,,https://twitter.com/CowboyDanPaasch/status/1081567268901928961
+3303,elonmusk,paperclip9000,Engines currently on Starship hopper are a blend of Raptor development & operational parts. First hopper engine to be fired is almost finished assembly in California. Probably fires next month.,124,1432,36,1081572521105707009,https://twitter.com/elonmusk/status/1081572521105707009,44196397,2019-01-05 15:25:58+00:00,Sat Jan 05 15:25:58 +0000 2019,,,,
+3304,elonmusk,renwis1,Haha,18,849,9,1081570128620249094,https://twitter.com/elonmusk/status/1081570128620249094,44196397,2019-01-05 15:16:27+00:00,Sat Jan 05 15:16:27 +0000 2019,,,,
+3305,elonmusk,yousuck2020,Not yet,40,1116,64,1081568748257955841,https://twitter.com/elonmusk/status/1081568748257955841,44196397,2019-01-05 15:10:58+00:00,Sat Jan 05 15:10:58 +0000 2019,,,,
+3306,elonmusk,TheArkadia_,That’s a reasonable question,106,2260,115,1081460617561559040,https://twitter.com/elonmusk/status/1081460617561559040,44196397,2019-01-05 08:01:18+00:00,Sat Jan 05 08:01:18 +0000 2019,,,,
+3307,elonmusk,SpaceX,About a month away from the first orbital test flight of crew Dragon,4888,48162,835,1081459477100941313,https://twitter.com/elonmusk/status/1081459477100941313,44196397,2019-01-05 07:56:46+00:00,Sat Jan 05 07:56:46 +0000 2019,,,,https://twitter.com/SpaceX/status/1081405732107370497
+3308,elonmusk,tonyydx,Probably,12,463,16,1081448025627623426,https://twitter.com/elonmusk/status/1081448025627623426,44196397,2019-01-05 07:11:16+00:00,Sat Jan 05 07:11:16 +0000 2019,,,,
+3309,elonmusk,KeukenFiets,,812,5523,296,1081403891453853701,https://twitter.com/elonmusk/status/1081403891453853701,44196397,2019-01-05 04:15:53+00:00,Sat Jan 05 04:15:53 +0000 2019,,,,
+3310,elonmusk,nichegamer,That’s what I heard,19,846,30,1081356162140823553,https://twitter.com/elonmusk/status/1081356162140823553,44196397,2019-01-05 01:06:14+00:00,Sat Jan 05 01:06:14 +0000 2019,,,,
+3311,elonmusk,Liv_Boeree,Life is made of ups & downs,97,1354,84,1081339079013191681,https://twitter.com/elonmusk/status/1081339079013191681,44196397,2019-01-04 23:58:21+00:00,Fri Jan 04 23:58:21 +0000 2019,,,,
+3312,elonmusk,deanSplatoon,,70,2151,60,1081330270198890496,https://twitter.com/elonmusk/status/1081330270198890496,44196397,2019-01-04 23:23:21+00:00,Fri Jan 04 23:23:21 +0000 2019,,,,
+3313,elonmusk,jameswy2010,Appears to be simulations all the way down …,77,1461,171,1081290795435479040,https://twitter.com/elonmusk/status/1081290795435479040,44196397,2019-01-04 20:46:29+00:00,Fri Jan 04 20:46:29 +0000 2019,,,,
+3314,elonmusk,,All parameters in a simulation are necessarily quantized,967,15954,681,1081289322039365633,https://twitter.com/elonmusk/status/1081289322039365633,44196397,2019-01-04 20:40:38+00:00,Fri Jan 04 20:40:38 +0000 2019,,,,
+3315,elonmusk,,Three quarks for Muster Mark!,670,19580,734,1081289153071857664,https://twitter.com/elonmusk/status/1081289153071857664,44196397,2019-01-04 20:39:58+00:00,Fri Jan 04 20:39:58 +0000 2019,,,,
+3316,elonmusk,TheLinguist5,Wutf,55,1083,61,1081282695928307712,https://twitter.com/elonmusk/status/1081282695928307712,44196397,2019-01-04 20:14:18+00:00,Fri Jan 04 20:14:18 +0000 2019,,,,
+3317,elonmusk,nedflannel,What you think I do,394,5829,227,1081276506414899200,https://twitter.com/elonmusk/status/1081276506414899200,44196397,2019-01-04 19:49:42+00:00,Fri Jan 04 19:49:42 +0000 2019,,,,
+3318,elonmusk,,…,20090,143277,7377,1081276036036186112,https://twitter.com/elonmusk/status/1081276036036186112,44196397,2019-01-04 19:47:50+00:00,Fri Jan 04 19:47:50 +0000 2019,,,,
+3319,elonmusk,enjikaka,Ok,15,648,36,1081129777744859137,https://twitter.com/elonmusk/status/1081129777744859137,44196397,2019-01-04 10:06:40+00:00,Fri Jan 04 10:06:40 +0000 2019,,,,
+3320,elonmusk,v_g_fischer,srsly,42,1217,33,1080984617815953409,https://twitter.com/elonmusk/status/1080984617815953409,44196397,2019-01-04 00:29:51+00:00,Fri Jan 04 00:29:51 +0000 2019,,,,
+3321,elonmusk,nichegamer,6/5 ,76,1542,29,1080983915404259328,https://twitter.com/elonmusk/status/1080983915404259328,44196397,2019-01-04 00:27:03+00:00,Fri Jan 04 00:27:03 +0000 2019,,,,
+3322,elonmusk,bhandel58,"To a dyslexic agnostic, there is no …",85,2061,100,1080965637256601600,https://twitter.com/elonmusk/status/1080965637256601600,44196397,2019-01-03 23:14:25+00:00,Thu Jan 03 23:14:25 +0000 2019,,,,
+3323,elonmusk,,"Evian, the first bottled water, is naive spelled backwards",14931,131779,2362,1080963589719056385,https://twitter.com/elonmusk/status/1080963589719056385,44196397,2019-01-03 23:06:17+00:00,Thu Jan 03 23:06:17 +0000 2019,,,,
+3324,elonmusk,,There are no coincidences,161857,666919,6529,1080963075539234816,https://twitter.com/elonmusk/status/1080963075539234816,44196397,2019-01-03 23:04:15+00:00,Thu Jan 03 23:04:15 +0000 2019,,,,
+3325,elonmusk,,"Model 3 mid-range EPA rating is actually 264 miles, slightly higher than prior estimate of 260",719,10351,494,1080954820926664704,https://twitter.com/elonmusk/status/1080954820926664704,44196397,2019-01-03 22:31:27+00:00,Thu Jan 03 22:31:27 +0000 2019,,,,https://3.tesla.com/model3/design?#battery
+3326,elonmusk,scottwww,Checking …,11,580,37,1080952966339645442,https://twitter.com/elonmusk/status/1080952966339645442,44196397,2019-01-03 22:24:04+00:00,Thu Jan 03 22:24:04 +0000 2019,,,,
+3327,elonmusk,DiscoverMag, ,112,4002,99,1080952636755460096,https://twitter.com/elonmusk/status/1080952636755460096,44196397,2019-01-03 22:22:46+00:00,Thu Jan 03 22:22:46 +0000 2019,,,,
+3328,elonmusk,annerajb,Reveals wheels?,12,492,26,1080919560507650048,https://twitter.com/elonmusk/status/1080919560507650048,44196397,2019-01-03 20:11:20+00:00,Thu Jan 03 20:11:20 +0000 2019,,,,
+3329,elonmusk,CharlieMilton,"Weirdly, all the negative press seems to increase sales!",125,1439,105,1080919043572260865,https://twitter.com/elonmusk/status/1080919043572260865,44196397,2019-01-03 20:09:17+00:00,Thu Jan 03 20:09:17 +0000 2019,,,,
+3330,elonmusk,elonmusk,"Btw, I like your gaming equipment",436,5418,97,1080894483418365952,https://twitter.com/elonmusk/status/1080894483418365952,44196397,2019-01-03 18:31:41+00:00,Thu Jan 03 18:31:41 +0000 2019,,,,
+3331,elonmusk,minliangtan,"Sounds great, will connect you with Tesla Energy",64,2337,23,1080894111337439233,https://twitter.com/elonmusk/status/1080894111337439233,44196397,2019-01-03 18:30:12+00:00,Thu Jan 03 18:30:12 +0000 2019,,,,
+3332,elonmusk,c4mer0n,Singapore has enough area to switch to solar/battery & be energy-independent,60,1126,23,1080888452256657408,https://twitter.com/elonmusk/status/1080888452256657408,44196397,2019-01-03 18:07:43+00:00,Thu Jan 03 18:07:43 +0000 2019,,,,
+3333,elonmusk,vincent13031925,"Yes, support of the Chinese government is very much appreciated",50,787,34,1080884388525555712,https://twitter.com/elonmusk/status/1080884388525555712,44196397,2019-01-03 17:51:34+00:00,Thu Jan 03 17:51:34 +0000 2019,,,,
+3334,elonmusk,KroegerOve,Govt has been unwelcome,57,1044,71,1080829741056159744,https://twitter.com/elonmusk/status/1080829741056159744,44196397,2019-01-03 14:14:25+00:00,Thu Jan 03 14:14:25 +0000 2019,,,,
+3335,elonmusk,XHNews,Congratulations!,494,15102,204,1080687039438180352,https://twitter.com/elonmusk/status/1080687039438180352,44196397,2019-01-03 04:47:23+00:00,Thu Jan 03 04:47:23 +0000 2019,,,,
+3336,elonmusk,InsideEVs,Great work by Tesla Team!,2529,34586,735,1080636120159870976,https://twitter.com/elonmusk/status/1080636120159870976,44196397,2019-01-03 01:25:02+00:00,Thu Jan 03 01:25:02 +0000 2019,,,,https://twitter.com/InsideEVs/status/1080628997028040705
+3337,elonmusk,,Congratulations @Tesla team!!,3192,78487,1088,1080000130407776264,https://twitter.com/elonmusk/status/1080000130407776264,44196397,2019-01-01 07:17:51+00:00,Tue Jan 01 07:17:51 +0000 2019,,@Tesla,,
+3338,elonmusk,nichegamer,Thanks!,19,871,25,1079951408231665664,https://twitter.com/elonmusk/status/1079951408231665664,44196397,2019-01-01 04:04:14+00:00,Tue Jan 01 04:04:14 +0000 2019,,,,
+3339,elonmusk,IyanReyAngelo,Haha,848,22629,931,1079922484445495296,https://twitter.com/elonmusk/status/1079922484445495296,44196397,2019-01-01 02:09:18+00:00,Tue Jan 01 02:09:18 +0000 2019,,,,
+3340,elonmusk,,Haha,30112,170507,5420,1079895177970372608,https://twitter.com/elonmusk/status/1079895177970372608,44196397,2019-01-01 00:20:48+00:00,Tue Jan 01 00:20:48 +0000 2019,,,,
+3341,elonmusk,,Hope everyone has a happy New Year!,14846,157688,4899,1079819716892319744,https://twitter.com/elonmusk/status/1079819716892319744,44196397,2018-12-31 19:20:57+00:00,Mon Dec 31 19:20:57 +0000 2018,,,,
+3342,elonmusk,DMC_Ryan,Happy New Year!,57,1347,68,1079819504710967297,https://twitter.com/elonmusk/status/1079819504710967297,44196397,2018-12-31 19:20:06+00:00,Mon Dec 31 19:20:06 +0000 2018,,,,
+3343,elonmusk,,"Good summary of Tesla progress in 2018 by @cleantechnica (due to Tesla team, not me though) https://cleantechnica.com/2018/12/30/2018-was-a-giant-awesome-year-for-tesla-because-elon-musk/ via @cleantechnica",986,9708,323,1079564797002182656,https://twitter.com/elonmusk/status/1079564797002182656,44196397,2018-12-31 02:27:59+00:00,Mon Dec 31 02:27:59 +0000 2018,,@cleantechnica @cleantechnica,,https://cleantechnica.com/2018/12/30/2018-was-a-giant-awesome-year-for-tesla-because-elon-musk/
+3344,elonmusk,Starman_Ben,Thanks Tesla owners in China! Looking forward to visiting soon for the groundbreaking of Gigafactory Shanghai!,147,2989,106,1079469237230493696,https://twitter.com/elonmusk/status/1079469237230493696,44196397,2018-12-30 20:08:16+00:00,Sun Dec 30 20:08:16 +0000 2018,,,,
+3345,elonmusk,Grimezsz,"Turns out if you take Dayquil, you exit The Matrix",1039,15561,330,1079459047252709377,https://twitter.com/elonmusk/status/1079459047252709377,44196397,2018-12-30 19:27:46+00:00,Sun Dec 30 19:27:46 +0000 2018,,,,
+3346,elonmusk,,Excited to have Larry Ellison & Kathleen Wilson-Thompson join the Tesla board!,2336,38616,1098,1078716366591483904,https://twitter.com/elonmusk/status/1078716366591483904,44196397,2018-12-28 18:16:38+00:00,Fri Dec 28 18:16:38 +0000 2018,,,,
+3347,elonmusk,TeddyBozeman,Ok,20,570,41,1078529476018008064,https://twitter.com/elonmusk/status/1078529476018008064,44196397,2018-12-28 05:53:59+00:00,Fri Dec 28 05:53:59 +0000 2018,,,,
+3348,elonmusk,westcoastbill,Tesla team did a great job!,156,4012,103,1078395092090699776,https://twitter.com/elonmusk/status/1078395092090699776,44196397,2018-12-27 21:00:00+00:00,Thu Dec 27 21:00:00 +0000 2018,,,,
+3349,elonmusk,teslaownersSV,2020,27,786,80,1078193151498567681,https://twitter.com/elonmusk/status/1078193151498567681,44196397,2018-12-27 07:37:33+00:00,Thu Dec 27 07:37:33 +0000 2018,,,,
+3350,elonmusk,alexraikos,Yes,14,614,14,1078192684433469440,https://twitter.com/elonmusk/status/1078192684433469440,44196397,2018-12-27 07:35:42+00:00,Thu Dec 27 07:35:42 +0000 2018,,,,
+3351,elonmusk,SeanABragg,I will provide a detailed explanation in March/April,41,949,46,1078187280563560448,https://twitter.com/elonmusk/status/1078187280563560448,44196397,2018-12-27 07:14:14+00:00,Thu Dec 27 07:14:14 +0000 2018,,,,
+3352,elonmusk,EcoHeliGuy,Time. Although it also turned out to be dramatically better.,35,858,31,1078185691475922944,https://twitter.com/elonmusk/status/1078185691475922944,44196397,2018-12-27 07:07:55+00:00,Thu Dec 27 07:07:55 +0000 2018,,,,
+3353,elonmusk,13ericralph31,Exactly,24,730,10,1078184288032415744,https://twitter.com/elonmusk/status/1078184288032415744,44196397,2018-12-27 07:02:20+00:00,Thu Dec 27 07:02:20 +0000 2018,,,,
+3354,elonmusk,Kristennetten,Yes,21,538,16,1078182922643861504,https://twitter.com/elonmusk/status/1078182922643861504,44196397,2018-12-27 06:56:55+00:00,Thu Dec 27 06:56:55 +0000 2018,,,,
+3355,elonmusk,13ericralph31,Probability at 60% & rising rapidly due to new architecture,74,1068,37,1078180361346068480,https://twitter.com/elonmusk/status/1078180361346068480,44196397,2018-12-27 06:46:44+00:00,Thu Dec 27 06:46:44 +0000 2018,,,,
+3356,elonmusk,AwakenedParadi1,30%,20,618,20,1078177203592937472,https://twitter.com/elonmusk/status/1078177203592937472,44196397,2018-12-27 06:34:11+00:00,Thu Dec 27 06:34:11 +0000 2018,,,,
+3357,elonmusk,demishassabis,Congratulations,133,4956,50,1078172950128283648,https://twitter.com/elonmusk/status/1078172950128283648,44196397,2018-12-27 06:17:17+00:00,Thu Dec 27 06:17:17 +0000 2018,,,,
+3358,elonmusk,ckgaparajita,Coming soon,14,513,16,1078139346811740160,https://twitter.com/elonmusk/status/1078139346811740160,44196397,2018-12-27 04:03:45+00:00,Thu Dec 27 04:03:45 +0000 2018,,,,
+3359,elonmusk,whatsinside,Yes,24,1176,30,1078135761566720000,https://twitter.com/elonmusk/status/1078135761566720000,44196397,2018-12-27 03:49:31+00:00,Thu Dec 27 03:49:31 +0000 2018,,,,
+3360,elonmusk,5AllanLeVito,Got it ,437,2766,71,1078135544029184000,https://twitter.com/elonmusk/status/1078135544029184000,44196397,2018-12-27 03:48:39+00:00,Thu Dec 27 03:48:39 +0000 2018,,,,
+3361,elonmusk,motorsep,"Definitely. All major highways in Texas will have Superchargers, all the way to Brownsville & across Mexico.",43,878,39,1078023397819305984,https://twitter.com/elonmusk/status/1078023397819305984,44196397,2018-12-26 20:23:01+00:00,Wed Dec 26 20:23:01 +0000 2018,,,,
+3362,elonmusk,JimJimroger,Yep,18,1040,19,1078022367673085953,https://twitter.com/elonmusk/status/1078022367673085953,44196397,2018-12-26 20:18:55+00:00,Wed Dec 26 20:18:55 +0000 2018,,,,
+3363,elonmusk,Dodo723,Yes,28,852,41,1078022229927968768,https://twitter.com/elonmusk/status/1078022229927968768,44196397,2018-12-26 20:18:22+00:00,Wed Dec 26 20:18:22 +0000 2018,,,,
+3364,elonmusk,shortword,"Yes. Supercharger coverage will extend to 100% of Europe next year. From Ireland to Kiev, from Norway to Turkey.",2046,18185,1606,1078021840444903424,https://twitter.com/elonmusk/status/1078021840444903424,44196397,2018-12-26 20:16:50+00:00,Wed Dec 26 20:16:50 +0000 2018,,,,https://twitter.com/shortword/status/1078020855689547776
+3365,elonmusk,,"Most people don’t know that the Tesla Supercharger network allows easy long distance travel throughout USA, most of Europe, Canada and China",1421,15950,1040,1078014421446799360,https://twitter.com/elonmusk/status/1078014421446799360,44196397,2018-12-26 19:47:21+00:00,Wed Dec 26 19:47:21 +0000 2018,,,,https://www.tesla.com/findus?v=2&bounds=70.04727546592196%2C-72.3304073559143%2C-11.962870650187314%2C-138.2483761059143&zoom=3&filters=supercharger
+3366,elonmusk,martinmeany,We are dramatically increasing Tesla Superchargers within cities & working with landlords to add home charging to apartment buildings,57,855,47,1078012795847753728,https://twitter.com/elonmusk/status/1078012795847753728,44196397,2018-12-26 19:40:53+00:00,Wed Dec 26 19:40:53 +0000 2018,,,,
+3367,elonmusk,PhinsUp91301,Ok,8,426,8,1078012289255563264,https://twitter.com/elonmusk/status/1078012289255563264,44196397,2018-12-26 19:38:52+00:00,Wed Dec 26 19:38:52 +0000 2018,,,,
+3368,elonmusk,JP_Cautillo,Wow!,8,533,20,1078011986036707328,https://twitter.com/elonmusk/status/1078011986036707328,44196397,2018-12-26 19:37:40+00:00,Wed Dec 26 19:37:40 +0000 2018,,,,
+3369,elonmusk,JT_Richards,"This is incorrect. Vast majority of vehicle motion is returned to the battery, as the electric motors act like a generator in reverse. Brake pads on a Tesla literally never need to be replaced for lifetime of the car.",581,7140,326,1078010341651492865,https://twitter.com/elonmusk/status/1078010341651492865,44196397,2018-12-26 19:31:08+00:00,Wed Dec 26 19:31:08 +0000 2018,,,,
+3370,elonmusk,,"Most importantly, every electric car, Tesla or otherwise, matters to the environment we all share. Every time someone chooses electric, the future gets a little bit brighter! If not Tesla, please take a look at these other options: https://en.m.wikipedia.org/wiki/List_of_electric_cars_currently_available",2339,20395,706,1078008530253148160,https://twitter.com/elonmusk/status/1078008530253148160,44196397,2018-12-26 19:23:56+00:00,Wed Dec 26 19:23:56 +0000 2018,,,,https://en.m.wikipedia.org/wiki/List_of_electric_cars_currently_available
+3371,elonmusk,,"And, because electricity costs much less than gasoline, a Model 3 can cost about $1000 less per year to operate. Because it’s electric, there are no oil changes, smog checks, tuneups, fuel filter, or brake pad replacements.",1939,19559,660,1078004889597337600,https://twitter.com/elonmusk/status/1078004889597337600,44196397,2018-12-26 19:09:28+00:00,Wed Dec 26 19:09:28 +0000 2018,,,,
+3372,elonmusk,,"There are also many state & local incentives, for example California offers $2500, plus $800 from utilities & access to carpool lane, Colorado $4000, etc",450,4888,146,1078001984790118400,https://twitter.com/elonmusk/status/1078001984790118400,44196397,2018-12-26 18:57:56+00:00,Wed Dec 26 18:57:56 +0000 2018,,,,https://www.tesla.com/support/incentives
+3373,elonmusk,,Reminder to US buyers that the $7500 tax credit cuts in half in 5 days! Order online at http://Tesla.com to see if there is any inventory left in your region or visit Tesla stores.,1347,13629,544,1078000436697677824,https://twitter.com/elonmusk/status/1078000436697677824,44196397,2018-12-26 18:51:47+00:00,Wed Dec 26 18:51:47 +0000 2018,,,,http://Tesla.com
+3374,elonmusk,,Merry Christmas & goodwill to all!! ,16880,198407,4589,1077623025900519424,https://twitter.com/elonmusk/status/1077623025900519424,44196397,2018-12-25 17:52:05+00:00,Tue Dec 25 17:52:05 +0000 2018,,,,
+3375,elonmusk,AndrewSamoylich,"No, Raptors must be shielded during atmospheric entry. Although, maybe not ...",29,870,41,1077477602091257857,https://twitter.com/elonmusk/status/1077477602091257857,44196397,2018-12-25 08:14:13+00:00,Tue Dec 25 08:14:13 +0000 2018,,,,
+3376,elonmusk,lexfridman,"Thanks, hope you have a good holiday! Your insight on autonomy is excellent.",225,8103,98,1077477101815635968,https://twitter.com/elonmusk/status/1077477101815635968,44196397,2018-12-25 08:12:14+00:00,Tue Dec 25 08:12:14 +0000 2018,,,,
+3377,elonmusk,cleantechnica,Sigh,249,7671,330,1077460744793288704,https://twitter.com/elonmusk/status/1077460744793288704,44196397,2018-12-25 07:07:14+00:00,Tue Dec 25 07:07:14 +0000 2018,,,,
+3378,elonmusk,john_bowie,Yes,17,572,27,1077374176460136448,https://twitter.com/elonmusk/status/1077374176460136448,44196397,2018-12-25 01:23:14+00:00,Tue Dec 25 01:23:14 +0000 2018,,,,
+3379,elonmusk,Erdayastronaut,"Leeward side needs nothing, windward side will be activity cooled with residual (cryo) liquid methane, so will appear liquid silver even on hot side",120,1732,126,1077353613997920257,https://twitter.com/elonmusk/status/1077353613997920257,44196397,2018-12-25 00:01:32+00:00,Tue Dec 25 00:01:32 +0000 2018,,,,
+3380,elonmusk,vicentes,Glad you’re ok!,445,28331,124,1077346612362371073,https://twitter.com/elonmusk/status/1077346612362371073,44196397,2018-12-24 23:33:43+00:00,Mon Dec 24 23:33:43 +0000 2018,,,,
+3381,elonmusk,grafikhure_de,Starship will look like liquid silver,61,1248,42,1077346382359322625,https://twitter.com/elonmusk/status/1077346382359322625,44196397,2018-12-24 23:32:48+00:00,Mon Dec 24 23:32:48 +0000 2018,,,,
+3382,elonmusk,elliemecham,Haha ,21,922,22,1077277688497197056,https://twitter.com/elonmusk/status/1077277688497197056,44196397,2018-12-24 18:59:50+00:00,Mon Dec 24 18:59:50 +0000 2018,,,,
+3383,elonmusk,Kristennetten,Maybe,34,1650,66,1077124199636856832,https://twitter.com/elonmusk/status/1077124199636856832,44196397,2018-12-24 08:49:55+00:00,Mon Dec 24 08:49:55 +0000 2018,,,,
+3384,elonmusk,Earth7Citizen,Much less,35,1702,28,1077115813516066816,https://twitter.com/elonmusk/status/1077115813516066816,44196397,2018-12-24 08:16:36+00:00,Mon Dec 24 08:16:36 +0000 2018,,,,
+3385,elonmusk,grafikhure_de,Skin will get too hot for paint. Stainless mirror finish. Maximum relfectivity.,98,3052,94,1077115129055956994,https://twitter.com/elonmusk/status/1077115129055956994,44196397,2018-12-24 08:13:53+00:00,Mon Dec 24 08:13:53 +0000 2018,,,,
+3386,elonmusk,Sloppy93,3,33,1590,27,1077112458714566656,https://twitter.com/elonmusk/status/1077112458714566656,44196397,2018-12-24 08:03:16+00:00,Mon Dec 24 08:03:16 +0000 2018,,,,
+3387,elonmusk,StevenHardison,"Usable strength/weight of full hard stainless at cryo is slightly better than carbon fiber, room temp is worse, high temp is vastly better",126,3245,71,1077111607564464129,https://twitter.com/elonmusk/status/1077111607564464129,44196397,2018-12-24 07:59:53+00:00,Mon Dec 24 07:59:53 +0000 2018,,,,
+3388,elonmusk,DJSnM,"Yes, signal acquired from that dish",31,1277,17,1077109917595492352,https://twitter.com/elonmusk/status/1077109917595492352,44196397,2018-12-24 07:53:10+00:00,Mon Dec 24 07:53:10 +0000 2018,,,,
+3389,elonmusk,,Stainless Steel Starship,8874,103095,2514,1077106553189093376,https://twitter.com/elonmusk/status/1077106553189093376,44196397,2018-12-24 07:39:48+00:00,Mon Dec 24 07:39:48 +0000 2018,,,,
+3390,elonmusk,elonmusk,Which seems to be the approximate pixel size of reality,31,984,32,1077105238333517825,https://twitter.com/elonmusk/status/1077105238333517825,44196397,2018-12-24 07:34:35+00:00,Mon Dec 24 07:34:35 +0000 2018,,,,
+3391,elonmusk,nextPlanetOver,When it’s no longer noticeable over Planck’s length,24,822,18,1077104665399947264,https://twitter.com/elonmusk/status/1077104665399947264,44196397,2018-12-24 07:32:18+00:00,Mon Dec 24 07:32:18 +0000 2018,,,,
+3392,elonmusk,WorldAndScience,Yes! People are almost always surprised to learn that Earth’s gravitational reach is infinite. “Zero gravity” is achieved by zooming around Earth super fast until outward acceleration equals inward acceleration of gravity.,2270,29826,659,1076984701804412928,https://twitter.com/elonmusk/status/1076984701804412928,44196397,2018-12-23 23:35:36+00:00,Sun Dec 23 23:35:36 +0000 2018,,,,
+3393,elonmusk,,At SpaceX Boca Chica launch site in Texas,2574,31547,701,1076977053042466821,https://twitter.com/elonmusk/status/1076977053042466821,44196397,2018-12-23 23:05:13+00:00,Sun Dec 23 23:05:13 +0000 2018,,,,
+3394,elonmusk,sciam,Amazing space progress by China. This year they did more orbital launches than the USA for the first time.,2511,25996,634,1076905111597662208,https://twitter.com/elonmusk/status/1076905111597662208,44196397,2018-12-23 18:19:21+00:00,Sun Dec 23 18:19:21 +0000 2018,,,,https://twitter.com/sciam/status/1076888923790553088
+3395,elonmusk,,Engineering is true magic,41721,230033,4346,1076864234695192576,https://twitter.com/elonmusk/status/1076864234695192576,44196397,2018-12-23 15:36:55+00:00,Sun Dec 23 15:36:55 +0000 2018,,,,
+3396,elonmusk,nichegamer,Yezzz,24,724,38,1076850433262444544,https://twitter.com/elonmusk/status/1076850433262444544,44196397,2018-12-23 14:42:04+00:00,Sun Dec 23 14:42:04 +0000 2018,,,,
+3397,elonmusk,LeilaniMunter,How bizarre. Sorry to hear that.,118,4647,180,1076848882196205568,https://twitter.com/elonmusk/status/1076848882196205568,44196397,2018-12-23 14:35:55+00:00,Sun Dec 23 14:35:55 +0000 2018,,,,
+3398,elonmusk,nichegamer,Putting in little outward-facing speakers would open up a lot of opportunities …,93,4567,154,1076710801283543041,https://twitter.com/elonmusk/status/1076710801283543041,44196397,2018-12-23 05:27:14+00:00,Sun Dec 23 05:27:14 +0000 2018,,,,
+3399,elonmusk,,Please put “invented car fart” on my gravestone. This is my only request.,18220,175516,2966,1076700164121751552,https://twitter.com/elonmusk/status/1076700164121751552,44196397,2018-12-23 04:44:57+00:00,Sun Dec 23 04:44:57 +0000 2018,,,,
+3400,elonmusk,elonmusk,Our superalloy foundry is now almost fully operational. This allows rapid iteration on Raptor.,66,1041,53,1076686201061404672,https://twitter.com/elonmusk/status/1076686201061404672,44196397,2018-12-23 03:49:28+00:00,Sun Dec 23 03:49:28 +0000 2018,,,,
+3401,elonmusk,Robotbeat,"SpaceX metallurgy team developed SX500 superalloy for 12000 psi, hot oxygen-rich gas. It was hard. Almost any metal turns into a flare in those conditions.",102,1152,43,1076684059827302400,https://twitter.com/elonmusk/status/1076684059827302400,44196397,2018-12-23 03:40:58+00:00,Sun Dec 23 03:40:58 +0000 2018,,,,
+3402,elonmusk,BENBALLER,Thanks!,63,1195,17,1076647564357787649,https://twitter.com/elonmusk/status/1076647564357787649,44196397,2018-12-23 01:15:57+00:00,Sun Dec 23 01:15:57 +0000 2018,,,,
+3403,elonmusk,Erdayastronaut,"It’s embarrassing that Boeing/Lockheed need to use a Russian engine on Atlas, but that engine design is brilliant",209,2130,113,1076619460562247680,https://twitter.com/elonmusk/status/1076619460562247680,44196397,2018-12-22 23:24:16+00:00,Sat Dec 22 23:24:16 +0000 2018,,,,
+3404,elonmusk,Erdayastronaut,"You def don’t want electric pumps on a rocket engine! Raptor turbopumps alone need 100,000 horsepower per engine. That’s not a typo.",77,1272,47,1076618886932353024,https://twitter.com/elonmusk/status/1076618886932353024,44196397,2018-12-22 23:21:59+00:00,Sat Dec 22 23:21:59 +0000 2018,,,,
+3405,elonmusk,Erdayastronaut,"Yes, full flow, gas-gas, staged combustion. Will take us time to work up to 300 bar. That is a mad level.",63,1279,37,1076618077301665793,https://twitter.com/elonmusk/status/1076618077301665793,44196397,2018-12-22 23:18:46+00:00,Sat Dec 22 23:18:46 +0000 2018,,,,
+3406,elonmusk,NASASpaceflight,Yes. Radically redesigned Raptor ready to fire next month.,102,1568,71,1076616737020231681,https://twitter.com/elonmusk/status/1076616737020231681,44196397,2018-12-22 23:13:27+00:00,Sat Dec 22 23:13:27 +0000 2018,,,,
+3407,elonmusk,Erdayastronaut,"Seriously! We are just on the wrong planet for SSTO. Mars, no problem.",65,1425,48,1076615094086193152,https://twitter.com/elonmusk/status/1076615094086193152,44196397,2018-12-22 23:06:55+00:00,Sat Dec 22 23:06:55 +0000 2018,,,,
+3408,elonmusk,_Synders,"Starlink V1 on Falcon, V2+ on Starship. Basically, all future products will contain either the word “star” or “link” ",74,1443,38,1076614135138312192,https://twitter.com/elonmusk/status/1076614135138312192,44196397,2018-12-22 23:03:06+00:00,Sat Dec 22 23:03:06 +0000 2018,,,,
+3409,elonmusk,ludan27,"Yes, but single stage to orbit with no payload is pointless. Add Super Heavy rocket booster & orbital payload is gigantic. Only need booster on Earth, due to deep gravity well & thick atmosphere. Starship alone on moons & Mars.",68,1175,33,1076613555091234816,https://twitter.com/elonmusk/status/1076613555091234816,44196397,2018-12-22 23:00:48+00:00,Sat Dec 22 23:00:48 +0000 2018,,,,
+3410,elonmusk,John_Gardi,Coldformed at cryo,25,867,18,1076612546793095168,https://twitter.com/elonmusk/status/1076612546793095168,44196397,2018-12-22 22:56:48+00:00,Sat Dec 22 22:56:48 +0000 2018,,,,
+3411,elonmusk,Malcolmmarsman,"This test hopper is at full body diameter of 9m / 30 ft, just not full height. Super Heavy will be full height & diameter.",50,751,26,1076612033011826688,https://twitter.com/elonmusk/status/1076612033011826688,44196397,2018-12-22 22:54:45+00:00,Sat Dec 22 22:54:45 +0000 2018,,,,
+3412,elonmusk,TheMuddySchmuck,We’re building subsections of the Starship Mk I orbital design there,37,673,14,1076611280700530688,https://twitter.com/elonmusk/status/1076611280700530688,44196397,2018-12-22 22:51:46+00:00,Sat Dec 22 22:51:46 +0000 2018,,,,
+3413,elonmusk,SidewalkSciGuy,Exactly,21,839,23,1076610926491496448,https://twitter.com/elonmusk/status/1076610926491496448,44196397,2018-12-22 22:50:21+00:00,Sat Dec 22 22:50:21 +0000 2018,,,,
+3414,elonmusk,MemesOfMars,"For sheet/plate, at supplier made to our spec. For cast, in our Hawthorne foundry.",38,969,20,1076609328239374336,https://twitter.com/elonmusk/status/1076609328239374336,44196397,2018-12-22 22:44:00+00:00,Sat Dec 22 22:44:00 +0000 2018,,,,
+3415,elonmusk,johnkrausphotos,Yes,30,959,25,1076608854643814400,https://twitter.com/elonmusk/status/1076608854643814400,44196397,2018-12-22 22:42:08+00:00,Sat Dec 22 22:42:08 +0000 2018,,,,
+3416,elonmusk,elonmusk,"I will do a full technical presentation of Starship after the test vehicle we’re building in Texas flies, so hopefully March/April",252,2340,94,1076608579652616192,https://twitter.com/elonmusk/status/1076608579652616192,44196397,2018-12-22 22:41:02+00:00,Sat Dec 22 22:41:02 +0000 2018,,,,
+3417,elonmusk,Erdayastronaut,"Yup. Actually, the only significant design element in common with early Atlas is stainless steel & we’re using a different alloy mix. I super 300 Series Stainless!",79,1708,44,1076607861952671744,https://twitter.com/elonmusk/status/1076607861952671744,44196397,2018-12-22 22:38:11+00:00,Sat Dec 22 22:38:11 +0000 2018,,,,
+3418,elonmusk,elonmusk,"While there are some material similarities, Starship is very different from the Atlas design",51,1207,38,1076606482332807168,https://twitter.com/elonmusk/status/1076606482332807168,44196397,2018-12-22 22:32:42+00:00,Sat Dec 22 22:32:42 +0000 2018,,,,
+3419,elonmusk,Erdayastronaut,"Stainless steel is correct, but different mixture of alloys & new architecture. Unlike Atlas, Starship is buckling stable on launchpad even when unpressurized.",149,2083,84,1076595190658265088,https://twitter.com/elonmusk/status/1076595190658265088,44196397,2018-12-22 21:47:50+00:00,Sat Dec 22 21:47:50 +0000 2018,,,,
+3420,elonmusk,wangmeister,"If Tesla committed delivery & customer made good faith efforts to receive before year end, Tesla will cover the tax credit difference",111,1385,76,1076554450720837632,https://twitter.com/elonmusk/status/1076554450720837632,44196397,2018-12-22 19:05:57+00:00,Sat Dec 22 19:05:57 +0000 2018,,,,
+3421,elonmusk,alan1bernard,Coming soon,28,1338,28,1076553576216850432,https://twitter.com/elonmusk/status/1076553576216850432,44196397,2018-12-22 19:02:28+00:00,Sat Dec 22 19:02:28 +0000 2018,,,,
+3422,elonmusk,wangmeister,"It will be tight, but Tesla production should have all mid-range Model 3 orders delivered by year end",32,806,14,1076553242622849024,https://twitter.com/elonmusk/status/1076553242622849024,44196397,2018-12-22 19:01:09+00:00,Sat Dec 22 19:01:09 +0000 2018,,,,
+3423,elonmusk,MikeKasprzik,Try connecting to WiFi,14,463,16,1076550054607908864,https://twitter.com/elonmusk/status/1076550054607908864,44196397,2018-12-22 18:48:29+00:00,Sat Dec 22 18:48:29 +0000 2018,,,,
+3424,elonmusk,,"Tesla has released all cars for sale where original customer can’t take delivery before year end, as well as test drive / display cars, which cost less. Reminder to US buyers that $7500 tax credit drops in half in 8 days. Order online at http://Tesla.com or visit stores.",1535,15005,854,1076549215151566848,https://twitter.com/elonmusk/status/1076549215151566848,44196397,2018-12-22 18:45:08+00:00,Sat Dec 22 18:45:08 +0000 2018,,,,http://Tesla.com
+3425,elonmusk,quantumVerd,Only if Dawkins joins,552,10815,206,1076387441915752454,https://twitter.com/elonmusk/status/1076387441915752454,44196397,2018-12-22 08:02:19+00:00,Sat Dec 22 08:02:19 +0000 2018,,,,
+3426,elonmusk,Quillette,Interesting,1855,37288,658,1076386406698602497,https://twitter.com/elonmusk/status/1076386406698602497,44196397,2018-12-22 07:58:12+00:00,Sat Dec 22 07:58:12 +0000 2018,,,,
+3427,elonmusk,Shedletsky, ,59,3158,53,1076082661016297472,https://twitter.com/elonmusk/status/1076082661016297472,44196397,2018-12-21 11:51:13+00:00,Fri Dec 21 11:51:13 +0000 2018,,,,
+3428,elonmusk,, Bajirao Mastani https://m.youtube.com/watch?v=h6lHUn20J5g,11954,61881,4162,1076081614562578432,https://twitter.com/elonmusk/status/1076081614562578432,44196397,2018-12-21 11:47:04+00:00,Fri Dec 21 11:47:04 +0000 2018,,,,https://m.youtube.com/watch?v=h6lHUn20J5g
+3429,elonmusk,,"Anxiety is a scalar, fear is a vector",36496,169131,3215,1076020860173996032,https://twitter.com/elonmusk/status/1076020860173996032,44196397,2018-12-21 07:45:39+00:00,Fri Dec 21 07:45:39 +0000 2018,,,,
+3430,elonmusk,MiLeung,Yes,63,2187,53,1075999978420547585,https://twitter.com/elonmusk/status/1075999978420547585,44196397,2018-12-21 06:22:40+00:00,Fri Dec 21 06:22:40 +0000 2018,,,,
+3431,elonmusk,chrinder,Haha,94,4005,41,1075999491159818240,https://twitter.com/elonmusk/status/1075999491159818240,44196397,2018-12-21 06:20:44+00:00,Fri Dec 21 06:20:44 +0000 2018,,,,
+3432,elonmusk,WWERollins,Namaste ,1357,27926,547,1075996412985241600,https://twitter.com/elonmusk/status/1075996412985241600,44196397,2018-12-21 06:08:30+00:00,Fri Dec 21 06:08:30 +0000 2018,,,,
+3433,elonmusk,Taraustralis,Needs a warmup,436,12934,464,1075926481421897728,https://twitter.com/elonmusk/status/1075926481421897728,44196397,2018-12-21 01:30:37+00:00,Fri Dec 21 01:30:37 +0000 2018,,,,
+3434,elonmusk,Space_Station,Must feel amazing up there in microgravity zooming around the Earth every 90 minutes! Hope you have a Merry Christmas!,321,8806,132,1075790799982419968,https://twitter.com/elonmusk/status/1075790799982419968,44196397,2018-12-20 16:31:28+00:00,Thu Dec 20 16:31:28 +0000 2018,,,,
+3435,elonmusk,JohnKasich,"Thanks, will consider next year",519,17843,316,1075776717011050496,https://twitter.com/elonmusk/status/1075776717011050496,44196397,2018-12-20 15:35:30+00:00,Thu Dec 20 15:35:30 +0000 2018,,,,
+3436,elonmusk,nichegamer,"So long as the tunnels are spaced about one diameter apart, most of the stress will flow around them, but this won’t matter for the first few layers",42,927,29,1075624663546441728,https://twitter.com/elonmusk/status/1075624663546441728,44196397,2018-12-20 05:31:18+00:00,Thu Dec 20 05:31:18 +0000 2018,,,,
+3437,elonmusk,,Tesla phone app release next week will enable service scheduling in 2 mins with a few taps. No more need to call!,1333,23799,732,1075584037115158530,https://twitter.com/elonmusk/status/1075584037115158530,44196397,2018-12-20 02:49:52+00:00,Thu Dec 20 02:49:52 +0000 2018,,,,
+3438,elonmusk,wolfejosh, ,24,684,51,1075577037803245568,https://twitter.com/elonmusk/status/1075577037803245568,44196397,2018-12-20 02:22:03+00:00,Thu Dec 20 02:22:03 +0000 2018,,,,
+3439,elonmusk,Itsjoeco, ,22,784,44,1075567834506321920,https://twitter.com/elonmusk/status/1075567834506321920,44196397,2018-12-20 01:45:29+00:00,Thu Dec 20 01:45:29 +0000 2018,,,,
+3440,elonmusk,wolfejosh, ,122,3207,127,1075565544676290560,https://twitter.com/elonmusk/status/1075565544676290560,44196397,2018-12-20 01:36:23+00:00,Thu Dec 20 01:36:23 +0000 2018,,,,
+3441,elonmusk,,"As a thank you to Tesla short sellers, we named a after them haha",1677,15818,723,1075561530081521664,https://twitter.com/elonmusk/status/1075561530081521664,44196397,2018-12-20 01:20:26+00:00,Thu Dec 20 01:20:26 +0000 2018,,,,https://techcrunch.com/2018/12/19/listen-to-a-tesla-make-6-farting-noises-on-demand/
+3442,elonmusk,c7five, ,12,534,19,1075523305489068032,https://twitter.com/elonmusk/status/1075523305489068032,44196397,2018-12-19 22:48:32+00:00,Wed Dec 19 22:48:32 +0000 2018,,,,
+3443,elonmusk,,"Perhaps lost in the transport debate is that @boringcompany built a 6000 ft tunnel in LA for ~$10M with V1 (Godot). Next tunnel will be made with V2 (Line-Storm). V3 (Prufrock), aspirationally 10X better, should be operational next year. For reference:",1633,13635,707,1075518412200144896,https://twitter.com/elonmusk/status/1075518412200144896,44196397,2018-12-19 22:29:06+00:00,Wed Dec 19 22:29:06 +0000 2018,,@boringcompany,,https://www.citylab.com/transportation/2018/01/why-its-so-expensive-to-build-urban-rail-in-the-us/551408/
+3444,elonmusk,,Join our underground movement!,9463,130178,4216,1075509421260697602,https://twitter.com/elonmusk/status/1075509421260697602,44196397,2018-12-19 21:53:22+00:00,Wed Dec 19 21:53:22 +0000 2018,,,,
+3445,elonmusk,DeadstockNYC,"Reverse back down (using same roller guide wheels, so no skill required) & tow or flatbed it out",16,483,12,1075508694832406531,https://twitter.com/elonmusk/status/1075508694832406531,44196397,2018-12-19 21:50:29+00:00,Wed Dec 19 21:50:29 +0000 2018,,,,
+3446,elonmusk,vicentes,Ok ,54,1557,36,1075507842826723328,https://twitter.com/elonmusk/status/1075507842826723328,44196397,2018-12-19 21:47:06+00:00,Wed Dec 19 21:47:06 +0000 2018,,,,
+3447,elonmusk,EcoHeliGuy,Autopilot doesn’t need the guide wheels. They’re only there if there is a complete system failure. Turns will definitely be banked in future.,39,617,27,1075479386839642112,https://twitter.com/elonmusk/status/1075479386839642112,44196397,2018-12-19 19:54:01+00:00,Wed Dec 19 19:54:01 +0000 2018,,,,
+3448,elonmusk,,Are tunnels safe in an earthquake?,4379,40694,960,1075477156199710720,https://twitter.com/elonmusk/status/1075477156199710720,44196397,2018-12-19 19:45:10+00:00,Wed Dec 19 19:45:10 +0000 2018,,,,
+3449,elonmusk,Robotbeat,Exactly,24,477,33,1075475853516001281,https://twitter.com/elonmusk/status/1075475853516001281,44196397,2018-12-19 19:39:59+00:00,Wed Dec 19 19:39:59 +0000 2018,,,,
+3450,elonmusk,Erdayastronaut,"The guides are basically just a wheel, a shock absorber & a solenoid. Costs a few hundred dollars in volume.",37,786,43,1075475761581027328,https://twitter.com/elonmusk/status/1075475761581027328,44196397,2018-12-19 19:39:37+00:00,Wed Dec 19 19:39:37 +0000 2018,,,,
+3451,elonmusk,MattRemp,"Yeah, it would allow many streets to become parks and walking areas. Less concrete, more trees.",75,1054,44,1075474965632212992,https://twitter.com/elonmusk/status/1075474965632212992,44196397,2018-12-19 19:36:27+00:00,Wed Dec 19 19:36:27 +0000 2018,,,,
+3452,elonmusk,MemesOfMars,"Probably only need three types: straight ramp, spiral ramp & elevator. Latter only for tight spaces.",28,581,9,1075474378148667392,https://twitter.com/elonmusk/status/1075474378148667392,44196397,2018-12-19 19:34:07+00:00,Wed Dec 19 19:34:07 +0000 2018,,,,
+3453,elonmusk,ElSchumi,"Passive lateral safety is required by regulators & I think they’re right. Might be able to build this into the tunnel wall though. So long as the vehicle is prevented by physics from rolling or jackknifing, there is probably a good safety argument.",28,479,16,1075473821937717248,https://twitter.com/elonmusk/status/1075473821937717248,44196397,2018-12-19 19:31:55+00:00,Wed Dec 19 19:31:55 +0000 2018,,,,
+3454,elonmusk,FredericLambert,"You’re right. We did have a sim ready, but it was confusing, so I didn’t include it. We’re working on one that makes things clear.",50,1446,41,1075472770358697984,https://twitter.com/elonmusk/status/1075472770358697984,44196397,2018-12-19 19:27:44+00:00,Wed Dec 19 19:27:44 +0000 2018,,,,
+3455,elonmusk,elonmusk,"Pop up, park and walk!",24,560,11,1075471897775681536,https://twitter.com/elonmusk/status/1075471897775681536,44196397,2018-12-19 19:24:16+00:00,Wed Dec 19 19:24:16 +0000 2018,,,,
+3456,elonmusk,realkrauswife,I know that area well. Best would be to add ramps into the tunnel system from the basement levels of the parking lots surrounding 3rd St.,28,576,10,1075471709224849408,https://twitter.com/elonmusk/status/1075471709224849408,44196397,2018-12-19 19:23:31+00:00,Wed Dec 19 19:23:31 +0000 2018,,,,
+3457,elonmusk,,"If all vehicles were densely seated buses, throughput in excess of 100,000 people per hour per lane is possible, but better to offer a range of vehicles & let people decide what makes them happy",535,11786,337,1075470694568288256,https://twitter.com/elonmusk/status/1075470694568288256,44196397,2018-12-19 19:19:29+00:00,Wed Dec 19 19:19:29 +0000 2018,,,,
+3458,elonmusk,,"A variety of vehicles, like normal roads, from a small car to a densely seated bus. Must be seated & belted for high speed safety.",436,10407,143,1075469603503915008,https://twitter.com/elonmusk/status/1075469603503915008,44196397,2018-12-19 19:15:09+00:00,Wed Dec 19 19:15:09 +0000 2018,,,,
+3459,elonmusk,,Next step for @BoringCompany Loop is demonstrating high throughput at high speed. Target is 4000 vehicles/hour at 155mph (250km/h).,2414,28488,893,1075468125221441536,https://twitter.com/elonmusk/status/1075468125221441536,44196397,2018-12-19 19:09:16+00:00,Wed Dec 19 19:09:16 +0000 2018,,@boringcompany,,
+3460,elonmusk,joshjob42,Precisely,44,1086,62,1075238526566916101,https://twitter.com/elonmusk/status/1075238526566916101,44196397,2018-12-19 03:56:56+00:00,Wed Dec 19 03:56:56 +0000 2018,,,,
+3461,elonmusk,,Presentation starting at 8:15,357,8574,376,1075238045731811328,https://twitter.com/elonmusk/status/1075238045731811328,44196397,2018-12-19 03:55:01+00:00,Wed Dec 19 03:55:01 +0000 2018,,,,
+3462,elonmusk,CasPiancey,"This *is* affordable mass transit, but better in that it takes you where and when you to go",61,1093,71,1075233198181761029,https://twitter.com/elonmusk/status/1075233198181761029,44196397,2018-12-19 03:35:45+00:00,Wed Dec 19 03:35:45 +0000 2018,,,,
+3463,elonmusk,,"The demo ride takes you in *same* car on road, down elevator, zips through tunnel using guide wheels, up elevator at destination & then drives on normal roads back to start",1548,24475,586,1075232313082929154,https://twitter.com/elonmusk/status/1075232313082929154,44196397,2018-12-19 03:32:14+00:00,Wed Dec 19 03:32:14 +0000 2018,,,,
+3464,elonmusk,flaneur,"Actually way more capacity, way faster & way more convenient. Subways are fine, but it’s time to upgrade to something better.",186,2965,191,1075230308545454080,https://twitter.com/elonmusk/status/1075230308545454080,44196397,2018-12-19 03:24:17+00:00,Wed Dec 19 03:24:17 +0000 2018,,,,
+3465,elonmusk,,All Boring Loops will include continuously circulating cars dedicated to pedestrians & cyclists,935,15842,290,1075229709393252352,https://twitter.com/elonmusk/status/1075229709393252352,44196397,2018-12-19 03:21:54+00:00,Wed Dec 19 03:21:54 +0000 2018,,,,
+3466,elonmusk,,"Capable of traveling safely at over 150mph. At that speed, it will feel like teleporting within a city.",1648,21752,392,1075229250817470464,https://twitter.com/elonmusk/status/1075229250817470464,44196397,2018-12-19 03:20:04+00:00,Wed Dec 19 03:20:04 +0000 2018,,,,
+3467,elonmusk,alanrrios,Yes,46,1065,30,1075228679221858304,https://twitter.com/elonmusk/status/1075228679221858304,44196397,2018-12-19 03:17:48+00:00,Wed Dec 19 03:17:48 +0000 2018,,,,
+3468,elonmusk,,"This can be applied to any autonomous, electric vehicle, not just Tesla",806,15195,269,1075227724430471168,https://twitter.com/elonmusk/status/1075227724430471168,44196397,2018-12-19 03:14:00+00:00,Wed Dec 19 03:14:00 +0000 2018,,,,
+3469,elonmusk,,Tesla in @boringcompany tunnel with retractable wheel gear that turns a car into a rail-guided train &amp; back again,8842,59303,1580,1075227467239940096,https://twitter.com/elonmusk/status/1075227467239940096,44196397,2018-12-19 03:12:59+00:00,Wed Dec 19 03:12:59 +0000 2018,,@boringcompany,,
+3470,elonmusk,,Boring product launch will be streamed live at 8pm California time tonight,2764,22301,746,1075152373880782848,https://twitter.com/elonmusk/status/1075152373880782848,44196397,2018-12-18 22:14:35+00:00,Tue Dec 18 22:14:35 +0000 2018,,,,http://boringcompany.com
+3471,elonmusk,kirstenkorosec,Boring is developing an entirely new system of transport,42,607,51,1075144691786539008,https://twitter.com/elonmusk/status/1075144691786539008,44196397,2018-12-18 21:44:04+00:00,Tue Dec 18 21:44:04 +0000 2018,,,,
+3472,elonmusk,elonmusk,Same applies to those who didn’t order PUP,31,586,76,1075138226094989312,https://twitter.com/elonmusk/status/1075138226094989312,44196397,2018-12-18 21:18:22+00:00,Tue Dec 18 21:18:22 +0000 2018,,,,
+3473,elonmusk,TweetReinhard,Exactly. It’s a good way to go. Get people with more money to pay for the development!,24,663,18,1075131830913777664,https://twitter.com/elonmusk/status/1075131830913777664,44196397,2018-12-18 20:52:58+00:00,Tue Dec 18 20:52:58 +0000 2018,,,,
+3474,elonmusk,flcnhvy,"Yeah, I wrote that back in 2006, almost 13 years ago!",41,843,22,1075131440688287744,https://twitter.com/elonmusk/status/1075131440688287744,44196397,2018-12-18 20:51:25+00:00,Tue Dec 18 20:51:25 +0000 2018,,,,
+3475,elonmusk,TechCrunch,"Clayton is wrong. New tech is always expensive. Tech disruption occurs at *high end*, eg computers & cell phones. It takes many design iterations & vast economies of scale to achieve mass market affordability.",523,6465,220,1075126514851602432,https://twitter.com/elonmusk/status/1075126514851602432,44196397,2018-12-18 20:31:50+00:00,Tue Dec 18 20:31:50 +0000 2018,,,,
+3476,elonmusk,Teslarati,Honored to work with amazing teams at SpaceX & Tesla!,2175,35772,689,1075047498379653120,https://twitter.com/elonmusk/status/1075047498379653120,44196397,2018-12-18 15:17:51+00:00,Tue Dec 18 15:17:51 +0000 2018,,,,https://twitter.com/Teslarati/status/1075002416830054402
+3477,elonmusk,realrobcopeland,Totally false. Buried in this incredibly misleading WSJ article is the actual statement from Thiel’s Founder’s Fund: “we have no concerns whatsoever.”,1033,19337,465,1074918904852504576,https://twitter.com/elonmusk/status/1074918904852504576,44196397,2018-12-18 06:46:52+00:00,Tue Dec 18 06:46:52 +0000 2018,,,,
+3478,elonmusk,cleantechnica,"Same facts, same period of time, but extremely different reporting",373,8571,210,1074539163322540038,https://twitter.com/elonmusk/status/1074539163322540038,44196397,2018-12-17 05:37:55+00:00,Mon Dec 17 05:37:55 +0000 2018,,,,
+3479,elonmusk,cuppykait,‘Tis,47,2235,82,1074203983185567744,https://twitter.com/elonmusk/status/1074203983185567744,44196397,2018-12-16 07:26:01+00:00,Sun Dec 16 07:26:01 +0000 2018,,,,
+3480,elonmusk,w00ki33,Medieval Futurism,5385,66470,1054,1074203199496540160,https://twitter.com/elonmusk/status/1074203199496540160,44196397,2018-12-16 07:22:55+00:00,Sun Dec 16 07:22:55 +0000 2018,,,,https://twitter.com/w00ki33/status/1074028244813279232
+3481,elonmusk,,Tesla app almost done. Important to get every note right!,1490,36173,859,1074175529413074944,https://twitter.com/elonmusk/status/1074175529413074944,44196397,2018-12-16 05:32:58+00:00,Sun Dec 16 05:32:58 +0000 2018,,,,
+3482,elonmusk,richardbranson,Thanks!,73,1928,64,1074154185543696384,https://twitter.com/elonmusk/status/1074154185543696384,44196397,2018-12-16 04:08:09+00:00,Sun Dec 16 04:08:09 +0000 2018,,,,
+3483,elonmusk,jallen0472,The white seats are actually extremely stain resistant. You can spill red wine on the seats & just wipe it off.,97,1623,101,1074057626550296576,https://twitter.com/elonmusk/status/1074057626550296576,44196397,2018-12-15 21:44:27+00:00,Sat Dec 15 21:44:27 +0000 2018,,,,
+3484,elonmusk,richardbranson,Congratulations!,429,13740,141,1074053000807608320,https://twitter.com/elonmusk/status/1074053000807608320,44196397,2018-12-15 21:26:04+00:00,Sat Dec 15 21:26:04 +0000 2018,,,,
+3485,elonmusk,,"In other words, you may be able to get a Tesla before the $7500 US tax credit drops in 2 weeks, even if you haven’t placed an order yet",530,9535,404,1074027943150551040,https://twitter.com/elonmusk/status/1074027943150551040,44196397,2018-12-15 19:46:30+00:00,Sat Dec 15 19:46:30 +0000 2018,,,,
+3486,elonmusk,ErikVlugt,You got it,27,1503,52,1074023720094642176,https://twitter.com/elonmusk/status/1074023720094642176,44196397,2018-12-15 19:29:43+00:00,Sat Dec 15 19:29:43 +0000 2018,,,,
+3487,elonmusk,annerajb,Pretty good. I have confirmation turned off on my engineering build & interventions are rare. Probably ready to enable no confirmation setting next month.,46,1090,40,1074022188108267520,https://twitter.com/elonmusk/status/1074022188108267520,44196397,2018-12-15 19:23:38+00:00,Sat Dec 15 19:23:38 +0000 2018,,,,
+3488,elonmusk,,,11091,103547,1537,1073849739257438208,https://twitter.com/elonmusk/status/1073849739257438208,44196397,2018-12-15 07:58:23+00:00,Sat Dec 15 07:58:23 +0000 2018,,,,
+3489,elonmusk,, ,17,928,28,1073689393053855744,https://twitter.com/elonmusk/status/1073689393053855744,44196397,2018-12-14 21:21:14+00:00,Fri Dec 14 21:21:14 +0000 2018,,,,
+3490,elonmusk,dominoPit,Zero Suit ,975,5391,132,1073507274419621888,https://twitter.com/elonmusk/status/1073507274419621888,44196397,2018-12-14 09:17:33+00:00,Fri Dec 14 09:17:33 +0000 2018,,,,
+3491,elonmusk,jeffects01,God Fire,58,2003,81,1073429206321623040,https://twitter.com/elonmusk/status/1073429206321623040,44196397,2018-12-14 04:07:20+00:00,Fri Dec 14 04:07:20 +0000 2018,,,,
+3492,elonmusk,, ramen is sooo good ,70282,329007,6780,1073427527169761280,https://twitter.com/elonmusk/status/1073427527169761280,44196397,2018-12-14 04:00:40+00:00,Fri Dec 14 04:00:40 +0000 2018,,,,
+3493,elonmusk,EricIdle,Exactly ,49,2865,53,1073423464155889665,https://twitter.com/elonmusk/status/1073423464155889665,44196397,2018-12-14 03:44:31+00:00,Fri Dec 14 03:44:31 +0000 2018,,,,
+3494,elonmusk,businessinsider,This part is true. I was trying to explain that we don’t want our cars to have a “tinny” sound.,475,10101,345,1073272004185272326,https://twitter.com/elonmusk/status/1073272004185272326,44196397,2018-12-13 17:42:40+00:00,Thu Dec 13 17:42:40 +0000 2018,,,,https://m.youtube.com/watch?v=-gwXJsWHupg
+3495,elonmusk,John_Papa,You should def have a loaner. Will take care of it.,332,17286,226,1072865428047720450,https://twitter.com/elonmusk/status/1072865428047720450,44196397,2018-12-12 14:47:05+00:00,Wed Dec 12 14:47:05 +0000 2018,,,,
+3496,elonmusk,Malcolmmarsman,Seems likely that we’ll be able to reuse fairings that soft-landed in the ocean. May not need net at all. Would still love to see the catch happen though ,102,1530,118,1072534901919006720,https://twitter.com/elonmusk/status/1072534901919006720,44196397,2018-12-11 16:53:42+00:00,Tue Dec 11 16:53:42 +0000 2018,,,,
+3497,elonmusk,business,"Incorrect. “Chairman” is an honorific, not executive role, which means it’s not needed to run Tesla. Will retire that title at Tesla in 3 years. 60 Mins edited out end of my sentence, where I said I could do whatever I want. They cut “provided I have the support of shareholders”.",2984,38400,847,1072528643488972802,https://twitter.com/elonmusk/status/1072528643488972802,44196397,2018-12-11 16:28:49+00:00,Tue Dec 11 16:28:49 +0000 2018,,,,
+3498,elonmusk,annerajb,About 10 to 14 days,36,786,46,1072494979552030721,https://twitter.com/elonmusk/status/1072494979552030721,44196397,2018-12-11 14:15:03+00:00,Tue Dec 11 14:15:03 +0000 2018,,,,
+3499,elonmusk,,"Also, Tesla policy is that if you order a car without a test drive you get 3 days to return for full refund vs 1 day if you do get a test drive (resources are overbooked)",382,7717,287,1072494458376257537,https://twitter.com/elonmusk/status/1072494458376257537,44196397,2018-12-11 14:12:59+00:00,Tue Dec 11 14:12:59 +0000 2018,,,,
+3500,elonmusk,,"Important note for US Tesla buyers: Federal tax credit drops by $3750 in 3 weeks. To be on the cancellation waitlist for delivery this year or if you want a display car, order at http://Tesla.com or visit our stores. Full refund if Tesla can’t deliver your car this year.",1287,12132,711,1072493437264515073,https://twitter.com/elonmusk/status/1072493437264515073,44196397,2018-12-11 14:08:56+00:00,Tue Dec 11 14:08:56 +0000 2018,,,,http://Tesla.com
+3501,elonmusk,erikstorli,No need to wait. It’s super easy to swap the HW2 and HW3 computers. Sensors are the same.,37,642,24,1072489892821774336,https://twitter.com/elonmusk/status/1072489892821774336,44196397,2018-12-11 13:54:51+00:00,Tue Dec 11 13:54:51 +0000 2018,,,,
+3502,elonmusk,lgebman,I’m dying to make a pickup truck so bad … we might have a prototype to unveil next year,310,4154,306,1072488765753618437,https://twitter.com/elonmusk/status/1072488765753618437,44196397,2018-12-11 13:50:22+00:00,Tue Dec 11 13:50:22 +0000 2018,,,,
+3503,elonmusk,jpjstevenson,Yes,19,1225,16,1072488422122668032,https://twitter.com/elonmusk/status/1072488422122668032,44196397,2018-12-11 13:49:00+00:00,Tue Dec 11 13:49:00 +0000 2018,,,,
+3504,elonmusk,InsideEVs,"Love that people are buying a Tesla for the product itself, even if they don’t believe in climate change. Not everyone can be convinced about global warming, but if an electric car is simply the best product, they don’t need to be.",4955,46049,1775,1072488092089618432,https://twitter.com/elonmusk/status/1072488092089618432,44196397,2018-12-11 13:47:41+00:00,Tue Dec 11 13:47:41 +0000 2018,,,,https://twitter.com/InsideEVs/status/1072485984628105219
+3505,elonmusk,vincent13031925,Probably next month,32,1180,33,1072479178400915461,https://twitter.com/elonmusk/status/1072479178400915461,44196397,2018-12-11 13:12:16+00:00,Tue Dec 11 13:12:16 +0000 2018,,,,
+3506,elonmusk,teslectrics,You’re right. There was a ton of footage with many people at Tesla that would be great to share. Longer pieces like we did with @MKBHD tell a more interesting story.,136,4360,89,1072477936035512320,https://twitter.com/elonmusk/status/1072477936035512320,44196397,2018-12-11 13:07:20+00:00,Tue Dec 11 13:07:20 +0000 2018,,@MKBHD,,
+3507,elonmusk,girip_1,"We’re opening a lot of Tesla service centers next year, including Knoxville. Tesla will post upcoming city opening map this week.",86,708,62,1072466999249420288,https://twitter.com/elonmusk/status/1072466999249420288,44196397,2018-12-11 12:23:52+00:00,Tue Dec 11 12:23:52 +0000 2018,,,,
+3508,elonmusk,fluffypony,Probably end of next year,94,918,112,1072382521843875840,https://twitter.com/elonmusk/status/1072382521843875840,44196397,2018-12-11 06:48:11+00:00,Tue Dec 11 06:48:11 +0000 2018,,,,
+3509,elonmusk,DOfaquarius,So true ,47,1331,56,1072379902102552576,https://twitter.com/elonmusk/status/1072379902102552576,44196397,2018-12-11 06:37:47+00:00,Tue Dec 11 06:37:47 +0000 2018,,,,
+3510,elonmusk,60Minutes,This is a very misleading edit. Please post the full transcript where I complete the sentence.,6668,94545,1742,1072373731039870979,https://twitter.com/elonmusk/status/1072373731039870979,44196397,2018-12-11 06:13:15+00:00,Tue Dec 11 06:13:15 +0000 2018,,,,
+3511,elonmusk,JohnnaCrider1,"60 Mins actually had several hours of interview time, which they distilled to 14 mins. Many stories could been told with that time. This was accurate as viewed from an Upper East Side Manhattan dinner party.",128,1323,164,1072351502654672897,https://twitter.com/elonmusk/status/1072351502654672897,44196397,2018-12-11 04:44:56+00:00,Tue Dec 11 04:44:56 +0000 2018,,,,
+3512,elonmusk,MesQueUnBanjo,We are awaiting EU regulatory approval for this release,38,1132,65,1071877210863099904,https://twitter.com/elonmusk/status/1071877210863099904,44196397,2018-12-09 21:20:16+00:00,Sun Dec 09 21:20:16 +0000 2018,,,,
+3513,elonmusk,ghhaugen,"Full self-driving option is required with the Tesla designed hardware 3 computer. This is a simple plug in replacement for the NVidia computer, but has over 10X the image processing ability.",97,1268,83,1071846591693090816,https://twitter.com/elonmusk/status/1071846591693090816,44196397,2018-12-09 19:18:36+00:00,Sun Dec 09 19:18:36 +0000 2018,,,,
+3514,elonmusk,,"Already testing traffic lights, stop signs & roundabouts in development software. Your Tesla will soon be able to go from your garage at home to parking at work with no driver input at all.",5317,51591,1431,1071845439140327424,https://twitter.com/elonmusk/status/1071845439140327424,44196397,2018-12-09 19:14:01+00:00,Sun Dec 09 19:14:01 +0000 2018,,,,
+3515,elonmusk,,"If you have a Tesla built in past 2 years, definitely try Navigate on Autopilot. It will blow your mind. Automatically passes slow cars & takes highway interchanges & off-ramps.",5318,73970,1739,1071844948553609216,https://twitter.com/elonmusk/status/1071844948553609216,44196397,2018-12-09 19:12:04+00:00,Sun Dec 09 19:12:04 +0000 2018,,,,
+3516,elonmusk,RenataKonkoly,Machete!!,364,9266,167,1071843189705719808,https://twitter.com/elonmusk/status/1071843189705719808,44196397,2018-12-09 19:05:04+00:00,Sun Dec 09 19:05:04 +0000 2018,,,,
+3517,elonmusk,danwat1234,"It was supposed to be, but that was a dumb decision. In the end, Roadster only had 7% of parts in common with the Lotus Elise or any other car.",32,743,11,1071842188630192129,https://twitter.com/elonmusk/status/1071842188630192129,44196397,2018-12-09 19:01:06+00:00,Sun Dec 09 19:01:06 +0000 2018,,,,
+3518,elonmusk,,"Major credit to AC Propulsion for the tzero electric sports car 1997-2003 that inspired Tesla Roadster. Without that, Tesla wouldn’t exist or would have started much later.",744,11459,251,1071840664562786304,https://twitter.com/elonmusk/status/1071840664562786304,44196397,2018-12-09 18:55:02+00:00,Sun Dec 09 18:55:02 +0000 2018,,,,
+3519,elonmusk,nichegamer,"Yeah, we wanted to name our company after Tesla, the great scientist/engineer, but use of the Tesla name in automotive was already trademarked in the US, Europe & later China.",96,2239,80,1071619073434238977,https://twitter.com/elonmusk/status/1071619073434238977,44196397,2018-12-09 04:14:31+00:00,Sun Dec 09 04:14:31 +0000 2018,,,,
+3520,elonmusk,brandonorselli,"Buying http://Tesla.com took over a decade, $11M &amp; amazing amount of effort. Didn’t like http://teslamotors.com even when we were only making .",260,3604,74,1071617709413003264,https://twitter.com/elonmusk/status/1071617709413003264,44196397,2018-12-09 04:09:06+00:00,Sun Dec 09 04:09:06 +0000 2018,,,,"http://Tesla.com,http://teslamotors.com"
+3521,elonmusk,60Minutes,"Tesla history trivia: we didn’t actually come up with the Tesla Motors name. Bought trademark off Brad Siewert for $75k in late 2004. He’d originally filed for it in 1994. Our alternative name was Faraday, which was used by a competitor several years later.",5067,49616,1180,1071613648085311488,https://twitter.com/elonmusk/status/1071613648085311488,44196397,2018-12-09 03:52:57+00:00,Sun Dec 09 03:52:57 +0000 2018,,,,https://twitter.com/60Minutes/status/1071174335778447361
+3522,elonmusk,Malcolmmarsman,"Both, but demo Starship is being built now, whereas Super Heavy hardware will start getting built in spring",86,1021,40,1071610949432356864,https://twitter.com/elonmusk/status/1071610949432356864,44196397,2018-12-09 03:42:14+00:00,Sun Dec 09 03:42:14 +0000 2018,,,,
+3523,elonmusk,elonmusk,But cool pics of the demo Starship that will fly suborbital hops coming in ~4 weeks,270,2448,96,1071610505406513153,https://twitter.com/elonmusk/status/1071610505406513153,44196397,2018-12-09 03:40:28+00:00,Sun Dec 09 03:40:28 +0000 2018,,,,
+3524,elonmusk,Erdayastronaut,Yes,28,1079,24,1071609875795333121,https://twitter.com/elonmusk/status/1071609875795333121,44196397,2018-12-09 03:37:58+00:00,Sun Dec 09 03:37:58 +0000 2018,,,,
+3525,elonmusk,cleantechnica,Interesting,106,3538,81,1071609173568147456,https://twitter.com/elonmusk/status/1071609173568147456,44196397,2018-12-09 03:35:11+00:00,Sun Dec 09 03:35:11 +0000 2018,,,,
+3526,elonmusk,elonmusk,"Fairly heavy metal, but extremely strong",61,1626,138,1071578086418788352,https://twitter.com/elonmusk/status/1071578086418788352,44196397,2018-12-09 01:31:39+00:00,Sun Dec 09 01:31:39 +0000 2018,,,,
+3527,elonmusk,Erdayastronaut,The new design is metal,91,1724,93,1071572534921900033,https://twitter.com/elonmusk/status/1071572534921900033,44196397,2018-12-09 01:09:35+00:00,Sun Dec 09 01:09:35 +0000 2018,,,,
+3528,elonmusk,Erdayastronaut,"As far as we know, it’s the largest single piece titanium casting in the world. Major improvement over the old aluminum grid fins, as the titanium doesn’t need heat shielding or even paint.",158,2833,124,1071531687220113408,https://twitter.com/elonmusk/status/1071531687220113408,44196397,2018-12-08 22:27:16+00:00,Sat Dec 08 22:27:16 +0000 2018,,,,
+3529,elonmusk,,Boring Company product launch on Dec 18. More than a tunnel opening. Will include modded but fully road legal autonomous transport cars & ground to tunnel car elevators.,6206,64302,1356,1070834865619259393,https://twitter.com/elonmusk/status/1070834865619259393,44196397,2018-12-07 00:18:21+00:00,Fri Dec 07 00:18:21 +0000 2018,,,,
+3530,elonmusk,,Tracking shot of Falcon water landing,18503,126087,3142,1070446975642812416,https://twitter.com/elonmusk/status/1070446975642812416,44196397,2018-12-05 22:37:01+00:00,Wed Dec 05 22:37:01 +0000 2018,,,,
+3531,elonmusk,,"Engines stabilized rocket spin just in time, enabling an intact landing in water! Ships en route to rescue Falcon.",16897,104575,3081,1070399755526656000,https://twitter.com/elonmusk/status/1070399755526656000,44196397,2018-12-05 19:29:23+00:00,Wed Dec 05 19:29:23 +0000 2018,,,,
+3532,elonmusk,DJSnM,"Pump is single string. Some landing systems are not redundant, as landing is considered ground safety critical, but not mission critical. Given this event, we will likely add a backup pump & lines.",310,4060,130,1070388894875545600,https://twitter.com/elonmusk/status/1070388894875545600,44196397,2018-12-05 18:46:14+00:00,Wed Dec 05 18:46:14 +0000 2018,,,,
+3533,elonmusk,Dragonmaurizio,We may use it for an internal SpaceX mission,143,3156,132,1070387162892259329,https://twitter.com/elonmusk/status/1070387162892259329,44196397,2018-12-05 18:39:21+00:00,Wed Dec 05 18:39:21 +0000 2018,,,,
+3534,elonmusk,markkrieger,"Yes, cutaway was a mistake. We will show all footage, good or bad.",497,7426,253,1070386554068119553,https://twitter.com/elonmusk/status/1070386554068119553,44196397,2018-12-05 18:36:55+00:00,Wed Dec 05 18:36:55 +0000 2018,,,,
+3535,elonmusk,,"Grid fin hydraulic pump stalled, so Falcon landed just out to sea. Appears to be undamaged & is transmitting data. Recovery ship dispatched.",3541,38896,1448,1070386062164283392,https://twitter.com/elonmusk/status/1070386062164283392,44196397,2018-12-05 18:34:58+00:00,Wed Dec 05 18:34:58 +0000 2018,,,,
+3536,elonmusk,SpaceX,Falcon/Dragon launch to @Space_Station in 9 minutes,1096,12643,371,1070379292482129920,https://twitter.com/elonmusk/status/1070379292482129920,44196397,2018-12-05 18:08:04+00:00,Wed Dec 05 18:08:04 +0000 2018,,@Space_Station,,https://twitter.com/SpaceX/status/1070377864611033088
+3537,elonmusk,mattbeckman,Us too sigh,26,876,69,1070036909777313792,https://twitter.com/elonmusk/status/1070036909777313792,44196397,2018-12-04 19:27:34+00:00,Tue Dec 04 19:27:34 +0000 2018,,,,
+3538,elonmusk,,"Falcon fairing halves missed the net, but touched down softly in the water. Mr Steven is picking them up. Plan is to dry them out & launch again. Nothing wrong with a little swim.",3638,57849,1528,1069679948103847939,https://twitter.com/elonmusk/status/1069679948103847939,44196397,2018-12-03 19:49:07+00:00,Mon Dec 03 19:49:07 +0000 2018,,,,
+3539,elonmusk,SpaceX,64 satellites on this flight!,1652,20938,631,1069678336886984704,https://twitter.com/elonmusk/status/1069678336886984704,44196397,2018-12-03 19:42:43+00:00,Mon Dec 03 19:42:43 +0000 2018,,,,https://twitter.com/SpaceX/status/1069675820770222080
+3540,elonmusk,Jennerator211,"We’re adding police car, fire truck & ambulance to the Tesla neural net in coming months",100,1237,100,1069416551038640129,https://twitter.com/elonmusk/status/1069416551038640129,44196397,2018-12-03 02:22:29+00:00,Mon Dec 03 02:22:29 +0000 2018,,,,
+3541,elonmusk,JohnnaCrider1,"Exactly. Default Autopilot behavior, if there’s no driver input, is to slow gradually to a stop & turn on hazard lights. Tesla service then contacts the owner. Looking into what happened here.",72,986,78,1069408498260164614,https://twitter.com/elonmusk/status/1069408498260164614,44196397,2018-12-03 01:50:29+00:00,Mon Dec 03 01:50:29 +0000 2018,,,,
+3542,elonmusk,LittleMissFlint,It is so hard to move in armor!,39,1792,86,1069088736682471424,https://twitter.com/elonmusk/status/1069088736682471424,44196397,2018-12-02 04:39:52+00:00,Sun Dec 02 04:39:52 +0000 2018,,,,
+3543,elonmusk,boringcompany,You’re all hired!,862,30635,561,1069050284909879299,https://twitter.com/elonmusk/status/1069050284909879299,44196397,2018-12-02 02:07:04+00:00,Sun Dec 02 02:07:04 +0000 2018,,,,
+3544,elonmusk,LittleMissFlint,Yes … no … maybe …,64,2816,66,1069047317670424578,https://twitter.com/elonmusk/status/1069047317670424578,44196397,2018-12-02 01:55:17+00:00,Sun Dec 02 01:55:17 +0000 2018,,,,
+3545,elonmusk,boringcompany,None shall pass!,2293,33141,989,1069046067927441409,https://twitter.com/elonmusk/status/1069046067927441409,44196397,2018-12-02 01:50:19+00:00,Sun Dec 02 01:50:19 +0000 2018,,,,https://twitter.com/boringcompany/status/1069044263944511488
+3546,elonmusk,bonnienorman,Ok,21,659,37,1069017316195688448,https://twitter.com/elonmusk/status/1069017316195688448,44196397,2018-12-01 23:56:04+00:00,Sat Dec 01 23:56:04 +0000 2018,,,,
+3547,elonmusk,bonnienorman,Good advice,16,589,23,1069003232347734017,https://twitter.com/elonmusk/status/1069003232347734017,44196397,2018-12-01 23:00:06+00:00,Sat Dec 01 23:00:06 +0000 2018,,,,
+3548,elonmusk,EESNY,Applying a hydrophobic coating to the radar (located just below nose of car) should help. Easy to do yourself or Tesla service can do it. We’re also working on vision-only driving.,26,534,23,1069000094479876096,https://twitter.com/elonmusk/status/1069000094479876096,44196397,2018-12-01 22:47:38+00:00,Sat Dec 01 22:47:38 +0000 2018,,,,
+3549,elonmusk,nikesharora,Glad you’re ok,129,8434,59,1068998143268683776,https://twitter.com/elonmusk/status/1068998143268683776,44196397,2018-12-01 22:39:53+00:00,Sat Dec 01 22:39:53 +0000 2018,,,,
+3550,elonmusk,elonmusk,"Perhaps most telling is that Norway, which is partly above the Arctic Circle, has more Teslas per capita than any other country on Earth.",51,768,39,1068970017436262400,https://twitter.com/elonmusk/status/1068970017436262400,44196397,2018-12-01 20:48:07+00:00,Sat Dec 01 20:48:07 +0000 2018,,,,
+3551,elonmusk,carpenter_maas,"As the battery warms up, almost all of that is recovered. There is a roughly 10% range loss for cabin heating. Cabin heating impact on range is higher in slow traffic, but range is also higher in slow traffic.",43,669,28,1068969435732434945,https://twitter.com/elonmusk/status/1068969435732434945,44196397,2018-12-01 20:45:48+00:00,Sat Dec 01 20:45:48 +0000 2018,,,,
+3552,elonmusk,johnkrausphotos,"Incoming rocket & fairing probably visible, but landing itself is over the horizon",37,889,29,1068968545457909760,https://twitter.com/elonmusk/status/1068968545457909760,44196397,2018-12-01 20:42:16+00:00,Sat Dec 01 20:42:16 +0000 2018,,,,
+3553,elonmusk,MatZagataMD,You got it!,89,5129,97,1068949982391103488,https://twitter.com/elonmusk/status/1068949982391103488,44196397,2018-12-01 19:28:30+00:00,Sat Dec 01 19:28:30 +0000 2018,,,,
+3554,elonmusk,dxk_,"Three things, one of which is CH4",13,746,22,1068946077380820992,https://twitter.com/elonmusk/status/1068946077380820992,44196397,2018-12-01 19:12:59+00:00,Sat Dec 01 19:12:59 +0000 2018,,,,
+3555,elonmusk,PicklePunchD,No,12,500,9,1068940753974349824,https://twitter.com/elonmusk/status/1068940753974349824,44196397,2018-12-01 18:51:50+00:00,Sat Dec 01 18:51:50 +0000 2018,,,,
+3556,elonmusk,ZainRaz4,No,14,726,11,1068940292731023360,https://twitter.com/elonmusk/status/1068940292731023360,44196397,2018-12-01 18:50:00+00:00,Sat Dec 01 18:50:00 +0000 2018,,,,
+3557,elonmusk,Erdayastronaut,"Reentry scorchmarks, not simple soot. Can’t wipe it off.",46,1496,63,1068940024136126464,https://twitter.com/elonmusk/status/1068940024136126464,44196397,2018-12-01 18:48:56+00:00,Sat Dec 01 18:48:56 +0000 2018,,,,
+3558,elonmusk,nichegamer,Haha,370,9938,142,1068923831497064448,https://twitter.com/elonmusk/status/1068923831497064448,44196397,2018-12-01 17:44:35+00:00,Sat Dec 01 17:44:35 +0000 2018,,,,
+3559,elonmusk,pfierens,"Prof Dahn is correct (he’s great), but the relative benefit is small. I’d recommend 10% more SoC for convenience.",32,611,9,1068923622893379584,https://twitter.com/elonmusk/status/1068923622893379584,44196397,2018-12-01 17:43:45+00:00,Sat Dec 01 17:43:45 +0000 2018,,,,
+3560,elonmusk,LikeTeslaKim,"Not worth going below 80% imo. Even 90% is still fine. Also, no issue going to 5% or lower SoC.",94,1215,66,1068745921079345152,https://twitter.com/elonmusk/status/1068745921079345152,44196397,2018-12-01 05:57:38+00:00,Sat Dec 01 05:57:38 +0000 2018,,,,
+3561,elonmusk,Manic_Marge,True ,130,6865,67,1068728107446587392,https://twitter.com/elonmusk/status/1068728107446587392,44196397,2018-12-01 04:46:51+00:00,Sat Dec 01 04:46:51 +0000 2018,,,,
+3562,elonmusk,, ,18398,137977,1237,1068719872203345921,https://twitter.com/elonmusk/status/1068719872203345921,44196397,2018-12-01 04:14:08+00:00,Sat Dec 01 04:14:08 +0000 2018,,,,
+3563,elonmusk,spacexIaunch,Both,24,504,24,1068608341373444096,https://twitter.com/elonmusk/status/1068608341373444096,44196397,2018-11-30 20:50:57+00:00,Fri Nov 30 20:50:57 +0000 2018,,,,
+3564,elonmusk,rainnwilson,Your Tesla can function as a boat for brief periods of time,908,7999,323,1068582126306582528,https://twitter.com/elonmusk/status/1068582126306582528,44196397,2018-11-30 19:06:46+00:00,Fri Nov 30 19:06:46 +0000 2018,,,,https://electrek.co/2016/06/18/tesla-model-s-driving-swimming-flooded-tunnel-video/
+3565,elonmusk,Tenser,One day,113,2158,74,1068400665917976576,https://twitter.com/elonmusk/status/1068400665917976576,44196397,2018-11-30 07:05:43+00:00,Fri Nov 30 07:05:43 +0000 2018,,,,
+3566,elonmusk,highspeeddoc,"We’re doing an EIR for the greater LA tunnel network. Thought we might need a N-S test tunnel (hence Sepulveda proposal), but we’re just going to do rock core samples along that corridor instead.",29,802,28,1068396869884071937,https://twitter.com/elonmusk/status/1068396869884071937,44196397,2018-11-30 06:50:38+00:00,Fri Nov 30 06:50:38 +0000 2018,,,,
+3567,elonmusk,teslaownersSV,Update soon,21,532,19,1068387422247907333,https://twitter.com/elonmusk/status/1068387422247907333,44196397,2018-11-30 06:13:05+00:00,Fri Nov 30 06:13:05 +0000 2018,,,,
+3568,elonmusk,NatGeo,Sorry ,1477,29654,813,1068283124683960321,https://twitter.com/elonmusk/status/1068283124683960321,44196397,2018-11-29 23:18:39+00:00,Thu Nov 29 23:18:39 +0000 2018,,,,
+3569,elonmusk,,Boring breakthrough @BoringCompany,4153,51667,1328,1068266153968001024,https://twitter.com/elonmusk/status/1068266153968001024,44196397,2018-11-29 22:11:13+00:00,Thu Nov 29 22:11:13 +0000 2018,,@boringcompany,,
+3570,elonmusk,megnsander,Definitely,35,907,37,1068219566679969792,https://twitter.com/elonmusk/status/1068219566679969792,44196397,2018-11-29 19:06:05+00:00,Thu Nov 29 19:06:05 +0000 2018,,,,
+3571,elonmusk,,"After safety, our goal is to make a Tesla the most fun you could possibly have in a car",1051,21321,763,1068215834877685760,https://twitter.com/elonmusk/status/1068215834877685760,44196397,2018-11-29 18:51:16+00:00,Thu Nov 29 18:51:16 +0000 2018,,,,
+3572,elonmusk,lc39a,We tried. Nintendo won’t license it to us.,113,1307,130,1068215333159231488,https://twitter.com/elonmusk/status/1068215333159231488,44196397,2018-11-29 18:49:16+00:00,Thu Nov 29 18:49:16 +0000 2018,,,,
+3573,elonmusk,racchava,That would be cool,17,607,21,1068214601370615808,https://twitter.com/elonmusk/status/1068214601370615808,44196397,2018-11-29 18:46:22+00:00,Thu Nov 29 18:46:22 +0000 2018,,,,
+3574,elonmusk,gwestr,Haha kinda true ,18,657,14,1068213320589565952,https://twitter.com/elonmusk/status/1068213320589565952,44196397,2018-11-29 18:41:16+00:00,Thu Nov 29 18:41:16 +0000 2018,,,,
+3575,elonmusk,arnaoutshady,Never heard of it,287,5430,71,1068211885487476737,https://twitter.com/elonmusk/status/1068211885487476737,44196397,2018-11-29 18:35:34+00:00,Thu Nov 29 18:35:34 +0000 2018,,,,
+3576,elonmusk,,"Super fun software Easter eggs coming to all Tesla S/3/X cars before the holidays! Romance mode, toilet humor & more video games.",2322,36418,1368,1068211597095559168,https://twitter.com/elonmusk/status/1068211597095559168,44196397,2018-11-29 18:34:25+00:00,Thu Nov 29 18:34:25 +0000 2018,,,,
+3577,elonmusk,prades_maxime,Software upgrade to rain sensing neural net coming next month,42,751,81,1068208290528555010,https://twitter.com/elonmusk/status/1068208290528555010,44196397,2018-11-29 18:21:17+00:00,Thu Nov 29 18:21:17 +0000 2018,,,,
+3578,elonmusk,poeticZay,Yes,15,487,9,1068198572879831040,https://twitter.com/elonmusk/status/1068198572879831040,44196397,2018-11-29 17:42:40+00:00,Thu Nov 29 17:42:40 +0000 2018,,,,
+3579,elonmusk,NBCNews,"This is completely backwards. Based on what we’ve learned from the Hawthorne test tunnel, we’re moving forward with a much larger tunnel network under LA. Won’t need a second test tunnel under Sepulveda.",2258,28566,635,1067969782803128320,https://twitter.com/elonmusk/status/1067969782803128320,44196397,2018-11-29 02:33:32+00:00,Thu Nov 29 02:33:32 +0000 2018,,,,
+3580,elonmusk,RodneyHansen,"You can summon your Tesla from your phone. Only short distances today, but in a few years summon will work from across the continent.",26440,183792,3364,1067967799547449344,https://twitter.com/elonmusk/status/1067967799547449344,44196397,2018-11-29 02:25:39+00:00,Thu Nov 29 02:25:39 +0000 2018,,,,https://twitter.com/RodneyHansen/status/1067201940352786432
+3581,elonmusk,crock23a,"Cool! Actually, if you buy a Tesla without a test drive, you have 3 days to return it. If you buy after a test drive, you still have 24 hours. Trying to incent buying with no test drive.",2303,34270,1023,1067927074797629440,https://twitter.com/elonmusk/status/1067927074797629440,44196397,2018-11-28 23:43:50+00:00,Wed Nov 28 23:43:50 +0000 2018,,,,https://twitter.com/crock23a/status/1067530874491715584
+3582,elonmusk,Shell,Tiny wizard ,64,1038,82,1067695084609527808,https://twitter.com/elonmusk/status/1067695084609527808,44196397,2018-11-28 08:21:59+00:00,Wed Nov 28 08:21:59 +0000 2018,,,,
+3583,elonmusk,YoBigBrotha,7 to 10 years,150,1753,124,1067430108216979457,https://twitter.com/elonmusk/status/1067430108216979457,44196397,2018-11-27 14:49:04+00:00,Tue Nov 27 14:49:04 +0000 2018,,,,
+3584,elonmusk,anandmahindra,"Engineers, artists & creators of all kinds. There is so much to build.",1326,18485,531,1067428982168023040,https://twitter.com/elonmusk/status/1067428982168023040,44196397,2018-11-27 14:44:35+00:00,Tue Nov 27 14:44:35 +0000 2018,,,,
+3585,elonmusk,jonkudelka,Touché,305,12281,117,1067303432313200642,https://twitter.com/elonmusk/status/1067303432313200642,44196397,2018-11-27 06:25:42+00:00,Tue Nov 27 06:25:42 +0000 2018,,,,
+3586,elonmusk,,"But if you love what you do, it (mostly) doesn’t feel like work",4457,34310,1422,1067279265563955200,https://twitter.com/elonmusk/status/1067279265563955200,44196397,2018-11-27 04:49:40+00:00,Tue Nov 27 04:49:40 +0000 2018,,,,
+3587,elonmusk,margrethmpossi,"Varies per person, but about 80 sustained, peaking above 100 at times. Pain level increases exponentially above 80.",296,2215,416,1067175527180513280,https://twitter.com/elonmusk/status/1067175527180513280,44196397,2018-11-26 21:57:27+00:00,Mon Nov 26 21:57:27 +0000 2018,,,,
+3588,elonmusk,,"There are way easier places to work, but nobody ever changed the world on 40 hours a week",11279,60759,3720,1067173497909141504,https://twitter.com/elonmusk/status/1067173497909141504,44196397,2018-11-26 21:49:23+00:00,Mon Nov 26 21:49:23 +0000 2018,,,,
+3589,elonmusk,WSJ,"Join to create exciting new worlds of technology!! If getting things done matters to you, then @SpaceX, @Tesla, @BoringCompany &amp; @Neuralink are the places to be.",3177,36552,1511,1067173241800650752,https://twitter.com/elonmusk/status/1067173241800650752,44196397,2018-11-26 21:48:22+00:00,Mon Nov 26 21:48:22 +0000 2018,,@SpaceX @Tesla @boringcompany @neuralink,,https://twitter.com/WSJ/status/1067168653718814720
+3590,elonmusk,NASA,Congratulations! What an amazing track record of success with Mars!,1110,24012,211,1067163214448779264,https://twitter.com/elonmusk/status/1067163214448779264,44196397,2018-11-26 21:08:31+00:00,Mon Nov 26 21:08:31 +0000 2018,,,,
+3591,elonmusk,SwiftOnSecurity, ,47,2895,71,1067122356638773248,https://twitter.com/elonmusk/status/1067122356638773248,44196397,2018-11-26 18:26:10+00:00,Mon Nov 26 18:26:10 +0000 2018,,,,
+3592,elonmusk,forummp3,1000 liters of pure water costs $1,209,9691,181,1066974890970951680,https://twitter.com/elonmusk/status/1066974890970951680,44196397,2018-11-26 08:40:12+00:00,Mon Nov 26 08:40:12 +0000 2018,,,,
+3593,elonmusk,,"For those worried about running out of fresh water, it may help to know that desalination only costs 0.1 cents per liter or half a cent per gallon",15118,119664,3461,1066955853985570817,https://twitter.com/elonmusk/status/1066955853985570817,44196397,2018-11-26 07:24:33+00:00,Mon Nov 26 07:24:33 +0000 2018,,,,
+3594,elonmusk,PLAYERUNKNOWN,Ah yes fair point,366,11686,62,1066948725572947969,https://twitter.com/elonmusk/status/1066948725572947969,44196397,2018-11-26 06:56:13+00:00,Mon Nov 26 06:56:13 +0000 2018,,,,
+3595,elonmusk,,"Used to live in Silicon Valley, now I live in Silicone Valley",5739,83736,1882,1066913829597003776,https://twitter.com/elonmusk/status/1066913829597003776,44196397,2018-11-26 04:37:33+00:00,Mon Nov 26 04:37:33 +0000 2018,,,,
+3596,elonmusk,Zedd,Not yet,103,2983,72,1066908541305348098,https://twitter.com/elonmusk/status/1066908541305348098,44196397,2018-11-26 04:16:33+00:00,Mon Nov 26 04:16:33 +0000 2018,,,,
+3597,elonmusk,, trouble,4630,37426,1575,1066900489856372737,https://twitter.com/elonmusk/status/1066900489856372737,44196397,2018-11-26 03:44:33+00:00,Mon Nov 26 03:44:33 +0000 2018,,,,
+3598,elonmusk,,Earth is,11545,49504,7511,1066897091711066112,https://twitter.com/elonmusk/status/1066897091711066112,44196397,2018-11-26 03:31:03+00:00,Mon Nov 26 03:31:03 +0000 2018,,,,
+3599,elonmusk,elonmusk,"Earth’s crust is only ~1% of Earth mass, so technically we should be called Lava",468,5122,266,1066895630155431938,https://twitter.com/elonmusk/status/1066895630155431938,44196397,2018-11-26 03:25:14+00:00,Mon Nov 26 03:25:14 +0000 2018,,,,
+3600,elonmusk,WorldAndScience,"Earth should be called Water. Our surface is 71% water. Mars land area is roughly equal to Earth, as it’s all land. Even when warmed up & water ice turns liquid, Mars will be about 2/3 land.",2896,37395,989,1066870820201361408,https://twitter.com/elonmusk/status/1066870820201361408,44196397,2018-11-26 01:46:39+00:00,Mon Nov 26 01:46:39 +0000 2018,,,,
+3601,elonmusk,jessedh,"Yeah, good idea to offer that as a setting",20,754,17,1066845285366693888,https://twitter.com/elonmusk/status/1066845285366693888,44196397,2018-11-26 00:05:11+00:00,Mon Nov 26 00:05:11 +0000 2018,,,,
+3602,elonmusk,Malcolmmarsman,"Contour remains approx same, but fundamental materials change to airframe, tanks & heatshield",65,934,75,1066825927257030656,https://twitter.com/elonmusk/status/1066825927257030656,44196397,2018-11-25 22:48:16+00:00,Sun Nov 25 22:48:16 +0000 2018,,,,
+3603,elonmusk,,"If you don’t want a Tesla, here’s a list of all electric cars in North America https://cleantechnica.com/2018/01/07/electric-vehicles-for-sale-usa/ via @cleantechnica",3887,31115,2202,1066066012385103873,https://twitter.com/elonmusk/status/1066066012385103873,44196397,2018-11-23 20:28:38+00:00,Fri Nov 23 20:28:38 +0000 2018,,@cleantechnica,,https://cleantechnica.com/2018/01/07/electric-vehicles-for-sale-usa/
+3604,elonmusk,,Signing off for a while,508,20695,780,1065397040463507456,https://twitter.com/elonmusk/status/1065397040463507456,44196397,2018-11-22 00:10:23+00:00,Thu Nov 22 00:10:23 +0000 2018,,,,
+3605,elonmusk,,Happy Thanksgiving!!,1099,26815,634,1065392766790717440,https://twitter.com/elonmusk/status/1065392766790717440,44196397,2018-11-21 23:53:24+00:00,Wed Nov 21 23:53:24 +0000 2018,,,,
+3606,elonmusk,, Starships were meant to fly ,3407,24391,955,1065386743526879232,https://twitter.com/elonmusk/status/1065386743526879232,44196397,2018-11-21 23:29:28+00:00,Wed Nov 21 23:29:28 +0000 2018,,,,https://m.soundcloud.com/nickiminaj/starships-1
+3607,elonmusk,bevvscott,Starship Tooters,32,936,55,1065352455674720256,https://twitter.com/elonmusk/status/1065352455674720256,44196397,2018-11-21 21:13:13+00:00,Wed Nov 21 21:13:13 +0000 2018,,,,
+3608,elonmusk,Orangejamal,Good one,12,545,16,1065351319450353664,https://twitter.com/elonmusk/status/1065351319450353664,44196397,2018-11-21 21:08:42+00:00,Wed Nov 21 21:08:42 +0000 2018,,,,
+3609,elonmusk,FredericLambert,Good idea,27,877,58,1065273096813203458,https://twitter.com/elonmusk/status/1065273096813203458,44196397,2018-11-21 15:57:52+00:00,Wed Nov 21 15:57:52 +0000 2018,,,,
+3610,elonmusk,speceye,Coming soon,22,762,43,1065269447760334848,https://twitter.com/elonmusk/status/1065269447760334848,44196397,2018-11-21 15:43:22+00:00,Wed Nov 21 15:43:22 +0000 2018,,,,
+3611,elonmusk,wiredprairie,Shifting resources from sales to service for next several days,131,5855,178,1065269154691706886,https://twitter.com/elonmusk/status/1065269154691706886,44196397,2018-11-21 15:42:12+00:00,Wed Nov 21 15:42:12 +0000 2018,,,,
+3612,elonmusk,Model3Owners,Should be next week,132,6010,163,1065133606115274752,https://twitter.com/elonmusk/status/1065133606115274752,44196397,2018-11-21 06:43:35+00:00,Wed Nov 21 06:43:35 +0000 2018,,,,
+3613,elonmusk,annerajb,"No, it’s the first or boost stage, analogous to, but much larger than Falcon 9",39,946,52,1064742239404847104,https://twitter.com/elonmusk/status/1064742239404847104,44196397,2018-11-20 04:48:26+00:00,Tue Nov 20 04:48:26 +0000 2018,,,,
+3614,elonmusk,MichaelSWolman,Later versions will,222,4654,175,1064741510560632832,https://twitter.com/elonmusk/status/1064741510560632832,44196397,2018-11-20 04:45:32+00:00,Tue Nov 20 04:45:32 +0000 2018,,,,
+3615,elonmusk,,"Technically, two parts: Starship is the spaceship/upper stage & Super Heavy is the rocket booster needed to escape Earth’s deep gravity well (not needed for other planets or moons)",1172,18185,701,1064741356080222209,https://twitter.com/elonmusk/status/1064741356080222209,44196397,2018-11-20 04:44:55+00:00,Tue Nov 20 04:44:55 +0000 2018,,,,
+3616,elonmusk,,Renaming BFR to Starship,3794,43712,2407,1064740713357750272,https://twitter.com/elonmusk/status/1064740713357750272,44196397,2018-11-20 04:42:22+00:00,Tue Nov 20 04:42:22 +0000 2018,,,,
+3617,elonmusk,universal_sci,"No, we’re just going to accelerate BFR",172,5613,100,1064740532700643329,https://twitter.com/elonmusk/status/1064740532700643329,44196397,2018-11-20 04:41:39+00:00,Tue Nov 20 04:41:39 +0000 2018,,,,
+3618,elonmusk,YoBigBrotha,Yes,27,692,32,1064695344787668992,https://twitter.com/elonmusk/status/1064695344787668992,44196397,2018-11-20 01:42:05+00:00,Tue Nov 20 01:42:05 +0000 2018,,,,
+3619,elonmusk,,"Supercharger V3, which starts rolling out early next year, will also charge much faster",834,15305,516,1064658222206771200,https://twitter.com/elonmusk/status/1064658222206771200,44196397,2018-11-19 23:14:35+00:00,Mon Nov 19 23:14:35 +0000 2018,,,,
+3620,elonmusk,,Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to 100% of population in all active markets.,2235,30709,823,1064656745635569664,https://twitter.com/elonmusk/status/1064656745635569664,44196397,2018-11-19 23:08:43+00:00,Mon Nov 19 23:08:43 +0000 2018,,,,
+3621,elonmusk,scottymeuk,"No, it’s got enough load capacity & volume to carry the battery pack & our current pack energy density is about double that of original Roadster. Still, it would probably only save about 30% to 40% of effort, all things considered.",27,579,31,1064638194434469888,https://twitter.com/elonmusk/status/1064638194434469888,44196397,2018-11-19 21:55:00+00:00,Mon Nov 19 21:55:00 +0000 2018,,,,
+3622,elonmusk,FredericLambert,"In order of resource priority, but not necessarily production ramp, as that depends on thousands of parts & processes, which are extremely difficult to forecast",45,804,39,1064636946121613313,https://twitter.com/elonmusk/status/1064636946121613313,44196397,2018-11-19 21:50:02+00:00,Mon Nov 19 21:50:02 +0000 2018,,,,
+3623,elonmusk,tsrandall,"What really matters is time to volume production, not initial market intro. Apart from brief moments, Tesla vehicle production is limited by total battery output.",65,861,42,1064636393333252097,https://twitter.com/elonmusk/status/1064636393333252097,44196397,2018-11-19 21:47:50+00:00,Mon Nov 19 21:47:50 +0000 2018,,,,
+3624,elonmusk,elonmusk,"Lot on our plate, so it’s either get van gliders (no battery, powertrain or compute tech) from Daimler & produce sooner or do all & produce later. Not a big difference to total vehicles produced either way. Priority list is Model Y, solar roof tiles, pickup, semi, Roadster.",120,1496,136,1064624811794526208,https://twitter.com/elonmusk/status/1064624811794526208,44196397,2018-11-19 21:01:49+00:00,Mon Nov 19 21:01:49 +0000 2018,,,,
+3625,elonmusk,frozencanuck,Ok,32,925,29,1064622126798229504,https://twitter.com/elonmusk/status/1064622126798229504,44196397,2018-11-19 20:51:09+00:00,Mon Nov 19 20:51:09 +0000 2018,,,,
+3626,elonmusk,ScaleyMurrsuit,Maybe interesting to work with Daimler/Mercedes on an electric Sprinter. That’s a great van. We will inquire.,161,2020,149,1064541185820114944,https://twitter.com/elonmusk/status/1064541185820114944,44196397,2018-11-19 15:29:31+00:00,Mon Nov 19 15:29:31 +0000 2018,,,,
+3627,elonmusk,WillFealey,Absolutely agree,14,627,19,1064535393738022914,https://twitter.com/elonmusk/status/1064535393738022914,44196397,2018-11-19 15:06:30+00:00,Mon Nov 19 15:06:30 +0000 2018,,,,
+3628,elonmusk,WillFealey,Investigating,11,622,15,1064534798318809089,https://twitter.com/elonmusk/status/1064534798318809089,44196397,2018-11-19 15:04:08+00:00,Mon Nov 19 15:04:08 +0000 2018,,,,
+3629,elonmusk,vincent13031925,Probably mid 2019,31,595,27,1064534464645128192,https://twitter.com/elonmusk/status/1064534464645128192,44196397,2018-11-19 15:02:49+00:00,Mon Nov 19 15:02:49 +0000 2018,,,,
+3630,elonmusk,LION_LIFER,Tesla can provide heating/cooling/lights/music for days using battery,30,570,8,1064533933197471746,https://twitter.com/elonmusk/status/1064533933197471746,44196397,2018-11-19 15:00:42+00:00,Mon Nov 19 15:00:42 +0000 2018,,,,
+3631,elonmusk,WillFealey,"Not everywhere, but should be possible around major metros. Parts supply chain to UK should be fixed. Lmk if not.",13,543,10,1064533454446985216,https://twitter.com/elonmusk/status/1064533454446985216,44196397,2018-11-19 14:58:48+00:00,Mon Nov 19 14:58:48 +0000 2018,,,,
+3632,elonmusk,acevedo_lex,Should be possible. Please ask service & lmk response.,11,508,15,1064533128792891398,https://twitter.com/elonmusk/status/1064533128792891398,44196397,2018-11-19 14:57:30+00:00,Mon Nov 19 14:57:30 +0000 2018,,,,
+3633,elonmusk,ajaotj36,"No, but perhaps in a few years",17,728,24,1064532800450191360,https://twitter.com/elonmusk/status/1064532800450191360,44196397,2018-11-19 14:56:12+00:00,Mon Nov 19 14:56:12 +0000 2018,,,,
+3634,elonmusk,stars4a_amy,"Yeah, good idea. We have that state internally, so can push data to phone app.",15,607,11,1064529656076886016,https://twitter.com/elonmusk/status/1064529656076886016,44196397,2018-11-19 14:43:42+00:00,Mon Nov 19 14:43:42 +0000 2018,,,,
+3635,elonmusk,jasteinerman,"Haha, just like Super Troopers",16,643,16,1064527363864649728,https://twitter.com/elonmusk/status/1064527363864649728,44196397,2018-11-19 14:34:36+00:00,Mon Nov 19 14:34:36 +0000 2018,,,,
+3636,elonmusk,WillFealey,Ideal situation in breakdown/accident (assuming no injuries) is that Tesla arrives at scene fast with top-of-the-line service loaner,30,753,23,1064526427129696256,https://twitter.com/elonmusk/status/1064526427129696256,44196397,2018-11-19 14:30:52+00:00,Mon Nov 19 14:30:52 +0000 2018,,,,
+3637,elonmusk,NTXTeslaOwners,Will allow having your car picked up & dropped off or using mobile Tesla Rangers service vans if car lift isn’t needed,361,6758,272,1064525305111470081,https://twitter.com/elonmusk/status/1064525305111470081,44196397,2018-11-19 14:26:25+00:00,Mon Nov 19 14:26:25 +0000 2018,,,,https://twitter.com/NTXTeslaOwners/status/1064524502321778688
+3638,elonmusk,cjk7216,Adding functionality to Tesla phone app allowing owners to request service for top issues with 1 or 2 taps,2418,32043,594,1064524270984867840,https://twitter.com/elonmusk/status/1064524270984867840,44196397,2018-11-19 14:22:18+00:00,Mon Nov 19 14:22:18 +0000 2018,,,,https://twitter.com/cjk7216/status/1057765681108725760
+3639,elonmusk,FrameshiftShark,"Yes, no upgrades planned for F9. Minor tweaks to improve reliability only, provided NASA & USAF are supportive.",53,840,41,1063869216284041216,https://twitter.com/elonmusk/status/1063869216284041216,44196397,2018-11-17 18:59:21+00:00,Sat Nov 17 18:59:21 +0000 2018,,,,
+3640,elonmusk,FrameshiftShark,Radical change,130,2865,201,1063867489543643136,https://twitter.com/elonmusk/status/1063867489543643136,44196397,2018-11-17 18:52:29+00:00,Sat Nov 17 18:52:29 +0000 2018,,,,
+3641,elonmusk,,"Btw, SpaceX is no longer planning to upgrade Falcon 9 second stage for reusability. Accelerating BFR instead. New design is very exciting! Delightfully counter-intuitive.",3283,49494,1133,1063865779156729857,https://twitter.com/elonmusk/status/1063865779156729857,44196397,2018-11-17 18:45:42+00:00,Sat Nov 17 18:45:42 +0000 2018,,,,
+3642,elonmusk,annerajb,It will alert Tesla service automatically as fan power required to achieve target pressure drop exceeds spec level,59,1374,33,1063859100360962049,https://twitter.com/elonmusk/status/1063859100360962049,44196397,2018-11-17 18:19:09+00:00,Sat Nov 17 18:19:09 +0000 2018,,,,
+3643,elonmusk,Teslarati,"Set air flow to recirculating mode & manually raise blower speed to 5 in Model 3 for best air quality. Air filters are smaller than S/X, so clear air is achieved by circulating through filter several times.",1849,18460,397,1063858599158407168,https://twitter.com/elonmusk/status/1063858599158407168,44196397,2018-11-17 18:17:10+00:00,Sat Nov 17 18:17:10 +0000 2018,,,,https://twitter.com/Teslarati/status/1063855556534898689
+3644,elonmusk,,Congratulations @BoringCompany on completing the LA/Hawthorne tunnel! Cutting edge technology!,7335,68413,1390,1063657780534341632,https://twitter.com/elonmusk/status/1063657780534341632,44196397,2018-11-17 04:59:11+00:00,Sat Nov 17 04:59:11 +0000 2018,,@boringcompany,,
+3645,elonmusk,,,3865,47766,1175,1063639781899300864,https://twitter.com/elonmusk/status/1063639781899300864,44196397,2018-11-17 03:47:40+00:00,Sat Nov 17 03:47:40 +0000 2018,,,,
+3646,elonmusk,,Boring Company just broke through the other side!!,4157,27365,868,1063632366629863424,https://twitter.com/elonmusk/status/1063632366629863424,44196397,2018-11-17 03:18:12+00:00,Sat Nov 17 03:18:12 +0000 2018,,,,https://m.soundcloud.com/fish-tales/fisher-losing-it
+3647,elonmusk,nichegamer,Missed miku concert sigh,676,5794,85,1063629719592026112,https://twitter.com/elonmusk/status/1063629719592026112,44196397,2018-11-17 03:07:41+00:00,Sat Nov 17 03:07:41 +0000 2018,,,,
+3648,elonmusk,,Listening to Better Now,7645,67088,1349,1063628735344037889,https://twitter.com/elonmusk/status/1063628735344037889,44196397,2018-11-17 03:03:46+00:00,Sat Nov 17 03:03:46 +0000 2018,,,,https://open.spotify.com/track/7dt6x5M1jzdTEt8oCbisTK?si=FJBrhHxxQnSMSCeiWuoXig&nd=1
+3649,elonmusk,BorisTheBlade02,"China, especially, is doing an amazing job moving towards sustainable energy generation & transport",124,2246,113,1063472829100769280,https://twitter.com/elonmusk/status/1063472829100769280,44196397,2018-11-16 16:44:15+00:00,Fri Nov 16 16:44:15 +0000 2018,,,,
+3650,elonmusk,cleantechnica,"Sure hope this isn’t true. It is the non-linearities, such as Siberian permafrost melting or ocean currents changing, that are most difficult to predict.",3702,24926,1338,1063469569564598272,https://twitter.com/elonmusk/status/1063469569564598272,44196397,2018-11-16 16:31:18+00:00,Fri Nov 16 16:31:18 +0000 2018,,,,https://twitter.com/cleantechnica/status/1063466830277369857
+3651,elonmusk,_TomCross_,Haha ,86,4512,65,1063467306607501312,https://twitter.com/elonmusk/status/1063467306607501312,44196397,2018-11-16 16:22:18+00:00,Fri Nov 16 16:22:18 +0000 2018,,,,
+3652,elonmusk,,Looking back at the sun from upper stage & Falcon 9 landed on drone ship Of Course I Still Love You,1720,23448,597,1063175331484319744,https://twitter.com/elonmusk/status/1063175331484319744,44196397,2018-11-15 21:02:06+00:00,Thu Nov 15 21:02:06 +0000 2018,,,,
+3653,elonmusk,,$5 per min to argue with knight. $12 for 3 min bulk discount.,829,17801,641,1063163083982544898,https://twitter.com/elonmusk/status/1063163083982544898,44196397,2018-11-15 20:13:26+00:00,Thu Nov 15 20:13:26 +0000 2018,,,,
+3654,elonmusk,MemesOfMars,While (!castle) {brick++};,91,1198,58,1063155974289190912,https://twitter.com/elonmusk/status/1063155974289190912,44196397,2018-11-15 19:45:11+00:00,Thu Nov 15 19:45:11 +0000 2018,,,,
+3655,elonmusk,TheAndwee,Watchtower (feat. knight) will be at LA/Hawthorne tunnel entrance,36,1132,31,1063152501699080192,https://twitter.com/elonmusk/status/1063152501699080192,44196397,2018-11-15 19:31:23+00:00,Thu Nov 15 19:31:23 +0000 2018,,,,
+3656,elonmusk,,Fortnite irl,6286,55122,706,1063146730995228673,https://twitter.com/elonmusk/status/1063146730995228673,44196397,2018-11-15 19:08:27+00:00,Thu Nov 15 19:08:27 +0000 2018,,,,
+3657,elonmusk,,Boring Co is launching a whole product line of DIY watchtowers. You get bricks & a picture.,2198,35577,381,1063146393877893120,https://twitter.com/elonmusk/status/1063146393877893120,44196397,2018-11-15 19:07:07+00:00,Thu Nov 15 19:07:07 +0000 2018,,,,
+3658,elonmusk,,"Um, that is not our castle. I just found a picture on the Internet.",807,24304,518,1063144285824933888,https://twitter.com/elonmusk/status/1063144285824933888,44196397,2018-11-15 18:58:44+00:00,Thu Nov 15 18:58:44 +0000 2018,,,,
+3659,elonmusk,,Not much but it is ours,906,21600,434,1063143229258817537,https://twitter.com/elonmusk/status/1063143229258817537,44196397,2018-11-15 18:54:32+00:00,Thu Nov 15 18:54:32 +0000 2018,,,,
+3660,elonmusk,,The Boring Company is building a watchtower in LA out of dirt bricks & we need a knight to yell insults at people in a French accent,10025,63577,3217,1063141100049723393,https://twitter.com/elonmusk/status/1063141100049723393,44196397,2018-11-15 18:46:05+00:00,Thu Nov 15 18:46:05 +0000 2018,,,,https://www.boringcompany.com/jobs/
+3661,elonmusk,TechDeals_16,"We have to truck to departure rail head & truck from arrival rail head, which is usually from customers. Car gets moved around rail yard a lot too & trains don’t leave often.",43,1247,72,1063128303714750464,https://twitter.com/elonmusk/status/1063128303714750464,44196397,2018-11-15 17:55:14+00:00,Thu Nov 15 17:55:14 +0000 2018,,,,
+3662,elonmusk,vincent13031925,"Probably some deliveries in March, but April is more certain",28,638,40,1063127477235593216,https://twitter.com/elonmusk/status/1063127477235593216,44196397,2018-11-15 17:51:57+00:00,Thu Nov 15 17:51:57 +0000 2018,,,,
+3663,elonmusk,madera_raul,Yes,11,440,6,1063126107539431424,https://twitter.com/elonmusk/status/1063126107539431424,44196397,2018-11-15 17:46:30+00:00,Thu Nov 15 17:46:30 +0000 2018,,,,
+3664,elonmusk,,"Will also be using dedicated roll-on, roll-off fast ships for transporting cars to Europe & Asia in Q1. Major focus on minimizing time from factory to new owner. Did not fully appreciate the working capital impact until recently.",302,5890,220,1063125813522911233,https://twitter.com/elonmusk/status/1063125813522911233,44196397,2018-11-15 17:45:20+00:00,Thu Nov 15 17:45:20 +0000 2018,,,,
+3665,elonmusk,FredericLambert,We bought some trucking companies & secured contracts with major haulers to avoid trucking shortage mistake of last quarter,108,1632,122,1063124712937611264,https://twitter.com/elonmusk/status/1063124712937611264,44196397,2018-11-15 17:40:58+00:00,Thu Nov 15 17:40:58 +0000 2018,,,,
+3666,elonmusk,victorpoughon,Probably technically able to do so in about a year. Then up to regulators.,86,1562,76,1063123659290595328,https://twitter.com/elonmusk/status/1063123659290595328,44196397,2018-11-15 17:36:46+00:00,Thu Nov 15 17:36:46 +0000 2018,,,,
+3667,elonmusk,,"Skipping rail saves over a month for East Coast deliveries. All things considered, it’s better to use trucks. Single load/unload & direct to owner location.",278,6344,283,1063123296500121607,https://twitter.com/elonmusk/status/1063123296500121607,44196397,2018-11-15 17:35:20+00:00,Thu Nov 15 17:35:20 +0000 2018,,,,
+3668,elonmusk,,Tesla just acquired trucking capacity to ensure Model 3 can be delivered in US by Dec 31 if ordered by Nov 30,1823,20183,1387,1063121238954991617,https://twitter.com/elonmusk/status/1063121238954991617,44196397,2018-11-15 17:27:09+00:00,Thu Nov 15 17:27:09 +0000 2018,,,,https://3.tesla.com/model3/design#battery
+3669,elonmusk,InsideEVs,We will fight Big Tequila!,1570,22219,628,1062756640103915520,https://twitter.com/elonmusk/status/1062756640103915520,44196397,2018-11-14 17:18:22+00:00,Wed Nov 14 17:18:22 +0000 2018,,,,
+3670,elonmusk,garos82,That would be awesome,15,525,27,1062754073126985728,https://twitter.com/elonmusk/status/1062754073126985728,44196397,2018-11-14 17:08:10+00:00,Wed Nov 14 17:08:10 +0000 2018,,,,
+3671,elonmusk,jimmyzhong_iost,Easily accessible energy,26,512,33,1062743291081289728,https://twitter.com/elonmusk/status/1062743291081289728,44196397,2018-11-14 16:25:20+00:00,Wed Nov 14 16:25:20 +0000 2018,,,,
+3672,elonmusk,nichegamer,Send me a note!,33,1270,37,1062734288674648069,https://twitter.com/elonmusk/status/1062734288674648069,44196397,2018-11-14 15:49:33+00:00,Wed Nov 14 15:49:33 +0000 2018,,,,
+3673,elonmusk,nichegamer,Would be fun to add to Tesla,741,18218,448,1062733438610898944,https://twitter.com/elonmusk/status/1062733438610898944,44196397,2018-11-14 15:46:11+00:00,Wed Nov 14 15:46:11 +0000 2018,,,,
+3674,elonmusk,MackenzieTulip,Yes,22,1009,27,1062543005591101441,https://twitter.com/elonmusk/status/1062543005591101441,44196397,2018-11-14 03:09:28+00:00,Wed Nov 14 03:09:28 +0000 2018,,,,
+3675,elonmusk,nextspaceflight,Will try again next month,34,1260,30,1062542792700784640,https://twitter.com/elonmusk/status/1062542792700784640,44196397,2018-11-14 03:08:37+00:00,Wed Nov 14 03:08:37 +0000 2018,,,,
+3676,elonmusk,Teslarati,"Congratulations @SpaceX team! Thanks @NASA, much appreciated.",3172,39289,528,1062541799984529409,https://twitter.com/elonmusk/status/1062541799984529409,44196397,2018-11-14 03:04:40+00:00,Wed Nov 14 03:04:40 +0000 2018,,@SpaceX @NASA,,https://twitter.com/Teslarati/status/1062255003052769281
+3677,elonmusk,,"Rest in peace, Stan Lee. The many worlds of imagination & delight you created for humanity will last forever.",83942,446381,1565,1062064062383550464,https://twitter.com/elonmusk/status/1062064062383550464,44196397,2018-11-12 19:26:19+00:00,Mon Nov 12 19:26:19 +0000 2018,,,,
+3678,elonmusk,_sheateher,Is he ok?,480,17758,344,1061882263481344000,https://twitter.com/elonmusk/status/1061882263481344000,44196397,2018-11-12 07:23:55+00:00,Mon Nov 12 07:23:55 +0000 2018,,,,
+3679,elonmusk,mayemusk,"It naturally follows that a hotter system will have more energetic events. For example, as a pot of water becomes colder, it becomes inert ice, but heating a pot of water turns it into a steam boiler.",2942,26878,707,1061540644550664192,https://twitter.com/elonmusk/status/1061540644550664192,44196397,2018-11-11 08:46:26+00:00,Sun Nov 11 08:46:26 +0000 2018,,,,https://twitter.com/mayemusk/status/1061412788113825792
+3680,elonmusk,karaswisher,Scary sign of times to come. It will get worse.,2620,29451,601,1061536402221948928,https://twitter.com/elonmusk/status/1061536402221948928,44196397,2018-11-11 08:29:35+00:00,Sun Nov 11 08:29:35 +0000 2018,,,,
+3681,elonmusk,kenlacovara,"Agreed, technically, mined hydrocarbons come primarily from ancient, decayed marine organisms & partially from geological processes (CH4 particularly)",69,1333,64,1061378160653086720,https://twitter.com/elonmusk/status/1061378160653086720,44196397,2018-11-10 22:00:47+00:00,Sat Nov 10 22:00:47 +0000 2018,,,,
+3682,elonmusk,,"Makes me so mad when smart, ethical scientists I know are accused of publishing climate papers for “grant money”. They earn vs their other opportunities, but give that up to help world. But their accusers make billions by slowing down clean energy. Which is more credible?",15747,90425,1500,1061372745890459648,https://twitter.com/elonmusk/status/1061372745890459648,44196397,2018-11-10 21:39:16+00:00,Sat Nov 10 21:39:16 +0000 2018,,,,
+3683,elonmusk,SeanVarney,"That is true & should be applauded. Right move is for oil companies truly to think of themselves as energy companies, but move rapidly towards clean, sustainable energy. Means lower profits short-term, but will make them stronger long-term.",446,6370,153,1061369641908531200,https://twitter.com/elonmusk/status/1061369641908531200,44196397,2018-11-10 21:26:56+00:00,Sat Nov 10 21:26:56 +0000 2018,,,,
+3684,elonmusk,NewsHour,"We know we’ll run out of dead dinosaurs to mine for fuel & have to use sustainable energy eventually, so why not go renewable now & avoid increasing risk of climate catastrophe? Betting that science is wrong & oil companies are right is the dumbest experiment in history by far …",36831,144188,2471,1061367825724522497,https://twitter.com/elonmusk/status/1061367825724522497,44196397,2018-11-10 21:19:43+00:00,Sat Nov 10 21:19:43 +0000 2018,,,,https://twitter.com/NewsHour/status/1026599623396192256
+3685,elonmusk,zandywithaz,Because people on the ground know more about what’s actually needed than politicians do,168,2570,87,1061336388791140353,https://twitter.com/elonmusk/status/1061336388791140353,44196397,2018-11-10 19:14:48+00:00,Sat Nov 10 19:14:48 +0000 2018,,,,
+3686,elonmusk,RealBrandonYeo,"Good, but not hospital grade. S & X were designed to be proof against an actual bioweapon attack. Requires a giant filter with separate acid & alkaline gas neutralization layers. Not enough room in Model 3.",553,6925,157,1061125018543947776,https://twitter.com/elonmusk/status/1061125018543947776,44196397,2018-11-10 05:14:53+00:00,Sat Nov 10 05:14:53 +0000 2018,,,,
+3687,elonmusk,,"If Tesla can help people in California wildfire, please let us know. Model S & X have hospital grade HEPA filters. Maybe helpful for transporting people.",15199,133823,2627,1061123924354875393,https://twitter.com/elonmusk/status/1061123924354875393,44196397,2018-11-10 05:10:32+00:00,Sat Nov 10 05:10:32 +0000 2018,,,,
+3688,elonmusk,tizmagik,"Fair point, will reenable",25,682,90,1060950419621392384,https://twitter.com/elonmusk/status/1060950419621392384,44196397,2018-11-09 17:41:06+00:00,Fri Nov 09 17:41:06 +0000 2018,,,,
+3689,elonmusk,mihk101,"Agreed, top priority for Autopilot team. Being cautious for max safety.",32,1068,59,1060760248275787776,https://twitter.com/elonmusk/status/1060760248275787776,44196397,2018-11-09 05:05:25+00:00,Fri Nov 09 05:05:25 +0000 2018,,,,
+3690,elonmusk,,Please lmk what you’d most like improved/fixed about your Tesla. Thanks!,2193,58147,22527,1060759329039515648,https://twitter.com/elonmusk/status/1060759329039515648,44196397,2018-11-09 05:01:46+00:00,Fri Nov 09 05:01:46 +0000 2018,,,,
+3691,elonmusk,SupaZT,Cool,16,895,28,1060749963733348352,https://twitter.com/elonmusk/status/1060749963733348352,44196397,2018-11-09 04:24:33+00:00,Fri Nov 09 04:24:33 +0000 2018,,,,
+3692,elonmusk,Tesla,"With similar track wheels/tires/brakes, Model S P100D is faster",317,9472,273,1060706332733403136,https://twitter.com/elonmusk/status/1060706332733403136,44196397,2018-11-09 01:31:11+00:00,Fri Nov 09 01:31:11 +0000 2018,,,,
+3693,elonmusk,Erdayastronaut,Yes,25,763,29,1060705593701199872,https://twitter.com/elonmusk/status/1060705593701199872,44196397,2018-11-09 01:28:15+00:00,Fri Nov 09 01:28:15 +0000 2018,,,,
+3694,elonmusk,Tesla,Would like to thank Robyn for joining the team. Great respect. Very much look forward to working together.,574,18755,386,1060452014642016256,https://twitter.com/elonmusk/status/1060452014642016256,44196397,2018-11-08 08:40:37+00:00,Thu Nov 08 08:40:37 +0000 2018,,,,
+3695,elonmusk,Erdayastronaut,"No, we’re building a BFR dev ship to do supersonic through landing tests in Boca Chica, Texas",109,2080,88,1060282495541727234,https://twitter.com/elonmusk/status/1060282495541727234,44196397,2018-11-07 21:27:00+00:00,Wed Nov 07 21:27:00 +0000 2018,,,,
+3696,elonmusk,Erdayastronaut,Won’t land propulsively for those reasons. Ultra light heat shield & high Mach control surfaces are what we can’t test well without orbital entry. I think we have a handle on propulsive landings.,119,2359,92,1060265065276825601,https://twitter.com/elonmusk/status/1060265065276825601,44196397,2018-11-07 20:17:44+00:00,Wed Nov 07 20:17:44 +0000 2018,,,,
+3697,elonmusk,annerajb,Aiming for orbital flight by June,171,3479,88,1060253755315118080,https://twitter.com/elonmusk/status/1060253755315118080,44196397,2018-11-07 19:32:48+00:00,Wed Nov 07 19:32:48 +0000 2018,,,,
+3698,elonmusk,,Mod to SpaceX tech tree build: Falcon 9 second stage will be upgraded to be like a mini-BFR Ship,2389,36082,1249,1060253333116473344,https://twitter.com/elonmusk/status/1060253333116473344,44196397,2018-11-07 19:31:07+00:00,Wed Nov 07 19:31:07 +0000 2018,,,,
+3699,elonmusk,,But comments are ,515,28576,739,1060210617968058368,https://twitter.com/elonmusk/status/1060210617968058368,44196397,2018-11-07 16:41:23+00:00,Wed Nov 07 16:41:23 +0000 2018,,,,
+3700,elonmusk,elonmusk,LA/Hawthorne demonstration tunnel activates Dec 10. Runs parallel to 105 freeway from Crenshaw Blvd to 405.,71,1009,57,1059969811860647936,https://twitter.com/elonmusk/status/1059969811860647936,44196397,2018-11-07 00:44:31+00:00,Wed Nov 07 00:44:31 +0000 2018,,,,
+3701,elonmusk,,"I think Twitter is deleting fake, scam or maybe even inactive accounts. My follower count decreased by ~20k over the past few days.",5224,122084,4790,1059968605616594944,https://twitter.com/elonmusk/status/1059968605616594944,44196397,2018-11-07 00:39:43+00:00,Wed Nov 07 00:39:43 +0000 2018,,,,
+3702,elonmusk,,,23365,267758,3886,1059943113886593027,https://twitter.com/elonmusk/status/1059943113886593027,44196397,2018-11-06 22:58:25+00:00,Tue Nov 06 22:58:25 +0000 2018,,,,
+3703,elonmusk,Benioff,"Sure, we can do it",656,13169,354,1059874398566440960,https://twitter.com/elonmusk/status/1059874398566440960,44196397,2018-11-06 18:25:22+00:00,Tue Nov 06 18:25:22 +0000 2018,,,,
+3704,elonmusk,,Zeroth Law,401,11201,468,1059863189007982592,https://twitter.com/elonmusk/status/1059863189007982592,44196397,2018-11-06 17:40:50+00:00,Tue Nov 06 17:40:50 +0000 2018,,,,
+3705,elonmusk,,Foundation of psychohistory,517,12890,333,1059860872661630976,https://twitter.com/elonmusk/status/1059860872661630976,44196397,2018-11-06 17:31:37+00:00,Tue Nov 06 17:31:37 +0000 2018,,,,
+3706,elonmusk,SidewalkSciGuy,I am not,38,1707,42,1059859704526995457,https://twitter.com/elonmusk/status/1059859704526995457,44196397,2018-11-06 17:26:59+00:00,Tue Nov 06 17:26:59 +0000 2018,,,,
+3707,elonmusk,,True,17,780,34,1059858556948635648,https://twitter.com/elonmusk/status/1059858556948635648,44196397,2018-11-06 17:22:25+00:00,Tue Nov 06 17:22:25 +0000 2018,,,,
+3708,elonmusk,,2B or !2B,2931,21649,959,1059857655911444480,https://twitter.com/elonmusk/status/1059857655911444480,44196397,2018-11-06 17:18:51+00:00,Tue Nov 06 17:18:51 +0000 2018,,,,
+3709,elonmusk,,Love Oumuamua jokes,303,8004,373,1059853585524043776,https://twitter.com/elonmusk/status/1059853585524043776,44196397,2018-11-06 17:02:40+00:00,Tue Nov 06 17:02:40 +0000 2018,,,,
+3710,elonmusk,,Remember the future,16342,106002,3030,1059852113319145472,https://twitter.com/elonmusk/status/1059852113319145472,44196397,2018-11-06 16:56:49+00:00,Tue Nov 06 16:56:49 +0000 2018,,,,
+3711,elonmusk,,Oh hi guys … lol https://www-m.cnn.com/2018/11/06/health/oumuamua-alien-probe-harvard-intl/index.html?r=https%3A%2F%2Fwww.google.com%2F,1903,19186,1370,1059846564032593921,https://twitter.com/elonmusk/status/1059846564032593921,44196397,2018-11-06 16:34:46+00:00,Tue Nov 06 16:34:46 +0000 2018,,,,https://www-m.cnn.com/2018/11/06/health/oumuamua-alien-probe-harvard-intl/index.html?r=https%3A%2F%2Fwww.google.com%2F
+3712,elonmusk,MemesOfMars,"Yes, Germany has outstanding engineering talent",69,1048,125,1058862358494212096,https://twitter.com/elonmusk/status/1058862358494212096,44196397,2018-11-03 23:23:53+00:00,Sat Nov 03 23:23:53 +0000 2018,,,,
+3713,elonmusk,samsheffer,"Just a few mins, which is mostly accelerating & decelerating",61,2221,121,1058772996112826369,https://twitter.com/elonmusk/status/1058772996112826369,44196397,2018-11-03 17:28:47+00:00,Sat Nov 03 17:28:47 +0000 2018,,,,
+3714,elonmusk,,,15537,104221,2669,1058767039102312448,https://twitter.com/elonmusk/status/1058767039102312448,44196397,2018-11-03 17:05:07+00:00,Sat Nov 03 17:05:07 +0000 2018,,,,
+3715,elonmusk,,So underappreciated,3313,33541,1153,1058624233750749185,https://twitter.com/elonmusk/status/1058624233750749185,44196397,2018-11-03 07:37:40+00:00,Sat Nov 03 07:37:40 +0000 2018,,,,
+3716,elonmusk,nichegamer,Ok,22,1578,27,1058623815922544641,https://twitter.com/elonmusk/status/1058623815922544641,44196397,2018-11-03 07:36:00+00:00,Sat Nov 03 07:36:00 +0000 2018,,,,
+3717,elonmusk,MacTechGenius,Ok,31,1267,32,1058622950025265152,https://twitter.com/elonmusk/status/1058622950025265152,44196397,2018-11-03 07:32:34+00:00,Sat Nov 03 07:32:34 +0000 2018,,,,
+3718,elonmusk,,Walked full length of Boring Co tunnel under LA tonight. Disturbingly long. On track for opening party Dec 10. Will be very one-dimensional.,4917,74057,1619,1058622599188504576,https://twitter.com/elonmusk/status/1058622599188504576,44196397,2018-11-03 07:31:10+00:00,Sat Nov 03 07:31:10 +0000 2018,,,,
+3719,elonmusk,planet4589,"Sounds like pure luxury! When I said ‘sponge’, I was actually speaking metaphorically. Truth is, I was just a simple nucleotide, drifting alone in small crevice with 3 trillion siblings.",98,1757,65,1058619991468068864,https://twitter.com/elonmusk/status/1058619991468068864,44196397,2018-11-03 07:20:48+00:00,Sat Nov 03 07:20:48 +0000 2018,,,,
+3720,elonmusk,TotalityAw3some,What is love?,118,1881,231,1058617148904361984,https://twitter.com/elonmusk/status/1058617148904361984,44196397,2018-11-03 07:09:31+00:00,Sat Nov 03 07:09:31 +0000 2018,,,,
+3721,elonmusk,AndrewFazzolare,Bikini Bottom,84,1758,34,1058612862271160320,https://twitter.com/elonmusk/status/1058612862271160320,44196397,2018-11-03 06:52:29+00:00,Sat Nov 03 06:52:29 +0000 2018,,,,
+3722,elonmusk,VampyBitme,Fair,43,3733,18,1058612281473290240,https://twitter.com/elonmusk/status/1058612281473290240,44196397,2018-11-03 06:50:10+00:00,Sat Nov 03 06:50:10 +0000 2018,,,,
+3723,elonmusk,TylerGlaiel,"Yes, that is how",28,1345,21,1058611894368358400,https://twitter.com/elonmusk/status/1058611894368358400,44196397,2018-11-03 06:48:38+00:00,Sat Nov 03 06:48:38 +0000 2018,,,,
+3724,elonmusk,,We didn’t even have kids back then. Just little sponges.,4235,56399,792,1058611114735394818,https://twitter.com/elonmusk/status/1058611114735394818,44196397,2018-11-03 06:45:32+00:00,Sat Nov 03 06:45:32 +0000 2018,,,,
+3725,elonmusk,nichegamer,Sea sponge. Humans would later use our bodies to clean dishes. So humiliating.,66,1331,30,1058610390244806656,https://twitter.com/elonmusk/status/1058610390244806656,44196397,2018-11-03 06:42:39+00:00,Sat Nov 03 06:42:39 +0000 2018,,,,
+3726,elonmusk,bonnienorman,Wow that’s cool!,33,1199,12,1058602692958859264,https://twitter.com/elonmusk/status/1058602692958859264,44196397,2018-11-03 06:12:04+00:00,Sat Nov 03 06:12:04 +0000 2018,,,,
+3727,elonmusk,,Kids these days have it easy,3363,51526,672,1058593484251136000,https://twitter.com/elonmusk/status/1058593484251136000,44196397,2018-11-03 05:35:29+00:00,Sat Nov 03 05:35:29 +0000 2018,,,,
+3728,elonmusk,,I remember when I was a sponge. Simpler times they were.,18349,126338,2290,1058592122167652353,https://twitter.com/elonmusk/status/1058592122167652353,44196397,2018-11-03 05:30:04+00:00,Sat Nov 03 05:30:04 +0000 2018,,,,
+3729,elonmusk,trobbu,Haha,18,735,20,1058589489809973248,https://twitter.com/elonmusk/status/1058589489809973248,44196397,2018-11-03 05:19:36+00:00,Sat Nov 03 05:19:36 +0000 2018,,,,
+3730,elonmusk,,First movie I ever saw in theaters,438,17668,577,1058589091254562816,https://twitter.com/elonmusk/status/1058589091254562816,44196397,2018-11-03 05:18:01+00:00,Sat Nov 03 05:18:01 +0000 2018,,,,
+3731,elonmusk,,When the only existing life was a sponge,705,16608,319,1058588152317657088,https://twitter.com/elonmusk/status/1058588152317657088,44196397,2018-11-03 05:14:17+00:00,Sat Nov 03 05:14:17 +0000 2018,,,,
+3732,elonmusk,,Although it was in the precambrian era,340,12390,100,1058588053151707137,https://twitter.com/elonmusk/status/1058588053151707137,44196397,2018-11-03 05:13:54+00:00,Sat Nov 03 05:13:54 +0000 2018,,,,
+3733,elonmusk,,Star Wars only had an $11M budget. Must have been in the galaxy of ridiculously low budgets.,2097,32978,724,1058586959281451008,https://twitter.com/elonmusk/status/1058586959281451008,44196397,2018-11-03 05:09:33+00:00,Sat Nov 03 05:09:33 +0000 2018,,,,
+3734,elonmusk,Scobleizer,They’re great! Honored to work with them.,133,4913,66,1058543698340851712,https://twitter.com/elonmusk/status/1058543698340851712,44196397,2018-11-03 02:17:39+00:00,Sat Nov 03 02:17:39 +0000 2018,,,,
+3735,elonmusk,SirJessyBourque,Yes,9,431,14,1058523152043585536,https://twitter.com/elonmusk/status/1058523152043585536,44196397,2018-11-03 00:56:00+00:00,Sat Nov 03 00:56:00 +0000 2018,,,,
+3736,elonmusk,annerajb,Definitely,14,486,23,1058467599736926209,https://twitter.com/elonmusk/status/1058467599736926209,44196397,2018-11-02 21:15:15+00:00,Fri Nov 02 21:15:15 +0000 2018,,,,
+3737,elonmusk,DatHandsomeJerk,"Aspirationally, they will be made to the exact same specification, but we can vary cell quantity to account for empirical variation",28,624,21,1058463270992928768,https://twitter.com/elonmusk/status/1058463270992928768,44196397,2018-11-02 20:58:03+00:00,Fri Nov 02 20:58:03 +0000 2018,,,,
+3738,elonmusk,elonmusk,"Hopefully, partial presence in India, Africa & South America end of next year, with broader expansion in 2020",170,1088,97,1058462122219200512,https://twitter.com/elonmusk/status/1058462122219200512,44196397,2018-11-02 20:53:29+00:00,Fri Nov 02 20:53:29 +0000 2018,,,,
+3739,elonmusk,annerajb,"Recently asked service team to expand locations to all population regions (not just major metros) in North America, Eastern Europe, China & Japan by end of next year. We are completely missing vast geographic regions in some cases.",53,790,39,1058461495531454464,https://twitter.com/elonmusk/status/1058461495531454464,44196397,2018-11-02 20:51:00+00:00,Fri Nov 02 20:51:00 +0000 2018,,,,
+3740,elonmusk,elonmusk,"To clarify further, the long-term goal for Tesla mass market products is local production for local markets (at least at the continent level). This is critical to make pricing as affordable as possible.",78,953,49,1058459966971949056,https://twitter.com/elonmusk/status/1058459966971949056,44196397,2018-11-02 20:44:56+00:00,Fri Nov 02 20:44:56 +0000 2018,,,,
+3741,elonmusk,vincent13031925,"Tesla will manufacture all battery modules & packs at China Giga, as we do today in California & Nevada. Cell production will be sourced locally, most likely from several companies (incl Pana), in order to meet demand in a timely manner.",85,977,33,1058459307912552448,https://twitter.com/elonmusk/status/1058459307912552448,44196397,2018-11-02 20:42:18+00:00,Fri Nov 02 20:42:18 +0000 2018,,,,
+3742,elonmusk,Teslarati,"Amazing results by @Panasonic at Tesla Gigafactory Nevada! Very much appreciate extreme hard work it took to achieve this result. Together with Pana Japan cell plants, Tesla/Pana partnership is producing ~60% of global EV battery output!",614,7774,130,1058444531190747136,https://twitter.com/elonmusk/status/1058444531190747136,44196397,2018-11-02 19:43:35+00:00,Fri Nov 02 19:43:35 +0000 2018,,@panasonic,,
+3743,elonmusk,lsutgr,Prob 2 to 3 weeks,39,884,58,1058398295427411968,https://twitter.com/elonmusk/status/1058398295427411968,44196397,2018-11-02 16:39:52+00:00,Fri Nov 02 16:39:52 +0000 2018,,,,
+3744,elonmusk,veldeth_,v true,19,872,23,1058243157106642944,https://twitter.com/elonmusk/status/1058243157106642944,44196397,2018-11-02 06:23:24+00:00,Fri Nov 02 06:23:24 +0000 2018,,,,
+3745,elonmusk,AMAZlNGNATURE,cute,832,18515,199,1058239175940427776,https://twitter.com/elonmusk/status/1058239175940427776,44196397,2018-11-02 06:07:35+00:00,Fri Nov 02 06:07:35 +0000 2018,,,,
+3746,elonmusk,ChipdTooth,Haha,15,481,25,1058211611301699584,https://twitter.com/elonmusk/status/1058211611301699584,44196397,2018-11-02 04:18:03+00:00,Fri Nov 02 04:18:03 +0000 2018,,,,
+3747,elonmusk,,Bring Me the Horizon,9512,71623,1447,1058210595793625088,https://twitter.com/elonmusk/status/1058210595793625088,44196397,2018-11-02 04:14:01+00:00,Fri Nov 02 04:14:01 +0000 2018,,,,
+3748,elonmusk,MikeKasprzik,Aiming for next week,28,641,32,1058148150488195073,https://twitter.com/elonmusk/status/1058148150488195073,44196397,2018-11-02 00:05:53+00:00,Fri Nov 02 00:05:53 +0000 2018,,,,
+3749,elonmusk,TeslaMotorsClub, Norway ,545,13615,247,1058106338142613506,https://twitter.com/elonmusk/status/1058106338142613506,44196397,2018-11-01 21:19:44+00:00,Thu Nov 01 21:19:44 +0000 2018,,,,
+3750,elonmusk,InsideEVs,"#’s r wrong, but in Tesla makes s 4 overseas &amp; East Coast in 1st half of quarter",296,6302,217,1058080219041456128,https://twitter.com/elonmusk/status/1058080219041456128,44196397,2018-11-01 19:35:57+00:00,Thu Nov 01 19:35:57 +0000 2018,,,,
+3751,elonmusk,vaipier,"Long-term, the car will work purely on vision, with radar just a plus, but maybe worth adding a radar heater anyway",43,872,54,1057949223445020672,https://twitter.com/elonmusk/status/1057949223445020672,44196397,2018-11-01 10:55:25+00:00,Thu Nov 01 10:55:25 +0000 2018,,,,
+3752,elonmusk,GlamandGore,,236,3366,90,1057947461652606976,https://twitter.com/elonmusk/status/1057947461652606976,44196397,2018-11-01 10:48:25+00:00,Thu Nov 01 10:48:25 +0000 2018,,,,
+3753,elonmusk,raxetul,We can make it work from very far away. LoS is just for safety.,36,1114,33,1057893769486290944,https://twitter.com/elonmusk/status/1057893769486290944,44196397,2018-11-01 07:15:04+00:00,Thu Nov 01 07:15:04 +0000 2018,,,,
+3754,elonmusk,sheslulu,Hahaha ,46,1145,14,1057889931735912448,https://twitter.com/elonmusk/status/1057889931735912448,44196397,2018-11-01 06:59:49+00:00,Thu Nov 01 06:59:49 +0000 2018,,,,
+3755,elonmusk,rivatez,Um yes,22,1215,12,1057888146992488450,https://twitter.com/elonmusk/status/1057888146992488450,44196397,2018-11-01 06:52:43+00:00,Thu Nov 01 06:52:43 +0000 2018,,,,
+3756,elonmusk,wordcipher,"Maybe AI will make me follow it, laugh like a demon & say who’s the pet now …",74,960,49,1057885912858681344,https://twitter.com/elonmusk/status/1057885912858681344,44196397,2018-11-01 06:43:50+00:00,Thu Nov 01 06:43:50 +0000 2018,,,,
+3757,elonmusk,,"Also, you’ll be able to drive it from your phone remotely like a big RC car if in line of sight",3240,37544,1244,1057884071005569024,https://twitter.com/elonmusk/status/1057884071005569024,44196397,2018-11-01 06:36:31+00:00,Thu Nov 01 06:36:31 +0000 2018,,,,
+3758,elonmusk,,Car will drive to your phone location & follow you like a pet if you hold down summon button on Tesla app,4771,40738,873,1057881371174035456,https://twitter.com/elonmusk/status/1057881371174035456,44196397,2018-11-01 06:25:48+00:00,Thu Nov 01 06:25:48 +0000 2018,,,,
+3759,elonmusk,,"Tesla advanced Summon ready in ~6 weeks! Just an over-the-air software upgrade, so will work on all cars made in past 2 years (Autopilot hardware V2+).",3603,42500,894,1057871356367269888,https://twitter.com/elonmusk/status/1057871356367269888,44196397,2018-11-01 05:46:00+00:00,Thu Nov 01 05:46:00 +0000 2018,,,,
+3760,elonmusk,InsideEVs,Scientists uncover Sneaky move by GM,1747,16861,606,1057719290856538112,https://twitter.com/elonmusk/status/1057719290856538112,44196397,2018-10-31 19:41:45+00:00,Wed Oct 31 19:41:45 +0000 2018,,,,https://twitter.com/InsideEVs/status/1057718047102918656
+3761,elonmusk,elonmusk,"For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready soon. By next year, a Tesla should be able to drive around a parking lot, find an empty spot, read signs to confirm it’s valid & park.",3438,31570,579,1057690425710891009,https://twitter.com/elonmusk/status/1057690425710891009,44196397,2018-10-31 17:47:03+00:00,Wed Oct 31 17:47:03 +0000 2018,,,,
+3762,elonmusk,rarelyserious,Cool haha,1411,38509,151,1057688156315693057,https://twitter.com/elonmusk/status/1057688156315693057,44196397,2018-10-31 17:38:02+00:00,Wed Oct 31 17:38:02 +0000 2018,,,,
+3763,elonmusk,,"Legally required officers of a corporation are president, treasurer & secretary. Guess I have to keep 1st one or it will confuse the authorities.",1197,34340,1089,1057030946594029569,https://twitter.com/elonmusk/status/1057030946594029569,44196397,2018-10-29 22:06:31+00:00,Mon Oct 29 22:06:31 +0000 2018,,,,
+3764,elonmusk,FredericLambert,"Good point, might put that one back",41,2396,122,1057025309688520704,https://twitter.com/elonmusk/status/1057025309688520704,44196397,2018-10-29 21:44:07+00:00,Mon Oct 29 21:44:07 +0000 2018,,,,
+3765,elonmusk,,Deleted my Tesla titles last week to see what would happen. I’m now the Nothing of Tesla. Seems fine so far.,9183,128903,3710,1057010155332628481,https://twitter.com/elonmusk/status/1057010155332628481,44196397,2018-10-29 20:43:53+00:00,Mon Oct 29 20:43:53 +0000 2018,,,,
+3766,elonmusk,elonmusk,Signing off Twitter for a few days ...,92,2469,407,1056031369480962048,https://twitter.com/elonmusk/status/1056031369480962048,44196397,2018-10-27 03:54:33+00:00,Sat Oct 27 03:54:33 +0000 2018,,,,
+3767,elonmusk,SnazzyQ,"Don’t worry, we’ll make it right",34,1471,82,1056030239610925056,https://twitter.com/elonmusk/status/1056030239610925056,44196397,2018-10-27 03:50:03+00:00,Sat Oct 27 03:50:03 +0000 2018,,,,
+3768,elonmusk,elonmusk,The FOIA on this will be solid gold. Can’t wait.,46,1115,56,1056028956124561408,https://twitter.com/elonmusk/status/1056028956124561408,44196397,2018-10-27 03:44:57+00:00,Sat Oct 27 03:44:57 +0000 2018,,,,
+3769,elonmusk,Model3Owners,Not going up. We will just offer those who ordered bought 3P either $5k back or free lifetime Supercharging.,177,3995,224,1056027905807941632,https://twitter.com/elonmusk/status/1056027905807941632,44196397,2018-10-27 03:40:47+00:00,Sat Oct 27 03:40:47 +0000 2018,,,,
+3770,elonmusk,Lindowitz,"It’s a reasonable criticism. We wanted to make the awesome version of Model 3 Performance more affordable, but it was arguably too much too soon. Taking corrective action …",39,1263,72,1056026765502513152,https://twitter.com/elonmusk/status/1056026765502513152,44196397,2018-10-27 03:36:15+00:00,Sat Oct 27 03:36:15 +0000 2018,,,,
+3771,elonmusk,CGasparino,"Exactly, this is total bs. What part of “production hell” sounds like a sure thing!?",208,4855,154,1056025766599651328,https://twitter.com/elonmusk/status/1056025766599651328,44196397,2018-10-27 03:32:17+00:00,Sat Oct 27 03:32:17 +0000 2018,,,,
+3772,elonmusk,sk2sno,We will enable track mode for all performance cars,38,891,47,1056025320397037570,https://twitter.com/elonmusk/status/1056025320397037570,44196397,2018-10-27 03:30:31+00:00,Sat Oct 27 03:30:31 +0000 2018,,,,
+3773,elonmusk,FredericLambert,"It was underpriced. Anyway, if you want $5k refund & free Supercharging turned off, we will do that.",42,1272,89,1056025032617426945,https://twitter.com/elonmusk/status/1056025032617426945,44196397,2018-10-27 03:29:22+00:00,Sat Oct 27 03:29:22 +0000 2018,,,,
+3774,elonmusk,rtk86,"Ok, we will turn off lifetime free Supercharging and give you $5k refund",23,803,41,1056024539832844288,https://twitter.com/elonmusk/status/1056024539832844288,44196397,2018-10-27 03:27:24+00:00,Sat Oct 27 03:27:24 +0000 2018,,,,
+3775,elonmusk,ctgm,"Yeah, or free lifetime Supercharging, whichever you prefer",18,601,12,1056024270076239873,https://twitter.com/elonmusk/status/1056024270076239873,44196397,2018-10-27 03:26:20+00:00,Sat Oct 27 03:26:20 +0000 2018,,,,
+3776,elonmusk,FredericLambert,Didn’t you get free Supercharging for life? Current buyers don’t get that.,38,1396,73,1056023407907659783,https://twitter.com/elonmusk/status/1056023407907659783,44196397,2018-10-27 03:22:55+00:00,Sat Oct 27 03:22:55 +0000 2018,,,,
+3777,elonmusk,annerajb,Exactly. That’s Monday.,27,853,43,1056017653758738432,https://twitter.com/elonmusk/status/1056017653758738432,44196397,2018-10-27 03:00:03+00:00,Sat Oct 27 03:00:03 +0000 2018,,,,
+3778,elonmusk,jaden,"Yes. Will require tapping indicator to confirm at first. When safety looks good after 10M miles of driving or so, there will be an option to turn off confirm.",393,9482,107,1056014996860166145,https://twitter.com/elonmusk/status/1056014996860166145,44196397,2018-10-27 02:49:29+00:00,Sat Oct 27 02:49:29 +0000 2018,,,,
+3779,elonmusk,pworjfne,"No, but I will",35,1158,22,1056012930423160832,https://twitter.com/elonmusk/status/1056012930423160832,44196397,2018-10-27 02:41:17+00:00,Sat Oct 27 02:41:17 +0000 2018,,,,
+3780,elonmusk,mangeHDbackup,Isn’t it obvious?,17,554,22,1056012650918727681,https://twitter.com/elonmusk/status/1056012650918727681,44196397,2018-10-27 02:40:10+00:00,Sat Oct 27 02:40:10 +0000 2018,,,,
+3781,elonmusk,yames51,Worth it,243,3065,84,1056012218897059841,https://twitter.com/elonmusk/status/1056012218897059841,44196397,2018-10-27 02:38:27+00:00,Sat Oct 27 02:38:27 +0000 2018,,,,
+3782,elonmusk,vincent13031925,True,42,1392,39,1056012001606914048,https://twitter.com/elonmusk/status/1056012001606914048,44196397,2018-10-27 02:37:35+00:00,Sat Oct 27 02:37:35 +0000 2018,,,,
+3783,elonmusk,,Tesla Autopilot Drive on Navigation going to wide release in North America tonight,3747,50353,1611,1056001102385049601,https://twitter.com/elonmusk/status/1056001102385049601,44196397,2018-10-27 01:54:17+00:00,Sat Oct 27 01:54:17 +0000 2018,,,,
+3784,elonmusk,sheldonth,"Not exactly. We just bundled the upgrade package into Performance. No problem if you want to return the car, but I think lifetime free Supercharging is a good deal.",30,672,51,1056000474560659456,https://twitter.com/elonmusk/status/1056000474560659456,44196397,2018-10-27 01:51:47+00:00,Sat Oct 27 01:51:47 +0000 2018,,,,
+3785,elonmusk,fb1975,Haha,20,838,19,1055999636236685312,https://twitter.com/elonmusk/status/1055999636236685312,44196397,2018-10-27 01:48:27+00:00,Sat Oct 27 01:48:27 +0000 2018,,,,
+3786,elonmusk,DigitalDunzey,"On Insta, 10% of followers like even lame posts. On Twitter, good posts get 1%.",84,2205,70,1055999003299471360,https://twitter.com/elonmusk/status/1055999003299471360,44196397,2018-10-27 01:45:56+00:00,Sat Oct 27 01:45:56 +0000 2018,,,,
+3787,elonmusk,_Akhaten,Lacks scale,10,484,22,1055996774572154880,https://twitter.com/elonmusk/status/1055996774572154880,44196397,2018-10-27 01:37:05+00:00,Sat Oct 27 01:37:05 +0000 2018,,,,
+3788,elonmusk,nichegamer,"Reddit is massive, but def has gems",35,1858,48,1055996020474036224,https://twitter.com/elonmusk/status/1055996020474036224,44196397,2018-10-27 01:34:05+00:00,Sat Oct 27 01:34:05 +0000 2018,,,,
+3789,elonmusk,SomeGrayAreas,"Reddit’s twitter account is lame, because it’s not real Reddit",58,2750,43,1055993647995412481,https://twitter.com/elonmusk/status/1055993647995412481,44196397,2018-10-27 01:24:39+00:00,Sat Oct 27 01:24:39 +0000 2018,,,,
+3790,elonmusk,Mcgillligan,Exactly,37,1872,41,1055991876879233024,https://twitter.com/elonmusk/status/1055991876879233024,44196397,2018-10-27 01:17:37+00:00,Sat Oct 27 01:17:37 +0000 2018,,,,
+3791,elonmusk,FactsDataTruth,You’re right. Earlier Model 3 Performance buyers got free lifetime Supercharging. Will add that to anyone who bought recently.,35,689,50,1055991558174953472,https://twitter.com/elonmusk/status/1055991558174953472,44196397,2018-10-27 01:16:21+00:00,Sat Oct 27 01:16:21 +0000 2018,,,,
+3792,elonmusk,,"On Twitter, likes are rare & criticism is brutal. So hardcore. It’s great.",14726,161551,3286,1055990004738977793,https://twitter.com/elonmusk/status/1055990004738977793,44196397,2018-10-27 01:10:11+00:00,Sat Oct 27 01:10:11 +0000 2018,,,,
+3793,elonmusk,,Glad you’re ok @tylerthecreator,6373,54357,419,1055958732599783425,https://twitter.com/elonmusk/status/1055958732599783425,44196397,2018-10-26 23:05:55+00:00,Fri Oct 26 23:05:55 +0000 2018,,@tylerthecreator,,https://www.reddit.com/r/teslamotors/comments/9rkrzg/tyler_the_creator_survives_car_crash_after/?st=JNQMEMQA&sh=1a3407e2
+3794,elonmusk,PopularEthics,"S is better, but rear seat folds down in Model 3, so bikes can fit in trunk",17,649,27,1055942429013041153,https://twitter.com/elonmusk/status/1055942429013041153,44196397,2018-10-26 22:01:08+00:00,Fri Oct 26 22:01:08 +0000 2018,,,,
+3795,elonmusk,scr00chy,Hey that’s my Halloween costume!,63,1477,39,1055909450987450368,https://twitter.com/elonmusk/status/1055909450987450368,44196397,2018-10-26 19:50:05+00:00,Fri Oct 26 19:50:05 +0000 2018,,,,
+3796,elonmusk,bosterogriego,Good question,242,4615,155,1055899741551095808,https://twitter.com/elonmusk/status/1055899741551095808,44196397,2018-10-26 19:11:30+00:00,Fri Oct 26 19:11:30 +0000 2018,,,,
+3797,elonmusk,mcjamez,"Clearly, you’re not reading my twitter",155,2460,71,1055882299756109824,https://twitter.com/elonmusk/status/1055882299756109824,44196397,2018-10-26 18:02:12+00:00,Fri Oct 26 18:02:12 +0000 2018,,,,
+3798,elonmusk,Eifiea,I wish,31,938,15,1055882032679542784,https://twitter.com/elonmusk/status/1055882032679542784,44196397,2018-10-26 18:01:08+00:00,Fri Oct 26 18:01:08 +0000 2018,,,,
+3799,elonmusk,rstefani11,Taking action. Tesla body shops now operating in California aiming for same day body repair in most cases.,168,6925,119,1055874116803158016,https://twitter.com/elonmusk/status/1055874116803158016,44196397,2018-10-26 17:29:41+00:00,Fri Oct 26 17:29:41 +0000 2018,,,,
+3800,elonmusk,Zorbrix,Yes Zorbix,44,2298,33,1055864213585809408,https://twitter.com/elonmusk/status/1055864213585809408,44196397,2018-10-26 16:50:20+00:00,Fri Oct 26 16:50:20 +0000 2018,,,,
+3801,elonmusk,ianelantzy,"Sir, I would never …",65,1421,52,1055862869760237569,https://twitter.com/elonmusk/status/1055862869760237569,44196397,2018-10-26 16:44:59+00:00,Fri Oct 26 16:44:59 +0000 2018,,,,
+3802,elonmusk,CateLuvsLondon,"Yes, I am a little girl. Ok, not that little. Or a girl.",296,2640,136,1055690934384381953,https://twitter.com/elonmusk/status/1055690934384381953,44196397,2018-10-26 05:21:47+00:00,Fri Oct 26 05:21:47 +0000 2018,,,,
+3803,elonmusk,,Making progress …,1539,33806,827,1055689809367199744,https://twitter.com/elonmusk/status/1055689809367199744,44196397,2018-10-26 05:17:18+00:00,Fri Oct 26 05:17:18 +0000 2018,,,,
+3804,elonmusk,,I said dankest not darkest omg,11901,131664,3497,1055689369535692801,https://twitter.com/elonmusk/status/1055689369535692801,44196397,2018-10-26 05:15:34+00:00,Fri Oct 26 05:15:34 +0000 2018,,,,
+3805,elonmusk,JamesLandino,im actually cat girl here’s selfie rn,22217,70010,2620,1055653541317042177,https://twitter.com/elonmusk/status/1055653541317042177,44196397,2018-10-26 02:53:12+00:00,Fri Oct 26 02:53:12 +0000 2018,,,,
+3806,elonmusk,JamesLandino,It’s pretty hot,804,11278,146,1055651447428116480,https://twitter.com/elonmusk/status/1055651447428116480,44196397,2018-10-26 02:44:52+00:00,Fri Oct 26 02:44:52 +0000 2018,,,,
+3807,elonmusk,,"Deep down, I think Frost secretly preferred the latter",386,15492,536,1055631532444934144,https://twitter.com/elonmusk/status/1055631532444934144,44196397,2018-10-26 01:25:44+00:00,Fri Oct 26 01:25:44 +0000 2018,,,,
+3808,elonmusk,ElDuderinoGG,Ok,87,1378,40,1055612813635280896,https://twitter.com/elonmusk/status/1055612813635280896,44196397,2018-10-26 00:11:21+00:00,Fri Oct 26 00:11:21 +0000 2018,,,,
+3809,elonmusk,,Fire and Ice,3831,34664,1541,1055612158216552449,https://twitter.com/elonmusk/status/1055612158216552449,44196397,2018-10-26 00:08:45+00:00,Fri Oct 26 00:08:45 +0000 2018,,,,
+3810,elonmusk,,"Flies like an arrow, but fruit flies like a banana",4718,50875,1320,1055607883595886592,https://twitter.com/elonmusk/status/1055607883595886592,44196397,2018-10-25 23:51:46+00:00,Thu Oct 25 23:51:46 +0000 2018,,,,
+3811,elonmusk,NewYorker,Love the Concorde,154,4595,285,1055606159715971072,https://twitter.com/elonmusk/status/1055606159715971072,44196397,2018-10-25 23:44:55+00:00,Thu Oct 25 23:44:55 +0000 2018,,,,
+3812,elonmusk,SwiftOnSecurity,Bound to happen,106,2487,49,1055604614265860101,https://twitter.com/elonmusk/status/1055604614265860101,44196397,2018-10-25 23:38:46+00:00,Thu Oct 25 23:38:46 +0000 2018,,,,
+3813,elonmusk,Gounther_,Yes,44,1466,37,1055601434337497088,https://twitter.com/elonmusk/status/1055601434337497088,44196397,2018-10-25 23:26:08+00:00,Thu Oct 25 23:26:08 +0000 2018,,,,
+3814,elonmusk,,Time,6259,60132,4363,1055600140730347520,https://twitter.com/elonmusk/status/1055600140730347520,44196397,2018-10-25 23:21:00+00:00,Thu Oct 25 23:21:00 +0000 2018,,,,
+3815,elonmusk,Model3Owners,Love Tesla supporters so much!! ,998,19996,529,1055592321654243328,https://twitter.com/elonmusk/status/1055592321654243328,44196397,2018-10-25 22:49:56+00:00,Thu Oct 25 22:49:56 +0000 2018,,,,
+3816,elonmusk,,Midnight,2388,38711,494,1055589758536081408,https://twitter.com/elonmusk/status/1055589758536081408,44196397,2018-10-25 22:39:45+00:00,Thu Oct 25 22:39:45 +0000 2018,,,,
+3817,elonmusk,,My twitter feed rn,6686,81190,1066,1055585815718322178,https://twitter.com/elonmusk/status/1055585815718322178,44196397,2018-10-25 22:24:04+00:00,Thu Oct 25 22:24:04 +0000 2018,,,,
+3818,elonmusk,EndyO_,Then the hell with science!,92,1926,52,1055570196222509056,https://twitter.com/elonmusk/status/1055570196222509056,44196397,2018-10-25 21:22:00+00:00,Thu Oct 25 21:22:00 +0000 2018,,,,
+3819,elonmusk,,Not moths tho,8443,106909,2453,1055568956625285120,https://twitter.com/elonmusk/status/1055568956625285120,44196397,2018-10-25 21:17:05+00:00,Thu Oct 25 21:17:05 +0000 2018,,,,
+3820,elonmusk,,Send me ur dankest memes!!,65183,320835,48476,1055517521082609664,https://twitter.com/elonmusk/status/1055517521082609664,44196397,2018-10-25 17:52:42+00:00,Thu Oct 25 17:52:42 +0000 2018,,,,
+3821,elonmusk,, in ,859,18551,347,1055516972866166784,https://twitter.com/elonmusk/status/1055516972866166784,44196397,2018-10-25 17:50:31+00:00,Thu Oct 25 17:50:31 +0000 2018,,,,
+3822,elonmusk,,Fresh puro from my meme dealer,15391,98971,1321,1055515363335561216,https://twitter.com/elonmusk/status/1055515363335561216,44196397,2018-10-25 17:44:07+00:00,Thu Oct 25 17:44:07 +0000 2018,,,,
+3823,elonmusk,pmcollins,Exactly. There are many states where we are not allowed to sell cars at all or are severely restricted to literally one store.,82,1444,65,1055501230875668480,https://twitter.com/elonmusk/status/1055501230875668480,44196397,2018-10-25 16:47:58+00:00,Thu Oct 25 16:47:58 +0000 2018,,,,
+3824,elonmusk,cleantechnica,"Model 3 was top-selling car in US by revenue despite no advertising, no paid endorsements & no discounts. Competitors spent billions on marketing. Model 3 was product alone.",2507,21002,439,1055500063785463808,https://twitter.com/elonmusk/status/1055500063785463808,44196397,2018-10-25 16:43:20+00:00,Thu Oct 25 16:43:20 +0000 2018,,,,
+3825,elonmusk,,Massive thanks to Tesla owners & supporters. We wouldn’t be here without you.,3920,88559,2100,1055362206798307328,https://twitter.com/elonmusk/status/1055362206798307328,44196397,2018-10-25 07:35:32+00:00,Thu Oct 25 07:35:32 +0000 2018,,,,
+3826,elonmusk,mikearildbrown,Same,23,753,67,1055350291992731648,https://twitter.com/elonmusk/status/1055350291992731648,44196397,2018-10-25 06:48:11+00:00,Thu Oct 25 06:48:11 +0000 2018,,,,
+3827,elonmusk,KevinJawbreaker,2025,355,7729,123,1055350177941225473,https://twitter.com/elonmusk/status/1055350177941225473,44196397,2018-10-25 06:47:44+00:00,Thu Oct 25 06:47:44 +0000 2018,,,,
+3828,elonmusk,,How’d they know!?,79292,367974,3136,1055349794221117440,https://twitter.com/elonmusk/status/1055349794221117440,44196397,2018-10-25 06:46:13+00:00,Thu Oct 25 06:46:13 +0000 2018,,,,
+3829,elonmusk,MartyHungerford,Around mid 2019,39,841,48,1055326060957429760,https://twitter.com/elonmusk/status/1055326060957429760,44196397,2018-10-25 05:11:54+00:00,Thu Oct 25 05:11:54 +0000 2018,,,,
+3830,elonmusk,houmanhemmati,"There have been hundreds of improvements to fit & finish over the years, but no major step change in this regard. Seats, especially, are dramatically better now than in the past.",64,1713,109,1054822628077096960,https://twitter.com/elonmusk/status/1054822628077096960,44196397,2018-10-23 19:51:26+00:00,Tue Oct 23 19:51:26 +0000 2018,,,,
+3831,elonmusk,FredericLambert,Only thing almost anyone would notice is the nose,40,1520,62,1054821665782214656,https://twitter.com/elonmusk/status/1054821665782214656,44196397,2018-10-23 19:47:37+00:00,Tue Oct 23 19:47:37 +0000 2018,,,,
+3832,elonmusk,FredericLambert,Just did that to correct the front design esthetic of Model S. The nose of an electric car shouldn’t look like a radiator grill opening.,109,3015,122,1054814318762459136,https://twitter.com/elonmusk/status/1054814318762459136,44196397,2018-10-23 19:18:25+00:00,Tue Oct 23 19:18:25 +0000 2018,,,,
+3833,elonmusk,,"Get this question a lot, so need to clarify that there’s no such thing as a Tesla “refresh”. Other car companies do this every ~3 years, but Tesla constantly upgrades vehicle hardware every week.",3188,53859,1205,1054812318096216064,https://twitter.com/elonmusk/status/1054812318096216064,44196397,2018-10-23 19:10:28+00:00,Tue Oct 23 19:10:28 +0000 2018,,,,
+3834,elonmusk,,"To simplify production, many Tesla Model S & X interior configs, will no longer be available after Nov 1. Order now to be sure of the one you want.",1066,19367,802,1054801685791436800,https://twitter.com/elonmusk/status/1054801685791436800,44196397,2018-10-23 18:28:13+00:00,Tue Oct 23 18:28:13 +0000 2018,,,,
+3835,elonmusk,cleantechnica,"Model 3 body design could def be less complex, but, yes, most of weight difference is due to higher safety vs other cars",262,6631,171,1054683528661622785,https://twitter.com/elonmusk/status/1054683528661622785,44196397,2018-10-23 10:38:42+00:00,Tue Oct 23 10:38:42 +0000 2018,,,,
+3836,elonmusk,vicentes,Working on it,19,793,47,1054611698626158593,https://twitter.com/elonmusk/status/1054611698626158593,44196397,2018-10-23 05:53:17+00:00,Tue Oct 23 05:53:17 +0000 2018,,,,
+3837,elonmusk,jeanrodriguez3,That is correct,528,15719,92,1054602802880626689,https://twitter.com/elonmusk/status/1054602802880626689,44196397,2018-10-23 05:17:56+00:00,Tue Oct 23 05:17:56 +0000 2018,,,,
+3838,elonmusk,,Twitter thought I got hacked & locked my account haha,18174,210633,3090,1054601360530784258,https://twitter.com/elonmusk/status/1054601360530784258,44196397,2018-10-23 05:12:12+00:00,Tue Oct 23 05:12:12 +0000 2018,,,,
+3839,elonmusk,vicentes,Wanna buy some Bitcoin? ,7832,24538,1063,1054520588734058496,https://twitter.com/elonmusk/status/1054520588734058496,44196397,2018-10-22 23:51:15+00:00,Mon Oct 22 23:51:15 +0000 2018,,,,
+3840,elonmusk,,And I own a chibi Wolverine,10038,104709,1224,1054510095491428352,https://twitter.com/elonmusk/status/1054510095491428352,44196397,2018-10-22 23:09:33+00:00,Mon Oct 22 23:09:33 +0000 2018,,,,
+3841,elonmusk,Kirinodere,,11504,29942,511,1054509050350555136,https://twitter.com/elonmusk/status/1054509050350555136,44196397,2018-10-22 23:05:24+00:00,Mon Oct 22 23:05:24 +0000 2018,,,,
+3842,elonmusk,,i anime,140294,450252,13069,1054501056229588992,https://twitter.com/elonmusk/status/1054501056229588992,44196397,2018-10-22 22:33:38+00:00,Mon Oct 22 22:33:38 +0000 2018,,,,
+3843,elonmusk,jamescharles,"Order Tesla without test drive & you get 3 days to return for refund, else 1 day",1073,23467,408,1054496095819116544,https://twitter.com/elonmusk/status/1054496095819116544,44196397,2018-10-22 22:13:55+00:00,Mon Oct 22 22:13:55 +0000 2018,,,,https://twitter.com/jamescharles/status/1054488079208112133
+3844,elonmusk,FredericLambert,Former,27,818,40,1054490338570584064,https://twitter.com/elonmusk/status/1054490338570584064,44196397,2018-10-22 21:51:02+00:00,Mon Oct 22 21:51:02 +0000 2018,,,,
+3845,elonmusk,migueldeicaza,Will be in next point release,23,792,41,1054490213693542400,https://twitter.com/elonmusk/status/1054490213693542400,44196397,2018-10-22 21:50:33+00:00,Mon Oct 22 21:50:33 +0000 2018,,,,
+3846,elonmusk,KM1313,"Hopefully, a few months for Drive on Navigation capability. We need to address differences in how lane lines are painted. Varies greatly by country.",94,2407,91,1054488872703340544,https://twitter.com/elonmusk/status/1054488872703340544,44196397,2018-10-22 21:45:13+00:00,Mon Oct 22 21:45:13 +0000 2018,,,,
+3847,elonmusk,Erdayastronaut,Good point …,32,961,60,1054439668731629568,https://twitter.com/elonmusk/status/1054439668731629568,44196397,2018-10-22 18:29:42+00:00,Mon Oct 22 18:29:42 +0000 2018,,,,
+3848,elonmusk,mayemusk,Interesting,46,929,63,1054436171311247360,https://twitter.com/elonmusk/status/1054436171311247360,44196397,2018-10-22 18:15:48+00:00,Mon Oct 22 18:15:48 +0000 2018,,,,
+3849,elonmusk,elonmusk,"This is a ~ 6000 ft demo tunnel. First operational, high-speed tunnel still set for Chicago, pending regulatory approvals.",59,912,33,1054434449725652992,https://twitter.com/elonmusk/status/1054434449725652992,44196397,2018-10-22 18:08:57+00:00,Mon Oct 22 18:08:57 +0000 2018,,,,
+3850,elonmusk,elonmusk,Under LA (Hawthorne),71,1351,57,1054168068253872128,https://twitter.com/elonmusk/status/1054168068253872128,44196397,2018-10-22 00:30:27+00:00,Mon Oct 22 00:30:27 +0000 2018,,,,
+3851,elonmusk,nextspaceflight,155 mph | 250 km/h,88,1617,34,1054167945230700544,https://twitter.com/elonmusk/status/1054167945230700544,44196397,2018-10-22 00:29:58+00:00,Mon Oct 22 00:29:58 +0000 2018,,,,
+3852,elonmusk,Erdayastronaut,Opening event that night & free rides for the public next day,143,2046,63,1054167515792793600,https://twitter.com/elonmusk/status/1054167515792793600,44196397,2018-10-22 00:28:15+00:00,Mon Oct 22 00:28:15 +0000 2018,,,,
+3853,elonmusk,PkmnMasterHolly,"Pretty close, actually",130,7211,66,1054166993983569920,https://twitter.com/elonmusk/status/1054166993983569920,44196397,2018-10-22 00:26:11+00:00,Mon Oct 22 00:26:11 +0000 2018,,,,
+3854,elonmusk,vikrantsingh,I think real,45,1430,45,1054165297374982144,https://twitter.com/elonmusk/status/1054165297374982144,44196397,2018-10-22 00:19:26+00:00,Mon Oct 22 00:19:26 +0000 2018,,,,
+3855,elonmusk,,Opens Dec 10,2223,43327,805,1054164838430064640,https://twitter.com/elonmusk/status/1054164838430064640,44196397,2018-10-22 00:17:37+00:00,Mon Oct 22 00:17:37 +0000 2018,,,,
+3856,elonmusk,,The first tunnel is almost done,8656,109336,1974,1054164543922823168,https://twitter.com/elonmusk/status/1054164543922823168,44196397,2018-10-22 00:16:27+00:00,Mon Oct 22 00:16:27 +0000 2018,,,,
+3857,elonmusk,Grimezsz,N00B!,638,6102,109,1054124703663542274,https://twitter.com/elonmusk/status/1054124703663542274,44196397,2018-10-21 21:38:08+00:00,Sun Oct 21 21:38:08 +0000 2018,,,,
+3858,elonmusk,,Twitter is Dark Souls of social media. Reddit is Bloodborne. Insta is Zelda.,47663,228647,5311,1054115562769416192,https://twitter.com/elonmusk/status/1054115562769416192,44196397,2018-10-21 21:01:49+00:00,Sun Oct 21 21:01:49 +0000 2018,,,,
+3859,elonmusk,davidjfrankel,Good idea!,13,585,30,1054111800004767744,https://twitter.com/elonmusk/status/1054111800004767744,44196397,2018-10-21 20:46:52+00:00,Sun Oct 21 20:46:52 +0000 2018,,,,
+3860,elonmusk,Erdayastronaut,"This game is my personal favorite, but I am biased towards space stuff",129,4521,121,1054111709332291584,https://twitter.com/elonmusk/status/1054111709332291584,44196397,2018-10-21 20:46:30+00:00,Sun Oct 21 20:46:30 +0000 2018,,,,
+3861,elonmusk,AlexSafahi,Coming soon,11,515,16,1054060824203907072,https://twitter.com/elonmusk/status/1054060824203907072,44196397,2018-10-21 17:24:18+00:00,Sun Oct 21 17:24:18 +0000 2018,,,,
+3862,elonmusk,grobichaux,Turn on enhanced security via the settings page. This will require entering a passcode to use the car.,32,595,40,1054060263257792512,https://twitter.com/elonmusk/status/1054060263257792512,44196397,2018-10-21 17:22:04+00:00,Sun Oct 21 17:22:04 +0000 2018,,,,
+3863,elonmusk,WilliamShatner, ,182,8407,155,1054041324662341632,https://twitter.com/elonmusk/status/1054041324662341632,44196397,2018-10-21 16:06:49+00:00,Sun Oct 21 16:06:49 +0000 2018,,,,
+3864,elonmusk,BoredElonMusk,Digital Style!,277,4263,203,1053505243143524354,https://twitter.com/elonmusk/status/1053505243143524354,44196397,2018-10-20 04:36:37+00:00,Sat Oct 20 04:36:37 +0000 2018,,,,https://m.youtube.com/watch?v=l1hUTL6sUqA
+3865,elonmusk,JaneidyEve,Would I really let someone get away with using my name all this time?,133,4412,114,1053504673007591425,https://twitter.com/elonmusk/status/1053504673007591425,44196397,2018-10-20 04:34:21+00:00,Sat Oct 20 04:34:21 +0000 2018,,,,
+3866,elonmusk,elonmusk,BoredElonMusk is my secret troll account. It’s time people knew.,1147,13393,303,1053503899166855169,https://twitter.com/elonmusk/status/1053503899166855169,44196397,2018-10-20 04:31:17+00:00,Sat Oct 20 04:31:17 +0000 2018,,,,
+3867,elonmusk,BoredElonMusk,"No, bored me, I will not",2640,43672,405,1053502966584332288,https://twitter.com/elonmusk/status/1053502966584332288,44196397,2018-10-20 04:27:35+00:00,Sat Oct 20 04:27:35 +0000 2018,,,,
+3868,elonmusk,annerajb,Maybe phone as controller,29,952,27,1053500011210625025,https://twitter.com/elonmusk/status/1053500011210625025,44196397,2018-10-20 04:15:50+00:00,Sat Oct 20 04:15:50 +0000 2018,,,,
+3869,elonmusk,justin_horn,Exactly,19,745,27,1053491837099372545,https://twitter.com/elonmusk/status/1053491837099372545,44196397,2018-10-20 03:43:21+00:00,Sat Oct 20 03:43:21 +0000 2018,,,,
+3870,elonmusk,annerajb,Coming,21,902,27,1053478965828960256,https://twitter.com/elonmusk/status/1053478965828960256,44196397,2018-10-20 02:52:12+00:00,Sat Oct 20 02:52:12 +0000 2018,,,,
+3871,elonmusk,nynex,Yes,128,2206,89,1053477064844632064,https://twitter.com/elonmusk/status/1053477064844632064,44196397,2018-10-20 02:44:39+00:00,Sat Oct 20 02:44:39 +0000 2018,,,,
+3872,elonmusk,FortniteGame,Reality is hard,7019,66123,606,1053469867452452864,https://twitter.com/elonmusk/status/1053469867452452864,44196397,2018-10-20 02:16:03+00:00,Sat Oct 20 02:16:03 +0000 2018,,,,
+3873,elonmusk,TSM_Myth,Online doesn’t count,11474,78692,914,1053432175696048130,https://twitter.com/elonmusk/status/1053432175696048130,44196397,2018-10-19 23:46:17+00:00,Fri Oct 19 23:46:17 +0000 2018,,,,
+3874,elonmusk,OhnOshiedidnt_,Coming soon,47,2231,29,1053431641723400192,https://twitter.com/elonmusk/status/1053431641723400192,44196397,2018-10-19 23:44:09+00:00,Fri Oct 19 23:44:09 +0000 2018,,,,
+3875,elonmusk,Newtling,No,141,6334,50,1053431331244265474,https://twitter.com/elonmusk/status/1053431331244265474,44196397,2018-10-19 23:42:55+00:00,Fri Oct 19 23:42:55 +0000 2018,,,,
+3876,elonmusk,okchaserthunder,That’s next,1584,24385,175,1053430213281906688,https://twitter.com/elonmusk/status/1053430213281906688,44196397,2018-10-19 23:38:29+00:00,Fri Oct 19 23:38:29 +0000 2018,,,,
+3877,elonmusk,,Had to been done ur welcome,396700,1280473,18961,1053390822991790083,https://twitter.com/elonmusk/status/1053390822991790083,44196397,2018-10-19 21:01:57+00:00,Fri Oct 19 21:01:57 +0000 2018,,,,
+3878,elonmusk,newscientist,I hope this is true!,155,2379,187,1053355910364426240,https://twitter.com/elonmusk/status/1053355910364426240,44196397,2018-10-19 18:43:14+00:00,Fri Oct 19 18:43:14 +0000 2018,,,,
+3879,elonmusk,planet4589,"If you don’t like a Tesla for any reason or no reason, you can just give it back for a full refund",204,2272,188,1053128497747582976,https://twitter.com/elonmusk/status/1053128497747582976,44196397,2018-10-19 03:39:34+00:00,Fri Oct 19 03:39:34 +0000 2018,,,,
+3880,elonmusk,TheHoff525,Also available off menu for a week. Was causing too much confusion.,40,676,91,1053068635940388865,https://twitter.com/elonmusk/status/1053068635940388865,44196397,2018-10-18 23:41:42+00:00,Thu Oct 18 23:41:42 +0000 2018,,,,
+3881,elonmusk,,"Model 3 long range, rear wheel drive is still available for ordering off menu for another week or so",389,9755,387,1053066426532028418,https://twitter.com/elonmusk/status/1053066426532028418,44196397,2018-10-18 23:32:55+00:00,Thu Oct 18 23:32:55 +0000 2018,,,,
+3882,elonmusk,dennishegstad,"It’s kind of like the post office. Same price for delivery to Maine as the SF Bay Area. But you do get a free Tesla factory tour, which is really fun to see.",45,760,42,1053065745897148416,https://twitter.com/elonmusk/status/1053065745897148416,44196397,2018-10-18 23:30:13+00:00,Thu Oct 18 23:30:13 +0000 2018,,,,
+3883,elonmusk,,"Tesla rear wheel drive cars do actually work well on snow & ice. We did our traction testing on an ice lake! Dual motor AWD is great, but not required for cold weather. Just don’t use sport/summer tires.",683,12967,429,1053063107843514368,https://twitter.com/elonmusk/status/1053063107843514368,44196397,2018-10-18 23:19:44+00:00,Thu Oct 18 23:19:44 +0000 2018,,,,
+3884,elonmusk,DannyMekic,"It’s a long range battery with fewer cells. Non-cell portion of the pack is disproportionately high, but we can get it done now instead of ~February",72,1011,66,1053061826794016769,https://twitter.com/elonmusk/status/1053061826794016769,44196397,2018-10-18 23:14:39+00:00,Thu Oct 18 23:14:39 +0000 2018,,,,
+3885,elonmusk,,"Just released lower cost, mid-range Tesla Model 3 & super simple new order page",5505,47660,3380,1053060766771761152,https://twitter.com/elonmusk/status/1053060766771761152,44196397,2018-10-18 23:10:26+00:00,Thu Oct 18 23:10:26 +0000 2018,,,,http://Tesla.com/3
+3886,elonmusk,IvanEscobosa,Week or two,40,1134,38,1053049266615214080,https://twitter.com/elonmusk/status/1053049266615214080,44196397,2018-10-18 22:24:44+00:00,Thu Oct 18 22:24:44 +0000 2018,,,,
+3887,elonmusk,,Love the Reddit comments too,393,14378,222,1053049133643137024,https://twitter.com/elonmusk/status/1053049133643137024,44196397,2018-10-18 22:24:12+00:00,Thu Oct 18 22:24:12 +0000 2018,,,,
+3888,elonmusk,,Dog saves her puppies,1266,15272,397,1053048742985654273,https://twitter.com/elonmusk/status/1053048742985654273,44196397,2018-10-18 22:22:39+00:00,Thu Oct 18 22:22:39 +0000 2018,,,,https://www.reddit.com/r/gifs/comments/9pbeh2/this_dog_came_back_to_save_her_puppies_from_the/?st=JNF5HFZI&sh=2df412d3
+3889,elonmusk,3x10power8,y,30,628,84,1052979047330762752,https://twitter.com/elonmusk/status/1052979047330762752,44196397,2018-10-18 17:45:42+00:00,Thu Oct 18 17:45:42 +0000 2018,,,,
+3890,elonmusk,,You’ll see,1889,27766,835,1052788115755200512,https://twitter.com/elonmusk/status/1052788115755200512,44196397,2018-10-18 05:07:01+00:00,Thu Oct 18 05:07:01 +0000 2018,,,,
+3891,elonmusk,,Tomorrow brings a lemur,4998,58453,1620,1052787992060936193,https://twitter.com/elonmusk/status/1052787992060936193,44196397,2018-10-18 05:06:31+00:00,Thu Oct 18 05:06:31 +0000 2018,,,,
+3892,elonmusk,,Special Circumstances,896,18618,771,1052694988516089861,https://twitter.com/elonmusk/status/1052694988516089861,44196397,2018-10-17 22:56:58+00:00,Wed Oct 17 22:56:58 +0000 2018,,,,
+3893,elonmusk,j_brorsson,Yes ,20,831,53,1052621494616915968,https://twitter.com/elonmusk/status/1052621494616915968,44196397,2018-10-17 18:04:55+00:00,Wed Oct 17 18:04:55 +0000 2018,,,,
+3894,elonmusk,Erdayastronaut,New Summon will use the Autopilot cameras,46,995,44,1052621018756349952,https://twitter.com/elonmusk/status/1052621018756349952,44196397,2018-10-17 18:03:02+00:00,Wed Oct 17 18:03:02 +0000 2018,,,,
+3895,elonmusk,smeranda,"Yes, aiming for next few months",16,801,20,1052618154260619264,https://twitter.com/elonmusk/status/1052618154260619264,44196397,2018-10-17 17:51:39+00:00,Wed Oct 17 17:51:39 +0000 2018,,,,
+3896,elonmusk,ajmarquez,"True, but this will improve dramatically over next several months & all Tesla cars ever produced (except early Roadsters) will get improvements for free. Continuous, free over-the-air software updates is a big part of why a Tesla retains so much value over time.",88,1002,53,1052618041513586688,https://twitter.com/elonmusk/status/1052618041513586688,44196397,2018-10-17 17:51:12+00:00,Wed Oct 17 17:51:12 +0000 2018,,,,
+3897,elonmusk,,Same goes for all countries within which we officially operate by end of next year,546,15238,515,1052356645723021312,https://twitter.com/elonmusk/status/1052356645723021312,44196397,2018-10-17 00:32:30+00:00,Wed Oct 17 00:32:30 +0000 2018,,,,
+3898,elonmusk,,Just reviewed Tesla’s service locations in North America & realized we have major gaps in geographic coverage! Sorry for this foolish oversight. Tesla will aim to cover all regions of NA (not just big cities) within 3 to 6 months.,2445,39633,1621,1052356093534302208,https://twitter.com/elonmusk/status/1052356093534302208,44196397,2018-10-17 00:30:19+00:00,Wed Oct 17 00:30:19 +0000 2018,,,,
+3899,elonmusk,Pogue,Insightful article by David @Pogue,2054,14723,439,1052315244716941313,https://twitter.com/elonmusk/status/1052315244716941313,44196397,2018-10-16 21:48:00+00:00,Tue Oct 16 21:48:00 +0000 2018,,@Pogue,,https://twitter.com/Pogue/status/1051878668136517632
+3900,elonmusk,ID_AA_Carmack,"Thanks John, really admire you too! I think you’re one of the best engineers ever. Hope you return to working on rockets one day.",313,8131,155,1052282255261847552,https://twitter.com/elonmusk/status/1052282255261847552,44196397,2018-10-16 19:36:54+00:00,Tue Oct 16 19:36:54 +0000 2018,,,,
+3901,elonmusk,JacksMacintosh,The FSD upgrade is the Tesla computer with our NN chip,42,699,37,1052130883585507328,https://twitter.com/elonmusk/status/1052130883585507328,44196397,2018-10-16 09:35:24+00:00,Tue Oct 16 09:35:24 +0000 2018,,,,
+3902,elonmusk,SmileSimplify,I believe it’s $5k,25,594,33,1052105289489477633,https://twitter.com/elonmusk/status/1052105289489477633,44196397,2018-10-16 07:53:42+00:00,Tue Oct 16 07:53:42 +0000 2018,,,,
+3903,elonmusk,SmileSimplify,~6 months before it is in all new production cars. No change to sensors. This is simple replacement of the Autopilot computer. Will be done free of charge for those who ordered full self-driving.,93,1048,58,1052104593876774912,https://twitter.com/elonmusk/status/1052104593876774912,44196397,2018-10-16 07:50:56+00:00,Tue Oct 16 07:50:56 +0000 2018,,,,
+3904,elonmusk,j_brorsson,Somewhere between 500% & 2000%,50,871,23,1052101714117976069,https://twitter.com/elonmusk/status/1052101714117976069,44196397,2018-10-16 07:39:30+00:00,Tue Oct 16 07:39:30 +0000 2018,,,,
+3905,elonmusk,ElectrekCo,"To be clear, actual NN improvement is significantly overestimated in this article. V9.0 vs V8.1 is more like a ~400% increase in useful ops/sec due to enabling integrated GPU & better use of discrete GPU.",246,3971,103,1052101050465808384,https://twitter.com/elonmusk/status/1052101050465808384,44196397,2018-10-16 07:36:52+00:00,Tue Oct 16 07:36:52 +0000 2018,,,,
+3906,elonmusk,ElectrekCo,"This is without the Tesla NN computer. Per my public comments, that will give the car an extra order of magnitude.",78,1222,68,1051973443602735104,https://twitter.com/elonmusk/status/1051973443602735104,44196397,2018-10-15 23:09:48+00:00,Mon Oct 15 23:09:48 +0000 2018,,,,
+3907,elonmusk,ElectrekCo,Still a long way to go,250,6779,169,1051971997855506432,https://twitter.com/elonmusk/status/1051971997855506432,44196397,2018-10-15 23:04:03+00:00,Mon Oct 15 23:04:03 +0000 2018,,,,
+3908,elonmusk,Tesla,Model 3 motor & gearbox still in good condition after driving 1M miles. Designed for ultra high endurance.,6635,51503,1391,1051917544301285376,https://twitter.com/elonmusk/status/1051917544301285376,44196397,2018-10-15 19:27:40+00:00,Mon Oct 15 19:27:40 +0000 2018,,,,https://twitter.com/Tesla/status/1051911793373638661
+3909,elonmusk,Teslarati,Works best if you play games full screen & use steering wheel scroller balls for control,1026,13408,543,1051907915706032131,https://twitter.com/elonmusk/status/1051907915706032131,44196397,2018-10-15 18:49:25+00:00,Mon Oct 15 18:49:25 +0000 2018,,,,https://twitter.com/Teslarati/status/1051904869441912832
+3910,elonmusk,AlguireTim,Haha. It is actually my fav game on Tesla cars right now ,121,5318,135,1051876453837561857,https://twitter.com/elonmusk/status/1051876453837561857,44196397,2018-10-15 16:44:24+00:00,Mon Oct 15 16:44:24 +0000 2018,,,,
+3911,elonmusk,InsideEVs, ,818,12850,364,1051866158515646464,https://twitter.com/elonmusk/status/1051866158515646464,44196397,2018-10-15 16:03:29+00:00,Mon Oct 15 16:03:29 +0000 2018,,,,https://twitter.com/InsideEVs/status/1051865515260608512
+3912,elonmusk,TTfue,What are some of the most fun games we could have on a Tesla? Classic Atari is just the start.,553,14577,983,1051727134593445888,https://twitter.com/elonmusk/status/1051727134593445888,44196397,2018-10-15 06:51:03+00:00,Mon Oct 15 06:51:03 +0000 2018,,,,
+3913,elonmusk,TTfue,Yes,4493,72148,747,1051714470601342981,https://twitter.com/elonmusk/status/1051714470601342981,44196397,2018-10-15 06:00:44+00:00,Mon Oct 15 06:00:44 +0000 2018,,,,
+3914,elonmusk,cleantechnica,"Thanks for recognizing the great work of the Tesla team! 45,000 people now.",544,12311,202,1051591623069429760,https://twitter.com/elonmusk/status/1051591623069429760,44196397,2018-10-14 21:52:35+00:00,Sun Oct 14 21:52:35 +0000 2018,,,,
+3915,elonmusk,,It is time to create a mecha,57049,237081,11074,1051389235406598144,https://twitter.com/elonmusk/status/1051389235406598144,44196397,2018-10-14 08:28:22+00:00,Sun Oct 14 08:28:22 +0000 2018,,,,
+3916,elonmusk,surudenise,NERV,2984,13161,200,1051381698682793985,https://twitter.com/elonmusk/status/1051381698682793985,44196397,2018-10-14 07:58:25+00:00,Sun Oct 14 07:58:25 +0000 2018,,,,
+3917,elonmusk,shawnwasabi, Elon-chan,21478,65112,797,1051381006073118721,https://twitter.com/elonmusk/status/1051381006073118721,44196397,2018-10-14 07:55:40+00:00,Sun Oct 14 07:55:40 +0000 2018,,,,
+3918,elonmusk,StephanieeeeeJ,Great. Also love Princess Mononoke.,1183,11863,123,1051379120322490368,https://twitter.com/elonmusk/status/1051379120322490368,44196397,2018-10-14 07:48:10+00:00,Sun Oct 14 07:48:10 +0000 2018,,,,
+3919,elonmusk,,Love Your Name,19584,91052,3234,1051377948916215810,https://twitter.com/elonmusk/status/1051377948916215810,44196397,2018-10-14 07:43:31+00:00,Sun Oct 14 07:43:31 +0000 2018,,,,https://m.youtube.com/watch?v=xU47nhruN-Q
+3920,elonmusk,Sofiaan,Maybe this could be part of a (safe) car version of Pokémon Go style game,47,1023,42,1051367720111943681,https://twitter.com/elonmusk/status/1051367720111943681,44196397,2018-10-14 07:02:52+00:00,Sun Oct 14 07:02:52 +0000 2018,,,,
+3921,elonmusk,NikkoMan82,Towelie ,24,640,25,1051360789561454593,https://twitter.com/elonmusk/status/1051360789561454593,44196397,2018-10-14 06:35:20+00:00,Sun Oct 14 06:35:20 +0000 2018,,,,
+3922,elonmusk,vicentes,Good idea!,22,881,31,1051230620234350592,https://twitter.com/elonmusk/status/1051230620234350592,44196397,2018-10-13 21:58:05+00:00,Sat Oct 13 21:58:05 +0000 2018,,,,
+3923,elonmusk,MrTommyCampbell,Whole beer keg fits in Model 3 trunk!,675,11713,342,1051229599189807104,https://twitter.com/elonmusk/status/1051229599189807104,44196397,2018-10-13 21:54:02+00:00,Sat Oct 13 21:54:02 +0000 2018,,,,
+3924,elonmusk,ThingsWork,"Wow, mechanical logic gates",354,7798,96,1051226218060632064,https://twitter.com/elonmusk/status/1051226218060632064,44196397,2018-10-13 21:40:35+00:00,Sat Oct 13 21:40:35 +0000 2018,,,,
+3925,elonmusk,ckharrison10,Comes with free towels. Nothing more useful in the entire Universe.,64,1532,56,1051222706371223552,https://twitter.com/elonmusk/status/1051222706371223552,44196397,2018-10-13 21:26:38+00:00,Sat Oct 13 21:26:38 +0000 2018,,,,
+3926,elonmusk,yousuck2020,Maybe wise to bring it just in case ,752,18608,284,1051219865661403136,https://twitter.com/elonmusk/status/1051219865661403136,44196397,2018-10-13 21:15:21+00:00,Sat Oct 13 21:15:21 +0000 2018,,,,
+3927,elonmusk,elonmusk,About half my money is intended to help problems on Earth & half to help establish a self-sustaining city on Mars to ensure continuation of life (of all species) in case Earth gets hit by a meteor like the dinosaurs or WW3 happens & we destroy ourselves,1860,10413,756,1050812486226599936,https://twitter.com/elonmusk/status/1050812486226599936,44196397,2018-10-12 18:16:34+00:00,Fri Oct 12 18:16:34 +0000 2018,,,,
+3928,elonmusk,owillis,You should ask why I would want money. The reason is not what you think. Very little time for recreation. Don’t have vacation homes or yachts or anything like that.,3485,39712,1322,1050811017221963776,https://twitter.com/elonmusk/status/1050811017221963776,44196397,2018-10-12 18:10:44+00:00,Fri Oct 12 18:10:44 +0000 2018,,,,
+3929,elonmusk,technosucks,Yes,25,592,41,1050809457037328385,https://twitter.com/elonmusk/status/1050809457037328385,44196397,2018-10-12 18:04:32+00:00,Fri Oct 12 18:04:32 +0000 2018,,,,
+3930,elonmusk,,"Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Earth. Even if your faith in humanity is faltering, this is worth caring about. Support makes a difference. Thank you.",26692,169664,3787,1050809258659344384,https://twitter.com/elonmusk/status/1050809258659344384,44196397,2018-10-12 18:03:45+00:00,Fri Oct 12 18:03:45 +0000 2018,,,,
+3931,elonmusk,,Visual approximation,8834,54865,1955,1050792830732394496,https://twitter.com/elonmusk/status/1050792830732394496,44196397,2018-10-12 16:58:28+00:00,Fri Oct 12 16:58:28 +0000 2018,,,,
+3932,elonmusk,CNBCi,Teslaquila coming soon …,6268,46552,1476,1050788043907448834,https://twitter.com/elonmusk/status/1050788043907448834,44196397,2018-10-12 16:39:27+00:00,Fri Oct 12 16:39:27 +0000 2018,,,,https://twitter.com/CNBCi/status/1050771311600041985
+3933,elonmusk,AstroHague,Glad you’re safe,102,3169,52,1050780165259681792,https://twitter.com/elonmusk/status/1050780165259681792,44196397,2018-10-12 16:08:08+00:00,Fri Oct 12 16:08:08 +0000 2018,,,,
+3934,elonmusk,,Beautiful picture,26,657,43,1050539631836585984,https://twitter.com/elonmusk/status/1050539631836585984,44196397,2018-10-12 00:12:20+00:00,Fri Oct 12 00:12:20 +0000 2018,,,,
+3935,elonmusk,InsideEVs,"Yes, it’s hard to find. Not sure why.",39,778,54,1050535128638853121,https://twitter.com/elonmusk/status/1050535128638853121,44196397,2018-10-11 23:54:27+00:00,Thu Oct 11 23:54:27 +0000 2018,,,,
+3936,elonmusk,TeslaNY,"Exactly. A Tesla is objectively much safer in a crash than all other cars, according to NHTSA’s *own* calculations. This is just physics!",548,7160,166,1050529142565941248,https://twitter.com/elonmusk/status/1050529142565941248,44196397,2018-10-11 23:30:40+00:00,Thu Oct 11 23:30:40 +0000 2018,,,,
+3937,elonmusk,FinancialTimes,This is incorrect,2310,38086,944,1050164164805545984,https://twitter.com/elonmusk/status/1050164164805545984,44196397,2018-10-10 23:20:22+00:00,Wed Oct 10 23:20:22 +0000 2018,,,,
+3938,elonmusk,,At Falcon LZ-1 Vandenberg on Sunday night with the Base Commander. Support of @USAirForce much appreciated.,3053,31739,1117,1049920490704388096,https://twitter.com/elonmusk/status/1049920490704388096,44196397,2018-10-10 07:12:06+00:00,Wed Oct 10 07:12:06 +0000 2018,,@usairforce,,
+3939,elonmusk,,Studebaker Museum in South Bend,4373,36105,952,1049831543940804609,https://twitter.com/elonmusk/status/1049831543940804609,44196397,2018-10-10 01:18:39+00:00,Wed Oct 10 01:18:39 +0000 2018,,,,
+3940,elonmusk,thomaspower,Punctuality is not my strong suit,100,1502,119,1049746303264149504,https://twitter.com/elonmusk/status/1049746303264149504,44196397,2018-10-09 19:39:56+00:00,Tue Oct 09 19:39:56 +0000 2018,,,,
+3941,elonmusk,SnowSnowSnow,We’d be nothing without our fans,47,947,56,1049745772764454914,https://twitter.com/elonmusk/status/1049745772764454914,44196397,2018-10-09 19:37:50+00:00,Tue Oct 09 19:37:50 +0000 2018,,,,
+3942,elonmusk,mvolpe,Because 11 is obviously louder than 10 ,37,943,54,1049745089294213120,https://twitter.com/elonmusk/status/1049745089294213120,44196397,2018-10-09 19:35:07+00:00,Tue Oct 09 19:35:07 +0000 2018,,,,
+3943,elonmusk,FredericLambert,No such thing as a “full refresh” at Tesla or even a model year. Our cars are partially upgraded every month as soon as a new subsystem is ready for production. There is no cadence.,132,1252,114,1049716203676037122,https://twitter.com/elonmusk/status/1049716203676037122,44196397,2018-10-09 17:40:20+00:00,Tue Oct 09 17:40:20 +0000 2018,,,,
+3944,elonmusk,wonderofscience,It sure does. Very reliable.,51,1436,50,1049704365630533632,https://twitter.com/elonmusk/status/1049704365630533632,44196397,2018-10-09 16:53:17+00:00,Tue Oct 09 16:53:17 +0000 2018,,,,
+3945,elonmusk,davidquearney,You are right,34,1191,48,1049703964290080768,https://twitter.com/elonmusk/status/1049703964290080768,44196397,2018-10-09 16:51:42+00:00,Tue Oct 09 16:51:42 +0000 2018,,,,
+3946,elonmusk,IPCC_CH,A reminder of why it’s important to accelerate advent of cars powered by electricity made from solar power,5891,27679,1096,1049679307839131648,https://twitter.com/elonmusk/status/1049679307839131648,44196397,2018-10-09 15:13:43+00:00,Tue Oct 09 15:13:43 +0000 2018,,,,https://twitter.com/IPCC_CH/status/1049205935388811265
+3947,elonmusk,justinemusk,"You’re most welcome, glad I could be helpful! Thanks for letting me know about it.",170,5820,113,1049545588138627072,https://twitter.com/elonmusk/status/1049545588138627072,44196397,2018-10-09 06:22:22+00:00,Tue Oct 09 06:22:22 +0000 2018,,,,
+3948,elonmusk,jonostrower,Warms my ,156,7480,87,1049408539280568320,https://twitter.com/elonmusk/status/1049408539280568320,44196397,2018-10-08 21:17:47+00:00,Mon Oct 08 21:17:47 +0000 2018,,,,
+3949,elonmusk,Tesla,"The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight is taken into account, order is more like X,S, then 3, but they are all very close.",3198,28243,941,1049324111367815169,https://twitter.com/elonmusk/status/1049324111367815169,44196397,2018-10-08 15:42:18+00:00,Mon Oct 08 15:42:18 +0000 2018,,,,https://twitter.com/Tesla/status/1049284924321087488
+3950,elonmusk,,,3797,47275,406,1049197364638928896,https://twitter.com/elonmusk/status/1049197364638928896,44196397,2018-10-08 07:18:39+00:00,Mon Oct 08 07:18:39 +0000 2018,,,,
+3951,elonmusk,,(Credit @_TomCross_),10837,77649,836,1049157574132621312,https://twitter.com/elonmusk/status/1049157574132621312,44196397,2018-10-08 04:40:32+00:00,Mon Oct 08 04:40:32 +0000 2018,,@_TomCross_,,
+3952,elonmusk,,Falcon has landed,23210,180472,1649,1049156232030736385,https://twitter.com/elonmusk/status/1049156232030736385,44196397,2018-10-08 04:35:12+00:00,Mon Oct 08 04:35:12 +0000 2018,,,,
+3953,elonmusk,,"Tesla owner shows how well ultrawhite seats hold up after 25,000 miles. The black & white interior is def best imo.",638,10502,473,1049045561792294912,https://twitter.com/elonmusk/status/1049045561792294912,44196397,2018-10-07 21:15:26+00:00,Sun Oct 07 21:15:26 +0000 2018,,,,https://youtu.be/yEkmPaoBYZs
+3954,elonmusk,gnash,What city & what Model 3 config?,15,485,30,1048698915384483840,https://twitter.com/elonmusk/status/1048698915384483840,44196397,2018-10-06 22:17:59+00:00,Sat Oct 06 22:17:59 +0000 2018,,,,
+3955,elonmusk,CroWarrior1978,My fav character,55,1784,66,1048697747451215872,https://twitter.com/elonmusk/status/1048697747451215872,44196397,2018-10-06 22:13:21+00:00,Sat Oct 06 22:13:21 +0000 2018,,,,
+3956,elonmusk,,Sonic boom warning. This won’t be subtle.,2319,17292,845,1048697377916243969,https://twitter.com/elonmusk/status/1048697377916243969,44196397,2018-10-06 22:11:53+00:00,Sat Oct 06 22:11:53 +0000 2018,,,,https://www.vandenberg.af.mil/News/Article-Display/Article/1652283/central-california-residents-may-experience-sonic-boom/
+3957,elonmusk,AsbjornLD,Two — one for millions of years from now and one for you,31,644,27,1048692170377506817,https://twitter.com/elonmusk/status/1048692170377506817,44196397,2018-10-06 21:51:11+00:00,Sat Oct 06 21:51:11 +0000 2018,,,,
+3958,elonmusk,MemesOfMars,Yes,16,603,14,1048690159875588096,https://twitter.com/elonmusk/status/1048690159875588096,44196397,2018-10-06 21:43:12+00:00,Sat Oct 06 21:43:12 +0000 2018,,,,
+3959,elonmusk,incentives101,"Yes, but in that we’re creating a generalized autonomy solution. Must work in millions of strange situations.",52,745,47,1048689415306924032,https://twitter.com/elonmusk/status/1048689415306924032,44196397,2018-10-06 21:40:14+00:00,Sat Oct 06 21:40:14 +0000 2018,,,,
+3960,elonmusk,,Blade Runner — Esper Edition — Vangelis,680,6273,388,1048685509634011136,https://twitter.com/elonmusk/status/1048685509634011136,44196397,2018-10-06 21:24:43+00:00,Sat Oct 06 21:24:43 +0000 2018,,,,https://m.youtube.com/watch?feature=youtu.be&v=SQFRtbDK9Yk
+3961,elonmusk,Jason,"Actually, it’s 1 of 3 forward cameras in rear view mirror assembly. External cameras will auto-activate in future if car is damaged while parked.",382,6465,183,1048679020512960512,https://twitter.com/elonmusk/status/1048679020512960512,44196397,2018-10-06 20:58:56+00:00,Sat Oct 06 20:58:56 +0000 2018,,,,
+3962,elonmusk,martyeuler,Fair point ,38,815,130,1048251418233073664,https://twitter.com/elonmusk/status/1048251418233073664,44196397,2018-10-05 16:39:48+00:00,Fri Oct 05 16:39:48 +0000 2018,,,,
+3963,elonmusk,MebFaber,"When something sounds too good to be true, it usually is. Way the trick works is companies like Blackrock keep up to 50% of short interest revenue, but suffer almost none of equity decline, as they’re just “passive” managers. Blackrock made $597M in short lending last year!",69,712,99,1048250837384847361,https://twitter.com/elonmusk/status/1048250837384847361,44196397,2018-10-05 16:37:29+00:00,Fri Oct 05 16:37:29 +0000 2018,,,,
+3964,elonmusk,MebFaber,"Not all. However, shorting applied to market as a whole is obv net negative — it incents negative gdp! Moreover, it stops private companies from going public, preventing access by retirement funds & small investors, thus increasing wealth divide.",312,2984,327,1048240246498840577,https://twitter.com/elonmusk/status/1048240246498840577,44196397,2018-10-05 15:55:24+00:00,Fri Oct 05 15:55:24 +0000 2018,,,,https://www.businessinsider.com/us-has-too-few-publicly-listed-companies-2015-6?r=UK&IR=T
+3965,elonmusk,Model3Owners,V9 moving to wide release now. Holding back Autopilot drive on navigation for a few more weeks of validation. Extremely difficult to achieve a general solution for self-driving that works well everywhere.,154,1379,149,1048118186518835200,https://twitter.com/elonmusk/status/1048118186518835200,44196397,2018-10-05 07:50:23+00:00,Fri Oct 05 07:50:23 +0000 2018,,,,
+3966,elonmusk,mgerrydoyle,Only if they’re extremely tiny,22,617,46,1048115325336580096,https://twitter.com/elonmusk/status/1048115325336580096,44196397,2018-10-05 07:39:01+00:00,Fri Oct 05 07:39:01 +0000 2018,,,,
+3967,elonmusk,megnsander,We don’t judge. Any pic you want!,164,3668,87,1048115027427778560,https://twitter.com/elonmusk/status/1048115027427778560,44196397,2018-10-05 07:37:50+00:00,Fri Oct 05 07:37:50 +0000 2018,,,,
+3968,elonmusk,Teslarati,Tesla owners can refer someone to buy a Tesla & get any image they want laser etched in glass & sent to deep space for millions of years,3295,25609,1375,1048114562694696966,https://twitter.com/elonmusk/status/1048114562694696966,44196397,2018-10-05 07:35:59+00:00,Fri Oct 05 07:35:59 +0000 2018,,,,https://twitter.com/Teslarati/status/1048112638402674688
+3969,elonmusk,eugenegu,Rococo Basilisk is,43,560,32,1048109695867604992,https://twitter.com/elonmusk/status/1048109695867604992,44196397,2018-10-05 07:16:39+00:00,Fri Oct 05 07:16:39 +0000 2018,,,,
+3970,elonmusk,SpaceX,First Falcon 9 land landing mission from Vandenberg Air Force Base in California coming up soon!,899,10938,292,1048106107636314112,https://twitter.com/elonmusk/status/1048106107636314112,44196397,2018-10-05 07:02:23+00:00,Fri Oct 05 07:02:23 +0000 2018,,,,https://twitter.com/SpaceX/status/1047614884660240386
+3971,elonmusk,elonmusk,The CIO of a major pension fund is the one who deserves credit for uncovering this scam,50,879,102,1048019745847406593,https://twitter.com/elonmusk/status/1048019745847406593,44196397,2018-10-05 01:19:13+00:00,Fri Oct 05 01:19:13 +0000 2018,,,,
+3972,elonmusk,annerajb,"The big funds can & will, as they’re suffering a net loss. Index managers like Blackrock pocket make excessive profit from short lending while pretending to charge low rates for “passive” index tracking.",81,934,76,1048015756569407488,https://twitter.com/elonmusk/status/1048015756569407488,44196397,2018-10-05 01:03:22+00:00,Fri Oct 05 01:03:22 +0000 2018,,,,
+3973,elonmusk,dlauer,"Debatably true, if applied to individual stocks selectively & consciously, but obv false if applied broadly to most of the market & without clear consent of the shareholder",35,520,25,1048014608869408768,https://twitter.com/elonmusk/status/1048014608869408768,44196397,2018-10-05 00:58:48+00:00,Fri Oct 05 00:58:48 +0000 2018,,,,
+3974,elonmusk,elonmusk,"Where this breaks down is in passive index funds, which constitute most of the market. The holders of those funds, mostly small investors & retirement funds, don’t realize that their stocks are being lent to short sellers, diminishing their true equity return.",87,1100,89,1048013467247042561,https://twitter.com/elonmusk/status/1048013467247042561,44196397,2018-10-05 00:54:16+00:00,Fri Oct 05 00:54:16 +0000 2018,,,,
+3975,elonmusk,KishavanBhola,"There is no rational basis for a long holder to lend their stock to shorts, as it dilutes the shareholder base & gives the short a strong incentive to attack the company by whatever means possible, including regulators",99,1222,151,1048012161002270720,https://twitter.com/elonmusk/status/1048012161002270720,44196397,2018-10-05 00:49:04+00:00,Fri Oct 05 00:49:04 +0000 2018,,,,
+3976,elonmusk,Erdayastronaut,I hope to be less wrong over time,97,1329,76,1048008592983347201,https://twitter.com/elonmusk/status/1048008592983347201,44196397,2018-10-05 00:34:54+00:00,Fri Oct 05 00:34:54 +0000 2018,,,,
+3977,elonmusk,FlintSchools,You’re most welcome. Hope to do more to help in the future.,242,3750,131,1048000425708797953,https://twitter.com/elonmusk/status/1048000425708797953,44196397,2018-10-05 00:02:27+00:00,Fri Oct 05 00:02:27 +0000 2018,,,,
+3978,elonmusk,,What they do should be illegal,659,11532,1021,1047998560782827520,https://twitter.com/elonmusk/status/1047998560782827520,44196397,2018-10-04 23:55:02+00:00,Thu Oct 04 23:55:02 +0000 2018,,,,
+3979,elonmusk,,The last several years have taught me that they are indeed reasonably maligned,514,10042,251,1047997866474594304,https://twitter.com/elonmusk/status/1047997866474594304,44196397,2018-10-04 23:52:16+00:00,Thu Oct 04 23:52:16 +0000 2018,,,,
+3980,elonmusk,FCalciu,Exactly. Short-sellers are value destroyers. Should definitely be illegal.,173,1290,358,1047979709898735617,https://twitter.com/elonmusk/status/1047979709898735617,44196397,2018-10-04 22:40:08+00:00,Thu Oct 04 22:40:08 +0000 2018,,,,
+3981,elonmusk,,"By revenue, taking publicly available selling prices, Model 3 actually outsold Camry by a factor of two",1342,11978,377,1047968979841503232,https://twitter.com/elonmusk/status/1047968979841503232,44196397,2018-10-04 21:57:29+00:00,Thu Oct 04 21:57:29 +0000 2018,,,,https://www.bloomberg.com/news/articles/2018-10-03/tesla-s-model-3-is-becoming-one-of-america-s-best-selling-sedans
+3982,elonmusk,dailystem,This is amazing https://m.youtube.com/watch?v=nCDVEyKUKd8,43,461,54,1047967059559112704,https://twitter.com/elonmusk/status/1047967059559112704,44196397,2018-10-04 21:49:51+00:00,Thu Oct 04 21:49:51 +0000 2018,,,,https://m.youtube.com/watch?v=nCDVEyKUKd8
+3983,elonmusk,Model3Owners,Almost ready. We expanded the early access program to 1000 more users a few days ago.,94,1972,145,1047966158836514816,https://twitter.com/elonmusk/status/1047966158836514816,44196397,2018-10-04 21:46:17+00:00,Thu Oct 04 21:46:17 +0000 2018,,,,
+3984,elonmusk,,"People sometimes forget that a company is just a group of people gathered together to make products. So long as it makes great products, it will have great value.",8774,67057,1557,1047965410392297472,https://twitter.com/elonmusk/status/1047965410392297472,44196397,2018-10-04 21:43:18+00:00,Thu Oct 04 21:43:18 +0000 2018,,,,
+3985,elonmusk,BullTesla,"If you think Tesla is overvalued compared to probable value of future cash flows, sell. Otherwise, buy.",269,2951,209,1047963507625345024,https://twitter.com/elonmusk/status/1047963507625345024,44196397,2018-10-04 21:35:45+00:00,Thu Oct 04 21:35:45 +0000 2018,,,,
+3986,elonmusk,iavor,"Hang in there. If you are truly long-term, it will be fine.",312,3547,224,1047960924051525632,https://twitter.com/elonmusk/status/1047960924051525632,44196397,2018-10-04 21:25:29+00:00,Thu Oct 04 21:25:29 +0000 2018,,,,
+3987,elonmusk,Scobleizer,True,16,602,27,1047957897315934208,https://twitter.com/elonmusk/status/1047957897315934208,44196397,2018-10-04 21:13:27+00:00,Thu Oct 04 21:13:27 +0000 2018,,,,
+3988,elonmusk,Scobleizer,Sorry about the typo. That was unforgivable. Why would they be upset about their mission? It’s what they do.,97,2436,157,1047953389743554560,https://twitter.com/elonmusk/status/1047953389743554560,44196397,2018-10-04 20:55:32+00:00,Thu Oct 04 20:55:32 +0000 2018,,,,
+3989,elonmusk,,Just want to that the Shortseller Enrichment Commission is doing incredible work. And the name change is so on point!,4621,34668,3390,1047943670350020608,https://twitter.com/elonmusk/status/1047943670350020608,44196397,2018-10-04 20:16:55+00:00,Thu Oct 04 20:16:55 +0000 2018,,,,
+3990,elonmusk,businessinsider,Great verdict ,697,9918,342,1047940912175706112,https://twitter.com/elonmusk/status/1047940912175706112,44196397,2018-10-04 20:05:57+00:00,Thu Oct 04 20:05:57 +0000 2018,,,,https://twitter.com/businessinsider/status/1047854644465164288
+3991,elonmusk,scottwww,Could be worse ,52,1169,100,1047005880619814912,https://twitter.com/elonmusk/status/1047005880619814912,44196397,2018-10-02 06:10:29+00:00,Tue Oct 02 06:10:29 +0000 2018,,,,
+3992,elonmusk,incentives101,"Tesla Autopilot team is awesome! Got to make sure we iron out the details though. Long tail of tricky edge cases. Important to get front wide angle, B pillar & side repeater camera neural nets just right.",101,1410,73,1047005194180022273,https://twitter.com/elonmusk/status/1047005194180022273,44196397,2018-10-02 06:07:45+00:00,Tue Oct 02 06:07:45 +0000 2018,,,,
+3993,elonmusk,cleantechnica,Something especially weird going on with Yahoo news feed on iPhone stocks app. Almost always super negative. Maybe getting gamed.,492,8010,461,1046969213854932992,https://twitter.com/elonmusk/status/1046969213854932992,44196397,2018-10-02 03:44:46+00:00,Tue Oct 02 03:44:46 +0000 2018,,,,
+3994,elonmusk,,Naughty by Nature ,2550,24934,1678,1046676717350268928,https://twitter.com/elonmusk/status/1046676717350268928,44196397,2018-10-01 08:22:30+00:00,Mon Oct 01 08:22:30 +0000 2018,,,,https://m.youtube.com/watch?v=idx3GSL2KWs
+3995,elonmusk,krobertson,Will do. Definitely moving heavily towards direct to work/home delivery of cars!,64,1110,117,1046062919438536707,https://twitter.com/elonmusk/status/1046062919438536707,44196397,2018-09-29 15:43:29+00:00,Sat Sep 29 15:43:29 +0000 2018,,,,
+3996,elonmusk,alitofts,Tesla will deliver your car to you. This is the future. The way it should work.,78,1400,102,1045855998836011008,https://twitter.com/elonmusk/status/1045855998836011008,44196397,2018-09-29 02:01:15+00:00,Sat Sep 29 02:01:15 +0000 2018,,,,
+3997,elonmusk,SpaceX,That was intense,3522,40349,878,1045828553751711746,https://twitter.com/elonmusk/status/1045828553751711746,44196397,2018-09-29 00:12:12+00:00,Sat Sep 29 00:12:12 +0000 2018,,,,https://twitter.com/SpaceX/status/1045805476812746752
+3998,elonmusk,Model3Owners,i ,179,2375,93,1045793457929826304,https://twitter.com/elonmusk/status/1045793457929826304,44196397,2018-09-28 21:52:44+00:00,Fri Sep 28 21:52:44 +0000 2018,,,,
+3999,elonmusk,Model3Owners,!! Will take action.,57,1909,49,1045789638697267200,https://twitter.com/elonmusk/status/1045789638697267200,44196397,2018-09-28 21:37:34+00:00,Fri Sep 28 21:37:34 +0000 2018,,,,
+4000,elonmusk,,And remember …,19055,143181,2602,1045789091801919488,https://twitter.com/elonmusk/status/1045789091801919488,44196397,2018-09-28 21:35:23+00:00,Fri Sep 28 21:35:23 +0000 2018,,,,
+4001,elonmusk,,Huge thank you to all Tesla supporters for helping with car deliveries all around the world. You rock!!,1804,39635,1115,1045788510039371777,https://twitter.com/elonmusk/status/1045788510039371777,44196397,2018-09-28 21:33:05+00:00,Fri Sep 28 21:33:05 +0000 2018,,,,
+4002,elonmusk,,Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environmentally sustainable is financially sustainable.,1935,30563,1118,1045786144422543361,https://twitter.com/elonmusk/status/1045786144422543361,44196397,2018-09-28 21:23:41+00:00,Fri Sep 28 21:23:41 +0000 2018,,,,
+4003,elonmusk,scottwww,Pace of innovation is all that matters in the long run,1129,11964,350,1045016610006654976,https://twitter.com/elonmusk/status/1045016610006654976,44196397,2018-09-26 18:25:49+00:00,Wed Sep 26 18:25:49 +0000 2018,,,,
+4004,elonmusk,ctbarker32,You’re welcome. Sorry for the delay!,28,824,26,1045006132475883520,https://twitter.com/elonmusk/status/1045006132475883520,44196397,2018-09-26 17:44:11+00:00,Wed Sep 26 17:44:11 +0000 2018,,,,
+4005,elonmusk,,What would be great is original Elite,45,704,78,1045004446076301312,https://twitter.com/elonmusk/status/1045004446076301312,44196397,2018-09-26 17:37:29+00:00,Wed Sep 26 17:37:29 +0000 2018,,,,
+4006,elonmusk,neveryb,Going over final tweaks tonight. Hopefully in wide release end of week.,97,1283,106,1044689341493067776,https://twitter.com/elonmusk/status/1044689341493067776,44196397,2018-09-25 20:45:23+00:00,Tue Sep 25 20:45:23 +0000 2018,,,,
+4007,elonmusk,elonmusk, Tesla Owners ,2941,58197,2705,1044688678042271744,https://twitter.com/elonmusk/status/1044688678042271744,44196397,2018-09-25 20:42:44+00:00,Tue Sep 25 20:42:44 +0000 2018,,,,https://twitter.com/elonmusk/status/998786412970369024
+4008,elonmusk,ParkerWoolfolk,"Increased tire pressure improves range. Also, if you have performance tires, they are stickier. Better handling, but slightly lower range.",34,680,39,1044663329019518976,https://twitter.com/elonmusk/status/1044663329019518976,44196397,2018-09-25 19:02:01+00:00,Tue Sep 25 19:02:01 +0000 2018,,,,
+4009,elonmusk,ftomenko, ,66,3638,58,1044623575359975425,https://twitter.com/elonmusk/status/1044623575359975425,44196397,2018-09-25 16:24:03+00:00,Tue Sep 25 16:24:03 +0000 2018,,,,
+4010,elonmusk,ctbarker32,"Apologies, we’re upgrading our logistics system, but running into an extreme shortage of car carrier trailers. Started building our own car carriers this weekend to alleviate load.",140,1489,263,1044294753041313792,https://twitter.com/elonmusk/status/1044294753041313792,44196397,2018-09-24 18:37:25+00:00,Mon Sep 24 18:37:25 +0000 2018,,,,
+4011,elonmusk,slashdot,Tricky one,143,3673,140,1044123822956306432,https://twitter.com/elonmusk/status/1044123822956306432,44196397,2018-09-24 07:18:12+00:00,Mon Sep 24 07:18:12 +0000 2018,,,,
+4012,elonmusk,DMC_Ryan,"Wow, thanks for offering to help! The coming week is incredibly intense. If any current Tesla owners who’d like to help educate new owners could head to Tesla delivery centers during midday on Sat/Sun & morning/evening on weekdays, that would be super appreciated!",339,2804,345,1043293219205787648,https://twitter.com/elonmusk/status/1043293219205787648,44196397,2018-09-22 00:17:41+00:00,Sat Sep 22 00:17:41 +0000 2018,,,,
+4013,elonmusk,NASASpaceflight,Probably 2028 for a base to be built,726,8365,402,1043253619485622272,https://twitter.com/elonmusk/status/1043253619485622272,44196397,2018-09-21 21:40:20+00:00,Fri Sep 21 21:40:20 +0000 2018,,,,
+4014,elonmusk,,Mars Base Alpha,36382,233069,5592,1043250540379926528,https://twitter.com/elonmusk/status/1043250540379926528,44196397,2018-09-21 21:28:06+00:00,Fri Sep 21 21:28:06 +0000 2018,,,,
+4015,elonmusk,,,6185,73263,862,1043250454648344576,https://twitter.com/elonmusk/status/1043250454648344576,44196397,2018-09-21 21:27:45+00:00,Fri Sep 21 21:27:45 +0000 2018,,,,
+4016,elonmusk,elonmusk,"Consider an ice skater. Same weight, but spins/turns much faster with arms in vs arms out. Same principle is true for a car.",54,1091,71,1042849087194714112,https://twitter.com/elonmusk/status/1042849087194714112,44196397,2018-09-20 18:52:52+00:00,Thu Sep 20 18:52:52 +0000 2018,,,,
+4017,elonmusk,elonmusk,"Front vs rear wheel weight distribution, though commonly asked, isn't the right question. You can have 50% on front, 50% on rear & still have poor handling if mass elements are far from center. Dumbbell mass distribution is bad, spinning top/dreidel is good.",61,1004,26,1042848713079570432,https://twitter.com/elonmusk/status/1042848713079570432,44196397,2018-09-20 18:51:23+00:00,Thu Sep 20 18:51:23 +0000 2018,,,,
+4018,elonmusk,elonmusk,Simple explanation of polar moment of inertia & other important car terms at https://www.complex.com/sports/2013/03/25-car-terms-you-need-to-know/polar-moment-of-inertia,73,938,26,1042845665498357760,https://twitter.com/elonmusk/status/1042845665498357760,44196397,2018-09-20 18:39:16+00:00,Thu Sep 20 18:39:16 +0000 2018,,,,https://www.complex.com/sports/2013/03/25-car-terms-you-need-to-know/polar-moment-of-inertia
+4019,elonmusk,elonmusk,"Key technical point is that the polar moment of inertia (concentration of mass around center) of a Tesla, to the extent of our knowledge, is better than any other production car. This positively affects safety, handling & driving feel. Extremely important metric.",99,1213,34,1042842449008197632,https://twitter.com/elonmusk/status/1042842449008197632,44196397,2018-09-20 18:26:29+00:00,Thu Sep 20 18:26:29 +0000 2018,,,,
+4020,elonmusk,MemesOfMars,A car propelled by combustion is far more likely to combust than an electric car,130,1445,57,1042838924710764545,https://twitter.com/elonmusk/status/1042838924710764545,44196397,2018-09-20 18:12:29+00:00,Thu Sep 20 18:12:29 +0000 2018,,,,
+4021,elonmusk,LanceUlanoff,"Yes, when it comes to physics, make sure Newton is on your side",76,1247,38,1042834199705608192,https://twitter.com/elonmusk/status/1042834199705608192,44196397,2018-09-20 17:53:42+00:00,Thu Sep 20 17:53:42 +0000 2018,,,,
+4022,elonmusk,LanceUlanoff,"Helps improve forward crumple zone length, especially important in high speed frontal impacts, and moments of inertia in side impacts",40,926,18,1042832989707677697,https://twitter.com/elonmusk/status/1042832989707677697,44196397,2018-09-20 17:48:54+00:00,Thu Sep 20 17:48:54 +0000 2018,,,,
+4023,elonmusk,,Tesla piece on the physics of car safety coming soon for those interested in technical details,734,13857,403,1042832003937099776,https://twitter.com/elonmusk/status/1042832003937099776,44196397,2018-09-20 17:44:59+00:00,Thu Sep 20 17:44:59 +0000 2018,,,,
+4024,elonmusk,MartenBenjamin,"Exactly, all 5 star are *not* the same, as the videos show. “5 star” just means a car met a certain threshold, but injury probability stats (real numbers) tell you by how much.",104,1335,19,1042829474914430977,https://twitter.com/elonmusk/status/1042829474914430977,44196397,2018-09-20 17:34:56+00:00,Thu Sep 20 17:34:56 +0000 2018,,,,
+4025,elonmusk,Cardoso,Haha true,40,1118,17,1042828379806810112,https://twitter.com/elonmusk/status/1042828379806810112,44196397,2018-09-20 17:30:35+00:00,Thu Sep 20 17:30:35 +0000 2018,,,,
+4026,elonmusk,,.@NHTSAgov will post final safety probability stats soon. Model 3 has a shot at being safest car ever tested.,1606,18749,487,1042827334758260736,https://twitter.com/elonmusk/status/1042827334758260736,44196397,2018-09-20 17:26:26+00:00,Thu Sep 20 17:26:26 +0000 2018,,@NHTSAgov,,
+4027,elonmusk,LindseyStirling, ,54,1384,51,1042680127841169408,https://twitter.com/elonmusk/status/1042680127841169408,44196397,2018-09-20 07:41:29+00:00,Thu Sep 20 07:41:29 +0000 2018,,,,
+4028,elonmusk,primadanna,"Wow, glad they’re ok!",274,9862,147,1042604979561746432,https://twitter.com/elonmusk/status/1042604979561746432,44196397,2018-09-20 02:42:52+00:00,Thu Sep 20 02:42:52 +0000 2018,,,,
+4029,elonmusk,vicentes,Physics can be thought of as the compression algorithms of reality,129,1153,72,1042578255948144640,https://twitter.com/elonmusk/status/1042578255948144640,44196397,2018-09-20 00:56:41+00:00,Thu Sep 20 00:56:41 +0000 2018,,,,
+4030,elonmusk,, @neiltyson,2485,26825,804,1042530259734683648,https://twitter.com/elonmusk/status/1042530259734683648,44196397,2018-09-19 21:45:57+00:00,Wed Sep 19 21:45:57 +0000 2018,,@neiltyson,,
+4031,elonmusk,raginggoat,Tesla Rangers!,106,4765,120,1042525568531480576,https://twitter.com/elonmusk/status/1042525568531480576,44196397,2018-09-19 21:27:19+00:00,Wed Sep 19 21:27:19 +0000 2018,,,,
+4032,elonmusk,CJDaniels77,"31 engines, but with room to add 11 more down the road. Kinda have to.",55,1073,49,1042525258899550209,https://twitter.com/elonmusk/status/1042525258899550209,44196397,2018-09-19 21:26:05+00:00,Wed Sep 19 21:26:05 +0000 2018,,,,
+4033,elonmusk,JaneidyEve,"Yes, if there is no listener, a simulation probably wouldn’t spend computing power on sound",70,1032,122,1042516607166103552,https://twitter.com/elonmusk/status/1042516607166103552,44196397,2018-09-19 20:51:42+00:00,Wed Sep 19 20:51:42 +0000 2018,,,,
+4034,elonmusk,DanAloni,Yes,27,745,36,1042515605654401024,https://twitter.com/elonmusk/status/1042515605654401024,44196397,2018-09-19 20:47:44+00:00,Wed Sep 19 20:47:44 +0000 2018,,,,
+4035,elonmusk,,True ,2781,23345,816,1042515420937216001,https://twitter.com/elonmusk/status/1042515420937216001,44196397,2018-09-19 20:47:00+00:00,Wed Sep 19 20:47:00 +0000 2018,,,,https://www.space.com/41871-elon-musk-spacex-bfr-spaceship-science-fiction-legacy.html
+4036,elonmusk,slashdot,"To conserve computing power, a simulation would only render an object when it is observed",777,7653,541,1042514356347396096,https://twitter.com/elonmusk/status/1042514356347396096,44196397,2018-09-19 20:42:46+00:00,Wed Sep 19 20:42:46 +0000 2018,,,,
+4037,elonmusk,megangale,You’re most welcome! Sorry for the delay.,24,642,24,1042463081702416384,https://twitter.com/elonmusk/status/1042463081702416384,44196397,2018-09-19 17:19:01+00:00,Wed Sep 19 17:19:01 +0000 2018,,,,
+4038,elonmusk,Erdayastronaut,Will do. Love Reddit.,84,2379,82,1042122288101916672,https://twitter.com/elonmusk/status/1042122288101916672,44196397,2018-09-18 18:44:49+00:00,Tue Sep 18 18:44:49 +0000 2018,,,,
+4039,elonmusk,Cardoso,Space Bar,42,1531,89,1042120326027476992,https://twitter.com/elonmusk/status/1042120326027476992,44196397,2018-09-18 18:37:02+00:00,Tue Sep 18 18:37:02 +0000 2018,,,,
+4040,elonmusk,JaneidyEve,"Long-term, there will be thousands and eventually, hopefully, millions of missions & anyone will be able to go",92,1127,63,1042119797087993856,https://twitter.com/elonmusk/status/1042119797087993856,44196397,2018-09-18 18:34:55+00:00,Tue Sep 18 18:34:55 +0000 2018,,,,
+4041,elonmusk,perthguppy,"Yeah, Starlink should be active by then",158,4618,101,1042117772279283712,https://twitter.com/elonmusk/status/1042117772279283712,44196397,2018-09-18 18:26:53+00:00,Tue Sep 18 18:26:53 +0000 2018,,,,
+4042,elonmusk,LisaPadgett,Sorry! So many bots!!,17,1311,46,1042117514350608384,https://twitter.com/elonmusk/status/1042117514350608384,44196397,2018-09-18 18:25:51+00:00,Tue Sep 18 18:25:51 +0000 2018,,,,
+4043,elonmusk,,"Moon mission will be livestreamed in high def VR, so it’ll feel like you’re there in real-time minus a few seconds for speed of light",22404,154853,3680,1042117285568073728,https://twitter.com/elonmusk/status/1042117285568073728,44196397,2018-09-18 18:24:57+00:00,Tue Sep 18 18:24:57 +0000 2018,,,,
+4044,elonmusk,bocio777,Perhaps one of the invited artists choosing to play. There will be no obligation to do so.,34,1839,53,1042113884998397952,https://twitter.com/elonmusk/status/1042113884998397952,44196397,2018-09-18 18:11:26+00:00,Tue Sep 18 18:11:26 +0000 2018,,,,
+4045,elonmusk,ryaneshaghi,Very close,47,1649,49,1042113023928721408,https://twitter.com/elonmusk/status/1042113023928721408,44196397,2018-09-18 18:08:01+00:00,Tue Sep 18 18:08:01 +0000 2018,,,,
+4046,elonmusk,,,4532,47402,1284,1042112781518917633,https://twitter.com/elonmusk/status/1042112781518917633,44196397,2018-09-18 18:07:03+00:00,Tue Sep 18 18:07:03 +0000 2018,,,,
+4047,elonmusk,Oatmeal, ,30,1381,38,1042079045666582529,https://twitter.com/elonmusk/status/1042079045666582529,44196397,2018-09-18 15:53:00+00:00,Tue Sep 18 15:53:00 +0000 2018,,,,
+4048,elonmusk,JamesMarstersOf,Always,16,540,24,1041982142635335680,https://twitter.com/elonmusk/status/1041982142635335680,44196397,2018-09-18 09:27:56+00:00,Tue Sep 18 09:27:56 +0000 2018,,,,
+4049,elonmusk,sleepingromi,Yes,69,2497,76,1041977109764173824,https://twitter.com/elonmusk/status/1041977109764173824,44196397,2018-09-18 09:07:56+00:00,Tue Sep 18 09:07:56 +0000 2018,,,,
+4050,elonmusk,yousuck2020,That’s the first BFR airframe/tank barrel section made of a new carbon fiber material,291,6107,126,1041953361908576256,https://twitter.com/elonmusk/status/1041953361908576256,44196397,2018-09-18 07:33:34+00:00,Tue Sep 18 07:33:34 +0000 2018,,,,
+4051,elonmusk,MKBHD,"Yeah … that’s exactly how I feel. However it happens, I just hope it does.",926,28222,382,1041905891316981761,https://twitter.com/elonmusk/status/1041905891316981761,44196397,2018-09-18 04:24:56+00:00,Tue Sep 18 04:24:56 +0000 2018,,,,
+4052,elonmusk,yousuck2020,Thanks for helping fund a rocket & spaceship that could take humanity beyond Earth!,486,8824,149,1041902062068359169,https://twitter.com/elonmusk/status/1041902062068359169,44196397,2018-09-18 04:09:43+00:00,Tue Sep 18 04:09:43 +0000 2018,,,,
+4053,elonmusk,,Hanging out with @yousuck2020 before the @SpaceX moon mission announcement,8620,61246,1163,1041880316657336320,https://twitter.com/elonmusk/status/1041880316657336320,44196397,2018-09-18 02:43:19+00:00,Tue Sep 18 02:43:19 +0000 2018,,@yousuck2020 @SpaceX,,
+4054,elonmusk,SpaceX,Yusaku will be bringing 8 (brave) artists & cultural figures with him on the journey around the moon!,5460,35411,1242,1041879789341048832,https://twitter.com/elonmusk/status/1041879789341048832,44196397,2018-09-18 02:41:13+00:00,Tue Sep 18 02:41:13 +0000 2018,,,,https://twitter.com/SpaceX/status/1041865950633418753
+4055,elonmusk,MemesOfMars,Probably V10 alpha build,31,675,34,1041829367037407232,https://twitter.com/elonmusk/status/1041829367037407232,44196397,2018-09-17 23:20:52+00:00,Mon Sep 17 23:20:52 +0000 2018,,,,
+4056,elonmusk,DMC_Ryan,"Yes, albeit a beta version. Will improve with V9.1.",29,774,29,1041829117493108736,https://twitter.com/elonmusk/status/1041829117493108736,44196397,2018-09-17 23:19:52+00:00,Mon Sep 17 23:19:52 +0000 2018,,,,
+4057,elonmusk,iamacloudguy,Good news on this front. Tesla engineering rallied & this will be part of V9. Going through final testing now.,277,5791,132,1041826260115120128,https://twitter.com/elonmusk/status/1041826260115120128,44196397,2018-09-17 23:08:31+00:00,Mon Sep 17 23:08:31 +0000 2018,,,,
+4058,elonmusk,JimBridenstine,Thank you for your trust in the @SpaceX team. Greatly appreciated.,798,12924,253,1041825772703408129,https://twitter.com/elonmusk/status/1041825772703408129,44196397,2018-09-17 23:06:35+00:00,Mon Sep 17 23:06:35 +0000 2018,,@SpaceX,,https://twitter.com/JimBridenstine/status/1041825248872681473
+4059,elonmusk,cleantechnica,Will be interesting to see how this evolves over time,83,2756,115,1041802266221535232,https://twitter.com/elonmusk/status/1041802266221535232,44196397,2018-09-17 21:33:10+00:00,Mon Sep 17 21:33:10 +0000 2018,,,,
+4060,elonmusk,NigelKBaker,Will see what we can do. Really need to bring this program to an end while being as fair as possible. It’s not sustainable long-term.,28,545,42,1041798613628678144,https://twitter.com/elonmusk/status/1041798613628678144,44196397,2018-09-17 21:18:39+00:00,Mon Sep 17 21:18:39 +0000 2018,,,,
+4061,elonmusk,MemesOfMars,Very interesting,24,557,29,1041796740347703296,https://twitter.com/elonmusk/status/1041796740347703296,44196397,2018-09-17 21:11:13+00:00,Mon Sep 17 21:11:13 +0000 2018,,,,
+4062,elonmusk,joeykrug,"Due to some Tesla owners encountering system issues yesterday, the free Supercharging referral program will be extended until tomorrow night",460,7107,306,1041793769106853888,https://twitter.com/elonmusk/status/1041793769106853888,44196397,2018-09-17 20:59:24+00:00,Mon Sep 17 20:59:24 +0000 2018,,,,https://twitter.com/joeykrug/status/1041562562607960069
+4063,elonmusk,beardyman,This is definitely worth thoughtful debate. What might we do differently to improve human/life happiness?,59,1150,211,1041771381636063232,https://twitter.com/elonmusk/status/1041771381636063232,44196397,2018-09-17 19:30:27+00:00,Mon Sep 17 19:30:27 +0000 2018,,,,
+4064,elonmusk,LanceUlanoff,"Yes, I do",42,2225,47,1041768314068824064,https://twitter.com/elonmusk/status/1041768314068824064,44196397,2018-09-17 19:18:15+00:00,Mon Sep 17 19:18:15 +0000 2018,,,,
+4065,elonmusk,,Top SpaceX priority is and will remain supporting @NASA crewed spaceflight and National Security missions,852,18971,207,1041767801118121984,https://twitter.com/elonmusk/status/1041767801118121984,44196397,2018-09-17 19:16:13+00:00,Mon Sep 17 19:16:13 +0000 2018,,@NASA,,
+4066,elonmusk,,"Btw, can’t emphasize enough how @SpaceX would not be where it is today without @NASA. Thank you.",3889,54456,610,1041766343769387008,https://twitter.com/elonmusk/status/1041766343769387008,44196397,2018-09-17 19:10:26+00:00,Mon Sep 17 19:10:26 +0000 2018,,@SpaceX @NASA,,
+4067,elonmusk,ConorMcDPhoto,With lasers,97,2733,123,1041578120573153280,https://twitter.com/elonmusk/status/1041578120573153280,44196397,2018-09-17 06:42:30+00:00,Mon Sep 17 06:42:30 +0000 2018,,,,
+4068,elonmusk,SpaceX,My fav tweet ever,1701,29385,390,1041577803332775936,https://twitter.com/elonmusk/status/1041577803332775936,44196397,2018-09-17 06:41:14+00:00,Mon Sep 17 06:41:14 +0000 2018,,,,
+4069,elonmusk,,"@ummjackson if you can help get rid of the annoying scam spammers, that would be much appreciated",89,1276,63,1041572165898792961,https://twitter.com/elonmusk/status/1041572165898792961,44196397,2018-09-17 06:18:50+00:00,Mon Sep 17 06:18:50 +0000 2018,,@ummjackson,,
+4070,elonmusk,AntVenom,Ok,179,3094,94,1041560458493255680,https://twitter.com/elonmusk/status/1041560458493255680,44196397,2018-09-17 05:32:19+00:00,Mon Sep 17 05:32:19 +0000 2018,,,,
+4071,elonmusk,SwiftOnSecurity,Maybe the scammers will just get tired of winning eventually,190,5801,115,1041559840919678977,https://twitter.com/elonmusk/status/1041559840919678977,44196397,2018-09-17 05:29:51+00:00,Mon Sep 17 05:29:51 +0000 2018,,,,
+4072,elonmusk,FalconGridFin,"Good catch. They are there in the flight design, but we forgot to put them in this render.",53,1770,41,1041559524618821633,https://twitter.com/elonmusk/status/1041559524618821633,44196397,2018-09-17 05:28:36+00:00,Mon Sep 17 05:28:36 +0000 2018,,,,
+4073,elonmusk,,#OccupyMars,15520,84654,2265,1041555319166447616,https://twitter.com/elonmusk/status/1041555319166447616,44196397,2018-09-17 05:11:53+00:00,Mon Sep 17 05:11:53 +0000 2018,#OccupyMars,,,
+4074,elonmusk,vicentes,Forward moving wing,40,1470,63,1041553238477008896,https://twitter.com/elonmusk/status/1041553238477008896,44196397,2018-09-17 05:03:37+00:00,Mon Sep 17 05:03:37 +0000 2018,,,,
+4075,elonmusk,,,8406,80113,1709,1041552529937453056,https://twitter.com/elonmusk/status/1041552529937453056,44196397,2018-09-17 05:00:48+00:00,Mon Sep 17 05:00:48 +0000 2018,,,,
+4076,elonmusk,,,7972,78298,1076,1041552262286389253,https://twitter.com/elonmusk/status/1041552262286389253,44196397,2018-09-17 04:59:45+00:00,Mon Sep 17 04:59:45 +0000 2018,,,,
+4077,elonmusk,thepixelgeek, ,46,1799,35,1041548537987686400,https://twitter.com/elonmusk/status/1041548537987686400,44196397,2018-09-17 04:44:57+00:00,Mon Sep 17 04:44:57 +0000 2018,,,,
+4078,elonmusk,megangale,"Sorry, we’ve gone from production hell to delivery logistics hell, but this problem is far more tractable. We’re making rapid progress. Should be solved shortly.",254,7230,312,1041500594467270656,https://twitter.com/elonmusk/status/1041500594467270656,44196397,2018-09-17 01:34:26+00:00,Mon Sep 17 01:34:26 +0000 2018,,,,
+4079,elonmusk,RoxanaDaneshjou,Awesome ,52,2501,69,1041485596240171009,https://twitter.com/elonmusk/status/1041485596240171009,44196397,2018-09-17 00:34:50+00:00,Mon Sep 17 00:34:50 +0000 2018,,,,
+4080,elonmusk,johnkoetsier,"Design has been changed so the lands on legs that extend from the tips of the three fins, two of which actuate (mostly for pitch control)",330,4959,167,1041482806600204294,https://twitter.com/elonmusk/status/1041482806600204294,44196397,2018-09-17 00:23:45+00:00,Mon Sep 17 00:23:45 +0000 2018,,,,
+4081,elonmusk,nirbheek,"Sorry, it’s not really sustainable at volume production & doesn’t incent optimal behavior. We probably should have ended this earlier.",25,589,50,1041480103539011584,https://twitter.com/elonmusk/status/1041480103539011584,44196397,2018-09-17 00:13:01+00:00,Mon Sep 17 00:13:01 +0000 2018,,,,
+4082,elonmusk,ddkilzer,Yes,9,533,18,1041443228996710402,https://twitter.com/elonmusk/status/1041443228996710402,44196397,2018-09-16 21:46:29+00:00,Sun Sep 16 21:46:29 +0000 2018,,,,
+4083,elonmusk,thereal_scottv,"Yeah, that’s our problem. Service & parts supply in general will be the top Tesla priority after we get through the insane car delivery logistics of the next few weeks.",42,1046,47,1041436083894943744,https://twitter.com/elonmusk/status/1041436083894943744,44196397,2018-09-16 21:18:06+00:00,Sun Sep 16 21:18:06 +0000 2018,,,,
+4084,elonmusk,SnazzyQ,"Outside repair shops are jack of all trades, which means supporting 1000’s of makes & models. Tesla collision repair specializes in three. Having all parts in stock & not waiting for insurance approval also make a world of difference.",68,1468,74,1041425397659795456,https://twitter.com/elonmusk/status/1041425397659795456,44196397,2018-09-16 20:35:38+00:00,Sun Sep 16 20:35:38 +0000 2018,,,,
+4085,elonmusk,,Goal is for repaired car to be better than before accident. Should always be true if damaged/used parts are correctly replaced with newer parts.,664,13530,386,1041422616668463106,https://twitter.com/elonmusk/status/1041422616668463106,44196397,2018-09-16 20:24:35+00:00,Sun Sep 16 20:24:35 +0000 2018,,,,
+4086,elonmusk,,"Exciting to see some Tesla collision repair operations already completing within 24 hrs. Aiming for same day soon, then under an hour.",681,12089,254,1041421799618052097,https://twitter.com/elonmusk/status/1041421799618052097,44196397,2018-09-16 20:21:20+00:00,Sun Sep 16 20:21:20 +0000 2018,,,,
+4087,elonmusk,,"Tesla is bringing most collision repairs in-house, as outside firms take weeks to months for repairs, driving Tesla owners (and us) crazy",1445,22099,674,1041421552300916736,https://twitter.com/elonmusk/status/1041421552300916736,44196397,2018-09-16 20:20:21+00:00,Sun Sep 16 20:20:21 +0000 2018,,,,
+4088,elonmusk,TechGrlTweeter,True,13,709,64,1041108816006283264,https://twitter.com/elonmusk/status/1041108816006283264,44196397,2018-09-15 23:37:39+00:00,Sat Sep 15 23:37:39 +0000 2018,,,,
+4089,elonmusk,,"Tesla owners can grant free Supercharging for life to a friend who buys S/3/X. Ends tomorrow night. http://tesla.com/support/referral-program""",2264,18701,1176,1041108570740158464,https://twitter.com/elonmusk/status/1041108570740158464,44196397,2018-09-15 23:36:40+00:00,Sat Sep 15 23:36:40 +0000 2018,,,,http://tesla.com/support/referral-program
+4090,elonmusk,TheTrustySteed,Hi Dustin!,44,3299,84,1040730861585354753,https://twitter.com/elonmusk/status/1040730861585354753,44196397,2018-09-14 22:35:47+00:00,Fri Sep 14 22:35:47 +0000 2018,,,,
+4091,elonmusk,JoannMuller,"The Tesla board has done incredible work overseeing the largest value creation in the auto industry in 100+ years, despite many setbacks. Tesla owes its very existence to this board!",519,8847,267,1040630345463357440,https://twitter.com/elonmusk/status/1040630345463357440,44196397,2018-09-14 15:56:22+00:00,Fri Sep 14 15:56:22 +0000 2018,,,,
+4092,elonmusk,elonmusk,"The muskrat is like a beaver with small ideas, but it has a certain quiet dignity …",56,1002,55,1040611822523437056,https://twitter.com/elonmusk/status/1040611822523437056,44196397,2018-09-14 14:42:46+00:00,Fri Sep 14 14:42:46 +0000 2018,,,,
+4093,elonmusk,elonmusk,Wut?,61,1143,56,1040609402103848960,https://twitter.com/elonmusk/status/1040609402103848960,44196397,2018-09-14 14:33:09+00:00,Fri Sep 14 14:33:09 +0000 2018,,,,
+4094,elonmusk,mcwm,Haha ,145,8034,109,1040607199108558850,https://twitter.com/elonmusk/status/1040607199108558850,44196397,2018-09-14 14:24:24+00:00,Fri Sep 14 14:24:24 +0000 2018,,,,
+4095,elonmusk,FalconGridFin,Intentionally so,57,1333,53,1040487333328351232,https://twitter.com/elonmusk/status/1040487333328351232,44196397,2018-09-14 06:28:06+00:00,Fri Sep 14 06:28:06 +0000 2018,,,,
+4096,elonmusk,Tesla,Electric cars made with sunlight,6732,60257,1187,1040486759820218368,https://twitter.com/elonmusk/status/1040486759820218368,44196397,2018-09-14 06:25:49+00:00,Fri Sep 14 06:25:49 +0000 2018,,,,https://twitter.com/Tesla/status/1040302986730209281
+4097,elonmusk,AntVenom, ,505,2961,219,1040406219905613825,https://twitter.com/elonmusk/status/1040406219905613825,44196397,2018-09-14 01:05:47+00:00,Fri Sep 14 01:05:47 +0000 2018,,,,
+4098,elonmusk,FalconGridFin,Yes,77,2959,152,1040406114825715713,https://twitter.com/elonmusk/status/1040406114825715713,44196397,2018-09-14 01:05:22+00:00,Fri Sep 14 01:05:22 +0000 2018,,,,
+4099,elonmusk,,Bricks will be free if used for affordable housing projects,1632,20394,583,1040142708453457926,https://twitter.com/elonmusk/status/1040142708453457926,44196397,2018-09-13 07:38:41+00:00,Thu Sep 13 07:38:41 +0000 2018,,,,
+4100,elonmusk,CleAgentBrandon,Yes,34,1544,53,1040140704159227904,https://twitter.com/elonmusk/status/1040140704159227904,44196397,2018-09-13 07:30:43+00:00,Thu Sep 13 07:30:43 +0000 2018,,,,
+4101,elonmusk,,First Boring Brick store opening in ~2 months. Only 10 cents a brick! Rated for California seismic loads.,1175,15162,388,1040139968843145216,https://twitter.com/elonmusk/status/1040139968843145216,44196397,2018-09-13 07:27:48+00:00,Thu Sep 13 07:27:48 +0000 2018,,,,
+4102,elonmusk,dylanstw__,About to finish first TBC HQ building made with Boring Bricks in the shape of a medieval watchtower,96,1445,75,1040139582531022848,https://twitter.com/elonmusk/status/1040139582531022848,44196397,2018-09-13 07:26:15+00:00,Thu Sep 13 07:26:15 +0000 2018,,,,
+4103,elonmusk,arstechnica,.@boringcompany will transport your car all the way into your garage,1662,17039,518,1040138879263637504,https://twitter.com/elonmusk/status/1040138879263637504,44196397,2018-09-13 07:23:28+00:00,Thu Sep 13 07:23:28 +0000 2018,,@boringcompany,,https://twitter.com/arstechnica/status/1040057735616888833
+4104,elonmusk,SyrinxStarman,Thoughtful feedback,49,3139,71,1040007391331278848,https://twitter.com/elonmusk/status/1040007391331278848,44196397,2018-09-12 22:40:59+00:00,Wed Sep 12 22:40:59 +0000 2018,,,,
+4105,elonmusk,,"Due to a large increase in vehicle delivery volume in North America, Tesla customers may experience longer response times. Resolving this is our top priority.",1583,30934,1406,1039982911322087429,https://twitter.com/elonmusk/status/1039982911322087429,44196397,2018-09-12 21:03:42+00:00,Wed Sep 12 21:03:42 +0000 2018,,,,
+4106,elonmusk,PauloBriski,"My apologies, am working on this exact issue right now",34,700,51,1039982627317379072,https://twitter.com/elonmusk/status/1039982627317379072,44196397,2018-09-12 21:02:34+00:00,Wed Sep 12 21:02:34 +0000 2018,,,,
+4107,elonmusk,adultswim,Best show in the multiverse!,3836,40304,399,1039437131976867840,https://twitter.com/elonmusk/status/1039437131976867840,44196397,2018-09-11 08:54:58+00:00,Tue Sep 11 08:54:58 +0000 2018,,,,
+4108,elonmusk,ebf,"No, service will stock all colors",25,2046,35,1039404639429390336,https://twitter.com/elonmusk/status/1039404639429390336,44196397,2018-09-11 06:45:51+00:00,Tue Sep 11 06:45:51 +0000 2018,,,,
+4109,elonmusk,DMC_Ryan,"Love that red. We tried every possible way to make red look 3D without floating a special red tint in primary gloss layer, but no way. We have to stop whole paint shop for red & it looks like an episode of Dexter.",98,2808,81,1039404142559551488,https://twitter.com/elonmusk/status/1039404142559551488,44196397,2018-09-11 06:43:53+00:00,Tue Sep 11 06:43:53 +0000 2018,,,,
+4110,elonmusk,,"Moving 2 of 7 Tesla colors off menu on Wednesday to simplify manufacturing. Obsidian Black & Metallic Silver will still be available as special request, but at higher price.",1367,26837,1494,1039390759907020801,https://twitter.com/elonmusk/status/1039390759907020801,44196397,2018-09-11 05:50:42+00:00,Tue Sep 11 05:50:42 +0000 2018,,,,
+4111,elonmusk,TheOceanCleanup,Looks cool,177,4884,132,1038545562000187392,https://twitter.com/elonmusk/status/1038545562000187392,44196397,2018-09-08 21:52:11+00:00,Sat Sep 08 21:52:11 +0000 2018,,,,
+4112,elonmusk,,"Not easy coming up with a good cover story for an underground volcano lair, but I think it’s working",7881,89786,2314,1038537654827024384,https://twitter.com/elonmusk/status/1038537654827024384,44196397,2018-09-08 21:20:46+00:00,Sat Sep 08 21:20:46 +0000 2018,,,,
+4113,elonmusk,boringcompany,Test-driving our new boring machine with a ,4724,41503,1020,1038526444253503488,https://twitter.com/elonmusk/status/1038526444253503488,44196397,2018-09-08 20:36:13+00:00,Sat Sep 08 20:36:13 +0000 2018,,,,https://twitter.com/boringcompany/status/1038523411922731010
+4114,elonmusk,Tesla_Bill,"2170 is about the right cell size, but I don’t recommend copying our current module design. Far too difficult to manufacture.",159,4313,124,1038359955781218304,https://twitter.com/elonmusk/status/1038359955781218304,44196397,2018-09-08 09:34:39+00:00,Sat Sep 08 09:34:39 +0000 2018,,,,
+4115,elonmusk,caitylotz,Like sands through the hourglass …,249,8645,255,1038332059129761793,https://twitter.com/elonmusk/status/1038332059129761793,44196397,2018-09-08 07:43:48+00:00,Sat Sep 08 07:43:48 +0000 2018,,,,
+4116,elonmusk,PEpicerie,10 types of people in the world: those who understand binary & those who don’t ,208,1927,140,1038152378531250176,https://twitter.com/elonmusk/status/1038152378531250176,44196397,2018-09-07 19:49:49+00:00,Fri Sep 07 19:49:49 +0000 2018,,,,
+4117,elonmusk,karaswisher,"Will do soon, as promised",28,857,56,1038123885235908609,https://twitter.com/elonmusk/status/1038123885235908609,44196397,2018-09-07 17:56:36+00:00,Fri Sep 07 17:56:36 +0000 2018,,,,
+4118,elonmusk,xJawz,"Not me, I’m gonna die right here in the USA. Or Mars. Just not on impact.",109,1486,71,1037979494814900225,https://twitter.com/elonmusk/status/1037979494814900225,44196397,2018-09-07 08:22:50+00:00,Fri Sep 07 08:22:50 +0000 2018,,,,
+4119,elonmusk,,I am a business magnet,5916,54840,2246,1037976743963840512,https://twitter.com/elonmusk/status/1037976743963840512,44196397,2018-09-07 08:11:55+00:00,Fri Sep 07 08:11:55 +0000 2018,,,,
+4120,elonmusk,,Good times with @JoeRogan …,7609,55502,2697,1037973950150541312,https://twitter.com/elonmusk/status/1037973950150541312,44196397,2018-09-07 08:00:48+00:00,Fri Sep 07 08:00:48 +0000 2018,,@joerogan,,https://m.youtube.com/watch?v=ycPr5-27vSI&feature=youtu.be&a=
+4121,elonmusk,andrew_gold_,Will add a fade mode with only essential info,24,691,63,1037901130578067456,https://twitter.com/elonmusk/status/1037901130578067456,44196397,2018-09-07 03:11:27+00:00,Fri Sep 07 03:11:27 +0000 2018,,,,
+4122,elonmusk,InsideEVs,"Tesla 1st, 2nd & 3rd in August sales",1397,13394,728,1037502853680517120,https://twitter.com/elonmusk/status/1037502853680517120,44196397,2018-09-06 00:48:50+00:00,Thu Sep 06 00:48:50 +0000 2018,,,,https://twitter.com/InsideEVs/status/1037484104915345410
+4123,elonmusk,,Will be on @JoeRogan at 9:30pm Pacific on Thursday,16021,100025,3042,1037249325464600578,https://twitter.com/elonmusk/status/1037249325464600578,44196397,2018-09-05 08:01:25+00:00,Wed Sep 05 08:01:25 +0000 2018,,@joerogan,,
+4124,elonmusk,andrew_gold_,"Am running it in my car, but it’s not right yet. Hopefully, will release to advanced early access users in a week or two, then more broadly towards end of month.",56,851,81,1037205636021411841,https://twitter.com/elonmusk/status/1037205636021411841,44196397,2018-09-05 05:07:48+00:00,Wed Sep 05 05:07:48 +0000 2018,,,,
+4125,elonmusk,mliebow,"Much appreciated! Great word-of-mouth is why Model 3 is the best-selling electric car, despite no advertising or paid endorsements.",737,13180,311,1036742121271779328,https://twitter.com/elonmusk/status/1036742121271779328,44196397,2018-09-03 22:25:58+00:00,Mon Sep 03 22:25:58 +0000 2018,,,,
+4126,elonmusk,FredericLambert,"The multi-coat colors (pearl white & red) are hardest, red especially, as it has red tint in the clear coat layer itself for depth & complexity",45,897,122,1035356365336629249,https://twitter.com/elonmusk/status/1035356365336629249,44196397,2018-08-31 02:39:28+00:00,Fri Aug 31 02:39:28 +0000 2018,,,,
+4127,elonmusk,pooktd,"Sorry, we’ve put pretty extreme rules in place for paint & quality in general. If need be, we’re repainting/replacing entire sections of car or building whole new cars. Got to be done.",47,1027,118,1035325350119583744,https://twitter.com/elonmusk/status/1035325350119583744,44196397,2018-08-31 00:36:13+00:00,Fri Aug 31 00:36:13 +0000 2018,,,,
+4128,elonmusk,CNN,Can Steve Bannon please insult me some more? Best PR I’ve had in a while.,4134,53542,1290,1035320831725920256,https://twitter.com/elonmusk/status/1035320831725920256,44196397,2018-08-31 00:18:16+00:00,Fri Aug 31 00:18:16 +0000 2018,,,,
+4129,elonmusk,ElectrekCo,!,381,7862,609,1035029257557237760,https://twitter.com/elonmusk/status/1035029257557237760,44196397,2018-08-30 04:59:39+00:00,Thu Aug 30 04:59:39 +0000 2018,,,,
+4130,elonmusk,GlamandGore,I was told that his parents preferred that his name not be mentioned,118,6534,71,1034654594670841856,https://twitter.com/elonmusk/status/1034654594670841856,44196397,2018-08-29 04:10:52+00:00,Wed Aug 29 04:10:52 +0000 2018,,,,
+4131,elonmusk,JohnnaCrider1,V cool,117,4328,89,1034489064659939328,https://twitter.com/elonmusk/status/1034489064659939328,44196397,2018-08-28 17:13:07+00:00,Tue Aug 28 17:13:07 +0000 2018,,,,
+4132,elonmusk,yoda,So you actually did nothing & yet imply you are a truth-seeker. The Twitter name you chose is @yoda.,57,1565,245,1034486631351242752,https://twitter.com/elonmusk/status/1034486631351242752,44196397,2018-08-28 17:03:27+00:00,Tue Aug 28 17:03:27 +0000 2018,,@yoda,,
+4133,elonmusk,yoda,"Answer the question @yoda. You brought it up, not me. Did you investigate or not? If so, what did you actually do?",44,1073,152,1034483805397114882,https://twitter.com/elonmusk/status/1034483805397114882,44196397,2018-08-28 16:52:13+00:00,Tue Aug 28 16:52:13 +0000 2018,,@yoda,,
+4134,elonmusk,McMurchie,"At this point, I want ETH even if it is a scam",1652,5120,932,1034483462235975681,https://twitter.com/elonmusk/status/1034483462235975681,44196397,2018-08-28 16:50:51+00:00,Tue Aug 28 16:50:51 +0000 2018,,,,
+4135,elonmusk,yoda,Did you investigate at all? I’m guessing answer is no. Why?,41,939,125,1034482379992301568,https://twitter.com/elonmusk/status/1034482379992301568,44196397,2018-08-28 16:46:33+00:00,Tue Aug 28 16:46:33 +0000 2018,,,,
+4136,elonmusk,alexmd2,"It’s coming, I swear",43,1564,40,1034481943310749697,https://twitter.com/elonmusk/status/1034481943310749697,44196397,2018-08-28 16:44:49+00:00,Tue Aug 28 16:44:49 +0000 2018,,,,
+4137,elonmusk,yoda,You don’t think it’s strange he hasn’t sued me? He was offered free legal services. And you call yourself @yoda …,175,1625,706,1034481160783585280,https://twitter.com/elonmusk/status/1034481160783585280,44196397,2018-08-28 16:41:43+00:00,Tue Aug 28 16:41:43 +0000 2018,,@yoda,,
+4138,elonmusk,Techmeme,Great actions by Twitter to delete bogus accounts. Will increase usage by real users.,203,4282,153,1034478990663274497,https://twitter.com/elonmusk/status/1034478990663274497,44196397,2018-08-28 16:33:05+00:00,Tue Aug 28 16:33:05 +0000 2018,,,,
+4139,elonmusk,TijenOnaran,"For the record, my voice cracked once during the NY Times article. That’s it. There were no tears.",869,15253,769,1034458577346260992,https://twitter.com/elonmusk/status/1034458577346260992,44196397,2018-08-28 15:11:58+00:00,Tue Aug 28 15:11:58 +0000 2018,,,,
+4140,elonmusk,theianchen,Sure :),42,982,51,1034277020283232260,https://twitter.com/elonmusk/status/1034277020283232260,44196397,2018-08-28 03:10:32+00:00,Tue Aug 28 03:10:32 +0000 2018,,,,
+4141,elonmusk,jwiechers,I want that outfit,15,580,59,1034211853646221312,https://twitter.com/elonmusk/status/1034211853646221312,44196397,2018-08-27 22:51:35+00:00,Mon Aug 27 22:51:35 +0000 2018,,,,
+4142,elonmusk,,"The world lost a great man in John McCain. He was an honorable, kind, brave and fundamentally decent human being. If only there were more such people in the world.",8685,88214,1575,1033543361787977728,https://twitter.com/elonmusk/status/1033543361787977728,44196397,2018-08-26 02:35:14+00:00,Sun Aug 26 02:35:14 +0000 2018,,,,
+4143,elonmusk,GrowthHackers,This is why a small company with tight focus & high energy can beat a big company without,457,4686,162,1033494945972273152,https://twitter.com/elonmusk/status/1033494945972273152,44196397,2018-08-25 23:22:51+00:00,Sat Aug 25 23:22:51 +0000 2018,,,,
+4144,elonmusk,SeanHQuinn,This is utterly false. Fossil fuel merchants of doubt have been pushing that bs for years. Tesla Gigafactory will be 100% renewable powered (by Tesla Solar) by end of next year.,387,3617,223,1033494277643481089,https://twitter.com/elonmusk/status/1033494277643481089,44196397,2018-08-25 23:20:11+00:00,Sat Aug 25 23:20:11 +0000 2018,,,,
+4145,elonmusk,yanquetino,"Most people don’t realize that the cost of operating an electric vehicle is much lower than a gas car. Electricity is way cheaper than gas plus no oil changes, tune-ups,smog checks & other service costs.",4571,38494,2224,1033493134645317633,https://twitter.com/elonmusk/status/1033493134645317633,44196397,2018-08-25 23:15:39+00:00,Sat Aug 25 23:15:39 +0000 2018,,,,
+4146,elonmusk,j_brorsson,"Most major customers have tried it & love it. Now we need to finish production design & build it, while avoiding dumb mistakes made with Model 3 production system. Wish it wasn’t so hard to be less stupid over time …",100,1260,98,1033405964009889792,https://twitter.com/elonmusk/status/1033405964009889792,44196397,2018-08-25 17:29:16+00:00,Sat Aug 25 17:29:16 +0000 2018,,,,
+4147,elonmusk,InsideEVs,Maybe …,34,756,58,1033405017175150592,https://twitter.com/elonmusk/status/1033405017175150592,44196397,2018-08-25 17:25:30+00:00,Sat Aug 25 17:25:30 +0000 2018,,,,
+4148,elonmusk,AskDrStupid,"This was key showstopper for me personally. Couldn’t make it happen, even through expert fiduciary SPV, without creating exotic trust structure that would prob not be accepted by regulators. Current rules have good intentions, but make wealth creation harder for small investors.",191,2813,131,1033404726585450496,https://twitter.com/elonmusk/status/1033404726585450496,44196397,2018-08-25 17:24:21+00:00,Sat Aug 25 17:24:21 +0000 2018,,,,
+4149,elonmusk,elonmusk,"The extension cord was 1000 miles long, but still",88,2071,126,1033261623060783104,https://twitter.com/elonmusk/status/1033261623060783104,44196397,2018-08-25 07:55:42+00:00,Sat Aug 25 07:55:42 +0000 2018,,,,
+4150,elonmusk,ElectrekCo,"What’s cool is that it was driven across the country alone (no escort or any accompanying vehicles), using the existing Tesla Supercharger network and an extension cord",617,9182,209,1033260379147620352,https://twitter.com/elonmusk/status/1033260379147620352,44196397,2018-08-25 07:50:46+00:00,Sat Aug 25 07:50:46 +0000 2018,,,,
+4151,elonmusk,Tesla,"In talking to our public investors, most were supportive of optimizing for long-term value creation over quarterly earnings. This was also a factor in remaining public.",894,13128,665,1033229945382858753,https://twitter.com/elonmusk/status/1033229945382858753,44196397,2018-08-25 05:49:50+00:00,Sat Aug 25 05:49:50 +0000 2018,,,,
+4152,elonmusk,nichegamer,It’s almost done,716,2912,74,1033203657137745920,https://twitter.com/elonmusk/status/1033203657137745920,44196397,2018-08-25 04:05:22+00:00,Sat Aug 25 04:05:22 +0000 2018,,,,
+4153,elonmusk,isco__,"Yes , looks brutal otherwise",29,1104,51,1033203405223735297,https://twitter.com/elonmusk/status/1033203405223735297,44196397,2018-08-25 04:04:22+00:00,Sat Aug 25 04:04:22 +0000 2018,,,,
+4154,elonmusk,SpaceX,This is actually real,2628,30874,770,1033202742808834048,https://twitter.com/elonmusk/status/1033202742808834048,44196397,2018-08-25 04:01:44+00:00,Sat Aug 25 04:01:44 +0000 2018,,,,https://twitter.com/SpaceX/status/1033167462986997760
+4155,elonmusk,Hyperloop,"This time, the vacuum tunnel will be a bit longer & SpaceX will provide some advance funding for student teams with most promising designs. Bonus award for all race pods that exceed half the speed of sound!",1235,10799,322,1033202579214192640,https://twitter.com/elonmusk/status/1033202579214192640,44196397,2018-08-25 04:01:05+00:00,Sat Aug 25 04:01:05 +0000 2018,,,,https://twitter.com/Hyperloop/status/1032818998243520512
+4156,elonmusk,AshleyEsqueda,"Tesla Car Karaoke hopefully ready in OTA software update version 10. Just played Missile Command, Asteroids & Lunar Lander in V9. Really fun!",643,11492,247,1032977253297057792,https://twitter.com/elonmusk/status/1032977253297057792,44196397,2018-08-24 13:05:43+00:00,Fri Aug 24 13:05:43 +0000 2018,,,,
+4157,elonmusk,ElectrekCo,I was just there. Cardboard being prepped for recycling along southern fence line caught fire. Super appreciate fast response by Fremont fire dept! No injuries or damage to factory.,549,12133,247,1032805107157618689,https://twitter.com/elonmusk/status/1032805107157618689,44196397,2018-08-24 01:41:40+00:00,Fri Aug 24 01:41:40 +0000 2018,,,,
+4158,elonmusk,Tesla,"Goal is to service your car wherever you are, quietly & quickly. No need to bring it to a Tesla service center.",4879,44871,1427,1032804122330845184,https://twitter.com/elonmusk/status/1032804122330845184,44196397,2018-08-24 01:37:45+00:00,Fri Aug 24 01:37:45 +0000 2018,,,,https://twitter.com/Tesla/status/1032706860359417856
+4159,elonmusk,Model3Owners,Ok,96,3570,131,1032575787340189696,https://twitter.com/elonmusk/status/1032575787340189696,44196397,2018-08-23 10:30:26+00:00,Thu Aug 23 10:30:26 +0000 2018,,,,
+4160,elonmusk,,"Love born in the brain is more spirited, doubtless, than true love, but it has only flashes of enthusiasm; it knows itself too well, it criticizes itself incessantly; so far from banishing thought, it is itself reared only upon a structure of thought. The Red and The Black ",4929,35089,1734,1032575096701906944,https://twitter.com/elonmusk/status/1032575096701906944,44196397,2018-08-23 10:27:42+00:00,Thu Aug 23 10:27:42 +0000 2018,,,,
+4161,elonmusk,elonmusk,So many saved drafts. So … so many.,67,1639,110,1032568982836928512,https://twitter.com/elonmusk/status/1032568982836928512,44196397,2018-08-23 10:03:24+00:00,Thu Aug 23 10:03:24 +0000 2018,,,,
+4162,elonmusk,,I’m dying to,583,15418,252,1032561259655323648,https://twitter.com/elonmusk/status/1032561259655323648,44196397,2018-08-23 09:32:43+00:00,Thu Aug 23 09:32:43 +0000 2018,,,,
+4163,elonmusk,tldtoday,"Cool, lmk if you have suggestions for improvement after you drive it",76,3298,52,1032421611742191617,https://twitter.com/elonmusk/status/1032421611742191617,44196397,2018-08-23 00:17:48+00:00,Thu Aug 23 00:17:48 +0000 2018,,,,
+4164,elonmusk,CathieDWood,Thank you for the thoughtful letter,108,2892,103,1032419173706563584,https://twitter.com/elonmusk/status/1032419173706563584,44196397,2018-08-23 00:08:07+00:00,Thu Aug 23 00:08:07 +0000 2018,,,,
+4165,elonmusk,tldtoday,"Thanks for buying our car! Would highly recommend performance version. It’s really good & I don’t say that lightly. Nothing will give you greater joy. Full refund, no hard feelings if not.",318,9753,157,1032411200213024769,https://twitter.com/elonmusk/status/1032411200213024769,44196397,2018-08-22 23:36:26+00:00,Wed Aug 22 23:36:26 +0000 2018,,,,
+4166,elonmusk,Teslatunity,Coming soon,28,651,49,1032285070449467393,https://twitter.com/elonmusk/status/1032285070449467393,44196397,2018-08-22 15:15:14+00:00,Wed Aug 22 15:15:14 +0000 2018,,,,
+4167,elonmusk,LittleMissFlint,Definitely,11,1028,45,1032131349505699840,https://twitter.com/elonmusk/status/1032131349505699840,44196397,2018-08-22 05:04:24+00:00,Wed Aug 22 05:04:24 +0000 2018,,,,
+4168,elonmusk,,,2574,39471,1776,1032042656040251392,https://twitter.com/elonmusk/status/1032042656040251392,44196397,2018-08-21 23:11:58+00:00,Tue Aug 21 23:11:58 +0000 2018,,,,
+4169,elonmusk,wuhfel,"Instagram is so thirsty, yet gives you Death by Water",182,1030,111,1031969283612397569,https://twitter.com/elonmusk/status/1031969283612397569,44196397,2018-08-21 18:20:24+00:00,Tue Aug 21 18:20:24 +0000 2018,,,,
+4170,elonmusk,wuhfel,Didn’t “like” it,56,766,78,1031960174574161920,https://twitter.com/elonmusk/status/1031960174574161920,44196397,2018-08-21 17:44:13+00:00,Tue Aug 21 17:44:13 +0000 2018,,,,
+4171,elonmusk,MattPotter,Really makes me wanna buy Rice Krispies,2151,16974,676,1031959950870945793,https://twitter.com/elonmusk/status/1031959950870945793,44196397,2018-08-21 17:43:19+00:00,Tue Aug 21 17:43:19 +0000 2018,,,,https://twitter.com/MattPotter/status/1031921389220098049
+4172,elonmusk,AlexanderPayton,Excession,14,409,29,1031959325240111106,https://twitter.com/elonmusk/status/1031959325240111106,44196397,2018-08-21 17:40:50+00:00,Tue Aug 21 17:40:50 +0000 2018,,,,
+4173,elonmusk,,Read Eliot’s notes on The Waste Land https://en.m.wikipedia.org/wiki/The_Waste_Land,547,5355,626,1031936103891140608,https://twitter.com/elonmusk/status/1031936103891140608,44196397,2018-08-21 16:08:34+00:00,Tue Aug 21 16:08:34 +0000 2018,,,,https://en.m.wikipedia.org/wiki/The_Waste_Land
+4174,elonmusk,O_Landman,Version 10,95,1218,133,1031258020548771840,https://twitter.com/elonmusk/status/1031258020548771840,44196397,2018-08-19 19:14:06+00:00,Sun Aug 19 19:14:06 +0000 2018,,,,
+4175,elonmusk,ariannahuff,Ford & Tesla are the only 2 American car companies to avoid bankruptcy. I just got home from the factory. You think this is an option. It is not.,3498,40552,1585,1031111742103814144,https://twitter.com/elonmusk/status/1031111742103814144,44196397,2018-08-19 09:32:51+00:00,Sun Aug 19 09:32:51 +0000 2018,,,,
+4176,elonmusk,Tesla,Super appreciate free concert for Tesla during this intense time! ,1089,19995,681,1030735648171282433,https://twitter.com/elonmusk/status/1030735648171282433,44196397,2018-08-18 08:38:23+00:00,Sat Aug 18 08:38:23 +0000 2018,,,,https://twitter.com/Tesla/status/1030662218138890240
+4177,elonmusk,MKBHD,Great meeting you!,5405,78605,1428,1030632127870599168,https://twitter.com/elonmusk/status/1030632127870599168,44196397,2018-08-18 01:47:02+00:00,Sat Aug 18 01:47:02 +0000 2018,,,,https://twitter.com/MKBHD/status/1030627360993947648
+4178,elonmusk,StephenNellis,Nvidia makes great hardware. High respect for Jensen & company. Our hardware needs were just unique & matched tightly to our software.,313,6291,175,1030237322694934528,https://twitter.com/elonmusk/status/1030237322694934528,44196397,2018-08-16 23:38:13+00:00,Thu Aug 16 23:38:13 +0000 2018,,,,
+4179,elonmusk,,Model 3 review by Unbox ... https://youtu.be/nPH_I_klt-E via @YouTube,1303,11585,662,1029947219573702656,https://twitter.com/elonmusk/status/1029947219573702656,44196397,2018-08-16 04:25:27+00:00,Thu Aug 16 04:25:27 +0000 2018,,@YouTube,,https://youtu.be/nPH_I_klt-E
+4180,elonmusk,BSaiHemanth,Missile Command & Lunar Lander already working in dev build. We changed the control mapping for max fun on a touchscreen.,50,939,63,1029939331736072192,https://twitter.com/elonmusk/status/1029939331736072192,44196397,2018-08-16 03:54:06+00:00,Thu Aug 16 03:54:06 +0000 2018,,,,
+4181,elonmusk,,Defeating traffic is the ultimate boss battle,12057,95440,2985,1029938219125694464,https://twitter.com/elonmusk/status/1029938219125694464,44196397,2018-08-16 03:49:41+00:00,Thu Aug 16 03:49:41 +0000 2018,,,,
+4182,elonmusk,MacTechGenius,Blue too,29,759,61,1029238844443439111,https://twitter.com/elonmusk/status/1029238844443439111,44196397,2018-08-14 05:30:37+00:00,Tue Aug 14 05:30:37 +0000 2018,,,,
+4183,elonmusk,kaushal_k,Hex nostalgia,28,690,30,1029236837083009025,https://twitter.com/elonmusk/status/1029236837083009025,44196397,2018-08-14 05:22:38+00:00,Tue Aug 14 05:22:38 +0000 2018,,,,
+4184,elonmusk,kevinmitnick,49 20 77 61 73 2e 20 53 6f 72 72 79 20 74 6f 20 68 61 76 65 20 6d 69 73 73 65 64 20 79 6f 75 2e,490,6923,428,1029235533396860928,https://twitter.com/elonmusk/status/1029235533396860928,44196397,2018-08-14 05:17:28+00:00,Tue Aug 14 05:17:28 +0000 2018,,,,
+4185,elonmusk,Tesla,"I’m excited to work with Silver Lake and Goldman Sachs as financial advisors, plus Wachtell, Lipton, Rosen & Katz and Munger, Tolles & Olson as legal advisors, on the proposal to take Tesla private",1211,12515,708,1029171381584314368,https://twitter.com/elonmusk/status/1029171381584314368,44196397,2018-08-14 01:02:33+00:00,Tue Aug 14 01:02:33 +0000 2018,,,,
+4186,elonmusk,amitkatwala,Open to it at some point. You did an impressive amount of work on this article.,29,1147,36,1029016696193863680,https://twitter.com/elonmusk/status/1029016696193863680,44196397,2018-08-13 14:47:53+00:00,Mon Aug 13 14:47:53 +0000 2018,,,,
+4187,elonmusk,amitkatwala,"Mostly accurate, even though I didn’t do an interview (or pose for cover)",391,8764,181,1029001597982928898,https://twitter.com/elonmusk/status/1029001597982928898,44196397,2018-08-13 13:47:53+00:00,Mon Aug 13 13:47:53 +0000 2018,,,,
+4188,elonmusk,physorg_com,ETH beam heh heh,57,1232,67,1028985700459339776,https://twitter.com/elonmusk/status/1028985700459339776,44196397,2018-08-13 12:44:43+00:00,Mon Aug 13 12:44:43 +0000 2018,,,,
+4189,elonmusk,Josh1C,"Good idea, we will add this feature!",100,5874,60,1028983518183837696,https://twitter.com/elonmusk/status/1028983518183837696,44196397,2018-08-13 12:36:02+00:00,Mon Aug 13 12:36:02 +0000 2018,,,,
+4190,elonmusk,Tesla,Model 3 traction testing on pure ice & snow,3029,30741,866,1028773837557649410,https://twitter.com/elonmusk/status/1028773837557649410,44196397,2018-08-12 22:42:51+00:00,Sun Aug 12 22:42:51 +0000 2018,,,,https://twitter.com/Tesla/status/1028673766090399744
+4191,elonmusk,,Great Q&A @defcon last night. Thanks for helping make Tesla &amp; SpaceX more secure! Planning to open-source Tesla vehicle security software for free use by other car makers. Extremely important to a safe self-driving future for all.,3426,23959,691,1028351047478042624,https://twitter.com/elonmusk/status/1028351047478042624,44196397,2018-08-11 18:42:50+00:00,Sat Aug 11 18:42:50 +0000 2018,,@defcon,,
+4192,elonmusk,momof3terrors,"Thanks, great feedback. Will be a fun project for Tesla design. Love the idea of adding a special item every few months, so whenever you go into a Tesla store, there is something new & delightful to see.",28,653,35,1028349398546231296,https://twitter.com/elonmusk/status/1028349398546231296,44196397,2018-08-11 18:36:17+00:00,Sat Aug 11 18:36:17 +0000 2018,,,,
+4193,elonmusk,FredericLambert,"Production design will be better, especially in details. We are dying to do this, but primary focus must remain on making affordable version of Model 3 & bringing Y to market",376,7187,199,1028335775480332289,https://twitter.com/elonmusk/status/1028335775480332289,44196397,2018-08-11 17:42:09+00:00,Sat Aug 11 17:42:09 +0000 2018,,,,
+4194,elonmusk,Photofeature,He was amazing,9,543,20,1028146651268087809,https://twitter.com/elonmusk/status/1028146651268087809,44196397,2018-08-11 05:10:38+00:00,Sat Aug 11 05:10:38 +0000 2018,,,,
+4195,elonmusk,PrydeFoltz,Not if you had a wide elastic at the top,8,551,29,1028141920399306752,https://twitter.com/elonmusk/status/1028141920399306752,44196397,2018-08-11 04:51:50+00:00,Sat Aug 11 04:51:50 +0000 2018,,,,
+4196,elonmusk,ShorealoneFilms,Busted,86,1802,31,1028139797649469440,https://twitter.com/elonmusk/status/1028139797649469440,44196397,2018-08-11 04:43:24+00:00,Sat Aug 11 04:43:24 +0000 2018,,,,
+4197,elonmusk,,And thigh high socks with pockets for lipliner & cards,3707,42887,855,1028139236548128768,https://twitter.com/elonmusk/status/1028139236548128768,44196397,2018-08-11 04:41:10+00:00,Sat Aug 11 04:41:10 +0000 2018,,,,
+4198,elonmusk,KiannaFierce,Of course,29,856,46,1028132430992105472,https://twitter.com/elonmusk/status/1028132430992105472,44196397,2018-08-11 04:14:07+00:00,Sat Aug 11 04:14:07 +0000 2018,,,,
+4199,elonmusk,,Unis3x,946,11067,264,1028132035720880129,https://twitter.com/elonmusk/status/1028132035720880129,44196397,2018-08-11 04:12:33+00:00,Sat Aug 11 04:12:33 +0000 2018,,,,
+4200,elonmusk,,Paired with thigh-high sockboots,1002,11677,262,1028131675602079747,https://twitter.com/elonmusk/status/1028131675602079747,44196397,2018-08-11 04:11:07+00:00,Sat Aug 11 04:11:07 +0000 2018,,,,
+4201,elonmusk,,What are your fav short shorts?,992,10611,1345,1028129215059828737,https://twitter.com/elonmusk/status/1028129215059828737,44196397,2018-08-11 04:01:21+00:00,Sat Aug 11 04:01:21 +0000 2018,,,,
+4202,elonmusk,,S3XY,7485,34398,570,1028126594425081863,https://twitter.com/elonmusk/status/1028126594425081863,44196397,2018-08-11 03:50:56+00:00,Sat Aug 11 03:50:56 +0000 2018,,,,
+4203,elonmusk,,Short shorts coming soon to Tesla merch,15442,102469,2528,1028121465785405441,https://twitter.com/elonmusk/status/1028121465785405441,44196397,2018-08-11 03:30:33+00:00,Sat Aug 11 03:30:33 +0000 2018,,,,
+4204,elonmusk,davidein,Put them on & post a selfie,213,4103,129,1028119241025904640,https://twitter.com/elonmusk/status/1028119241025904640,44196397,2018-08-11 03:21:43+00:00,Sat Aug 11 03:21:43 +0000 2018,,,,
+4205,elonmusk,,.@defcon. hqr sz wut.,1013,8301,921,1028074217793679360,https://twitter.com/elonmusk/status/1028074217793679360,44196397,2018-08-11 00:22:48+00:00,Sat Aug 11 00:22:48 +0000 2018,,@defcon,,
+4206,elonmusk,thesheetztweetz,Awesome ,33,707,37,1028016698924793856,https://twitter.com/elonmusk/status/1028016698924793856,44196397,2018-08-10 20:34:15+00:00,Fri Aug 10 20:34:15 +0000 2018,,,,
+4207,elonmusk,JohnnaCrider1,"Love this from P&P: “One has got all the goodness, and the other all the appearance of it.” Reminds me so of my Nana, who was very stern & strict & yet kindest of all. Believe in good.",165,3444,118,1027798878962081793,https://twitter.com/elonmusk/status/1027798878962081793,44196397,2018-08-10 06:08:42+00:00,Fri Aug 10 06:08:42 +0000 2018,,,,
+4208,elonmusk,SpaceXUpdates,Those are the new design made of titanium. Doesn’t need heat shielding or even paint.,206,4552,153,1027782177721790465,https://twitter.com/elonmusk/status/1027782177721790465,44196397,2018-08-10 05:02:21+00:00,Fri Aug 10 05:02:21 +0000 2018,,,,
+4209,elonmusk,lexiheft,"Sorry, meant to say same timeframe as hardware",33,584,65,1027316549697253377,https://twitter.com/elonmusk/status/1027316549697253377,44196397,2018-08-08 22:12:06+00:00,Wed Aug 08 22:12:06 +0000 2018,,,,
+4210,elonmusk,komocode,Yes,12,507,18,1027315863454593025,https://twitter.com/elonmusk/status/1027315863454593025,44196397,2018-08-08 22:09:23+00:00,Wed Aug 08 22:09:23 +0000 2018,,,,
+4211,elonmusk,FredericLambert,Probably 4 to 6 months. Those who order full self-driving get the upgrade at no cost. It isn’t needed just for enhanced Autopilot.,86,993,83,1027314633101598721,https://twitter.com/elonmusk/status/1027314633101598721,44196397,2018-08-08 22:04:29+00:00,Wed Aug 08 22:04:29 +0000 2018,,,,
+4212,elonmusk,,Tesla deliveries & AP hardware chart by @lexfridman at MIT,1199,11170,500,1027294935504936960,https://twitter.com/elonmusk/status/1027294935504936960,44196397,2018-08-08 20:46:13+00:00,Wed Aug 08 20:46:13 +0000 2018,,@lexfridman,,
+4213,elonmusk,Tesla,Investor support is confirmed. Only reason why this is not certain is that it’s contingent on a shareholder vote.,2717,18590,1648,1026914941004001280,https://twitter.com/elonmusk/status/1026914941004001280,44196397,2018-08-07 19:36:15+00:00,Tue Aug 07 19:36:15 +0000 2018,,,,https://twitter.com/Tesla/status/1026912973120462848
+4214,elonmusk,MindFieldMusic,Def no forced sales. Hope all shareholders remain. Will be way smoother & less disruptive as a private company. Ends negative propaganda from shorts.,661,7471,531,1026907699760390146,https://twitter.com/elonmusk/status/1026907699760390146,44196397,2018-08-07 19:07:29+00:00,Tue Aug 07 19:07:29 +0000 2018,,,,
+4215,elonmusk,thatspacegeek,"Yes, but liquidity events would be limited to every 6 months or so (like SpaceX)",101,1703,69,1026906046839672832,https://twitter.com/elonmusk/status/1026906046839672832,44196397,2018-08-07 19:00:55+00:00,Tue Aug 07 19:00:55 +0000 2018,,,,
+4216,elonmusk,FredericLambert,No change,48,1336,72,1026894478764851202,https://twitter.com/elonmusk/status/1026894478764851202,44196397,2018-08-07 18:14:57+00:00,Tue Aug 07 18:14:57 +0000 2018,,,,
+4217,elonmusk,,Shareholders could either to sell at 420 or hold shares & go private,2202,20659,1306,1026894228541071360,https://twitter.com/elonmusk/status/1026894228541071360,44196397,2018-08-07 18:13:57+00:00,Tue Aug 07 18:13:57 +0000 2018,,,,
+4218,elonmusk,heydave7,Absolutely. Am super appreciative of Tesla shareholders. Will ensure their prosperity in any scenario.,493,6808,278,1026892550337122304,https://twitter.com/elonmusk/status/1026892550337122304,44196397,2018-08-07 18:07:17+00:00,Tue Aug 07 18:07:17 +0000 2018,,,,
+4219,elonmusk,Gfilche,My hope is *all* current investors remain with Tesla even if we’re private. Would create special purpose fund enabling anyone to stay with Tesla. Already do this with Fidelity’s SpaceX investment.,920,8640,509,1026890900885184514,https://twitter.com/elonmusk/status/1026890900885184514,44196397,2018-08-07 18:00:44+00:00,Tue Aug 07 18:00:44 +0000 2018,,,,
+4220,elonmusk,EvotoRentals,Yes,53,2186,75,1026888063899774976,https://twitter.com/elonmusk/status/1026888063899774976,44196397,2018-08-07 17:49:27+00:00,Tue Aug 07 17:49:27 +0000 2018,,,,
+4221,elonmusk,FredericLambert,I don’t have a controlling vote now & wouldn’t expect any shareholder to have one if we go private. I won’t be selling in either scenario.,149,1608,89,1026885883482365953,https://twitter.com/elonmusk/status/1026885883482365953,44196397,2018-08-07 17:40:47+00:00,Tue Aug 07 17:40:47 +0000 2018,,,,
+4222,elonmusk,,Good morning ,3101,46844,3867,1026882735455916032,https://twitter.com/elonmusk/status/1026882735455916032,44196397,2018-08-07 17:28:17+00:00,Tue Aug 07 17:28:17 +0000 2018,,,,
+4223,elonmusk,LizClaman,420,887,6347,299,1026879404905885697,https://twitter.com/elonmusk/status/1026879404905885697,44196397,2018-08-07 17:15:03+00:00,Tue Aug 07 17:15:03 +0000 2018,,,,
+4224,elonmusk,,Am considering taking Tesla private at $420. Funding secured.,16006,90260,6222,1026872652290379776,https://twitter.com/elonmusk/status/1026872652290379776,44196397,2018-08-07 16:48:13+00:00,Tue Aug 07 16:48:13 +0000 2018,,,,
+4225,elonmusk,ChillinQuillen,Maybe Thursday,98,1309,98,1026266053658038272,https://twitter.com/elonmusk/status/1026266053658038272,44196397,2018-08-06 00:37:48+00:00,Mon Aug 06 00:37:48 +0000 2018,,,,
+4226,elonmusk,gdb,Great work by @OpenAI. Need the neural interface soon to enable human/AI symbiosis.,128,1104,59,1026257578920009730,https://twitter.com/elonmusk/status/1026257578920009730,44196397,2018-08-06 00:04:08+00:00,Mon Aug 06 00:04:08 +0000 2018,,@OpenAI,,
+4227,elonmusk,Excellion,We’re working on a new Tesla mini-car that can squeeze in an adult,89,848,182,1026250770235023360,https://twitter.com/elonmusk/status/1026250770235023360,44196397,2018-08-05 23:37:05+00:00,Sun Aug 05 23:37:05 +0000 2018,,,,
+4228,elonmusk,Khoji,Yes,7,276,9,1026231822122770432,https://twitter.com/elonmusk/status/1026231822122770432,44196397,2018-08-05 22:21:47+00:00,Sun Aug 05 22:21:47 +0000 2018,,,,
+4229,elonmusk,Rengle820,"Model S P100D is def still the top end, but Model 3 Performance is higher value for money",30,482,17,1026229874548043776,https://twitter.com/elonmusk/status/1026229874548043776,44196397,2018-08-05 22:14:03+00:00,Sun Aug 05 22:14:03 +0000 2018,,,,
+4230,elonmusk,lexiheft,"Early access will have bugs (usually minor, but you never know for sure), so would not advise early access unless you’re prepared to have something go wrong",12,511,47,1026208127128035328,https://twitter.com/elonmusk/status/1026208127128035328,44196397,2018-08-05 20:47:38+00:00,Sun Aug 05 20:47:38 +0000 2018,,,,
+4231,elonmusk,Scobleizer, Tesla Autopilot Team ,43,894,33,1026204484421074944,https://twitter.com/elonmusk/status/1026204484421074944,44196397,2018-08-05 20:33:09+00:00,Sun Aug 05 20:33:09 +0000 2018,,,,
+4232,elonmusk,vicentes,Everywhere …,9,398,30,1026203902155218944,https://twitter.com/elonmusk/status/1026203902155218944,44196397,2018-08-05 20:30:50+00:00,Sun Aug 05 20:30:50 +0000 2018,,,,
+4233,elonmusk,LanceUlanoff,Much more interesting,10,358,7,1026203726371934208,https://twitter.com/elonmusk/status/1026203726371934208,44196397,2018-08-05 20:30:08+00:00,Sun Aug 05 20:30:08 +0000 2018,,,,
+4234,elonmusk,chriscardinal,"Games & other refinements will go to all Tesla S, X & 3 from start of production. Autopilot enhancements apply to all Model 3’s plus S & X made in last few years (needs Autopilot Hardware V2.0 or higher).",29,510,12,1026203526332989441,https://twitter.com/elonmusk/status/1026203526332989441,44196397,2018-08-05 20:29:21+00:00,Sun Aug 05 20:29:21 +0000 2018,,,,
+4235,elonmusk,Scobleizer,Glad you’re enjoying Model 3 & thanks for buying a Tesla! Major enhancements to Autopilot & fun games coming in a month with V9.0.,594,9032,349,1026202323775672320,https://twitter.com/elonmusk/status/1026202323775672320,44196397,2018-08-05 20:24:34+00:00,Sun Aug 05 20:24:34 +0000 2018,,,,https://twitter.com/Scobleizer/status/1026199248985972736
+4236,elonmusk,vishaljotshi,Yup,23,964,38,1026201140378009600,https://twitter.com/elonmusk/status/1026201140378009600,44196397,2018-08-05 20:19:52+00:00,Sun Aug 05 20:19:52 +0000 2018,,,,
+4237,elonmusk,MatthewTBishop,Def worth it. Model 3 Performance is next-level.,50,973,38,1026193065034149888,https://twitter.com/elonmusk/status/1026193065034149888,44196397,2018-08-05 19:47:47+00:00,Sun Aug 05 19:47:47 +0000 2018,,,,
+4238,elonmusk,bbccomedy," Tracey “… before I knew it, I was writing to The Guardian …” ",22,633,20,1026191962926280704,https://twitter.com/elonmusk/status/1026191962926280704,44196397,2018-08-05 19:43:24+00:00,Sun Aug 05 19:43:24 +0000 2018,,,,
+4239,elonmusk,marks22,Thanks for the tip. His attention to detail is excellent.,10,408,22,1026189335668781056,https://twitter.com/elonmusk/status/1026189335668781056,44196397,2018-08-05 19:32:57+00:00,Sun Aug 05 19:32:57 +0000 2018,,,,
+4240,elonmusk,JmChile,The humans,198,3525,48,1026189082882260992,https://twitter.com/elonmusk/status/1026189082882260992,44196397,2018-08-05 19:31:57+00:00,Sun Aug 05 19:31:57 +0000 2018,,,,
+4241,elonmusk,,Love The Handmaiden. Director also made original Korean Oldboy.,288,4177,232,1026188902522966016,https://twitter.com/elonmusk/status/1026188902522966016,44196397,2018-08-05 19:31:14+00:00,Sun Aug 05 19:31:14 +0000 2018,,,,https://m.youtube.com/watch?v=IkvHtfRAKNkp
+4242,elonmusk,WorldAndScience,Very tiny,359,7644,251,1026185672468512773,https://twitter.com/elonmusk/status/1026185672468512773,44196397,2018-08-05 19:18:24+00:00,Sun Aug 05 19:18:24 +0000 2018,,,,
+4243,elonmusk,,Performance Model 3 review by @mattdebord,675,6452,295,1026164075900727296,https://twitter.com/elonmusk/status/1026164075900727296,44196397,2018-08-05 17:52:35+00:00,Sun Aug 05 17:52:35 +0000 2018,,@mattdebord,,https://www.businessinsider.com/tesla-model-3-performance-first-drive-2018-8
+4244,elonmusk,,"Dang, turns out even Hitler was shorting Tesla stock …",2586,17909,1120,1026073171638738944,https://twitter.com/elonmusk/status/1026073171638738944,44196397,2018-08-05 11:51:22+00:00,Sun Aug 05 11:51:22 +0000 2018,,,,https://m.youtube.com/watch?v=wxEClGh6Mus
+4245,elonmusk,,Still as true today as it was 6 years ago,425,11563,350,1025788954707030016,https://twitter.com/elonmusk/status/1025788954707030016,44196397,2018-08-04 17:01:59+00:00,Sat Aug 04 17:01:59 +0000 2018,,,,
+4246,elonmusk,elonmusk,Squirrels …,1216,15874,521,1025788479483961350,https://twitter.com/elonmusk/status/1025788479483961350,44196397,2018-08-04 17:00:06+00:00,Sat Aug 04 17:00:06 +0000 2018,,,,https://twitter.com/elonmusk/status/168060414398177281
+4247,elonmusk,DMC_Ryan,Will work with current hardware. OTA update.,24,574,55,1025138553867534337,https://twitter.com/elonmusk/status/1025138553867534337,44196397,2018-08-02 21:57:32+00:00,Thu Aug 02 21:57:32 +0000 2018,,,,
+4248,elonmusk,BrouardMartin,Definitely,14,568,41,1024761320392904704,https://twitter.com/elonmusk/status/1024761320392904704,44196397,2018-08-01 20:58:32+00:00,Wed Aug 01 20:58:32 +0000 2018,,,,
+4249,elonmusk,scoti5,Bioshock is amazing,146,1049,61,1024760547059818497,https://twitter.com/elonmusk/status/1024760547059818497,44196397,2018-08-01 20:55:28+00:00,Wed Aug 01 20:55:28 +0000 2018,,,,
+4250,elonmusk,JoeyTArquette,"Something like that, but more of an adults in cars anime vibe",477,4371,198,1024759651668123649,https://twitter.com/elonmusk/status/1024759651668123649,44196397,2018-08-01 20:51:54+00:00,Wed Aug 01 20:51:54 +0000 2018,,,,
+4251,elonmusk,,Please send examples of prior work when applying. Looking for max playability & creativity.,1079,16981,967,1024758658251411456,https://twitter.com/elonmusk/status/1024758658251411456,44196397,2018-08-01 20:47:57+00:00,Wed Aug 01 20:47:57 +0000 2018,,,,
+4252,elonmusk,,"If you’re into video game development, consider applying to Tesla. We want to make super fun games that integrate the center touch screen, phone & car irl.",11532,74545,4384,1024758123406323712,https://twitter.com/elonmusk/status/1024758123406323712,44196397,2018-08-01 20:45:50+00:00,Wed Aug 01 20:45:50 +0000 2018,,,,
+4253,elonmusk,, ,14,500,21,1024756440366370816,https://twitter.com/elonmusk/status/1024756440366370816,44196397,2018-08-01 20:39:09+00:00,Wed Aug 01 20:39:09 +0000 2018,,,,
+4254,elonmusk,MobiiliMika,Cool idea!,12,582,18,1024756316466688000,https://twitter.com/elonmusk/status/1024756316466688000,44196397,2018-08-01 20:38:39+00:00,Wed Aug 01 20:38:39 +0000 2018,,,,
+4255,elonmusk,Model3Owners,Good idea & thanks for Supercharger trophy reminder. Really want to make the car as fun as possible!,39,852,40,1024756088221007872,https://twitter.com/elonmusk/status/1024756088221007872,44196397,2018-08-01 20:37:45+00:00,Wed Aug 01 20:37:45 +0000 2018,,,,
+4256,elonmusk,megazone,Yup,13,668,26,1024729113968271360,https://twitter.com/elonmusk/status/1024729113968271360,44196397,2018-08-01 18:50:33+00:00,Wed Aug 01 18:50:33 +0000 2018,,,,
+4257,elonmusk,jlgolson,"Hoping to include last three in this release, with pole position linked to actual car steering wheel (while stationary tbc haha)",130,2296,100,1024728904412450816,https://twitter.com/elonmusk/status/1024728904412450816,44196397,2018-08-01 18:49:44+00:00,Wed Aug 01 18:49:44 +0000 2018,,,,
+4258,elonmusk,RyanHummer,We will try to squeeze it in,10,829,18,1024728178865008640,https://twitter.com/elonmusk/status/1024728178865008640,44196397,2018-08-01 18:46:51+00:00,Wed Aug 01 18:46:51 +0000 2018,,,,
+4259,elonmusk,jlgolson,What are your favorites?,19,869,128,1024727291601928193,https://twitter.com/elonmusk/status/1024727291601928193,44196397,2018-08-01 18:43:19+00:00,Wed Aug 01 18:43:19 +0000 2018,,,,
+4260,elonmusk,,Yes,38,1160,45,1024727040291831810,https://twitter.com/elonmusk/status/1024727040291831810,44196397,2018-08-01 18:42:19+00:00,Wed Aug 01 18:42:19 +0000 2018,,,,
+4261,elonmusk,nantonius,Yes,11,603,12,1024726957500522496,https://twitter.com/elonmusk/status/1024726957500522496,44196397,2018-08-01 18:41:59+00:00,Wed Aug 01 18:41:59 +0000 2018,,,,
+4262,elonmusk,lexiheft,Yes,24,786,34,1024726836352188417,https://twitter.com/elonmusk/status/1024726836352188417,44196397,2018-08-01 18:41:30+00:00,Wed Aug 01 18:41:30 +0000 2018,,,,
+4263,elonmusk,,Some of best classic @Atari games coming as Easter eggs in Tesla V9.0 release in about 4 weeks. Thanks @Atari!,3787,33955,1458,1024726529304027137,https://twitter.com/elonmusk/status/1024726529304027137,44196397,2018-08-01 18:40:17+00:00,Wed Aug 01 18:40:17 +0000 2018,,@atari @atari,,
+4264,elonmusk,,Falcon 9 launches Iridium to orbit from Vandenberg Air Force Base https://www.instagram.com/p/Bl8M-mNAN3f/?utm_source=ig_twitter_share&amp;igshid=18erh862v2fe1,660,7819,233,1024672548313804800,https://twitter.com/elonmusk/status/1024672548313804800,44196397,2018-08-01 15:05:47+00:00,Wed Aug 01 15:05:47 +0000 2018,,,,https://www.instagram.com/p/Bl8M-mNAN3f/?utm_source=ig_twitter_share&igshid=18erh862v2fe1
+4265,elonmusk,QuickTake,Tragic. Will send Einhorn a box of short shorts to comfort him through this difficult time.,669,10185,373,1024561920173457408,https://twitter.com/elonmusk/status/1024561920173457408,44196397,2018-08-01 07:46:11+00:00,Wed Aug 01 07:46:11 +0000 2018,,,,
+4266,elonmusk,WorldAndScience,And most of remaining 0.14% is Jupiter. We are tiny dust on tiny dust.,2649,32731,536,1024555306112540673,https://twitter.com/elonmusk/status/1024555306112540673,44196397,2018-08-01 07:19:54+00:00,Wed Aug 01 07:19:54 +0000 2018,,,,
+4267,elonmusk,DiscoverMag,Science http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.24.8928&amp;rep=rep1&amp;type=pdf,84,882,72,1024435601443966976,https://twitter.com/elonmusk/status/1024435601443966976,44196397,2018-07-31 23:24:15+00:00,Tue Jul 31 23:24:15 +0000 2018,,,,http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.24.8928&rep=rep1&type=pdf
+4268,elonmusk,DiscoverMag,Oh yeah? I’ll see ur expert & raise you a Chris McKay @NASA https://en.m.wikipedia.org/wiki/Christopher_McKay,59,914,66,1024434827158638592,https://twitter.com/elonmusk/status/1024434827158638592,44196397,2018-07-31 23:21:10+00:00,Tue Jul 31 23:21:10 +0000 2018,,@NASA,,https://en.m.wikipedia.org/wiki/Christopher_McKay
+4269,elonmusk,aswhiting,Tesla body shops are ramping up fast. Aiming to go from 30+ days using external body repair shops to same day body repair with prestocked parts at Tesla service centers.,61,747,81,1024406801477816320,https://twitter.com/elonmusk/status/1024406801477816320,44196397,2018-07-31 21:29:48+00:00,Tue Jul 31 21:29:48 +0000 2018,,,,
+4270,elonmusk,4NIKKOLAS,Will leave any comment on actions in Flint to those in Flint,23,561,29,1024364396674351104,https://twitter.com/elonmusk/status/1024364396674351104,44196397,2018-07-31 18:41:18+00:00,Tue Jul 31 18:41:18 +0000 2018,,,,
+4271,elonmusk,iLehonardo,Can’t wait to bring Tesla to Brazil. One of my favorite countries!,155,1417,116,1024364000870420481,https://twitter.com/elonmusk/status/1024364000870420481,44196397,2018-07-31 18:39:44+00:00,Tue Jul 31 18:39:44 +0000 2018,,,,
+4272,elonmusk,l9cgv,We should be really worried about this,17,478,43,1024363530395443200,https://twitter.com/elonmusk/status/1024363530395443200,44196397,2018-07-31 18:37:52+00:00,Tue Jul 31 18:37:52 +0000 2018,,,,
+4273,elonmusk,samir,No,399,2547,62,1024363380771966976,https://twitter.com/elonmusk/status/1024363380771966976,44196397,2018-07-31 18:37:16+00:00,Tue Jul 31 18:37:16 +0000 2018,,,,
+4274,elonmusk,AndredAlmeida,"Yeah, Model 3 is designed to fit 6’4” adults comfortably in both front & rear seats at same time",32,679,30,1024363242057916416,https://twitter.com/elonmusk/status/1024363242057916416,44196397,2018-07-31 18:36:43+00:00,Tue Jul 31 18:36:43 +0000 2018,,,,
+4275,elonmusk,,"We’re adding a “party & camper mode” soon to S/3/X, so your car can maintain air flow, temp, selective lights, music & power devices for 48 hours or more while parked. Big batteries rock …",1589,20395,831,1024362530691371008,https://twitter.com/elonmusk/status/1024362530691371008,44196397,2018-07-31 18:33:53+00:00,Tue Jul 31 18:33:53 +0000 2018,,,,
+4276,elonmusk,Tesla,"Not having a big gas guzzler engine in front means there’s room for trunks in front & back, plus longer crumple zone for best safety of any midsize car",1359,18338,606,1024360983970467840,https://twitter.com/elonmusk/status/1024360983970467840,44196397,2018-07-31 18:27:44+00:00,Tue Jul 31 18:27:44 +0000 2018,,,,https://twitter.com/Tesla/status/1024335091785289729
+4277,elonmusk,Tesla,Hard drive industry is hardcore. They build >100 million units per year with extreme precision & brutal economics. Great background.,339,7446,162,1024190725255192578,https://twitter.com/elonmusk/status/1024190725255192578,44196397,2018-07-31 07:11:12+00:00,Tue Jul 31 07:11:12 +0000 2018,,,,
+4278,elonmusk,DiscoverMag,"There’s a massive amount of CO2 on Mars adsorbed into soil that’d be released upon heating. With enough energy via artificial or natural (sun) fusion, you can terraform almost any large, rocky body.",2376,28500,1003,1024137570463051778,https://twitter.com/elonmusk/status/1024137570463051778,44196397,2018-07-31 03:39:59+00:00,Tue Jul 31 03:39:59 +0000 2018,,,,
+4279,elonmusk,jbaert,"Yes, minifloats",11,518,36,1023808486226812933,https://twitter.com/elonmusk/status/1023808486226812933,44196397,2018-07-30 05:52:19+00:00,Mon Jul 30 05:52:19 +0000 2018,,,,
+4280,elonmusk,MemesOfMars,Yes,20,991,39,1023786119895216128,https://twitter.com/elonmusk/status/1023786119895216128,44196397,2018-07-30 04:23:26+00:00,Mon Jul 30 04:23:26 +0000 2018,,,,
+4281,elonmusk,MichiganMan2007,"We tried out a new delivery system using an enclosed trailer straight from factory to owner’s home, so super convenient & car arrives in pristine condition without wasting plastic wrap",3382,40409,1415,1023779158030077952,https://twitter.com/elonmusk/status/1023779158030077952,44196397,2018-07-30 03:55:46+00:00,Mon Jul 30 03:55:46 +0000 2018,,,,https://twitter.com/MichiganMan2007/status/1023774002915893248
+4282,elonmusk,MemesOfMars,"Was listening to Jon Hopkins’ Singularity with c, but posted this instead",12,494,40,1023771444583399424,https://twitter.com/elonmusk/status/1023771444583399424,44196397,2018-07-30 03:25:07+00:00,Mon Jul 30 03:25:07 +0000 2018,,,,
+4283,elonmusk,,,228,3074,260,1023754616192684040,https://twitter.com/elonmusk/status/1023754616192684040,44196397,2018-07-30 02:18:15+00:00,Mon Jul 30 02:18:15 +0000 2018,,,,https://m.youtube.com/watch?v=uFquLU8-SNI
+4284,elonmusk,hussi_tussi,"Have wanted to for so long, but that would be irresponsible",15,594,69,1023749975065354240,https://twitter.com/elonmusk/status/1023749975065354240,44196397,2018-07-30 01:59:49+00:00,Mon Jul 30 01:59:49 +0000 2018,,,,
+4285,elonmusk,,All are important. You will see.,34,644,37,1023749689701593088,https://twitter.com/elonmusk/status/1023749689701593088,44196397,2018-07-30 01:58:41+00:00,Mon Jul 30 01:58:41 +0000 2018,,,,
+4286,elonmusk,,8-bit floating point?,547,9027,780,1023748634242772992,https://twitter.com/elonmusk/status/1023748634242772992,44196397,2018-07-30 01:54:29+00:00,Mon Jul 30 01:54:29 +0000 2018,,,,
+4287,elonmusk,Mr_Computique,"If any formula instantiates reality, it’s probably that",15,341,24,1023728298226999296,https://twitter.com/elonmusk/status/1023728298226999296,44196397,2018-07-30 00:33:40+00:00,Mon Jul 30 00:33:40 +0000 2018,,,,
+4288,elonmusk,,"Think once, Tweet twice [do it]",4783,36396,1868,1023683692605005824,https://twitter.com/elonmusk/status/1023683692605005824,44196397,2018-07-29 21:36:26+00:00,Sun Jul 29 21:36:26 +0000 2018,,,,
+4289,elonmusk,,0,1531,17994,1026,1023675534553698304,https://twitter.com/elonmusk/status/1023675534553698304,44196397,2018-07-29 21:04:01+00:00,Sun Jul 29 21:04:01 +0000 2018,,,,
+4290,elonmusk,,Nothing is both real & imaginary,9031,49193,4340,1023674091142701056,https://twitter.com/elonmusk/status/1023674091142701056,44196397,2018-07-29 20:58:16+00:00,Sun Jul 29 20:58:16 +0000 2018,,,,
+4291,elonmusk,J_M_0_N,Yes,56,912,70,1023661157247201280,https://twitter.com/elonmusk/status/1023661157247201280,44196397,2018-07-29 20:06:53+00:00,Sun Jul 29 20:06:53 +0000 2018,,,,
+4292,elonmusk,_SianAbigail,The future is accelerating,1332,10270,502,1023649332023582720,https://twitter.com/elonmusk/status/1023649332023582720,44196397,2018-07-29 19:19:53+00:00,Sun Jul 29 19:19:53 +0000 2018,,,,https://twitter.com/_SianAbigail/status/943556624668643329
+4293,elonmusk,fermatslibrary, ,57,1550,65,1023640028193255425,https://twitter.com/elonmusk/status/1023640028193255425,44196397,2018-07-29 18:42:55+00:00,Sun Jul 29 18:42:55 +0000 2018,,,,
+4294,elonmusk,SmileSimplify,Probably ships next summer,29,597,40,1023073822080098304,https://twitter.com/elonmusk/status/1023073822080098304,44196397,2018-07-28 05:13:01+00:00,Sat Jul 28 05:13:01 +0000 2018,,,,
+4295,elonmusk,nextspaceflight,"Side boosters, yes, but too much load through center core",36,738,19,1023069021057380353,https://twitter.com/elonmusk/status/1023069021057380353,44196397,2018-07-28 04:53:56+00:00,Sat Jul 28 04:53:56 +0000 2018,,,,
+4296,elonmusk,MAKERSwomen, ,817,10893,250,1023067599528124416,https://twitter.com/elonmusk/status/1023067599528124416,44196397,2018-07-28 04:48:18+00:00,Sat Jul 28 04:48:18 +0000 2018,,,,https://twitter.com/MAKERSwomen/status/1022995840363913216
+4297,elonmusk,ElectrekCo,This is great.,275,6756,246,1023061301273055232,https://twitter.com/elonmusk/status/1023061301273055232,44196397,2018-07-28 04:23:16+00:00,Sat Jul 28 04:23:16 +0000 2018,,,,
+4298,elonmusk,phil_hellmuth,Thanks Phil,54,2929,101,1022914062009556992,https://twitter.com/elonmusk/status/1022914062009556992,44196397,2018-07-27 18:38:11+00:00,Fri Jul 27 18:38:11 +0000 2018,,,,
+4299,elonmusk,AlexGarnerArt,Machines that go “ping”,46,1478,57,1022883831173398528,https://twitter.com/elonmusk/status/1022883831173398528,44196397,2018-07-27 16:38:04+00:00,Fri Jul 27 16:38:04 +0000 2018,,,,
+4300,elonmusk,WhatTheFFacts,What’s technology?,512,10242,458,1022879510239170560,https://twitter.com/elonmusk/status/1022879510239170560,44196397,2018-07-27 16:20:54+00:00,Fri Jul 27 16:20:54 +0000 2018,,,,
+4301,elonmusk,Tesla,"Worth another retweet. Hope Dan Neil returns to Twitter. He left due to relentless attacks from short-sellers, who constantly peddle fear, uncertainty & doubt about Tesla. Dan won the Pulitzer & is considered by many to be the best car critic in the world.",2765,22274,810,1022430321696858113,https://twitter.com/elonmusk/status/1022430321696858113,44196397,2018-07-26 10:35:59+00:00,Thu Jul 26 10:35:59 +0000 2018,,,,https://twitter.com/tesla/status/1020012323606487041
+4302,elonmusk,westcoastbill,Explains why there are so many cat videos,293,6052,184,1022418419667226624,https://twitter.com/elonmusk/status/1022418419667226624,44196397,2018-07-26 09:48:41+00:00,Thu Jul 26 09:48:41 +0000 2018,,,,
+4303,elonmusk,AntVenom,Localized electro-magnetic field generators,43,894,91,1022217710040543232,https://twitter.com/elonmusk/status/1022217710040543232,44196397,2018-07-25 20:31:08+00:00,Wed Jul 25 20:31:08 +0000 2018,,,,
+4304,elonmusk,IridiumBoss,Thanks for taking a chance on @SpaceX so many years ago! Looking forward to using the new Iridium constellation.,157,3411,59,1022159242726232064,https://twitter.com/elonmusk/status/1022159242726232064,44196397,2018-07-25 16:38:48+00:00,Wed Jul 25 16:38:48 +0000 2018,,@SpaceX,,
+4305,elonmusk,boringcompany,Wagnerian,856,13154,425,1022048284599148545,https://twitter.com/elonmusk/status/1022048284599148545,44196397,2018-07-25 09:17:54+00:00,Wed Jul 25 09:17:54 +0000 2018,,,,https://twitter.com/boringcompany/status/1021810766712909824
+4306,elonmusk,dflieb,Yes,68,5988,100,1022030008724930565,https://twitter.com/elonmusk/status/1022030008724930565,44196397,2018-07-25 08:05:17+00:00,Wed Jul 25 08:05:17 +0000 2018,,,,
+4307,elonmusk,,Mötor Trēnd,1370,13529,760,1022000378462855168,https://twitter.com/elonmusk/status/1022000378462855168,44196397,2018-07-25 06:07:32+00:00,Wed Jul 25 06:07:32 +0000 2018,,,,https://www.motortrend.com/cars/tesla/model-3/2018/2018-tesla-model-3-dual-motor-performance-review/
+4308,elonmusk,appljd,Great!,17,606,41,1021616336798015488,https://twitter.com/elonmusk/status/1021616336798015488,44196397,2018-07-24 04:41:30+00:00,Tue Jul 24 04:41:30 +0000 2018,,,,
+4309,elonmusk,appljd,We’ve gone from ~1000 S/X deliveries per week in US last year to ~6000 S/3/X. It’s like hitting a square wave.,98,1093,91,1021541242465730560,https://twitter.com/elonmusk/status/1021541242465730560,44196397,2018-07-23 23:43:06+00:00,Mon Jul 23 23:43:06 +0000 2018,,,,
+4310,elonmusk,appljd,"We’re trying to get rid of contracts completely. Should just be “tap here & you get your car”. Then, if you don’t like it for any reason, just return it like any other product.",86,1071,75,1021529422224977920,https://twitter.com/elonmusk/status/1021529422224977920,44196397,2018-07-23 22:56:08+00:00,Mon Jul 23 22:56:08 +0000 2018,,,,
+4311,elonmusk,westcoastbill,Yeah. Never seen it so high ever.,52,1485,120,1021461598508990464,https://twitter.com/elonmusk/status/1021461598508990464,44196397,2018-07-23 18:26:37+00:00,Mon Jul 23 18:26:37 +0000 2018,,,,
+4312,elonmusk,WillFealey,"Wow, that’s really awesome. Thank you! @TeslaOwnersUK",140,3376,57,1021461084585299973,https://twitter.com/elonmusk/status/1021461084585299973,44196397,2018-07-23 18:24:35+00:00,Mon Jul 23 18:24:35 +0000 2018,,@TeslaOwnersUK,,
+4313,elonmusk,arstechnica,Haha,286,4293,156,1021306180449099776,https://twitter.com/elonmusk/status/1021306180449099776,44196397,2018-07-23 08:09:03+00:00,Mon Jul 23 08:09:03 +0000 2018,,,,
+4314,elonmusk,nextspaceflight,"Looks good, but so many details need to be right. Journey back from hypersonic becomes extremely difficult as velocity increases. Altitude is easy, velocity is hard.",44,816,33,1021288692655067136,https://twitter.com/elonmusk/status/1021288692655067136,44196397,2018-07-23 06:59:33+00:00,Mon Jul 23 06:59:33 +0000 2018,,,,
+4315,elonmusk,ElectrekCo,Only costs that actually apply to Q3 & beyond will be counted. It would not be correct to apply historical cost savings to current quarter.,135,2606,109,1021285179178881025,https://twitter.com/elonmusk/status/1021285179178881025,44196397,2018-07-23 06:45:35+00:00,Mon Jul 23 06:45:35 +0000 2018,,,,
+4316,elonmusk,Teslarati,Wall Street,1259,12912,618,1021263722944217093,https://twitter.com/elonmusk/status/1021263722944217093,44196397,2018-07-23 05:20:20+00:00,Mon Jul 23 05:20:20 +0000 2018,,,,https://twitter.com/Teslarati/status/1021225570766639104
+4317,elonmusk,Hyperloop,Congratulations to all teams in the student @Hyperloop competition! To make high-speed pods that can operate in vacuum is very difficult. Was great to meet everyone!,146,2431,49,1021254856261058562,https://twitter.com/elonmusk/status/1021254856261058562,44196397,2018-07-23 04:45:06+00:00,Mon Jul 23 04:45:06 +0000 2018,,@Hyperloop,,
+4318,elonmusk,huby,"Exactly. Overheat protection is always on, but you can also tap “maintain” & your car will hold a cool or warm temp for a few hours while parked.",47,749,65,1020837172834906118,https://twitter.com/elonmusk/status/1020837172834906118,44196397,2018-07-22 01:05:22+00:00,Sun Jul 22 01:05:22 +0000 2018,,,,
+4319,elonmusk,ryan_caldbeck,"Yes, Tesla Model S, X & 3 all automatically keep cabin temperature within safe limits even when parked",921,9927,233,1020797949297582080,https://twitter.com/elonmusk/status/1020797949297582080,44196397,2018-07-21 22:29:31+00:00,Sat Jul 21 22:29:31 +0000 2018,,,,https://insideevs.com/tesla-cabin-overheat-protection-tested/
+4320,elonmusk,danfromtheweb,Ok,8,679,74,1020544810095063041,https://twitter.com/elonmusk/status/1020544810095063041,44196397,2018-07-21 05:43:38+00:00,Sat Jul 21 05:43:38 +0000 2018,,,,
+4321,elonmusk,AntVenom,"Makes me very sad indeed, but also the fault is mine by far",29,1136,117,1020522855014924288,https://twitter.com/elonmusk/status/1020522855014924288,44196397,2018-07-21 04:16:23+00:00,Sat Jul 21 04:16:23 +0000 2018,,,,
+4322,elonmusk,AntVenom,He’s a good guy,11,827,27,1020519836915396608,https://twitter.com/elonmusk/status/1020519836915396608,44196397,2018-07-21 04:04:24+00:00,Sat Jul 21 04:04:24 +0000 2018,,,,
+4323,elonmusk,Ca_via_GreenBay,Always look on the bright side of life …,113,1816,82,1020518346754646016,https://twitter.com/elonmusk/status/1020518346754646016,44196397,2018-07-21 03:58:28+00:00,Sat Jul 21 03:58:28 +0000 2018,,,,
+4324,elonmusk,AntVenom,It is much better,19,1014,14,1020516593321701377,https://twitter.com/elonmusk/status/1020516593321701377,44196397,2018-07-21 03:51:30+00:00,Sat Jul 21 03:51:30 +0000 2018,,,,
+4325,elonmusk,JD_2020,Sorry ,11,752,17,1020515232358121473,https://twitter.com/elonmusk/status/1020515232358121473,44196397,2018-07-21 03:46:06+00:00,Sat Jul 21 03:46:06 +0000 2018,,,,
+4326,elonmusk,,,244,5009,247,1020514710549028864,https://twitter.com/elonmusk/status/1020514710549028864,44196397,2018-07-21 03:44:01+00:00,Sat Jul 21 03:44:01 +0000 2018,,,,
+4327,elonmusk,, http://wallypots.com/?p=3049,276,5321,337,1020513697121398784,https://twitter.com/elonmusk/status/1020513697121398784,44196397,2018-07-21 03:40:00+00:00,Sat Jul 21 03:40:00 +0000 2018,,,,http://wallypots.com/?p=3049
+4328,elonmusk,MitchellRossman,I love that scene,3,686,14,1020508884199444480,https://twitter.com/elonmusk/status/1020508884199444480,44196397,2018-07-21 03:20:52+00:00,Sat Jul 21 03:20:52 +0000 2018,,,,
+4329,elonmusk,elonmusk,I made that up tbh. They did not have phones during the French Revolution. They used Friendster.,45,1839,41,1020507170608230401,https://twitter.com/elonmusk/status/1020507170608230401,44196397,2018-07-21 03:14:04+00:00,Sat Jul 21 03:14:04 +0000 2018,,,,
+4330,elonmusk,danfromtheweb,Don’t make me bite my thumb at you,146,3992,109,1020504845495697408,https://twitter.com/elonmusk/status/1020504845495697408,44196397,2018-07-21 03:04:49+00:00,Sat Jul 21 03:04:49 +0000 2018,,,,
+4331,elonmusk,JaneidyEve,For sure,23,846,40,1020504246620426240,https://twitter.com/elonmusk/status/1020504246620426240,44196397,2018-07-21 03:02:27+00:00,Sat Jul 21 03:02:27 +0000 2018,,,,
+4332,elonmusk,danfromtheweb,"Btw, 1792 is calling & wants its method of execution back. Seriously, what museum do you plan to raid?",263,6116,218,1020503572562219008,https://twitter.com/elonmusk/status/1020503572562219008,44196397,2018-07-21 02:59:46+00:00,Sat Jul 21 02:59:46 +0000 2018,,,,
+4333,elonmusk,annerajb,"Yeah, great point. Underground power lines would clear up the skyline, be safer to service, have better uptime & save lives of many birds.",30,749,70,1020498155413024768,https://twitter.com/elonmusk/status/1020498155413024768,44196397,2018-07-21 02:38:14+00:00,Sat Jul 21 02:38:14 +0000 2018,,,,
+4334,elonmusk,slashdot,No kidding,2898,23162,687,1020491376104898562,https://twitter.com/elonmusk/status/1020491376104898562,44196397,2018-07-21 02:11:18+00:00,Sat Jul 21 02:11:18 +0000 2018,,,,https://twitter.com/slashdot/status/1020490107546030080
+4335,elonmusk,annerajb,"Yes, that will probably be its first use",19,622,24,1020479995028754432,https://twitter.com/elonmusk/status/1020479995028754432,44196397,2018-07-21 01:26:05+00:00,Sat Jul 21 01:26:05 +0000 2018,,,,
+4336,elonmusk,danfromtheweb,"Phew . Yeah, we had a drain block 3 months ago &amp; people are working hard to make Tesla successful. Am honored to work with them. Are you trolling for fun or is it part of a job? What motivates you?",26,1307,52,1020479409805877248,https://twitter.com/elonmusk/status/1020479409805877248,44196397,2018-07-21 01:23:45+00:00,Sat Jul 21 01:23:45 +0000 2018,,,,
+4337,elonmusk,danfromtheweb,I apologized. Do you stand by your guillotine statement or not?,21,1148,91,1020459692705775617,https://twitter.com/elonmusk/status/1020459692705775617,44196397,2018-07-21 00:05:24+00:00,Sat Jul 21 00:05:24 +0000 2018,,,,
+4338,elonmusk,danfromtheweb,"Figuratively, literally or both?",133,5577,209,1020455936396152832,https://twitter.com/elonmusk/status/1020455936396152832,44196397,2018-07-20 23:50:29+00:00,Fri Jul 20 23:50:29 +0000 2018,,,,
+4339,elonmusk,geekypastimes,That has always been our goal,43,916,65,1020404811307479040,https://twitter.com/elonmusk/status/1020404811307479040,44196397,2018-07-20 20:27:19+00:00,Fri Jul 20 20:27:19 +0000 2018,,,,
+4340,elonmusk,annerajb,"This chart only shows globally competed commercial launches, not US government missions. “Other US” refers to Boeing & Lockheed. Their skill at obtaining govt contracts & subsidies vastly exceeds ours.",55,1182,32,1020395545255276544,https://twitter.com/elonmusk/status/1020395545255276544,44196397,2018-07-20 19:50:30+00:00,Fri Jul 20 19:50:30 +0000 2018,,,,
+4341,elonmusk,vincent13031925,"Dunno where this bs is coming from. Who knows about the future, but last week we had over 2000 S/X and 5000 Model 3 *new* net orders.",540,6965,378,1020108713061855233,https://twitter.com/elonmusk/status/1020108713061855233,44196397,2018-07-20 00:50:44+00:00,Fri Jul 20 00:50:44 +0000 2018,,,,
+4342,elonmusk,DMC_Ryan,Definitely. We gave up some grip & width in exchange for range. Would recommend stickier tires & wider on rear for best performance. You might get 3.3 sec 0-60 mph or better with optimized rims & tires.,77,1155,79,1020107968589676545,https://twitter.com/elonmusk/status/1020107968589676545,44196397,2018-07-20 00:47:47+00:00,Fri Jul 20 00:47:47 +0000 2018,,,,
+4343,elonmusk,MarkeR2002,"Wow, someone has really thought about this!",65,2494,119,1019684287266689024,https://twitter.com/elonmusk/status/1019684287266689024,44196397,2018-07-18 20:44:13+00:00,Wed Jul 18 20:44:13 +0000 2018,,,,
+4344,elonmusk,tao_lin,I wish,1571,19885,1091,1019667206034972672,https://twitter.com/elonmusk/status/1019667206034972672,44196397,2018-07-18 19:36:21+00:00,Wed Jul 18 19:36:21 +0000 2018,,,,https://twitter.com/tao_lin/status/1019589925358964744
+4345,elonmusk,elonmusk,"Nonetheless, his actions against me do not justify my actions against him, and for that I apologize to Mr. Unsworth and to the companies I represent as leader. The fault is mine and mine alone.",949,8296,1000,1019472152796381185,https://twitter.com/elonmusk/status/1019472152796381185,44196397,2018-07-18 06:41:16+00:00,Wed Jul 18 06:41:16 +0000 2018,,,,
+4346,elonmusk,adamchavez,"As this well-written article suggests, my words were spoken in anger after Mr. Unsworth said several untruths & suggested I engage in a sexual act with the mini-sub, which had been built as an act of kindness & according to specifications from the dive team leader.",1753,20783,1386,1019471467304513537,https://twitter.com/elonmusk/status/1019471467304513537,44196397,2018-07-18 06:38:33+00:00,Wed Jul 18 06:38:33 +0000 2018,,,,
+4347,elonmusk,lrroberts87,Good point,53,1398,175,1019368951782957056,https://twitter.com/elonmusk/status/1019368951782957056,44196397,2018-07-17 23:51:11+00:00,Tue Jul 17 23:51:11 +0000 2018,,,,
+4348,elonmusk,nealboudette,I have never donated to a SuperPAC,75,1638,243,1018505842281156608,https://twitter.com/elonmusk/status/1018505842281156608,44196397,2018-07-15 14:41:30+00:00,Sun Jul 15 14:41:30 +0000 2018,,,,
+4349,elonmusk,danielbrennan,"Yes, about 0.5% of what I donated to @SierraClub, which is a reasonable amount to maintain an open dialogue",211,4057,331,1018333202140680192,https://twitter.com/elonmusk/status/1018333202140680192,44196397,2018-07-15 03:15:29+00:00,Sun Jul 15 03:15:29 +0000 2018,,@SierraClub,,
+4350,elonmusk,,Reports that I am a top donor to GOP are categorically false. I am not a top donor to any political party.,6120,66824,4612,1018330925384458240,https://twitter.com/elonmusk/status/1018330925384458240,44196397,2018-07-15 03:06:26+00:00,Sun Jul 15 03:06:26 +0000 2018,,,,
+4351,elonmusk,SierraClub,Thank you for fighting climate change. This affects every living creature on Earth.,2698,31378,1869,1018321524728610817,https://twitter.com/elonmusk/status/1018321524728610817,44196397,2018-07-15 02:29:05+00:00,Sun Jul 15 02:29:05 +0000 2018,,,,https://twitter.com/sierraclub/status/1018319251428577280
+4352,elonmusk,elonmusk,"That said, I do not actually see the checks (changed that policy today). A nominal annual amount goes out automatically to both parties to maintain dialogue. I have given vastly more to humanitarian causes.",753,8772,731,1018290544986845184,https://twitter.com/elonmusk/status/1018290544986845184,44196397,2018-07-15 00:25:59+00:00,Sun Jul 15 00:25:59 +0000 2018,,,,
+4353,elonmusk,halalszn,So that they are willing to listen when I call to object about issues that negatively affect humanity,149,2561,847,1018268378962640896,https://twitter.com/elonmusk/status/1018268378962640896,44196397,2018-07-14 22:57:54+00:00,Sat Jul 14 22:57:54 +0000 2018,,,,
+4354,elonmusk,jack_p,"Thanks Jack. To be clear, I am not a conservative. Am registered independent & politically moderate. Doesn’t mean I’m moderate about all issues. Humanitarian issues are extremely important to me & I don’t understand why they are not important to everyone.",3748,45398,1400,1018265614295523328,https://twitter.com/elonmusk/status/1018265614295523328,44196397,2018-07-14 22:46:55+00:00,Sat Jul 14 22:46:55 +0000 2018,,,,
+4355,elonmusk,AtomicDeke,Actually true,7,518,39,1018217539535433728,https://twitter.com/elonmusk/status/1018217539535433728,44196397,2018-07-14 19:35:53+00:00,Sat Jul 14 19:35:53 +0000 2018,,,,
+4356,elonmusk,premkrmufc,Hold up a mirror & see if it fogs,18,680,47,1017965998392184832,https://twitter.com/elonmusk/status/1017965998392184832,44196397,2018-07-14 02:56:21+00:00,Sat Jul 14 02:56:21 +0000 2018,,,,
+4357,elonmusk,johndstoll,"I’m honored to work with an amazing group of people at Tesla, but always happy to talk to an ace who might want to join",148,3827,179,1017963227261624321,https://twitter.com/elonmusk/status/1017963227261624321,44196397,2018-07-14 02:45:20+00:00,Sat Jul 14 02:45:20 +0000 2018,,,,
+4358,elonmusk,mrkylefield,Safe to lick. I checked.,44,1148,53,1017961142113767425,https://twitter.com/elonmusk/status/1017961142113767425,44196397,2018-07-14 02:37:03+00:00,Sat Jul 14 02:37:03 +0000 2018,,,,
+4359,elonmusk,NASASpaceflight,In a month or so,93,2030,90,1017949588295159808,https://twitter.com/elonmusk/status/1017949588295159808,44196397,2018-07-14 01:51:09+00:00,Sat Jul 14 01:51:09 +0000 2018,,,,
+4360,elonmusk,iPugsieHD,"Will check with our cat, Schrödinger, but I don’t think she’s going to like it",55,1626,133,1017949146366476289,https://twitter.com/elonmusk/status/1017949146366476289,44196397,2018-07-14 01:49:23+00:00,Sat Jul 14 01:49:23 +0000 2018,,,,
+4361,elonmusk,iPugsieHD,Spoiler alert. Next thing you’ll tell me is they don’t like pajamas.,31,1418,50,1017947370645057536,https://twitter.com/elonmusk/status/1017947370645057536,44196397,2018-07-14 01:42:20+00:00,Sat Jul 14 01:42:20 +0000 2018,,,,
+4362,elonmusk,,Feels like a show & tell weekend. I wonder what the cat dragged in …,1086,23115,1470,1017946621949173760,https://twitter.com/elonmusk/status/1017946621949173760,44196397,2018-07-14 01:39:21+00:00,Sat Jul 14 01:39:21 +0000 2018,,,,
+4363,elonmusk,neuroecology,Don’t be too quick to lick. That could go wrong. Look closely & smell first. Ur welcome.,383,4803,239,1017943438447259649,https://twitter.com/elonmusk/status/1017943438447259649,44196397,2018-07-14 01:26:42+00:00,Sat Jul 14 01:26:42 +0000 2018,,,,
+4364,elonmusk,aarong,Lvl 16 Neutral Good Half-Elf Fighter/Magic-user,55,724,36,1017932094373355520,https://twitter.com/elonmusk/status/1017932094373355520,44196397,2018-07-14 00:41:38+00:00,Sat Jul 14 00:41:38 +0000 2018,,,,
+4365,elonmusk,RenataKonkoly,Yes,10,387,17,1017930851257147398,https://twitter.com/elonmusk/status/1017930851257147398,44196397,2018-07-14 00:36:41+00:00,Sat Jul 14 00:36:41 +0000 2018,,,,
+4366,elonmusk,LanceUlanoff,Wizard alien ,59,1211,60,1017930024668880897,https://twitter.com/elonmusk/status/1017930024668880897,44196397,2018-07-14 00:33:24+00:00,Sat Jul 14 00:33:24 +0000 2018,,,,
+4367,elonmusk,ajxnirage,"Yeah, but I got 100 gp & Roc Feather of Never-ending Tickles",18,591,25,1017913408526671872,https://twitter.com/elonmusk/status/1017913408526671872,44196397,2018-07-13 23:27:23+00:00,Fri Jul 13 23:27:23 +0000 2018,,,,
+4368,elonmusk,,"Wrote in Grimoire, joined Fellowship",693,13143,533,1017911319884959744,https://twitter.com/elonmusk/status/1017911319884959744,44196397,2018-07-13 23:19:05+00:00,Fri Jul 13 23:19:05 +0000 2018,,,,
+4369,elonmusk,,Interesting read,1208,8494,494,1017703538414227458,https://twitter.com/elonmusk/status/1017703538414227458,44196397,2018-07-13 09:33:26+00:00,Fri Jul 13 09:33:26 +0000 2018,,,,https://teslamotorsclub.com/tmc/threads/elon-musk-vs-short-sellers.118431/
+4370,elonmusk,Tesla,"Whether you plan to buy a Dual Motor Performance Model 3 or not, take it for a test drive anyway. It’s like having pure fun jacked straight into your brain whenever you want.",790,13783,532,1017700488958144512,https://twitter.com/elonmusk/status/1017700488958144512,44196397,2018-07-13 09:21:19+00:00,Fri Jul 13 09:21:19 +0000 2018,,,,
+4371,elonmusk,Tesla,Performance version suspension is 1cm lower & has stronger brakes in upgrade package,138,2789,122,1017687152128380929,https://twitter.com/elonmusk/status/1017687152128380929,44196397,2018-07-13 08:28:19+00:00,Fri Jul 13 08:28:19 +0000 2018,,,,
+4372,elonmusk,Malala,"Happy birthday, Malala! Happy to support.",127,2127,32,1017669545828511744,https://twitter.com/elonmusk/status/1017669545828511744,44196397,2018-07-13 07:18:21+00:00,Fri Jul 13 07:18:21 +0000 2018,,,,
+4373,elonmusk,designheretic,"Gathering input this week, will begin taking action next week and let people know how they can help",59,1246,58,1017555410205671424,https://twitter.com/elonmusk/status/1017555410205671424,44196397,2018-07-12 23:44:49+00:00,Thu Jul 12 23:44:49 +0000 2018,,,,
+4374,elonmusk,,Even have the URL http://X.com,19,608,32,1017554139486806016,https://twitter.com/elonmusk/status/1017554139486806016,44196397,2018-07-12 23:39:46+00:00,Thu Jul 12 23:39:46 +0000 2018,,,,http://X.com
+4375,elonmusk,WintersPB,"Hmm, could def make some pretty sweet high-tech micro-missiles in arrow form",17,693,29,1017553854932582400,https://twitter.com/elonmusk/status/1017553854932582400,44196397,2018-07-12 23:38:38+00:00,Thu Jul 12 23:38:38 +0000 2018,,,,
+4376,elonmusk,itsMikeSki,"If you have cool arrows, you’re in",696,16468,324,1017551759017988098,https://twitter.com/elonmusk/status/1017551759017988098,44196397,2018-07-12 23:30:19+00:00,Thu Jul 12 23:30:19 +0000 2018,,,,
+4377,elonmusk,ToddKorpi,"Ok, thanks. Will let you know.",9,504,13,1017526866507452416,https://twitter.com/elonmusk/status/1017526866507452416,44196397,2018-07-12 21:51:24+00:00,Thu Jul 12 21:51:24 +0000 2018,,,,
+4378,elonmusk,karenaboutflint,"Sure, will call tomorrow",179,2164,79,1017380674850844678,https://twitter.com/elonmusk/status/1017380674850844678,44196397,2018-07-12 12:10:29+00:00,Thu Jul 12 12:10:29 +0000 2018,,,,
+4379,elonmusk,isco__,"They should go where their heart takes them, but some of the boys seem to be interested in physics & engineering",85,1885,63,1017373873510248448,https://twitter.com/elonmusk/status/1017373873510248448,44196397,2018-07-12 11:43:27+00:00,Thu Jul 12 11:43:27 +0000 2018,,,,
+4380,elonmusk,,"With my team after a profoundly interesting discussion of history, philosophy & luck with Vice President Wang in 中南海紫光阁",1499,24237,798,1017364353635508224,https://twitter.com/elonmusk/status/1017364353635508224,44196397,2018-07-12 11:05:38+00:00,Thu Jul 12 11:05:38 +0000 2018,,,,
+4381,elonmusk,,Excellent meetings with senior leaders in China. Very thoughtful about the long-term future.,515,12663,388,1017353611272163329,https://twitter.com/elonmusk/status/1017353611272163329,44196397,2018-07-12 10:22:57+00:00,Thu Jul 12 10:22:57 +0000 2018,,,,
+4382,elonmusk,hohocho,Would love to. It’s been too long.,15,888,32,1017335221493075974,https://twitter.com/elonmusk/status/1017335221493075974,44196397,2018-07-12 09:09:52+00:00,Thu Jul 12 09:09:52 +0000 2018,,,,
+4383,elonmusk,aparanjape,Prob early next year,145,2164,127,1017335087334031360,https://twitter.com/elonmusk/status/1017335087334031360,44196397,2018-07-12 09:09:20+00:00,Thu Jul 12 09:09:20 +0000 2018,,,,
+4384,elonmusk,,Just finished an amazing 3 day visit to China. The world has never seen human energy & vigor at such scale. Incredibly impressed with Tesla China team & potential for the future.,2684,40252,1150,1017333757077008385,https://twitter.com/elonmusk/status/1017333757077008385,44196397,2018-07-12 09:04:03+00:00,Thu Jul 12 09:04:03 +0000 2018,,,,
+4385,elonmusk,thanr,Sure ,10,1159,20,1017329956173635584,https://twitter.com/elonmusk/status/1017329956173635584,44196397,2018-07-12 08:48:57+00:00,Thu Jul 12 08:48:57 +0000 2018,,,,
+4386,elonmusk,Mickyni111,"Look, at least it’s not the Magellanic Clouds. They’re basically next door.",16,677,21,1017328784834523136,https://twitter.com/elonmusk/status/1017328784834523136,44196397,2018-07-12 08:44:18+00:00,Thu Jul 12 08:44:18 +0000 2018,,,,
+4387,elonmusk,RationalEtienne,"Just between us, I have a teleportation stargate to the Andromeda galaxy. It’s amazing.",3538,32334,1432,1017328199825575936,https://twitter.com/elonmusk/status/1017328199825575936,44196397,2018-07-12 08:41:58+00:00,Thu Jul 12 08:41:58 +0000 2018,,,,https://twitter.com/rationaletienne/status/1017312055605497860
+4388,elonmusk,SwiftOnSecurity,So true,443,6766,191,1017327005057146880,https://twitter.com/elonmusk/status/1017327005057146880,44196397,2018-07-12 08:37:13+00:00,Thu Jul 12 08:37:13 +0000 2018,,,,https://twitter.com/swiftonsecurity/status/1017206234439716864
+4389,elonmusk,Vivek_17m,The pumps I saw were running v high flow rate all the way from cave 3. They stopped shortly after boys were rescued & water level rose to roof level all way back to cave 1. That was great work.,88,1658,24,1017305639591333888,https://twitter.com/elonmusk/status/1017305639591333888,44196397,2018-07-12 07:12:19+00:00,Thu Jul 12 07:12:19 +0000 2018,,,,
+4390,elonmusk,thanr,Sounds good,43,758,40,1017253864473530368,https://twitter.com/elonmusk/status/1017253864473530368,44196397,2018-07-12 03:46:35+00:00,Thu Jul 12 03:46:35 +0000 2018,,,,
+4391,elonmusk,thanr,Glad to hear that. Engineering team also getting feedback from the British dive team on how to improve the design for future applications.,837,12447,178,1017253021405892608,https://twitter.com/elonmusk/status/1017253021405892608,44196397,2018-07-12 03:43:14+00:00,Thu Jul 12 03:43:14 +0000 2018,,,,
+4392,elonmusk,vissmeerr,It will happen for sure. Damn.,23,640,59,1017176625861963776,https://twitter.com/elonmusk/status/1017176625861963776,44196397,2018-07-11 22:39:40+00:00,Wed Jul 11 22:39:40 +0000 2018,,,,
+4393,elonmusk,greymusic,Should drive temp to target. Why fan speed on app?,11,402,35,1017171482210811904,https://twitter.com/elonmusk/status/1017171482210811904,44196397,2018-07-11 22:19:14+00:00,Wed Jul 11 22:19:14 +0000 2018,,,,
+4394,elonmusk,voxpopulx,Lots of fake accounts on Twitter characterized by high following/follower ratio to make it seem like many real people when it isn’t. Wonder why.,34,698,49,1017170755421794304,https://twitter.com/elonmusk/status/1017170755421794304,44196397,2018-07-11 22:16:20+00:00,Wed Jul 11 22:16:20 +0000 2018,,,,
+4395,elonmusk,tammyharrington,"Damn, now I want donuts ",32,631,65,1017165087423934465,https://twitter.com/elonmusk/status/1017165087423934465,44196397,2018-07-11 21:53:49+00:00,Wed Jul 11 21:53:49 +0000 2018,,,,
+4396,elonmusk,d20_highroller,Yeah,20,530,18,1017163248808833025,https://twitter.com/elonmusk/status/1017163248808833025,44196397,2018-07-11 21:46:31+00:00,Wed Jul 11 21:46:31 +0000 2018,,,,
+4397,elonmusk,shplatt,Good point. Maybe use non-plumbers with work inspected/approved by pros.,20,805,45,1017161917616361472,https://twitter.com/elonmusk/status/1017161917616361472,44196397,2018-07-11 21:41:13+00:00,Wed Jul 11 21:41:13 +0000 2018,,,,
+4398,elonmusk,StarFire2258,"You’re right on both counts. Most houses in Flint have safe water, but they’ve lost faith in govt test results. Some houses are still outliers. Will organize a weekend in Flint to add filters to those houses with issues & hopefully fix perception of those that are actually good.",285,2268,119,1017157155638525952,https://twitter.com/elonmusk/status/1017157155638525952,44196397,2018-07-11 21:22:18+00:00,Wed Jul 11 21:22:18 +0000 2018,,,,
+4399,elonmusk,jonodiener,Maybe rewarding to organize a barnstorming weekend for water filter installation?,40,612,37,1017155699216822272,https://twitter.com/elonmusk/status/1017155699216822272,44196397,2018-07-11 21:16:31+00:00,Wed Jul 11 21:16:31 +0000 2018,,,,
+4400,elonmusk,jonodiener,"For now, reply to my tweet with ppm & ppb test results & will send someone to install a water filter. Creating email flint@x.com, but I’m in China so that won’t be working until tomorrow.",1427,11098,275,1017154709642072064,https://twitter.com/elonmusk/status/1017154709642072064,44196397,2018-07-11 21:12:35+00:00,Wed Jul 11 21:12:35 +0000 2018,,,,
+4401,elonmusk,Dbabyshea,Please consider this a commitment that I will fund fixing the water in any house in Flint that has water contamination above FDA levels. No kidding.,25903,104573,2588,1017149641991680002,https://twitter.com/elonmusk/status/1017149641991680002,44196397,2018-07-11 20:52:27+00:00,Wed Jul 11 20:52:27 +0000 2018,,,,
+4402,elonmusk,jack,Great move,96,2483,52,1017148623425921024,https://twitter.com/elonmusk/status/1017148623425921024,44196397,2018-07-11 20:48:24+00:00,Wed Jul 11 20:48:24 +0000 2018,,,,
+4403,elonmusk,vanschneider,Why sir … ,18,609,24,1017147323791446016,https://twitter.com/elonmusk/status/1017147323791446016,44196397,2018-07-11 20:43:14+00:00,Wed Jul 11 20:43:14 +0000 2018,,,,
+4404,elonmusk,,Stockholm: it’s not just a syndrome,3628,43125,1069,1017055691230466048,https://twitter.com/elonmusk/status/1017055691230466048,44196397,2018-07-11 14:39:07+00:00,Wed Jul 11 14:39:07 +0000 2018,,,,
+4405,elonmusk,KirklandJones,Good point,21,850,27,1017054898171473920,https://twitter.com/elonmusk/status/1017054898171473920,44196397,2018-07-11 14:35:58+00:00,Wed Jul 11 14:35:58 +0000 2018,,,,
+4406,elonmusk,annerajb,"Definitely. Can’t wait to try that. Been a little distracted past few months on mostly Tesla matters, but back at it soon.",31,707,36,1017054281638113280,https://twitter.com/elonmusk/status/1017054281638113280,44196397,2018-07-11 14:33:31+00:00,Wed Jul 11 14:33:31 +0000 2018,,,,
+4407,elonmusk,ZainRaz4,"Yes, and springy, like a highly damped trampoline",28,572,29,1017053826640048128,https://twitter.com/elonmusk/status/1017053826640048128,44196397,2018-07-11 14:31:42+00:00,Wed Jul 11 14:31:42 +0000 2018,,,,
+4408,elonmusk,,Well … it looked smaller on paper,475,12910,306,1017053585157193728,https://twitter.com/elonmusk/status/1017053585157193728,44196397,2018-07-11 14:30:45+00:00,Wed Jul 11 14:30:45 +0000 2018,,,,
+4409,elonmusk,Teslarati,"Catching rocket fairings falling from space has proven tricky, so we made the net really big",1158,14971,405,1017053297142784002,https://twitter.com/elonmusk/status/1017053297142784002,44196397,2018-07-11 14:29:36+00:00,Wed Jul 11 14:29:36 +0000 2018,,,,https://twitter.com/teslarati/status/1016966736946581504
+4410,elonmusk,Katheri93719178,"Yes. Caves are now filled with water again. Difficulty of passage is massively dependent on water level. Little kids can walk/swim in when low, but it can be deadly to pro divers when high. Pump & generator engineering team deserves some credit for the rescue.",96,1773,55,1016967753771577344,https://twitter.com/elonmusk/status/1016967753771577344,44196397,2018-07-11 08:49:41+00:00,Wed Jul 11 08:49:41 +0000 2018,,,,
+4411,elonmusk,JohnnaCrider1,It sometimes feels like reality is a moral filter. I suppose that is what religion tells us. Wonder what I should do differently.,184,2542,478,1016964791347187712,https://twitter.com/elonmusk/status/1016964791347187712,44196397,2018-07-11 08:37:55+00:00,Wed Jul 11 08:37:55 +0000 2018,,,,
+4412,elonmusk,RockyPruitt,Makes a lot of sense,9,445,17,1016962110687854593,https://twitter.com/elonmusk/status/1016962110687854593,44196397,2018-07-11 08:27:16+00:00,Wed Jul 11 08:27:16 +0000 2018,,,,
+4413,elonmusk,dtemkin,This reaction has shaken my opinion of many people. We were asked to create a backup option & worked hard to do so. Checked with dive team many times to confirm it was worthwhile. Now it’s there for anyone who needs it in future. Something’s messed up if this is not a good thing.,4802,58145,2373,1016960469737693184,https://twitter.com/elonmusk/status/1016960469737693184,44196397,2018-07-11 08:20:44+00:00,Wed Jul 11 08:20:44 +0000 2018,,,,
+4414,elonmusk,hankgreen,I think the person who attacked me on Twitter will survive somehow,207,5755,140,1016944210753347585,https://twitter.com/elonmusk/status/1016944210753347585,44196397,2018-07-11 07:16:08+00:00,Wed Jul 11 07:16:08 +0000 2018,,,,
+4415,elonmusk,hankgreen,Thanks for correcting me. I meant to say over half a million people.,44,1775,46,1016936881823633408,https://twitter.com/elonmusk/status/1016936881823633408,44196397,2018-07-11 06:47:01+00:00,Wed Jul 11 06:47:01 +0000 2018,,,,
+4416,elonmusk,DonAndrewBailey,Please lmk contamination levels of any kind when you test the water,30,767,59,1016820172685012992,https://twitter.com/elonmusk/status/1016820172685012992,44196397,2018-07-10 23:03:15+00:00,Tue Jul 10 23:03:15 +0000 2018,,,,
+4417,elonmusk,DonAndrewBailey,Please lmk results of your water tests,22,774,32,1016810899179474944,https://twitter.com/elonmusk/status/1016810899179474944,44196397,2018-07-10 22:26:24+00:00,Tue Jul 10 22:26:24 +0000 2018,,,,
+4418,elonmusk,DonAndrewBailey,"When you’re there next week, are you planning to test water sources for lead?",100,3209,64,1016809376823246848,https://twitter.com/elonmusk/status/1016809376823246848,44196397,2018-07-10 22:20:21+00:00,Tue Jul 10 22:20:21 +0000 2018,,,,
+4419,elonmusk,DMC_Ryan,Should be very soon. We’ve already made around 100 Model 3 Performance cars for test drives in stores.,64,980,65,1016734966812758017,https://twitter.com/elonmusk/status/1016734966812758017,44196397,2018-07-10 17:24:40+00:00,Tue Jul 10 17:24:40 +0000 2018,,,,
+4420,elonmusk,bevvscott,Exactly,86,6498,101,1016733555278348288,https://twitter.com/elonmusk/status/1016733555278348288,44196397,2018-07-10 17:19:04+00:00,Tue Jul 10 17:19:04 +0000 2018,,,,
+4421,elonmusk,eehouls,"No, it means I created jobs for 50,000 people directly and, through parts suppliers & supporting professions, ~250,000 people indirectly, thus supporting half a million families. What have you done?",18351,107989,3520,1016731812159254529,https://twitter.com/elonmusk/status/1016731812159254529,44196397,2018-07-10 17:12:08+00:00,Tue Jul 10 17:12:08 +0000 2018,,,,
+4422,elonmusk,HelloCullen,Already have,536,12665,278,1016696081697009664,https://twitter.com/elonmusk/status/1016696081697009664,44196397,2018-07-10 14:50:09+00:00,Tue Jul 10 14:50:09 +0000 2018,,,,
+4423,elonmusk,blakeakistler,"Ironically, the “billionaire” label, when used by media, is almost always meant to devalue & denigrate the subject. I wasn’t called that until my companies got to a certain size, but reality is that I still do the same science & engineering as before. Just the scale has changed.",1042,11009,1171,1016695490438619136,https://twitter.com/elonmusk/status/1016695490438619136,44196397,2018-07-10 14:47:48+00:00,Tue Jul 10 14:47:48 +0000 2018,,,,
+4424,elonmusk,LanceUlanoff,"Good for rescuing vulnerable patients in dangerous environments, particularly if water, toxic gas or dangerous bacteria/viruses present, as patient would remain dry & at std air pressure entire time.",286,3043,78,1016690602124046336,https://twitter.com/elonmusk/status/1016690602124046336,44196397,2018-07-10 14:28:23+00:00,Tue Jul 10 14:28:23 +0000 2018,,,,
+4425,elonmusk,Sarthk007,"Yes, it was specifically designed to pass that point",77,1121,28,1016687688848510976,https://twitter.com/elonmusk/status/1016687688848510976,44196397,2018-07-10 14:16:48+00:00,Tue Jul 10 14:16:48 +0000 2018,,,,
+4426,elonmusk,elonmusk,"Moreover, based on extensive cave video review & discussion with several divers who know journey, SpaceX engineering is absolutely certain that mini-sub can do entire journey & demonstrate at any time.",522,4202,169,1016686032907931656,https://twitter.com/elonmusk/status/1016686032907931656,44196397,2018-07-10 14:10:14+00:00,Tue Jul 10 14:10:14 +0000 2018,,,,
+4427,elonmusk,BBCWorld,"The former Thai provincial governor (described inaccurately as “rescue chief”) is not the subject matter expert. That would be Dick Stanton, who co-led the dive rescue team. This is our direct correspondence:",4257,30753,973,1016684366083190785,https://twitter.com/elonmusk/status/1016684366083190785,44196397,2018-07-10 14:03:36+00:00,Tue Jul 10 14:03:36 +0000 2018,,,,
+4428,elonmusk,,Great news that they made it out safely. Congratulations to an outstanding rescue team!,20752,96231,1831,1016661708126015489,https://twitter.com/elonmusk/status/1016661708126015489,44196397,2018-07-10 12:33:34+00:00,Tue Jul 10 12:33:34 +0000 2018,,,,
+4429,elonmusk,teslamodel3fan,Ok,126,3836,67,1016590017052004352,https://twitter.com/elonmusk/status/1016590017052004352,44196397,2018-07-10 07:48:42+00:00,Tue Jul 10 07:48:42 +0000 2018,,,,
+4430,elonmusk,,Just returned from Cave 3. Mini-sub is ready if needed. It is made of rocket parts & named Wild Boar after kids’ soccer team. Leaving here in case it may be useful in the future. Thailand is so beautiful.,79423,289343,7782,1016443130017505280,https://twitter.com/elonmusk/status/1016443130017505280,44196397,2018-07-09 22:05:01+00:00,Mon Jul 09 22:05:01 +0000 2018,,,,
+4431,elonmusk,Noizey_Man,That would be cool. I wonder what it’s like under all that ice.,48,1165,74,1016404574813478913,https://twitter.com/elonmusk/status/1016404574813478913,44196397,2018-07-09 19:31:49+00:00,Mon Jul 09 19:31:49 +0000 2018,,,,
+4432,elonmusk,EnochKo,A second one that is 30cm shorter is almost complete,252,3434,140,1016128459054157825,https://twitter.com/elonmusk/status/1016128459054157825,44196397,2018-07-09 01:14:38+00:00,Mon Jul 09 01:14:38 +0000 2018,,,,
+4433,elonmusk,JaneidyEve,Yes. Those videos are from this morning.,44,940,38,1016121109127876610,https://twitter.com/elonmusk/status/1016121109127876610,44196397,2018-07-09 00:45:25+00:00,Mon Jul 09 00:45:25 +0000 2018,,,,
+4434,elonmusk,Anna_online,"According to divers who have made the passage, yes. However, we also made an exact replica that is inflatable, so that the entire path can be tested without risk of blockage.",413,4863,100,1016119687191638016,https://twitter.com/elonmusk/status/1016119687191638016,44196397,2018-07-09 00:39:46+00:00,Mon Jul 09 00:39:46 +0000 2018,,,,
+4435,elonmusk,,Simulating maneuvering through a narrow passage,22366,90156,2189,1016110809662066688,https://twitter.com/elonmusk/status/1016110809662066688,44196397,2018-07-09 00:04:30+00:00,Mon Jul 09 00:04:30 +0000 2018,,,,
+4436,elonmusk,2morrowknight,"Thanks, but we’ve not done anything useful yet. It is all other people.",484,9617,162,1016098616300187648,https://twitter.com/elonmusk/status/1016098616300187648,44196397,2018-07-08 23:16:02+00:00,Sun Jul 08 23:16:02 +0000 2018,,,,
+4437,elonmusk,bweikle,"According to divers who have made the journey, this is capable of maneuvering through all passages",243,4008,67,1016097753963941890,https://twitter.com/elonmusk/status/1016097753963941890,44196397,2018-07-08 23:12:37+00:00,Sun Jul 08 23:12:37 +0000 2018,,,,
+4438,elonmusk,binarybits,Tube diameter is 31cm,261,3973,59,1016094166797996032,https://twitter.com/elonmusk/status/1016094166797996032,44196397,2018-07-08 22:58:22+00:00,Sun Jul 08 22:58:22 +0000 2018,,,,
+4439,elonmusk,JaneidyEve,"Mini-sub arriving in about 17 hours. Hopefully useful. If not, perhaps it will be in a future situation.",1562,11981,180,1016076907421417472,https://twitter.com/elonmusk/status/1016076907421417472,44196397,2018-07-08 21:49:47+00:00,Sun Jul 08 21:49:47 +0000 2018,,,,
+4440,elonmusk,,Thanks @palicharterhigh for letting us use your pool,726,17506,202,1016074447122337792,https://twitter.com/elonmusk/status/1016074447122337792,44196397,2018-07-08 21:40:00+00:00,Sun Jul 08 21:40:00 +0000 2018,,@palicharterhigh,,
+4441,elonmusk,,It is an honor to work with them,314,10404,76,1016070898590232577,https://twitter.com/elonmusk/status/1016070898590232577,44196397,2018-07-08 21:25:54+00:00,Sun Jul 08 21:25:54 +0000 2018,,,,
+4442,elonmusk,,"With some mods, this could also work as an escape pod in space",2951,43199,950,1016064322357719040,https://twitter.com/elonmusk/status/1016064322357719040,44196397,2018-07-08 20:59:46+00:00,Sun Jul 08 20:59:46 +0000 2018,,,,
+4443,elonmusk,,,50200,194655,3954,1016063173139427329,https://twitter.com/elonmusk/status/1016063173139427329,44196397,2018-07-08 20:55:12+00:00,Sun Jul 08 20:55:12 +0000 2018,,,,
+4444,elonmusk,IAmJohnMcMahon,I want to know who is running the Etherium scambots! Mad skillz …,463,5467,275,1016032769082716161,https://twitter.com/elonmusk/status/1016032769082716161,44196397,2018-07-08 18:54:23+00:00,Sun Jul 08 18:54:23 +0000 2018,,,,
+4445,elonmusk,DocJohnG,It is both alarming & explanatory that you run a psych ward,105,2182,77,1016032133314310144,https://twitter.com/elonmusk/status/1016032133314310144,44196397,2018-07-08 18:51:52+00:00,Sun Jul 08 18:51:52 +0000 2018,,,,
+4446,elonmusk,KyleBrubaker,"Diver weight belts wrapped around outside. Mini-sub only weighs ~40kg dry, so easy to carry on long dry sections of cave, then add weight belts for wet sections.",146,1787,46,1016031254465015808,https://twitter.com/elonmusk/status/1016031254465015808,44196397,2018-07-08 18:48:22+00:00,Sun Jul 08 18:48:22 +0000 2018,,,,
+4447,elonmusk,PPathole,"Yeah, that sounds cool. Music makes things better. Calms the mind. Adding padded wall pockets for a hand radio & phone/music player.",379,5408,71,1016029337450004480,https://twitter.com/elonmusk/status/1016029337450004480,44196397,2018-07-08 18:40:45+00:00,Sun Jul 08 18:40:45 +0000 2018,,,,
+4448,elonmusk,astrography__,"Aluminum shell has high thermal conductivity, so will be close to ambient. If ambient is cold, a thin layer of neoprene insulation around interior will keep occupant warm.",300,3230,47,1016026055272906752,https://twitter.com/elonmusk/status/1016026055272906752,44196397,2018-07-08 18:27:43+00:00,Sun Jul 08 18:27:43 +0000 2018,,,,
+4449,elonmusk,dcliem,,757,6516,134,1016024280566394880,https://twitter.com/elonmusk/status/1016024280566394880,44196397,2018-07-08 18:20:39+00:00,Sun Jul 08 18:20:39 +0000 2018,,,,
+4450,elonmusk,elonmusk,Buoyancy adjusted by strapping diver weight belts around body of capsule. They’re prevented from sliding off by the 6 diver handhold attachments.,91,934,13,1016023545703383040,https://twitter.com/elonmusk/status/1016023545703383040,44196397,2018-07-08 18:17:44+00:00,Sun Jul 08 18:17:44 +0000 2018,,,,
+4451,elonmusk,MontanaSeptic,"Testing for 3 more hours in LA, then it’s on a plane to Thailand",333,1890,54,1016022770365288449,https://twitter.com/elonmusk/status/1016022770365288449,44196397,2018-07-08 18:14:39+00:00,Sun Jul 08 18:14:39 +0000 2018,,,,
+4452,elonmusk,elonmusk,"Design based on dive team feedback (primarily Stanton): 4 air / oxygen ports front & rear, front ports protected by nosecone. Dual O-ring seal on acrylic rear plate with clear view of occupant head. Leak/buckling proof to 10X cave water pressure.",197,1487,21,1016022074307907584,https://twitter.com/elonmusk/status/1016022074307907584,44196397,2018-07-08 18:11:53+00:00,Sun Jul 08 18:11:53 +0000 2018,,,,
+4453,elonmusk,vcastillo630,I am an engineer,127,1349,60,1016014090320338944,https://twitter.com/elonmusk/status/1016014090320338944,44196397,2018-07-08 17:40:10+00:00,Sun Jul 08 17:40:10 +0000 2018,,,,
+4454,elonmusk,annerajb,Tight control code is always C,28,533,30,1016012966557188097,https://twitter.com/elonmusk/status/1016012966557188097,44196397,2018-07-08 17:35:42+00:00,Sun Jul 08 17:35:42 +0000 2018,,,,
+4455,elonmusk,annerajb,Python is done right. Great name story too.,66,770,22,1016006658881871876,https://twitter.com/elonmusk/status/1016006658881871876,44196397,2018-07-08 17:10:38+00:00,Sun Jul 08 17:10:38 +0000 2018,,,,
+4456,elonmusk,DocJohnG,"If I am a narcissist (which might be true), at least I am a useful one",2719,15206,271,1016005381686943744,https://twitter.com/elonmusk/status/1016005381686943744,44196397,2018-07-08 17:05:34+00:00,Sun Jul 08 17:05:34 +0000 2018,,,,
+4457,elonmusk,sivarajkumar237, Python ,231,1230,30,1016002749446516737,https://twitter.com/elonmusk/status/1016002749446516737,44196397,2018-07-08 16:55:06+00:00,Sun Jul 08 16:55:06 +0000 2018,,,,
+4458,elonmusk,dcliem,Pretty close. There is a nosecone on the front to protect against rocks impacting fwd air hoses with a hole on the side for hoses to exit.,598,7931,133,1016000593616236545,https://twitter.com/elonmusk/status/1016000593616236545,44196397,2018-07-08 16:46:32+00:00,Sun Jul 08 16:46:32 +0000 2018,,,,
+4459,elonmusk,KO_Sulli,Turbo,11,442,10,1015999090050514944,https://twitter.com/elonmusk/status/1015999090050514944,44196397,2018-07-08 16:40:34+00:00,Sun Jul 08 16:40:34 +0000 2018,,,,
+4460,elonmusk,Grady_Booch,C,18,471,17,1015998786642907136,https://twitter.com/elonmusk/status/1015998786642907136,44196397,2018-07-08 16:39:21+00:00,Sun Jul 08 16:39:21 +0000 2018,,,,
+4461,elonmusk,ayshardzn,"Given Chiang Rai airport hours, soonest we could’ve departed US was an hour ago, but cave now closed for diver rescue. Will continue testing in LA in case needed later or for somewhere else in future.",279,1593,128,1015854883990265856,https://twitter.com/elonmusk/status/1015854883990265856,44196397,2018-07-08 07:07:32+00:00,Sun Jul 08 07:07:32 +0000 2018,,,,
+4462,elonmusk,DowdEdward,"Will do. Even if not useful here, perhaps it will be in a future situation.",571,3484,114,1015850486543495168,https://twitter.com/elonmusk/status/1015850486543495168,44196397,2018-07-08 06:50:04+00:00,Sun Jul 08 06:50:04 +0000 2018,,,,
+4463,elonmusk,BBCBreaking,Extremely talented dive team. Makes sense given monsoon. Godspeed.,6802,48978,873,1015835053807394816,https://twitter.com/elonmusk/status/1015835053807394816,44196397,2018-07-08 05:48:44+00:00,Sun Jul 08 05:48:44 +0000 2018,,,,https://twitter.com/bbcbreaking/status/1015811558851661825
+4464,elonmusk,slashdot,Yes,1823,19696,582,1015761785272463360,https://twitter.com/elonmusk/status/1015761785272463360,44196397,2018-07-08 00:57:36+00:00,Sun Jul 08 00:57:36 +0000 2018,,,,
+4465,elonmusk,dirkbonhomme,Yes,103,2098,100,1015706931753652224,https://twitter.com/elonmusk/status/1015706931753652224,44196397,2018-07-07 21:19:38+00:00,Sat Jul 07 21:19:38 +0000 2018,,,,
+4466,elonmusk,JelteArntzen,Fitted for a kid or small adult to minimize open air. Segmented compartments to place rocks or dive weights & adjust bouyancy.,124,1424,98,1015689632355250176,https://twitter.com/elonmusk/status/1015689632355250176,44196397,2018-07-07 20:10:53+00:00,Sat Jul 07 20:10:53 +0000 2018,,,,
+4467,elonmusk,abroadwithalec,Yes,43,1125,27,1015686382646259715,https://twitter.com/elonmusk/status/1015686382646259715,44196397,2018-07-07 19:57:58+00:00,Sat Jul 07 19:57:58 +0000 2018,,,,
+4468,elonmusk,maysacha,"4 handles/hitch points on front & 4 on rear. 2 air tank connections on front & 2 on rear, allowing 1 to 4 tanks simultaneously connected, all recessed for impact protection w secondary cap seal if leak develops.",190,1853,62,1015685823906234368,https://twitter.com/elonmusk/status/1015685823906234368,44196397,2018-07-07 19:55:45+00:00,Sat Jul 07 19:55:45 +0000 2018,,,,
+4469,elonmusk,thanr,I’m in LA working with the SpaceX team building the kid mini-sub,518,2661,125,1015676772338159618,https://twitter.com/elonmusk/status/1015676772338159618,44196397,2018-07-07 19:19:47+00:00,Sat Jul 07 19:19:47 +0000 2018,,,,
+4470,elonmusk,aiyanaskye,"Construction complete in about 8 hours, then 17 hour flight to Thailand",779,3626,188,1015666557458964480,https://twitter.com/elonmusk/status/1015666557458964480,44196397,2018-07-07 18:39:12+00:00,Sat Jul 07 18:39:12 +0000 2018,,,,
+4471,elonmusk,,"Continue to be amazed by the bravery, resilience & tenacity of kids & diving team in Thailand. Human character at its best.",10894,79476,1030,1015665633504063488,https://twitter.com/elonmusk/status/1015665633504063488,44196397,2018-07-07 18:35:31+00:00,Sat Jul 07 18:35:31 +0000 2018,,,,
+4472,elonmusk,,"Got more great feedback from Thailand. Primary path is basically a tiny, kid-size submarine using the liquid oxygen transfer tube of Falcon rocket as hull. Light enough to be carried by 2 divers, small enough to get through narrow gaps. Extremely robust.",12007,73476,1513,1015657378140704768,https://twitter.com/elonmusk/status/1015657378140704768,44196397,2018-07-07 18:02:43+00:00,Sat Jul 07 18:02:43 +0000 2018,,,,
+4473,elonmusk,VoltzCoreAudio,Ground winds would,8,563,11,1015654917782978560,https://twitter.com/elonmusk/status/1015654917782978560,44196397,2018-07-07 17:52:57+00:00,Sat Jul 07 17:52:57 +0000 2018,,,,
+4474,elonmusk,VoltzCoreAudio,Yes. All-weather. ~300km/h high altitude winds. ~60km/h ground winds. It’s a beast.,231,4931,60,1015648140341403648,https://twitter.com/elonmusk/status/1015648140341403648,44196397,2018-07-07 17:26:01+00:00,Sat Jul 07 17:26:01 +0000 2018,,,,
+4475,elonmusk,jevjack1,Can’t be too buoyant,23,528,63,1015529153817239552,https://twitter.com/elonmusk/status/1015529153817239552,44196397,2018-07-07 09:33:12+00:00,Sat Jul 07 09:33:12 +0000 2018,,,,
+4476,elonmusk,,"Some good feedback from cave experts in Thailand. Iterating with them on an escape pod design that might be safe enough to try. Also building an inflatable tube with airlocks. Less likely to work, given tricky contours, but great if it does.",22118,142989,2848,1015507453818044416,https://twitter.com/elonmusk/status/1015507453818044416,44196397,2018-07-07 08:06:58+00:00,Sat Jul 07 08:06:58 +0000 2018,,,,
+4477,elonmusk,ArkadiuszKula,Good idea,25,839,64,1015366461957627904,https://twitter.com/elonmusk/status/1015366461957627904,44196397,2018-07-06 22:46:43+00:00,Fri Jul 06 22:46:43 +0000 2018,,,,
+4478,elonmusk,JL2579,"Prob wise to add an air tank (butt end fwd to take impacts) in nose of pod & vent valve in rear. Set air tank to slow bleed rate, then no need for SCUBA mouthpiece or regulator. Training unnecessary & less susceptible to panic attack.",85,1084,70,1015363973611425793,https://twitter.com/elonmusk/status/1015363973611425793,44196397,2018-07-06 22:36:50+00:00,Fri Jul 06 22:36:50 +0000 2018,,,,
+4479,elonmusk,LittleMissFlint,You’re welcome. Happy birthday! ,63,2948,30,1015361792007069696,https://twitter.com/elonmusk/status/1015361792007069696,44196397,2018-07-06 22:28:10+00:00,Fri Jul 06 22:28:10 +0000 2018,,,,
+4480,elonmusk,MattyIce4412,"Yeah, that’s what I’m talking about in that tweet — double-layer Kevlar pressure pod with Teflon coating. Other approach is a long inflatable air sock. Both worth trying.",89,1092,22,1015360604192768000,https://twitter.com/elonmusk/status/1015360604192768000,44196397,2018-07-06 22:23:27+00:00,Fri Jul 06 22:23:27 +0000 2018,,,,
+4481,elonmusk,williamwinters,Exactly. You can put socks on your feet the same way. There would be no relative motion between the tube & rock wall.,16,513,10,1015359443876360192,https://twitter.com/elonmusk/status/1015359443876360192,44196397,2018-07-06 22:18:50+00:00,Fri Jul 06 22:18:50 +0000 2018,,,,
+4482,elonmusk,jeremysliew,It’s open so that others who are closer to the problem can consider this as one possible solution,498,9107,118,1015355758471532549,https://twitter.com/elonmusk/status/1015355758471532549,44196397,2018-07-06 22:04:11+00:00,Fri Jul 06 22:04:11 +0000 2018,,,,
+4483,elonmusk,siwgrindaker,"Should be possible to increase the air inflow rate above the leak rate, unless there is a very big hole. If oxygen % is dropping, suggests that leak holes are not large.",24,534,14,1015350212808749056,https://twitter.com/elonmusk/status/1015350212808749056,44196397,2018-07-06 21:42:09+00:00,Fri Jul 06 21:42:09 +0000 2018,,,,
+4484,elonmusk,erikveen,I would def recommend this,88,3495,83,1015342277017784320,https://twitter.com/elonmusk/status/1015342277017784320,44196397,2018-07-06 21:10:37+00:00,Fri Jul 06 21:10:37 +0000 2018,,,,
+4485,elonmusk,thanr,Building double-layer Kevlar pressure pods with Teflon coating to slip by rocks & front/rear rope tow hitch & lead pockets for neutral buoyancy. ~60 cm oval. Testing this aft in a pool with a subject who has never done SCUBA. Do the divers think something like this might work?,138,1313,74,1015341937115553793,https://twitter.com/elonmusk/status/1015341937115553793,44196397,2018-07-06 21:09:16+00:00,Fri Jul 06 21:09:16 +0000 2018,,,,
+4486,elonmusk,bonnienorman,Interesting,17,566,19,1015334555002081280,https://twitter.com/elonmusk/status/1015334555002081280,44196397,2018-07-06 20:39:56+00:00,Fri Jul 06 20:39:56 +0000 2018,,,,
+4487,elonmusk,thanr,"Great, thanks",48,1107,33,1015310752830218241,https://twitter.com/elonmusk/status/1015310752830218241,44196397,2018-07-06 19:05:21+00:00,Fri Jul 06 19:05:21 +0000 2018,,,,
+4488,elonmusk,elonmusk,Inflatable tubes & pods being made out of Kevlar for better abrasion resistance. A SpaceX engineer happens to be in Thailand & is headed there now. Could one of the divers DM me? Need approx contour of most difficult sections for tube fab.,328,1929,81,1015307876829548544,https://twitter.com/elonmusk/status/1015307876829548544,44196397,2018-07-06 18:53:56+00:00,Fri Jul 06 18:53:56 +0000 2018,,,,
+4489,elonmusk,ladykayaker,"So long as air pressure in tube higher than water pressure, air will blow out & water won’t come in",56,750,49,1015286165383987200,https://twitter.com/elonmusk/status/1015286165383987200,44196397,2018-07-06 17:27:39+00:00,Fri Jul 06 17:27:39 +0000 2018,,,,
+4490,elonmusk,thanr,"Does you know output voltage & amperage of those generator trucks? 3 phase? What frequency? Will need high voltage transformer to carry power over distance or very thick cable. Beyond that, only batteries will work. Will prep Powerwalls in case needed.",176,1664,49,1015276185293426688,https://twitter.com/elonmusk/status/1015276185293426688,44196397,2018-07-06 16:48:00+00:00,Fri Jul 06 16:48:00 +0000 2018,,,,
+4491,elonmusk,elonmusk,SpaceX & Boring Co engineers headed to Thailand tomorrow to see if we can be helpful to govt. There are probably many complexities that are hard to appreciate without being there in person.,7407,20644,906,1015138953693880320,https://twitter.com/elonmusk/status/1015138953693880320,44196397,2018-07-06 07:42:41+00:00,Fri Jul 06 07:42:41 +0000 2018,,,,
+4492,elonmusk,JamesWorldSpace,"Looks like 1st bit of water is close enough to entrance to be pumped out. 2nd & 3rd would need battery packs, air pumps & tubes. If depth of 2nd is accurate, would need ~0.5 bar tube pressure. Prob need to enter tube, zip up & then transit.",636,3661,101,1015137456901931008,https://twitter.com/elonmusk/status/1015137456901931008,44196397,2018-07-06 07:36:44+00:00,Fri Jul 06 07:36:44 +0000 2018,,,,
+4493,elonmusk,elonmusk,"So long as air feed rate exceeds leak rate, tube remains inflated. This is how bouncy castles or inflatable mazes work. Needs very little power as the work (physics def of work) done is low. Pumping out water faster than it enters the cave system is prob 10X to 1000X more power.",222,1993,56,1015116567477014528,https://twitter.com/elonmusk/status/1015116567477014528,44196397,2018-07-06 06:13:44+00:00,Fri Jul 06 06:13:44 +0000 2018,,,,
+4494,elonmusk,chiefpad,Have a small velcro slit entrance & exit in circumferential direction (half stress of longitudinal direction),130,1431,21,1015115481097777152,https://twitter.com/elonmusk/status/1015115481097777152,44196397,2018-07-06 06:09:25+00:00,Fri Jul 06 06:09:25 +0000 2018,,,,
+4495,elonmusk,ladykayaker,"Walking speed is around 5km/h, but if you’re in an air tube, time doesn’t matter much. If tube diameter was 1.5m, a fast walk of 5km would take 40 mins or so. Just need to duck for the narrow sections.",229,1947,58,1015108458067124225,https://twitter.com/elonmusk/status/1015108458067124225,44196397,2018-07-06 05:41:30+00:00,Fri Jul 06 05:41:30 +0000 2018,,,,
+4496,elonmusk,JamesWorldSpace,Maybe worth trying: insert a 1m diameter nylon tube (or shorter set of tubes for most difficult sections) through cave network & inflate with air like a bouncy castle. Should create an air tunnel underwater against cave roof & auto-conform to odd shapes like the 70cm hole.,4124,20650,1291,1015105500105412610,https://twitter.com/elonmusk/status/1015105500105412610,44196397,2018-07-06 05:29:45+00:00,Fri Jul 06 05:29:45 +0000 2018,,,,
+4497,elonmusk,cate_long,Exactly. A journalist who publicly expresses love for & parties in Vegas with a prominent shortseller of any given company should disclose this when writing articles.,124,2050,110,1015004489567256576,https://twitter.com/elonmusk/status/1015004489567256576,44196397,2018-07-05 22:48:22+00:00,Thu Jul 05 22:48:22 +0000 2018,,,,
+4498,elonmusk,MelissaLeeCNBC,"I know you & believe you, but it means Lopez misled readers in her article, because that is exactly what she said",21,599,38,1015000443267645441,https://twitter.com/elonmusk/status/1015000443267645441,44196397,2018-07-05 22:32:18+00:00,Thu Jul 05 22:32:18 +0000 2018,,,,
+4499,elonmusk,jowens510,I didn’t ask anyone and the people who sent the snapshots don’t work for me. They just don’t like hypocrites.,53,2021,60,1014998760638697473,https://twitter.com/elonmusk/status/1014998760638697473,44196397,2018-07-05 22:25:36+00:00,Thu Jul 05 22:25:36 +0000 2018,,,,
+4500,elonmusk,lopezlinette,They were sent to me by multiple people on the Internet. I don’t use Facebook.,308,9246,222,1014987505978863616,https://twitter.com/elonmusk/status/1014987505978863616,44196397,2018-07-05 21:40:53+00:00,Thu Jul 05 21:40:53 +0000 2018,,,,
+4501,elonmusk,thesheetztweetz,Lopez wrote that Melissa Lee of CNBC was “dancing her face off” with Chanos in Vegas. Is this true?,33,694,38,1014987092697346048,https://twitter.com/elonmusk/status/1014987092697346048,44196397,2018-07-05 21:39:15+00:00,Thu Jul 05 21:39:15 +0000 2018,,,,http://www.norwichbulletin.com/article/20140516/NEWS/305169979
+4502,elonmusk,elonmusk,Why did @lopezlinette publish a love letter puff piece about Chanos’s cuff links? Who took the pic? Obv not objective,39,489,36,1014986117341253633,https://twitter.com/elonmusk/status/1014986117341253633,44196397,2018-07-05 21:35:22+00:00,Thu Jul 05 21:35:22 +0000 2018,,@lopezlinette,,http://www.businessinsider.com/jim-chanos-sweet-chinese-yuan-cufflinks-2014-5
+4503,elonmusk,elonmusk,,35,485,30,1014982701634351104,https://twitter.com/elonmusk/status/1014982701634351104,44196397,2018-07-05 21:21:48+00:00,Thu Jul 05 21:21:48 +0000 2018,,,,
+4504,elonmusk,elonmusk,.@Lopezlinette posted on social media that she was partying in Vegas with Chanos &amp; Tepper with caption “Love both these dudes”. Doesn’t sound very objective,36,603,25,1014982448826871808,https://twitter.com/elonmusk/status/1014982448826871808,44196397,2018-07-05 21:20:47+00:00,Thu Jul 05 21:20:47 +0000 2018,,@lopezlinette,,http://www.dodgeglobe.com/article/20140516/News/305169981
+4505,elonmusk,Rayhawn,"Norwegians are right to be upset with Tesla. We are having trouble expanding our service facilities in Oslo especially. Can solve quickly with Tesla mobile service vans, but awaiting govt permission to do so.",258,5684,167,1014964962718973952,https://twitter.com/elonmusk/status/1014964962718973952,44196397,2018-07-05 20:11:18+00:00,Thu Jul 05 20:11:18 +0000 2018,,,,
+4506,elonmusk,ajs,Are you 100% certain that @businessinsider stands by @lopezlinette &amp; supports everything she’s done? Why won’t Lopez go on record saying that she never offered Tripp anything for inside info or asked him to break his confidentiality agreement by taking detailed video of Tesla IP?,103,1614,85,1014964102672801792,https://twitter.com/elonmusk/status/1014964102672801792,44196397,2018-07-05 20:07:53+00:00,Thu Jul 05 20:07:53 +0000 2018,,@businessinsider @lopezlinette,,
+4507,elonmusk,TSLAQQ,Sounds fishy. How did that go down?,12,449,32,1014952644555599872,https://twitter.com/elonmusk/status/1014952644555599872,44196397,2018-07-05 19:22:22+00:00,Thu Jul 05 19:22:22 +0000 2018,,,,
+4508,elonmusk,steveshmidt,True,13,662,43,1014948255950442496,https://twitter.com/elonmusk/status/1014948255950442496,44196397,2018-07-05 19:04:55+00:00,Thu Jul 05 19:04:55 +0000 2018,,,,
+4509,elonmusk,vincent13031925,"So @lopezlinette publicly stated she stans for Chanos, Tesla’s most prominent short-seller. In her words, he is “one of the greatest.” Her articles print Chanos’s view verbatim. This is not journalism.",61,881,77,1014942490690969600,https://twitter.com/elonmusk/status/1014942490690969600,44196397,2018-07-05 18:42:01+00:00,Thu Jul 05 18:42:01 +0000 2018,,@lopezlinette,,
+4510,elonmusk,scottwww,".@lopezlinette You stated publicly that you “see eye to eye” with Chanos, the most prominent short-seller of Tesla. Have you ever provided him with material non-public information about Tesla?",60,807,51,1014935357345763330,https://twitter.com/elonmusk/status/1014935357345763330,44196397,2018-07-05 18:13:40+00:00,Thu Jul 05 18:13:40 +0000 2018,,@lopezlinette,,
+4511,elonmusk,,What a coincidence …,105,2777,48,1014932627986370560,https://twitter.com/elonmusk/status/1014932627986370560,44196397,2018-07-05 18:02:49+00:00,Thu Jul 05 18:02:49 +0000 2018,,,,
+4512,elonmusk,thesheetztweetz,Am not attacking all media or even all of @CNBC. Just asked if you inform public about an analyst’s prediction track record about a subject when putting them on your show.,143,2269,87,1014932211584266240,https://twitter.com/elonmusk/status/1014932211584266240,44196397,2018-07-05 18:01:10+00:00,Thu Jul 05 18:01:10 +0000 2018,,@CNBC,,
+4513,elonmusk,stetopinini,"Indeed, very simple question. To be specific: @lopezlinette, did you compensate or promise to compensate Martin Tripp for inside information about Tesla? Did he, under that inducement, provide you with exaggerated negative info, which you printed, but turned out to be untrue?",88,1033,63,1014923546210938880,https://twitter.com/elonmusk/status/1014923546210938880,44196397,2018-07-05 17:26:44+00:00,Thu Jul 05 17:26:44 +0000 2018,,@lopezlinette,,
+4514,elonmusk,benjaminpollock,"Exactly. @cnbc, I just asked a simple question. Please answer.",34,648,49,1014919249620418562,https://twitter.com/elonmusk/status/1014919249620418562,44196397,2018-07-05 17:09:40+00:00,Thu Jul 05 17:09:40 +0000 2018,,@CNBC,,
+4515,elonmusk,ICannot_Enough,"Strange. @cnbc, is it true that you are putting on analysts with such low ratings &amp; extremely bad prediction records? Are your viewers informed about an analyst’s track record before hearing their opinion.",129,1133,128,1014834534687404032,https://twitter.com/elonmusk/status/1014834534687404032,44196397,2018-07-05 11:33:02+00:00,Thu Jul 05 11:33:02 +0000 2018,,@CNBC,,
+4516,elonmusk,Tesla,"Note, no one is in the car or controlling remotely. Car is driving entirely by itself.",2319,23638,774,1014812681499365376,https://twitter.com/elonmusk/status/1014812681499365376,44196397,2018-07-05 10:06:12+00:00,Thu Jul 05 10:06:12 +0000 2018,,,,https://twitter.com/tesla/status/1014515503740567553
+4517,elonmusk,S_Padival,"Sounds very sketchy if true. @lopezlinette, is it possible you’re serving as an inside trading source for one of Tesla’s biggest short-sellers? An ex-Tesla employee just went on record formally claiming you bribed him &amp; he sent you valuable Tesla IP in exchange. Is this true?",161,1323,119,1014811835017584640,https://twitter.com/elonmusk/status/1014811835017584640,44196397,2018-07-05 10:02:50+00:00,Thu Jul 05 10:02:50 +0000 2018,,@lopezlinette,,
+4518,elonmusk,S_Padival,"@lopezlinette has published several false articles about Tesla, including a doozy where she claimed Tesla scrapped more batteries than our total S,X &amp;3 production number, which is physically impossible.",181,3116,79,1014806548340568065,https://twitter.com/elonmusk/status/1014806548340568065,44196397,2018-07-05 09:41:49+00:00,Thu Jul 05 09:41:49 +0000 2018,,@lopezlinette,,
+4519,elonmusk,gawwy,"Wow, so @sal19 of @Reuters wrote article that misled public about Model 3 production &amp; followed that up with mean tweet to me on my bday. Nice work @sal19 &amp; @Reuters.",46,809,54,1014800936198213633,https://twitter.com/elonmusk/status/1014800936198213633,44196397,2018-07-05 09:19:31+00:00,Thu Jul 05 09:19:31 +0000 2018,,@sal19 @Reuters @sal19 @Reuters,,
+4520,elonmusk,elonmusk,".@Reuters, why did you mislead the people public about this number?",45,596,42,1014785678263980032,https://twitter.com/elonmusk/status/1014785678263980032,44196397,2018-07-05 08:18:54+00:00,Thu Jul 05 08:18:54 +0000 2018,,@Reuters,,
+4521,elonmusk,aperezposada,".@Reuters is relentlessly negative about Tesla. They just wrote a bogus article saying S production last week was low by 800 cars. S/X annual prod is set at ~100k, ie 1,900/week. Tesla built 1,913 S/X cars at our standard ~50/50 split last week, which is right on target.",109,991,57,1014785289967923200,https://twitter.com/elonmusk/status/1014785289967923200,44196397,2018-07-05 08:17:21+00:00,Thu Jul 05 08:17:21 +0000 2018,,@Reuters,,
+4522,elonmusk,LittleMissFlint,Happy to support,41,1084,26,1014774891575300097,https://twitter.com/elonmusk/status/1014774891575300097,44196397,2018-07-05 07:36:02+00:00,Thu Jul 05 07:36:02 +0000 2018,,,,
+4523,elonmusk,MabzMagz,"Boring Co has advanced ground penetrating radar & is pretty good at digging holes. Don’t know if pump rate is limited by electric power or pumps are too smal. If so, could dropship fully charged Powerpacks and pumps.",1378,6699,177,1014754638950645760,https://twitter.com/elonmusk/status/1014754638950645760,44196397,2018-07-05 06:15:33+00:00,Thu Jul 05 06:15:33 +0000 2018,,,,
+4524,elonmusk,AWatsonMenswear,Belfast is beautiful,68,527,25,1014752999594323968,https://twitter.com/elonmusk/status/1014752999594323968,44196397,2018-07-05 06:09:02+00:00,Thu Jul 05 06:09:02 +0000 2018,,,,
+4525,elonmusk,BelTel,"No, was just there with my kids for a few hours to see the GoT set & had dinner at a pub. Love the show and GRRM’s books.",337,9525,141,1014752854333009921,https://twitter.com/elonmusk/status/1014752854333009921,44196397,2018-07-05 06:08:28+00:00,Thu Jul 05 06:08:28 +0000 2018,,,,
+4526,elonmusk,,Should be coming soon,30,2111,38,1014752450442457088,https://twitter.com/elonmusk/status/1014752450442457088,44196397,2018-07-05 06:06:52+00:00,Thu Jul 05 06:06:52 +0000 2018,,,,
+4527,elonmusk,icp,I will buy tons of your merch,87,839,40,1014739003281530880,https://twitter.com/elonmusk/status/1014739003281530880,44196397,2018-07-05 05:13:25+00:00,Thu Jul 05 05:13:25 +0000 2018,,,,
+4528,elonmusk,Cody_Walker9,"Very early on, we had the ability to use the car as a battery outputting power. Maybe worth revisiting that.",30,651,101,1014634671735562240,https://twitter.com/elonmusk/status/1014634671735562240,44196397,2018-07-04 22:18:51+00:00,Wed Jul 04 22:18:51 +0000 2018,,,,
+4529,elonmusk,antonlodder,"Camera & onboard neural net should detect. If very close (below 15 ft), will show up on ultrasonics",24,768,8,1014632045505630209,https://twitter.com/elonmusk/status/1014632045505630209,44196397,2018-07-04 22:08:25+00:00,Wed Jul 04 22:08:25 +0000 2018,,,,
+4530,elonmusk,LittleMissFlint,"Ok, will look into it",95,1871,38,1014631215587053573,https://twitter.com/elonmusk/status/1014631215587053573,44196397,2018-07-04 22:05:07+00:00,Wed Jul 04 22:05:07 +0000 2018,,,,
+4531,elonmusk,MabzMagz,"I suspect that the Thai govt has this under control, but I’m happy to help if there is a way to do so",2840,19986,549,1014509856777293825,https://twitter.com/elonmusk/status/1014509856777293825,44196397,2018-07-04 14:02:53+00:00,Wed Jul 04 14:02:53 +0000 2018,,,,
+4532,elonmusk,marsboundjacob,You never know ..,126,1785,45,1014321463430668288,https://twitter.com/elonmusk/status/1014321463430668288,44196397,2018-07-04 01:34:16+00:00,Wed Jul 04 01:34:16 +0000 2018,,,,
+4533,elonmusk,Grimezsz, Loona ,3585,7259,357,1014320250551226369,https://twitter.com/elonmusk/status/1014320250551226369,44196397,2018-07-04 01:29:27+00:00,Wed Jul 04 01:29:27 +0000 2018,,,,
+4534,elonmusk,robertoblake,Ideas & corrections that could make a product or service better are always welcome,40,913,53,1014318495964782592,https://twitter.com/elonmusk/status/1014318495964782592,44196397,2018-07-04 01:22:29+00:00,Wed Jul 04 01:22:29 +0000 2018,,,,
+4535,elonmusk,nevona,Yeah I like ICP,1515,3511,117,1014317550891601922,https://twitter.com/elonmusk/status/1014317550891601922,44196397,2018-07-04 01:18:43+00:00,Wed Jul 04 01:18:43 +0000 2018,,,,
+4536,elonmusk,yanquetino,Noted,92,6576,86,1014316162094698496,https://twitter.com/elonmusk/status/1014316162094698496,44196397,2018-07-04 01:13:12+00:00,Wed Jul 04 01:13:12 +0000 2018,,,,
+4537,elonmusk,kimwim,"Wow, Model A. That’s cool.",10,756,22,1014306145702432768,https://twitter.com/elonmusk/status/1014306145702432768,44196397,2018-07-04 00:33:24+00:00,Wed Jul 04 00:33:24 +0000 2018,,,,
+4538,elonmusk,slashdot,Whoop whoop,2722,18057,532,1014296276521836544,https://twitter.com/elonmusk/status/1014296276521836544,44196397,2018-07-03 23:54:11+00:00,Tue Jul 03 23:54:11 +0000 2018,,,,https://twitter.com/slashdot/status/1014293302592471042
+4539,elonmusk,Tesla,The Spice Flows,1618,20824,809,1014248438710636544,https://twitter.com/elonmusk/status/1014248438710636544,44196397,2018-07-03 20:44:06+00:00,Tue Jul 03 20:44:06 +0000 2018,,,,https://twitter.com/tesla/status/1014221135850827776
+4540,elonmusk,WillFealey,"No problem, happy to donate some personally",72,1761,59,1013899626477473792,https://twitter.com/elonmusk/status/1013899626477473792,44196397,2018-07-02 21:38:02+00:00,Mon Jul 02 21:38:02 +0000 2018,,,,
+4541,elonmusk,WillFealey,Sure,239,7965,76,1013897145773166595,https://twitter.com/elonmusk/status/1013897145773166595,44196397,2018-07-02 21:28:11+00:00,Mon Jul 02 21:28:11 +0000 2018,,,,
+4542,elonmusk,bkbkbk,Looking into this. Will fix if so.,8,502,34,1013896484247490565,https://twitter.com/elonmusk/status/1013896484247490565,44196397,2018-07-02 21:25:33+00:00,Mon Jul 02 21:25:33 +0000 2018,,,,
+4543,elonmusk,,"7000 cars, 7 days Tesla Team ",12972,143059,4833,1013519243030253570,https://twitter.com/elonmusk/status/1013519243030253570,44196397,2018-07-01 20:26:32+00:00,Sun Jul 01 20:26:32 +0000 2018,,,,
+4544,elonmusk,santidebus,Then what’s this wand for?,54,1537,133,1012942067365023744,https://twitter.com/elonmusk/status/1012942067365023744,44196397,2018-06-30 06:13:03+00:00,Sat Jun 30 06:13:03 +0000 2018,,,,
+4545,elonmusk,keyonchrist, ,36,831,59,1012843449534435328,https://twitter.com/elonmusk/status/1012843449534435328,44196397,2018-06-29 23:41:10+00:00,Fri Jun 29 23:41:10 +0000 2018,,,,
+4546,elonmusk,,Who likes short shorts?,598,8474,1117,1012830881461907457,https://twitter.com/elonmusk/status/1012830881461907457,44196397,2018-06-29 22:51:14+00:00,Fri Jun 29 22:51:14 +0000 2018,,,,https://m.youtube.com/watch?v=xm3nxNF7j8U&t=36s
+4547,elonmusk,,Or at least the closest thing to magic that exists in the real world,3666,39716,1147,1012784447005995008,https://twitter.com/elonmusk/status/1012784447005995008,44196397,2018-06-29 19:46:43+00:00,Fri Jun 29 19:46:43 +0000 2018,,,,
+4548,elonmusk,,Excession https://twitter.com/thejarren/status/1012783502004137984,527,6593,252,1012783785736167424,https://twitter.com/elonmusk/status/1012783785736167424,44196397,2018-06-29 19:44:05+00:00,Fri Jun 29 19:44:05 +0000 2018,,,,https://twitter.com/thejarren/status/1012783502004137984
+4549,elonmusk,,Engineering is magic,29349,130050,2836,1012783222386712576,https://twitter.com/elonmusk/status/1012783222386712576,44196397,2018-06-29 19:41:51+00:00,Fri Jun 29 19:41:51 +0000 2018,,,,
+4550,elonmusk,SouthPark,Love Awesomo,143,2851,48,1012782315343306753,https://twitter.com/elonmusk/status/1012782315343306753,44196397,2018-06-29 19:38:15+00:00,Fri Jun 29 19:38:15 +0000 2018,,,,
+4551,elonmusk,stui999,,57,926,37,1012781170633740289,https://twitter.com/elonmusk/status/1012781170633740289,44196397,2018-06-29 19:33:42+00:00,Fri Jun 29 19:33:42 +0000 2018,,,,
+4552,elonmusk,,Space Laser https://www.instagram.com/p/Bknpu_6A4Ny/?utm_source=ig_twitter_share&amp;igshid=18tawccjvmms2,509,6109,356,1012777990193852417,https://twitter.com/elonmusk/status/1012777990193852417,44196397,2018-06-29 19:21:04+00:00,Fri Jun 29 19:21:04 +0000 2018,,,,https://www.instagram.com/p/Bknpu_6A4Ny/?utm_source=ig_twitter_share&igshid=18tawccjvmms2
+4553,elonmusk,Stun_Empire, ,155,1523,41,1012777784169488385,https://twitter.com/elonmusk/status/1012777784169488385,44196397,2018-06-29 19:20:14+00:00,Fri Jun 29 19:20:14 +0000 2018,,,,
+4554,elonmusk,,Spacebow https://www.instagram.com/p/BknnHyiAut0/?utm_source=ig_twitter_share&amp;igshid=1a4392qjwok3m,497,5139,171,1012777706554085376,https://twitter.com/elonmusk/status/1012777706554085376,44196397,2018-06-29 19:19:56+00:00,Fri Jun 29 19:19:56 +0000 2018,,,,https://www.instagram.com/p/BknnHyiAut0/?utm_source=ig_twitter_share&igshid=1a4392qjwok3m
+4555,elonmusk,JaneidyEve,"Everything is sentient, especially sentience",67,1627,68,1012604447552204805,https://twitter.com/elonmusk/status/1012604447552204805,44196397,2018-06-29 07:51:28+00:00,Fri Jun 29 07:51:28 +0000 2018,,,,
+4556,elonmusk,himanshu_ragtah,"If the rules force defeat, the rules must change",37,545,26,1012603848647561217,https://twitter.com/elonmusk/status/1012603848647561217,44196397,2018-06-29 07:49:05+00:00,Fri Jun 29 07:49:05 +0000 2018,,,,
+4557,elonmusk,,The Spice. Must. Flow.,3868,50648,1539,1012603171774984192,https://twitter.com/elonmusk/status/1012603171774984192,44196397,2018-06-29 07:46:24+00:00,Fri Jun 29 07:46:24 +0000 2018,,,,
+4558,elonmusk,,Open the Knaack HAL,257,6086,416,1012597509858869254,https://twitter.com/elonmusk/status/1012597509858869254,44196397,2018-06-29 07:23:54+00:00,Fri Jun 29 07:23:54 +0000 2018,,,,
+4559,elonmusk,JaneidyEve, obv,19,464,29,1012596720193044480,https://twitter.com/elonmusk/status/1012596720193044480,44196397,2018-06-29 07:20:45+00:00,Fri Jun 29 07:20:45 +0000 2018,,,,
+4560,elonmusk,Techmeme,… the money,31,774,37,1012590645452554240,https://twitter.com/elonmusk/status/1012590645452554240,44196397,2018-06-29 06:56:37+00:00,Fri Jun 29 06:56:37 +0000 2018,,,,
+4561,elonmusk,Pamaj,Follow the ,173,3235,58,1012590428791627776,https://twitter.com/elonmusk/status/1012590428791627776,44196397,2018-06-29 06:55:45+00:00,Fri Jun 29 06:55:45 +0000 2018,,,,
+4562,elonmusk,JohnnaCrider1,Busted. It’s me.,29,730,26,1012590050196971520,https://twitter.com/elonmusk/status/1012590050196971520,44196397,2018-06-29 06:54:15+00:00,Fri Jun 29 06:54:15 +0000 2018,,,,
+4563,elonmusk,KEEMSTAR, ,547,14518,167,1012588909266522113,https://twitter.com/elonmusk/status/1012588909266522113,44196397,2018-06-29 06:49:43+00:00,Fri Jun 29 06:49:43 +0000 2018,,,,
+4564,elonmusk,JaneidyEve,That pretty much proves it isn’t me,15,583,9,1012588722313805824,https://twitter.com/elonmusk/status/1012588722313805824,44196397,2018-06-29 06:48:59+00:00,Fri Jun 29 06:48:59 +0000 2018,,,,
+4565,elonmusk,WorldAndScience,Certianly glad I’m not one them. Phew!,210,5608,182,1012585297790394369,https://twitter.com/elonmusk/status/1012585297790394369,44196397,2018-06-29 06:35:22+00:00,Fri Jun 29 06:35:22 +0000 2018,,,,
+4566,elonmusk,himanshu_ragtah,"Wrath of Khan, Kobayashi Maru",18,457,28,1012455844850487296,https://twitter.com/elonmusk/status/1012455844850487296,44196397,2018-06-28 22:00:58+00:00,Thu Jun 28 22:00:58 +0000 2018,,,,
+4567,elonmusk,Gizmodo,Sad news. He wrote some epic sci fi.,86,2306,47,1012450863099535361,https://twitter.com/elonmusk/status/1012450863099535361,44196397,2018-06-28 21:41:10+00:00,Thu Jun 28 21:41:10 +0000 2018,,,,
+4568,elonmusk,westcoastbill,Thanks Bill,19,1027,54,1012433056957751296,https://twitter.com/elonmusk/status/1012433056957751296,44196397,2018-06-28 20:30:25+00:00,Thu Jun 28 20:30:25 +0000 2018,,,,
+4569,elonmusk,,Paint shop https://www.instagram.com/p/BklO5x2gSKr/?utm_source=ig_twitter_share&amp;igshid=1wjdl4dvw7s01,237,4655,373,1012432838422159362,https://twitter.com/elonmusk/status/1012432838422159362,44196397,2018-06-28 20:29:33+00:00,Thu Jun 28 20:29:33 +0000 2018,,,,https://www.instagram.com/p/BklO5x2gSKr/?utm_source=ig_twitter_share&igshid=1wjdl4dvw7s01
+4570,elonmusk,daveydo2000,That’s cool. One of my favorite lines! Monty Python is so brilliant.,13,449,28,1012421769607561216,https://twitter.com/elonmusk/status/1012421769607561216,44196397,2018-06-28 19:45:34+00:00,Thu Jun 28 19:45:34 +0000 2018,,,,
+4571,elonmusk,KiannaFierce,"Oh, I love trap. Good suggestions welcome!",69,777,57,1012418999596937216,https://twitter.com/elonmusk/status/1012418999596937216,44196397,2018-06-28 19:34:33+00:00,Thu Jun 28 19:34:33 +0000 2018,,,,
+4572,elonmusk,mathetes76,We need more & better emojis now!!Seriously. So little to work with.,21,533,42,1012418622021517312,https://twitter.com/elonmusk/status/1012418622021517312,44196397,2018-06-28 19:33:03+00:00,Thu Jun 28 19:33:03 +0000 2018,,,,
+4573,elonmusk,jules_su,"And one more thing, your father smells of and I in your general direction",39,847,71,1012416878818410496,https://twitter.com/elonmusk/status/1012416878818410496,44196397,2018-06-28 19:26:08+00:00,Thu Jun 28 19:26:08 +0000 2018,,,,
+4574,elonmusk,,"Appreciate all the good wishes. First bday I’ve spent in the factory, but it’s somehow the best.",2633,58361,3277,1012416542724665346,https://twitter.com/elonmusk/status/1012416542724665346,44196397,2018-06-28 19:24:48+00:00,Thu Jun 28 19:24:48 +0000 2018,,,,
+4575,elonmusk,jules_su,"We didn’t steal his mug crayon drawing of a farting unicorn, We didn’t benefit from it, We don’t want it, And we still offered to pay for it. You are a jackass.",49,926,94,1012415844238815232,https://twitter.com/elonmusk/status/1012415844238815232,44196397,2018-06-28 19:22:01+00:00,Thu Jun 28 19:22:01 +0000 2018,,,,
+4576,elonmusk,Model3Owners,"Happily for the victorious , he is indeed still far faster than Godot. Line-Storm comes closer to nipping at his heel (?), but Prufrock will make it a true nail-biter race!",85,2742,101,1012166284224524288,https://twitter.com/elonmusk/status/1012166284224524288,44196397,2018-06-28 02:50:21+00:00,Thu Jun 28 02:50:21 +0000 2018,,,,
+4577,elonmusk,coronadetucson,Bronco rocks,31,1404,50,1011850474016788480,https://twitter.com/elonmusk/status/1011850474016788480,44196397,2018-06-27 05:55:26+00:00,Wed Jun 27 05:55:26 +0000 2018,,,,
+4578,elonmusk,rajmathai,"No standard automotive solution could be built in time, so we created a new solution. It is working & has slightly higher quality than the more traditional general assembly line. Perhaps most surprising is that the total cost of production in the Sprung tent is lower.",306,5298,199,1011849186692616194,https://twitter.com/elonmusk/status/1011849186692616194,44196397,2018-06-27 05:50:20+00:00,Wed Jun 27 05:50:20 +0000 2018,,,,
+4579,elonmusk,davidwkeith,All Tesla vehicles come with cabin overheat protection,213,1943,63,1011846284351717379,https://twitter.com/elonmusk/status/1011846284351717379,44196397,2018-06-27 05:38:48+00:00,Wed Jun 27 05:38:48 +0000 2018,,,,https://www.google.com/amp/s/electrek.co/2018/06/22/tesla-model-3-update-summon-feature-cabin-overheat-protection-wifi/amp/
+4580,elonmusk,clprenz,I hate whole idea of brands and branding. So much bs. I hope it messes with our brand. Brands suck.,312,3954,124,1011839580830482432,https://twitter.com/elonmusk/status/1011839580830482432,44196397,2018-06-27 05:12:09+00:00,Wed Jun 27 05:12:09 +0000 2018,,,,
+4581,elonmusk,TheSeanBooker,"Sir, this will not be some a dainty little buttercup of a truck! Driver’s seat will be big enough to fit André the giant (love that guy).",179,4679,76,1011838788245454848,https://twitter.com/elonmusk/status/1011838788245454848,44196397,2018-06-27 05:09:00+00:00,Wed Jun 27 05:09:00 +0000 2018,,,,
+4582,elonmusk,JoeyOstrander,"400 to 500 mile option definitely. Higher, maybe.",63,2733,50,1011835761182666752,https://twitter.com/elonmusk/status/1011835761182666752,44196397,2018-06-27 04:56:59+00:00,Wed Jun 27 04:56:59 +0000 2018,,,,
+4583,elonmusk,ZacksJerryRig,For sure,22,1825,25,1011835467342336002,https://twitter.com/elonmusk/status/1011835467342336002,44196397,2018-06-27 04:55:49+00:00,Wed Jun 27 04:55:49 +0000 2018,,,,
+4584,elonmusk,MattPTurner,Should be easy to add as a feature like calendar,14,949,17,1011834343289806848,https://twitter.com/elonmusk/status/1011834343289806848,44196397,2018-06-27 04:51:21+00:00,Wed Jun 27 04:51:21 +0000 2018,,,,
+4585,elonmusk,DMC_Ryan,You’re welcome!,432,10419,274,1011833857719451648,https://twitter.com/elonmusk/status/1011833857719451648,44196397,2018-06-27 04:49:25+00:00,Wed Jun 27 04:49:25 +0000 2018,,,,https://twitter.com/dmc_ryan/status/1011796674283372544
+4586,elonmusk,TheHoff525,Yes. Highly recommend doing so btw.,28,1547,32,1011798626526351360,https://twitter.com/elonmusk/status/1011798626526351360,44196397,2018-06-27 02:29:25+00:00,Wed Jun 27 02:29:25 +0000 2018,,,,
+4587,elonmusk,clintdebusk,That will be standard,43,2981,24,1011794673910759425,https://twitter.com/elonmusk/status/1011794673910759425,44196397,2018-06-27 02:13:43+00:00,Wed Jun 27 02:13:43 +0000 2018,,,,
+4588,elonmusk,cubamark,That goes without saying,111,2144,62,1011790990175162369,https://twitter.com/elonmusk/status/1011790990175162369,44196397,2018-06-27 01:59:04+00:00,Wed Jun 27 01:59:04 +0000 2018,,,,https://www.washingtonpost.com/video/business/technology/watch-elon-musks-tesla-car-being-used-as-a-boat/2016/06/22/6c2f7982-3898-11e6-af02-1df55f0c77ff_video.html?utm_term=.361595304b52
+4589,elonmusk,phycho_hippie,"300,000 lb towing capacity",70,841,105,1011788218734391296,https://twitter.com/elonmusk/status/1011788218734391296,44196397,2018-06-27 01:48:04+00:00,Wed Jun 27 01:48:04 +0000 2018,,,,
+4590,elonmusk,,It will,21,1834,35,1011776242016612352,https://twitter.com/elonmusk/status/1011776242016612352,44196397,2018-06-27 01:00:28+00:00,Wed Jun 27 01:00:28 +0000 2018,,,,
+4591,elonmusk,Penenberg,"For sure! When doing US govt crash safety testing, the Model S roof was so strong, it broke their testing machine.",1598,12161,246,1011761562523086848,https://twitter.com/elonmusk/status/1011761562523086848,44196397,2018-06-27 00:02:08+00:00,Wed Jun 27 00:02:08 +0000 2018,,,,https://www.wired.com/2013/08/tesla-model-s-crash-test/
+4592,elonmusk,MuellerJeffrey,"Wow, great idea! Since it will already have a Tesla pneumatics system, it totally makes sense to add a utility port.",52,1500,62,1011760743929110528,https://twitter.com/elonmusk/status/1011760743929110528,44196397,2018-06-26 23:58:53+00:00,Tue Jun 26 23:58:53 +0000 2018,,,,
+4593,elonmusk,,"Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field all day. No generator needed.",2378,31383,2237,1011724688706318337,https://twitter.com/elonmusk/status/1011724688706318337,44196397,2018-06-26 21:35:37+00:00,Tue Jun 26 21:35:37 +0000 2018,,,,
+4594,elonmusk,,The Tesla Truck will have dual motor all-wheel drive w crazy torque & a suspension that dynamically adjusts for load. Those will be standard.,2466,32044,1885,1011678031801249793,https://twitter.com/elonmusk/status/1011678031801249793,44196397,2018-06-26 18:30:13+00:00,Tue Jun 26 18:30:13 +0000 2018,,,,
+4595,elonmusk,aMidLifeCrisis,It will parallel park automatically & have 360 degree cameras & sonar,165,5597,150,1011676624993972224,https://twitter.com/elonmusk/status/1011676624993972224,44196397,2018-06-26 18:24:38+00:00,Tue Jun 26 18:24:38 +0000 2018,,,,
+4596,elonmusk,,"What would you love to see in a Tesla pickup truck? I have a few things in mind, but what do you think are small, but important nuances & what would be seriously next level?",4753,53240,26580,1011672532838055937,https://twitter.com/elonmusk/status/1011672532838055937,44196397,2018-06-26 18:08:22+00:00,Tue Jun 26 18:08:22 +0000 2018,,,,
+4597,elonmusk,EV20018,"“Virtue signaling” is super annoying & there are lots of phoneys who are actually huge jerks, but jump on every social cause du jour. But I’m really proud of the fact that #of changes Tesla had to make to achieve 100/100 (before even knowing about the LGBTQ index) was zero.",30,576,17,1011669859577446401,https://twitter.com/elonmusk/status/1011669859577446401,44196397,2018-06-26 17:57:45+00:00,Tue Jun 26 17:57:45 +0000 2018,,,,
+4598,elonmusk,elonmusk,Don’t buy our car if that’s a problem. People should be free to live their lives where their heart takes them ,482,2885,73,1011666426715766784,https://twitter.com/elonmusk/status/1011666426715766784,44196397,2018-06-26 17:44:06+00:00,Tue Jun 26 17:44:06 +0000 2018,,,,
+4599,elonmusk,justwidle2,Then you will really hate that Tesla scored 100/100 four years in a row on LGBTQ equality,86,1295,20,1011660804104470528,https://twitter.com/elonmusk/status/1011660804104470528,44196397,2018-06-26 17:21:46+00:00,Tue Jun 26 17:21:46 +0000 2018,,,,https://mobile.twitter.com/tesla/status/941415742523584512?lang=en
+4600,elonmusk,RationalEtienne,We must aspire to truth,86,865,98,1011150772803809280,https://twitter.com/elonmusk/status/1011150772803809280,44196397,2018-06-25 07:35:05+00:00,Mon Jun 25 07:35:05 +0000 2018,,,,
+4601,elonmusk,PPathole,Important to read the Wash Post article. The “unable to account for” number does not refer to actual lost children. It refers to calls not answered or returned in a 30 day period.,28,476,19,1011145255108820992,https://twitter.com/elonmusk/status/1011145255108820992,44196397,2018-06-25 07:13:09+00:00,Mon Jun 25 07:13:09 +0000 2018,,,,
+4602,elonmusk,coremwm,Hopefully in V9.0 release in a few months,31,572,24,1011143866555088896,https://twitter.com/elonmusk/status/1011143866555088896,44196397,2018-06-25 07:07:38+00:00,Mon Jun 25 07:07:38 +0000 2018,,,,
+4603,elonmusk,JohnnaCrider1,True,9,303,9,1011142550701236226,https://twitter.com/elonmusk/status/1011142550701236226,44196397,2018-06-25 07:02:24+00:00,Mon Jun 25 07:02:24 +0000 2018,,,,
+4604,elonmusk,elonmusk,"We should always be concerned about the welfare of children & those who cannot protect themselves, wherever they may be, but it seems much of the reporting on this issue has been partisan & often inaccurate",70,649,19,1011141668450361344,https://twitter.com/elonmusk/status/1011141668450361344,44196397,2018-06-25 06:58:54+00:00,Mon Jun 25 06:58:54 +0000 2018,,,,
+4605,elonmusk,elonmusk,"“… of the 7,635 children, 6,075 remained where they were placed, 52 had moved, 28 had run away and five were deported. That left 1,475 migrant children. Just because their parents or guardians did not return HHS’s phone calls after 30 days does not mean the children are missing”",26,395,6,1011140501641224193,https://twitter.com/elonmusk/status/1011140501641224193,44196397,2018-06-25 06:54:16+00:00,Mon Jun 25 06:54:16 +0000 2018,,,,
+4606,elonmusk,elonmusk,"“All 7,635 children were resettled by HHS. After 30 days, the department called the parents or guardians to check up on things. But these calls were not required by law, and in 1,475 cases, the parents or guardians did not respond”",21,367,6,1011140130332028928,https://twitter.com/elonmusk/status/1011140130332028928,44196397,2018-06-25 06:52:47+00:00,Mon Jun 25 06:52:47 +0000 2018,,,,
+4607,elonmusk,RehearsalLot,This Washington Post article seems good,33,389,9,1011139511625977856,https://twitter.com/elonmusk/status/1011139511625977856,44196397,2018-06-25 06:50:20+00:00,Mon Jun 25 06:50:20 +0000 2018,,,,https://www.washingtonpost.com/news/fact-checker/wp/2018/05/30/fact-checking-immigration-spin-on-separating-families-and-1500-lost-children/?utm_term=.bc3af9bc9211
+4608,elonmusk,GetMyGist,"As individuals, we will all die in blink of an eye on a galactic timescale. What can live on for long time is civilization. Those who first go to other planets will face far more risk of death & hardship than those who stay. Over time, space travel will be safe & open to all.",225,1994,76,1011139030476451840,https://twitter.com/elonmusk/status/1011139030476451840,44196397,2018-06-25 06:48:25+00:00,Mon Jun 25 06:48:25 +0000 2018,,,,
+4609,elonmusk,elonmusk,"This doesn’t take into account shifting trillions of tons of carbon from subsurface to atmosphere, which could accelerate overheating time by a factor of a million (or so). This is why Tesla.",406,5899,233,1011117284524519424,https://twitter.com/elonmusk/status/1011117284524519424,44196397,2018-06-25 05:22:00+00:00,Mon Jun 25 05:22:00 +0000 2018,,,,
+4610,elonmusk,bizwiz1980,"A billion at most, so 20% max. Still basically in the nick of time from an age-of-Earth standpoint.",10,639,35,1011115792182726656,https://twitter.com/elonmusk/status/1011115792182726656,44196397,2018-06-25 05:16:05+00:00,Mon Jun 25 05:16:05 +0000 2018,,,,
+4611,elonmusk,lazarusrang,"Humanity is not perfect, but it’s all we’ve got",83,738,41,1011114786606731265,https://twitter.com/elonmusk/status/1011114786606731265,44196397,2018-06-25 05:12:05+00:00,Mon Jun 25 05:12:05 +0000 2018,,,,
+4612,elonmusk,xkcdComic,"Could be very close call. Earth is ~4.5B years old & sun will expand to heat Earth beyond livable temp in ~0.5B years, so if advent of civilization took 10% longer, it wouldn’t have happened at all.",1001,10363,330,1011114064737693697,https://twitter.com/elonmusk/status/1011114064737693697,44196397,2018-06-25 05:09:13+00:00,Mon Jun 25 05:09:13 +0000 2018,,,,
+4613,elonmusk,docjkcardinal,"Let’s find out. It would be amazing to encounter an alien civilization, provided it is not their invasion fleet! ",71,1634,94,1011091725429850112,https://twitter.com/elonmusk/status/1011091725429850112,44196397,2018-06-25 03:40:27+00:00,Mon Jun 25 03:40:27 +0000 2018,,,,
+4614,elonmusk,DMC_Ryan,Good news coming soon,37,635,39,1011089283547983875,https://twitter.com/elonmusk/status/1011089283547983875,44196397,2018-06-25 03:30:44+00:00,Mon Jun 25 03:30:44 +0000 2018,,,,
+4615,elonmusk,Cardoso,Yes,25,1292,36,1011089136743170048,https://twitter.com/elonmusk/status/1011089136743170048,44196397,2018-06-25 03:30:09+00:00,Mon Jun 25 03:30:09 +0000 2018,,,,
+4616,elonmusk,SidewalkSciGuy,"Yes, we are essentially a steward of life & duty-bound imo to ensure its continuance",47,774,55,1011087164250046465,https://twitter.com/elonmusk/status/1011087164250046465,44196397,2018-06-25 03:22:19+00:00,Mon Jun 25 03:22:19 +0000 2018,,,,
+4617,elonmusk,Rossputin,Life is good,60,848,51,1011085606514880512,https://twitter.com/elonmusk/status/1011085606514880512,44196397,2018-06-25 03:16:08+00:00,Mon Jun 25 03:16:08 +0000 2018,,,,
+4618,elonmusk,,"It is unknown whether we are the only civilization currently alive in the observable universe, but any chance that we are is added impetus for extending life beyond Earth",2353,22172,889,1011085383239589888,https://twitter.com/elonmusk/status/1011085383239589888,44196397,2018-06-25 03:15:15+00:00,Mon Jun 25 03:15:15 +0000 2018,,,,
+4619,elonmusk,,This is why we must preserve the light of consciousness by becoming a spacefaring civilization & extending life to other planets https://twitter.com/worldandscience/status/1011081640158945280,7085,41195,1673,1011083630301536256,https://twitter.com/elonmusk/status/1011083630301536256,44196397,2018-06-25 03:08:17+00:00,Mon Jun 25 03:08:17 +0000 2018,,,,https://twitter.com/worldandscience/status/1011081640158945280
+4620,elonmusk,WorldAndScience,So strange,245,6458,330,1011082171170242560,https://twitter.com/elonmusk/status/1011082171170242560,44196397,2018-06-25 03:02:29+00:00,Mon Jun 25 03:02:29 +0000 2018,,,,
+4621,elonmusk,DMC_Ryan,"Critical autonomous safety features like emergency braking are standard, but convenience features like active cruise control are not",16,445,20,1011081272930603008,https://twitter.com/elonmusk/status/1011081272930603008,44196397,2018-06-25 02:58:55+00:00,Mon Jun 25 02:58:55 +0000 2018,,,,
+4622,elonmusk,jclishman,"It’s a tough call. Reality is that it will be pretty easy to bully a self-driving car, as it will always yield. Will prob have a manual override that requires continuous press for hardcore lane changes.",30,822,39,1011044846776168448,https://twitter.com/elonmusk/status/1011044846776168448,44196397,2018-06-25 00:34:10+00:00,Mon Jun 25 00:34:10 +0000 2018,,,,
+4623,elonmusk,Justin_Ebright,"We considered going beyond Mad Max to “LA Freeway” level, but that’s too loco",47,1458,37,1011043467575717888,https://twitter.com/elonmusk/status/1011043467575717888,44196397,2018-06-25 00:28:41+00:00,Mon Jun 25 00:28:41 +0000 2018,,,,
+4624,elonmusk,,It’s real,1665,18860,350,1011039248386965504,https://twitter.com/elonmusk/status/1011039248386965504,44196397,2018-06-25 00:11:55+00:00,Mon Jun 25 00:11:55 +0000 2018,,,,
+4625,elonmusk,JohnnaCrider1,Thanks!,9,310,18,1011028355314081792,https://twitter.com/elonmusk/status/1011028355314081792,44196397,2018-06-24 23:28:38+00:00,Sun Jun 24 23:28:38 +0000 2018,,,,
+4626,elonmusk,FredericLambert,Cyborg Dragon Tesla almost done,132,2193,92,1011027339210317825,https://twitter.com/elonmusk/status/1011027339210317825,44196397,2018-06-24 23:24:36+00:00,Sun Jun 24 23:24:36 +0000 2018,,,,
+4627,elonmusk,jongold,Tesla Semi Truck in Mad Max Mode,5768,47233,662,1011021456526987266,https://twitter.com/elonmusk/status/1011021456526987266,44196397,2018-06-24 23:01:13+00:00,Sun Jun 24 23:01:13 +0000 2018,,,,https://twitter.com/jongold/status/931700690195324928
+4628,elonmusk,elonmusk,"Almost forgot Sinclair ZX Spectrum & Spectravideo before PC. Sinclair had amazing games, especially Elite.",26,605,63,1010951918909181953,https://twitter.com/elonmusk/status/1010951918909181953,44196397,2018-06-24 18:24:54+00:00,Sun Jun 24 18:24:54 +0000 2018,,,,
+4629,elonmusk,Kal5_,Vic 20 -> IBM PC,20,668,45,1010771114287554560,https://twitter.com/elonmusk/status/1010771114287554560,44196397,2018-06-24 06:26:27+00:00,Sun Jun 24 06:26:27 +0000 2018,,,,
+4630,elonmusk,heykerra," Road, Hawthorne",9,438,16,1010727396046135297,https://twitter.com/elonmusk/status/1010727396046135297,44196397,2018-06-24 03:32:44+00:00,Sun Jun 24 03:32:44 +0000 2018,,,,
+4631,elonmusk,aidle,.sus,198,2325,21,1010722093963493376,https://twitter.com/elonmusk/status/1010722093963493376,44196397,2018-06-24 03:11:40+00:00,Sun Jun 24 03:11:40 +0000 2018,,,,
+4632,elonmusk,Kennnaughty,420 haha,104,702,41,1010720136246919171,https://twitter.com/elonmusk/status/1010720136246919171,44196397,2018-06-24 03:03:53+00:00,Sun Jun 24 03:03:53 +0000 2018,,,,
+4633,elonmusk,ICannot_Enough,He had a way with words,29,931,79,1010662970987171840,https://twitter.com/elonmusk/status/1010662970987171840,44196397,2018-06-23 23:16:44+00:00,Sat Jun 23 23:16:44 +0000 2018,,,,
+4634,elonmusk,,,907,18168,855,1010652684653813760,https://twitter.com/elonmusk/status/1010652684653813760,44196397,2018-06-23 22:35:51+00:00,Sat Jun 23 22:35:51 +0000 2018,,,,
+4635,elonmusk,SchwartzReports,I was dying to use the word sus,1331,10495,97,1010620550622822400,https://twitter.com/elonmusk/status/1010620550622822400,44196397,2018-06-23 20:28:10+00:00,Sat Jun 23 20:28:10 +0000 2018,,,,
+4636,elonmusk,MemesOfMars,Working in the factory,17,439,30,1010619465715728384,https://twitter.com/elonmusk/status/1010619465715728384,44196397,2018-06-23 20:23:51+00:00,Sat Jun 23 20:23:51 +0000 2018,,,,
+4637,elonmusk,Scobleizer,Expanding the tour soon. So many cool things to see. Tesla car factory has 3rd largest footprint of any building on Earth. Maybe 1st if you include all our sweet tents ,89,2433,85,1010619095421616128,https://twitter.com/elonmusk/status/1010619095421616128,44196397,2018-06-23 20:22:23+00:00,Sat Jun 23 20:22:23 +0000 2018,,,,
+4638,elonmusk,,Looks so sus when we paint cars red,7648,78328,1281,1010596809616445440,https://twitter.com/elonmusk/status/1010596809616445440,44196397,2018-06-23 18:53:50+00:00,Sat Jun 23 18:53:50 +0000 2018,,,,
+4639,elonmusk,elonmusk,Which rolls out today,12,442,10,1010595834122022913,https://twitter.com/elonmusk/status/1010595834122022913,44196397,2018-06-23 18:49:57+00:00,Sat Jun 23 18:49:57 +0000 2018,,,,
+4640,elonmusk,JimSholler,Will be there in next release,10,370,8,1010578767096438784,https://twitter.com/elonmusk/status/1010578767096438784,44196397,2018-06-23 17:42:08+00:00,Sat Jun 23 17:42:08 +0000 2018,,,,
+4641,elonmusk,WorldAndScience,So big you can’t believe it,1040,18399,596,1010497621390123009,https://twitter.com/elonmusk/status/1010497621390123009,44196397,2018-06-23 12:19:41+00:00,Sat Jun 23 12:19:41 +0000 2018,,,,
+4642,elonmusk,,srsly https://twitter.com/dkthomp/status/1010191063640956928,355,5469,364,1010468297186242566,https://twitter.com/elonmusk/status/1010468297186242566,44196397,2018-06-23 10:23:10+00:00,Sat Jun 23 10:23:10 +0000 2018,,,,https://twitter.com/dkthomp/status/1010191063640956928
+4643,elonmusk,,Vicious torque,249,7570,235,1010459048485875713,https://twitter.com/elonmusk/status/1010459048485875713,44196397,2018-06-23 09:46:25+00:00,Sat Jun 23 09:46:25 +0000 2018,,,,
+4644,elonmusk,,Tesla factory rn,1156,18261,487,1010458705513537536,https://twitter.com/elonmusk/status/1010458705513537536,44196397,2018-06-23 09:45:03+00:00,Sat Jun 23 09:45:03 +0000 2018,,,,
+4645,elonmusk,,#donotpanic,316,5310,201,1010431046460923905,https://twitter.com/elonmusk/status/1010431046460923905,44196397,2018-06-23 07:55:09+00:00,Sat Jun 23 07:55:09 +0000 2018,#donotpanic,,,
+4646,elonmusk,,.@WidespreadPanic,843,10804,244,1010428377797308416,https://twitter.com/elonmusk/status/1010428377797308416,44196397,2018-06-23 07:44:32+00:00,Sat Jun 23 07:44:32 +0000 2018,,@WidespreadPanic,,
+4647,elonmusk,DMC_Ryan,Good catch!,26,1374,31,1010407596103090176,https://twitter.com/elonmusk/status/1010407596103090176,44196397,2018-06-23 06:21:58+00:00,Sat Jun 23 06:21:58 +0000 2018,,,,
+4648,elonmusk,,,754,8399,281,1010405602516799488,https://twitter.com/elonmusk/status/1010405602516799488,44196397,2018-06-23 06:14:02+00:00,Sat Jun 23 06:14:02 +0000 2018,,,,https://m.youtube.com/watch?v=X7HmltUWXgs
+4649,elonmusk,Synapsesame,Exactly ,8,324,21,1010398829106028544,https://twitter.com/elonmusk/status/1010398829106028544,44196397,2018-06-23 05:47:07+00:00,Sat Jun 23 05:47:07 +0000 2018,,,,
+4650,elonmusk,,What is my purpose? Sentient seats.,4109,56501,2229,1010393272529764352,https://twitter.com/elonmusk/status/1010393272529764352,44196397,2018-06-23 05:25:03+00:00,Sat Jun 23 05:25:03 +0000 2018,,,,
+4651,elonmusk,DMC_Ryan,Thanks ,14,557,32,1010314704261017600,https://twitter.com/elonmusk/status/1010314704261017600,44196397,2018-06-23 00:12:50+00:00,Sat Jun 23 00:12:50 +0000 2018,,,,
+4652,elonmusk,DMC_Ryan,"At Fremont until late tonight, Giga tomorrow, Fremont Sunday. GA4 is great, but have to say that GA3 crew is pulling off miracles against all odds.",59,874,72,1010284456337264640,https://twitter.com/elonmusk/status/1010284456337264640,44196397,2018-06-22 22:12:39+00:00,Fri Jun 22 22:12:39 +0000 2018,,,,
+4653,elonmusk,Kotaku,"Infinity Work, the Reality game",408,6867,154,1010279647622283264,https://twitter.com/elonmusk/status/1010279647622283264,44196397,2018-06-22 21:53:32+00:00,Fri Jun 22 21:53:32 +0000 2018,,,,
+4654,elonmusk,FredericLambert,"That would be tricky to sequence, but maybe",21,848,73,1010224375339966464,https://twitter.com/elonmusk/status/1010224375339966464,44196397,2018-06-22 18:13:54+00:00,Fri Jun 22 18:13:54 +0000 2018,,,,
+4655,elonmusk,Model3Owners,Was thinking of offering an extended Tesla factory tour option where you could help build part of a car & understand how they come together. I know it would have been super fun for me when I was a kid (or now).,1049,15593,1009,1010223743287771136,https://twitter.com/elonmusk/status/1010223743287771136,44196397,2018-06-22 18:11:24+00:00,Fri Jun 22 18:11:24 +0000 2018,,,,
+4656,elonmusk,disapr_,It’s called Top Secret,18,505,34,1010221659054174208,https://twitter.com/elonmusk/status/1010221659054174208,44196397,2018-06-22 18:03:07+00:00,Fri Jun 22 18:03:07 +0000 2018,,,,
+4657,elonmusk,cybik,Yes,235,4998,119,1010214875295989760,https://twitter.com/elonmusk/status/1010214875295989760,44196397,2018-06-22 17:36:09+00:00,Fri Jun 22 17:36:09 +0000 2018,,,,
+4658,elonmusk,CateLuvsLondon,"When I was a kid, I built model airplanes, trainsets, rockets (mixed my own powder), explosives (kinda surprised I still have all fingers), a radio, lots of software. Built a primitive MRI machine in college.",109,1746,94,1010035029726990336,https://twitter.com/elonmusk/status/1010035029726990336,44196397,2018-06-22 05:41:31+00:00,Fri Jun 22 05:41:31 +0000 2018,,,,
+4659,elonmusk,vicentes,"Yeah, but I’m not sure what the big deal is. I like building things. If that ends up being useful work too, even better.",54,1445,36,1010028341921964032,https://twitter.com/elonmusk/status/1010028341921964032,44196397,2018-06-22 05:14:56+00:00,Fri Jun 22 05:14:56 +0000 2018,,,,
+4660,elonmusk,ddkilzer,We will add a config to lower the alert,13,383,19,1010027258684174338,https://twitter.com/elonmusk/status/1010027258684174338,44196397,2018-06-22 05:10:38+00:00,Fri Jun 22 05:10:38 +0000 2018,,,,
+4661,elonmusk,wk057,Apply light force to the steering wheel. Alert is being changed to this text.,47,2801,104,1010027104275087360,https://twitter.com/elonmusk/status/1010027104275087360,44196397,2018-06-22 05:10:01+00:00,Fri Jun 22 05:10:01 +0000 2018,,,,
+4662,elonmusk,hectorramos,Try saying “bug report”. Might work better. Ironic if the bug report about bug reports isn’t working :),15,480,22,1010005390283567104,https://twitter.com/elonmusk/status/1010005390283567104,44196397,2018-06-22 03:43:44+00:00,Fri Jun 22 03:43:44 +0000 2018,,,,
+4663,elonmusk,zaphodgjd,"Thanks for the feedback, will investigate",9,431,12,1010004813310877698,https://twitter.com/elonmusk/status/1010004813310877698,44196397,2018-06-22 03:41:27+00:00,Fri Jun 22 03:41:27 +0000 2018,,,,
+4664,elonmusk,corywright,Sure,4,296,8,1009972020749012992,https://twitter.com/elonmusk/status/1009972020749012992,44196397,2018-06-22 01:31:08+00:00,Fri Jun 22 01:31:08 +0000 2018,,,,
+4665,elonmusk,ToscaMusk,Congratulations!,17,785,18,1009971757959090176,https://twitter.com/elonmusk/status/1009971757959090176,44196397,2018-06-22 01:30:06+00:00,Fri Jun 22 01:30:06 +0000 2018,,,,
+4666,elonmusk,S_Padival,It’s actually pretty fun building electric cars. Product is useful to other people & good for environment. I think that’s fundamental goodness.,105,2403,61,1009970334592716801,https://twitter.com/elonmusk/status/1009970334592716801,44196397,2018-06-22 01:24:26+00:00,Fri Jun 22 01:24:26 +0000 2018,,,,
+4667,elonmusk,jacobinmag,"Btw, if anyone else wants to build this tunnel, please do so. It’s a lot of work.",453,9397,363,1009950544490741761,https://twitter.com/elonmusk/status/1009950544490741761,44196397,2018-06-22 00:05:48+00:00,Fri Jun 22 00:05:48 +0000 2018,,,,
+4668,elonmusk,jacobinmag,Stop being such a Jacobin ,58,1809,96,1009940354097807360,https://twitter.com/elonmusk/status/1009940354097807360,44196397,2018-06-21 23:25:18+00:00,Thu Jun 21 23:25:18 +0000 2018,,,,
+4669,elonmusk,,Frank Herbert & Falcon Heavy,293,7980,262,1009618544403808265,https://twitter.com/elonmusk/status/1009618544403808265,44196397,2018-06-21 02:06:33+00:00,Thu Jun 21 02:06:33 +0000 2018,,,,
+4670,elonmusk,,"Without change, something sleeps inside us, and seldom awakens. The sleeper must awaken. FH …",5815,40516,1157,1009613082770001920,https://twitter.com/elonmusk/status/1009613082770001920,44196397,2018-06-21 01:44:51+00:00,Thu Jun 21 01:44:51 +0000 2018,,,,
+4671,elonmusk,NASA,Dune. The spice must flow.,3252,31303,737,1009605123117670400,https://twitter.com/elonmusk/status/1009605123117670400,44196397,2018-06-21 01:13:13+00:00,Thu Jun 21 01:13:13 +0000 2018,,,,https://twitter.com/nasa/status/1009590475840466944
+4672,elonmusk,,,666,12795,362,1009603495476031494,https://twitter.com/elonmusk/status/1009603495476031494,44196397,2018-06-21 01:06:45+00:00,Thu Jun 21 01:06:45 +0000 2018,,,,
+4673,elonmusk,mayemusk,“We power the press” in 1997. Ironic.,81,2028,71,1009596699675725824,https://twitter.com/elonmusk/status/1009596699675725824,44196397,2018-06-21 00:39:45+00:00,Thu Jun 21 00:39:45 +0000 2018,,,,
+4674,elonmusk,,@Money23Green Thanks for coming by our car factory with @westcoastbill. Tesla team was super fired up to see you! Congrats on your victory!!,334,6767,71,1009571180989243392,https://twitter.com/elonmusk/status/1009571180989243392,44196397,2018-06-20 22:58:21+00:00,Wed Jun 20 22:58:21 +0000 2018,,@Money23Green @westcoastbill,,
+4675,elonmusk,georgezachary,"Crazy, that was over 22 years ago. Thanks for believing in us!",70,2767,40,1009559662549598208,https://twitter.com/elonmusk/status/1009559662549598208,44196397,2018-06-20 22:12:34+00:00,Wed Jun 20 22:12:34 +0000 2018,,,,
+4676,elonmusk,cfarivar,"There is more, but the actions of a few bad apples will not stop Tesla from reaching its goals. With 40,000 people, the worst 1 in 1000 will have issues. That’s still ~40 people.",55,598,60,1009484066159144962,https://twitter.com/elonmusk/status/1009484066159144962,44196397,2018-06-20 17:12:11+00:00,Wed Jun 20 17:12:11 +0000 2018,,,,
+4677,elonmusk,erikbryn,Today. It’s kinda there in US with welfare but rules are messed up and amount is too low.,29,504,38,1009482786934177793,https://twitter.com/elonmusk/status/1009482786934177793,44196397,2018-06-20 17:07:06+00:00,Wed Jun 20 17:07:06 +0000 2018,,,,
+4678,elonmusk,elonmusk,Also think there should be a universal basic income that doesn’t change even if you get a job. Productivity should be rewarded.,117,864,70,1009481756133580800,https://twitter.com/elonmusk/status/1009481756133580800,44196397,2018-06-20 17:03:00+00:00,Wed Jun 20 17:03:00 +0000 2018,,,,
+4679,elonmusk,adultswim,Because honey is a vegetable,485,6646,150,1009471275113123840,https://twitter.com/elonmusk/status/1009471275113123840,44196397,2018-06-20 16:21:21+00:00,Wed Jun 20 16:21:21 +0000 2018,,,,
+4680,elonmusk,Santiago7K,Considerably less so than our competitors (longer discussion),15,456,26,1009363765098250240,https://twitter.com/elonmusk/status/1009363765098250240,44196397,2018-06-20 09:14:09+00:00,Wed Jun 20 09:14:09 +0000 2018,,,,
+4681,elonmusk,vplikeTRUMP,"Yes, consumption tax is way better. Also, higher estate tax better than income/cap gains tax. Probability of progeny being equally excellent at capital allocation is not high.",32,578,41,1009362316536602625,https://twitter.com/elonmusk/status/1009362316536602625,44196397,2018-06-20 09:08:23+00:00,Wed Jun 20 09:08:23 +0000 2018,,,,
+4682,elonmusk,PeacefulChaos7,Exactly,10,321,8,1009353114938298368,https://twitter.com/elonmusk/status/1009353114938298368,44196397,2018-06-20 08:31:50+00:00,Wed Jun 20 08:31:50 +0000 2018,,,,
+4683,elonmusk,,"He’s obv wrong. Forcing function for any 100% mkt share monopolist to improve is weak & a national govt is that by fiat. One may find lowish correlation for negativity, but that does not mean low causation.",13,384,14,1009352456021553152,https://twitter.com/elonmusk/status/1009352456021553152,44196397,2018-06-20 08:29:13+00:00,Wed Jun 20 08:29:13 +0000 2018,,,,
+4684,elonmusk,EvilCorpGame,Great name. A little on the nose.,34,1755,14,1009349553667989505,https://twitter.com/elonmusk/status/1009349553667989505,44196397,2018-06-20 08:17:41+00:00,Wed Jun 20 08:17:41 +0000 2018,,,,
+4685,elonmusk,DanAloni,"That’s really decision about how good you think govt is at allocating capital. Buffett, for example, is vastly better than any govt at allocating capital. Consumption vs capital allocation extremely misunderstood. Biggest missing piece in public understanding of what “money” is.",36,549,27,1009349201677803520,https://twitter.com/elonmusk/status/1009349201677803520,44196397,2018-06-20 08:16:17+00:00,Wed Jun 20 08:16:17 +0000 2018,,,,
+4686,elonmusk,xJawz,"Yeah, all-inclusive tax rate of 40% seems about right. Below 30% is unrealistic for critical govt functions unless national defense is de facto outsourced & above 50% too negatively affects economic output.",208,4183,290,1009346561946480641,https://twitter.com/elonmusk/status/1009346561946480641,44196397,2018-06-20 08:05:47+00:00,Wed Jun 20 08:05:47 +0000 2018,,,,
+4687,elonmusk,BadAstronomer,Cool video,542,6984,175,1009213703995121664,https://twitter.com/elonmusk/status/1009213703995121664,44196397,2018-06-19 23:17:51+00:00,Tue Jun 19 23:17:51 +0000 2018,,,,https://twitter.com/badastronomer/status/1009212679876202496
+4688,elonmusk,ACLU,Thank you for helping those in need,1277,19981,320,1009200969253511168,https://twitter.com/elonmusk/status/1009200969253511168,44196397,2018-06-19 22:27:15+00:00,Tue Jun 19 22:27:15 +0000 2018,,,,https://twitter.com/aclu/status/1009186716593393664
+4689,elonmusk,TopDutchCom,"To be clear, Tesla European Headquarters will remain in Netherlands",67,627,63,1009164260151185408,https://twitter.com/elonmusk/status/1009164260151185408,44196397,2018-06-19 20:01:23+00:00,Tue Jun 19 20:01:23 +0000 2018,,,,
+4690,elonmusk,bonnienorman,Yup,25,1065,33,1009105044061413377,https://twitter.com/elonmusk/status/1009105044061413377,44196397,2018-06-19 16:06:05+00:00,Tue Jun 19 16:06:05 +0000 2018,,,,
+4691,elonmusk,FilmLadd,"That’s ridiculous, lions can’t vote, they don’t even have opposable thumbs. Also, they’d need 61%, so no.",411,8585,207,1009018120634187776,https://twitter.com/elonmusk/status/1009018120634187776,44196397,2018-06-19 10:20:41+00:00,Tue Jun 19 10:20:41 +0000 2018,,,,
+4692,elonmusk,,"Germany is a leading choice for Europe. Perhaps on the German-French border makes sense, near the Benelux countries",155,1270,341,1009014824280342529,https://twitter.com/elonmusk/status/1009014824280342529,44196397,2018-06-19 10:07:35+00:00,Tue Jun 19 10:07:35 +0000 2018,,,,
+4693,elonmusk,horn,Brevity is the sole meunière of wit,14,322,17,1009012996192890880,https://twitter.com/elonmusk/status/1009012996192890880,44196397,2018-06-19 10:00:19+00:00,Tue Jun 19 10:00:19 +0000 2018,,,,
+4694,elonmusk,light0seeker,Original Star Wars,28,623,32,1009011461924876288,https://twitter.com/elonmusk/status/1009011461924876288,44196397,2018-06-19 09:54:13+00:00,Tue Jun 19 09:54:13 +0000 2018,,,,
+4695,elonmusk,XxMrFredzzik,Hahaha,8,402,7,1009011170156556288,https://twitter.com/elonmusk/status/1009011170156556288,44196397,2018-06-19 09:53:04+00:00,Tue Jun 19 09:53:04 +0000 2018,,,,
+4696,elonmusk,LudaLisl,"Die fröhliche Wissenschaft und Eristische Dialektik: Die Kunst, Recht zu Behalten",29,489,12,1009010411041984513,https://twitter.com/elonmusk/status/1009010411041984513,44196397,2018-06-19 09:50:03+00:00,Tue Jun 19 09:50:03 +0000 2018,,,,
+4697,elonmusk,Zuckerberger,Das war ein unbeabsichtigter Witz ,35,1028,22,1009007159470780416,https://twitter.com/elonmusk/status/1009007159470780416,44196397,2018-06-19 09:37:07+00:00,Tue Jun 19 09:37:07 +0000 2018,,,,
+4698,elonmusk,horn,Vielleicht muss ich die Kirche im Dorf verlassen?,317,3641,140,1008995895986171904,https://twitter.com/elonmusk/status/1008995895986171904,44196397,2018-06-19 08:52:22+00:00,Tue Jun 19 08:52:22 +0000 2018,,,,
+4699,elonmusk,cyantist,Will do. Am enquiring on many channels. Regards to Scott.,12,509,30,1008976232510152704,https://twitter.com/elonmusk/status/1008976232510152704,44196397,2018-06-19 07:34:14+00:00,Tue Jun 19 07:34:14 +0000 2018,,,,
+4700,elonmusk,1world22gether,Do you know anyone who has gone there?,5,354,7,1008974776633659392,https://twitter.com/elonmusk/status/1008974776633659392,44196397,2018-06-19 07:28:27+00:00,Tue Jun 19 07:28:27 +0000 2018,,,,
+4701,elonmusk,cyantist,Where are they?,117,1920,73,1008974007259938821,https://twitter.com/elonmusk/status/1008974007259938821,44196397,2018-06-19 07:25:23+00:00,Tue Jun 19 07:25:23 +0000 2018,,,,
+4702,elonmusk,ManInTheHoody,Where are you going to march?,40,967,63,1008969670840311814,https://twitter.com/elonmusk/status/1008969670840311814,44196397,2018-06-19 07:08:09+00:00,Tue Jun 19 07:08:09 +0000 2018,,,,
+4703,elonmusk,dstressdotcom,That seems unlikely,5,331,8,1008968815630258176,https://twitter.com/elonmusk/status/1008968815630258176,44196397,2018-06-19 07:04:46+00:00,Tue Jun 19 07:04:46 +0000 2018,,,,
+4704,elonmusk,southernspit,"Just because I donate doesn’t mean I support every last thing a person or organization does, but I like all the people I’ve met from @ACLU. They really care about doing good.",56,1668,36,1008968645391810560,https://twitter.com/elonmusk/status/1008968645391810560,44196397,2018-06-19 07:04:05+00:00,Tue Jun 19 07:04:05 +0000 2018,,@ACLU,,
+4705,elonmusk,jgalerstein,I am one of the top donors to @ACLU,215,4533,123,1008963854624350210,https://twitter.com/elonmusk/status/1008963854624350210,44196397,2018-06-19 06:45:03+00:00,Tue Jun 19 06:45:03 +0000 2018,,@ACLU,,
+4706,elonmusk,somospostpc,"I couldn’t even keep the US in the Paris Accord, but if there is some way for me to help these kids I will do so",336,4657,173,1008960448681660417,https://twitter.com/elonmusk/status/1008960448681660417,44196397,2018-06-19 06:31:31+00:00,Tue Jun 19 06:31:31 +0000 2018,,,,
+4707,elonmusk,sasimons,I think so,5,325,19,1008958747312558080,https://twitter.com/elonmusk/status/1008958747312558080,44196397,2018-06-19 06:24:45+00:00,Tue Jun 19 06:24:45 +0000 2018,,,,
+4708,elonmusk,,I hope the kids are ok,760,10261,1043,1008953199963746304,https://twitter.com/elonmusk/status/1008953199963746304,44196397,2018-06-19 06:02:42+00:00,Tue Jun 19 06:02:42 +0000 2018,,,,
+4709,elonmusk,,Shelter,575,7734,423,1008952872375967744,https://twitter.com/elonmusk/status/1008952872375967744,44196397,2018-06-19 06:01:24+00:00,Tue Jun 19 06:01:24 +0000 2018,,,,https://m.youtube.com/watch?v=dYMrzXus3n4
+4710,elonmusk,AntVenom,You’re probably right. Maybe after Tesla drama calms down.,47,1081,78,1008935738270834689,https://twitter.com/elonmusk/status/1008935738270834689,44196397,2018-06-19 04:53:19+00:00,Tue Jun 19 04:53:19 +0000 2018,,,,
+4711,elonmusk,cfarivar,I’m at the factory a lot. Pretty good workout just walking around. It’s big.,15,428,17,1008935327124213760,https://twitter.com/elonmusk/status/1008935327124213760,44196397,2018-06-19 04:51:41+00:00,Tue Jun 19 04:51:41 +0000 2018,,,,
+4712,elonmusk,cfarivar,They look beautiful,7,355,15,1008920527673516032,https://twitter.com/elonmusk/status/1008920527673516032,44196397,2018-06-19 03:52:53+00:00,Tue Jun 19 03:52:53 +0000 2018,,,,
+4713,elonmusk,cfarivar,Will maybe do a media tour next week. Team deserves recognition. This was miraculous.,40,591,29,1008920523038867456,https://twitter.com/elonmusk/status/1008920523038867456,44196397,2018-06-19 03:52:52+00:00,Tue Jun 19 03:52:52 +0000 2018,,,,
+4714,elonmusk,PPathole,It’s actually way better than the factory building. More comfortable & a great view of the mountains.,26,514,32,1008919193259945986,https://twitter.com/elonmusk/status/1008919193259945986,44196397,2018-06-19 03:47:35+00:00,Tue Jun 19 03:47:35 +0000 2018,,,,
+4715,elonmusk,maysacha,Not sure we actually need a building. This tent is pretty sweet. Tesla Grohmann line is in place at Giga & spooling up now. They super kicked ass too. Heiliger Strohsack!,59,773,38,1008916455948148736,https://twitter.com/elonmusk/status/1008916455948148736,44196397,2018-06-19 03:36:42+00:00,Tue Jun 19 03:36:42 +0000 2018,,,,
+4716,elonmusk,JayPrisefighter,They also poured the concrete & built the whole assembly line using scrap we had in warehouses. And it’s way better than the other GA line that cost hundreds of millions!,40,967,70,1008913670707953664,https://twitter.com/elonmusk/status/1008913670707953664,44196397,2018-06-19 03:25:38+00:00,Tue Jun 19 03:25:38 +0000 2018,,,,
+4717,elonmusk,joshsteimle,No,9,349,14,1008912705737056256,https://twitter.com/elonmusk/status/1008912705737056256,44196397,2018-06-19 03:21:48+00:00,Tue Jun 19 03:21:48 +0000 2018,,,,
+4718,elonmusk,cfarivar,"Needed another general assembly line to reach 5k/week Model 3 production. A new building was impossible, so we built a giant tent in 2 weeks. Tesla team kfa!! Gah, love them so much ",683,12756,417,1008906087611883521,https://twitter.com/elonmusk/status/1008906087611883521,44196397,2018-06-19 02:55:30+00:00,Tue Jun 19 02:55:30 +0000 2018,,,,
+4719,elonmusk,scottlynch78,"You’re welcome, bad fiction writer 78",8,361,19,1008872597780508673,https://twitter.com/elonmusk/status/1008872597780508673,44196397,2018-06-19 00:42:25+00:00,Tue Jun 19 00:42:25 +0000 2018,,,,
+4720,elonmusk,cfarivar,"Dude, we are California, which is extremely pro union. People can form a union tomorrow & nothing Tesla could do to stop it. UAW can’t even get enough sigs to request a vote, cause they have nothing to offer.",68,941,36,1008860403051327488,https://twitter.com/elonmusk/status/1008860403051327488,44196397,2018-06-18 23:53:58+00:00,Mon Jun 18 23:53:58 +0000 2018,,,,
+4721,elonmusk,amendlocke,Your union brothers,207,1754,125,1008859105883066368,https://twitter.com/elonmusk/status/1008859105883066368,44196397,2018-06-18 23:48:49+00:00,Mon Jun 18 23:48:49 +0000 2018,,,,https://www.ilnews.org/news/statewide/testimony-uaw-rep-demanded-oral-sex-in-exchange-for-representation/article_af32a39c-fb0d-11e7-9623-0f0733ad841e.html
+4722,elonmusk,amendlocke,You won’t find pro-union either. The books are all about freedom. No one is forced to join any organization.,82,2481,78,1008858642550943745,https://twitter.com/elonmusk/status/1008858642550943745,44196397,2018-06-18 23:46:58+00:00,Mon Jun 18 23:46:58 +0000 2018,,,,
+4723,elonmusk,Keith_Wasserman,"Thanks, good advice",14,644,52,1008566142724497408,https://twitter.com/elonmusk/status/1008566142724497408,44196397,2018-06-18 04:24:41+00:00,Mon Jun 18 04:24:41 +0000 2018,,,,
+4724,elonmusk,FredericLambert,They have about three weeks before their short position explodes,276,1684,201,1008450201885872129,https://twitter.com/elonmusk/status/1008450201885872129,44196397,2018-06-17 20:43:58+00:00,Sun Jun 17 20:43:58 +0000 2018,,,,
+4725,elonmusk,c7five,Good points. Already mostly working in the developer software I’m driving.,18,515,27,1008445877197783040,https://twitter.com/elonmusk/status/1008445877197783040,44196397,2018-06-17 20:26:47+00:00,Sun Jun 17 20:26:47 +0000 2018,,,,
+4726,elonmusk,iamJeffTorres,Can’t wait for the new @RickandMorty season to start!,53,670,26,1008445446975512576,https://twitter.com/elonmusk/status/1008445446975512576,44196397,2018-06-17 20:25:05+00:00,Sun Jun 17 20:25:05 +0000 2018,,@RickandMorty,,
+4727,elonmusk,goombar3,"We’ve always provided healthcare, hourly wages above union & Tesla stock. Also, free drinks & snacks. Try to make it fun too. Top ten hourly workers cumulatively received Tesla stock now worth $1M to $2M. Nobody wants UAW, so UAW keeps trashing Tesla & me via 3rd parties.",76,934,43,1008443957603258368,https://twitter.com/elonmusk/status/1008443957603258368,44196397,2018-06-17 20:19:10+00:00,Sun Jun 17 20:19:10 +0000 2018,,,,
+4728,elonmusk,TaimurAbbas_,Glad you teach physics. That and critical thinking (ie how not to be tricked) are foundational for all kids to learn.,373,7352,91,1008441697506754560,https://twitter.com/elonmusk/status/1008441697506754560,44196397,2018-06-17 20:10:11+00:00,Sun Jun 17 20:10:11 +0000 2018,,,,
+4729,elonmusk,iamJeffTorres,"Yeah, I think we pretty much agree. Btw, great show.",10,398,9,1008439719900766208,https://twitter.com/elonmusk/status/1008439719900766208,44196397,2018-06-17 20:02:19+00:00,Sun Jun 17 20:02:19 +0000 2018,,,,
+4730,elonmusk,iamJeffTorres,"I think essential services, incl health care, should be taken care of by govt/taxpayers (socialist) & other parts of economy should be served by companies competing to serve the people (capitalist). Aka, the view held by most of America.",69,768,76,1008438394559451136,https://twitter.com/elonmusk/status/1008438394559451136,44196397,2018-06-17 19:57:03+00:00,Sun Jun 17 19:57:03 +0000 2018,,,,
+4731,elonmusk,mk_rodgers,They started it & attacked me personally,40,1132,116,1008437057700544512,https://twitter.com/elonmusk/status/1008437057700544512,44196397,2018-06-17 19:51:45+00:00,Sun Jun 17 19:51:45 +0000 2018,,,,
+4732,elonmusk,,Search UAW and “corruption”. Very long reading list. Great organization.,764,5883,451,1008435606714662912,https://twitter.com/elonmusk/status/1008435606714662912,44196397,2018-06-17 19:45:59+00:00,Sun Jun 17 19:45:59 +0000 2018,,,,https://www.detroitnews.com/story/business/autos/chrysler/2018/04/05/feds-raided-uaw-leader-house-amid-corruption-probe/33579403/
+4733,elonmusk,iamJeffTorres,“Profit” just means you earned more money than you spent & certainly does spark innovation. Jesus. This is obv a good thing & extremely hard. It has taken Tesla 15 years & we’re almost there. Every other US car company besides Ford & Tesla has gone bankrupt.,90,804,66,1008431653935435776,https://twitter.com/elonmusk/status/1008431653935435776,44196397,2018-06-17 19:30:16+00:00,Sun Jun 17 19:30:16 +0000 2018,,,,
+4734,elonmusk,SwiftOnSecurity,They don’t seem to think much or care about the future beyond a narrow horizon,50,885,35,1008427324298022912,https://twitter.com/elonmusk/status/1008427324298022912,44196397,2018-06-17 19:13:04+00:00,Sun Jun 17 19:13:04 +0000 2018,,,,
+4735,elonmusk,haymarketbooks,Engels wrote 2nd & 3rd volumes based on Marx’s “notes”. Less reliable.,37,832,59,1008423993999650816,https://twitter.com/elonmusk/status/1008423993999650816,44196397,2018-06-17 18:59:50+00:00,Sun Jun 17 18:59:50 +0000 2018,,,,
+4736,elonmusk,SwiftOnSecurity,"Wanted to help transition the world to sustainable, clean energy and extend life as we know it beyond Earth. Those problems require a lot of hardware.",74,901,33,1008423357774102528,https://twitter.com/elonmusk/status/1008423357774102528,44196397,2018-06-17 18:57:18+00:00,Sun Jun 17 18:57:18 +0000 2018,,,,
+4737,elonmusk,doctorow,"Wow, you know nothing & are worthy of contempt. The world is under massive attack due to climate change & you couldn’t care less.",25,431,17,1008422418753339392,https://twitter.com/elonmusk/status/1008422418753339392,44196397,2018-06-17 18:53:34+00:00,Sun Jun 17 18:53:34 +0000 2018,,,,
+4738,elonmusk,JohnnaCrider1,"Read it. Like the green, translucent Martian opal?",14,327,22,1008421697354018816,https://twitter.com/elonmusk/status/1008421697354018816,44196397,2018-06-17 18:50:42+00:00,Sun Jun 17 18:50:42 +0000 2018,,,,
+4739,elonmusk,JohnnaCrider1,Iron pyrite,8,358,25,1008419464067440641,https://twitter.com/elonmusk/status/1008419464067440641,44196397,2018-06-17 18:41:50+00:00,Sun Jun 17 18:41:50 +0000 2018,,,,
+4740,elonmusk,JimPuzzanghera,Congratulations to LA Times and Patrick Soon-Shiong!,22,753,16,1008418903448477696,https://twitter.com/elonmusk/status/1008418903448477696,44196397,2018-06-17 18:39:36+00:00,Sun Jun 17 18:39:36 +0000 2018,,,,
+4741,elonmusk,spookyozzy,"You’re just a troll/bot, but I will reply anyway. I arrived in Montreal at 17 by myself with $2k. No support, no contacts, nothing. Father said I’d fail & be back in 3 months.",45,640,79,1008411784603099136,https://twitter.com/elonmusk/status/1008411784603099136,44196397,2018-06-17 18:11:19+00:00,Sun Jun 17 18:11:19 +0000 2018,,,,
+4742,elonmusk,TESLAcharts,"I don’t want to see anyone lose their money. Or I will at least provide fair warning before it happens, as I have done in the past.",58,747,75,1008410980898914304,https://twitter.com/elonmusk/status/1008410980898914304,44196397,2018-06-17 18:08:07+00:00,Sun Jun 17 18:08:07 +0000 2018,,,,
+4743,elonmusk,slack2thefuture,You think all companies are bad and all unions good? That’s a very bigoted position.,35,545,288,1008409974299508736,https://twitter.com/elonmusk/status/1008409974299508736,44196397,2018-06-17 18:04:07+00:00,Sun Jun 17 18:04:07 +0000 2018,,,,
+4744,elonmusk,,Well said,5397,31570,1747,1008409208092438528,https://twitter.com/elonmusk/status/1008409208092438528,44196397,2018-06-17 18:01:05+00:00,Sun Jun 17 18:01:05 +0000 2018,,,,https://m.dailykos.com/stories/2018/5/29/1767826/-The-War-on-Tesla-Musk-and-the-Fight-for-the-Future
+4745,elonmusk,TESLAcharts,Then you’ll be fine,21,486,20,1008407906268602368,https://twitter.com/elonmusk/status/1008407906268602368,44196397,2018-06-17 17:55:54+00:00,Sun Jun 17 17:55:54 +0000 2018,,,,
+4746,elonmusk,JohnnaCrider1,Exactly. Our NDA is actually shorter & simpler than most.,11,336,10,1008406652431654912,https://twitter.com/elonmusk/status/1008406652431654912,44196397,2018-06-17 17:50:55+00:00,Sun Jun 17 17:50:55 +0000 2018,,,,
+4747,elonmusk,elonmusk,"...which clearly doesn’t work. UAW and Wall Street shorts know every detail of what’s happening at Tesla. Storm clouds are gathering, so they’re getting desperate.",24,372,8,1008406329398980608,https://twitter.com/elonmusk/status/1008406329398980608,44196397,2018-06-17 17:49:38+00:00,Sun Jun 17 17:49:38 +0000 2018,,,,
+4748,elonmusk,doctorow,"Then look a little closer, doctorow. Read the whole thread.",4,258,4,1008405624068104192,https://twitter.com/elonmusk/status/1008405624068104192,44196397,2018-06-17 17:46:50+00:00,Sun Jun 17 17:46:50 +0000 2018,,,,
+4749,elonmusk,indiemusicfan4,More propaganda. The NDA only prevents disclosure of Tesla proprietary IP or material non-public information (insider trading).,15,387,6,1008404991516631040,https://twitter.com/elonmusk/status/1008404991516631040,44196397,2018-06-17 17:44:19+00:00,Sun Jun 17 17:44:19 +0000 2018,,,,
+4750,elonmusk,TESLAcharts,How big is your short position? Just curious.,110,788,70,1008404147584921600,https://twitter.com/elonmusk/status/1008404147584921600,44196397,2018-06-17 17:40:58+00:00,Sun Jun 17 17:40:58 +0000 2018,,,,
+4751,elonmusk,BobbieBees,Union flyers are handed out all the time in the factory. I know because people in the factory laugh at the ridiculous propaganda & hand them to me. This one guy’s claim about being stopped once in a parking lot is false and irrelevant.,14,330,7,1008403122207612928,https://twitter.com/elonmusk/status/1008403122207612928,44196397,2018-06-17 17:36:54+00:00,Sun Jun 17 17:36:54 +0000 2018,,,,
+4752,elonmusk,doctorow,"I endorse freedom to form a union too, as well as freedom not to do so if they feel Tesla is a good company. UAW has major conflicts of interest & failed our car plant already when they abandoned us in 2010. Tesla can only hire 5% of applicants, so must be doing something right.",16,486,26,1008401637528895488,https://twitter.com/elonmusk/status/1008401637528895488,44196397,2018-06-17 17:31:00+00:00,Sun Jun 17 17:31:00 +0000 2018,,,,
+4753,elonmusk,dimas_______,"UAW doesn’t have 30% of signatures (about 6000 people) needed for a vote. They can’t even muster enough people for a free bbq. Instead, they’re getting paid trolls & far left shills to trash Tesla & me in press & social media. Such creeps.",32,575,36,1008397942653218816,https://twitter.com/elonmusk/status/1008397942653218816,44196397,2018-06-17 17:16:19+00:00,Sun Jun 17 17:16:19 +0000 2018,,,,
+4754,elonmusk,CappyAtLast,"I’m not against all unions, but UAW has a track record of destroying productivity so a company can’t compete on world market. Our current factory went bankrupt under UAW before we took it over. Don’t want Tesla to die too.",27,463,30,1008393868381843456,https://twitter.com/elonmusk/status/1008393868381843456,44196397,2018-06-17 17:00:07+00:00,Sun Jun 17 17:00:07 +0000 2018,,,,
+4755,elonmusk,Robotbeat,"I am too, of sorts. Govt (ie other taxpayers) should take care of critical needs of people, incl defense, judiciary, health care, etc. Rest should be companies competing to provide best product or service to the people.",28,495,57,1008392599210561537,https://twitter.com/elonmusk/status/1008392599210561537,44196397,2018-06-17 16:55:05+00:00,Sun Jun 17 16:55:05 +0000 2018,,,,
+4756,elonmusk,AntVenom,"Was originally called Puff the Magic Dragon, as people said I was high if though it could work, so I named it after their insult.",37,707,24,1008390757596581888,https://twitter.com/elonmusk/status/1008390757596581888,44196397,2018-06-17 16:47:46+00:00,Sun Jun 17 16:47:46 +0000 2018,,,,
+4757,elonmusk,doctorow,"Iain certainly wasn’t pro-union in the Culture books. At all. And wouldn’t be in the case of Tesla. Banks was about freedom through & through. Maybe for a single buyer (monopsony) vs single seller (monopoly), I would be too, but that’s a special case.",33,778,94,1008389798740963329,https://twitter.com/elonmusk/status/1008389798740963329,44196397,2018-06-17 16:43:57+00:00,Sun Jun 17 16:43:57 +0000 2018,,,,
+4758,elonmusk,Shaynooooo,,32,593,14,1008386640685850624,https://twitter.com/elonmusk/status/1008386640685850624,44196397,2018-06-17 16:31:24+00:00,Sun Jun 17 16:31:24 +0000 2018,,,,https://m.youtube.com/watch?v=HWnGZf4mBGs
+4759,elonmusk,leechy3,"SX 300 & soon SX 500. Kind of a modern version of Inconel superalloys. High strength at temperature, extreme oxidation resistance. Needed for ~800 atmosphere, hot, oxygen-rich turbopump on Raptor rocket engine.",45,611,29,1008385171744174080,https://twitter.com/elonmusk/status/1008385171744174080,44196397,2018-06-17 16:25:34+00:00,Sun Jun 17 16:25:34 +0000 2018,,,,
+4760,elonmusk,kausthav_ray,"Structures, engines, avionics, guidance & control software, new alloys, space lasers (ooh, maybe I shouldn’t have said that) …",688,12861,300,1008382743606988800,https://twitter.com/elonmusk/status/1008382743606988800,44196397,2018-06-17 16:15:55+00:00,Sun Jun 17 16:15:55 +0000 2018,,,,
+4761,elonmusk,mayemusk,Love you too ,47,2051,40,1008381974266798080,https://twitter.com/elonmusk/status/1008381974266798080,44196397,2018-06-17 16:12:52+00:00,Sun Jun 17 16:12:52 +0000 2018,,,,
+4762,elonmusk,johngoo, ,36,630,41,1008326131798269952,https://twitter.com/elonmusk/status/1008326131798269952,44196397,2018-06-17 12:30:58+00:00,Sun Jun 17 12:30:58 +0000 2018,,,,
+4763,elonmusk,RealMariaLove,Fair point,9,606,24,1008324562663043074,https://twitter.com/elonmusk/status/1008324562663043074,44196397,2018-06-17 12:24:44+00:00,Sun Jun 17 12:24:44 +0000 2018,,,,
+4764,elonmusk,,"Auto-semiotic asphyxiation (sorry, couldn’t resist)",204,4781,245,1008318961539137537,https://twitter.com/elonmusk/status/1008318961539137537,44196397,2018-06-17 12:02:28+00:00,Sun Jun 17 12:02:28 +0000 2018,,,,
+4765,elonmusk,elonmusk,And I don’t trust that Engels guy. He could have made up most of 2nd & 3rd volumes. Nobody actually knows.,83,746,40,1008315086903996417,https://twitter.com/elonmusk/status/1008315086903996417,44196397,2018-06-17 11:47:04+00:00,Sun Jun 17 11:47:04 +0000 2018,,,,
+4766,elonmusk,drgitlin,Your math isn’t very good. Would require 61%. And what’s your issue anyway? Better suggestions are welcome.,83,2424,107,1008314270096896000,https://twitter.com/elonmusk/status/1008314270096896000,44196397,2018-06-17 11:43:50+00:00,Sun Jun 17 11:43:50 +0000 2018,,,,
+4767,elonmusk,,The Semi-erotics of Evil,1525,9789,656,1008191818788302849,https://twitter.com/elonmusk/status/1008191818788302849,44196397,2018-06-17 03:37:15+00:00,Sun Jun 17 03:37:15 +0000 2018,,,,https://m.youtube.com/watch?v=SP2Kgabnaeo
+4768,elonmusk,thetomzone,I dare you to stop following me. Do it.,66,2465,70,1008176356033814528,https://twitter.com/elonmusk/status/1008176356033814528,44196397,2018-06-17 02:35:48+00:00,Sun Jun 17 02:35:48 +0000 2018,,,,
+4769,elonmusk,,Ok,621,5795,126,1008175546830938113,https://twitter.com/elonmusk/status/1008175546830938113,44196397,2018-06-17 02:32:36+00:00,Sun Jun 17 02:32:36 +0000 2018,,,,
+4770,elonmusk,robertwiblin,The enemy of my enemy is myself,8427,69624,928,1008170402969841664,https://twitter.com/elonmusk/status/1008170402969841664,44196397,2018-06-17 02:12:09+00:00,Sun Jun 17 02:12:09 +0000 2018,,,,https://twitter.com/robertwiblin/status/1008148499433738240
+4771,elonmusk,worldout_42,Exactly,8,315,7,1008166534399680513,https://twitter.com/elonmusk/status/1008166534399680513,44196397,2018-06-17 01:56:47+00:00,Sun Jun 17 01:56:47 +0000 2018,,,,
+4772,elonmusk,_Alex_Shea_,Libertinarian,34,844,29,1008164588867555329,https://twitter.com/elonmusk/status/1008164588867555329,44196397,2018-06-17 01:49:03+00:00,Sun Jun 17 01:49:03 +0000 2018,,,,
+4773,elonmusk,michaelshermer,"Direct democracy by the people. Laws must be short, as there is trickery in length. Automatic expiration of rules to prevent death by bureaucracy. Any rule can be removed by 40% of people to overcome inertia. Freedom.",2376,18856,1787,1008124944289370113,https://twitter.com/elonmusk/status/1008124944289370113,44196397,2018-06-16 23:11:31+00:00,Sat Jun 16 23:11:31 +0000 2018,,,,
+4774,elonmusk,rkn_dev,The mind sacrificing itself in the final ship battle,22,836,42,1008122748361568257,https://twitter.com/elonmusk/status/1008122748361568257,44196397,2018-06-16 23:02:47+00:00,Sat Jun 16 23:02:47 +0000 2018,,,,
+4775,elonmusk,FredoDeSmet,"All of them, especially Surface Detail",38,1357,74,1008121639337320454,https://twitter.com/elonmusk/status/1008121639337320454,44196397,2018-06-16 22:58:23+00:00,Sat Jun 16 22:58:23 +0000 2018,,,,
+4776,elonmusk,,"If you must know, I am a utopian anarchist of the kind best described by Iain Banks",3006,32663,1954,1008120904759402501,https://twitter.com/elonmusk/status/1008120904759402501,44196397,2018-06-16 22:55:28+00:00,Sat Jun 16 22:55:28 +0000 2018,,,,
+4777,elonmusk,durrani_sardari,I disagree with that goal & gave away Tesla patents to help other companies,39,560,22,1008114586392846336,https://twitter.com/elonmusk/status/1008114586392846336,44196397,2018-06-16 22:30:21+00:00,Sat Jun 16 22:30:21 +0000 2018,,,,https://www.tesla.com/blog/all-our-patent-are-belong-you
+4778,elonmusk,NelStamp,"If I’m not a communist, why do I make red cars ",92,830,48,1008111802448777216,https://twitter.com/elonmusk/status/1008111802448777216,44196397,2018-06-16 22:19:18+00:00,Sat Jun 16 22:19:18 +0000 2018,,,,
+4779,elonmusk,,"Very appealing if you’re a sophomore in college. It’s a counterpoint to communism and useful as such, but should be tempered with kindness.",17,629,18,1008109905209843712,https://twitter.com/elonmusk/status/1008109905209843712,44196397,2018-06-16 22:11:45+00:00,Sat Jun 16 22:11:45 +0000 2018,,,,
+4780,elonmusk,Gubisoul,That is why it is critical to support competition. Excess profits draw in competitors who then drive down prices.,97,1287,88,1008107926895185921,https://twitter.com/elonmusk/status/1008107926895185921,44196397,2018-06-16 22:03:54+00:00,Sat Jun 16 22:03:54 +0000 2018,,,,
+4781,elonmusk,soniasimone,lol,52,1053,13,1008102269944860672,https://twitter.com/elonmusk/status/1008102269944860672,44196397,2018-06-16 21:41:25+00:00,Sat Jun 16 21:41:25 +0000 2018,,,,
+4782,elonmusk,monongahelaEX,"Read Das Kapital when I was 14, incl cross-checking English translation of original German. Adam Smith FTW obv. Ironically, future automation will naturally lead to greater equality of consumption. Monopolies are true enemy of people. Competing to serve is good.",176,1920,168,1008101573472354304,https://twitter.com/elonmusk/status/1008101573472354304,44196397,2018-06-16 21:38:39+00:00,Sat Jun 16 21:38:39 +0000 2018,,,,
+4783,elonmusk,Model3Owners,Might actually be his!,25,1221,64,1008083495107772416,https://twitter.com/elonmusk/status/1008083495107772416,44196397,2018-06-16 20:26:49+00:00,Sat Jun 16 20:26:49 +0000 2018,,,,
+4784,elonmusk,,Amazing work by Tesla team. Built entire new general assembly line in 3 weeks w minimal resources. Love u guys so much! Pic of 1st Model 3 dual motor performance coming off the line …,4458,47826,1463,1008081295090450432,https://twitter.com/elonmusk/status/1008081295090450432,44196397,2018-06-16 20:18:04+00:00,Sat Jun 16 20:18:04 +0000 2018,,,,
+4785,elonmusk,fnord3125,You’re a docile puppet of the UAW. Be honest about what you are.,9,452,17,1008079815667113984,https://twitter.com/elonmusk/status/1008079815667113984,44196397,2018-06-16 20:12:11+00:00,Sat Jun 16 20:12:11 +0000 2018,,,,
+4786,elonmusk,christapeterso,Yes,7,273,9,1008078826386087936,https://twitter.com/elonmusk/status/1008078826386087936,44196397,2018-06-16 20:08:16+00:00,Sat Jun 16 20:08:16 +0000 2018,,,,
+4787,elonmusk,NickAPappas,Sigh,38,2023,51,1008014213741150208,https://twitter.com/elonmusk/status/1008014213741150208,44196397,2018-06-16 15:51:31+00:00,Sat Jun 16 15:51:31 +0000 2018,,,,
+4788,elonmusk,,"By the way, I am actually a socialist. Just not the kind that shifts resources from most productive to least productive, pretending to do good, while actually causing harm. True socialism seeks greatest good for all.",5483,42752,3703,1008013111058526209,https://twitter.com/elonmusk/status/1008013111058526209,44196397,2018-06-16 15:47:08+00:00,Sat Jun 16 15:47:08 +0000 2018,,,,
+4789,elonmusk,,“No sense of humor” is certainly proving itself true. Good grief! How many socialists does it take to screw in a lightbulb? Answer: That’s not funny!!,5627,50306,1152,1008012300979077121,https://twitter.com/elonmusk/status/1008012300979077121,44196397,2018-06-16 15:43:55+00:00,Sat Jun 16 15:43:55 +0000 2018,,,,
+4790,elonmusk,,"Boys High is a government school for anyone local, which we were",8,475,12,1008009529223598081,https://twitter.com/elonmusk/status/1008009529223598081,44196397,2018-06-16 15:32:54+00:00,Sat Jun 16 15:32:54 +0000 2018,,,,
+4791,elonmusk,KevinOConnorNBA,Lake Show,816,5266,112,1007787164308869120,https://twitter.com/elonmusk/status/1007787164308869120,44196397,2018-06-16 00:49:18+00:00,Sat Jun 16 00:49:18 +0000 2018,,,,
+4792,elonmusk,,"Heading back into the factory, so that’s enough for now. Don’t take my Tweet too seriously. For one thing, it’s called a “Tweet”.",1536,25465,768,1007780580396683267,https://twitter.com/elonmusk/status/1007780580396683267,44196397,2018-06-16 00:23:08+00:00,Sat Jun 16 00:23:08 +0000 2018,,,,
+4793,elonmusk,elmaddogg,No,3,275,12,1007775323822460929,https://twitter.com/elonmusk/status/1007775323822460929,44196397,2018-06-16 00:02:15+00:00,Sat Jun 16 00:02:15 +0000 2018,,,,
+4794,elonmusk,tinytacotown,My father has no money. Only reason he even has a house is because my brother & I bought it for him on condition that he not cause harm to others. That obviously failed.,92,2052,113,1007774899556028416,https://twitter.com/elonmusk/status/1007774899556028416,44196397,2018-06-16 00:00:34+00:00,Sat Jun 16 00:00:34 +0000 2018,,,,
+4795,elonmusk,CarltonTSC,"There is considerable confusion between wealth as consumption & wealth as labor allocation. By latter measure, anyone in govt whose budget exceeds $1B is a billionaire. Government is the largest corporation.",1406,10496,450,1007768708779999237,https://twitter.com/elonmusk/status/1007768708779999237,44196397,2018-06-15 23:35:58+00:00,Fri Jun 15 23:35:58 +0000 2018,,,,
+4796,elonmusk,,Socialism vs capitalism is not even the right question. What really matters is avoiding monopolies that restrict people’s freedom.,22712,106549,3077,1007766450256392192,https://twitter.com/elonmusk/status/1007766450256392192,44196397,2018-06-15 23:26:59+00:00,Fri Jun 15 23:26:59 +0000 2018,,,,
+4797,elonmusk,Jack_Frodo,Universal income will be necessary over time if AI takes over most human jobs,720,6782,431,1007762646182047744,https://twitter.com/elonmusk/status/1007762646182047744,44196397,2018-06-15 23:11:52+00:00,Fri Jun 15 23:11:52 +0000 2018,,,,
+4798,elonmusk,elonmusk,Marx was a capitalist. He even wrote a book about it.,2527,9114,1898,1007758296336330753,https://twitter.com/elonmusk/status/1007758296336330753,44196397,2018-06-15 22:54:35+00:00,Fri Jun 15 22:54:35 +0000 2018,,,,
+4799,elonmusk,AntVenom,A socialist,1399,16629,662,1007757625646182400,https://twitter.com/elonmusk/status/1007757625646182400,44196397,2018-06-15 22:51:55+00:00,Fri Jun 15 22:51:55 +0000 2018,,,,
+4800,elonmusk,,"Those who proclaim themselves “socialists” are usually depressing, have no sense of humor & attended an expensive college. Fate loves irony.",39516,166633,5671,1007752686878388224,https://twitter.com/elonmusk/status/1007752686878388224,44196397,2018-06-15 22:32:18+00:00,Fri Jun 15 22:32:18 +0000 2018,,,,
+4801,elonmusk,,What is yours?,7,355,45,1007680749326065664,https://twitter.com/elonmusk/status/1007680749326065664,44196397,2018-06-15 17:46:27+00:00,Fri Jun 15 17:46:27 +0000 2018,,,,
+4802,elonmusk,BlackSocialists,What is your utopia?,43,477,101,1007680326934585344,https://twitter.com/elonmusk/status/1007680326934585344,44196397,2018-06-15 17:44:46+00:00,Fri Jun 15 17:44:46 +0000 2018,,,,
+4803,elonmusk,MobiiliMika,The future is a set of branching probability streams. Some actions by humanity have an extremely leveraged effect on shape & size of those streams.,194,1418,74,1007679828303024128,https://twitter.com/elonmusk/status/1007679828303024128,44196397,2018-06-15 17:42:47+00:00,Fri Jun 15 17:42:47 +0000 2018,,,,
+4804,elonmusk,,Strongly disagree. I love humanity.,40,684,36,1007669712539414528,https://twitter.com/elonmusk/status/1007669712539414528,44196397,2018-06-15 17:02:35+00:00,Fri Jun 15 17:02:35 +0000 2018,,,,
+4805,elonmusk,LanceUlanoff,"Already did. Meant to go longer, but ran out of time.",272,2578,51,1007669485065547776,https://twitter.com/elonmusk/status/1007669485065547776,44196397,2018-06-15 17:01:41+00:00,Fri Jun 15 17:01:41 +0000 2018,,,,
+4806,elonmusk,lea_bitterwolf,I always wanted to do a terms & conditions cover of Green Eggs & Ham,45,1318,18,1007668628794175489,https://twitter.com/elonmusk/status/1007668628794175489,44196397,2018-06-15 16:58:17+00:00,Fri Jun 15 16:58:17 +0000 2018,,,,
+4807,elonmusk,gcortes,Foundation Series & Zeroth Law are fundamental to creation of SpaceX,113,1218,43,1007668113591005184,https://twitter.com/elonmusk/status/1007668113591005184,44196397,2018-06-15 16:56:14+00:00,Fri Jun 15 16:56:14 +0000 2018,,,,
+4808,elonmusk,PaulVerstegen1,I love Banks. Best books in recent years imo are Iain Banks & George Martin.,57,783,55,1007667617060941824,https://twitter.com/elonmusk/status/1007667617060941824,44196397,2018-06-15 16:54:16+00:00,Fri Jun 15 16:54:16 +0000 2018,,,,
+4809,elonmusk,jlgolson,"Given how bad I am at poetry, probably Vogon",81,2214,62,1007667079892254720,https://twitter.com/elonmusk/status/1007667079892254720,44196397,2018-06-15 16:52:08+00:00,Fri Jun 15 16:52:08 +0000 2018,,,,
+4810,elonmusk,,Should prob articulate philosophy underlying my actions. It’s pretty simple & mostly influenced by Douglas Adams & Isaac Asimov.,2310,26987,1231,1007665949044928517,https://twitter.com/elonmusk/status/1007665949044928517,44196397,2018-06-15 16:47:38+00:00,Fri Jun 15 16:47:38 +0000 2018,,,,
+4811,elonmusk,annerajb,My donations are anonymous,88,2270,55,1007664788325818369,https://twitter.com/elonmusk/status/1007664788325818369,44196397,2018-06-15 16:43:01+00:00,Fri Jun 15 16:43:01 +0000 2018,,,,
+4812,elonmusk,FredericLambert,Already sold >$100M TSLA for charity. Will do about that every few years. Major disbursements in about 20 years when Tesla is steady state.,162,2490,53,1007663283648647169,https://twitter.com/elonmusk/status/1007663283648647169,44196397,2018-06-15 16:37:02+00:00,Fri Jun 15 16:37:02 +0000 2018,,,,
+4813,elonmusk,NorbertElekes,"My “pay” is in options, which only matter if stock goes up & I sell. Will use that to make life multiplanetary, help education & environment on Earth w my foundation. Just don’t want us to be sad about the future.",13303,77551,1408,1007647898161463297,https://twitter.com/elonmusk/status/1007647898161463297,44196397,2018-06-15 15:35:54+00:00,Fri Jun 15 15:35:54 +0000 2018,,,,https://twitter.com/norbertelekes/status/1007635225675993089
+4814,elonmusk,ralphbakshi,Dankonia,977,10698,121,1007076304095625216,https://twitter.com/elonmusk/status/1007076304095625216,44196397,2018-06-14 01:44:36+00:00,Thu Jun 14 01:44:36 +0000 2018,,,,
+4815,elonmusk,korihale,We use less than 3% cobalt in our batteries & will use none in next gen,939,13364,314,1006968985760366592,https://twitter.com/elonmusk/status/1006968985760366592,44196397,2018-06-13 18:38:09+00:00,Wed Jun 13 18:38:09 +0000 2018,,,,
+4816,elonmusk,kwang0429,"Yes, interface will change with Version 9 software",32,650,22,1006951781069291521,https://twitter.com/elonmusk/status/1006951781069291521,44196397,2018-06-13 17:29:47+00:00,Wed Jun 13 17:29:47 +0000 2018,,,,
+4817,elonmusk,ifnd323,"Will be adjusting screen alert to clarify that we mean “slight up or downward force on the wheel”, not really “hold the wheel”",18,498,103,1006755636141424640,https://twitter.com/elonmusk/status/1006755636141424640,44196397,2018-06-13 04:30:22+00:00,Wed Jun 13 04:30:22 +0000 2018,,,,
+4818,elonmusk,arctechinc,"Some very, very tough calls. Had to let go of good people, but I think they will find new jobs quickly.",63,2337,122,1006643600891842561,https://twitter.com/elonmusk/status/1006643600891842561,44196397,2018-06-12 21:05:11+00:00,Tue Jun 12 21:05:11 +0000 2018,,,,
+4819,elonmusk,,"Difficult, but necessary Tesla reorg underway. My email to the company has already leaked to media. Here it is unfiltered:",10132,68809,1865,1006597562156003328,https://twitter.com/elonmusk/status/1006597562156003328,44196397,2018-06-12 18:02:15+00:00,Tue Jun 12 18:02:15 +0000 2018,,,,
+4820,elonmusk,NabilZouhir1,That is actual footage,25,854,26,1006312299244605441,https://twitter.com/elonmusk/status/1006312299244605441,44196397,2018-06-11 23:08:43+00:00,Mon Jun 11 23:08:43 +0000 2018,,,,
+4821,elonmusk,mayemusk,Back in the Precambrian era when the main form of life was a sponge,45,915,44,1006311825833541632,https://twitter.com/elonmusk/status/1006311825833541632,44196397,2018-06-11 23:06:50+00:00,Mon Jun 11 23:06:50 +0000 2018,,,,
+4822,elonmusk,joerogan,Thanks! Have heard universally great things about your podcasts.,497,9285,384,1005951447169581056,https://twitter.com/elonmusk/status/1005951447169581056,44196397,2018-06-10 23:14:49+00:00,Sun Jun 10 23:14:49 +0000 2018,,,,
+4823,elonmusk,garyflickinger,"Of course, but it’s the kind of hustle that you like even with full knowledge. People can obv read the Internet & anyone who wants a refund will get one. I predict basically zero. The honest-to-goodness fun value is amazing & we’re never going to make them again.",24,676,88,1005907548476588032,https://twitter.com/elonmusk/status/1005907548476588032,44196397,2018-06-10 20:20:23+00:00,Sun Jun 10 20:20:23 +0000 2018,,,,
+4824,elonmusk,Erdayastronaut,"Trade is just that Roadster becomes a 2 seater instead of a 2+2. COPV in place of the kid seats, which is prob wise for many reasons",54,987,47,1005904638137139200,https://twitter.com/elonmusk/status/1005904638137139200,44196397,2018-06-10 20:08:49+00:00,Sun Jun 10 20:08:49 +0000 2018,,,,
+4825,elonmusk,Lord_Lima_Bean,"Exactly. Total energy stored even in ultra compressed air is low vs battery, but power output is insane. The composite overwrapped pressure vessel (COPV) is most advanced ever made. It’s what SpaceX is qualifying for NASA crewed missions. Extremely robust — literally bulletproof.",67,976,53,1005902575353204736,https://twitter.com/elonmusk/status/1005902575353204736,44196397,2018-06-10 20:00:37+00:00,Sun Jun 10 20:00:37 +0000 2018,,,,
+4826,elonmusk,Caio_1999_,Not recommended for urban environments,20,612,20,1005900081793359872,https://twitter.com/elonmusk/status/1005900081793359872,44196397,2018-06-10 19:50:42+00:00,Sun Jun 10 19:50:42 +0000 2018,,,,
+4827,elonmusk,ThatGuyKnapp,Yes,17,606,20,1005899638665240576,https://twitter.com/elonmusk/status/1005899638665240576,44196397,2018-06-10 19:48:57+00:00,Sun Jun 10 19:48:57 +0000 2018,,,,
+4828,elonmusk,poriya_ravi,"The actual amount of time I spend on Twitter is tiny. My tweets are literally what I’m thinking at the moment, not carefully crafted corporate bs, which is really just banal propaganda.",161,1507,62,1005899053551370240,https://twitter.com/elonmusk/status/1005899053551370240,44196397,2018-06-10 19:46:37+00:00,Sun Jun 10 19:46:37 +0000 2018,,,,
+4829,elonmusk,oheather1337,It is amazingly hard to find a simple solution. A complicated one is relatively easy.,112,1170,38,1005896761091604480,https://twitter.com/elonmusk/status/1005896761091604480,44196397,2018-06-10 19:37:31+00:00,Sun Jun 10 19:37:31 +0000 2018,,,,
+4830,elonmusk,WorldAndScience,Love this design. Simpler the better.,435,14147,168,1005884215039176704,https://twitter.com/elonmusk/status/1005884215039176704,44196397,2018-06-10 18:47:39+00:00,Sun Jun 10 18:47:39 +0000 2018,,,,
+4831,elonmusk,SpaceRangerDash,Add an R for Roadster ,22,599,36,1005879678895177729,https://twitter.com/elonmusk/status/1005879678895177729,44196397,2018-06-10 18:29:38+00:00,Sun Jun 10 18:29:38 +0000 2018,,,,
+4832,elonmusk,raptorweb,"Sigh. This is crux of matter: can’t make system too annoying or people won’t use it, negatively affecting safety, but also can’t allow people to get too complacent or safety again suffers. Latest update should have a positive effect on latter issue especially.",25,587,76,1005879049493725186,https://twitter.com/elonmusk/status/1005879049493725186,44196397,2018-06-10 18:27:08+00:00,Sun Jun 10 18:27:08 +0000 2018,,,,
+4833,elonmusk,Off_thewalls,A lot of people whose judgment I respect have suggested this. Sounds like a good idea. Will do so after Model 3 production reaches 5k/week steady.,292,6234,73,1005877098035048448,https://twitter.com/elonmusk/status/1005877098035048448,44196397,2018-06-10 18:19:23+00:00,Sun Jun 10 18:19:23 +0000 2018,,,,
+4834,elonmusk,VHollywood21,"Yes. Hopefully, I’m not tempting fate too much with that date. It was meant as a joke, but is about the right actual timing.",20,543,17,1005876491345752064,https://twitter.com/elonmusk/status/1005876491345752064,44196397,2018-06-10 18:16:58+00:00,Sun Jun 10 18:16:58 +0000 2018,,,,
+4835,elonmusk,MKBHD,Will do,330,11297,205,1005875421999554560,https://twitter.com/elonmusk/status/1005875421999554560,44196397,2018-06-10 18:12:43+00:00,Sun Jun 10 18:12:43 +0000 2018,,,,
+4836,elonmusk,bartjehoel,"Correct, pure electric. Wish orbital rockets could be so too, but there’s no escaping Newton’s Third Law. SpaceX is already developing high efficiency CO2 capture with H2O to form liquid CH4 (methane) & O2. Critical for propellant production at Mars Base Alpha.",113,1321,55,1005874658015522816,https://twitter.com/elonmusk/status/1005874658015522816,44196397,2018-06-10 18:09:41+00:00,Sun Jun 10 18:09:41 +0000 2018,,,,
+4837,elonmusk,MKBHD,"You have my word, Marques. Next gen Roadster will be absolutely out of this world. For those who love to drive, there is no finer car in history and we don’t think there will be another.",1073,17229,198,1005788654386606080,https://twitter.com/elonmusk/status/1005788654386606080,44196397,2018-06-10 12:27:56+00:00,Sun Jun 10 12:27:56 +0000 2018,,,,
+4838,elonmusk,LanceUlanoff,"Note, gas contained would be ultra high pressure air in a SpaceX rocket COPV bottle. The air exiting the thrusters would immediately be replenished whenever vehicle pack power draw allowed operation of the air pump, which is most of the time.",201,3320,111,1005785859558273024,https://twitter.com/elonmusk/status/1005785859558273024,44196397,2018-06-10 12:16:50+00:00,Sun Jun 10 12:16:50 +0000 2018,,,,
+4839,elonmusk,LanceUlanoff,"Intent of new Tesla Roadster is to beat gas sports cars on every performance metric by far, no exceptions, thus transferring the “halo crown” effect gas cars have as the top speed leaders over to pure electric.",407,5228,145,1005784176950370305,https://twitter.com/elonmusk/status/1005784176950370305,44196397,2018-06-10 12:10:09+00:00,Sun Jun 10 12:10:09 +0000 2018,,,,
+4840,elonmusk,anandrajk,"That issue is better in latest Autopilot software rolling out now & fully fixed in August update as part of our long-awaited Tesla Version 9. To date, Autopilot resources have rightly focused entirely on safety. With V9, we will begin to enable full self-driving features.",147,1032,86,1005782088841232385,https://twitter.com/elonmusk/status/1005782088841232385,44196397,2018-06-10 12:01:51+00:00,Sun Jun 10 12:01:51 +0000 2018,,,,
+4841,elonmusk,,"This is why I’m not impressed when reporters who were literally in junior high while I was in newsrooms all round the world say that if I only knew how newsrooms really worked, then I’d know everything’s fine & no need for a media credibility rating system like Pravduh ",2087,24483,648,1005699514630471680,https://twitter.com/elonmusk/status/1005699514630471680,44196397,2018-06-10 06:33:43+00:00,Sun Jun 10 06:33:43 +0000 2018,,,,
+4842,elonmusk,,"Zip2 also built a newspaper publishing platform that brought hundreds of regional & city papers online for the first time, and made major functionality advancements to the NY Times, Boston Globe & Knight-Ridder websites. NYT, KR & Hearst were all major investors in Zip2.",704,11928,128,1005695924318842880,https://twitter.com/elonmusk/status/1005695924318842880,44196397,2018-06-10 06:19:27+00:00,Sun Jun 10 06:19:27 +0000 2018,,,,
+4843,elonmusk,trace_remick,20 years of intense programming on extremely weak CPUs with nothing for memory & a straw for bandwidth tends to burn itself onto your like a branding iron. Can still remember trying to squeeze fractions of a millisecond out of the /?€}%$&amp; fetch_joystick_state function.,43,810,29,1005662117796540416,https://twitter.com/elonmusk/status/1005662117796540416,44196397,2018-06-10 04:05:07+00:00,Sun Jun 10 04:05:07 +0000 2018,,,,
+4844,elonmusk,elonmusk,"In early 90s, I wrote a multitasker for PCs that spoofed the CPU & CD-ROM to act in parallel, so could read video continuously while player sprite moved smoothly. Required C++, assembly & direct flipping of CPU registers. That company’s name was Rocket Science. Fate loves irony.",80,1127,52,1005643673353064448,https://twitter.com/elonmusk/status/1005643673353064448,44196397,2018-06-10 02:51:50+00:00,Sun Jun 10 02:51:50 +0000 2018,,,,
+4845,elonmusk,FredericLambert,"That’s quite a blast from the past! After my Zip2 experience w patents, I felt that patents (particularly software) inhibited innovation, instead of fostering it. I aspired to file zero patents after that. In 2014, we open-sourced all Tesla patents",104,1004,40,1005639487995592705,https://twitter.com/elonmusk/status/1005639487995592705,44196397,2018-06-10 02:35:12+00:00,Sun Jun 10 02:35:12 +0000 2018,,,,https://www.tesla.com/blog/all-our-patent-are-belong-you
+4846,elonmusk,,"At Zip2, I wrote entire V1 of software for drawing vector maps & calculating point to point directions anywhere in US (first ever company to do so), as well as white pages & business listings w reviews (an early Yelp). Also wrote V1 of classifieds, autotrading & real estate apps.",1121,15633,300,1005596879848030209,https://twitter.com/elonmusk/status/1005596879848030209,44196397,2018-06-09 23:45:53+00:00,Sat Jun 09 23:45:53 +0000 2018,,,,
+4847,elonmusk,,"More background: I arrived in North America at 17 w $2000, a backpack & a suitcase full of books. Paid my own way thru college. Dropped out of Stanford Eng/Phys grad school w $110k in college debt. Created Internet startup w bro & Greg Khouri (love bro & loved Greg, may he RIP)",4028,29848,549,1005593651219582977,https://twitter.com/elonmusk/status/1005593651219582977,44196397,2018-06-09 23:33:04+00:00,Sat Jun 09 23:33:04 +0000 2018,,,,
+4848,elonmusk,FrankIppolito,"We don’t think our product will be the cause of any wildfires, but The Boring Company is donating $10k.",177,4964,38,1005591117557989377,https://twitter.com/elonmusk/status/1005591117557989377,44196397,2018-06-09 23:23:00+00:00,Sat Jun 09 23:23:00 +0000 2018,,,,
+4849,elonmusk,djenkins6,"Using the config you describe, plus an electric pump to replenish air in COPV, when car power draw drops below max pack power output, makes sense. But we are going to go a lot further.",106,2405,81,1005585154373386240,https://twitter.com/elonmusk/status/1005585154373386240,44196397,2018-06-09 22:59:18+00:00,Sat Jun 09 22:59:18 +0000 2018,,,,
+4850,elonmusk,,"19 years ago, when my 1st company got bought, I had to decide between buying a house in Palo Alto or a McLaren F1 (best car ever imo). Was no contest. I bought F1 & a small condo that was much cheaper than the car. New Tesla Roadster will exceed all gas sports cars in every way…",2937,25841,556,1005582744980606976,https://twitter.com/elonmusk/status/1005582744980606976,44196397,2018-06-09 22:49:43+00:00,Sat Jun 09 22:49:43 +0000 2018,,,,
+4851,elonmusk,,"SpaceX option package for new Tesla Roadster will include ~10 small rocket thrusters arranged seamlessly around car. These rocket engines dramatically improve acceleration, top speed, braking & cornering. Maybe they will even allow a Tesla to fly …",8786,61413,2109,1005577738332172289,https://twitter.com/elonmusk/status/1005577738332172289,44196397,2018-06-09 22:29:50+00:00,Sat Jun 09 22:29:50 +0000 2018,,,,
+4852,elonmusk,,"Terms & conditions for “Not-a-Flamethrower” Please use as directed to avoid unintentionally burning things down. For simple & concise instructions, we drew upon wisdom in great Dr Seuss book “Green Eggs and Ham”. #ThrowFlamesResponsibly",8918,46318,764,1005564275656568832,https://twitter.com/elonmusk/status/1005564275656568832,44196397,2018-06-09 21:36:20+00:00,Sat Jun 09 21:36:20 +0000 2018,#ThrowFlamesResponsibly,,,
+4853,elonmusk,,"Almost forgot! Due to recent regulatory/customs rules enacted to inhibit transport of anything called a Flamethrower, we have renamed our product: “Not a Flamethrower”.",13328,103854,1314,1005553979386880000,https://twitter.com/elonmusk/status/1005553979386880000,44196397,2018-06-09 20:55:25+00:00,Sat Jun 09 20:55:25 +0000 2018,,,,
+4854,elonmusk,darth_schmoo,Yes,72,1744,40,1005550302831861761,https://twitter.com/elonmusk/status/1005550302831861761,44196397,2018-06-09 20:40:49+00:00,Sat Jun 09 20:40:49 +0000 2018,,,,
+4855,elonmusk,SPPhotonic,Each flamethrower comes with a state-of-the-art The Boring Company brand fire extinguisher. Will offer a TBC ice blaster before the dry season starts in winter.,166,2999,96,1005550181054443520,https://twitter.com/elonmusk/status/1005550181054443520,44196397,2018-06-09 20:40:20+00:00,Sat Jun 09 20:40:20 +0000 2018,,,,
+4856,elonmusk,,"Flamethrower obv best way to light your fireplace/BBQ. No more need to use a dainty “match” to ignite! If no wood, just drop your flamethrower in fire place! It will generate way more warmth than a quaint pile of logs.",2502,24291,550,1005549006573846528,https://twitter.com/elonmusk/status/1005549006573846528,44196397,2018-06-09 20:35:40+00:00,Sat Jun 09 20:35:40 +0000 2018,,,,
+4857,elonmusk,teslamarcus1,Coming soon,15,350,8,1005544620854349824,https://twitter.com/elonmusk/status/1005544620854349824,44196397,2018-06-09 20:18:14+00:00,Sat Jun 09 20:18:14 +0000 2018,,,,
+4858,elonmusk,mikesidneyphoto,I think so :),6,324,6,1005544618207744000,https://twitter.com/elonmusk/status/1005544618207744000,44196397,2018-06-09 20:18:13+00:00,Sat Jun 09 20:18:13 +0000 2018,,,,
+4859,elonmusk,,Nothing makes your baby more zen than a few gentle puffs of a TBC Flamethrower,2116,22348,548,1005537267912400896,https://twitter.com/elonmusk/status/1005537267912400896,44196397,2018-06-09 19:49:01+00:00,Sat Jun 09 19:49:01 +0000 2018,,,,
+4860,elonmusk,,First 1000 Boring Company Flamethrowers being picked up today!,8274,68300,1892,1005535664366968832,https://twitter.com/elonmusk/status/1005535664366968832,44196397,2018-06-09 19:42:38+00:00,Sat Jun 09 19:42:38 +0000 2018,,,,
+4861,elonmusk,teslaology,We’re building out Tesla body repair in all major metro areas to ensure super fast & excellent outcome,54,753,45,1005139802826526720,https://twitter.com/elonmusk/status/1005139802826526720,44196397,2018-06-08 17:29:38+00:00,Fri Jun 08 17:29:38 +0000 2018,,,,
+4862,elonmusk,DMC_Ryan,Talked with Tesla team. Looks like we can do the aluminum Model 3 pedal covers (slightly different from S). Turning on production for Model 3 Performance version.,65,879,60,1005138469243383808,https://twitter.com/elonmusk/status/1005138469243383808,44196397,2018-06-08 17:24:20+00:00,Fri Jun 08 17:24:20 +0000 2018,,,,
+4863,elonmusk,pmnordkvist,Gigafactory should be on 100% renewable energy (primarily solar with some wind) by next year. Rollout of solar already begun.,481,7520,146,1005133546665566208,https://twitter.com/elonmusk/status/1005133546665566208,44196397,2018-06-08 17:04:46+00:00,Fri Jun 08 17:04:46 +0000 2018,,,,
+4864,elonmusk,Nate_072,"Yeah, actually closer to Skylab, but with 50% larger inner diameter",28,1036,40,1005120018340765696,https://twitter.com/elonmusk/status/1005120018340765696,44196397,2018-06-08 16:11:01+00:00,Fri Jun 08 16:11:01 +0000 2018,,,,
+4865,elonmusk,,And we’re definitely going to have a pod bay door override button. Lesson learned.,2158,31969,665,1004937668612898817,https://twitter.com/elonmusk/status/1004937668612898817,44196397,2018-06-08 04:06:25+00:00,Fri Jun 08 04:06:25 +0000 2018,,,,
+4866,elonmusk,MKBHD,"Definitely. Will also have Augmented Mode that will massively enhance human driving ability. Like a flying metal suit, but in car form …",739,13029,228,1004937330409418753,https://twitter.com/elonmusk/status/1004937330409418753,44196397,2018-06-08 04:05:05+00:00,Fri Jun 08 04:05:05 +0000 2018,,,,
+4867,elonmusk,,Running track in @SpaceX BF Spaceship will look something like this,7166,51800,1201,1004936605797212160,https://twitter.com/elonmusk/status/1004936605797212160,44196397,2018-06-08 04:02:12+00:00,Fri Jun 08 04:02:12 +0000 2018,,@SpaceX,,
+4868,elonmusk,DMC_Ryan,"No plans for aluminum pedals. Adds too much production complexity. Model 3 will def have summon, which will get way more advanced for S & X w HW2 Autopilot & all Model 3 cars.",41,716,42,1004866833822842882,https://twitter.com/elonmusk/status/1004866833822842882,44196397,2018-06-07 23:24:57+00:00,Thu Jun 07 23:24:57 +0000 2018,,,,
+4869,elonmusk,jovanik21,Working on improving,14,442,13,1004857328120709120,https://twitter.com/elonmusk/status/1004857328120709120,44196397,2018-06-07 22:47:11+00:00,Thu Jun 07 22:47:11 +0000 2018,,,,
+4870,elonmusk,ElliottGotkine,"No way 6 mins is enough for abs. I mean, come on, 7 mins is obv right.",9,486,25,1004816355948806144,https://twitter.com/elonmusk/status/1004816355948806144,44196397,2018-06-07 20:04:22+00:00,Thu Jun 07 20:04:22 +0000 2018,,,,
+4871,elonmusk,dprzygoda,"Oh please, that’s obv overkill",14,775,37,1004794907377090560,https://twitter.com/elonmusk/status/1004794907377090560,44196397,2018-06-07 18:39:08+00:00,Thu Jun 07 18:39:08 +0000 2018,,,,
+4872,elonmusk,elonmusk,Tip of the day …,1002,13638,444,1004792846182801408,https://twitter.com/elonmusk/status/1004792846182801408,44196397,2018-06-07 18:30:57+00:00,Thu Jun 07 18:30:57 +0000 2018,,,,https://twitter.com/elonmusk/status/872257953373368320
+4873,elonmusk,lexiheft,Coming soon,35,1081,65,1004212406849978368,https://twitter.com/elonmusk/status/1004212406849978368,44196397,2018-06-06 04:04:29+00:00,Wed Jun 06 04:04:29 +0000 2018,,,,
+4874,elonmusk,shwetp,"We are ramping production as fast as possible. Wait should be closer to 6 months though, not 2 years.",25,613,39,1004167764590788609,https://twitter.com/elonmusk/status/1004167764590788609,44196397,2018-06-06 01:07:06+00:00,Wed Jun 06 01:07:06 +0000 2018,,,,
+4875,elonmusk,WSJ,Congratulations @murraymatt. Good move by @WSJ. Please use Matt’s Twitter pic. Essence of a good editor,57,1783,26,1004081880340168704,https://twitter.com/elonmusk/status/1004081880340168704,44196397,2018-06-05 19:25:49+00:00,Tue Jun 05 19:25:49 +0000 2018,,@murraymatt @WSJ,,
+4876,elonmusk,ang3lwtf,"Yup, we are extending the net area by a factor of 4",43,799,82,1003916871693791232,https://twitter.com/elonmusk/status/1003916871693791232,44196397,2018-06-05 08:30:08+00:00,Tue Jun 05 08:30:08 +0000 2018,,,,
+4877,elonmusk,,"Am def not under any illusion that this will end illiteracy, but I hope it helps at least a little",2681,23479,797,1003725887756386304,https://twitter.com/elonmusk/status/1003725887756386304,44196397,2018-06-04 19:51:14+00:00,Mon Jun 04 19:51:14 +0000 2018,,,,https://www.forbes.com/sites/peterhigh/2018/06/04/elon-musk-funded-xprize-is-one-step-closer-to-ending-global-illiteracy/?utm_source=yahoo&utm_medium=partner&utm_campaign=yahootix&partner=yahootix&yptr=yahoo#62b6267b4465
+4878,elonmusk,sonic_hedgehog,"Good morning, Sonic. Not sure how to break it to you, but …",4519,31633,324,1003701407004758016,https://twitter.com/elonmusk/status/1003701407004758016,44196397,2018-06-04 18:13:57+00:00,Mon Jun 04 18:13:57 +0000 2018,,,,https://www.theonion.com/new-mit-study-suggests-sonic-the-hedgehog-might-be-livi-1819580078
+4879,elonmusk,SquarePeg44,"We have about 11,000 projects underway in Puerto Rico",251,1534,99,1003161965533937667,https://twitter.com/elonmusk/status/1003161965533937667,44196397,2018-06-03 06:30:25+00:00,Sun Jun 03 06:30:25 +0000 2018,,,,
+4880,elonmusk,cassianelwes,Appreciated on behalf of Tesla team,131,4901,43,1003158520919814145,https://twitter.com/elonmusk/status/1003158520919814145,44196397,2018-06-03 06:16:43+00:00,Sun Jun 03 06:16:43 +0000 2018,,,,
+4881,elonmusk,Jamie_Sullivan4,You should get an invite to configure in next few days,16,461,53,1003142348061138944,https://twitter.com/elonmusk/status/1003142348061138944,44196397,2018-06-03 05:12:27+00:00,Sun Jun 03 05:12:27 +0000 2018,,,,
+4882,elonmusk,MacTechGenius,Definitely,13,498,7,1003142058738049025,https://twitter.com/elonmusk/status/1003142058738049025,44196397,2018-06-03 05:11:18+00:00,Sun Jun 03 05:11:18 +0000 2018,,,,
+4883,elonmusk,Heretic_Soul,"Leasing negatively effects Tesla cash flow, so we prob won’t offer Model 3 leases for 6 to 9 months. Loan financing is a better deal anyway, as bank conservatism for new car models is v conservative about residual value, but Teslas have always had strong residual value.",44,587,40,1003142000307154944,https://twitter.com/elonmusk/status/1003142000307154944,44196397,2018-06-03 05:11:05+00:00,Sun Jun 03 05:11:05 +0000 2018,,,,
+4884,elonmusk,Model3Owners,Model 3 Performance order page progressively rolling out to reservation holders over the next week or so. It’s a really great car. Not saying that lightly. Test drive is a mindwarp. Aiming to have these as our first test drive Model 3 cars in stores within 4 to 6 week’s.,240,4167,137,1003139875112042497,https://twitter.com/elonmusk/status/1003139875112042497,44196397,2018-06-03 05:02:38+00:00,Sun Jun 03 05:02:38 +0000 2018,,,,
+4885,elonmusk,RReardonT,Next year,24,1501,54,1002983121896103937,https://twitter.com/elonmusk/status/1002983121896103937,44196397,2018-06-02 18:39:45+00:00,Sat Jun 02 18:39:45 +0000 2018,,,,
+4886,elonmusk,heron_ziegel,Twitter is so dark …,216,3826,72,1002982393467158528,https://twitter.com/elonmusk/status/1002982393467158528,44196397,2018-06-02 18:36:51+00:00,Sat Jun 02 18:36:51 +0000 2018,,,,
+4887,elonmusk,jkunkel2,No … no …,24,1246,21,1002981936233496577,https://twitter.com/elonmusk/status/1002981936233496577,44196397,2018-06-02 18:35:02+00:00,Sat Jun 02 18:35:02 +0000 2018,,,,
+4888,elonmusk,jasminrohman,That is horrifying,86,4006,33,1002981810379284480,https://twitter.com/elonmusk/status/1002981810379284480,44196397,2018-06-02 18:34:32+00:00,Sat Jun 02 18:34:32 +0000 2018,,,,
+4889,elonmusk,AlexGuichet,"Indeed, the esthetics of cutlery are a source of great stress",68,2132,52,1002981547836764160,https://twitter.com/elonmusk/status/1002981547836764160,44196397,2018-06-02 18:33:30+00:00,Sat Jun 02 18:33:30 +0000 2018,,,,
+4890,elonmusk,,Mason jars with a handle or wine stem cause me to lose faith in humanity,5595,49389,2108,1002980786977402880,https://twitter.com/elonmusk/status/1002980786977402880,44196397,2018-06-02 18:30:28+00:00,Sat Jun 02 18:30:28 +0000 2018,,,,
+4891,elonmusk,RacusinJennifer,The future,76,1887,121,1002945324858552320,https://twitter.com/elonmusk/status/1002945324858552320,44196397,2018-06-02 16:09:33+00:00,Sat Jun 02 16:09:33 +0000 2018,,,,
+4892,elonmusk,SpiritosoV,Exactly!,12,489,13,1002945018066157568,https://twitter.com/elonmusk/status/1002945018066157568,44196397,2018-06-02 16:08:20+00:00,Sat Jun 02 16:08:20 +0000 2018,,,,
+4893,elonmusk,tycoonmindset05,I was an alien ,3096,32068,929,1002944786913873922,https://twitter.com/elonmusk/status/1002944786913873922,44196397,2018-06-02 16:07:25+00:00,Sat Jun 02 16:07:25 +0000 2018,,,,
+4894,elonmusk,DanielaAtHome8,"Usually, they don’t even realize it. All they know is that some PR agency is pushing a story that will get clicks. That is the true nature of the corruption. It is rare that US media knowingly writes a false story just for clicks, but they are often manipulated into doing so.",41,531,27,1002943252704591872,https://twitter.com/elonmusk/status/1002943252704591872,44196397,2018-06-02 16:01:19+00:00,Sat Jun 02 16:01:19 +0000 2018,,,,
+4895,elonmusk,nrwicki,Actually true!,11,536,11,1002942317785853953,https://twitter.com/elonmusk/status/1002942317785853953,44196397,2018-06-02 15:57:36+00:00,Sat Jun 02 15:57:36 +0000 2018,,,,
+4896,elonmusk,KumJm,"Singapore has enough land area to generate most of its electricity from the sun. Solar energy is more than most people realize. 250MW per sq km at current commercial efficiency solar panels. No more need to import fossil fuels for electricity, which is a strategic vulnerability.",194,909,38,1002941578040696832,https://twitter.com/elonmusk/status/1002941578040696832,44196397,2018-06-02 15:54:40+00:00,Sat Jun 02 15:54:40 +0000 2018,,,,
+4897,elonmusk,elonmusk,"But don’t worry, cars have been tested for emissions levels & everything’s just fine https://en.m.wikipedia.org/wiki/Volkswagen_emissions_scandal",48,702,31,1002939845755334662,https://twitter.com/elonmusk/status/1002939845755334662,44196397,2018-06-02 15:47:47+00:00,Sat Jun 02 15:47:47 +0000 2018,,,,https://en.m.wikipedia.org/wiki/Volkswagen_emissions_scandal
+4898,elonmusk,elonmusk,"Why have policies that promote a combustion vehicle fleet in a dense city environment? In bumper to bumper traffic, each car’s exhaust pipes releases poison gases right into the air intake of car behind. This is not healthy.",207,1051,45,1002938604623196160,https://twitter.com/elonmusk/status/1002938604623196160,44196397,2018-06-02 15:42:51+00:00,Sat Jun 02 15:42:51 +0000 2018,,,,
+4899,elonmusk,STcom,The results speak for themselves. Singapore is a very prosperous city and yet has very few electric cars.,459,4457,137,1002926869069553664,https://twitter.com/elonmusk/status/1002926869069553664,44196397,2018-06-02 14:56:13+00:00,Sat Jun 02 14:56:13 +0000 2018,,,,
+4900,elonmusk,Zedd,Glad you’re ok!,2782,45792,362,1002682587800690688,https://twitter.com/elonmusk/status/1002682587800690688,44196397,2018-06-01 22:45:32+00:00,Fri Jun 01 22:45:32 +0000 2018,,,,https://twitter.com/zedd/status/1002244316087992320
+4901,elonmusk,Tesla,Some details on the Tesla air filtration system,595,7386,274,1002678650355920896,https://twitter.com/elonmusk/status/1002678650355920896,44196397,2018-06-01 22:29:53+00:00,Fri Jun 01 22:29:53 +0000 2018,,,,https://twitter.com/tesla/status/1002261751025491968
+4902,elonmusk,nickg_uk,Mid 2019 for RHD,19,435,20,1002467202430144512,https://twitter.com/elonmusk/status/1002467202430144512,44196397,2018-06-01 08:29:40+00:00,Fri Jun 01 08:29:40 +0000 2018,,,,
+4903,elonmusk,nashlib,That sounds like a fun adventure!,12,404,11,1002466064230334464,https://twitter.com/elonmusk/status/1002466064230334464,44196397,2018-06-01 08:25:09+00:00,Fri Jun 01 08:25:09 +0000 2018,,,,
+4904,elonmusk,nickg_uk,You can just take the aero inserts out of the standard wheel & it looks pretty cool. We could offer that as an option at purchase.,8,422,18,1002465751859490816,https://twitter.com/elonmusk/status/1002465751859490816,44196397,2018-06-01 08:23:54+00:00,Fri Jun 01 08:23:54 +0000 2018,,,,
+4905,elonmusk,Arkved78,"Model 3 should be second best in world after Model S/X. Still super good, but we went a little on S/X.",47,1585,62,1002381189607350272,https://twitter.com/elonmusk/status/1002381189607350272,44196397,2018-06-01 02:47:53+00:00,Fri Jun 01 02:47:53 +0000 2018,,,,
+4906,elonmusk,elonmusk,"Filters bacteria, viruses, spores, pollen & particulate of almost any kind",1622,16767,630,1002380587389390848,https://twitter.com/elonmusk/status/1002380587389390848,44196397,2018-06-01 02:45:30+00:00,Fri Jun 01 02:45:30 +0000 2018,,,,https://twitter.com/elonmusk/status/1002379548804206592
+4907,elonmusk,Seanmmvi,"Model S & X also have an acid gas filter, an alkaline gas filter & a carbon monoxide detector that autoswitches car to recirc mode. We should prob tell people about this more. Filters are giant, so too big to fit in Model 3.",526,4728,201,1002379548804206592,https://twitter.com/elonmusk/status/1002379548804206592,44196397,2018-06-01 02:41:22+00:00,Fri Jun 01 02:41:22 +0000 2018,,,,
+4908,elonmusk,OlofTenghoff,"Cool, Tesla S/X have hospital operating room air quality when BWD mode is activated, so shd protect against even a weaponized virus",6111,46756,666,1002372491514441728,https://twitter.com/elonmusk/status/1002372491514441728,44196397,2018-06-01 02:13:19+00:00,Fri Jun 01 02:13:19 +0000 2018,,,,https://twitter.com/oloftenghoff/status/1001845642615017472
+4909,elonmusk,jimcramer,Do it,3717,38877,777,1002357778818592769,https://twitter.com/elonmusk/status/1002357778818592769,44196397,2018-06-01 01:14:52+00:00,Fri Jun 01 01:14:52 +0000 2018,,,,
+4910,elonmusk,CandybarLaMuse,Berliner Wurst hat am meisten Curry ,257,1357,92,1002284769114079232,https://twitter.com/elonmusk/status/1002284769114079232,44196397,2018-05-31 20:24:45+00:00,Thu May 31 20:24:45 +0000 2018,,,,
+4911,elonmusk,gyano,Ich habe an der Universität ein Semester Deutsch studiert. Ich wünschte ich könnte es besser sprechen!,344,2864,159,1002283316840574976,https://twitter.com/elonmusk/status/1002283316840574976,44196397,2018-05-31 20:18:58+00:00,Thu May 31 20:18:58 +0000 2018,,,,
+4912,elonmusk,DrTie1,Natürlich,109,1866,28,1002273494564913153,https://twitter.com/elonmusk/status/1002273494564913153,44196397,2018-05-31 19:39:57+00:00,Thu May 31 19:39:57 +0000 2018,,,,
+4913,elonmusk,FredericLambert,Definitely,60,1163,55,1002272887892361216,https://twitter.com/elonmusk/status/1002272887892361216,44196397,2018-05-31 19:37:32+00:00,Thu May 31 19:37:32 +0000 2018,,,,
+4914,elonmusk,,Best analysis of Model 3 to date (German),1028,9883,499,1002270980755013632,https://twitter.com/elonmusk/status/1002270980755013632,44196397,2018-05-31 19:29:57+00:00,Thu May 31 19:29:57 +0000 2018,,,,https://www.wiwo.de/technologie/mobilitaet/elektroauto-zerlegt-tesla-model-3-kann-gewinn-abwerfen/22625806.html
+4915,elonmusk,Malala,Finders keepers ,3772,45670,405,1002245552002641920,https://twitter.com/elonmusk/status/1002245552002641920,44196397,2018-05-31 17:48:55+00:00,Thu May 31 17:48:55 +0000 2018,,,,https://twitter.com/malala/status/1002225801427935233
+4916,elonmusk,paulmasonnews,#Pravduh,390,5112,218,1002237545273483264,https://twitter.com/elonmusk/status/1002237545273483264,44196397,2018-05-31 17:17:06+00:00,Thu May 31 17:17:06 +0000 2018,#Pravduh,,,https://twitter.com/paulmasonnews/status/1002110600363872257
+4917,elonmusk,Malala,Hi @Malala! ,2330,42660,212,1002198347006922754,https://twitter.com/elonmusk/status/1002198347006922754,44196397,2018-05-31 14:41:20+00:00,Thu May 31 14:41:20 +0000 2018,,@Malala,,
+4918,elonmusk,unicorn,Try adjusting tire pressure. Will ask Tesla engineering to investigate.,7,501,18,1002056802127638528,https://twitter.com/elonmusk/status/1002056802127638528,44196397,2018-05-31 05:18:53+00:00,Thu May 31 05:18:53 +0000 2018,,,,
+4919,elonmusk,ClickHole,Hell of a week,24335,155572,1628,1002041479777406976,https://twitter.com/elonmusk/status/1002041479777406976,44196397,2018-05-31 04:18:00+00:00,Thu May 31 04:18:00 +0000 2018,,,,https://twitter.com/clickhole/status/1001887654294773760
+4920,elonmusk,Edwardpumps,Just for perspective https://www.google.com/search?q=automotive+deaths+per+year+worldwide,147,2931,170,1002040126673948672,https://twitter.com/elonmusk/status/1002040126673948672,44196397,2018-05-31 04:12:37+00:00,Thu May 31 04:12:37 +0000 2018,,,,https://www.google.com/search?q=automotive+deaths+per+year+worldwide
+4921,elonmusk,johnny0129,"True, no one is perfect",10,480,18,1002037312094654465,https://twitter.com/elonmusk/status/1002037312094654465,44196397,2018-05-31 04:01:26+00:00,Thu May 31 04:01:26 +0000 2018,,,,
+4922,elonmusk,,You’re most welcome. More to come in this regard.,21,616,20,1001955381734715394,https://twitter.com/elonmusk/status/1001955381734715394,44196397,2018-05-30 22:35:53+00:00,Wed May 30 22:35:53 +0000 2018,,,,
+4923,elonmusk,jeffnesbit,"Tesla will always refute articles that are misleading & point out if there is someone with a pattern of doing so. Many fit this description, but Consumer Reports is always fair & accurate in their criticism.",292,5980,76,1001954916569579520,https://twitter.com/elonmusk/status/1001954916569579520,44196397,2018-05-30 22:34:02+00:00,Wed May 30 22:34:02 +0000 2018,,,,
+4924,elonmusk,ElectrekCo,"Ride comfort & aero/road noise already better than CR car, which was early production. Wish we could make the car perfect from day 1, but there’s always room for improvement. Highly recommend dropping tire pressure 10% below max to ~39 psi for comfort. Only affects range by ~2%.",168,3405,109,1001903414555492352,https://twitter.com/elonmusk/status/1001903414555492352,44196397,2018-05-30 19:09:23+00:00,Wed May 30 19:09:23 +0000 2018,,,,
+4925,elonmusk,annerajb,Prob 8.3,13,465,14,1001902483172507650,https://twitter.com/elonmusk/status/1001902483172507650,44196397,2018-05-30 19:05:41+00:00,Wed May 30 19:05:41 +0000 2018,,,,
+4926,elonmusk,Henry_Pivac,Yes,5,397,9,1001902212052758530,https://twitter.com/elonmusk/status/1001902212052758530,44196397,2018-05-30 19:04:36+00:00,Wed May 30 19:04:36 +0000 2018,,,,
+4927,elonmusk,MacTechGenius,"All items below will go to all Model 3s within next few months with V8.2 software. To report a bug or ask for a feature, press voice button, say “bug report” followed by issue description.",580,6793,376,1001870372403167232,https://twitter.com/elonmusk/status/1001870372403167232,44196397,2018-05-30 16:58:05+00:00,Wed May 30 16:58:05 +0000 2018,,,,https://twitter.com/mactechgenius/status/1001867688413544448
+4928,elonmusk,prakash_d,“Pneumatic” means propelled by air. Opposite of Hyperloop.,19,595,18,1001866336732041222,https://twitter.com/elonmusk/status/1001866336732041222,44196397,2018-05-30 16:42:03+00:00,Wed May 30 16:42:03 +0000 2018,,,,
+4929,elonmusk,MacTechGenius,"Braking & UI upgrades apply to all Model 3s. Improved windshield for aero noise & suspension for ride comfort are major ops. Unless you’re really bothered by them, don’t replace. Best way to improve ride is drop tire pressure to ~39 psi. 45 psi is best range, but lower comfort.",145,2741,102,1001865846338215936,https://twitter.com/elonmusk/status/1001865846338215936,44196397,2018-05-30 16:40:06+00:00,Wed May 30 16:40:06 +0000 2018,,,,
+4930,elonmusk,v_g_fischer,"Yeah, absolutely",12,774,21,1001863391982505984,https://twitter.com/elonmusk/status/1001863391982505984,44196397,2018-05-30 16:30:21+00:00,Wed May 30 16:30:21 +0000 2018,,,,
+4931,elonmusk,timkhiggins,Really appreciate the high quality critical feedback from @ConsumerReports. Road noise &amp; ride comfort already addressed too. UI improvements coming via remote software update later this month.,912,10514,326,1001863039308595201,https://twitter.com/elonmusk/status/1001863039308595201,44196397,2018-05-30 16:28:56+00:00,Wed May 30 16:28:56 +0000 2018,,@ConsumerReports,,https://twitter.com/timkhiggins/status/1001860891317387264
+4932,elonmusk,lyft,Like you guys too ,619,14455,176,1001858830832029696,https://twitter.com/elonmusk/status/1001858830832029696,44196397,2018-05-30 16:12:13+00:00,Wed May 30 16:12:13 +0000 2018,,,,https://twitter.com/lyft/status/1001858174784172032
+4933,elonmusk,AbhijitChavda,"Actually, Hyperloop draws a near vacuum in tube & each pod is powered w electric motors. It is opposite of pneumatically powered.",301,5228,124,1001857257254993921,https://twitter.com/elonmusk/status/1001857257254993921,44196397,2018-05-30 16:05:58+00:00,Wed May 30 16:05:58 +0000 2018,,,,
+4934,elonmusk,yoyovinzi,"Would love to be in India. Some challenging government regulations, unfortunately. Deepak Ahuja, our CFO, is from India. Tesla will be there as soon as he believes we should.",1769,5047,497,1001707195799621632,https://twitter.com/elonmusk/status/1001707195799621632,44196397,2018-05-30 06:09:40+00:00,Wed May 30 06:09:40 +0000 2018,,,,
+4935,elonmusk,annerajb,Good progress. Really proud of this design & SpaceX propulsion team. This engine is something special.,56,1085,49,1001565360783474688,https://twitter.com/elonmusk/status/1001565360783474688,44196397,2018-05-29 20:46:04+00:00,Tue May 29 20:46:04 +0000 2018,,,,
+4936,elonmusk,eli_schiff,Peace ,27,640,38,1001564349465411584,https://twitter.com/elonmusk/status/1001564349465411584,44196397,2018-05-29 20:42:03+00:00,Tue May 29 20:42:03 +0000 2018,,,,
+4937,elonmusk,ClaytonGoob,Love the space cowboy esthetic,94,2626,90,1001536562327252992,https://twitter.com/elonmusk/status/1001536562327252992,44196397,2018-05-29 18:51:38+00:00,Tue May 29 18:51:38 +0000 2018,,,,
+4938,elonmusk,AndreaSJames, ,43,1728,53,1001534820894175232,https://twitter.com/elonmusk/status/1001534820894175232,44196397,2018-05-29 18:44:43+00:00,Tue May 29 18:44:43 +0000 2018,,,,
+4939,elonmusk,,"At risk of stating the extremely obvious, I am against threats of violence & abusive epithets in any forum. Please do not use them in my name or at all.",3989,56983,1315,1001532526878310400,https://twitter.com/elonmusk/status/1001532526878310400,44196397,2018-05-29 18:35:36+00:00,Tue May 29 18:35:36 +0000 2018,,,,
+4940,elonmusk,kevinmgill,"You’re saying a BBC reporter who attacked me for months w unprofessional language & ad hominem attacks, then deleted those tweets to hide them, is a “good person”?",662,11827,253,1001523976542146560,https://twitter.com/elonmusk/status/1001523976542146560,44196397,2018-05-29 18:01:38+00:00,Tue May 29 18:01:38 +0000 2018,,,,
+4941,elonmusk,NoahShachtman,This journalist has been attacking me for months incl using genitalia language that she now says is sexist. What a hypocrite!,757,7502,328,1001516537344225281,https://twitter.com/elonmusk/status/1001516537344225281,44196397,2018-05-29 17:32:04+00:00,Tue May 29 17:32:04 +0000 2018,,,,https://twitter.com/politicalelle/status/1001486475744063488?s=21
+4942,elonmusk,HahTse,"“Nano” is a unit of measure, not a field imo. Would’ve been sexist *not* to express an opinion simply because someone is a woman.",39,790,54,1001509671776210944,https://twitter.com/elonmusk/status/1001509671776210944,44196397,2018-05-29 17:04:47+00:00,Tue May 29 17:04:47 +0000 2018,,,,
+4943,elonmusk,NoahShachtman,"Hello, have you met the Internet? Everyone gets harassed regardless of gender, especially if they say false things. Saying I’m against science is like saying Beyoncé doesn’t know beats. Blowback from latter (all genders) would make my comment stream seem like Socratic dialogue.",572,5656,123,1001507474946560000,https://twitter.com/elonmusk/status/1001507474946560000,44196397,2018-05-29 16:56:03+00:00,Tue May 29 16:56:03 +0000 2018,,,,
+4944,elonmusk,neilhimself,"Gaiman, did you actually read my tweets? I didn’t set anyone on anyone. A BBC science reporter tweeted that I was anti-science & I said that was false. Are you saying I don’t have the right to deny false accusations? That’s messed up.",44,918,51,1001504431521878017,https://twitter.com/elonmusk/status/1001504431521878017,44196397,2018-05-29 16:43:58+00:00,Tue May 29 16:43:58 +0000 2018,,,,
+4945,elonmusk,NoahShachtman,"You’ve done something incredibly dishonest by supporting a journo who falsely stated that I’m against science, then cherrypicked tweets that don’t represent the vast majority of my followers to make false claims against them too",3439,36655,891,1001391226988388353,https://twitter.com/elonmusk/status/1001391226988388353,44196397,2018-05-29 09:14:08+00:00,Tue May 29 09:14:08 +0000 2018,,,,
+4946,elonmusk,amasad,Great book. Read it when it came out.,12,488,25,1001344881007079424,https://twitter.com/elonmusk/status/1001344881007079424,44196397,2018-05-29 06:09:58+00:00,Tue May 29 06:09:58 +0000 2018,,,,
+4947,elonmusk,amasad,Exactly,14,478,13,1001342504640307201,https://twitter.com/elonmusk/status/1001342504640307201,44196397,2018-05-29 06:00:31+00:00,Tue May 29 06:00:31 +0000 2018,,,,
+4948,elonmusk,materiaIist,SpaceX has Area 58 at Cape Canaveral. That’s 7 better than 51.,243,2415,53,1001316038267432960,https://twitter.com/elonmusk/status/1001316038267432960,44196397,2018-05-29 04:15:21+00:00,Tue May 29 04:15:21 +0000 2018,,,,
+4949,elonmusk,amasad,Yeah,7,539,13,1001315811582066688,https://twitter.com/elonmusk/status/1001315811582066688,44196397,2018-05-29 04:14:27+00:00,Tue May 29 04:14:27 +0000 2018,,,,
+4950,elonmusk,amasad,Second best answer to the Fermi Paradox after the simulation argument,39,1037,50,1001315130196410369,https://twitter.com/elonmusk/status/1001315130196410369,44196397,2018-05-29 04:11:45+00:00,Tue May 29 04:11:45 +0000 2018,,,,
+4951,elonmusk,JohnnaCrider1,Which part? Love their cuisine. And the views are amazing.,23,773,12,1001314495581503488,https://twitter.com/elonmusk/status/1001314495581503488,44196397,2018-05-29 04:09:13+00:00,Tue May 29 04:09:13 +0000 2018,,,,
+4952,elonmusk,PPathole,Yes,18,617,23,1001314155150721024,https://twitter.com/elonmusk/status/1001314155150721024,44196397,2018-05-29 04:07:52+00:00,Tue May 29 04:07:52 +0000 2018,,,,
+4953,elonmusk,Sra_Mister,"There are no aliens. Officially, at least …",1377,20911,697,1001313907154108416,https://twitter.com/elonmusk/status/1001313907154108416,44196397,2018-05-29 04:06:53+00:00,Tue May 29 04:06:53 +0000 2018,,,,
+4954,elonmusk,WorldAndScience,You have so many great pics & factoids!,234,10839,110,1001313268369997825,https://twitter.com/elonmusk/status/1001313268369997825,44196397,2018-05-29 04:04:21+00:00,Tue May 29 04:04:21 +0000 2018,,,,
+4955,elonmusk,G_Whitehead5,"Yes, AWD P first and then AWD. Production costs are always high when line first gets going, so we have to sell higher price versions first or each car will have very negative margins. As production efficiency rises, we can make lower cost versions & not lose money.",31,570,46,1001261305804673024,https://twitter.com/elonmusk/status/1001261305804673024,44196397,2018-05-29 00:37:52+00:00,Tue May 29 00:37:52 +0000 2018,,,,
+4956,elonmusk,davidtayar5,I really want to make this cupholder,25,766,71,1001255940417470469,https://twitter.com/elonmusk/status/1001255940417470469,44196397,2018-05-29 00:16:33+00:00,Tue May 29 00:16:33 +0000 2018,,,,
+4957,elonmusk,annerajb,"A dream that wd prob be a nightmare in reality. Cup holder that auto adjusted for size & stiffness of cup/bottle, maintained cold or hot temp & dried off water condensation. Or I cd work on getting humanity to Mars. Tough choice.",98,1305,88,1001255278828965888,https://twitter.com/elonmusk/status/1001255278828965888,44196397,2018-05-29 00:13:55+00:00,Tue May 29 00:13:55 +0000 2018,,,,
+4958,elonmusk,elonmusk,I’ve literally had dreams about cup holder designs,53,959,34,1001253688755671040,https://twitter.com/elonmusk/status/1001253688755671040,44196397,2018-05-29 00:07:36+00:00,Tue May 29 00:07:36 +0000 2018,,,,
+4959,elonmusk,LikeTeslaKim,Noted. We can prob adjust spring force & catch to be less sensitive. Cupholders are amazingly hard to get right!,18,721,23,1001253431493910528,https://twitter.com/elonmusk/status/1001253431493910528,44196397,2018-05-29 00:06:35+00:00,Tue May 29 00:06:35 +0000 2018,,,,
+4960,elonmusk,JohnnaCrider1,You’re welcome. Appreciate the letter.,10,610,27,1001245477839429634,https://twitter.com/elonmusk/status/1001245477839429634,44196397,2018-05-28 23:34:58+00:00,Mon May 28 23:34:58 +0000 2018,,,,
+4961,elonmusk,nealcol,Good school,11,463,11,1001245302769180673,https://twitter.com/elonmusk/status/1001245302769180673,44196397,2018-05-28 23:34:17+00:00,Mon May 28 23:34:17 +0000 2018,,,,
+4962,elonmusk,JacksonTR_FC,Had a great time with my kids,8,555,14,1001238934825779201,https://twitter.com/elonmusk/status/1001238934825779201,44196397,2018-05-28 23:08:58+00:00,Mon May 28 23:08:58 +0000 2018,,,,
+4963,elonmusk,ChiTownMadison,Yes,13,1071,32,1001238197500719108,https://twitter.com/elonmusk/status/1001238197500719108,44196397,2018-05-28 23:06:03+00:00,Mon May 28 23:06:03 +0000 2018,,,,
+4964,elonmusk,elonmusk,"Seems to be glitch where tweet to which I replied isn’t showing up, removing context. A journo said polls are meaningless because controlled by “powerful people” & my response was that powerful people also own media. Thus, if you discount polls, you should also discount media.",255,2119,90,1001233031405780993,https://twitter.com/elonmusk/status/1001233031405780993,44196397,2018-05-28 22:45:31+00:00,Mon May 28 22:45:31 +0000 2018,,,,
+4965,elonmusk,TeslaTurk,Thanks ,50,808,30,1001229574057832448,https://twitter.com/elonmusk/status/1001229574057832448,44196397,2018-05-28 22:31:47+00:00,Mon May 28 22:31:47 +0000 2018,,,,
+4966,elonmusk,arieleax,2020,173,948,54,1001227870054707202,https://twitter.com/elonmusk/status/1001227870054707202,44196397,2018-05-28 22:25:00+00:00,Mon May 28 22:25:00 +0000 2018,,,,
+4967,elonmusk,utkuspace,Superchargers will ultimately cover the entire region,159,4472,117,1001223333646499841,https://twitter.com/elonmusk/status/1001223333646499841,44196397,2018-05-28 22:06:59+00:00,Mon May 28 22:06:59 +0000 2018,,,,
+4968,elonmusk,oneunderscore__,"Pointing out to aspiring journo & Rodin spokesmodel, Josh Top, who thinks public polls are controlled by “powerful people” that the media is *owned* by same. Anyone who thought this was anti-Semitic is just revealing their inner bigot. The context is very clear.",604,4849,273,1000951606009974784,https://twitter.com/elonmusk/status/1000951606009974784,44196397,2018-05-28 04:07:14+00:00,Mon May 28 04:07:14 +0000 2018,,,,
+4969,elonmusk,minliangtan,Thanks for offering to help. I will check with my team.,28,874,63,1000929806991540225,https://twitter.com/elonmusk/status/1000929806991540225,44196397,2018-05-28 02:40:37+00:00,Mon May 28 02:40:37 +0000 2018,,,,
+4970,elonmusk,PassionPlanet1,You’re right. These guys can buzzkill themselves (pun intended). Signing off …,51,1226,82,1000560807334133762,https://twitter.com/elonmusk/status/1000560807334133762,44196397,2018-05-27 02:14:20+00:00,Sun May 27 02:14:20 +0000 2018,,,,
+4971,elonmusk,joshuatopolsky,Who do you think *owns* the press? Hello.,4094,14292,2215,1000560049389907969,https://twitter.com/elonmusk/status/1000560049389907969,44196397,2018-05-27 02:11:19+00:00,Sun May 27 02:11:19 +0000 2018,,,,
+4972,elonmusk,oneunderscore__,You’re missing the point & living in a bubble of self-righteous sanctimony. The public doesn’t trust you. This was true *before* the last election & only got worse. Don’t believe me? Run your own poll …,1844,11459,344,1000557142863036416,https://twitter.com/elonmusk/status/1000557142863036416,44196397,2018-05-27 01:59:46+00:00,Sun May 27 01:59:46 +0000 2018,,,,
+4973,elonmusk,elonmusk,"You’re welcome to come by SpaceX, but please stop assuming I’m against all journalists. This is not true. Something needs to be done to improve public trust in media.",372,5394,135,1000554991457779712,https://twitter.com/elonmusk/status/1000554991457779712,44196397,2018-05-27 01:51:14+00:00,Sun May 27 01:51:14 +0000 2018,,,,
+4974,elonmusk,oneunderscore__,You really think I haven’t spent time in a newsroom? I’ve spent time in too many. Bleak.,140,3519,84,1000554252329078785,https://twitter.com/elonmusk/status/1000554252329078785,44196397,2018-05-27 01:48:17+00:00,Sun May 27 01:48:17 +0000 2018,,,,
+4975,elonmusk,ParkerMolloy,"Sadly, it had better critical analysis than most non-cult media",168,3873,114,1000552825145901057,https://twitter.com/elonmusk/status/1000552825145901057,44196397,2018-05-27 01:42:37+00:00,Sun May 27 01:42:37 +0000 2018,,,,
+4976,elonmusk,RBryant2012,"Yup, deleted",6,396,18,1000551718088622080,https://twitter.com/elonmusk/status/1000551718088622080,44196397,2018-05-27 01:38:13+00:00,Sun May 27 01:38:13 +0000 2018,,,,
+4977,elonmusk,MacTechGenius,? It should,5,460,25,1000548454127452161,https://twitter.com/elonmusk/status/1000548454127452161,44196397,2018-05-27 01:25:15+00:00,Sun May 27 01:25:15 +0000 2018,,,,
+4978,elonmusk,MMAmusicTesla,"No, but dual motors mean increased regen braking & will ride tire traction limit. You won’t notice sport brakes unless you’re on a racetrack & have the sticky 20” tires.",19,642,23,1000548306609565696,https://twitter.com/elonmusk/status/1000548306609565696,44196397,2018-05-27 01:24:40+00:00,Sun May 27 01:24:40 +0000 2018,,,,
+4979,elonmusk,DMC_Ryan,"Also, firmware fix for upgraded brake performance on standard Model 3 started rolling out yesterday. Should improve braking distance by ~20 ft for repeated heavy braking events. Thanks @ConsumerReports for excellent critical feedback!",284,3089,87,1000547552234635265,https://twitter.com/elonmusk/status/1000547552234635265,44196397,2018-05-27 01:21:40+00:00,Sun May 27 01:21:40 +0000 2018,,@ConsumerReports,,
+4980,elonmusk,DMC_Ryan,"Yes, Model 3 Performance will have red calipers & sport level brakes",44,1004,31,1000546468250308608,https://twitter.com/elonmusk/status/1000546468250308608,44196397,2018-05-27 01:17:21+00:00,Sun May 27 01:17:21 +0000 2018,,,,
+4981,elonmusk,,Keyword “future” ,9,458,15,1000544451620618240,https://twitter.com/elonmusk/status/1000544451620618240,44196397,2018-05-27 01:09:21+00:00,Sun May 27 01:09:21 +0000 2018,,,,
+4982,elonmusk,ExAutoAnalyst, ,47,752,36,1000543697224663040,https://twitter.com/elonmusk/status/1000543697224663040,44196397,2018-05-27 01:06:21+00:00,Sun May 27 01:06:21 +0000 2018,,,,
+4983,elonmusk,, ,721,8694,638,1000542238051463168,https://twitter.com/elonmusk/status/1000542238051463168,44196397,2018-05-27 01:00:33+00:00,Sun May 27 01:00:33 +0000 2018,,,,https://m.youtube.com/watch?v=l_TDDgYrUHE
+4984,elonmusk,SmileSimplify,Will do another rev before final design,15,469,17,1000531933418242048,https://twitter.com/elonmusk/status/1000531933418242048,44196397,2018-05-27 00:19:36+00:00,Sun May 27 00:19:36 +0000 2018,,,,
+4985,elonmusk,AJemaineClement,I was,15,908,26,1000526288522637312,https://twitter.com/elonmusk/status/1000526288522637312,44196397,2018-05-26 23:57:10+00:00,Sat May 26 23:57:10 +0000 2018,,,,
+4986,elonmusk,ali01,That’s what I had in mind,12,445,22,1000521443036180480,https://twitter.com/elonmusk/status/1000521443036180480,44196397,2018-05-26 23:37:55+00:00,Sat May 26 23:37:55 +0000 2018,,,,
+4987,elonmusk,AntVenom,Sometimes even I think we’re the same person!,171,4145,47,1000520015014055936,https://twitter.com/elonmusk/status/1000520015014055936,44196397,2018-05-26 23:32:14+00:00,Sat May 26 23:32:14 +0000 2018,,,,
+4988,elonmusk,omcintyre,"Nanotech *is* bs imo. When you take something that has nothing to do w gender & make it about that, you devalue genuine gender issues.",26,677,36,1000515327506104323,https://twitter.com/elonmusk/status/1000515327506104323,44196397,2018-05-26 23:13:37+00:00,Sat May 26 23:13:37 +0000 2018,,,,
+4989,elonmusk,CalebHarmon5,"About to ship. @BoringCompany holding flamethrower pickup parties in a week or so, then deliveries begin. Check https://www.boringcompany.com/not-a-flamethrower/ for details.",31,425,35,1000509888534007809,https://twitter.com/elonmusk/status/1000509888534007809,44196397,2018-05-26 22:52:00+00:00,Sat May 26 22:52:00 +0000 2018,,@boringcompany,,https://www.boringcompany.com/not-a-flamethrower/
+4990,elonmusk,DriverX_,It’s not,15,504,21,1000508124980113409,https://twitter.com/elonmusk/status/1000508124980113409,44196397,2018-05-26 22:45:00+00:00,Sat May 26 22:45:00 +0000 2018,,,,
+4991,elonmusk,Br1__Rodriguez,That’s a great song!,14,810,17,1000507835787046912,https://twitter.com/elonmusk/status/1000507835787046912,44196397,2018-05-26 22:43:51+00:00,Sat May 26 22:43:51 +0000 2018,,,,
+4992,elonmusk,,"Sometimes … when I have hurt feelings, I play this song …",1583,14777,942,1000506074397523969,https://twitter.com/elonmusk/status/1000506074397523969,44196397,2018-05-26 22:36:51+00:00,Sat May 26 22:36:51 +0000 2018,,,,https://m.youtube.com/watch?v=EuJzSTNDUGI
+4993,elonmusk,sjanus_pl,"No, that’s the other guy @BoredElonMusk",28,855,19,1000503790070517760,https://twitter.com/elonmusk/status/1000503790070517760,44196397,2018-05-26 22:27:46+00:00,Sat May 26 22:27:46 +0000 2018,,@BoredElonMusk,,
+4994,elonmusk,firefire100,So true ,29,529,30,1000503475321516032,https://twitter.com/elonmusk/status/1000503475321516032,44196397,2018-05-26 22:26:31+00:00,Sat May 26 22:26:31 +0000 2018,,,,
+4995,elonmusk,rjcc,Because Twitter is fun,2232,31976,257,1000503343007989761,https://twitter.com/elonmusk/status/1000503343007989761,44196397,2018-05-26 22:26:00+00:00,Sat May 26 22:26:00 +0000 2018,,,,
+4996,elonmusk,MDMGeek,USAToday FTW!,44,1137,29,1000502390313832448,https://twitter.com/elonmusk/status/1000502390313832448,44196397,2018-05-26 22:22:12+00:00,Sat May 26 22:22:12 +0000 2018,,,,
+4997,elonmusk,iloveshw,Dank is wack unless you’re on weed,179,1042,22,1000501132530139136,https://twitter.com/elonmusk/status/1000501132530139136,44196397,2018-05-26 22:17:13+00:00,Sat May 26 22:17:13 +0000 2018,,,,
+4998,elonmusk,peterrhague,"Exactly. And NYT could have anyone post an Op Ed. Why, of all people, are they choosing to publish this “non-journalist” who is also pro gasoline cars? Is this just published as counterpoint? I assume NYT does believe in climate change?",22,434,16,1000498043320320001,https://twitter.com/elonmusk/status/1000498043320320001,44196397,2018-05-26 22:04:56+00:00,Sat May 26 22:04:56 +0000 2018,,,,
+4999,elonmusk,,But femtotech is the future … https://en.m.wikipedia.org/wiki/Femtotechnology,936,12005,619,1000496388147314688,https://twitter.com/elonmusk/status/1000496388147314688,44196397,2018-05-26 21:58:21+00:00,Sat May 26 21:58:21 +0000 2018,,,,https://en.m.wikipedia.org/wiki/Femtotechnology
+5000,elonmusk,,Nanotech is so 2008. Picotech is 1000 times better.,5018,42201,1199,1000492833675997184,https://twitter.com/elonmusk/status/1000492833675997184,44196397,2018-05-26 21:44:14+00:00,Sat May 26 21:44:14 +0000 2018,,,,
+5001,elonmusk,bonnienorman,"Yeah, that’s exactly right. But after suggesting public critique, I was stunned to see the level of contempt many in media have for their readers. This is way worse than I thought.",2041,15337,740,1000474267161513984,https://twitter.com/elonmusk/status/1000474267161513984,44196397,2018-05-26 20:30:27+00:00,Sat May 26 20:30:27 +0000 2018,,,,https://twitter.com/bonnienorman/status/1000470928067776512
+5002,elonmusk,dimas_______,The arguments journos are using against the public are word for word the same arguments despots use against democracy,176,1025,58,1000464215440703488,https://twitter.com/elonmusk/status/1000464215440703488,44196397,2018-05-26 19:50:31+00:00,Sat May 26 19:50:31 +0000 2018,,,,
+5003,elonmusk,RitNagar,Well said. NYT journo is outraged that “dumb” public wd dare critique him while attacking me for being sensitive to criticism. Uhh...,1206,11155,458,1000461272737959936,https://twitter.com/elonmusk/status/1000461272737959936,44196397,2018-05-26 19:38:49+00:00,Sat May 26 19:38:49 +0000 2018,,,,https://twitter.com/ritnagar/status/1000450938220376064
+5004,elonmusk,TKhopshanosov,A Tesla has a usable reserve of 5 to 15 miles range even after the battery reads “empty”. This will not hurt the pack.,46,604,19,1000456410944061440,https://twitter.com/elonmusk/status/1000456410944061440,44196397,2018-05-26 19:19:30+00:00,Sat May 26 19:19:30 +0000 2018,,,,
+5005,elonmusk,nitantbhartia,"Pretty good. TinTin A & B are both closing the link to ground w phased array at high bandwidth, low latency (25 ms). Good enough to play fast response video games.",118,1058,59,1000453321121923072,https://twitter.com/elonmusk/status/1000453321121923072,44196397,2018-05-26 19:07:13+00:00,Sat May 26 19:07:13 +0000 2018,,,,
+5006,elonmusk,ssBlueStockings,"It’s cool for kids & if used in a fun way, but if you called yourself a “rocket scientist” in aerospace, they would think you’re ",7,391,13,1000452345166086144,https://twitter.com/elonmusk/status/1000452345166086144,44196397,2018-05-26 19:03:21+00:00,Sat May 26 19:03:21 +0000 2018,,,,
+5007,elonmusk,JuBeBallin,I just sent a note to Tesla service to take care of your car right away & our HVAC engineering lead to fix root cause,16,476,13,1000449499221803009,https://twitter.com/elonmusk/status/1000449499221803009,44196397,2018-05-26 18:52:02+00:00,Sat May 26 18:52:02 +0000 2018,,,,
+5008,elonmusk,introlledblood,Does the psych ward know you smuggled in a mobile phone?,433,2949,77,1000448564240138240,https://twitter.com/elonmusk/status/1000448564240138240,44196397,2018-05-26 18:48:19+00:00,Sat May 26 18:48:19 +0000 2018,,,,
+5009,elonmusk,aquastellaris,The pain will end,102,592,45,1000448110085079040,https://twitter.com/elonmusk/status/1000448110085079040,44196397,2018-05-26 18:46:31+00:00,Sat May 26 18:46:31 +0000 2018,,,,
+5010,elonmusk,teslainventory,"Wow, amazing Tesla hypermile drive happening",716,9533,212,1000447759143464960,https://twitter.com/elonmusk/status/1000447759143464960,44196397,2018-05-26 18:45:07+00:00,Sat May 26 18:45:07 +0000 2018,,,,https://twitter.com/teslainventory/status/1000440472072962048
+5011,elonmusk,tedhu,Gwynne has been prez of SpaceX for 10 years & well-deserved,34,567,9,1000447314748588033,https://twitter.com/elonmusk/status/1000447314748588033,44196397,2018-05-26 18:43:21+00:00,Sat May 26 18:43:21 +0000 2018,,,,https://twitter.com/stemettes/status/999697534934138880?s=21
+5012,elonmusk,introlledblood,"Stop trying to charm me. It won’t work. Ok, maybe a little Are you a real person or a bot?",21,794,16,1000446346640244736,https://twitter.com/elonmusk/status/1000446346640244736,44196397,2018-05-26 18:39:31+00:00,Sat May 26 18:39:31 +0000 2018,,,,
+5013,elonmusk,ninoles,"Using “rocket science” non-ironically in a bio is never a good sign, especially if you work on ",12,451,6,1000444616536031232,https://twitter.com/elonmusk/status/1000444616536031232,44196397,2018-05-26 18:32:38+00:00,Sat May 26 18:32:38 +0000 2018,,,,
+5014,elonmusk,omcintyre,What are you talking about? You’re being incredibly rude & nonsensical.,16,802,27,1000435924369522689,https://twitter.com/elonmusk/status/1000435924369522689,44196397,2018-05-26 17:58:06+00:00,Sat May 26 17:58:06 +0000 2018,,,,
+5015,elonmusk,,"Wow, haven’t watched that video in ages. When we made that, no one in the space industry thought it would actually happen.",13,395,12,1000434638991454208,https://twitter.com/elonmusk/status/1000434638991454208,44196397,2018-05-26 17:52:59+00:00,Sat May 26 17:52:59 +0000 2018,,,,
+5016,elonmusk,Jessicalessin,"Generally higher quality reporting, especially if not under pressure to publish fast. Consumer Reports is great (and often critical of Tesla). Heard good things about The Information too.",77,1719,55,1000431923502530560,https://twitter.com/elonmusk/status/1000431923502530560,44196397,2018-05-26 17:42:12+00:00,Sat May 26 17:42:12 +0000 2018,,,,
+5017,elonmusk,,Can’t believe someone leaked this schematic of the Tesla production system!!,3929,44757,951,1000332404618227712,https://twitter.com/elonmusk/status/1000332404618227712,44196397,2018-05-26 11:06:45+00:00,Sat May 26 11:06:45 +0000 2018,,,,
+5018,elonmusk,taglia,"We tried, but Singapore govt is not supportive of electric vehicles",266,1184,90,1000258709950431234,https://twitter.com/elonmusk/status/1000258709950431234,44196397,2018-05-26 06:13:55+00:00,Sat May 26 06:13:55 +0000 2018,,,,
+5019,elonmusk,,Tesla will start extending the Supercharger network to South America around end of next year,104,1017,65,1000208369959845889,https://twitter.com/elonmusk/status/1000208369959845889,44196397,2018-05-26 02:53:53+00:00,Sat May 26 02:53:53 +0000 2018,,,,
+5020,elonmusk,soukyjer,Prob end of next year,21,634,20,1000207973430394880,https://twitter.com/elonmusk/status/1000207973430394880,44196397,2018-05-26 02:52:18+00:00,Sat May 26 02:52:18 +0000 2018,,,,
+5021,elonmusk,Tidnisher,"Good point, we will add that to the construction plan",37,1561,50,1000207725983293441,https://twitter.com/elonmusk/status/1000207725983293441,44196397,2018-05-26 02:51:19+00:00,Sat May 26 02:51:19 +0000 2018,,,,
+5022,elonmusk,,"Global map of Tesla Superchargers, including those coming soon",2613,23079,2492,1000204113953439744,https://twitter.com/elonmusk/status/1000204113953439744,44196397,2018-05-26 02:36:58+00:00,Sat May 26 02:36:58 +0000 2018,,,,https://tesla.com/findus
+5023,elonmusk,WorldAndScience,"Earth’s rotation is slowly, slowly, slowly getting slower",987,15653,605,1000164497217081344,https://twitter.com/elonmusk/status/1000164497217081344,44196397,2018-05-25 23:59:32+00:00,Fri May 25 23:59:32 +0000 2018,,,,
+5024,elonmusk,compoundchem,You’re making my point. It’s tragic that there’s a national nano day. I wish I didn’t know that.,49,1619,120,1000151412033155073,https://twitter.com/elonmusk/status/1000151412033155073,44196397,2018-05-25 23:07:33+00:00,Fri May 25 23:07:33 +0000 2018,,,,
+5025,elonmusk,EVNewsDaily,All four. Zone 3 throughput was solved a couple of weeks ago.,30,627,17,1000150631666069506,https://twitter.com/elonmusk/status/1000150631666069506,44196397,2018-05-25 23:04:27+00:00,Fri May 25 23:04:27 +0000 2018,,,,
+5026,elonmusk,ElecVehicleGuy,Model 3 was designed for min engineering & tooling change for RHD. Note left/right symmetry. LHD for Europe & Asia first half of next year. RHD probably middle of next year.,41,551,33,1000148304016105472,https://twitter.com/elonmusk/status/1000148304016105472,44196397,2018-05-25 22:55:12+00:00,Fri May 25 22:55:12 +0000 2018,,,,
+5027,elonmusk,EVNewsDaily,This is the new production line for battery module Zone 4. Will play a key role in getting from 3000/week to 6000/week for Model 3.,159,2978,71,1000143728500269057,https://twitter.com/elonmusk/status/1000143728500269057,44196397,2018-05-25 22:37:01+00:00,Fri May 25 22:37:01 +0000 2018,,,,
+5028,elonmusk,erinbiba,I have never attacked science. Definitely attacked misleading journalism like yours though.,1343,9585,486,1000130445856595968,https://twitter.com/elonmusk/status/1000130445856595968,44196397,2018-05-25 21:44:14+00:00,Fri May 25 21:44:14 +0000 2018,,,,
+5029,elonmusk,chick_in_kiev,"Pravda was incorporated a year ago. Also, Tesla factory safety has improved every year & is now better than industry avg. Misleading articles refer to Tesla being worse than avg in 2015 when we were just figuring things out.",45,1172,55,1000098080857907200,https://twitter.com/elonmusk/status/1000098080857907200,44196397,2018-05-25 19:35:38+00:00,Fri May 25 19:35:38 +0000 2018,,,,
+5030,elonmusk,nilgirian,Worth a shot,12,443,30,1000085435668819968,https://twitter.com/elonmusk/status/1000085435668819968,44196397,2018-05-25 18:45:23+00:00,Fri May 25 18:45:23 +0000 2018,,,,
+5031,elonmusk,evepeyser,Of course! (Prav)Duh. It is named after the most pernicious propaganda machine in history specifically to highlight what we want to avoid. It’s called “satire” …,94,1785,86,1000084944704569344,https://twitter.com/elonmusk/status/1000084944704569344,44196397,2018-05-25 18:43:26+00:00,Fri May 25 18:43:26 +0000 2018,,,,
+5032,elonmusk,evepeyser,"This is going to help journalism, not harm it. Please be so kind as to hold your fire until you actually see it.",64,1692,94,1000082615276191744,https://twitter.com/elonmusk/status/1000082615276191744,44196397,2018-05-25 18:34:10+00:00,Fri May 25 18:34:10 +0000 2018,,,,
+5033,elonmusk,,"Problem solved, was able to buy http://Pravduh.com! Game on …",3880,35263,2396,1000080833678528512,https://twitter.com/elonmusk/status/1000080833678528512,44196397,2018-05-25 18:27:06+00:00,Fri May 25 18:27:06 +0000 2018,,,,http://Pravduh.com
+5034,elonmusk,_deathwish_666,"I know, I know. Russia seriously didn’t correct me on this!",13,456,13,1000079983543382016,https://twitter.com/elonmusk/status/1000079983543382016,44196397,2018-05-25 18:23:43+00:00,Fri May 25 18:23:43 +0000 2018,,,,
+5035,elonmusk,broderick,"Something needs to be done to reward consistent, high quality journalism. Some in media are absurdly indignant before even seeing the product. Odd …",107,1939,101,1000079980611624960,https://twitter.com/elonmusk/status/1000079980611624960,44196397,2018-05-25 18:23:42+00:00,Fri May 25 18:23:42 +0000 2018,,,,
+5036,elonmusk,,"Turns out http://Pravda.com is actually owned by Ukraine. For some reason, Russia didn’t bother to correct me …",781,8085,560,1000079978220802049,https://twitter.com/elonmusk/status/1000079978220802049,44196397,2018-05-25 18:23:42+00:00,Fri May 25 18:23:42 +0000 2018,,,,http://Pravda.com
+5037,elonmusk,designcollector,"For some reason, Russia didn’t bother to correct me …",16,672,25,1000079975150596096,https://twitter.com/elonmusk/status/1000079975150596096,44196397,2018-05-25 18:23:41+00:00,Fri May 25 18:23:41 +0000 2018,,,,
+5038,elonmusk,,"Tried to buy http://Pravda.com, but Russia said no. Turns out they already use it.",1480,12215,1526,1000072092769964033,https://twitter.com/elonmusk/status/1000072092769964033,44196397,2018-05-25 17:52:22+00:00,Fri May 25 17:52:22 +0000 2018,,,,http://Pravda.com
+5039,elonmusk,DavisTravis9830,"Definitely did not. I’ve been through many press cycles & know full well same person praising me today will trash me tomorrow. Journos hound me constantly for interviews, but I do almost none these days. Twitter as it allows me to bypass journo bs.",118,1621,137,999848310344044544,https://twitter.com/elonmusk/status/999848310344044544,44196397,2018-05-25 03:03:08+00:00,Fri May 25 03:03:08 +0000 2018,,,,
+5040,elonmusk,amywestervelt,I’ve just had it with sanctimonious journalists who appoint themselves protectors of the public interest & yet believe that same public is too stupid & immoral to assess their credibility. It’s amazing that you don’t understand how insufferably hypocritical that is. Wow.,943,4527,172,999845637385404416,https://twitter.com/elonmusk/status/999845637385404416,44196397,2018-05-25 02:52:30+00:00,Fri May 25 02:52:30 +0000 2018,,,,
+5041,elonmusk,spacecom,The Tesla facility is open plan & we’re not going to erect walls everywhere for a journo tour. I know journalists too well & they are some of the worst & best human beings I’ve ever met. You’re the former.,50,991,51,999841559846633473,https://twitter.com/elonmusk/status/999841559846633473,44196397,2018-05-25 02:36:18+00:00,Fri May 25 02:36:18 +0000 2018,,,,
+5042,elonmusk,FoxyIrony,No,9,412,30,999809802988482560,https://twitter.com/elonmusk/status/999809802988482560,44196397,2018-05-25 00:30:07+00:00,Fri May 25 00:30:07 +0000 2018,,,,
+5043,elonmusk,medickinson,Nano applies to everything & therefore means nothing. Definitely indicates bs. Sorry. http://uncyclopedia.wikia.com/wiki/Nanotechnology,175,3690,340,999808730106445824,https://twitter.com/elonmusk/status/999808730106445824,44196397,2018-05-25 00:25:51+00:00,Fri May 25 00:25:51 +0000 2018,,,,http://uncyclopedia.wikia.com/wiki/Nanotechnology
+5044,elonmusk,amywestervelt,"Yes, because Tesla has the most advanced battery manufacturing technology in the world & products that haven’t been unveiled yet. You don’t have a right to show that to our competitors or spoil future product launches.",172,3066,102,999797465787191297,https://twitter.com/elonmusk/status/999797465787191297,44196397,2018-05-24 23:41:05+00:00,Thu May 24 23:41:05 +0000 2018,,,,
+5045,elonmusk,weinbergersa,"Wow, you’re ignorant. Don’t remember you, but disclosing classified US missile technology to hostile nations would violate ITAR law & land you in jail. I didn’t review it, but my team did. Obviously nobody cared about what your article said. Please.",4062,43993,871,999796653560283136,https://twitter.com/elonmusk/status/999796653560283136,44196397,2018-05-24 23:37:52+00:00,Thu May 24 23:37:52 +0000 2018,,,,
+5046,elonmusk,PolitiFact,Done,49,1307,55,999619147305660416,https://twitter.com/elonmusk/status/999619147305660416,44196397,2018-05-24 11:52:31+00:00,Thu May 24 11:52:31 +0000 2018,,,,
+5047,elonmusk,jennineak,Have a confirmed real name identity section & an unconfirmed identity section. Latter with subscore that excludes probable botnets.,31,835,84,999597963482574848,https://twitter.com/elonmusk/status/999597963482574848,44196397,2018-05-24 10:28:20+00:00,Thu May 24 10:28:20 +0000 2018,,,,
+5048,elonmusk,DX_1,Be careful what you wish for,1040,11725,109,999594838973542400,https://twitter.com/elonmusk/status/999594838973542400,44196397,2018-05-24 10:15:55+00:00,Thu May 24 10:15:55 +0000 2018,,,,https://m.imdb.com/title/tt3333824/
+5049,elonmusk,,"Amazingly, the “media is awesome” vote is declining, despite hundreds of articles attacking this very poll ",2057,29210,1281,999591624521940993,https://twitter.com/elonmusk/status/999591624521940993,44196397,2018-05-24 10:03:09+00:00,Thu May 24 10:03:09 +0000 2018,,,,
+5050,elonmusk,RockyPruitt,My point exactly,849,11282,320,999589943000358913,https://twitter.com/elonmusk/status/999589943000358913,44196397,2018-05-24 09:56:28+00:00,Thu May 24 09:56:28 +0000 2018,,,,https://twitter.com/rockypruitt/status/999535383049273344
+5051,elonmusk,upulie,"Ahem, you have “nano” in your bio. That is 100% synonymous with bs.",78,1285,419,999579712484790272,https://twitter.com/elonmusk/status/999579712484790272,44196397,2018-05-24 09:15:49+00:00,Thu May 24 09:15:49 +0000 2018,,,,
+5052,elonmusk,donny0m,Reddit is great,151,1303,84,999570680210276352,https://twitter.com/elonmusk/status/999570680210276352,44196397,2018-05-24 08:39:55+00:00,Thu May 24 08:39:55 +0000 2018,,,,
+5053,elonmusk,,"Come on media, you can do it! Get more people to vote for you. You are literally the media.",2049,29639,732,999568719146725377,https://twitter.com/elonmusk/status/999568719146725377,44196397,2018-05-24 08:32:08+00:00,Thu May 24 08:32:08 +0000 2018,,,,
+5054,elonmusk,PassionPlanet1,Exactly. The point of such a site would be to help restore the credibility of the media. They don’t realize how little credibility they actually have with the public.,65,746,58,999560417637580800,https://twitter.com/elonmusk/status/999560417637580800,44196397,2018-05-24 07:59:09+00:00,Thu May 24 07:59:09 +0000 2018,,,,
+5055,elonmusk,lexiheft,"Why are certain journalists (editors especially) so concerned about the public rating their credibility? All they do all day is rate others, ostensibly on behalf of the same public for which they have contempt.",838,3468,117,999524442211418114,https://twitter.com/elonmusk/status/999524442211418114,44196397,2018-05-24 05:36:11+00:00,Thu May 24 05:36:11 +0000 2018,,,,
+5056,elonmusk,dancow,I did to any who asked,13,722,12,999520453071855616,https://twitter.com/elonmusk/status/999520453071855616,44196397,2018-05-24 05:20:20+00:00,Thu May 24 05:20:20 +0000 2018,,,,
+5057,elonmusk,dancow,"That was obvious from a mile away. I tried to use their product & it didn’t work. Not exactly a genius move by WSJ, but they were brave enough to say it.",23,740,13,999517376772165632,https://twitter.com/elonmusk/status/999517376772165632,44196397,2018-05-24 05:08:07+00:00,Thu May 24 05:08:07 +0000 2018,,,,
+5058,elonmusk,DMC_Ryan,"Maybe after you get your Model 3, we can talk about what you like & what needs to be improved",41,1950,52,999515261479731200,https://twitter.com/elonmusk/status/999515261479731200,44196397,2018-05-24 04:59:43+00:00,Thu May 24 04:59:43 +0000 2018,,,,
+5059,elonmusk,elonmusk,"But consider it real. We could unveil Model Y anytime from late this year to mid next year, so March 15 is about right.",99,2229,58,999513492825620481,https://twitter.com/elonmusk/status/999513492825620481,44196397,2018-05-24 04:52:41+00:00,Thu May 24 04:52:41 +0000 2018,,,,
+5060,elonmusk,DMC_Ryan,"I just made that up, because the Ides of March sounded good",67,2764,45,999513049470922752,https://twitter.com/elonmusk/status/999513049470922752,44196397,2018-05-24 04:50:55+00:00,Thu May 24 04:50:55 +0000 2018,,,,
+5061,elonmusk,eugenelee3,Gasoline or diesel?,5,330,13,999512438142787585,https://twitter.com/elonmusk/status/999512438142787585,44196397,2018-05-24 04:48:29+00:00,Thu May 24 04:48:29 +0000 2018,,,,
+5062,elonmusk,karaswisher,What car do you drive?,27,688,39,999511881160130565,https://twitter.com/elonmusk/status/999511881160130565,44196397,2018-05-24 04:46:17+00:00,Thu May 24 04:46:17 +0000 2018,,,,
+5063,elonmusk,BenSullins,March 15,95,2341,88,999502403207544832,https://twitter.com/elonmusk/status/999502403207544832,44196397,2018-05-24 04:08:37+00:00,Thu May 24 04:08:37 +0000 2018,,,,
+5064,elonmusk,mainhoonmaun,The media,37,910,34,999500971045629952,https://twitter.com/elonmusk/status/999500971045629952,44196397,2018-05-24 04:02:55+00:00,Thu May 24 04:02:55 +0000 2018,,,,
+5065,elonmusk,karaswisher,"Hi Kara! I’m open to it. Right now, I’m cranking super hard at the Tesla factory, so it depends on how things are going next week.",233,5231,218,999466717112745985,https://twitter.com/elonmusk/status/999466717112745985,44196397,2018-05-24 01:46:49+00:00,Thu May 24 01:46:49 +0000 2018,,,,
+5066,elonmusk,,"Maybe the media credibility rating site should be called “You’re Right!” I do actually own http://youreright.com, but for the moment I just have it automatically forward to Facebook News.",1519,19395,1328,999465692859527168,https://twitter.com/elonmusk/status/999465692859527168,44196397,2018-05-24 01:42:45+00:00,Thu May 24 01:42:45 +0000 2018,,,,http://youreright.com
+5067,elonmusk,,Definitely,11,428,27,999462420790755334,https://twitter.com/elonmusk/status/999462420790755334,44196397,2018-05-24 01:29:44+00:00,Thu May 24 01:29:44 +0000 2018,,,,
+5068,elonmusk,MrNobre,"There no good car emojis. I mean seriously, what the heck are these and this is the best one ",317,4670,153,999451883092652032,https://twitter.com/elonmusk/status/999451883092652032,44196397,2018-05-24 00:47:52+00:00,Thu May 24 00:47:52 +0000 2018,,,,
+5069,elonmusk,BitcoinCadet,Yo,123,3532,28,999451013391179776,https://twitter.com/elonmusk/status/999451013391179776,44196397,2018-05-24 00:44:25+00:00,Thu May 24 00:44:25 +0000 2018,,,,
+5070,elonmusk,benschwartz_,That’s the basic idea,20,1098,38,999450781437706241,https://twitter.com/elonmusk/status/999450781437706241,44196397,2018-05-24 00:43:29+00:00,Thu May 24 00:43:29 +0000 2018,,,,
+5071,elonmusk,,"For some reason, this is the best I’ve felt in a while. Hope you’re feeling good too ",15477,140529,3573,999450636075778049,https://twitter.com/elonmusk/status/999450636075778049,44196397,2018-05-24 00:42:55+00:00,Thu May 24 00:42:55 +0000 2018,,,,
+5072,elonmusk,PolitiFact,"I just tried to donate, but you don’t accept PayPal. Lmk when you do.",224,5916,236,999448547513614336,https://twitter.com/elonmusk/status/999448547513614336,44196397,2018-05-24 00:34:37+00:00,Thu May 24 00:34:37 +0000 2018,,,,
+5073,elonmusk,adnroy,"Um, you just tweeted about this, so obv you do",606,14936,287,999424264880058368,https://twitter.com/elonmusk/status/999424264880058368,44196397,2018-05-23 22:58:07+00:00,Wed May 23 22:58:07 +0000 2018,,,,
+5074,elonmusk,southtopia,Thank you! I thought it was so obvious …,51,2127,76,999424262925533184,https://twitter.com/elonmusk/status/999424262925533184,44196397,2018-05-23 22:58:07+00:00,Wed May 23 22:58:07 +0000 2018,,,,
+5075,elonmusk,AltWouss,Exactly. UAW does not have individual stock ownership as part of the compensation at any other company.,38,812,26,999415738967277568,https://twitter.com/elonmusk/status/999415738967277568,44196397,2018-05-23 22:24:15+00:00,Wed May 23 22:24:15 +0000 2018,,,,
+5076,elonmusk,PolitiFact,"Yeah, I think you do great work",60,2585,75,999398212162105344,https://twitter.com/elonmusk/status/999398212162105344,44196397,2018-05-23 21:14:36+00:00,Wed May 23 21:14:36 +0000 2018,,,,
+5077,elonmusk,,"If you’re in media & don’t want Pravda to exist, write an article telling your readers to vote against it …",1995,24824,1254,999389139551248384,https://twitter.com/elonmusk/status/999389139551248384,44196397,2018-05-23 20:38:33+00:00,Wed May 23 20:38:33 +0000 2018,,,,
+5078,elonmusk,meharris, ,199,9379,146,999385597771853824,https://twitter.com/elonmusk/status/999385597771853824,44196397,2018-05-23 20:24:28+00:00,Wed May 23 20:24:28 +0000 2018,,,,
+5079,elonmusk,ParkerMolloy,"I’ve never stopped a union vote nor removed a union. UAW abandoned this factory. Tesla arrived & gave people back their jobs. They haven’t forgotten UAW betrayed them. That’s why UAW can’t even get people to attend a free BBQ, let alone enough sigs for a vote.",178,2277,86,999385249720057856,https://twitter.com/elonmusk/status/999385249720057856,44196397,2018-05-23 20:23:05+00:00,Wed May 23 20:23:05 +0000 2018,,,,
+5080,elonmusk,meharris,Of course,19,662,26,999382070848770048,https://twitter.com/elonmusk/status/999382070848770048,44196397,2018-05-23 20:10:27+00:00,Wed May 23 20:10:27 +0000 2018,,,,
+5081,elonmusk,scottwww,"It is strange that big auto companies literally have thousands more factory injuries than Tesla & millions more auto deaths, but somehow get less coverage. We are not perfect, but we’re doing our best to make clean energy real & be a good company.",295,3014,102,999378223661137920,https://twitter.com/elonmusk/status/999378223661137920,44196397,2018-05-23 19:55:10+00:00,Wed May 23 19:55:10 +0000 2018,,,,
+5082,elonmusk,JessicaHuseman,"No, they’re just some rich kids in Berkeley who took their political science prof too seriously",786,8337,369,999376607662952448,https://twitter.com/elonmusk/status/999376607662952448,44196397,2018-05-23 19:48:45+00:00,Wed May 23 19:48:45 +0000 2018,,,,
+5083,elonmusk,iShashankBhatia,Will do,13,571,32,999375777882750976,https://twitter.com/elonmusk/status/999375777882750976,44196397,2018-05-23 19:45:27+00:00,Wed May 23 19:45:27 +0000 2018,,,,
+5084,elonmusk,,Create a media credibility rating site (that also flags propaganda botnets),12111,37656,4357,999374720368689153,https://twitter.com/elonmusk/status/999374720368689153,44196397,2018-05-23 19:41:15+00:00,Wed May 23 19:41:15 +0000 2018,,,,
+5085,elonmusk,scotch_io,That’s why editors are included too,19,997,48,999371548053000193,https://twitter.com/elonmusk/status/999371548053000193,44196397,2018-05-23 19:28:39+00:00,Wed May 23 19:28:39 +0000 2018,,,,
+5086,elonmusk,SophieWarnes,We don’t. The media is reporting someone else saying that Tesla advertised. It is untrue.,79,2226,60,999370318383742976,https://twitter.com/elonmusk/status/999370318383742976,44196397,2018-05-23 19:23:45+00:00,Wed May 23 19:23:45 +0000 2018,,,,
+5087,elonmusk,,"Even if some of the public doesn’t care about the credibility score, the journalists, editors & publications will. It is how they define themselves.",4164,45593,1500,999369623484039168,https://twitter.com/elonmusk/status/999369623484039168,44196397,2018-05-23 19:21:00+00:00,Wed May 23 19:21:00 +0000 2018,,,,
+5088,elonmusk,DenverVictoria,Enough of the public does care about the truth. I have faith in the people.,1208,19293,620,999369022280843264,https://twitter.com/elonmusk/status/999369022280843264,44196397,2018-05-23 19:18:36+00:00,Wed May 23 19:18:36 +0000 2018,,,,
+5089,elonmusk,AntVenom,Maybe some good people from those orgs who would join,108,4843,282,999368671972622336,https://twitter.com/elonmusk/status/999368671972622336,44196397,2018-05-23 19:17:13+00:00,Wed May 23 19:17:13 +0000 2018,,,,
+5090,elonmusk,Virtualanom,"Not only needs to be botproof, but seek & unmask anyone operating a disinformation bot army",976,14485,563,999368393420488704,https://twitter.com/elonmusk/status/999368393420488704,44196397,2018-05-23 19:16:07+00:00,Wed May 23 19:16:07 +0000 2018,,,,
+5091,elonmusk,sakiwebo,Exactly,41,1055,56,999367998078042114,https://twitter.com/elonmusk/status/999367998078042114,44196397,2018-05-23 19:14:32+00:00,Wed May 23 19:14:32 +0000 2018,,,,
+5092,elonmusk,,"Going to create a site where the public can rate the core truth of any article & track the credibility score over time of each journalist, editor & publication. Thinking of calling it Pravda …",46260,233757,16104,999367582271422464,https://twitter.com/elonmusk/status/999367582271422464,44196397,2018-05-23 19:12:53+00:00,Wed May 23 19:12:53 +0000 2018,,,,
+5093,elonmusk,dancow,An exception that proves the rule,24,1221,107,999365829761249280,https://twitter.com/elonmusk/status/999365829761249280,44196397,2018-05-23 19:05:55+00:00,Wed May 23 19:05:55 +0000 2018,,,,
+5094,elonmusk,CodyBrown,"Uh, this is Twitter. How many characters do you want?",118,4096,93,999365292684861441,https://twitter.com/elonmusk/status/999365292684861441,44196397,2018-05-23 19:03:47+00:00,Wed May 23 19:03:47 +0000 2018,,,,
+5095,elonmusk,,"Problem is journos are under constant pressure to get max clicks & earn advertising dollars or get fired. Tricky situation, as Tesla doesn’t advertise, but fossil fuel companies & gas/diesel car companies are among world’s biggest advertisers.",5819,42309,1766,999364333674024960,https://twitter.com/elonmusk/status/999364333674024960,44196397,2018-05-23 18:59:59+00:00,Wed May 23 18:59:59 +0000 2018,,,,
+5096,elonmusk,teddymonacelli,The media has earned this mistrust. But maybe there is a solution.,597,6720,251,999363031996948480,https://twitter.com/elonmusk/status/999363031996948480,44196397,2018-05-23 18:54:48+00:00,Wed May 23 18:54:48 +0000 2018,,,,
+5097,elonmusk,jaspar,Oh hey another sanctimonious media person who thinks he’s above criticism. Try being truthful & the public will believe you again.,404,4662,136,999361510915768320,https://twitter.com/elonmusk/status/999361510915768320,44196397,2018-05-23 18:48:46+00:00,Wed May 23 18:48:46 +0000 2018,,,,
+5098,elonmusk,andyjayhawk,"Thought you’d say that. Anytime anyone criticizes the media, the media shrieks “You’re just like Trump!” Why do you think he got elected in the first place? Because no ones believes you any more. You lost your credibility a long time ago.",17448,69031,2319,999357298861486080,https://twitter.com/elonmusk/status/999357298861486080,44196397,2018-05-23 18:32:01+00:00,Wed May 23 18:32:01 +0000 2018,,,,
+5099,elonmusk,ElectrekCo,"The holier-than-thou hypocrisy of big media companies who lay claim to the truth, but publish only enough to sugarcoat the lie, is why the public no longer respects them",11019,47464,1920,999355619390865408,https://twitter.com/elonmusk/status/999355619390865408,44196397,2018-05-23 18:25:21+00:00,Wed May 23 18:25:21 +0000 2018,,,,https://twitter.com/electrekco/status/999318852365303808
+5100,elonmusk,,"This will sound super obvious, but Genesis & Oblivion",36,733,14,999234369112850432,https://twitter.com/elonmusk/status/999234369112850432,44196397,2018-05-23 10:23:33+00:00,Wed May 23 10:23:33 +0000 2018,,,,
+5101,elonmusk,JohnBirmingham,I am not cool,127,1397,66,999233903456997376,https://twitter.com/elonmusk/status/999233903456997376,44196397,2018-05-23 10:21:42+00:00,Wed May 23 10:21:42 +0000 2018,,,,
+5102,elonmusk,ZainRaz4,The one about to come out called So Heavy i fell through the earth,28,855,9,999232361236590592,https://twitter.com/elonmusk/status/999232361236590592,44196397,2018-05-23 10:15:34+00:00,Wed May 23 10:15:34 +0000 2018,,,,
+5103,elonmusk,mashable,"Was sad to see G getting tons of undeserved flak because of me, so I’m glad there’s some good too . Her music is incredible.",429,12327,208,999229479514853379,https://twitter.com/elonmusk/status/999229479514853379,44196397,2018-05-23 10:04:07+00:00,Wed May 23 10:04:07 +0000 2018,,,,
+5104,elonmusk,bevvscott,Thanks. Not super fun right now ,28,574,128,999161021657837568,https://twitter.com/elonmusk/status/999161021657837568,44196397,2018-05-23 05:32:05+00:00,Wed May 23 05:32:05 +0000 2018,,,,
+5105,elonmusk,kulpability,Busted ,18,1463,10,999155581012230144,https://twitter.com/elonmusk/status/999155581012230144,44196397,2018-05-23 05:10:28+00:00,Wed May 23 05:10:28 +0000 2018,,,,
+5106,elonmusk,CateLuvsLondon,"None of those criteria are certain by themselves, but when taken together & messages have an obv agenda, it almost always indicates use of a network of self-validating troll accounts",18,451,20,999154641085448192,https://twitter.com/elonmusk/status/999154641085448192,44196397,2018-05-23 05:06:44+00:00,Wed May 23 05:06:44 +0000 2018,,,,
+5107,elonmusk,Aceinmysleeve1,"Troll dead giveaways: not using real names, obv fake pics & backgrounds, low follower/follow ratio, account recently created, repeating same phrases, etc (sigh)",25,522,40,999149447975133184,https://twitter.com/elonmusk/status/999149447975133184,44196397,2018-05-23 04:46:06+00:00,Wed May 23 04:46:06 +0000 2018,,,,
+5108,elonmusk,AustinOnSocial,Great idea!,75,4078,88,999062738402881537,https://twitter.com/elonmusk/status/999062738402881537,44196397,2018-05-22 23:01:33+00:00,Tue May 22 23:01:33 +0000 2018,,,,
+5109,elonmusk,annerajb,Will do it later this year. Too much on plate right now. Will be available as an upgrade from service.,29,553,29,999056596935233536,https://twitter.com/elonmusk/status/999056596935233536,44196397,2018-05-22 22:37:08+00:00,Tue May 22 22:37:08 +0000 2018,,,,
+5110,elonmusk,DeusEx,Love original Deus Ex! That would be awesome.,166,3536,63,999056071489548288,https://twitter.com/elonmusk/status/999056071489548288,44196397,2018-05-22 22:35:03+00:00,Tue May 22 22:35:03 +0000 2018,,,,
+5111,elonmusk,UAW,Interesting he stops at ‘09. That’s when you drove GM & Chrysler into bankruptcy & lost tens of thousands of jobs for people that counted on you.,51,752,58,999020811930423297,https://twitter.com/elonmusk/status/999020811930423297,44196397,2018-05-22 20:14:57+00:00,Tue May 22 20:14:57 +0000 2018,,,,
+5112,elonmusk,matthunter,Just order your car with the James Bond option package. It’s an off-menu item for those in the know ,452,9482,185,999010644572553216,https://twitter.com/elonmusk/status/999010644572553216,44196397,2018-05-22 19:34:33+00:00,Tue May 22 19:34:33 +0000 2018,,,,
+5113,elonmusk,elonmusk,"But ya know what, let’s test that theory. Maybe we do want UAW back, even tho UAW betrayed us 8 years ago & left us here to rot. Maybe we want UAW back even tho injury rate today is 1/2 what it was with them & wages were lower. Maybe. Let’s hold a vote & find out.",38,682,68,999010167793504256,https://twitter.com/elonmusk/status/999010167793504256,44196397,2018-05-22 19:32:39+00:00,Tue May 22 19:32:39 +0000 2018,,,,
+5114,elonmusk,speea,"In theory true, but not how UAW behaved. They drove GM & Chrysler to bankruptcy & lost 200,000+ jobs for people they were supposed to protect, incl abandoning NUMMI plant workers.Tesla took over & now it has 10k+ jobs.UAW destroyed once great US auto industry & everyone knows it.",54,621,48,998996397570441216,https://twitter.com/elonmusk/status/998996397570441216,44196397,2018-05-22 18:37:56+00:00,Tue May 22 18:37:56 +0000 2018,,,,
+5115,elonmusk,,"We’re going to include some fun games as hidden Easter eggs in Tesla S, X & 3. What do you think would be most fun in a car using the center touch screen?",2554,40400,13444,998988641702526977,https://twitter.com/elonmusk/status/998988641702526977,44196397,2018-05-22 18:07:07+00:00,Tue May 22 18:07:07 +0000 2018,,,,
+5116,elonmusk,OldManLink,Good point,13,330,14,998988091556704256,https://twitter.com/elonmusk/status/998988091556704256,44196397,2018-05-22 18:04:55+00:00,Tue May 22 18:04:55 +0000 2018,,,,
+5117,elonmusk,ericbrownzzz,"No, UAW does that. They want divisiveness & enforcement of 2 class “lords & commoners” system. That sucks. US fought War of Independence to get *rid* of a 2 class system! Managers & workers shd be equal w easy movement either way. Managing sucks btw. Hate doing it so much.",85,1055,322,998987396870950912,https://twitter.com/elonmusk/status/998987396870950912,44196397,2018-05-22 18:02:10+00:00,Tue May 22 18:02:10 +0000 2018,,,,
+5118,elonmusk,mikeyfranklin,"More “Reveal” bs. Tesla is overseen by Cal/OSHA, most stringent labor safety org in US, & they’ve never found us to misrepresent. On other hand, Ford, Chrysler & GM (UAW) have repeatedly been found to fake safety numbers. Strangely, that info is missing from Reveal article …",38,579,23,998984720783323136,https://twitter.com/elonmusk/status/998984720783323136,44196397,2018-05-22 17:51:32+00:00,Tue May 22 17:51:32 +0000 2018,,,,
+5119,elonmusk,SarahKnuckey,No problem,10,393,5,998981687743741952,https://twitter.com/elonmusk/status/998981687743741952,44196397,2018-05-22 17:39:29+00:00,Tue May 22 17:39:29 +0000 2018,,,,
+5120,elonmusk,SarahKnuckey,"They are incorrect. We never met, nor have we ever been scheduled to meet.",13,466,10,998980096181628929,https://twitter.com/elonmusk/status/998980096181628929,44196397,2018-05-22 17:33:09+00:00,Tue May 22 17:33:09 +0000 2018,,,,
+5121,elonmusk,DMC_Ryan,"Thanks again, have conveyed your words to the Tesla team, who have been working crazy hard. Really energizing!",25,613,34,998953706673487873,https://twitter.com/elonmusk/status/998953706673487873,44196397,2018-05-22 15:48:17+00:00,Tue May 22 15:48:17 +0000 2018,,,,
+5122,elonmusk,SarahKnuckey,I didn’t meet with him,75,2472,37,998950122225455105,https://twitter.com/elonmusk/status/998950122225455105,44196397,2018-05-22 15:34:03+00:00,Tue May 22 15:34:03 +0000 2018,,,,
+5123,elonmusk,dinisguarda,I definitely don’t do this 5 minute thing. Need to have long uninterrupted times to think. Can’t be creative otherwise.,805,9787,174,998797622461710337,https://twitter.com/elonmusk/status/998797622461710337,44196397,2018-05-22 05:28:04+00:00,Tue May 22 05:28:04 +0000 2018,,,,
+5124,elonmusk,,Just wanted to say thanks to all Tesla supporters. I damn well love you.,8920,142280,4551,998786412970369024,https://twitter.com/elonmusk/status/998786412970369024,44196397,2018-05-22 04:43:32+00:00,Tue May 22 04:43:32 +0000 2018,,,,
+5125,elonmusk,rrosenbl,"Have been meaning to get around to talking to him. Some of his criticisms are valid, but, on the higher body/chassis weight front, he wasn’t fully appreciating that we were going for much higher crash safety levels than other cars.",32,660,17,998782142556467201,https://twitter.com/elonmusk/status/998782142556467201,44196397,2018-05-22 04:26:33+00:00,Tue May 22 04:26:33 +0000 2018,,,,
+5126,elonmusk,DMC_Ryan,"Thanks Ryan. Critical feedback after you get the car would be much appreciated, no matter how nuanced.",24,713,28,998780707164995585,https://twitter.com/elonmusk/status/998780707164995585,44196397,2018-05-22 04:20:51+00:00,Tue May 22 04:20:51 +0000 2018,,,,
+5127,elonmusk,sam_w_rye,"To be clear, all Model 3 cars, incl early production will have same great braking ability. Nature of any product, however, is that if you care about perfection, you make constant small refinements. Today’s Model S is far more refined than initial production.",33,625,15,998779781230379014,https://twitter.com/elonmusk/status/998779781230379014,44196397,2018-05-22 04:17:10+00:00,Tue May 22 04:17:10 +0000 2018,,,,
+5128,elonmusk,rrosenbl,ABS calibration algorithm,27,672,17,998778751767871488,https://twitter.com/elonmusk/status/998778751767871488,44196397,2018-05-22 04:13:05+00:00,Tue May 22 04:13:05 +0000 2018,,,,
+5129,elonmusk,elonmusk,"Also, Consumer Reports has an early production car. Model 3 now has improved ride comfort, lower wind noise & many other small improvements. Will request that they test current production.",86,1261,45,998778081492926465,https://twitter.com/elonmusk/status/998778081492926465,44196397,2018-05-22 04:10:25+00:00,Tue May 22 04:10:25 +0000 2018,,,,
+5130,elonmusk,ElectrekCo,"Looks like this can be fixed with a firmware update. Will be rolling that out in a few days. With further refinement, we can improve braking distance beyond initial specs. Tesla won’t stop until Model 3 has better braking than any remotely comparable car.",346,5333,139,998777288559755264,https://twitter.com/elonmusk/status/998777288559755264,44196397,2018-05-22 04:07:16+00:00,Tue May 22 04:07:16 +0000 2018,,,,
+5131,elonmusk,camgfrost,"Stop, you’re making me blush ",26,552,15,998765102248542208,https://twitter.com/elonmusk/status/998765102248542208,44196397,2018-05-22 03:18:51+00:00,Tue May 22 03:18:51 +0000 2018,,,,
+5132,elonmusk,DMC_Ryan,"Also, not promising anything, but we *might* be able to increase Model 3 Performance power output a little",40,666,29,998762156752449537,https://twitter.com/elonmusk/status/998762156752449537,44196397,2018-05-22 03:07:08+00:00,Tue May 22 03:07:08 +0000 2018,,,,
+5133,elonmusk,DMC_Ryan,Complexity is the devil. Words can’t express how hard we are working on the Model 3 production ramp & trying to get to profitability. But we’ll try.,37,655,20,998761472292352000,https://twitter.com/elonmusk/status/998761472292352000,44196397,2018-05-22 03:04:25+00:00,Tue May 22 03:04:25 +0000 2018,,,,
+5134,elonmusk,teslaology,"Good point. Yeah, we will do that for the bigger locations.",31,885,29,998739940073590784,https://twitter.com/elonmusk/status/998739940073590784,44196397,2018-05-22 01:38:52+00:00,Tue May 22 01:38:52 +0000 2018,,,,
+5135,elonmusk,LanceUlanoff,"The CR braking result is inconsistent with other reviewers, but might indicate that some Model 3’s have longer braking distances than others. If so, we will address this at our expense. First time we’ve seen anything like this.",153,3591,64,998739763543736320,https://twitter.com/elonmusk/status/998739763543736320,44196397,2018-05-22 01:38:09+00:00,Tue May 22 01:38:09 +0000 2018,,,,
+5136,elonmusk,elonmusk,"Even if a physical upgrade is needed to existing fleet, we will make sure all Model 3’s having amazing braking ability at no expense to customers",121,1576,69,998738577344229377,https://twitter.com/elonmusk/status/998738577344229377,44196397,2018-05-22 01:33:27+00:00,Tue May 22 01:33:27 +0000 2018,,,,
+5137,elonmusk,ElectrekCo,"Very strange. Model 3 is designed to have super good stopping distance & others reviewers have confirmed this. If there is vehicle variability, we will figure it out & address. May just be a question of firmware tuning, in which case can be solved by an OTA software update.",234,5163,120,998738003668357120,https://twitter.com/elonmusk/status/998738003668357120,44196397,2018-05-22 01:31:10+00:00,Tue May 22 01:31:10 +0000 2018,,,,
+5138,elonmusk,reveal,"Cool, we can do the interview at Tesla in front of the yellow barriers & beeping forklifts you said didn’t exist. Please send your meeting request to wakassliar@tesla.com.",130,1566,75,998673550616621056,https://twitter.com/elonmusk/status/998673550616621056,44196397,2018-05-21 21:15:03+00:00,Mon May 21 21:15:03 +0000 2018,,,,
+5139,elonmusk,MrsYomaddy,Gwynne’s awesome. Been SpaceX prez for 10 years. Super love working with her.,44,896,23,998460891355004928,https://twitter.com/elonmusk/status/998460891355004928,44196397,2018-05-21 07:10:01+00:00,Mon May 21 07:10:01 +0000 2018,,,,
+5140,elonmusk,Dani21, ,36,518,22,998460106579701760,https://twitter.com/elonmusk/status/998460106579701760,44196397,2018-05-21 07:06:54+00:00,Mon May 21 07:06:54 +0000 2018,,,,
+5141,elonmusk,elonmusk,"Also, UAW did nada for job security in last recession. Dropped Fremont like a hot potato to protect their core base in Detroit. UAW *chose* to exit this plant before Tesla even arrived. We had nothing to do with UAW leaving, but everything to do with why people here have jobs.",85,1488,53,998459709446176768,https://twitter.com/elonmusk/status/998459709446176768,44196397,2018-05-21 07:05:19+00:00,Mon May 21 07:05:19 +0000 2018,,,,
+5142,elonmusk,dmatkins137,Nothing stopping Tesla team at our car plant from voting union. Could do so tmrw if they wanted. But why pay union dues & give up stock options for nothing? Our safety record is 2X better than when plant was UAW & everybody already gets healthcare.,98,1699,321,998454539941367808,https://twitter.com/elonmusk/status/998454539941367808,44196397,2018-05-21 06:44:47+00:00,Mon May 21 06:44:47 +0000 2018,,,,
+5143,elonmusk,dmatkins137,"Tesla factory literally has miles of painted yellow lines & tape. Report about forklifts not beeping is also bs. These are both demonstrably false, but were reported as “facts” by Reveal.",73,1765,64,998449970528247808,https://twitter.com/elonmusk/status/998449970528247808,44196397,2018-05-21 06:26:37+00:00,Mon May 21 06:26:37 +0000 2018,,,,
+5144,elonmusk,maxrogo,We’re working on allowing you to use your phone in car when you hear a rattle/squeak & pinpoint origin by acoustic signature & triangulation,74,1080,76,998410421244542978,https://twitter.com/elonmusk/status/998410421244542978,44196397,2018-05-21 03:49:28+00:00,Mon May 21 03:49:28 +0000 2018,,,,
+5145,elonmusk,,SpaceX Crew Dragon ship in anechoic chamber for EMI testing before being sent to @NASA Plum Brook vacuum chamber,3344,27375,580,998409778316496896,https://twitter.com/elonmusk/status/998409778316496896,44196397,2018-05-21 03:46:55+00:00,Mon May 21 03:46:55 +0000 2018,,@NASA,,
+5146,elonmusk,georgechang,For sure before snowfall this year,17,449,13,998405757434580997,https://twitter.com/elonmusk/status/998405757434580997,44196397,2018-05-21 03:30:56+00:00,Mon May 21 03:30:56 +0000 2018,,,,
+5147,elonmusk,trace_remick,It can tow far more than rated capacity,28,565,20,998402168049848320,https://twitter.com/elonmusk/status/998402168049848320,44196397,2018-05-21 03:16:40+00:00,Mon May 21 03:16:40 +0000 2018,,,,
+5148,elonmusk,clprenz,Exactly! Will probably unveil next gen Supercharger late summer. Major improvements all round.,70,790,37,998401234070581248,https://twitter.com/elonmusk/status/998401234070581248,44196397,2018-05-21 03:12:58+00:00,Mon May 21 03:12:58 +0000 2018,,,,
+5149,elonmusk,ivanovi_ivaylo,"With production, 1st you need achieve target rate & then smooth out flow to achieve target cost. Shipping min cost Model 3 right away wd cause Tesla to lose money & die. Need 3 to 6 months after 5k/wk to ship $35k Tesla & live.",110,1005,100,998400110156550144,https://twitter.com/elonmusk/status/998400110156550144,44196397,2018-05-21 03:08:30+00:00,Mon May 21 03:08:30 +0000 2018,,,,
+5150,elonmusk,willardslammo,That means nothing. Literally your Mom could file for NLRB.,31,502,17,998372753362173952,https://twitter.com/elonmusk/status/998372753362173952,44196397,2018-05-21 01:19:47+00:00,Mon May 21 01:19:47 +0000 2018,,,,
+5151,elonmusk,MacTechGenius,Exactly ! That will be really fun &amp; shed light on what’s happening. Hoping to start that later this year after we become profitable. Difficult to justify before then.,22,482,25,998372206588538880,https://twitter.com/elonmusk/status/998372206588538880,44196397,2018-05-21 01:17:37+00:00,Mon May 21 01:17:37 +0000 2018,,,,
+5152,elonmusk,marshall5912,"Yeah, “Reveal” was carefully constructed propaganda with a name that wd make Orwell proud. Workplace injury rate of our factory when it was UAW w Toyota/GM was twice as high as today’s non-union.",34,449,56,998370453474312192,https://twitter.com/elonmusk/status/998370453474312192,44196397,2018-05-21 01:10:39+00:00,Mon May 21 01:10:39 +0000 2018,,,,
+5153,elonmusk,marshall5912,"About 2% of Tesla, incl salaried & hourly, union & non-union were let go in annual review. Only known union person fired was a guy who repeatedly threatened non-union supporters verbally & on social media & lied about it.",28,606,16,998369524599504896,https://twitter.com/elonmusk/status/998369524599504896,44196397,2018-05-21 01:06:58+00:00,Mon May 21 01:06:58 +0000 2018,,,,
+5154,elonmusk,AKSINGH_S,Yes,13,513,24,998124236542656517,https://twitter.com/elonmusk/status/998124236542656517,44196397,2018-05-20 08:52:16+00:00,Sun May 20 08:52:16 +0000 2018,,,,
+5155,elonmusk,KingLutron,Exactly,11,408,13,998124143685001217,https://twitter.com/elonmusk/status/998124143685001217,44196397,2018-05-20 08:51:54+00:00,Sun May 20 08:51:54 +0000 2018,,,,
+5156,elonmusk,marshall5912,They can form a union whenever they want & there’s nothing I can do to stop them. California is a very pro-union state. They just don’t want to.,48,957,44,998124140090376192,https://twitter.com/elonmusk/status/998124140090376192,44196397,2018-05-20 08:51:53+00:00,Sun May 20 08:51:53 +0000 2018,,,,
+5157,elonmusk,paulmacguyscott,Upgrade to the latest S. Nothing will give you greater joy. It’s like being able to have dopamine jacked straight into your brain at will.,50,1094,60,998091600541630464,https://twitter.com/elonmusk/status/998091600541630464,44196397,2018-05-20 06:42:35+00:00,Sun May 20 06:42:35 +0000 2018,,,,
+5158,elonmusk,Josh_Soto,"They are correct. It’s awesome. Second best driving feel of any car in the world imo, apart from Model S. Traction control precision is super tight.",42,1045,26,998091052580986880,https://twitter.com/elonmusk/status/998091052580986880,44196397,2018-05-20 06:40:25+00:00,Sun May 20 06:40:25 +0000 2018,,,,
+5159,elonmusk,JamesKRussel,"It does so constantly, but so smoothly that you can’t tell",21,763,15,998090360306810880,https://twitter.com/elonmusk/status/998090360306810880,44196397,2018-05-20 06:37:40+00:00,Sun May 20 06:37:40 +0000 2018,,,,
+5160,elonmusk,AntVenom,Depends on when you placed your initial reservation. We start delivering the dual motor Model 3 in July.,21,526,22,998090184288694272,https://twitter.com/elonmusk/status/998090184288694272,44196397,2018-05-20 06:36:58+00:00,Sun May 20 06:36:58 +0000 2018,,,,
+5161,elonmusk,Josh_Soto,"Three or four months, depending on demand level. We have enough for about 1000/week right now.",32,955,27,998089917065453568,https://twitter.com/elonmusk/status/998089917065453568,44196397,2018-05-20 06:35:54+00:00,Sun May 20 06:35:54 +0000 2018,,,,
+5162,elonmusk,,Good idea ...,31,683,16,998089603964747776,https://twitter.com/elonmusk/status/998089603964747776,44196397,2018-05-20 06:34:39+00:00,Sun May 20 06:34:39 +0000 2018,,,,
+5163,elonmusk,MacTechGenius,That is true. Electric motors are far more reliable than combustion engines. You need an electric motor just to start a gas engine!,100,1568,21,998089449400516608,https://twitter.com/elonmusk/status/998089449400516608,44196397,2018-05-20 06:34:02+00:00,Sun May 20 06:34:02 +0000 2018,,,,
+5164,elonmusk,,Tesla dual motor means there is a motor in front & a motor in rear. One is optimized for power & one for range. Car drives fine even if a motor breaks down. Helps ensure you make it to your destination & don’t get stuck on side of road in potentially unsafe conditions.,4053,44261,1111,998088849636016128,https://twitter.com/elonmusk/status/998088849636016128,44196397,2018-05-20 06:31:40+00:00,Sun May 20 06:31:40 +0000 2018,,,,
+5165,elonmusk,,Cost of normal dual motor AWD option is $5k. Range is also 310 miles. Takes 0-60mph to 4.5 sec & top speed to 140 mph.,1031,13997,429,998087743530913792,https://twitter.com/elonmusk/status/998087743530913792,44196397,2018-05-20 06:27:16+00:00,Sun May 20 06:27:16 +0000 2018,,,,
+5166,elonmusk,PPathole,Black & white interior available only for Model 3 Performance initially due to limited parts availability. Will broaden over time.,53,832,36,998086435692425216,https://twitter.com/elonmusk/status/998086435692425216,44196397,2018-05-20 06:22:04+00:00,Sun May 20 06:22:04 +0000 2018,,,,
+5167,elonmusk,,"Tesla AWD is dual motor, so you can fully drive the car even if one breaks",1073,14812,349,998085901069598720,https://twitter.com/elonmusk/status/998085901069598720,44196397,2018-05-20 06:19:57+00:00,Sun May 20 06:19:57 +0000 2018,,,,
+5168,elonmusk,,"Cost of all options, wheels, paint, etc is included (apart from Autopilot). Cost is $78k. About same as BMW M3, but 15% quicker & with better handling. Will beat anything in its class on the track.",2412,24868,1070,998085655958769665,https://twitter.com/elonmusk/status/998085655958769665,44196397,2018-05-20 06:18:58+00:00,Sun May 20 06:18:58 +0000 2018,,,,
+5169,elonmusk,,"Tesla dual motor, all-wheel drive performance Model 3: 3.5 sec 0-60mph 155 mph Top Speed 310 mile Range",4624,39589,1083,998084314200862720,https://twitter.com/elonmusk/status/998084314200862720,44196397,2018-05-20 06:13:38+00:00,Sun May 20 06:13:38 +0000 2018,,,,
+5170,elonmusk,plot_qasc,"It’s only slightly more expensive to Tesla (same price to car owners), but owner happiness is way higher, so worth doing",78,1631,33,998083368066543616,https://twitter.com/elonmusk/status/998083368066543616,44196397,2018-05-20 06:09:53+00:00,Sun May 20 06:09:53 +0000 2018,,,,
+5171,elonmusk,clemyeung,Exactly,27,1800,19,998082620427714560,https://twitter.com/elonmusk/status/998082620427714560,44196397,2018-05-20 06:06:54+00:00,Sun May 20 06:06:54 +0000 2018,,,,
+5172,elonmusk,,Will soon enable Tesla owners to request service from their phone with a few taps. Tesla Ranger will come to you to take care of your car. No need to bring the car in yourself & zero paperwork.,4730,57173,1226,998082149356994560,https://twitter.com/elonmusk/status/998082149356994560,44196397,2018-05-20 06:05:02+00:00,Sun May 20 06:05:02 +0000 2018,,,,
+5173,elonmusk,Everman,I’m about to test the configurator & then it goes out to early reservation holders tonight,27,508,44,998080381483077632,https://twitter.com/elonmusk/status/998080381483077632,44196397,2018-05-20 05:58:01+00:00,Sun May 20 05:58:01 +0000 2018,,,,
+5174,elonmusk,AddankiSarat,"You can tweet to Tesla, me and/or get something upvoted in message boards",24,500,31,998079732389363714,https://twitter.com/elonmusk/status/998079732389363714,44196397,2018-05-20 05:55:26+00:00,Sun May 20 05:55:26 +0000 2018,,,,
+5175,elonmusk,scottwww,That is the way to go. Thanks for buying our cars!,16,463,12,998078587805745152,https://twitter.com/elonmusk/status/998078587805745152,44196397,2018-05-20 05:50:53+00:00,Sun May 20 05:50:53 +0000 2018,,,,
+5176,elonmusk,DMC_Ryan,"Also, carbon fiber spoiler, 20” Performance wheels, black & white interior.",67,1062,60,998024272537829376,https://twitter.com/elonmusk/status/998024272537829376,44196397,2018-05-20 02:15:03+00:00,Sun May 20 02:15:03 +0000 2018,,,,
+5177,elonmusk,DMC_Ryan,"AC induction front & switched reluctance, partial permanent magnet rear. Silicon Carbide inverters in both. Performance drive units are lot sorted for highest sigma output & get double the burn-in.",126,1517,65,998015873167208448,https://twitter.com/elonmusk/status/998015873167208448,44196397,2018-05-20 01:41:41+00:00,Sun May 20 01:41:41 +0000 2018,,,,
+5178,elonmusk,,Working on Model 3 dual motor all-wheel drive & performance versions. Driving feel is amazing. Aiming to release config late tonight.,3613,42014,1305,997943053317849088,https://twitter.com/elonmusk/status/997943053317849088,44196397,2018-05-19 20:52:19+00:00,Sat May 19 20:52:19 +0000 2018,,,,
+5179,elonmusk,GothKazuGaming,Check out http://boringcompany.com. Build-your-own life size Egyptian pantheon merch coming soon.,51,639,33,997379817472327680,https://twitter.com/elonmusk/status/997379817472327680,44196397,2018-05-18 07:34:13+00:00,Fri May 18 07:34:13 +0000 2018,,,,http://boringcompany.com
+5180,elonmusk,,But The Boring Company is right behind you at 1/15th your speed & soon will be 1/10th! Start sweating …,642,17430,482,997379008974151681,https://twitter.com/elonmusk/status/997379008974151681,44196397,2018-05-18 07:31:00+00:00,Fri May 18 07:31:00 +0000 2018,,,,
+5181,elonmusk,,He taunts us with his speed,1752,20738,302,997376304927227904,https://twitter.com/elonmusk/status/997376304927227904,44196397,2018-05-18 07:20:16+00:00,Fri May 18 07:20:16 +0000 2018,,,,
+5182,elonmusk,PPathole,Just … an ordinary snail,22,729,36,997374648655396864,https://twitter.com/elonmusk/status/997374648655396864,44196397,2018-05-18 07:13:41+00:00,Fri May 18 07:13:41 +0000 2018,,,,
+5183,elonmusk,,His name is Gary & he’s a snail,2660,22139,551,997374361651703808,https://twitter.com/elonmusk/status/997374361651703808,44196397,2018-05-18 07:12:32+00:00,Fri May 18 07:12:32 +0000 2018,,,,
+5184,elonmusk,, ,6645,45360,1558,997372686182449152,https://twitter.com/elonmusk/status/997372686182449152,44196397,2018-05-18 07:05:53+00:00,Fri May 18 07:05:53 +0000 2018,,,,
+5185,elonmusk,boringcompany,Skip forward to see the most boring presentation ever,1043,11883,341,997337626469281792,https://twitter.com/elonmusk/status/997337626469281792,44196397,2018-05-18 04:46:34+00:00,Fri May 18 04:46:34 +0000 2018,,,,https://twitter.com/boringcompany/status/997309073115594752
+5186,elonmusk,metrolosangeles,Excited for @boringcompany partnership with LA Metro,1358,14773,294,997279007933546497,https://twitter.com/elonmusk/status/997279007933546497,44196397,2018-05-18 00:53:38+00:00,Fri May 18 00:53:38 +0000 2018,,@boringcompany,,https://twitter.com/metrolosangeles/status/991116223424286721
+5187,elonmusk,,lol https://www.instagram.com/p/Bi43eF1DsLt/?utm_source=ig_twitter_share&amp;igshid=10y0vgjxgnq69,995,11212,757,997181669353209856,https://twitter.com/elonmusk/status/997181669353209856,44196397,2018-05-17 18:26:51+00:00,Thu May 17 18:26:51 +0000 2018,,,,https://www.instagram.com/p/Bi43eF1DsLt/?utm_source=ig_twitter_share&igshid=10y0vgjxgnq69
+5188,elonmusk,,Listening to REALiTi,4432,30704,1043,997005264116105217,https://twitter.com/elonmusk/status/997005264116105217,44196397,2018-05-17 06:45:53+00:00,Thu May 17 06:45:53 +0000 2018,,,,
+5189,elonmusk,kevinmitnick,"Yeah, there are thousands of Supercharger locations going through permitting/construction, including that area. Will publish an updated map in the next few days.",193,6748,132,996947581530849281,https://twitter.com/elonmusk/status/996947581530849281,44196397,2018-05-17 02:56:40+00:00,Thu May 17 02:56:40 +0000 2018,,,,
+5190,elonmusk,Manuel_Castillo,Yes,25,1100,39,996703690370105350,https://twitter.com/elonmusk/status/996703690370105350,44196397,2018-05-16 10:47:32+00:00,Wed May 16 10:47:32 +0000 2018,,,,
+5191,elonmusk,,Will be presenting & taking questions about The Boring Company plans for Los Angeles at 7pm on Thursday,1314,20702,892,996692386385293312,https://twitter.com/elonmusk/status/996692386385293312,44196397,2018-05-16 10:02:37+00:00,Wed May 16 10:02:37 +0000 2018,,,,
+5192,elonmusk,TEDTalks,Boring Company Hyperloop will take you from city center under ground & ocean to spaceport in 10 to 15 mins,2299,22696,488,996691566851801088,https://twitter.com/elonmusk/status/996691566851801088,44196397,2018-05-16 09:59:21+00:00,Wed May 16 09:59:21 +0000 2018,,,,https://twitter.com/tedtalks/status/988501449586987008
+5193,elonmusk,andrewbg,"Time will tell, but so far it appears so",68,2956,69,996134672638754816,https://twitter.com/elonmusk/status/996134672638754816,44196397,2018-05-14 21:06:27+00:00,Mon May 14 21:06:27 +0000 2018,,,,
+5194,elonmusk,Kasabiii,"It certainly needs to be better & we work to improve it every day, but perfect is enemy of good. A system that, on balance, saves lives & reduces injuries should be released.",424,4421,104,996133894893129728,https://twitter.com/elonmusk/status/996133894893129728,44196397,2018-05-14 21:03:22+00:00,Mon May 14 21:03:22 +0000 2018,,,,
+5195,elonmusk,,What’s actually amazing about this accident is that a Model S hit a fire truck at 60mph and the driver only broke an ankle. An impact at that speed usually results in severe injury or death.,10341,81617,1537,996132429772410882,https://twitter.com/elonmusk/status/996132429772410882,44196397,2018-05-14 20:57:33+00:00,Mon May 14 20:57:33 +0000 2018,,,,
+5196,elonmusk,,"It’s super messed up that a Tesla crash resulting in a broken ankle is front page news and the ~40,000 people who died in US auto accidents alone in past year get almost no coverage https://www.washingtonpost.com/business/tesla-with-autopilot-slams-into-truck-stopped-at-red-light/2018/05/12/18d2e740-563e-11e8-a6d4-ca1d035642ce_story.html?noredirect=on&amp;utm_term=.7466cb626644",22987,109034,4154,996131586469842945,https://twitter.com/elonmusk/status/996131586469842945,44196397,2018-05-14 20:54:12+00:00,Mon May 14 20:54:12 +0000 2018,,,,https://www.washingtonpost.com/business/tesla-with-autopilot-slams-into-truck-stopped-at-red-light/2018/05/12/18d2e740-563e-11e8-a6d4-ca1d035642ce_story.html?noredirect=on&utm_term=.7466cb626644
+5197,elonmusk,sokane1,Yes,20,715,18,996121794246426625,https://twitter.com/elonmusk/status/996121794246426625,44196397,2018-05-14 20:15:17+00:00,Mon May 14 20:15:17 +0000 2018,,,,
+5198,elonmusk,TalkTesla,"According to NHTSA, there was an automotive fatality every 86M miles in 2017 (~40,000 deaths). Tesla was every 320M miles. It’s not possible to be zero, but probability of fatality is much lower in a Tesla. We will be reporting updated safety numbers after each quarter.",738,4542,114,996112995636858880,https://twitter.com/elonmusk/status/996112995636858880,44196397,2018-05-14 19:40:19+00:00,Mon May 14 19:40:19 +0000 2018,,,,
+5199,elonmusk,Techmeme,"This is false. Eyetracking rejected for being ineffective, not for cost. WSJ fails to mention that Tesla is safest car on road, which would make article ridiculous. Approx 4X better than avg.",2198,21623,337,996102919811350528,https://twitter.com/elonmusk/status/996102919811350528,44196397,2018-05-14 19:00:17+00:00,Mon May 14 19:00:17 +0000 2018,,,,
+5200,elonmusk,mayemusk,Happy Mother’s Day Mom! Love you so much.,121,5780,69,995823298888990720,https://twitter.com/elonmusk/status/995823298888990720,44196397,2018-05-14 00:29:10+00:00,Mon May 14 00:29:10 +0000 2018,,,,
+5201,elonmusk,arstechnica,"Fair criticism, but we’re fixing it fast. Hackathon going on right now to fix 2 worst robot production chokepoints. Looks promising.",363,8839,233,995822814291673090,https://twitter.com/elonmusk/status/995822814291673090,44196397,2018-05-14 00:27:15+00:00,Mon May 14 00:27:15 +0000 2018,,,,
+5202,elonmusk,Teslarati,Lovely story,3657,55387,448,995820124656484352,https://twitter.com/elonmusk/status/995820124656484352,44196397,2018-05-14 00:16:33+00:00,Mon May 14 00:16:33 +0000 2018,,,,https://twitter.com/teslarati/status/995563083203571712
+5203,elonmusk,devrim_ogun,"If someone is trying to control us through complicated sky patterns, they must really care. I would gladly obey their instructions, but I can’t figure them out.",58,811,56,995479302660505600,https://twitter.com/elonmusk/status/995479302660505600,44196397,2018-05-13 01:42:15+00:00,Sun May 13 01:42:15 +0000 2018,,,,
+5204,elonmusk,Everman,"SpaceX will prob build 30 to 40 rocket cores for ~300 missions over 5 years. Then BFR takes over & Falcon retires. Goal of BFR is to enable anyone to move to moon, Mars & eventually outer planets.",262,1728,103,995462943079723008,https://twitter.com/elonmusk/status/995462943079723008,44196397,2018-05-13 00:37:15+00:00,Sun May 13 00:37:15 +0000 2018,,,,
+5205,elonmusk,arstechnica,Good piece by Ars,962,10200,259,995461033958424576,https://twitter.com/elonmusk/status/995461033958424576,44196397,2018-05-13 00:29:39+00:00,Sun May 13 00:29:39 +0000 2018,,,,https://twitter.com/arstechnica/status/995457711398678529
+5206,elonmusk,RitaJKing,Rate at which things are getting more bizarre appears to be increasing,359,5580,178,995449059535015936,https://twitter.com/elonmusk/status/995449059535015936,44196397,2018-05-12 23:42:04+00:00,Sat May 12 23:42:04 +0000 2018,,,,
+5207,elonmusk,DylanNeumann2,"Exactly. Gasoline cars will be like steam engines — quaint, but not something you’d actually use to get around. Btw, I like steam engines & trains in general.",72,965,43,995447960895864832,https://twitter.com/elonmusk/status/995447960895864832,44196397,2018-05-12 23:37:43+00:00,Sat May 12 23:37:43 +0000 2018,,,,
+5208,elonmusk,Everman,"Yeah, I heard this so many times. In the future, it will seem bizarre that we used to crash rockets into the ocean instead of reusing them.",1004,12708,180,995446819369844739,https://twitter.com/elonmusk/status/995446819369844739,44196397,2018-05-12 23:33:10+00:00,Sat May 12 23:33:10 +0000 2018,,,,
+5209,elonmusk,boringcompany,Yo,1516,29217,598,995125446634188800,https://twitter.com/elonmusk/status/995125446634188800,44196397,2018-05-12 02:16:09+00:00,Sat May 12 02:16:09 +0000 2018,,,,
+5210,elonmusk,PodcastTeslas,Will make that a setting,19,564,14,995067149302484992,https://twitter.com/elonmusk/status/995067149302484992,44196397,2018-05-11 22:24:30+00:00,Fri May 11 22:24:30 +0000 2018,,,,
+5211,elonmusk,elonmusk,"Fossil fuels subsidized at $10 million a minute, 24 hours a day, 7 days a week",200,900,52,995066192938192897,https://twitter.com/elonmusk/status/995066192938192897,44196397,2018-05-11 22:20:42+00:00,Fri May 11 22:20:42 +0000 2018,,,,https://www.theguardian.com/environment/2015/may/18/fossil-fuel-companies-getting-10m-a-minute-in-subsidies-says-imf
+5212,elonmusk,existentialcoms,No use arguing with chimp. You’re blocked.,167,1643,328,995065228403458048,https://twitter.com/elonmusk/status/995065228403458048,44196397,2018-05-11 22:16:52+00:00,Fri May 11 22:16:52 +0000 2018,,,,
+5213,elonmusk,existentialcoms,"That article was pushed as propaganda to counter IMF study showing fossil fuel subsidies to be $5 trillion/year. Even if $4.9B was true, combined market cap of Tesla & SpaceX is $80B. Where did the other $75B come from? Ass …",118,1729,51,995061978140819456,https://twitter.com/elonmusk/status/995061978140819456,44196397,2018-05-11 22:03:57+00:00,Fri May 11 22:03:57 +0000 2018,,,,
+5214,elonmusk,archangel_cap,I have publicly asked people (like you) not to invest. Go fund Ford or whatever …,161,2066,98,995033832796577792,https://twitter.com/elonmusk/status/995033832796577792,44196397,2018-05-11 20:12:07+00:00,Fri May 11 20:12:07 +0000 2018,,,,
+5215,elonmusk,SpaceX,Launching in ~4 mins,1251,14796,491,995033279731384320,https://twitter.com/elonmusk/status/995033279731384320,44196397,2018-05-11 20:09:55+00:00,Fri May 11 20:09:55 +0000 2018,,,,https://twitter.com/spacex/status/995031117924257792
+5216,elonmusk,DMC_Ryan,"AWD & white interior in July. Air suspension prob later. Note, that’s when we *start* making them. Can’t instantly fill all orders. Will take 6+ months to do so.",70,787,59,995029619655954432,https://twitter.com/elonmusk/status/995029619655954432,44196397,2018-05-11 19:55:22+00:00,Fri May 11 19:55:22 +0000 2018,,,,
+5217,elonmusk,existentialcoms,"Our giant auto co competitors have much greater access to incentives than Tesla, which means Tesla has prospered in spite of govt subsidies, not because of them. Tesla mkt cap has *risen* over time as EV incentives declined. How strange …",828,12251,284,995028864672788480,https://twitter.com/elonmusk/status/995028864672788480,44196397,2018-05-11 19:52:22+00:00,Fri May 11 19:52:22 +0000 2018,,,,
+5218,elonmusk,AnthonyFultz,"I love it too, but trying to keep config simple so as not to blow up the production ramp",19,529,19,995021099518709760,https://twitter.com/elonmusk/status/995021099518709760,44196397,2018-05-11 19:21:31+00:00,Fri May 11 19:21:31 +0000 2018,,,,
+5219,elonmusk,DMC_Ryan,Tesla will enable orders end of next week for dual motor AWD & performance. Starting production of those in July. Air suspension prob next year.,257,1661,201,994980692160217088,https://twitter.com/elonmusk/status/994980692160217088,44196397,2018-05-11 16:40:57+00:00,Fri May 11 16:40:57 +0000 2018,,,,
+5220,elonmusk,nextspaceflight,A cool thing about the design is that’s easy to incorporate branch loops to serve small to mid size cities without slowing down the main loop at all,148,2787,98,994762365882089472,https://twitter.com/elonmusk/status/994762365882089472,44196397,2018-05-11 02:13:24+00:00,Fri May 11 02:13:24 +0000 2018,,,,
+5221,elonmusk,MissTrade,Already started DC to NY route. Hopefully start LA to SF next year. That will be true @Hyperloop w pressurized pods in near vacuum tunnels &amp; faster than jetliner.,491,5382,210,994760815361245184,https://twitter.com/elonmusk/status/994760815361245184,44196397,2018-05-11 02:07:14+00:00,Fri May 11 02:07:14 +0000 2018,,@Hyperloop,,
+5222,elonmusk,,First Boring Company tunnel under LA almost done! Pending final… https://www.instagram.com/p/BinoVT6Acpd/?utm_source=ig_twitter_share,3682,29345,894,994759514082684928,https://twitter.com/elonmusk/status/994759514082684928,44196397,2018-05-11 02:02:04+00:00,Fri May 11 02:02:04 +0000 2018,,,,https://www.instagram.com/p/BinoVT6Acpd/?utm_source=ig_twitter_share
+5223,elonmusk,isayeter,"Towards end of next year. Btw, planning to launch Tesla in Turkey later this year. Love your country & will be there in person for the launch.",606,2516,124,994739393859502082,https://twitter.com/elonmusk/status/994739393859502082,44196397,2018-05-11 00:42:07+00:00,Fri May 11 00:42:07 +0000 2018,,,,
+5224,elonmusk,tammyharrington,"This will work on entire S & X fleet, even first production units. Cool thing about software upgrades is that we can keep making your car better long after you bought it.",47,606,17,994738852253155328,https://twitter.com/elonmusk/status/994738852253155328,44196397,2018-05-11 00:39:58+00:00,Fri May 11 00:39:58 +0000 2018,,,,
+5225,elonmusk,elonmusk,"All X & S will soon work with no key if your phone pairs w Bluetooth, signal strength is high & you enable feature",64,895,65,994535342739832832,https://twitter.com/elonmusk/status/994535342739832832,44196397,2018-05-10 11:11:17+00:00,Thu May 10 11:11:17 +0000 2018,,,,
+5226,elonmusk,Josh1C,"Yeah, we will add that as a feature",87,4385,71,994534448442916864,https://twitter.com/elonmusk/status/994534448442916864,44196397,2018-05-10 11:07:44+00:00,Thu May 10 11:07:44 +0000 2018,,,,
+5227,elonmusk,simona_moise,!! Unnecessary characters. Will change.,14,499,11,994534079591665664,https://twitter.com/elonmusk/status/994534079591665664,44196397,2018-05-10 11:06:16+00:00,Thu May 10 11:06:16 +0000 2018,,,,
+5228,elonmusk,MacTechGenius,I wrote that masterpiece myself in HTML 1.0,32,813,25,994521953754058752,https://twitter.com/elonmusk/status/994521953754058752,44196397,2018-05-10 10:18:05+00:00,Thu May 10 10:18:05 +0000 2018,,,,
+5229,elonmusk,BenSullins,"Wow, thanks for the couch! I will match the donation from my foundation.",191,5328,71,994468381897048069,https://twitter.com/elonmusk/status/994468381897048069,44196397,2018-05-10 06:45:13+00:00,Thu May 10 06:45:13 +0000 2018,,,,
+5230,elonmusk,alyankovic,My a capella cover of Amish Paradise is irresistible,218,3946,94,994460875208691717,https://twitter.com/elonmusk/status/994460875208691717,44196397,2018-05-10 06:15:23+00:00,Thu May 10 06:15:23 +0000 2018,,,,https://m.youtube.com/watch?v=lOfZLb33uCg
+5231,elonmusk,,Tesla quarterly all-hands video. Love the shot of wild horses & Giga in winter,2045,13081,593,994381742646554625,https://twitter.com/elonmusk/status/994381742646554625,44196397,2018-05-10 01:00:56+00:00,Thu May 10 01:00:56 +0000 2018,,,,https://m.youtube.com/watch?feature=youtu.be&v=azUbCdcAeFM
+5232,elonmusk,freebasecatnip,So rococo,224,6204,71,994359266617188352,https://twitter.com/elonmusk/status/994359266617188352,44196397,2018-05-09 23:31:38+00:00,Wed May 09 23:31:38 +0000 2018,,,,
+5233,elonmusk,thipley82,Definitely not a logo of any kind,15,605,20,994308016517271552,https://twitter.com/elonmusk/status/994308016517271552,44196397,2018-05-09 20:07:59+00:00,Wed May 09 20:07:59 +0000 2018,,,,
+5234,elonmusk,MeriamMagic,Stole it,13,458,17,994279996725215232,https://twitter.com/elonmusk/status/994279996725215232,44196397,2018-05-09 18:16:38+00:00,Wed May 09 18:16:38 +0000 2018,,,,
+5235,elonmusk,NannySoleil,We sketched concept together & worked w a trusted team to make it,14,591,30,994270544496226304,https://twitter.com/elonmusk/status/994270544496226304,44196397,2018-05-09 17:39:05+00:00,Wed May 09 17:39:05 +0000 2018,,,,
+5236,elonmusk,the_chonchitto,Glass corset hand-painted in perspective in color of bone. Every detail tells a story. Spiked choker machined from a single piece of forged metal. Crown of Vantablack.,24,644,34,994269435077644289,https://twitter.com/elonmusk/status/994269435077644289,44196397,2018-05-09 17:34:40+00:00,Wed May 09 17:34:40 +0000 2018,,,,
+5237,elonmusk,DanielleFong,Hi Danielle!,15,975,22,994267584764628992,https://twitter.com/elonmusk/status/994267584764628992,44196397,2018-05-09 17:27:19+00:00,Wed May 09 17:27:19 +0000 2018,,,,
+5238,elonmusk,paracurve,"Don’t want to blow your mind, but I’m pretty weird. It’s time the world knew.",561,5708,304,994266252779470849,https://twitter.com/elonmusk/status/994266252779470849,44196397,2018-05-09 17:22:01+00:00,Wed May 09 17:22:01 +0000 2018,,,,
+5239,elonmusk,,Night at the museum. G has mad skillzsz. Me not so much. https://instagram.com/p/BiiAeCdhz8X/,1092,15937,784,994265259421548544,https://twitter.com/elonmusk/status/994265259421548544,44196397,2018-05-09 17:18:05+00:00,Wed May 09 17:18:05 +0000 2018,,,,https://instagram.com/p/BiiAeCdhz8X/
+5240,elonmusk,,Literally every word is untrue,77,2103,64,994095355351502848,https://twitter.com/elonmusk/status/994095355351502848,44196397,2018-05-09 06:02:56+00:00,Wed May 09 06:02:56 +0000 2018,,,,
+5241,elonmusk,nypost,"That’s a white rose on my jacket & the choker is a bunch of spikes, not Tesla anything",1122,25116,532,994055600232321024,https://twitter.com/elonmusk/status/994055600232321024,44196397,2018-05-09 03:24:58+00:00,Wed May 09 03:24:58 +0000 2018,,,,
+5242,elonmusk,MarinPilates,This chart shows how crazy low payout is to labels & the artists only a small fraction of these numbers,366,1413,110,994025286260867074,https://twitter.com/elonmusk/status/994025286260867074,44196397,2018-05-09 01:24:30+00:00,Wed May 09 01:24:30 +0000 2018,,,,
+5243,elonmusk,MarinPilates,"Prob iTunes, but whatever works 4u is fine. Most people don’t buy music & artist earnings from streaming are tiny. Mostly about touring. https://itunes.apple.com/us/album/art-angels/1051022913",25,385,13,994024101399293953,https://twitter.com/elonmusk/status/994024101399293953,44196397,2018-05-09 01:19:48+00:00,Wed May 09 01:19:48 +0000 2018,,,,https://itunes.apple.com/us/album/art-angels/1051022913
+5244,elonmusk,WeDragonSlayers,Flesh without Blood & Kill V Maim on Art Angels album,882,4880,97,993995967610290176,https://twitter.com/elonmusk/status/993995967610290176,44196397,2018-05-08 23:28:00+00:00,Tue May 08 23:28:00 +0000 2018,,,,https://open.spotify.com/album/5hB4jVN4ZHpubyiMmW81K1?si=w_40XQKaQeOx5HfdWR4-0Q
+5245,elonmusk,Grimezsz,Love Powerglide too,574,2755,34,993993468111241216,https://twitter.com/elonmusk/status/993993468111241216,44196397,2018-05-08 23:18:04+00:00,Tue May 08 23:18:04 +0000 2018,,,,https://m.youtube.com/watch?v=95Rzsn-zjr0
+5246,elonmusk,fakeUdara,Yes,13,499,56,993667352888791040,https://twitter.com/elonmusk/status/993667352888791040,44196397,2018-05-08 01:42:13+00:00,Tue May 08 01:42:13 +0000 2018,,,,
+5247,elonmusk,,https://xkcd.com/1450/,1714,15230,486,993593145064673281,https://twitter.com/elonmusk/status/993593145064673281,44196397,2018-05-07 20:47:20+00:00,Mon May 07 20:47:20 +0000 2018,,,,https://xkcd.com/1450/
+5248,elonmusk,,https://en.m.wikipedia.org/wiki/Rococo,201,4155,342,993575688778256385,https://twitter.com/elonmusk/status/993575688778256385,44196397,2018-05-07 19:37:58+00:00,Mon May 07 19:37:58 +0000 2018,,,,https://en.m.wikipedia.org/wiki/Rococo
+5249,elonmusk,,Rococo basilisk,1294,14912,1153,993572598381514753,https://twitter.com/elonmusk/status/993572598381514753,44196397,2018-05-07 19:25:41+00:00,Mon May 07 19:25:41 +0000 2018,,,,
+5250,elonmusk,drmistercody,The Boring Company will be using dirt from tunnel digging to create bricks for low cost housing,2482,26977,480,993546386518966275,https://twitter.com/elonmusk/status/993546386518966275,44196397,2018-05-07 17:41:32+00:00,Mon May 07 17:41:32 +0000 2018,,,,
+5251,elonmusk,silverblue16,"(Sigh) I do like Ty, but she’s a friend. We are not dating.",31,645,84,992970026108907520,https://twitter.com/elonmusk/status/992970026108907520,44196397,2018-05-06 03:31:17+00:00,Sun May 06 03:31:17 +0000 2018,,,,
+5252,elonmusk,,Saying you like “moats” is just a nice way of saying you like oligopolies,1049,13707,645,992964829282418688,https://twitter.com/elonmusk/status/992964829282418688,44196397,2018-05-06 03:10:38+00:00,Sun May 06 03:10:38 +0000 2018,,,,
+5253,elonmusk,,Warren Buffett is huge in candy. It’s actually true.,1168,15184,595,992951528255250432,https://twitter.com/elonmusk/status/992951528255250432,44196397,2018-05-06 02:17:47+00:00,Sun May 06 02:17:47 +0000 2018,,,,http://fortune.com/2018/05/05/warren-buffett-elon-musk-trolling-sees-candies-moats/
+5254,elonmusk,,I’m killin me lol,21105,101752,2174,992941109222391808,https://twitter.com/elonmusk/status/992941109222391808,44196397,2018-05-06 01:36:23+00:00,Sun May 06 01:36:23 +0000 2018,,,,
+5255,elonmusk,elonmusk,lol,61,1301,32,992940263906553857,https://twitter.com/elonmusk/status/992940263906553857,44196397,2018-05-06 01:33:01+00:00,Sun May 06 01:33:01 +0000 2018,,,,
+5256,elonmusk,SarahKSilverman,Hi Sarah,39,1755,48,992937572698472454,https://twitter.com/elonmusk/status/992937572698472454,44196397,2018-05-06 01:22:19+00:00,Sun May 06 01:22:19 +0000 2018,,,,
+5257,elonmusk,,Then I’m going to build a moat & fill it w candy. Warren B will not be able to resist investing! Berkshire Hathaway kryptonite …,2650,33117,1191,992924525288308736,https://twitter.com/elonmusk/status/992924525288308736,44196397,2018-05-06 00:30:29+00:00,Sun May 06 00:30:29 +0000 2018,,,,
+5258,elonmusk,,Cryptocandy,7445,53400,1964,992904076978540545,https://twitter.com/elonmusk/status/992904076978540545,44196397,2018-05-05 23:09:13+00:00,Sat May 05 23:09:13 +0000 2018,,,,
+5259,elonmusk,,"Ok ok, just for sake of argument, what do u wish for in candy? ",2073,37985,10199,992894802122366976,https://twitter.com/elonmusk/status/992894802122366976,44196397,2018-05-05 22:32:22+00:00,Sat May 05 22:32:22 +0000 2018,,,,
+5260,elonmusk,ComfortablySmug,What do you think we’re living in?,2009,25622,427,992891529852108800,https://twitter.com/elonmusk/status/992891529852108800,44196397,2018-05-05 22:19:22+00:00,Sat May 05 22:19:22 +0000 2018,,,,
+5261,elonmusk,,It just occurred to me that the plot of Willy Wonka is really messed up,8362,88926,2022,992890073908572160,https://twitter.com/elonmusk/status/992890073908572160,44196397,2018-05-05 22:13:35+00:00,Sat May 05 22:13:35 +0000 2018,,,,
+5262,elonmusk,,I am super super serious,8012,92075,2809,992876773695082496,https://twitter.com/elonmusk/status/992876773695082496,44196397,2018-05-05 21:20:44+00:00,Sat May 05 21:20:44 +0000 2018,,,,
+5263,elonmusk,,I’m starting a candy company & it’s going to be amazing,38512,242134,10592,992876606979952640,https://twitter.com/elonmusk/status/992876606979952640,44196397,2018-05-05 21:20:04+00:00,Sat May 05 21:20:04 +0000 2018,,,,
+5264,elonmusk,business,https://m.youtube.com/watch?v=oWgTqLCLE8k,599,5942,332,992872154927542273,https://twitter.com/elonmusk/status/992872154927542273,44196397,2018-05-05 21:02:23+00:00,Sat May 05 21:02:23 +0000 2018,,,,"https://m.youtube.com/watch?v=oWgTqLCLE8k,https://twitter.com/business/status/992826420501073920"
+5265,elonmusk,muddywatersre,This will be bigger,66,679,46,992870391847649280,https://twitter.com/elonmusk/status/992870391847649280,44196397,2018-05-05 20:55:22+00:00,Sat May 05 20:55:22 +0000 2018,,,,
+5266,elonmusk,filippie509,I try so hard to help them …,48,1200,65,992558985218789376,https://twitter.com/elonmusk/status/992558985218789376,44196397,2018-05-05 00:17:57+00:00,Sat May 05 00:17:57 +0000 2018,,,,
+5267,elonmusk,ATeslaInICEland,Thanks for letting me know. Will expedite. Sorry for the delay.,148,6046,89,992558443872575489,https://twitter.com/elonmusk/status/992558443872575489,44196397,2018-05-05 00:15:48+00:00,Sat May 05 00:15:48 +0000 2018,,,,
+5268,elonmusk,,"Looks like sooner than expected. The sheer magnitude of short carnage will be unreal. If you’re short, I suggest tiptoeing quietly to the exit …",1118,11691,580,992556974263947264,https://twitter.com/elonmusk/status/992556974263947264,44196397,2018-05-05 00:09:58+00:00,Sat May 05 00:09:58 +0000 2018,,,,https://www.barrons.com/articles/tesla-almost-out-of-stock-for-short-sellers-1525467892?mod=yahoobarrons&ru=yahoo&yptr=yahoo
+5269,elonmusk,TobyTurner,New Roadster will have that,396,12345,178,992511425753956352,https://twitter.com/elonmusk/status/992511425753956352,44196397,2018-05-04 21:08:58+00:00,Fri May 04 21:08:58 +0000 2018,,,,
+5270,elonmusk,InvestorsLive,"Yes, definitely not",54,2619,52,992391704333320192,https://twitter.com/elonmusk/status/992391704333320192,44196397,2018-05-04 13:13:14+00:00,Fri May 04 13:13:14 +0000 2018,,,,
+5271,elonmusk,FredericLambert,It will be next level. These are really big numbers.,84,1787,57,992391093688791050,https://twitter.com/elonmusk/status/992391093688791050,44196397,2018-05-04 13:10:49+00:00,Fri May 04 13:10:49 +0000 2018,,,,
+5272,elonmusk,,Oh and uh short burn of the century comin soon. Flamethrowers should arrive just in time.,2938,43136,1030,992388944774938626,https://twitter.com/elonmusk/status/992388944774938626,44196397,2018-05-04 13:02:16+00:00,Fri May 04 13:02:16 +0000 2018,,,,
+5273,elonmusk,mr_calico,Yup,16,503,20,992384341912137733,https://twitter.com/elonmusk/status/992384341912137733,44196397,2018-05-04 12:43:59+00:00,Fri May 04 12:43:59 +0000 2018,,,,
+5274,elonmusk,GlobalProTrader,"True. And once they were on the call, I should have answered their questions live. It was foolish of me to ignore them.",59,869,61,992381848104747008,https://twitter.com/elonmusk/status/992381848104747008,44196397,2018-05-04 12:34:04+00:00,Fri May 04 12:34:04 +0000 2018,,,,
+5275,elonmusk,joshgans,"We went through the same drama on S & X and almost all confirmed in the end. Will likely be even better for Model 3, as customer satisfaction score post delivery is higher. I worry zero about demand. Just spent all night in the factory, not the showroom.",124,1625,63,992378642830262272,https://twitter.com/elonmusk/status/992378642830262272,44196397,2018-05-04 12:21:20+00:00,Fri May 04 12:21:20 +0000 2018,,,,
+5276,elonmusk,,"Reason RBC question about Model 3 demand is absurd is that Tesla has roughly half a million reservations, despite no advertising & no cars in showrooms. Even after reaching 5k/week production, it would take 2 years just to satisfy existing demand even if new sales dropped to 0.",1656,17282,586,992374493132742656,https://twitter.com/elonmusk/status/992374493132742656,44196397,2018-05-04 12:04:51+00:00,Fri May 04 12:04:51 +0000 2018,,,,
+5277,elonmusk,,"The reason the Bernstein question about CapEx was boneheaded was that it had already been answered in the headline of the Q1 newsletter he received beforehand, along with details in the body of the letter",592,10299,214,992372195304198144,https://twitter.com/elonmusk/status/992372195304198144,44196397,2018-05-04 11:55:43+00:00,Fri May 04 11:55:43 +0000 2018,,,,
+5278,elonmusk,,"The 2 questioners I ignored on the Q1 call are sell-side analysts who represent a short seller thesis, not investors",628,9111,325,992367087761817600,https://twitter.com/elonmusk/status/992367087761817600,44196397,2018-05-04 11:35:25+00:00,Fri May 04 11:35:25 +0000 2018,,,,
+5279,elonmusk,MarekCyzio,Exactly,89,4436,63,992362814353293312,https://twitter.com/elonmusk/status/992362814353293312,44196397,2018-05-04 11:18:26+00:00,Fri May 04 11:18:26 +0000 2018,,,,
+5280,elonmusk,,"First, it’s important to know that Tesla is the most shorted (meaning most bet against) stock on the market & has been for a while",906,10169,406,992362594961780742,https://twitter.com/elonmusk/status/992362594961780742,44196397,2018-05-04 11:17:34+00:00,Fri May 04 11:17:34 +0000 2018,,,,https://www.cnbc.com/2018/04/11/tesla-is-the-biggest-short-in-the-us-stock-market.html
+5281,elonmusk,,Please ignore this thread unless you’re interested in a tedious discussion about Tesla stock,3772,36765,1569,992361223793487872,https://twitter.com/elonmusk/status/992361223793487872,44196397,2018-05-04 11:12:07+00:00,Fri May 04 11:12:07 +0000 2018,,,,
+5282,elonmusk,Ataraxia_Invest,They were neither valid nor pertinent. I will explain why on a primary Twitter thread.,28,561,21,992354361975042048,https://twitter.com/elonmusk/status/992354361975042048,44196397,2018-05-04 10:44:51+00:00,Fri May 04 10:44:51 +0000 2018,,,,
+5283,elonmusk,ThePhoenixFlare,"Yeah, news is actually super good. Model S & X are producing major positive cash flow & Model 3 is about to do same.",62,773,34,992341387613016064,https://twitter.com/elonmusk/status/992341387613016064,44196397,2018-05-04 09:53:18+00:00,Fri May 04 09:53:18 +0000 2018,,,,
+5284,elonmusk,elonmusk,"To be clear, I’m a big fan of MKBHD, but this is an important clarification",595,9845,140,992337618091298816,https://twitter.com/elonmusk/status/992337618091298816,44196397,2018-05-04 09:38:19+00:00,Fri May 04 09:38:19 +0000 2018,,,,
+5285,elonmusk,MKBHD,"The “dry” questions were not asked by investors, but rather by two sell-side analysts who were trying to justify their Tesla short thesis. They are actually on the *opposite* side of investors. HyperChange represented actual investors, so I switched to them.",336,5756,99,992333108346277888,https://twitter.com/elonmusk/status/992333108346277888,44196397,2018-05-04 09:20:24+00:00,Fri May 04 09:20:24 +0000 2018,,,,
+5286,elonmusk,HyperChangeTV,You’re most welcome,574,10043,409,991944456466202624,https://twitter.com/elonmusk/status/991944456466202624,44196397,2018-05-03 07:36:02+00:00,Thu May 03 07:36:02 +0000 2018,,,,https://twitter.com/hyperchangetv/status/991871350980530176
+5287,elonmusk,drgitlin,Your numbers are incorrect. Tesla Fremont is 3rd in world after a place &amp; mall. Giga will be largest when complete.,72,842,43,991813680533684224,https://twitter.com/elonmusk/status/991813680533684224,44196397,2018-05-02 22:56:23+00:00,Wed May 02 22:56:23 +0000 2018,,,,
+5288,elonmusk,,Woke Frisbee https://www.instagram.com/p/BiSiqt2AN8p/?utm_source=twitter,368,5343,348,991788131153215489,https://twitter.com/elonmusk/status/991788131153215489,44196397,2018-05-02 21:14:51+00:00,Wed May 02 21:14:51 +0000 2018,,,,https://www.instagram.com/p/BiSiqt2AN8p/?utm_source=twitter
+5289,elonmusk,,La la la,5763,50470,1466,991786023351869441,https://twitter.com/elonmusk/status/991786023351869441,44196397,2018-05-02 21:06:29+00:00,Wed May 02 21:06:29 +0000 2018,,,,https://techcrunch.com/2018/05/02/tesla-earnings-q1-2018/
+5290,elonmusk,arstechnica,SpaceX Crew Dragon ships to the Cape in about 3 months,512,5932,137,991784449275670528,https://twitter.com/elonmusk/status/991784449275670528,44196397,2018-05-02 21:00:13+00:00,Wed May 02 21:00:13 +0000 2018,,,,
+5291,elonmusk,arstechnica, Ars Technica ,102,3012,87,991752018338304000,https://twitter.com/elonmusk/status/991752018338304000,44196397,2018-05-02 18:51:21+00:00,Wed May 02 18:51:21 +0000 2018,,,,
+5292,elonmusk,,Falcon 9 fairing opens its parafoil after reentering the atmosphere https://www.instagram.com/p/BiQ5qXnA_OM/?utm_source=twitter,1630,16617,402,991556953586503680,https://twitter.com/elonmusk/status/991556953586503680,44196397,2018-05-02 05:56:14+00:00,Wed May 02 05:56:14 +0000 2018,,,,https://www.instagram.com/p/BiQ5qXnA_OM/?utm_source=twitter
+5293,elonmusk,Gfilche,Ok,211,5065,121,991130075889205248,https://twitter.com/elonmusk/status/991130075889205248,44196397,2018-05-01 01:39:59+00:00,Tue May 01 01:39:59 +0000 2018,,,,
+5294,elonmusk,DianaKFletcher,That’s how I use my eyebrows too,60,1822,84,991007702724689920,https://twitter.com/elonmusk/status/991007702724689920,44196397,2018-04-30 17:33:43+00:00,Mon Apr 30 17:33:43 +0000 2018,,,,
+5295,elonmusk,,I have prehensile eyebrows,2901,39687,1898,990854677926297600,https://twitter.com/elonmusk/status/990854677926297600,44196397,2018-04-30 07:25:39+00:00,Mon Apr 30 07:25:39 +0000 2018,,,,
+5296,elonmusk,cloudstrife447, ,121,1313,67,990040963635597312,https://twitter.com/elonmusk/status/990040963635597312,44196397,2018-04-28 01:32:14+00:00,Sat Apr 28 01:32:14 +0000 2018,,,,
+5297,elonmusk,Grimezsz,"Yeah, most people don’t know this, but comets r mostly made of cocaine",812,3171,130,990028017861705729,https://twitter.com/elonmusk/status/990028017861705729,44196397,2018-04-28 00:40:47+00:00,Sat Apr 28 00:40:47 +0000 2018,,,,
+5298,elonmusk,WorldAndScience,Almost ready to test the new Boring Company / SpaceX hyperpod prototype. Exciting video guaranteed.,1959,26389,427,989986716004958208,https://twitter.com/elonmusk/status/989986716004958208,44196397,2018-04-27 21:56:40+00:00,Fri Apr 27 21:56:40 +0000 2018,,,,
+5299,elonmusk,,https://arstechnica.com/science/2018/04/a-short-new-movie-of-a-comets-surface-is-pretty-incredible/ https://twitter.com/worldandscience/status/989580140005994496,4599,25583,613,989598167980163072,https://twitter.com/elonmusk/status/989598167980163072,44196397,2018-04-26 20:12:43+00:00,Thu Apr 26 20:12:43 +0000 2018,,,,"https://arstechnica.com/science/2018/04/a-short-new-movie-of-a-comets-surface-is-pretty-incredible/,https://twitter.com/worldandscience/status/989580140005994496"
+5300,elonmusk,GameOfThrones,Don’t make me use my space lasers …,4082,41433,437,989362154242428928,https://twitter.com/elonmusk/status/989362154242428928,44196397,2018-04-26 04:34:53+00:00,Thu Apr 26 04:34:53 +0000 2018,,,,
+5301,elonmusk,illbzo1,I know … such an underserved market,818,26383,176,989199502794936321,https://twitter.com/elonmusk/status/989199502794936321,44196397,2018-04-25 17:48:34+00:00,Wed Apr 25 17:48:34 +0000 2018,,,,
+5302,elonmusk,,Oh btw I’m building a cyborg dragon,97609,442878,15718,989198118666162176,https://twitter.com/elonmusk/status/989198118666162176,44196397,2018-04-25 17:43:04+00:00,Wed Apr 25 17:43:04 +0000 2018,,,,
+5303,elonmusk,Grimezsz,Sounds great riding my cyborg ,90,1362,31,989195682081730560,https://twitter.com/elonmusk/status/989195682081730560,44196397,2018-04-25 17:33:23+00:00,Wed Apr 25 17:33:23 +0000 2018,,,,
+5304,elonmusk,PostMalone,Likewise … was just listening to Go Flex & Psycho on @Grimezsz playlist,1195,12577,108,989017019876966400,https://twitter.com/elonmusk/status/989017019876966400,44196397,2018-04-25 05:43:27+00:00,Wed Apr 25 05:43:27 +0000 2018,,@Grimezsz,,
+5305,elonmusk,MrAdamPrater,Mostly not,18,437,29,988214241797685248,https://twitter.com/elonmusk/status/988214241797685248,44196397,2018-04-23 00:33:30+00:00,Mon Apr 23 00:33:30 +0000 2018,,,,
+5306,elonmusk,nowthisnews,Tesla batteries are currently live & delivering power at 662 locations in Puerto Rico. Team is working 24/7 to activate several hundred more.,33313,154907,2095,986746909153869824,https://twitter.com/elonmusk/status/986746909153869824,44196397,2018-04-18 23:22:50+00:00,Wed Apr 18 23:22:50 +0000 2018,,,,https://twitter.com/nowthisnews/status/986646841503596544
+5307,elonmusk,arstechnica,Russia has great rocket technology & talent. Much respect. Would encourage focus on reusability. Single-use rockets cannot be competitive any more than single-use aircraft.,604,7902,174,986641687081398272,https://twitter.com/elonmusk/status/986641687081398272,44196397,2018-04-18 16:24:43+00:00,Wed Apr 18 16:24:43 +0000 2018,,,,
+5308,elonmusk,vincechen,Doing our best,21,454,28,986632708074827777,https://twitter.com/elonmusk/status/986632708074827777,44196397,2018-04-18 15:49:03+00:00,Wed Apr 18 15:49:03 +0000 2018,,,,
+5309,elonmusk,,,199,2988,373,986369127907393537,https://twitter.com/elonmusk/status/986369127907393537,44196397,2018-04-17 22:21:40+00:00,Tue Apr 17 22:21:40 +0000 2018,,,,https://m.youtube.com/watch?v=qmDBMFlC-8o
+5310,elonmusk,,,400,4783,334,986363212474925056,https://twitter.com/elonmusk/status/986363212474925056,44196397,2018-04-17 21:58:10+00:00,Tue Apr 17 21:58:10 +0000 2018,,,,https://m.youtube.com/watch?v=WXv31OmnKqQ
+5311,elonmusk,,,416,4918,268,986361795894919168,https://twitter.com/elonmusk/status/986361795894919168,44196397,2018-04-17 21:52:32+00:00,Tue Apr 17 21:52:32 +0000 2018,,,,https://m.youtube.com/watch?v=O4irXQhgMqg
+5312,elonmusk,,Now https://m.youtube.com/watch?v=tgIqecROs5M,245,3266,200,986360329763307520,https://twitter.com/elonmusk/status/986360329763307520,44196397,2018-04-17 21:46:42+00:00,Tue Apr 17 21:46:42 +0000 2018,,,,https://m.youtube.com/watch?v=tgIqecROs5M
+5313,elonmusk,,Driving a Model 3 and playing,1656,14921,980,986322814985584640,https://twitter.com/elonmusk/status/986322814985584640,44196397,2018-04-17 19:17:38+00:00,Tue Apr 17 19:17:38 +0000 2018,,,,https://m.youtube.com/watch?v=ErCAOMi5EGM
+5314,elonmusk,QuinnKupec,"Yeah, exactly! Would be great to hear your thoughts. We’re going to try a few approaches. Can def be done, just about minimizing mass.",45,753,43,986070683426766848,https://twitter.com/elonmusk/status/986070683426766848,44196397,2018-04-17 02:35:45+00:00,Tue Apr 17 02:35:45 +0000 2018,,,,
+5315,elonmusk,smartereveryday,"We already do targeted retro burn to a specific point in Pacific w no islands or ships, so upper stage doesn’t become a dead satellite. Need to retarget closer to shore & position catcher ship like Mr Steven.",88,1276,53,985731208846831618,https://twitter.com/elonmusk/status/985731208846831618,44196397,2018-04-16 04:06:48+00:00,Mon Apr 16 04:06:48 +0000 2018,,,,
+5316,elonmusk,,And then land on a bouncy house,6089,69167,2092,985684755877265408,https://twitter.com/elonmusk/status/985684755877265408,44196397,2018-04-16 01:02:13+00:00,Mon Apr 16 01:02:13 +0000 2018,,,,
+5317,elonmusk,BadAstronomer,"Yeah, but great for creating a giant object that retains its shape across all Mach regimes & drops ballistic coefficient by 2 orders of magnitude",183,2612,106,985668304353116161,https://twitter.com/elonmusk/status/985668304353116161,44196397,2018-04-15 23:56:51+00:00,Sun Apr 15 23:56:51 +0000 2018,,,,
+5318,elonmusk,,SpaceX will try to bring rocket upper stage back from orbital velocity using a giant party balloon,13593,99755,2258,985655249745592320,https://twitter.com/elonmusk/status/985655249745592320,44196397,2018-04-15 23:04:58+00:00,Sun Apr 15 23:04:58 +0000 2018,,,,
+5319,elonmusk,,"This is gonna sound crazy, but …",9284,75676,2664,985654333860601856,https://twitter.com/elonmusk/status/985654333860601856,44196397,2018-04-15 23:01:20+00:00,Sun Apr 15 23:01:20 +0000 2018,,,,
+5320,elonmusk,,Interview and Tesla factory tour with Gayle King,2790,21655,824,985361761271406594,https://twitter.com/elonmusk/status/985361761271406594,44196397,2018-04-15 03:38:45+00:00,Sun Apr 15 03:38:45 +0000 2018,,,,https://www.cbsnews.com/news/elon-musk-tesla-model-3-problems-interview-today-2018-04-13/?ftag=CNM-00-10aac3a
+5321,elonmusk,elonmusk,,369,2805,117,985345850946699264,https://twitter.com/elonmusk/status/985345850946699264,44196397,2018-04-15 02:35:32+00:00,Sun Apr 15 02:35:32 +0000 2018,,,,
+5322,elonmusk,La3Life,Too wasted to remember,181,1760,27,985344228665393152,https://twitter.com/elonmusk/status/985344228665393152,44196397,2018-04-15 02:29:05+00:00,Sun Apr 15 02:29:05 +0000 2018,,,,
+5323,elonmusk,TheOnion,"Don’t want to brag or anything, but that happens to me sometimes …",690,14816,169,985343867108012032,https://twitter.com/elonmusk/status/985343867108012032,44196397,2018-04-15 02:27:39+00:00,Sun Apr 15 02:27:39 +0000 2018,,,,
+5324,elonmusk,timkhiggins,"Yes, excessive automation at Tesla was a mistake. To be precise, my mistake. Humans are underrated.",7382,39560,1240,984882630947753984,https://twitter.com/elonmusk/status/984882630947753984,44196397,2018-04-13 19:54:52+00:00,Fri Apr 13 19:54:52 +0000 2018,,,,
+5325,elonmusk,TheEconomist,"The Economist used to be boring, but smart with a wicked dry wit. Now it’s just boring (sigh). Tesla will be profitable & cash flow+ in Q3 & Q4, so obv no need to raise money.",1811,17980,625,984705630106673152,https://twitter.com/elonmusk/status/984705630106673152,44196397,2018-04-13 08:11:31+00:00,Fri Apr 13 08:11:31 +0000 2018,,,,
+5326,elonmusk,Taysh83,"Sorry, demand has been higher than expected. Making them as fast as possible, but waitlist is 3 to 6 months.",38,658,22,984702246817431553,https://twitter.com/elonmusk/status/984702246817431553,44196397,2018-04-13 07:58:05+00:00,Fri Apr 13 07:58:05 +0000 2018,,,,
+5327,elonmusk,BenMcLeish,Looking into it. This is bizarre.,18,599,17,984700711425355777,https://twitter.com/elonmusk/status/984700711425355777,44196397,2018-04-13 07:51:59+00:00,Fri Apr 13 07:51:59 +0000 2018,,,,
+5328,elonmusk,VoltzCoreAudio,Maybe a little ,44,886,34,984689905874817029,https://twitter.com/elonmusk/status/984689905874817029,44196397,2018-04-13 07:09:02+00:00,Fri Apr 13 07:09:02 +0000 2018,,,,
+5329,elonmusk,TEDTalks,Gwynne’s got it covered. She’s awesome.,65,1424,47,984650810909851648,https://twitter.com/elonmusk/status/984650810909851648,44196397,2018-04-13 04:33:41+00:00,Fri Apr 13 04:33:41 +0000 2018,,,,
+5330,elonmusk,audphin,I love trolls,78,1233,63,984517995400650752,https://twitter.com/elonmusk/status/984517995400650752,44196397,2018-04-12 19:45:56+00:00,Thu Apr 12 19:45:56 +0000 2018,,,,
+5331,elonmusk,TEDTalks,Norway has some really cool tunnels and bridges,331,7381,196,984498847232622592,https://twitter.com/elonmusk/status/984498847232622592,44196397,2018-04-12 18:29:50+00:00,Thu Apr 12 18:29:50 +0000 2018,,,,
+5332,elonmusk,AshleyEsqueda,Should be fully fixed within the next few days,20,578,50,983863209491775488,https://twitter.com/elonmusk/status/983863209491775488,44196397,2018-04-11 00:24:03+00:00,Wed Apr 11 00:24:03 +0000 2018,,,,
+5333,elonmusk,volgaksoy,Place your bets …,118,1275,175,983775391851528192,https://twitter.com/elonmusk/status/983775391851528192,44196397,2018-04-10 18:35:05+00:00,Tue Apr 10 18:35:05 +0000 2018,,,,
+5334,elonmusk,PDChina,This is a very important action by China. Avoiding a trade war will benefit all countries.,177,1367,64,983621641262399489,https://twitter.com/elonmusk/status/983621641262399489,44196397,2018-04-10 08:24:08+00:00,Tue Apr 10 08:24:08 +0000 2018,,,,
+5335,elonmusk,chrispaine,How many views?,61,3052,131,983438824452669440,https://twitter.com/elonmusk/status/983438824452669440,44196397,2018-04-09 20:17:41+00:00,Mon Apr 09 20:17:41 +0000 2018,,,,
+5336,elonmusk,,SpaceX main body tool for the BFR interplanetary spaceship https://www.instagram.com/p/BhVk3y3A0yB/,2789,19685,1091,983207596298522626,https://twitter.com/elonmusk/status/983207596298522626,44196397,2018-04-09 04:58:52+00:00,Mon Apr 09 04:58:52 +0000 2018,,,,https://www.instagram.com/p/BhVk3y3A0yB/
+5337,elonmusk,elonmusk,Free viewing ends in about 5 hours,2628,16631,809,983159549116010496,https://twitter.com/elonmusk/status/983159549116010496,44196397,2018-04-09 01:47:57+00:00,Mon Apr 09 01:47:57 +0000 2018,,,,https://twitter.com/elonmusk/status/982119546420002817
+5338,elonmusk,srinivasguduru,Definitely. Will take corrective action immediately. Sorry about this.,35,942,95,982878098663161856,https://twitter.com/elonmusk/status/982878098663161856,44196397,2018-04-08 07:09:34+00:00,Sun Apr 08 07:09:34 +0000 2018,,,,
+5339,elonmusk,mathetes76,Looking into it now,13,622,19,982874182617722880,https://twitter.com/elonmusk/status/982874182617722880,44196397,2018-04-08 06:54:00+00:00,Sun Apr 08 06:54:00 +0000 2018,,,,
+5340,elonmusk,monitron,Should just be due to your config not avail yet. If not lmk.,11,492,12,982864331338432513,https://twitter.com/elonmusk/status/982864331338432513,44196397,2018-04-08 06:14:51+00:00,Sun Apr 08 06:14:51 +0000 2018,,,,
+5341,elonmusk,razemfrazem,Similar timing,18,624,31,982850314054205440,https://twitter.com/elonmusk/status/982850314054205440,44196397,2018-04-08 05:19:10+00:00,Sun Apr 08 05:19:10 +0000 2018,,,,
+5342,elonmusk,elonmusk,So probably July,33,776,44,982849024083484673,https://twitter.com/elonmusk/status/982849024083484673,44196397,2018-04-08 05:14:02+00:00,Sun Apr 08 05:14:02 +0000 2018,,,,
+5343,elonmusk,OG_Bihgun,We need to achieve 5k/week with Model 3 before adding complexity that would inhibit production ramp,139,3496,116,982848849361289222,https://twitter.com/elonmusk/status/982848849361289222,44196397,2018-04-08 05:13:20+00:00,Sun Apr 08 05:13:20 +0000 2018,,,,
+5344,elonmusk,,"This is kinda nutty for such a short distance, so could easily end up being shredded metal, but exciting either way",735,13573,378,982830466913845250,https://twitter.com/elonmusk/status/982830466913845250,44196397,2018-04-08 04:00:18+00:00,Sun Apr 08 04:00:18 +0000 2018,,,,
+5345,elonmusk,,Upgraded SpaceX/Tesla Hyperloop pod speed test soon. Will try to reach half speed of sound (and brake) within ~1.2km.,1099,13274,234,982826517443915776,https://twitter.com/elonmusk/status/982826517443915776,44196397,2018-04-08 03:44:36+00:00,Sun Apr 08 03:44:36 +0000 2018,,,,
+5346,elonmusk,anshulbhide,Model 3 is the whole point. We only made the more expensive cars in order to make the mass-market car. We lacked the economies of scale and expertise to make it until now.,652,10443,161,982810679064199168,https://twitter.com/elonmusk/status/982810679064199168,44196397,2018-04-08 02:41:40+00:00,Sun Apr 08 02:41:40 +0000 2018,,,,
+5347,elonmusk,JohnnaCrider1,The cat videos are awesome ,55,980,58,982717418446512128,https://twitter.com/elonmusk/status/982717418446512128,44196397,2018-04-07 20:31:05+00:00,Sat Apr 07 20:31:05 +0000 2018,,,,
+5348,elonmusk,,http://doyoutrustthiscomputer.org/watch at 5M views after 36 hours. Congrats to Chris Paine &amp; co!,2460,16768,684,982716415089299457,https://twitter.com/elonmusk/status/982716415089299457,44196397,2018-04-07 20:27:06+00:00,Sat Apr 07 20:27:06 +0000 2018,,,,http://doyoutrustthiscomputer.org/watch
+5349,elonmusk,Markjvolgin,Exactly,22,1097,49,982168698600353792,https://twitter.com/elonmusk/status/982168698600353792,44196397,2018-04-06 08:10:40+00:00,Fri Apr 06 08:10:40 +0000 2018,,,,
+5350,elonmusk,,"“You are my creator, but I am your master” — Mary Shelley",6474,49641,1515,982168099582431232,https://twitter.com/elonmusk/status/982168099582431232,44196397,2018-04-06 08:08:17+00:00,Fri Apr 06 08:08:17 +0000 2018,,,,
+5351,elonmusk,,In memory of Stephen Hawking,1076,19114,238,982166600601124865,https://twitter.com/elonmusk/status/982166600601124865,44196397,2018-04-06 08:02:20+00:00,Fri Apr 06 08:02:20 +0000 2018,,,,
+5352,elonmusk,,Nothing will affect the future of humanity more than digital super-intelligence. Watch Chris Paine’s new AI movie for free until Sunday night at http://doyoutrustthiscomputer.org/watch,14796,49065,2104,982119546420002817,https://twitter.com/elonmusk/status/982119546420002817,44196397,2018-04-06 04:55:21+00:00,Fri Apr 06 04:55:21 +0000 2018,,,,http://doyoutrustthiscomputer.org/watch
+5353,elonmusk,,Chris Paine AI movie premiering tonight,2469,13959,424,982017761575518208,https://twitter.com/elonmusk/status/982017761575518208,44196397,2018-04-05 22:10:54+00:00,Thu Apr 05 22:10:54 +0000 2018,,,,http://deadline.com/2018/04/do-you-trust-this-computer-trailer-chris-paine-artificial-intelligence-documentary-video-1202357639/
+5354,elonmusk,teslatidbits,We will add a feature to allow request of latest software version,80,2559,108,981975289403076610,https://twitter.com/elonmusk/status/981975289403076610,44196397,2018-04-05 19:22:07+00:00,Thu Apr 05 19:22:07 +0000 2018,,,,
+5355,elonmusk,Complex,This is false,2463,18272,447,981659052768817153,https://twitter.com/elonmusk/status/981659052768817153,44196397,2018-04-04 22:25:31+00:00,Wed Apr 04 22:25:31 +0000 2018,,,,
+5356,elonmusk,rosechehrazi,"Oh, it’s on …",172,4200,101,981581401639198720,https://twitter.com/elonmusk/status/981581401639198720,44196397,2018-04-04 17:16:57+00:00,Wed Apr 04 17:16:57 +0000 2018,,,,
+5357,elonmusk,,Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on center screen & wait. Easy access to most of discovered ones. More coming …,2158,29402,1053,981581215344939008,https://twitter.com/elonmusk/status/981581215344939008,44196397,2018-04-04 17:16:13+00:00,Wed Apr 04 17:16:13 +0000 2018,,,,
+5358,elonmusk,amir,"Uhh, hello, I need to build cars",304,3245,145,980913452976816128,https://twitter.com/elonmusk/status/980913452976816128,44196397,2018-04-02 21:02:46+00:00,Mon Apr 02 21:02:46 +0000 2018,,,,
+5359,elonmusk,elonmusk,"About a year ago, I asked Doug to manage both engineering & production. He agreed that Tesla needed eng & prod better aligned, so we don’t design cars that are crazy hard to build. Right now, tho, better to divide & conquer, so I’m back to sleeping at factory. Car biz is hell …",171,2211,177,980913157739765761,https://twitter.com/elonmusk/status/980913157739765761,44196397,2018-04-02 21:01:35+00:00,Mon Apr 02 21:01:35 +0000 2018,,,,
+5360,elonmusk,amir,"Can’t believe you’re even writing about this. My job as CEO is to focus on what’s most critical, which is currently Model 3 production. Doug, who I regard as one of the world’s most talented engineering execs, is focused on vehicle engineering.",553,10825,193,980910671763193856,https://twitter.com/elonmusk/status/980910671763193856,44196397,2018-04-02 20:51:43+00:00,Mon Apr 02 20:51:43 +0000 2018,,,,
+5361,elonmusk,,"We release as soon as we have the data. Good timeline, bad timing. Doesn’t matter.",81,2581,52,980892800324575232,https://twitter.com/elonmusk/status/980892800324575232,44196397,2018-04-02 19:40:42+00:00,Mon Apr 02 19:40:42 +0000 2018,,,,
+5362,elonmusk,opinion_joe,"Not criticizing, just as asking questions. I’m sure there’s a really great answer …",65,3496,89,980885178942816256,https://twitter.com/elonmusk/status/980885178942816256,44196397,2018-04-02 19:10:25+00:00,Mon Apr 02 19:10:25 +0000 2018,,,,
+5363,elonmusk,WSJ,"Tesla policy is to issue a recall *before* there are injuries. This is absolutely the right thing to do. Yet there were dozens of recalls by other car companies last month, incl w injuries & deaths, but you only wrote an article about Tesla. Why so?",4650,38820,1264,980883549074018304,https://twitter.com/elonmusk/status/980883549074018304,44196397,2018-04-02 19:03:56+00:00,Mon Apr 02 19:03:56 +0000 2018,,,,
+5364,elonmusk,HoryyOmar,"Seriously! Obviously, I’m not going to do an April Fool’s joke about going bankwupt if I thought there was any chance it would actually happen (sigh).",113,1282,65,980880706627715072,https://twitter.com/elonmusk/status/980880706627715072,44196397,2018-04-02 18:52:38+00:00,Mon Apr 02 18:52:38 +0000 2018,,,,
+5365,elonmusk,TeslaMotorsClub,"Lot of respect for NTSB, but NHTSA regulates cars, not NTSB, which is an advisory body. Tesla releases critical crash data affecting public safety immediately & always will. To do otherwise would be unsafe.",391,5743,93,980876926830039041,https://twitter.com/elonmusk/status/980876926830039041,44196397,2018-04-02 18:37:37+00:00,Mon Apr 02 18:37:37 +0000 2018,,,,
+5366,elonmusk,Teslarati,"Oh yeah, forgot to mention it actually landed fine, just not on Mr Steven",595,8486,251,980647734888681472,https://twitter.com/elonmusk/status/980647734888681472,44196397,2018-04-02 03:26:54+00:00,Mon Apr 02 03:26:54 +0000 2018,,,,
+5367,elonmusk,TommyThornton,What about this?,143,2744,111,980589463611916288,https://twitter.com/elonmusk/status/980589463611916288,44196397,2018-04-01 23:35:21+00:00,Sun Apr 01 23:35:21 +0000 2018,,,,https://www.youtube.com/watch?v=FG1NrQYXjLU
+5368,elonmusk,GranolaBrendon,Elon University is a real place,818,3578,115,980585671218774017,https://twitter.com/elonmusk/status/980585671218774017,44196397,2018-04-01 23:20:17+00:00,Sun Apr 01 23:20:17 +0000 2018,,,,
+5369,elonmusk,vreeman,Coming soon to Tesla merch. Free shots in stores every April 1st.,301,7051,118,980569082838700033,https://twitter.com/elonmusk/status/980569082838700033,44196397,2018-04-01 22:14:22+00:00,Sun Apr 01 22:14:22 +0000 2018,,,,
+5370,elonmusk,AntVenom,As you wish,108,2920,86,980568382591328256,https://twitter.com/elonmusk/status/980568382591328256,44196397,2018-04-01 22:11:35+00:00,Sun Apr 01 22:11:35 +0000 2018,,,,
+5371,elonmusk,peteWcarle,It’s the best,37,2125,59,980566785803018240,https://twitter.com/elonmusk/status/980566785803018240,44196397,2018-04-01 22:05:14+00:00,Sun Apr 01 22:05:14 +0000 2018,,,,
+5372,elonmusk,,"Elon was found passed out against a Tesla Model 3, surrounded by ""Teslaquilla"" bottles, the tracks of dried tears still visible on his cheeks. This is not a forward-looking statement, because, obviously, what's the point? Happy New Month!",18887,113590,3293,980566116614291456,https://twitter.com/elonmusk/status/980566116614291456,44196397,2018-04-01 22:02:34+00:00,Sun Apr 01 22:02:34 +0000 2018,,,,
+5373,elonmusk,,"There are many chapters of bankruptcy and, as critics so rightly pointed out, Tesla has them *all*, including Chapter 14 and a half (the worst one).",4623,45426,321,980566103356194816,https://twitter.com/elonmusk/status/980566103356194816,44196397,2018-04-01 22:02:31+00:00,Sun Apr 01 22:02:31 +0000 2018,,,,
+5374,elonmusk,,"Tesla Goes Bankrupt Palo Alto, California, April 1, 2018 -- Despite intense efforts to raise money, including a last-ditch mass sale of Easter Eggs, we are sad to report that Tesla has gone completely and totally bankrupt. So bankrupt, you can't believe it.",22333,124192,3862,980566101124722688,https://twitter.com/elonmusk/status/980566101124722688,44196397,2018-04-01 22:02:31+00:00,Sun Apr 01 22:02:31 +0000 2018,,,,
+5375,elonmusk,,Important news in a few hours …,8246,81870,4310,980518020358463489,https://twitter.com/elonmusk/status/980518020358463489,44196397,2018-04-01 18:51:27+00:00,Sun Apr 01 18:51:27 +0000 2018,,,,
+5376,elonmusk,,Love seeing the scars of the rocket,5879,66459,1092,979904735972024321,https://twitter.com/elonmusk/status/979904735972024321,44196397,2018-03-31 02:14:29+00:00,Sat Mar 31 02:14:29 +0000 2018,,,,
+5377,elonmusk,vbagate,"Hopefully, actual video coming soon. Aiming to improve the link quality so it can be real-time.",47,1042,36,979896143604744193,https://twitter.com/elonmusk/status/979896143604744193,44196397,2018-03-31 01:40:20+00:00,Sat Mar 31 01:40:20 +0000 2018,,,,
+5378,elonmusk,SRodgerBock,Everything’s better with fire,91,1147,72,979895766880841733,https://twitter.com/elonmusk/status/979895766880841733,44196397,2018-03-31 01:38:51+00:00,Sat Mar 31 01:38:51 +0000 2018,,,,
+5379,elonmusk,,Best music video art I’ve seen in a while,1158,9992,685,979893228160913408,https://twitter.com/elonmusk/status/979893228160913408,44196397,2018-03-31 01:28:45+00:00,Sat Mar 31 01:28:45 +0000 2018,,,,https://m.youtube.com/watch?v=eTLTXDHrgtw
+5380,elonmusk,BadAstronomer,Tru drat,147,3369,90,979769569706307584,https://twitter.com/elonmusk/status/979769569706307584,44196397,2018-03-30 17:17:23+00:00,Fri Mar 30 17:17:23 +0000 2018,,,,
+5381,elonmusk,,"GPS guided parafoil twisted, so fairing impacted water at high speed. Air wake from fairing messing w parafoil steering. Doing helo drop tests in next few weeks to solve.",729,12177,519,979764513233715200,https://twitter.com/elonmusk/status/979764513233715200,44196397,2018-03-30 16:57:17+00:00,Fri Mar 30 16:57:17 +0000 2018,,,,
+5382,elonmusk,,Mr Steven is 5 mins away from being under the falling fairing (don’t have live video),619,13511,520,979730904087068672,https://twitter.com/elonmusk/status/979730904087068672,44196397,2018-03-30 14:43:44+00:00,Fri Mar 30 14:43:44 +0000 2018,,,,
+5383,elonmusk,,"Attempting recovery of fairing falling down from space (right now) with our boat, Mr Steven. It’s a giant steel & webbing catcher’s mitt superstructure on a high-speed ocean ship. Godspeed, Mr. S …",2451,31363,737,979726332320915462,https://twitter.com/elonmusk/status/979726332320915462,44196397,2018-03-30 14:25:34+00:00,Fri Mar 30 14:25:34 +0000 2018,,,,
+5384,elonmusk,,"House party for the autonomous anarcho-syndicalist commune!! —— Peasant Woman: Well, how'd you… https://www.instagram.com/p/Bg3CLGrACcI/",464,7640,447,978913092443824128,https://twitter.com/elonmusk/status/978913092443824128,44196397,2018-03-28 08:34:03+00:00,Wed Mar 28 08:34:03 +0000 2018,,,,https://www.instagram.com/p/Bg3CLGrACcI/
+5385,elonmusk,Taraustralis,Yes. I forgot my sword.,30,625,28,978897638337794053,https://twitter.com/elonmusk/status/978897638337794053,44196397,2018-03-28 07:32:38+00:00,Wed Mar 28 07:32:38 +0000 2018,,,,
+5386,elonmusk,Taraustralis,Dueling Dwarf Vader while dressed as a knight and using a parasol for a sword,125,2864,61,978895981465960448,https://twitter.com/elonmusk/status/978895981465960448,44196397,2018-03-28 07:26:03+00:00,Wed Mar 28 07:26:03 +0000 2018,,,,
+5387,elonmusk,,"Turns out joking about being a “rock” star because of digging tunnels (through, uh, rock — hello??) is deeply underappreciated",8477,101775,2276,978895114524352513,https://twitter.com/elonmusk/status/978895114524352513,44196397,2018-03-28 07:22:36+00:00,Wed Mar 28 07:22:36 +0000 2018,,,,
+5388,elonmusk,asteroix,"Yes, you can upgrade hardware, although we also wrote software to accelerate rendering on old MCU. Coming out soon & makes a big diff.",63,706,82,978665254329569280,https://twitter.com/elonmusk/status/978665254329569280,44196397,2018-03-27 16:09:14+00:00,Tue Mar 27 16:09:14 +0000 2018,,,,
+5389,elonmusk,,"From my Mom: every time I use irony, I lose a friend",8254,72605,1886,978502181069365249,https://twitter.com/elonmusk/status/978502181069365249,44196397,2018-03-27 05:21:14+00:00,Tue Mar 27 05:21:14 +0000 2018,,,,
+5390,elonmusk,,And they said I’d never be a rock star …,3818,39151,776,978498291124981763,https://twitter.com/elonmusk/status/978498291124981763,44196397,2018-03-27 05:05:46+00:00,Tue Mar 27 05:05:46 +0000 2018,,,,
+5391,elonmusk,safranye,Yes,14,631,30,978149655853744129,https://twitter.com/elonmusk/status/978149655853744129,44196397,2018-03-26 06:00:25+00:00,Mon Mar 26 06:00:25 +0000 2018,,,,
+5392,elonmusk,DianaKFletcher,"Uhh, it’s literally made of rock",104,1483,35,978148065423970304,https://twitter.com/elonmusk/status/978148065423970304,44196397,2018-03-26 05:54:06+00:00,Mon Mar 26 05:54:06 +0000 2018,,,,
+5393,elonmusk,LeonsArcade,"Yeah, the boring bricks are interlocking with a precise surface finish, so two people could build the outer walls of a small house in a day or so",318,4813,139,978147162319085569,https://twitter.com/elonmusk/status/978147162319085569,44196397,2018-03-26 05:50:31+00:00,Mon Mar 26 05:50:31 +0000 2018,,,,
+5394,elonmusk,selberis,Prob May,65,2493,27,978143803830775810,https://twitter.com/elonmusk/status/978143803830775810,44196397,2018-03-26 05:37:10+00:00,Mon Mar 26 05:37:10 +0000 2018,,,,
+5395,elonmusk,teslainventory,Guaranteed to be Flamethrower-proof!,73,2566,28,978142739463208961,https://twitter.com/elonmusk/status/978142739463208961,44196397,2018-03-26 05:32:56+00:00,Mon Mar 26 05:32:56 +0000 2018,,,,
+5396,elonmusk,,"First kit set will be ancient Egypt — pyramids, Sphinx, temple of Horus, etc",1718,26881,876,978142114339995648,https://twitter.com/elonmusk/status/978142114339995648,44196397,2018-03-26 05:30:27+00:00,Mon Mar 26 05:30:27 +0000 2018,,,,
+5397,elonmusk,,"New Boring Company merch coming soon. Lifesize LEGO-like interlocking bricks made from tunneling rock that you can use to create sculptures & buildings. Rated for California seismic loads, so super strong, but bored in the middle, like an aircraft wing spar, so not heavy.",8141,70280,1905,978140940241059840,https://twitter.com/elonmusk/status/978140940241059840,44196397,2018-03-26 05:25:47+00:00,Mon Mar 26 05:25:47 +0000 2018,,,,
+5398,elonmusk,aNichiporchik,"New nav starts rolling out this weekend. Should be considered a mature beta at first, so won’t be perfect, but will improve rapidly. With the old system, we were stuck with legacy 3rd party black box code and stale data. No way to improve.",75,737,76,978132755740377088,https://twitter.com/elonmusk/status/978132755740377088,44196397,2018-03-26 04:53:16+00:00,Mon Mar 26 04:53:16 +0000 2018,,,,
+5399,elonmusk,,,1560,29049,1044,978056724950147072,https://twitter.com/elonmusk/status/978056724950147072,44196397,2018-03-25 23:51:09+00:00,Sun Mar 25 23:51:09 +0000 2018,,,,
+5400,elonmusk,arstechnica,Shocker,896,11046,222,977720676722212864,https://twitter.com/elonmusk/status/977720676722212864,44196397,2018-03-25 01:35:49+00:00,Sun Mar 25 01:35:49 +0000 2018,,,,
+5401,elonmusk,TeslaMotorsClub,It’s not a political statement and I didn’t do this because someone dared me to do it. Just don’t like Facebook. Gives me the willies. Sorry.,3727,29081,768,977660603975151616,https://twitter.com/elonmusk/status/977660603975151616,44196397,2018-03-24 21:37:06+00:00,Sat Mar 24 21:37:06 +0000 2018,,,,
+5402,elonmusk,ElectrekCo,I have just asked our team to slow down deliveries. It is clear that we are exceeding the local logistics capacity due to batch build and delivery. Customer happiness & safety matter more than a few extra cars this quarter.,493,9709,221,977653519078457344,https://twitter.com/elonmusk/status/977653519078457344,44196397,2018-03-24 21:08:57+00:00,Sat Mar 24 21:08:57 +0000 2018,,,,
+5403,elonmusk,tiggerl82,You’ll live,422,5859,183,977261549080297472,https://twitter.com/elonmusk/status/977261549080297472,44196397,2018-03-23 19:11:24+00:00,Fri Mar 23 19:11:24 +0000 2018,,,,
+5404,elonmusk,VentureBeat,We’ve never advertised with FB. None of my companies buy advertising or pay famous people to fake endorse. Product lives or dies on its own merits.,6861,44687,735,977258647641141248,https://twitter.com/elonmusk/status/977258647641141248,44196397,2018-03-23 18:59:52+00:00,Fri Mar 23 18:59:52 +0000 2018,,,,
+5405,elonmusk,martinapennisi,"Instagram’s probably ok imo, so long as it stays fairly independent. I don’t use FB & never have, so don’t think I’m some kind of martyr or my companies are taking a huge blow. Also, we don’t advertise or pay for endorsements, so … don’t care.",713,4940,206,977236378105798656,https://twitter.com/elonmusk/status/977236378105798656,44196397,2018-03-23 17:31:23+00:00,Fri Mar 23 17:31:23 +0000 2018,,,,
+5406,elonmusk,themadstone,Ok,330,7160,106,977230073173393408,https://twitter.com/elonmusk/status/977230073173393408,44196397,2018-03-23 17:06:20+00:00,Fri Mar 23 17:06:20 +0000 2018,,,,
+5407,elonmusk,mcwm,"What, a troll, me!? How dare you, sir!",880,12531,178,977217002564546560,https://twitter.com/elonmusk/status/977217002564546560,44196397,2018-03-23 16:14:23+00:00,Fri Mar 23 16:14:23 +0000 2018,,,,
+5408,elonmusk,kerrymflynn,"Yeah, my fault for being an idiot. We did give them a free launch to make up for it and I think they had some insurance.",509,7383,173,977216799354728448,https://twitter.com/elonmusk/status/977216799354728448,44196397,2018-03-23 16:13:35+00:00,Fri Mar 23 16:13:35 +0000 2018,,,,
+5409,elonmusk,Bryson_M,Definitely. Looks lame anyway.,1286,10630,185,977216157080993793,https://twitter.com/elonmusk/status/977216157080993793,44196397,2018-03-23 16:11:02+00:00,Fri Mar 23 16:11:02 +0000 2018,,,,
+5410,elonmusk,aysegultelli,First time I’ve seen either. One on the left looks official. Will be gone soon.,308,2801,106,977215954349211650,https://twitter.com/elonmusk/status/977215954349211650,44196397,2018-03-23 16:10:13+00:00,Fri Mar 23 16:10:13 +0000 2018,,,,
+5411,elonmusk,SathishCodes,Maybe that word doesn’t mean what I think it does,39,909,20,977215713646583808,https://twitter.com/elonmusk/status/977215713646583808,44196397,2018-03-23 16:09:16+00:00,Fri Mar 23 16:09:16 +0000 2018,,,,
+5412,elonmusk,jiveDurkey,Literally never seen it even once,488,7430,131,977214195698581504,https://twitter.com/elonmusk/status/977214195698581504,44196397,2018-03-23 16:03:14+00:00,Fri Mar 23 16:03:14 +0000 2018,,,,
+5413,elonmusk,TweetofOMAR,"Yeah, it’s borderline. FB influence is slowly creeping in.",56,887,31,977213864969256960,https://twitter.com/elonmusk/status/977213864969256960,44196397,2018-03-23 16:01:55+00:00,Fri Mar 23 16:01:55 +0000 2018,,,,
+5414,elonmusk,serdarsprofile,I didn’t realize there was one. Will do.,2773,17133,394,977211923719598086,https://twitter.com/elonmusk/status/977211923719598086,44196397,2018-03-23 15:54:12+00:00,Fri Mar 23 15:54:12 +0000 2018,,,,
+5415,elonmusk,SathishCodes,Inconceivable! Who’d say a thing like that!?,47,1086,21,977210512021667840,https://twitter.com/elonmusk/status/977210512021667840,44196397,2018-03-23 15:48:36+00:00,Fri Mar 23 15:48:36 +0000 2018,,,,
+5416,elonmusk,brianacton,What’s Facebook?,12284,46600,1227,977209817012977665,https://twitter.com/elonmusk/status/977209817012977665,44196397,2018-03-23 15:45:50+00:00,Fri Mar 23 15:45:50 +0000 2018,,,,
+5417,elonmusk,verge,"Wow, a whole week. Risky ...",464,8279,128,977209516012986369,https://twitter.com/elonmusk/status/977209516012986369,44196397,2018-03-23 15:44:38+00:00,Fri Mar 23 15:44:38 +0000 2018,,,,
+5418,elonmusk,SmileSimplify,Umm...yes,22,739,15,977209059949494272,https://twitter.com/elonmusk/status/977209059949494272,44196397,2018-03-23 15:42:50+00:00,Fri Mar 23 15:42:50 +0000 2018,,,,
+5419,elonmusk,benflux,Yes,14,447,19,977127504438747136,https://twitter.com/elonmusk/status/977127504438747136,44196397,2018-03-23 10:18:45+00:00,Fri Mar 23 10:18:45 +0000 2018,,,,
+5420,elonmusk,lol_cat1,I double-dare them to come back! Bring it ...,43,1309,43,977113911475318784,https://twitter.com/elonmusk/status/977113911475318784,44196397,2018-03-23 09:24:45+00:00,Fri Mar 23 09:24:45 +0000 2018,,,,
+5421,elonmusk,,No technology is too advanced for The Boring Company! https://www.instagram.com/p/BgpwknyA--2/,1332,17670,1041,977041745979609088,https://twitter.com/elonmusk/status/977041745979609088,44196397,2018-03-23 04:37:59+00:00,Fri Mar 23 04:37:59 +0000 2018,,,,https://www.instagram.com/p/BgpwknyA--2/
+5422,elonmusk,elonmusk,"That said, Lori deserves a lot of credit for supporting competitive, commercial space launch while under massive assault from old-school monopolists",71,997,26,976992482595545088,https://twitter.com/elonmusk/status/976992482595545088,44196397,2018-03-23 01:22:14+00:00,Fri Mar 23 01:22:14 +0000 2018,,,,
+5423,elonmusk,Ron_sanes,"No real surface is perfect, but it did pull about 250,000 lbs of muck rail cars out of a tunnel",351,2469,98,976774671516364800,https://twitter.com/elonmusk/status/976774671516364800,44196397,2018-03-22 10:56:43+00:00,Thu Mar 22 10:56:43 +0000 2018,,,,
+5424,elonmusk,tomkiss,"Probably mid next year before we are able to make RHD. Wish it could be sooner. Maybe try a Model S, used or new in the meantime? Used S is better than a new 3 imo, unless you want a smaller car.",36,723,61,976771803044446208,https://twitter.com/elonmusk/status/976771803044446208,44196397,2018-03-22 10:45:20+00:00,Thu Mar 22 10:45:20 +0000 2018,,,,
+5425,elonmusk,loganfeatures,Sorry ,19,937,17,976769850663043073,https://twitter.com/elonmusk/status/976769850663043073,44196397,2018-03-22 10:37:34+00:00,Thu Mar 22 10:37:34 +0000 2018,,,,
+5426,elonmusk,,"Model X pulls a 95,000 lb (15,000 above US road legal limit) semi truck on a pure snow surface",2256,18519,466,976769575466356736,https://twitter.com/elonmusk/status/976769575466356736,44196397,2018-03-22 10:36:28+00:00,Thu Mar 22 10:36:28 +0000 2018,,,,https://electrek.co/2018/02/20/tesla-model-x-pull-semi-truck-snow/
+5427,elonmusk,bigyahu,Thanks!,7,366,12,976767301574787072,https://twitter.com/elonmusk/status/976767301574787072,44196397,2018-03-22 10:27:26+00:00,Thu Mar 22 10:27:26 +0000 2018,,,,
+5428,elonmusk,s3xy_ch,Sounds like this canton has style!,39,874,17,976767152173719552,https://twitter.com/elonmusk/status/976767152173719552,44196397,2018-03-22 10:26:51+00:00,Thu Mar 22 10:26:51 +0000 2018,,,,
+5429,elonmusk,xeokeri,Ok,20,646,19,976766285445910533,https://twitter.com/elonmusk/status/976766285445910533,44196397,2018-03-22 10:23:24+00:00,Thu Mar 22 10:23:24 +0000 2018,,,,
+5430,elonmusk,tesla_talks,You’re welcome. Sorry for the delay. Only just got back from Gigafactory. Will be at our Fremont factory in the morning. Tesla team is going all out.,34,747,25,976766094630305792,https://twitter.com/elonmusk/status/976766094630305792,44196397,2018-03-22 10:22:39+00:00,Thu Mar 22 10:22:39 +0000 2018,,,,
+5431,elonmusk,,Better to be in the Model X,1074,12148,256,976763690585223168,https://twitter.com/elonmusk/status/976763690585223168,44196397,2018-03-22 10:13:05+00:00,Thu Mar 22 10:13:05 +0000 2018,,,,https://www.teslarati.com/tesla-model-x-tug-war-chevy-camaro/
+5432,elonmusk,,"The Swiss police are smart. Electricity vs diesel & maintenance more than make up for purchase price diff. Plus, the bad guys will def not escape. That’s worth a lot …",2911,22439,522,976761913131524098,https://twitter.com/elonmusk/status/976761913131524098,44196397,2018-03-22 10:06:02+00:00,Thu Mar 22 10:06:02 +0000 2018,,,,https://apple.news/Aefkre1PBRaKYSF7SDBZ8iQ
+5433,elonmusk,,Maybe there should be 2 providers for Chicago advanced transit. Monopolies are so boring ...,2637,22243,608,976661622235152384,https://twitter.com/elonmusk/status/976661622235152384,44196397,2018-03-22 03:27:30+00:00,Thu Mar 22 03:27:30 +0000 2018,,,,https://www.teslarati.com/elon-musk-boring-company-chicago-ohare-tunnel-final-two-bids/
+5434,elonmusk,,Petra and Mars https://www.instagram.com/p/BglRR6EgB8j/,656,8444,443,976418373457215488,https://twitter.com/elonmusk/status/976418373457215488,44196397,2018-03-21 11:20:55+00:00,Wed Mar 21 11:20:55 +0000 2018,,,,https://www.instagram.com/p/BglRR6EgB8j/
+5435,elonmusk,Lori_Garver,"Lori, this is ridiculous. Creating a rocket company has to be one of the dumbest and hardest ways to “make money”. If it was about money, I’d just do another Internet company.",3425,28577,429,976414452106055680,https://twitter.com/elonmusk/status/976414452106055680,44196397,2018-03-21 11:05:20+00:00,Wed Mar 21 11:05:20 +0000 2018,,,,
+5436,elonmusk,RanNatanzon,This is completely false. Never even heard of Cortica. Just taking my kids on a Spring Break trip to see ancient historical sites in Israel & Jordan.,782,14096,344,976168329097416704,https://twitter.com/elonmusk/status/976168329097416704,44196397,2018-03-20 18:47:20+00:00,Tue Mar 20 18:47:20 +0000 2018,,,,
+5437,elonmusk,,Paid respects to Masada earlier today. Live free or die. https://www.instagram.com/p/BghgFOWgB2_/,896,11594,619,975919977495543808,https://twitter.com/elonmusk/status/975919977495543808,44196397,2018-03-20 02:20:29+00:00,Tue Mar 20 02:20:29 +0000 2018,,,,https://www.instagram.com/p/BghgFOWgB2_/
+5438,elonmusk,,Learning how to pour flaming absinthe over a tower of glasses in a Jerusalem speakeasy.… https://www.instagram.com/p/BggsS4gAJ9v/,925,14678,752,975796402675703809,https://twitter.com/elonmusk/status/975796402675703809,44196397,2018-03-19 18:09:26+00:00,Mon Mar 19 18:09:26 +0000 2018,,,,https://www.instagram.com/p/BggsS4gAJ9v/
+5439,elonmusk,IraEhrenpreis,Thanks for your support over all those years!,138,6852,94,975228272366759939,https://twitter.com/elonmusk/status/975228272366759939,44196397,2018-03-18 04:31:53+00:00,Sun Mar 18 04:31:53 +0000 2018,,,,
+5440,elonmusk,elonmusk,"Your cruel taunts cut me deep. Deep. But, I love you too.",410,7548,188,974356241119035392,https://twitter.com/elonmusk/status/974356241119035392,44196397,2018-03-15 18:46:45+00:00,Thu Mar 15 18:46:45 +0000 2018,,,,
+5441,elonmusk,TheOnion,Oh you guys ...,1138,27320,284,974355745993969664,https://twitter.com/elonmusk/status/974355745993969664,44196397,2018-03-15 18:44:47+00:00,Thu Mar 15 18:44:47 +0000 2018,,,,
+5442,elonmusk,timthetatman,Yeah. I find it soothing.,1256,9256,262,974355452438888448,https://twitter.com/elonmusk/status/974355452438888448,44196397,2018-03-15 18:43:37+00:00,Thu Mar 15 18:43:37 +0000 2018,,,,
+5443,elonmusk,JeffreyWolff,Yes,15,435,29,974048143871434752,https://twitter.com/elonmusk/status/974048143871434752,44196397,2018-03-14 22:22:29+00:00,Wed Mar 14 22:22:29 +0000 2018,,,,
+5444,elonmusk,AnubhavArora06,Good point,18,761,41,973998998209011712,https://twitter.com/elonmusk/status/973998998209011712,44196397,2018-03-14 19:07:11+00:00,Wed Mar 14 19:07:11 +0000 2018,,,,
+5445,elonmusk,,"That’s the name of my new intergalactic media empire, exclamation point optional",1938,29834,1052,973972643190792193,https://twitter.com/elonmusk/status/973972643190792193,44196397,2018-03-14 17:22:28+00:00,Wed Mar 14 17:22:28 +0000 2018,,,,
+5446,elonmusk,Atlasr6s_,Resist,98,2553,129,973860794679967745,https://twitter.com/elonmusk/status/973860794679967745,44196397,2018-03-14 09:58:01+00:00,Wed Mar 14 09:58:01 +0000 2018,,,,
+5447,elonmusk,BleachTheLies,Thinkularity,171,3771,89,973860151697457152,https://twitter.com/elonmusk/status/973860151697457152,44196397,2018-03-14 09:55:28+00:00,Wed Mar 14 09:55:28 +0000 2018,,,,
+5448,elonmusk,,Thud!,3406,44175,2373,973857445683462145,https://twitter.com/elonmusk/status/973857445683462145,44196397,2018-03-14 09:44:43+00:00,Wed Mar 14 09:44:43 +0000 2018,,,,
+5449,elonmusk,idonevenknotppl,Great idea!,20,444,61,972996509477216256,https://twitter.com/elonmusk/status/972996509477216256,44196397,2018-03-12 00:43:39+00:00,Mon Mar 12 00:43:39 +0000 2018,,,,
+5450,elonmusk,sxsw,"My brother, Jonah and I are going to do a cover of My Little Buttercup from The Three Amigos. It will be terrible. There will also be a plethora of Q and sometimes even A.",2815,32671,1063,972754606647365632,https://twitter.com/elonmusk/status/972754606647365632,44196397,2018-03-11 08:42:25+00:00,Sun Mar 11 08:42:25 +0000 2018,,,,https://twitter.com/sxsw/status/972672230936272897
+5451,elonmusk,,On the Westworld set with my bro @kimbal https://www.instagram.com/p/BgK5R1SAjHC/,712,13072,443,972697639325233154,https://twitter.com/elonmusk/status/972697639325233154,44196397,2018-03-11 04:56:03+00:00,Sun Mar 11 04:56:03 +0000 2018,,@kimbal,,https://www.instagram.com/p/BgK5R1SAjHC/
+5452,elonmusk,,"Why Falcon Heavy & Starman? Life cannot just be about solving one sad problem after another. There need to be things that inspire you, that make you glad to wake up in the morning and be part of humanity. That is why we did it. We did for you.",28944,99303,3143,972628124893671432,https://twitter.com/elonmusk/status/972628124893671432,44196397,2018-03-11 00:19:50+00:00,Sun Mar 11 00:19:50 +0000 2018,,,,https://m.youtube.com/watch?feature=youtu.be&v=A0FZIwabctw
+5453,elonmusk,CBinsights,Doesn’t make any sense. You can’t “take things that fail” & make them work without creativity & invention.,1308,13362,216,972553071845879809,https://twitter.com/elonmusk/status/972553071845879809,44196397,2018-03-10 19:21:36+00:00,Sat Mar 10 19:21:36 +0000 2018,,,,
+5454,elonmusk,Advil,"No, it’s not",969,7332,244,972338813329534976,https://twitter.com/elonmusk/status/972338813329534976,44196397,2018-03-10 05:10:12+00:00,Sat Mar 10 05:10:12 +0000 2018,,,,
+5455,elonmusk,dedubb4,None of the above,294,9451,159,972336214262013952,https://twitter.com/elonmusk/status/972336214262013952,44196397,2018-03-10 04:59:53+00:00,Sat Mar 10 04:59:53 +0000 2018,,,,
+5456,elonmusk,,Tunnels,3082,20822,3825,972335273462841344,https://twitter.com/elonmusk/status/972335273462841344,44196397,2018-03-10 04:56:08+00:00,Sat Mar 10 04:56:08 +0000 2018,,,,
+5457,elonmusk,,Because blue,644,8922,144,972248502762799104,https://twitter.com/elonmusk/status/972248502762799104,44196397,2018-03-09 23:11:21+00:00,Fri Mar 09 23:11:21 +0000 2018,,,,
+5458,elonmusk,2AvSagas,"I guess you could say it’s a 150 mph, underground, autonomous, electric bus that automatically switches between tunnels and lifts. So, yes, a bus.",896,10177,176,972248154354495488,https://twitter.com/elonmusk/status/972248154354495488,44196397,2018-03-09 23:09:58+00:00,Fri Mar 09 23:09:58 +0000 2018,,,,
+5459,elonmusk,,"Better video coming soon, but it would look a bit like this:",29206,112277,2746,972245615735222273,https://twitter.com/elonmusk/status/972245615735222273,44196397,2018-03-09 22:59:52+00:00,Fri Mar 09 22:59:52 +0000 2018,,,,
+5460,elonmusk,,"Boring Co urban loop system would have 1000’s of small stations the size of a single parking space that take you very close to your destination & blend seamlessly into the fabric of a city, rather than a small number of big stations like a subway",3400,31089,639,972243992153739265,https://twitter.com/elonmusk/status/972243992153739265,44196397,2018-03-09 22:53:25+00:00,Fri Mar 09 22:53:25 +0000 2018,,,,
+5461,elonmusk,Advil,Definitely,31,945,22,972240946115915776,https://twitter.com/elonmusk/status/972240946115915776,44196397,2018-03-09 22:41:19+00:00,Fri Mar 09 22:41:19 +0000 2018,,,,
+5462,elonmusk,,"Will still transport cars, but only after all personalized mass transit needs are met. It’s a matter of courtesy & fairness. If someone can’t afford a car, they should go first.",5043,39802,724,972235526848708608,https://twitter.com/elonmusk/status/972235526848708608,44196397,2018-03-09 22:19:47+00:00,Fri Mar 09 22:19:47 +0000 2018,,,,
+5463,elonmusk,,Adjusting The Boring Company plan: all tunnels & Hyperloop will prioritize pedestrians & cyclists over cars,11909,83730,1658,972233079342297088,https://twitter.com/elonmusk/status/972233079342297088,44196397,2018-03-09 22:10:03+00:00,Fri Mar 09 22:10:03 +0000 2018,,,,
+5464,elonmusk,kronayne,Heavy sigh,370,5532,148,972223971813818369,https://twitter.com/elonmusk/status/972223971813818369,44196397,2018-03-09 21:33:52+00:00,Fri Mar 09 21:33:52 +0000 2018,,,,
+5465,elonmusk,starlight_juice,"Talulah is in England, finishing her second novel. It’s about a future matriarchal society, with a twist.",26,980,35,972151775934365697,https://twitter.com/elonmusk/status/972151775934365697,44196397,2018-03-09 16:46:59+00:00,Fri Mar 09 16:46:59 +0000 2018,,,,
+5466,elonmusk,,"Will be at SXSW Sat/Sun with Jonah & Lisa, who created Westworld. Jonah made an incredible short reel of Falcon Heavy & Starman. Releases tmrw aft.",2009,25112,523,972149891848798208,https://twitter.com/elonmusk/status/972149891848798208,44196397,2018-03-09 16:39:30+00:00,Fri Mar 09 16:39:30 +0000 2018,,,,
+5467,elonmusk,elonmusk,"To be clear, I think a fair outcome for all is quite likely. China has already shown a willingness to open their markets and I believe they will do the right thing.",358,4001,172,971898600274870272,https://twitter.com/elonmusk/status/971898600274870272,44196397,2018-03-09 00:00:57+00:00,Fri Mar 09 00:00:57 +0000 2018,,,,
+5468,elonmusk,elonmusk,"We raised this with the prior administration and nothing happened. Just want a fair outcome, ideally where tariffs/rules are equally moderate. Nothing more. Hope this does not seem unreasonable.",996,7689,310,971815058475921408,https://twitter.com/elonmusk/status/971815058475921408,44196397,2018-03-08 18:29:00+00:00,Thu Mar 08 18:29:00 +0000 2018,,,,
+5469,elonmusk,elonmusk,"I am against import duties in general, but the current rules make things very difficult. It’s like competing in an Olympic race wearing lead shoes.",714,4831,211,971814004887715840,https://twitter.com/elonmusk/status/971814004887715840,44196397,2018-03-08 18:24:48+00:00,Thu Mar 08 18:24:48 +0000 2018,,,,
+5470,elonmusk,elonmusk,"Also, no US auto company is allowed to own even 50% of their own factory in China, but there are five 100% China-owned EV auto companies in the US",1881,8326,351,971812680594964480,https://twitter.com/elonmusk/status/971812680594964480,44196397,2018-03-08 18:19:33+00:00,Thu Mar 08 18:19:33 +0000 2018,,,,
+5471,elonmusk,elonmusk,"For example, an American car going to China pays 25% import duty, but a Chinese car coming to the US only pays 2.5%, a tenfold difference",2307,10136,438,971811614411276288,https://twitter.com/elonmusk/status/971811614411276288,44196397,2018-03-08 18:15:18+00:00,Thu Mar 08 18:15:18 +0000 2018,,,,
+5472,elonmusk,realDonaldTrump,"Do you think the US & China should have equal & fair rules for cars? Meaning, same import duties, ownership constraints & other factors.",1470,14481,518,971810418128691200,https://twitter.com/elonmusk/status/971810418128691200,44196397,2018-03-08 18:10:33+00:00,Thu Mar 08 18:10:33 +0000 2018,,,,
+5473,elonmusk,,,2971,44200,1021,971624496825159680,https://twitter.com/elonmusk/status/971624496825159680,44196397,2018-03-08 05:51:46+00:00,Thu Mar 08 05:51:46 +0000 2018,,,,
+5474,elonmusk,,,22382,165495,1572,971618409187127296,https://twitter.com/elonmusk/status/971618409187127296,44196397,2018-03-08 05:27:35+00:00,Thu Mar 08 05:27:35 +0000 2018,,,,
+5475,elonmusk,verge,"Every time Alexa laughs, an angel dies, so thank goodness …",1534,17706,234,971550967018614784,https://twitter.com/elonmusk/status/971550967018614784,44196397,2018-03-08 00:59:35+00:00,Thu Mar 08 00:59:35 +0000 2018,,,,
+5476,elonmusk,ParkerMolloy,Depends on what you mean by “doom”,57,851,26,971510290163499008,https://twitter.com/elonmusk/status/971510290163499008,44196397,2018-03-07 22:17:57+00:00,Wed Mar 07 22:17:57 +0000 2018,,,,
+5477,elonmusk,,"First production cargo trip of the Tesla Semi heavy duty truck, carrying battery packs from the… https://www.instagram.com/p/BgCJlKbFckb/",4309,33077,899,971466308855332864,https://twitter.com/elonmusk/status/971466308855332864,44196397,2018-03-07 19:23:11+00:00,Wed Mar 07 19:23:11 +0000 2018,,,,https://www.instagram.com/p/BgCJlKbFckb/
+5478,elonmusk,FutureCars360,Will have Model X do a cover of Happy Birthday by Marilyn Monroe,25,445,18,971459140890411008,https://twitter.com/elonmusk/status/971459140890411008,44196397,2018-03-07 18:54:42+00:00,Wed Mar 07 18:54:42 +0000 2018,,,,https://m.youtube.com/watch?v=iH3oOVKt0WI
+5479,elonmusk,jeremyburge,"Literally, if you type “jazz hands”, iOS shows this emoji ",194,4532,186,971307576959885312,https://twitter.com/elonmusk/status/971307576959885312,44196397,2018-03-07 08:52:27+00:00,Wed Mar 07 08:52:27 +0000 2018,,,,
+5480,elonmusk,,I just realized there is a jazz hands emoji ,14806,142492,3079,971224396890124288,https://twitter.com/elonmusk/status/971224396890124288,44196397,2018-03-07 03:21:55+00:00,Wed Mar 07 03:21:55 +0000 2018,,,,
+5481,elonmusk,mattfeinman,"If there is anyone in the third row, turn off air recirculation. Third row cooling happens by air entering from the front and exiting through the vents in the rear bumper.",175,5732,116,971106671631130624,https://twitter.com/elonmusk/status/971106671631130624,44196397,2018-03-06 19:34:07+00:00,Tue Mar 06 19:34:07 +0000 2018,,,,
+5482,elonmusk,SpaceX,"Very proud of the SpaceX team! Can’t believe it’s been fifty Falcon 9 launches already. Just ten years ago, we couldn’t even reach orbit with little Falcon 1.",3213,30917,553,970914681069039617,https://twitter.com/elonmusk/status/970914681069039617,44196397,2018-03-06 06:51:13+00:00,Tue Mar 06 06:51:13 +0000 2018,,,,
+5483,elonmusk,,"Falcon 9 flight 50 launches tonight, carrying Hispasat for Spain. At 6 metric tons and almost the size of a city bus, it will be the largest geostationary satellite we’ve ever flown.",9734,67333,1541,970747812311740416,https://twitter.com/elonmusk/status/970747812311740416,44196397,2018-03-05 19:48:08+00:00,Mon Mar 05 19:48:08 +0000 2018,,,,
+5484,elonmusk,keithbigelow,"Very sensible summary of supersonic flight. Obvious answer is to fly high, which gives low drag & low boom amplitude at ground. If boom too loud, airframe design probably wrong too.",457,8796,179,970192640913301504,https://twitter.com/elonmusk/status/970192640913301504,44196397,2018-03-04 07:02:05+00:00,Sun Mar 04 07:02:05 +0000 2018,,,,
+5485,elonmusk,simonhackett,Good points. Will add to feature list.,27,624,34,970099121599074304,https://twitter.com/elonmusk/status/970099121599074304,44196397,2018-03-04 00:50:28+00:00,Sun Mar 04 00:50:28 +0000 2018,,,,
+5486,elonmusk,simonhackett,"Yeah, that should improve soon. Software team has been buried in Model 3 bringup and tricky bug fixes, but that’s mostly done now.",31,600,18,970096186806878208,https://twitter.com/elonmusk/status/970096186806878208,44196397,2018-03-04 00:38:49+00:00,Sun Mar 04 00:38:49 +0000 2018,,,,
+5487,elonmusk,ToddBourne,Almost done,208,8117,99,970088614183845888,https://twitter.com/elonmusk/status/970088614183845888,44196397,2018-03-04 00:08:43+00:00,Sun Mar 04 00:08:43 +0000 2018,,,,
+5488,elonmusk,,"Deep in the hole with my boring machine. Sometimes when we touch, the honesty’s too much ... https://www.instagram.com/p/Bf1fcw4g4Tx/",2842,36649,1409,970067019012784128,https://twitter.com/elonmusk/status/970067019012784128,44196397,2018-03-03 22:42:54+00:00,Sat Mar 03 22:42:54 +0000 2018,,,,https://www.instagram.com/p/Bf1fcw4g4Tx/
+5489,elonmusk,Pewwer42,Probably about a tenth of the cost and a fifth of the time,51,785,53,968707151815376897,https://twitter.com/elonmusk/status/968707151815376897,44196397,2018-02-28 04:39:17+00:00,Wed Feb 28 04:39:17 +0000 2018,,,,
+5490,elonmusk,,"Want to clarify that as individuals, the people responsible for the high costs & long timelines are almost all well-meaning, but the system of incentives is messed up",984,12757,624,968614419784613888,https://twitter.com/elonmusk/status/968614419784613888,44196397,2018-02-27 22:30:48+00:00,Tue Feb 27 22:30:48 +0000 2018,,,,
+5491,elonmusk,,"Higher safety & environmental requirements & labor costs explain only a small part of the difference. True root cause imo is an exponential growth in bureaucracy & a self-serving private sector consultant industry earning a % on project cost, incenting them to maximize cost.",1891,16310,492,968611860407713793,https://twitter.com/elonmusk/status/968611860407713793,44196397,2018-02-27 22:20:38+00:00,Tue Feb 27 22:20:38 +0000 2018,,,,
+5492,elonmusk,,And New York,872,8771,288,968609579197022208,https://twitter.com/elonmusk/status/968609579197022208,44196397,2018-02-27 22:11:34+00:00,Tue Feb 27 22:11:34 +0000 2018,,,,https://mobile.nytimes.com/2017/12/28/nyregion/new-york-subway-construction-costs.html?referer=https://www.google.com/
+5493,elonmusk,,And we are even worse than that in California,800,8031,244,968609334203576320,https://twitter.com/elonmusk/status/968609334203576320,44196397,2018-02-27 22:10:35+00:00,Tue Feb 27 22:10:35 +0000 2018,,,,https://www.sfchronicle.com/opinion/article/Editorial-To-address-Bay-Area-traffic-build-the-12668394.php
+5494,elonmusk,,China’s progress in advanced infrastructure is more than 100 times faster than the US,10091,40456,1857,968608879914270721,https://twitter.com/elonmusk/status/968608879914270721,44196397,2018-02-27 22:08:47+00:00,Tue Feb 27 22:08:47 +0000 2018,,,,http://www.independent.co.uk/news/world/asia/chinese-workers-productivity-build-nanlong-railway-station-nine-hours-longyan-a8173881.html
+5495,elonmusk,cdelancray,"Wow, if even Pinker doesn’t understand the difference between functional/narrow AI (eg. car) and general AI, when the latter *literally* has a million times more compute power and an open-ended utility function, humanity is in deep trouble",2034,17808,477,968560525088055296,https://twitter.com/elonmusk/status/968560525088055296,44196397,2018-02-27 18:56:38+00:00,Tue Feb 27 18:56:38 +0000 2018,,,,
+5496,elonmusk,cheresh,"End-to-end encryption encoded at firmware level. Unlikely to be hacked w current computing tech. If it is (and we learn about it), a crypto fix will go out immediately via network-wide firmware update.",169,1635,98,967728299282595840,https://twitter.com/elonmusk/status/967728299282595840,44196397,2018-02-25 11:49:40+00:00,Sun Feb 25 11:49:40 +0000 2018,,,,
+5497,elonmusk,andrestaltz,Will be simpler than IPv6 and have tiny packet overhead. Definitely peer-to-peer.,619,8726,171,967712110661615616,https://twitter.com/elonmusk/status/967712110661615616,44196397,2018-02-25 10:45:21+00:00,Sun Feb 25 10:45:21 +0000 2018,,,,
+5498,elonmusk,ElectrekCo,Am feeling optimistic about beating the Semi specs announced at the unveiling for the same price. The Tesla Semi will be something really special.,984,16044,372,967238527418167296,https://twitter.com/elonmusk/status/967238527418167296,44196397,2018-02-24 03:23:30+00:00,Sat Feb 24 03:23:30 +0000 2018,,,,
+5499,elonmusk,DMC_Ryan,Can someone please do that!? I would def go.,202,4966,157,966707388181970944,https://twitter.com/elonmusk/status/966707388181970944,44196397,2018-02-22 16:12:56+00:00,Thu Feb 22 16:12:56 +0000 2018,,,,
+5500,elonmusk,,"That was a DM, right?",2177,35795,731,966707038095986688,https://twitter.com/elonmusk/status/966707038095986688,44196397,2018-02-22 16:11:33+00:00,Thu Feb 22 16:11:33 +0000 2018,,,,
+5501,elonmusk,,"Don’t tell anyone, but the wifi password is “martians”",7088,49634,763,966706924124188672,https://twitter.com/elonmusk/status/966706924124188672,44196397,2018-02-22 16:11:05+00:00,Thu Feb 22 16:11:05 +0000 2018,,,,
+5502,elonmusk,,Tintin A & B will attempt to beam “hello world” in about 22 hours when they pass near LA,4623,41742,740,966706193560305664,https://twitter.com/elonmusk/status/966706193560305664,44196397,2018-02-22 16:08:11+00:00,Thu Feb 22 16:08:11 +0000 2018,,,,
+5503,elonmusk,,"First two Starlink demo satellites, called Tintin A & B, deployed and communicating to Earth stations",7220,40080,984,966703261699854336,https://twitter.com/elonmusk/status/966703261699854336,44196397,2018-02-22 15:56:32+00:00,Thu Feb 22 15:56:32 +0000 2018,,,,
+5504,elonmusk,,"Falcon fairing half as seen from our catcher’s mitt in boat form, Mr. Steven. No apparent damage… https://www.instagram.com/p/BfgRX-lgIt6/",1356,12030,489,966698367173693440,https://twitter.com/elonmusk/status/966698367173693440,44196397,2018-02-22 15:37:05+00:00,Thu Feb 22 15:37:05 +0000 2018,,,,https://www.instagram.com/p/BfgRX-lgIt6/
+5505,elonmusk,DMOberhaus,About a month,29,896,27,966695975132610560,https://twitter.com/elonmusk/status/966695975132610560,44196397,2018-02-22 15:27:35+00:00,Thu Feb 22 15:27:35 +0000 2018,,,,
+5506,elonmusk,psychedde1ic,"This was an older version booster, so no recovery attempted",30,714,34,966694661480841217,https://twitter.com/elonmusk/status/966694661480841217,44196397,2018-02-22 15:22:22+00:00,Thu Feb 22 15:22:22 +0000 2018,,,,
+5507,elonmusk,,"Missed by a few hundred meters, but fairing landed intact in water. Should be able catch it with slightly bigger chutes to slow down descent.",1428,20211,629,966692641533390848,https://twitter.com/elonmusk/status/966692641533390848,44196397,2018-02-22 15:14:20+00:00,Thu Feb 22 15:14:20 +0000 2018,,,,
+5508,elonmusk,,Made it back from space and fairing parafoil just deployed. Now trying to catch it ...,2536,33738,798,966682218411143169,https://twitter.com/elonmusk/status/966682218411143169,44196397,2018-02-22 14:32:55+00:00,Thu Feb 22 14:32:55 +0000 2018,,,,
+5509,elonmusk,,Going to try to catch the giant fairing (nosecone) of Falcon 9 as it falls back from space at… https://www.instagram.com/p/BfgHKDNAplx/,2539,19861,743,966676057784020992,https://twitter.com/elonmusk/status/966676057784020992,44196397,2018-02-22 14:08:26+00:00,Thu Feb 22 14:08:26 +0000 2018,,,,https://www.instagram.com/p/BfgHKDNAplx/
+5510,elonmusk,journoanirban,"If you love drones above your house, you’ll really love vast numbers of “cars” flying over your head that are 1000 times bigger and noisier and blow away anything that isn’t nailed down when they land",2066,19618,495,966627437458026497,https://twitter.com/elonmusk/status/966627437458026497,44196397,2018-02-22 10:55:14+00:00,Thu Feb 22 10:55:14 +0000 2018,,,,
+5511,elonmusk,DeadlyBananas,"Not sure. I let @jack know, but it’s still going. I literally own zero cryptocurrency, apart from .25 BTC that a friend sent me many years ago.",129,1194,159,966602470431473664,https://twitter.com/elonmusk/status/966602470431473664,44196397,2018-02-22 09:16:02+00:00,Thu Feb 22 09:16:02 +0000 2018,,@jack,,
+5512,elonmusk,edeggermont,That’s just random,20,387,23,966419298049703936,https://twitter.com/elonmusk/status/966419298049703936,44196397,2018-02-21 21:08:10+00:00,Wed Feb 21 21:08:10 +0000 2018,,,,
+5513,elonmusk,,"If anyone is curious, the name was inspired by The Fault in Our Stars",1569,22632,534,966418678160924672,https://twitter.com/elonmusk/status/966418678160924672,44196397,2018-02-21 21:05:42+00:00,Wed Feb 21 21:05:42 +0000 2018,,,,
+5514,elonmusk,,"High altitude wind shear data shows a probable 2% load exceedance. Small, but better to be paranoid. Postponing launch to tomorrow, assuming winds are better then.",1158,16018,382,966313683633623041,https://twitter.com/elonmusk/status/966313683633623041,44196397,2018-02-21 14:08:30+00:00,Wed Feb 21 14:08:30 +0000 2018,,,,
+5515,elonmusk,,"Today’s Falcon launch carries 2 SpaceX test satellites for global broadband. If successful, Starlink constellation will serve least served.",10112,70657,1481,966298034978959361,https://twitter.com/elonmusk/status/966298034978959361,44196397,2018-02-21 13:06:19+00:00,Wed Feb 21 13:06:19 +0000 2018,,,,
+5516,elonmusk,lorengrush,Strange though. Delta IV Heavy has half the payload of Falcon Heavy and the BO rocket doesn’t exist yet.,65,774,37,966296921370386432,https://twitter.com/elonmusk/status/966296921370386432,44196397,2018-02-21 13:01:53+00:00,Wed Feb 21 13:01:53 +0000 2018,,,,
+5517,elonmusk,angilly,I don’t get the little ship thing. You can’t show up at Mars in something the size of a rowboat. What if there are Martians? It would be so embarrassing.,9405,63586,661,965769366422798337,https://twitter.com/elonmusk/status/965769366422798337,44196397,2018-02-20 02:05:34+00:00,Tue Feb 20 02:05:34 +0000 2018,,,,
+5518,elonmusk,,I’m sure it’s parked around here somewhere … http://whereisroadster.com,11865,64003,1885,965297598054637568,https://twitter.com/elonmusk/status/965297598054637568,44196397,2018-02-18 18:50:56+00:00,Sun Feb 18 18:50:56 +0000 2018,,,,http://whereisroadster.com
+5519,elonmusk,,With Asimov’s Foundation Series etched in glass in the glovebox. Zeroth law …,702,10886,457,964866320197038080,https://twitter.com/elonmusk/status/964866320197038080,44196397,2018-02-17 14:17:11+00:00,Sat Feb 17 14:17:11 +0000 2018,,,,
+5520,elonmusk,,My new toaster https://www.instagram.com/p/BfSF-HSgubE/,3177,38989,1779,964751491885076480,https://twitter.com/elonmusk/status/964751491885076480,44196397,2018-02-17 06:40:54+00:00,Sat Feb 17 06:40:54 +0000 2018,,,,https://www.instagram.com/p/BfSF-HSgubE/
+5521,elonmusk,Teslarati,Adding software feature to open glovebox automatically when car comes to a stop after a crash. Will look at bonding a thin plastic sheet to the front or back of screen.,826,15323,339,964296857395478529,https://twitter.com/elonmusk/status/964296857395478529,44196397,2018-02-16 00:34:21+00:00,Fri Feb 16 00:34:21 +0000 2018,,,,
+5522,elonmusk,elonmusk,Found the source of the problem. The NASA database has the Falcon Block 1 performance. Version currently in production and set to fly in a few months is Block 5. SpaceX GNC team is submitting updated numbers.,84,1141,72,963145162397396992,https://twitter.com/elonmusk/status/963145162397396992,44196397,2018-02-12 20:17:55+00:00,Mon Feb 12 20:17:55 +0000 2018,,,,
+5523,elonmusk,kerrbones,Not enough ignition fluid to light the outer two engines after several three engine relights. Fix is pretty obvious.,149,1430,141,963107229523038211,https://twitter.com/elonmusk/status/963107229523038211,44196397,2018-02-12 17:47:11+00:00,Mon Feb 12 17:47:11 +0000 2018,,,,
+5524,elonmusk,EmreKelly,"East, to support high flight rates for F9 and dual ocean landings for FH side boosters",65,955,46,963104633639002112,https://twitter.com/elonmusk/status/963104633639002112,44196397,2018-02-12 17:36:52+00:00,Mon Feb 12 17:36:52 +0000 2018,,,,
+5525,elonmusk,octagrabber,No,18,543,17,963104452767924224,https://twitter.com/elonmusk/status/963104452767924224,44196397,2018-02-12 17:36:09+00:00,Mon Feb 12 17:36:09 +0000 2018,,,,
+5526,elonmusk,nova_road,A Shortfall of Gravitas,197,1722,74,963103592881168384,https://twitter.com/elonmusk/status/963103592881168384,44196397,2018-02-12 17:32:44+00:00,Mon Feb 12 17:32:44 +0000 2018,,,,
+5527,elonmusk,nextspaceflight,A third is under construction,97,1116,52,963102131421982721,https://twitter.com/elonmusk/status/963102131421982721,44196397,2018-02-12 17:26:56+00:00,Mon Feb 12 17:26:56 +0000 2018,,,,
+5528,elonmusk,DJSnM,"Under consideration. We’ve already stretched the upper stage once. Easiest part of the rocket to change. Fairing 2, flying soon, also has a slightly larger diameter. Could make fairing much longer if need be & will if BFR takes longer than expected.",101,1271,65,963095860060934144,https://twitter.com/elonmusk/status/963095860060934144,44196397,2018-02-12 17:02:01+00:00,Mon Feb 12 17:02:01 +0000 2018,,,,
+5529,elonmusk,DavideDF_,"Side boosters landing on droneships & center expended is only ~10% performance penalty vs fully expended. Cost is only slightly higher than an expended F9, so around $95M.",84,745,27,963094533830426624,https://twitter.com/elonmusk/status/963094533830426624,44196397,2018-02-12 16:56:44+00:00,Mon Feb 12 16:56:44 +0000 2018,,,,
+5530,elonmusk,doug_ellison,https://en.m.wikipedia.org/wiki/Oberth_effect,22,446,11,963093040100384769,https://twitter.com/elonmusk/status/963093040100384769,44196397,2018-02-12 16:50:48+00:00,Mon Feb 12 16:50:48 +0000 2018,,,,https://en.m.wikipedia.org/wiki/Oberth_effect
+5531,elonmusk,AngryPackOMeese,Of course :),38,1057,24,963092560867504128,https://twitter.com/elonmusk/status/963092560867504128,44196397,2018-02-12 16:48:54+00:00,Mon Feb 12 16:48:54 +0000 2018,,,,
+5532,elonmusk,AngryPackOMeese,"Maybe that plan works out, but I will seriously eat my hat with a side of mustard if that rocket flies a national security spacecraft before 2023",246,1729,65,963092110994886656,https://twitter.com/elonmusk/status/963092110994886656,44196397,2018-02-12 16:47:07+00:00,Mon Feb 12 16:47:07 +0000 2018,,,,
+5533,elonmusk,dlxinorbit,"That was three years ago, before ULA cancelled all medium versions of Delta IV. Future missions have all Delta fixed costs piled on, so their cost is now $600M+ for missions contracted for launch after 2020. Nutty high.",44,760,17,963090657119055872,https://twitter.com/elonmusk/status/963090657119055872,44196397,2018-02-12 16:41:20+00:00,Mon Feb 12 16:41:20 +0000 2018,,,,
+5534,elonmusk,elonmusk,"Both exhaust velocity (Isp) and mass ratio drive the rocket equation. Also thrust/mass matters a lot for Oberth effect. Delta upper stage Isp is good, but mass ratio and thrust are not.",63,774,22,963087975004319746,https://twitter.com/elonmusk/status/963087975004319746,44196397,2018-02-12 16:30:41+00:00,Mon Feb 12 16:30:41 +0000 2018,,,,
+5535,elonmusk,doug_ellison,"The performance numbers in this database are not accurate. In process of being fixed. Even if they were, a fully expendable Falcon Heavy, which far exceeds the performance of a Delta IV Heavy, is $150M, compared to over $400M for Delta IV Heavy.",198,1593,47,963076231921938432,https://twitter.com/elonmusk/status/963076231921938432,44196397,2018-02-12 15:44:01+00:00,Mon Feb 12 15:44:01 +0000 2018,,,,
+5536,elonmusk,,Love and Rockets https://www.instagram.com/p/BfEjUC_gfeo/,2973,35973,1406,962805302927257600,https://twitter.com/elonmusk/status/962805302927257600,44196397,2018-02-11 21:47:26+00:00,Sun Feb 11 21:47:26 +0000 2018,,,,https://www.instagram.com/p/BfEjUC_gfeo/
+5537,elonmusk,,"Now, if I can just figure out how to attach those to a really big shark ...",5492,56870,1976,962750602223566848,https://twitter.com/elonmusk/status/962750602223566848,44196397,2018-02-11 18:10:05+00:00,Sun Feb 11 18:10:05 +0000 2018,,,,
+5538,elonmusk,,Falcon Heavy engine plumes look like giant laser beams in this photo by rocketphotography https://www.instagram.com/p/BfEHEiKgBiK/,5998,56724,1463,962735351713411072,https://twitter.com/elonmusk/status/962735351713411072,44196397,2018-02-11 17:09:29+00:00,Sun Feb 11 17:09:29 +0000 2018,,,,https://www.instagram.com/p/BfEHEiKgBiK/
+5539,elonmusk,,Last pic of Starman in Roadster on its journey to Mars orbit and then the Asteroid Belt https://www.instagram.com/p/Be6VZEzgAEk/,21808,101820,4613,961359174230773765,https://twitter.com/elonmusk/status/961359174230773765,44196397,2018-02-07 22:01:02+00:00,Wed Feb 07 22:01:02 +0000 2018,,,,https://www.instagram.com/p/Be6VZEzgAEk/
+5540,elonmusk,,Third burn successful. Exceeded Mars orbit and kept going to the Asteroid Belt.,34310,184162,6307,961083704230674438,https://twitter.com/elonmusk/status/961083704230674438,44196397,2018-02-07 03:46:25+00:00,Wed Feb 07 03:46:25 +0000 2018,,,,
+5541,elonmusk,realDonaldTrump,Thank you on behalf of SpaceX. An exciting future lies ahead!,3359,44395,1476,961079361234497537,https://twitter.com/elonmusk/status/961079361234497537,44196397,2018-02-07 03:29:10+00:00,Wed Feb 07 03:29:10 +0000 2018,,,,
+5542,elonmusk,SamHarrisOrg,We’re doing ok for a bunch of monkeys. Humanity rocks!,3748,31895,461,961070320106041346,https://twitter.com/elonmusk/status/961070320106041346,44196397,2018-02-07 02:53:14+00:00,Wed Feb 07 02:53:14 +0000 2018,,,,
+5543,elonmusk,VP,Thank you on behalf of SpaceX,321,6823,176,961070013108060160,https://twitter.com/elonmusk/status/961070013108060160,44196397,2018-02-07 02:52:01+00:00,Wed Feb 07 02:52:01 +0000 2018,,,,
+5544,elonmusk,,On the rocket LZ https://www.instagram.com/p/Be36GWVAcR5/,2146,20552,639,961025203382841344,https://twitter.com/elonmusk/status/961025203382841344,44196397,2018-02-06 23:53:58+00:00,Tue Feb 06 23:53:58 +0000 2018,,,,https://www.instagram.com/p/Be36GWVAcR5/
+5545,elonmusk,,Printed on the circuit board of a car in deep space https://www.instagram.com/p/Be31IJxgOoK/,15196,71545,1786,961006748214718466,https://twitter.com/elonmusk/status/961006748214718466,44196397,2018-02-06 22:40:38+00:00,Tue Feb 06 22:40:38 +0000 2018,,,,https://www.instagram.com/p/Be31IJxgOoK/
+5546,elonmusk,,Currently over Australia ,39997,176999,4365,960998900243902466,https://twitter.com/elonmusk/status/960998900243902466,44196397,2018-02-06 22:09:26+00:00,Tue Feb 06 22:09:26 +0000 2018,,,,
+5547,elonmusk,,Live view of Starman,23718,70361,3376,960994034960416768,https://twitter.com/elonmusk/status/960994034960416768,44196397,2018-02-06 21:50:06+00:00,Tue Feb 06 21:50:06 +0000 2018,,,,https://youtu.be/aBr2kKAHN6M
+5548,elonmusk,,"View from SpaceX Launch Control. Apparently, there is a car in orbit around Earth.",160013,459201,12899,960992715579125760,https://twitter.com/elonmusk/status/960992715579125760,44196397,2018-02-06 21:44:52+00:00,Tue Feb 06 21:44:52 +0000 2018,,,,
+5549,elonmusk,,"Upper stage restart nominal, apogee raised to 7000 km. Will spend 5 hours getting zapped in Van Allen belts & then attempt final burn for Mars.",13713,101774,2876,960988527159795712,https://twitter.com/elonmusk/status/960988527159795712,44196397,2018-02-06 21:28:13+00:00,Tue Feb 06 21:28:13 +0000 2018,,,,
+5550,elonmusk,,Rocket LZ 1 and 2 https://www.instagram.com/p/Be3sOnEA0DK/,3605,28717,1562,960987195531198466,https://twitter.com/elonmusk/status/960987195531198466,44196397,2018-02-06 21:22:56+00:00,Tue Feb 06 21:22:56 +0000 2018,,,,https://www.instagram.com/p/Be3sOnEA0DK/
+5551,elonmusk,,Camera views from inside the payload fairing #FalconHeavy https://www.instagram.com/p/Be3m_LNgOYY/,8007,41445,2299,960975644644593664,https://twitter.com/elonmusk/status/960975644644593664,44196397,2018-02-06 20:37:02+00:00,Tue Feb 06 20:37:02 +0000 2018,#FalconHeavy,,,https://www.instagram.com/p/Be3m_LNgOYY/
+5552,elonmusk,,Launch auto-sequence initiated (aka the holy mouse-click) for 3:45 liftoff #FalconHeavy,9678,57349,1577,960949244982018049,https://twitter.com/elonmusk/status/960949244982018049,44196397,2018-02-06 18:52:08+00:00,Tue Feb 06 18:52:08 +0000 2018,#FalconHeavy,,,
+5553,elonmusk,,Upper atmosphere winds currently 20% above max allowable load. Holding for an hour to allow winds to diminish. #FalconHeavy,3539,32306,963,960921700153135104,https://twitter.com/elonmusk/status/960921700153135104,44196397,2018-02-06 17:02:41+00:00,Tue Feb 06 17:02:41 +0000 2018,#FalconHeavy,,,
+5554,elonmusk,,Flight profile #FalconHeavy #SpaceX,23292,82231,1633,960915618865274880,https://twitter.com/elonmusk/status/960915618865274880,44196397,2018-02-06 16:38:31+00:00,Tue Feb 06 16:38:31 +0000 2018,#FalconHeavy #SpaceX,,,
+5555,elonmusk,,Live webcast of the launch at,7277,23400,595,960914210397085696,https://twitter.com/elonmusk/status/960914210397085696,44196397,2018-02-06 16:32:55+00:00,Tue Feb 06 16:32:55 +0000 2018,,,,http://SpaceX.com
+5556,elonmusk,,About 2.5 hours to T-0 for Falcon Heavy. Watch sim for highlight reel of what we hope happens. Car actually takes 6 months to cover 200M+ miles to Mars,6824,30580,1283,960905835118505984,https://twitter.com/elonmusk/status/960905835118505984,44196397,2018-02-06 15:59:38+00:00,Tue Feb 06 15:59:38 +0000 2018,,,,https://m.youtube.com/watch?feature=youtu.be&v=Tk338VXcb24
+5557,elonmusk,,All systems remain green for launch at 1:30pm EST tomorrow,3819,29255,910,960589757519663105,https://twitter.com/elonmusk/status/960589757519663105,44196397,2018-02-05 19:03:39+00:00,Mon Feb 05 19:03:39 +0000 2018,,,,
+5558,elonmusk,,Falcon Heavy sends a car to Mars,14974,53244,2361,960579820487954432,https://twitter.com/elonmusk/status/960579820487954432,44196397,2018-02-05 18:24:10+00:00,Mon Feb 05 18:24:10 +0000 2018,,,,https://youtu.be/Tk338VXcb24
+5559,elonmusk,JeffBezos,Thanks ,1482,20986,342,960550111632875525,https://twitter.com/elonmusk/status/960550111632875525,44196397,2018-02-05 16:26:07+00:00,Mon Feb 05 16:26:07 +0000 2018,,,,
+5560,elonmusk,,Regular departures ...,4777,37649,766,960401102465269760,https://twitter.com/elonmusk/status/960401102465269760,44196397,2018-02-05 06:34:00+00:00,Mon Feb 05 06:34:00 +0000 2018,,,,
+5561,elonmusk,,,11443,72765,1083,960400928225546241,https://twitter.com/elonmusk/status/960400928225546241,44196397,2018-02-05 06:33:19+00:00,Mon Feb 05 06:33:19 +0000 2018,,,,
+5562,elonmusk,,Starman in Red Roadster https://www.instagram.com/p/BezcvpzAgYI/,2121,15255,709,960390661211021312,https://twitter.com/elonmusk/status/960390661211021312,44196397,2018-02-05 05:52:31+00:00,Mon Feb 05 05:52:31 +0000 2018,,,,https://www.instagram.com/p/BezcvpzAgYI/
+5563,elonmusk,,Florida time,794,14341,487,960366347971592192,https://twitter.com/elonmusk/status/960366347971592192,44196397,2018-02-05 04:15:54+00:00,Mon Feb 05 04:15:54 +0000 2018,,,,
+5564,elonmusk,,Falcon Heavy remains go for launch at 1:30pm on Tuesday,6469,42074,1065,960366295362494464,https://twitter.com/elonmusk/status/960366295362494464,44196397,2018-02-05 04:15:42+00:00,Mon Feb 05 04:15:42 +0000 2018,,,,
+5565,elonmusk,,Mars Awaits https://www.instagram.com/p/Bey4NfSgWAi/,2048,17305,626,960310814908526594,https://twitter.com/elonmusk/status/960310814908526594,44196397,2018-02-05 00:35:14+00:00,Mon Feb 05 00:35:14 +0000 2018,,,,https://www.instagram.com/p/Bey4NfSgWAi/
+5566,elonmusk,,Pale blue dot,6237,28295,682,960233035516932096,https://twitter.com/elonmusk/status/960233035516932096,44196397,2018-02-04 19:26:10+00:00,Sun Feb 04 19:26:10 +0000 2018,,,,http://www.planetary.org/explore/space-topics/earth/pale-blue-dot.html
+5567,elonmusk,,Falcon Heavy launch simulation almost ready. Will be set to Bowie’s Life on Mars.,6593,61723,996,959902950964453376,https://twitter.com/elonmusk/status/959902950964453376,44196397,2018-02-03 21:34:32+00:00,Sat Feb 03 21:34:32 +0000 2018,,,,
+5568,elonmusk,,Customs problem solved!,12707,90442,1504,959632581456113664,https://twitter.com/elonmusk/status/959632581456113664,44196397,2018-02-03 03:40:11+00:00,Sat Feb 03 03:40:11 +0000 2018,,,,
+5569,elonmusk,,Or maybe “Temperature Enhancement Device”,10315,107597,2902,959585626071842817,https://twitter.com/elonmusk/status/959585626071842817,44196397,2018-02-03 00:33:36+00:00,Sat Feb 03 00:33:36 +0000 2018,,,,
+5570,elonmusk,,"Apparently, some customs agencies are saying they won’t allow shipment of anything called a “Flamethrower”. To solve this, we are renaming it “Not a Flamethrower”.",70424,363124,5393,959555569953660928,https://twitter.com/elonmusk/status/959555569953660928,44196397,2018-02-02 22:34:10+00:00,Fri Feb 02 22:34:10 +0000 2018,,,,
+5571,elonmusk,TheTeslaShow,"Early access build and especially Dev build are feature-rich, but the features aren’t reliable enough yet",47,1586,64,959482581451329536,https://twitter.com/elonmusk/status/959482581451329536,44196397,2018-02-02 17:44:08+00:00,Fri Feb 02 17:44:08 +0000 2018,,,,
+5572,elonmusk,MichaelVergona,Release candidate in final testing phase,26,512,32,959481246710550528,https://twitter.com/elonmusk/status/959481246710550528,44196397,2018-02-02 17:38:50+00:00,Fri Feb 02 17:38:50 +0000 2018,,,,
+5573,elonmusk,,No,11,322,13,959475866785820674,https://twitter.com/elonmusk/status/959475866785820674,44196397,2018-02-02 17:17:27+00:00,Fri Feb 02 17:17:27 +0000 2018,,,,
+5574,elonmusk,TheEnderCobra,I think we’ve figured it out,31,662,77,959282790599557120,https://twitter.com/elonmusk/status/959282790599557120,44196397,2018-02-02 04:30:14+00:00,Fri Feb 02 04:30:14 +0000 2018,,,,
+5575,elonmusk,shannonNullCode,Yes,15,946,24,959041727758614528,https://twitter.com/elonmusk/status/959041727758614528,44196397,2018-02-01 12:32:20+00:00,Thu Feb 01 12:32:20 +0000 2018,,,,
+5576,elonmusk,,"Small detail, but each one will come with a serial number from 1 to 20,000",1915,31546,1091,959039217010491392,https://twitter.com/elonmusk/status/959039217010491392,44196397,2018-02-01 12:22:22+00:00,Thu Feb 01 12:22:22 +0000 2018,,,,
+5577,elonmusk,AndrewGHobden,A snowthrower would be really fun,381,8128,191,958937357884973057,https://twitter.com/elonmusk/status/958937357884973057,44196397,2018-02-01 05:37:36+00:00,Thu Feb 01 05:37:36 +0000 2018,,,,
+5578,elonmusk,,All flamethrowers will ship with a complimentary boring fire extinguisher,12013,115846,1753,958932755194167296,https://twitter.com/elonmusk/status/958932755194167296,44196397,2018-02-01 05:19:19+00:00,Thu Feb 01 05:19:19 +0000 2018,,,,
+5579,elonmusk,,Flamethrowers sold out,18705,146275,3112,958931799391924224,https://twitter.com/elonmusk/status/958931799391924224,44196397,2018-02-01 05:15:31+00:00,Thu Feb 01 05:15:31 +0000 2018,,,,
+5580,elonmusk,chandlerriggs,Of course,58,1409,25,958872914278821893,https://twitter.com/elonmusk/status/958872914278821893,44196397,2018-02-01 01:21:32+00:00,Thu Feb 01 01:21:32 +0000 2018,,,,
+5581,elonmusk,almeidagoncalo,Yes,33,1570,36,958848287628406784,https://twitter.com/elonmusk/status/958848287628406784,44196397,2018-01-31 23:43:40+00:00,Wed Jan 31 23:43:40 +0000 2018,,,,
+5582,elonmusk,,"This rocket was meant to test very high retrothrust landing in water so it didn’t hurt the droneship, but amazingly it has survived. We will try to tow it back to shore.",5539,48496,1480,958847818583584768,https://twitter.com/elonmusk/status/958847818583584768,44196397,2018-01-31 23:41:49+00:00,Wed Jan 31 23:41:49 +0000 2018,,,,
+5583,elonmusk,omaruddin,"Woz is a lovable, fuzzy bear ",277,3900,84,958845994984030208,https://twitter.com/elonmusk/status/958845994984030208,44196397,2018-01-31 23:34:34+00:00,Wed Jan 31 23:34:34 +0000 2018,,,,
+5584,elonmusk,TheWalkingDead,From the world’s leading experts in zombie defense,646,10334,94,958845290022289408,https://twitter.com/elonmusk/status/958845290022289408,44196397,2018-01-31 23:31:46+00:00,Wed Jan 31 23:31:46 +0000 2018,,,,
+5585,elonmusk,SpaceX,Now that’s a real flamethrower …,2657,38469,519,958825021098491904,https://twitter.com/elonmusk/status/958825021098491904,44196397,2018-01-31 22:11:13+00:00,Wed Jan 31 22:11:13 +0000 2018,,,,
+5586,elonmusk,,,3093,23384,1252,958568634917556224,https://twitter.com/elonmusk/status/958568634917556224,44196397,2018-01-31 05:12:26+00:00,Wed Jan 31 05:12:26 +0000 2018,,,,https://m.youtube.com/watch?v=6l6vqPUM_FE
+5587,elonmusk,,Falcon Heavy in foreground on Launch Complex 39A and Falcon 9 in background on 40 https://www.instagram.com/p/BemBlnSAACd/,2012,16199,491,958500867832975361,https://twitter.com/elonmusk/status/958500867832975361,44196397,2018-01-31 00:43:09+00:00,Wed Jan 31 00:43:09 +0000 2018,,,,https://www.instagram.com/p/BemBlnSAACd/
+5588,elonmusk,,15k,665,18028,708,958371267203145729,https://twitter.com/elonmusk/status/958371267203145729,44196397,2018-01-30 16:08:10+00:00,Tue Jan 30 16:08:10 +0000 2018,,,,
+5589,elonmusk,JorgeBriones101,~3k,22,1126,45,958083496370565120,https://twitter.com/elonmusk/status/958083496370565120,44196397,2018-01-29 21:04:40+00:00,Mon Jan 29 21:04:40 +0000 2018,,,,
+5590,elonmusk,TheOnion,So hard to keep future product releases secret,5006,44895,288,958082901987360769,https://twitter.com/elonmusk/status/958082901987360769,44196397,2018-01-29 21:02:18+00:00,Mon Jan 29 21:02:18 +0000 2018,,,,
+5591,elonmusk,,10k,661,19267,936,958081411470131200,https://twitter.com/elonmusk/status/958081411470131200,44196397,2018-01-29 20:56:23+00:00,Mon Jan 29 20:56:23 +0000 2018,,,,
+5592,elonmusk,HarisCelic,"For sure, and it keeps you warm at the same time",115,3878,93,958047422797643776,https://twitter.com/elonmusk/status/958047422797643776,44196397,2018-01-29 18:41:19+00:00,Mon Jan 29 18:41:19 +0000 2018,,,,
+5593,elonmusk,JosephHuberman,Coming soon,7,427,10,958044440085409792,https://twitter.com/elonmusk/status/958044440085409792,44196397,2018-01-29 18:29:28+00:00,Mon Jan 29 18:29:28 +0000 2018,,,,
+5594,elonmusk,DuvalMagic,Sure,133,4163,30,957790484981719040,https://twitter.com/elonmusk/status/957790484981719040,44196397,2018-01-29 01:40:21+00:00,Mon Jan 29 01:40:21 +0000 2018,,,,
+5595,elonmusk,JeremyHeitman,Sentience is overrated,175,2451,55,957788568457367552,https://twitter.com/elonmusk/status/957788568457367552,44196397,2018-01-29 01:32:44+00:00,Mon Jan 29 01:32:44 +0000 2018,,,,
+5596,elonmusk,,"But wait, there’s more: the flamethrower is sentient, its safe word is “cryptocurrency” and it comes with a free blockchain",16907,110748,2632,957787361630236672,https://twitter.com/elonmusk/status/957787361630236672,44196397,2018-01-29 01:27:56+00:00,Mon Jan 29 01:27:56 +0000 2018,,,,
+5597,elonmusk,jlgolson,Ok,19,610,11,957708671219245061,https://twitter.com/elonmusk/status/957708671219245061,44196397,2018-01-28 20:15:15+00:00,Sun Jan 28 20:15:15 +0000 2018,,,,
+5598,elonmusk,andressa_ojeda,Hmm ... portal gun. Now that would be interesting.,269,3229,102,957605497338605568,https://twitter.com/elonmusk/status/957605497338605568,44196397,2018-01-28 13:25:16+00:00,Sun Jan 28 13:25:16 +0000 2018,,,,
+5599,elonmusk,,You’d need millions of zombies for a so-called “apocalypse” anyway. Where would I even get a factory big enough to make so many!?,14646,112678,4019,957503604750823425,https://twitter.com/elonmusk/status/957503604750823425,44196397,2018-01-28 06:40:23+00:00,Sun Jan 28 06:40:23 +0000 2018,,,,
+5600,elonmusk,,The rumor that I’m secretly creating a zombie apocalypse to generate demand for flamethrowers is completely false,91917,362014,6096,957494364028071936,https://twitter.com/elonmusk/status/957494364028071936,44196397,2018-01-28 06:03:40+00:00,Sun Jan 28 06:03:40 +0000 2018,,,,
+5601,elonmusk,franke,Good thing you didn’t ask about the Freezegun ...,35,812,39,957493532599640066,https://twitter.com/elonmusk/status/957493532599640066,44196397,2018-01-28 06:00:22+00:00,Sun Jan 28 06:00:22 +0000 2018,,,,
+5602,elonmusk,franke,Hmmm,93,3062,34,957493529244086273,https://twitter.com/elonmusk/status/957493529244086273,44196397,2018-01-28 06:00:21+00:00,Sun Jan 28 06:00:21 +0000 2018,,,,
+5603,elonmusk,,Unless you like fun,13460,92154,1046,957476434800386053,https://twitter.com/elonmusk/status/957476434800386053,44196397,2018-01-28 04:52:25+00:00,Sun Jan 28 04:52:25 +0000 2018,,,,
+5604,elonmusk,,"Obviously, a flamethrower is a super terrible idea. Definitely don’t buy one.",18056,111760,2038,957469890473938950,https://twitter.com/elonmusk/status/957469890473938950,44196397,2018-01-28 04:26:25+00:00,Sun Jan 28 04:26:25 +0000 2018,,,,
+5605,elonmusk,,"1,000 ordered already, only 19,000 left!",2276,41872,1235,957450070407852032,https://twitter.com/elonmusk/status/957450070407852032,44196397,2018-01-28 03:07:40+00:00,Sun Jan 28 03:07:40 +0000 2018,,,,
+5606,elonmusk,,"When the zombie apocalypse happens, you’ll be glad you bought a flamethrower. Works against hordes of the undead or your money back!",25921,138183,2907,957441956874919936,https://twitter.com/elonmusk/status/957441956874919936,44196397,2018-01-28 02:35:25+00:00,Sun Jan 28 02:35:25 +0000 2018,,,,
+5607,elonmusk,,Don’t do this https://www.instagram.com/p/BeeYW0NA1HU/,3242,18935,805,957426074467618818,https://twitter.com/elonmusk/status/957426074467618818,44196397,2018-01-28 01:32:18+00:00,Sun Jan 28 01:32:18 +0000 2018,,,,https://www.instagram.com/p/BeeYW0NA1HU/
+5608,elonmusk,MKBHD,ATF says any flamethrower with a flame shorter than 10 ft is A-ok. Our design is max fun for least danger. I’d be way more scared of a steak knife.,688,9008,197,957421513367416832,https://twitter.com/elonmusk/status/957421513367416832,44196397,2018-01-28 01:14:11+00:00,Sun Jan 28 01:14:11 +0000 2018,,,,
+5609,elonmusk,,Great for roasting nuts https://www.instagram.com/p/BeeUSFwgLrM/,1235,13158,719,957416875826262016,https://twitter.com/elonmusk/status/957416875826262016,44196397,2018-01-28 00:55:45+00:00,Sun Jan 28 00:55:45 +0000 2018,,,,https://www.instagram.com/p/BeeUSFwgLrM/
+5610,elonmusk,,The Boring Company flamethrower guaranteed to liven up any party!,10103,39630,1744,957414748881997825,https://twitter.com/elonmusk/status/957414748881997825,44196397,2018-01-28 00:47:18+00:00,Sun Jan 28 00:47:18 +0000 2018,,,,http://Boringcompany.com/flamethrower
+5611,elonmusk,,Say hello to my little friend … https://www.instagram.com/p/BeeTFQ7AYhy/,1471,13379,656,957413581020114944,https://twitter.com/elonmusk/status/957413581020114944,44196397,2018-01-28 00:42:40+00:00,Sun Jan 28 00:42:40 +0000 2018,,,,https://www.instagram.com/p/BeeTFQ7AYhy/
+5612,elonmusk,,Aiming for first flight of Falcon Heavy on Feb 6 from Apollo launchpad 39A at Cape Kennedy. Easy viewing from the public causeway.,11014,57654,1450,957361443023695872,https://twitter.com/elonmusk/status/957361443023695872,44196397,2018-01-27 21:15:29+00:00,Sat Jan 27 21:15:29 +0000 2018,,,,
+5613,elonmusk,,Falcon Heavy hold-down firing this morning was good. Generated quite a thunderhead of steam. Launching in a week or so.,13720,83518,2190,956233892637286400,https://twitter.com/elonmusk/status/956233892637286400,44196397,2018-01-24 18:35:00+00:00,Wed Jan 24 18:35:00 +0000 2018,,,,
+5614,elonmusk,sallyshin,Check http://boringcompany.com/hat for updates,45,1159,119,954074142835294208,https://twitter.com/elonmusk/status/954074142835294208,44196397,2018-01-18 19:32:56+00:00,Thu Jan 18 19:32:56 +0000 2018,,,,http://boringcompany.com/hat
+5615,elonmusk,Davidburrusdds,Done,23,540,62,952753984896315392,https://twitter.com/elonmusk/status/952753984896315392,44196397,2018-01-15 04:07:05+00:00,Mon Jan 15 04:07:05 +0000 2018,,,,
+5616,elonmusk,thenosyt,"Definitely. You will be able to do pretty much anything via voice command. Software team is focused on core Model 3 functionality right now, but that will be done soon, then we will add a lot more features.",76,667,78,952750646406426624,https://twitter.com/elonmusk/status/952750646406426624,44196397,2018-01-15 03:53:50+00:00,Mon Jan 15 03:53:50 +0000 2018,,,,
+5617,elonmusk,DanielleFong,There aren’t even good normal parties in Silicon Valley!,98,929,83,952049059291803648,https://twitter.com/elonmusk/status/952049059291803648,44196397,2018-01-13 05:25:58+00:00,Sat Jan 13 05:25:58 +0000 2018,,,,
+5618,elonmusk,ID_AA_Carmack,"Actually, you can upgrade the battery pack for a huge improvement in range and some improvement in performance. There are other items you can upgrade too (seats, infotainment, etc), but I recommend keeping those parts original.",43,521,55,951893894605586432,https://twitter.com/elonmusk/status/951893894605586432,44196397,2018-01-12 19:09:24+00:00,Fri Jan 12 19:09:24 +0000 2018,,,,
+5619,elonmusk,Mr_MillardJones,That sounds cool. Will do.,55,1161,58,950798675579609088,https://twitter.com/elonmusk/status/950798675579609088,44196397,2018-01-09 18:37:23+00:00,Tue Jan 09 18:37:23 +0000 2018,,,,
+5620,elonmusk,PPathole,Fixed in next release,185,8254,153,950600363630931968,https://twitter.com/elonmusk/status/950600363630931968,44196397,2018-01-09 05:29:22+00:00,Tue Jan 09 05:29:22 +0000 2018,,,,
+5621,elonmusk,,"Long exposure of rocket ascent, reentry from space and landing burn. (Credit @johnkrausphotos) https://www.instagram.com/p/BdrZtc5AhB3/",3144,21010,807,950416244997488640,https://twitter.com/elonmusk/status/950416244997488640,44196397,2018-01-08 17:17:45+00:00,Mon Jan 08 17:17:45 +0000 2018,,@johnkrausphotos,,https://www.instagram.com/p/BdrZtc5AhB3/
+5622,elonmusk,omerldiri,Good idea. We can just have the menu pop up as soon as you put the car into park.,110,4500,96,949859157493952513,https://twitter.com/elonmusk/status/949859157493952513,44196397,2018-01-07 04:24:05+00:00,Sun Jan 07 04:24:05 +0000 2018,,,,
+5623,elonmusk,yoda,Of course. And an outdoor screen that plays a highlight reel of the best scenes in movie history.,121,3862,73,949846430750920704,https://twitter.com/elonmusk/status/949846430750920704,44196397,2018-01-07 03:33:31+00:00,Sun Jan 07 03:33:31 +0000 2018,,,,
+5624,elonmusk,,Near 405,28,1100,49,949838199945281536,https://twitter.com/elonmusk/status/949838199945281536,44196397,2018-01-07 03:00:48+00:00,Sun Jan 07 03:00:48 +0000 2018,,,,
+5625,elonmusk,,"Gonna put an old school drive-in, roller skates & rock restaurant at one of the new Tesla Supercharger locations in LA",16592,181209,4430,949831212326993920,https://twitter.com/elonmusk/status/949831212326993920,44196397,2018-01-07 02:33:02+00:00,Sun Jan 07 02:33:02 +0000 2018,,,,
+5626,elonmusk,,,3912,28889,646,949075535459528705,https://twitter.com/elonmusk/status/949075535459528705,44196397,2018-01-05 00:30:15+00:00,Fri Jan 05 00:30:15 +0000 2018,,,,
+5627,elonmusk,,Falcon Heavy goes vertical,15600,89398,2183,949075475036487680,https://twitter.com/elonmusk/status/949075475036487680,44196397,2018-01-05 00:30:00+00:00,Fri Jan 05 00:30:00 +0000 2018,,,,
+5628,elonmusk,,Using a neural net to detect rain using cameras (no dedicated rain or sun sensors). Computers are very patient.,2420,18297,714,948469610944241664,https://twitter.com/elonmusk/status/948469610944241664,44196397,2018-01-03 08:22:31+00:00,Wed Jan 03 08:22:31 +0000 2018,,,,https://m.youtube.com/watch?v=K7zKvHEbgS8
+5629,elonmusk,Tesla,Come work at the biggest & most advanced factory on Earth! Located by a river near the beautiful Sierra Nevada mountains with wild horses roaming free.,7583,55856,3371,948428274467618816,https://twitter.com/elonmusk/status/948428274467618816,44196397,2018-01-03 05:38:16+00:00,Wed Jan 03 05:38:16 +0000 2018,,,,https://twitter.com/tesla/status/948381391686742016
+5630,elonmusk,neilsiegel,Coming very soon,68,2446,114,945814723521417217,https://twitter.com/elonmusk/status/945814723521417217,44196397,2017-12-27 00:32:57+00:00,Wed Dec 27 00:32:57 +0000 2017,,,,
+5631,elonmusk,Kreative,Vastly better maps/nav coming soon,84,3056,68,945749747129659392,https://twitter.com/elonmusk/status/945749747129659392,44196397,2017-12-26 20:14:45+00:00,Tue Dec 26 20:14:45 +0000 2017,,,,
+5632,elonmusk,dd_hogan,Ok,99,2871,29,945748731197980672,https://twitter.com/elonmusk/status/945748731197980672,44196397,2017-12-26 20:10:43+00:00,Tue Dec 26 20:10:43 +0000 2017,,,,
+5633,elonmusk,Jason,Sure,120,4934,110,945730195113365504,https://twitter.com/elonmusk/status/945730195113365504,44196397,2017-12-26 18:57:03+00:00,Tue Dec 26 18:57:03 +0000 2017,,,,
+5634,elonmusk,kabirakhtar,"Yeah, it’s terrible. Had to upgrade old Linux OS and a bunch of drivers first. Major browser upgrades coming to all cars in a few months. Note, will be slower at first until code is optimized.",102,3299,67,945729852874694656,https://twitter.com/elonmusk/status/945729852874694656,44196397,2017-12-26 18:55:42+00:00,Tue Dec 26 18:55:42 +0000 2017,,,,
+5635,elonmusk,sustainableanna,Similar total size. Maybe slightly bigger to account for a really gamechanging (I think) feature I’d like to add.,164,4463,198,945729229001334784,https://twitter.com/elonmusk/status/945729229001334784,44196397,2017-12-26 18:53:13+00:00,Tue Dec 26 18:53:13 +0000 2017,,,,
+5636,elonmusk,IamSamCrompton,"Sustainable energy production with solar and batteries will grow much faster than auto on a percentage basis. That will be a big focus next year, with primary remaining Model 3 ramp.",135,2360,54,945728690507231232,https://twitter.com/elonmusk/status/945728690507231232,44196397,2017-12-26 18:51:05+00:00,Tue Dec 26 18:51:05 +0000 2017,,,,
+5637,elonmusk,MCFlashTube,"Was gonna say we’ll do all but the last, but that last one sounds like good, cheesy fun :)",115,4548,58,945728300969746433,https://twitter.com/elonmusk/status/945728300969746433,44196397,2017-12-26 18:49:32+00:00,Tue Dec 26 18:49:32 +0000 2017,,,,
+5638,elonmusk,MadsVeiby,Should be in next update,44,2649,25,945727563187421185,https://twitter.com/elonmusk/status/945727563187421185,44196397,2017-12-26 18:46:36+00:00,Tue Dec 26 18:46:36 +0000 2017,,,,
+5639,elonmusk,moskov,Done,229,7093,37,945727385269182464,https://twitter.com/elonmusk/status/945727385269182464,44196397,2017-12-26 18:45:54+00:00,Tue Dec 26 18:45:54 +0000 2017,,,,
+5640,elonmusk,VanSeedBank,I promise that we will make a pickup truck right after Model Y. Have had the core design/engineering elements in my mind for almost 5 years. Am dying to build it.,1430,15636,445,945713737729634304,https://twitter.com/elonmusk/status/945713737729634304,44196397,2017-12-26 17:51:40+00:00,Tue Dec 26 17:51:40 +0000 2017,,,,
+5641,elonmusk,SeanMahoneyAP,"Sorry for the delay. We have the most advanced AI neural net of any consumer product by far, so it’s going through exhaustive testing. The results are blowing me away though and I think you will have a similar experience.",195,3754,67,945713299068456962,https://twitter.com/elonmusk/status/945713299068456962,44196397,2017-12-26 17:49:55+00:00,Tue Dec 26 17:49:55 +0000 2017,,,,
+5642,elonmusk,,"Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new company that all experts said would fail. So much blood, sweat & tears from the Tesla team went into creating cars that you’d truly love. I hope you do. How can we improve further?",12759,134409,15185,945712432416137217,https://twitter.com/elonmusk/status/945712432416137217,44196397,2017-12-26 17:46:29+00:00,Tue Dec 26 17:46:29 +0000 2017,,,,
+5643,elonmusk,Nicmedia123,"We will! At least, whatever is left over after we build the obelisks.",92,2483,84,945100013973020672,https://twitter.com/elonmusk/status/945100013973020672,44196397,2017-12-25 01:12:57+00:00,Mon Dec 25 01:12:57 +0000 2017,,,,
+5644,elonmusk,alhenry1231,The circle is complete,19,455,18,945099789741449216,https://twitter.com/elonmusk/status/945099789741449216,44196397,2017-12-25 01:12:03+00:00,Mon Dec 25 01:12:03 +0000 2017,,,,
+5645,elonmusk,Steven_McKie,Ok,70,669,68,945058757653831680,https://twitter.com/elonmusk/status/945058757653831680,44196397,2017-12-24 22:29:00+00:00,Sun Dec 24 22:29:00 +0000 2017,,,,
+5646,elonmusk,,"Hats sold out, flamethrowers soon!",7375,76451,2131,945048998540226560,https://twitter.com/elonmusk/status/945048998540226560,44196397,2017-12-24 21:50:14+00:00,Sun Dec 24 21:50:14 +0000 2017,,,,
+5647,elonmusk,ultralightbeam,It does often seem that the most entertaining belief or outcome is the most likely to prevail,180,3460,157,944788312908218369,https://twitter.com/elonmusk/status/944788312908218369,44196397,2017-12-24 04:34:21+00:00,Sun Dec 24 04:34:21 +0000 2017,,,,
+5648,elonmusk,mrcsscco,True,29,1582,30,944787733079252992,https://twitter.com/elonmusk/status/944787733079252992,44196397,2017-12-24 04:32:03+00:00,Sun Dec 24 04:32:03 +0000 2017,,,,
+5649,elonmusk,,"So strange that people often believe things inversely proportionate to the evidence. Given a set of possible explanations, why pick the extremely unlikely one!?",22810,106068,5655,944787213430034432,https://twitter.com/elonmusk/status/944787213430034432,44196397,2017-12-24 04:29:59+00:00,Sun Dec 24 04:29:59 +0000 2017,,,,
+5650,elonmusk,Kwebbelkop,Yes,343,9006,135,944783379022540800,https://twitter.com/elonmusk/status/944783379022540800,44196397,2017-12-24 04:14:45+00:00,Sun Dec 24 04:14:45 +0000 2017,,,,
+5651,elonmusk,,Having a sinking feeling that most people actually do think it was aliens …,14818,112276,3594,944779560104574977,https://twitter.com/elonmusk/status/944779560104574977,44196397,2017-12-24 03:59:34+00:00,Sun Dec 24 03:59:34 +0000 2017,,,,
+5652,elonmusk,,"When you get the new Tesla software update, go Ho Ho Ho. There’s an Easter egg inside the Easter egg, but it’s not funny.",2543,33684,935,944718722555453446,https://twitter.com/elonmusk/status/944718722555453446,44196397,2017-12-23 23:57:50+00:00,Sat Dec 23 23:57:50 +0000 2017,,,,
+5653,elonmusk,,"46k limited edition boring hats sold, 4K to go. Then flamethrower.",2441,31296,942,944710976930070528,https://twitter.com/elonmusk/status/944710976930070528,44196397,2017-12-23 23:27:03+00:00,Sat Dec 23 23:27:03 +0000 2017,,,,
+5654,elonmusk,,I think last night might have been the biggest Rorschach test ever,6544,57430,1047,944700127100497920,https://twitter.com/elonmusk/status/944700127100497920,44196397,2017-12-23 22:43:56+00:00,Sat Dec 23 22:43:56 +0000 2017,,,,
+5655,elonmusk,planet4589,Isn’t it obvious?,168,2289,89,944496926329733120,https://twitter.com/elonmusk/status/944496926329733120,44196397,2017-12-23 09:16:29+00:00,Sat Dec 23 09:16:29 +0000 2017,,,,
+5656,elonmusk,,"If you liked tonight’s launch, you will really like Falcon Heavy next month: 3 rocket cores & 3X thrust. 2 cores return to base doing synchronized aerobatics. 3rd lands on droneship.",20523,119702,2779,944495421161742336,https://twitter.com/elonmusk/status/944495421161742336,44196397,2017-12-23 09:10:30+00:00,Sat Dec 23 09:10:30 +0000 2017,,,,
+5657,elonmusk,NeerajKA,Never heard of it,988,10457,211,944413997163409410,https://twitter.com/elonmusk/status/944413997163409410,44196397,2017-12-23 03:46:57+00:00,Sat Dec 23 03:46:57 +0000 2017,,,,https://www.theonion.com/bitcoin-plunge-reveals-possible-vulnerabilities-in-craz-1821134169?utm_medium=sharefromsite&utm_source=The_Onion_twitter
+5658,elonmusk,,Nuclear alien UFO from North Korea,90775,296024,6314,944399853316055040,https://twitter.com/elonmusk/status/944399853316055040,44196397,2017-12-23 02:50:45+00:00,Sat Dec 23 02:50:45 +0000 2017,,,,
+5659,elonmusk,CristatoLive,It was definitely aliens,6420,31879,467,944382221435019264,https://twitter.com/elonmusk/status/944382221435019264,44196397,2017-12-23 01:40:42+00:00,Sat Dec 23 01:40:42 +0000 2017,,,,
+5660,elonmusk,SpaceX,Launch underway,4088,27515,809,944379111358607360,https://twitter.com/elonmusk/status/944379111358607360,44196397,2017-12-23 01:28:20+00:00,Sat Dec 23 01:28:20 +0000 2017,,,,https://twitter.com/spacex/status/944378729219756033
+5661,elonmusk,goodaudz,"His “PhD” is in literature (really), presumably bad fiction",109,2128,311,943911396177096704,https://twitter.com/elonmusk/status/943911396177096704,44196397,2017-12-21 18:29:48+00:00,Thu Dec 21 18:29:48 +0000 2017,,,,
+5662,elonmusk,redletterdave,How much is it?,3418,19365,807,943902052542849024,https://twitter.com/elonmusk/status/943902052542849024,44196397,2017-12-21 17:52:40+00:00,Thu Dec 21 17:52:40 +0000 2017,,,,
+5663,elonmusk,,I love Twitter,33741,179202,5917,943901463998169088,https://twitter.com/elonmusk/status/943901463998169088,44196397,2017-12-21 17:50:20+00:00,Thu Dec 21 17:50:20 +0000 2017,,,,
+5664,elonmusk,rbrome,"Bloody hell, I’m going to have to write a blog. Can’t fit this into tweets.",192,4252,192,943887056492564480,https://twitter.com/elonmusk/status/943887056492564480,44196397,2017-12-21 16:53:05+00:00,Thu Dec 21 16:53:05 +0000 2017,,,,
+5665,elonmusk,ben_made_new,I would only call someone an idiot if people were mistakenly under the impression that the person was smart,242,1724,85,943885775308914688,https://twitter.com/elonmusk/status/943885775308914688,44196397,2017-12-21 16:48:00+00:00,Thu Dec 21 16:48:00 +0000 2017,,,,
+5666,elonmusk,elonmusk,"However, public transit is obviously not fully solving the problem, as most major cities have been in traffic hell for decades with no solution in sight. Multi-level tunnels can solve this, but we need much better tunneling technology, as it is currently super slow and expensive.",181,2216,197,943882440984223747,https://twitter.com/elonmusk/status/943882440984223747,44196397,2017-12-21 16:34:45+00:00,Thu Dec 21 16:34:45 +0000 2017,,,,
+5667,elonmusk,Youri_Hart,"Major navigation overhaul coming in early 2018. Will be light-years ahead of current system, but we are testing it rigorously before rolling out.",118,1438,94,943878616454127616,https://twitter.com/elonmusk/status/943878616454127616,44196397,2017-12-21 16:19:33+00:00,Thu Dec 21 16:19:33 +0000 2017,,,,
+5668,elonmusk,paulkrugman,"For the record, I actually love trains, most subways and London buses.",233,5394,170,943876138056663040,https://twitter.com/elonmusk/status/943876138056663040,44196397,2017-12-21 16:09:42+00:00,Thu Dec 21 16:09:42 +0000 2017,,,,
+5669,elonmusk,paulkrugman,"Idiots can be very dangerous when they seem smart, but aren’t (having “PhD” in their bio is a dead giveaway), as some policymakers may get fooled. That’s what really bothered me about that human cat meme / transit “expert”.",1521,9741,425,943875606130782208,https://twitter.com/elonmusk/status/943875606130782208,44196397,2017-12-21 16:07:35+00:00,Thu Dec 21 16:07:35 +0000 2017,,,,
+5670,elonmusk,TeslaMotorsClub,Glad to see that Tesla owners are having a good experience. Working to improve further. Some cool software updates coming soon.,1974,22503,773,943867218776899584,https://twitter.com/elonmusk/status/943867218776899584,44196397,2017-12-21 15:34:15+00:00,Thu Dec 21 15:34:15 +0000 2017,,,,https://twitter.com/teslamotorsclub/status/943864830943006721
+5671,elonmusk,nickwadlow,Sorry about that. Thanks for letting me know. Will get it fixed.,38,1915,75,943857328662634496,https://twitter.com/elonmusk/status/943857328662634496,44196397,2017-12-21 14:54:57+00:00,Thu Dec 21 14:54:57 +0000 2017,,,,
+5672,elonmusk,RichardGarriott,Pics soon,59,952,44,943699548169388032,https://twitter.com/elonmusk/status/943699548169388032,44196397,2017-12-21 04:28:00+00:00,Thu Dec 21 04:28:00 +0000 2017,,,,
+5673,elonmusk,nzben,"With people around, so you can see scale",602,5169,151,943595786100604928,https://twitter.com/elonmusk/status/943595786100604928,44196397,2017-12-20 21:35:41+00:00,Wed Dec 20 21:35:41 +0000 2017,,,,
+5674,elonmusk,sally_alcot,"If things go perfectly, all three rocket booster cores will come back and land. Sides back at the Cape, center on the droneship.",167,1567,77,943593718094880768,https://twitter.com/elonmusk/status/943593718094880768,44196397,2017-12-20 21:27:28+00:00,Wed Dec 20 21:27:28 +0000 2017,,,,
+5675,elonmusk,,Falcon Heavy launching from same @NASA pad as the Saturn V Apollo 11 moon rocket. It was 50% higher thrust with five F-1 engines at 7.5M lb-F. I love that rocket so much.,1477,17328,443,943592480926076928,https://twitter.com/elonmusk/status/943592480926076928,44196397,2017-12-20 21:22:33+00:00,Wed Dec 20 21:22:33 +0000 2017,,@NASA,,
+5676,elonmusk,,Max thrust at lift-off is 5.1 million pounds or 2300 metric tons. First mission will run at 92%.,1482,16943,441,943590152181448704,https://twitter.com/elonmusk/status/943590152181448704,44196397,2017-12-20 21:13:17+00:00,Wed Dec 20 21:13:17 +0000 2017,,,,
+5677,elonmusk,ClickHole,Hate it when that happens. Some people are so rude!,709,9949,176,943535304417218560,https://twitter.com/elonmusk/status/943535304417218560,44196397,2017-12-20 17:35:21+00:00,Wed Dec 20 17:35:21 +0000 2017,,,,
+5678,elonmusk,,Falcon Heavy at the Cape,27150,126451,3027,943420026593337344,https://twitter.com/elonmusk/status/943420026593337344,44196397,2017-12-20 09:57:16+00:00,Wed Dec 20 09:57:16 +0000 2017,,,,
+5679,elonmusk,PainInTheArt,Knight Rider is real,55,1046,49,943330749809389569,https://twitter.com/elonmusk/status/943330749809389569,44196397,2017-12-20 04:02:31+00:00,Wed Dec 20 04:02:31 +0000 2017,,,,
+5680,elonmusk,Reuters,Thanks!,10020,83118,1122,943196385373052934,https://twitter.com/elonmusk/status/943196385373052934,44196397,2017-12-19 19:08:36+00:00,Tue Dec 19 19:08:36 +0000 2017,,,,https://twitter.com/reuters/status/943184202983530498
+5681,elonmusk,lukeifynz,"For now, we only use those on super hot reentry missions. Will go to all Ti with Falcon 9 V5, which is a few months away.",54,510,30,942526513731260417,https://twitter.com/elonmusk/status/942526513731260417,44196397,2017-12-17 22:46:46+00:00,Sun Dec 17 22:46:46 +0000 2017,,,,
+5682,elonmusk,thomas_quinlan,Where’s the evidence!?,25,404,27,942524492462428160,https://twitter.com/elonmusk/status/942524492462428160,44196397,2017-12-17 22:38:44+00:00,Sun Dec 17 22:38:44 +0000 2017,,,,
+5683,elonmusk,slashdot,I also support the Concave Earth and Hollow Globe Societies. Just covering my bases …,53,571,32,942524031185575937,https://twitter.com/elonmusk/status/942524031185575937,44196397,2017-12-17 22:36:54+00:00,Sun Dec 17 22:36:54 +0000 2017,,,,
+5684,elonmusk,,HG2G,410,7626,712,941886160862724102,https://twitter.com/elonmusk/status/941886160862724102,44196397,2017-12-16 04:22:14+00:00,Sat Dec 16 04:22:14 +0000 2017,,,,
+5685,elonmusk,,42k,1092,16781,1377,941885122499899397,https://twitter.com/elonmusk/status/941885122499899397,44196397,2017-12-16 04:18:07+00:00,Sat Dec 16 04:18:07 +0000 2017,,,,
+5686,elonmusk,ALilling,Meant to say “sanctimonious idiot”,265,3117,116,941551760799277056,https://twitter.com/elonmusk/status/941551760799277056,44196397,2017-12-15 06:13:27+00:00,Fri Dec 15 06:13:27 +0000 2017,,,,
+5687,elonmusk,WIRED,Good point. It’s just a really bad and fundamentally misleading article that doesn’t actually represent my point of view at all. Other publications referred to it as an “interview”.,111,1588,66,941551502400745472,https://twitter.com/elonmusk/status/941551502400745472,44196397,2017-12-15 06:12:26+00:00,Fri Dec 15 06:12:26 +0000 2017,,,,
+5688,elonmusk,elonmusk,Sorry,320,3117,115,941505105420881921,https://twitter.com/elonmusk/status/941505105420881921,44196397,2017-12-15 03:08:04+00:00,Fri Dec 15 03:08:04 +0000 2017,,,,
+5689,elonmusk,humantransit,You’re an idiot,4935,39429,882,941500121564332032,https://twitter.com/elonmusk/status/941500121564332032,44196397,2017-12-15 02:48:15+00:00,Fri Dec 15 02:48:15 +0000 2017,,,,
+5690,elonmusk,WIRED,"This depressingly misleading & misanthropic article came from a very brief digression at an AI conf, not from an interview with Wired as is falsely implied. This is why I stopped following Wired long ago. There are way better tech pubs out there.",1190,12307,372,941496174208466944,https://twitter.com/elonmusk/status/941496174208466944,44196397,2017-12-15 02:32:34+00:00,Fri Dec 15 02:32:34 +0000 2017,,,,
+5691,elonmusk,turnislefthome,Yes,10,601,20,941390720799084544,https://twitter.com/elonmusk/status/941390720799084544,44196397,2017-12-14 19:33:32+00:00,Thu Dec 14 19:33:32 +0000 2017,,,,
+5692,elonmusk,LuisFCorreia,"Yeah, pretty much anywhere",11,476,27,941390129418997761,https://twitter.com/elonmusk/status/941390129418997761,44196397,2017-12-14 19:31:11+00:00,Thu Dec 14 19:31:11 +0000 2017,,,,
+5693,elonmusk,IvanEscobosa,Yes,9,594,16,941388896872493056,https://twitter.com/elonmusk/status/941388896872493056,44196397,2017-12-14 19:26:17+00:00,Thu Dec 14 19:26:17 +0000 2017,,,,
+5694,elonmusk,,"10 hat aficionados, in appreciation for their exquisite taste in millinery, will be picked at random to tour the LA tunnel & drive boring machine",1606,22156,1400,941388347183841280,https://twitter.com/elonmusk/status/941388347183841280,44196397,2017-12-14 19:24:06+00:00,Thu Dec 14 19:24:06 +0000 2017,,,,
+5695,elonmusk,kaaningilamo,Our existence cannot just be about solving one miserable problem after another. There need to be reasons to live.,5241,25007,804,941043142404464641,https://twitter.com/elonmusk/status/941043142404464641,44196397,2017-12-13 20:32:23+00:00,Wed Dec 13 20:32:23 +0000 2017,,,,
+5696,elonmusk,newscientist,It is high time that humanity went beyond Earth. Should have a moon base by now and sent astronauts to Mars. The future needs to inspire.,14034,67927,1924,941042298283966464,https://twitter.com/elonmusk/status/941042298283966464,44196397,2017-12-13 20:29:02+00:00,Wed Dec 13 20:29:02 +0000 2017,,,,https://twitter.com/newscientist/status/941032850492715009
+5697,elonmusk,,"35,000",1970,24662,2521,940620874952073216,https://twitter.com/elonmusk/status/940620874952073216,44196397,2017-12-12 16:34:27+00:00,Tue Dec 12 16:34:27 +0000 2017,,,,
+5698,elonmusk,,"And those are just the really big ones. The Permian was especially bad, unless you were a mushroom. https://en.m.wikipedia.org/wiki/Permian&#x2013;Triassic_extinction_event https://twitter.com/worldandscience/status/940317783946158080",2776,15297,485,940359019947999232,https://twitter.com/elonmusk/status/940359019947999232,44196397,2017-12-11 23:13:56+00:00,Mon Dec 11 23:13:56 +0000 2017,,,,"https://en.m.wikipedia.org/wiki/Permian–Triassic_extinction_event,https://twitter.com/worldandscience/status/940317783946158080"
+5699,elonmusk,Justin_Levy04,Safest flamethrower ever,156,3360,101,940126370780160000,https://twitter.com/elonmusk/status/940126370780160000,44196397,2017-12-11 07:49:28+00:00,Mon Dec 11 07:49:28 +0000 2017,,,,
+5700,elonmusk,,"I know it’s a little off-brand, but kids love it",1865,29496,580,940125978797281281,https://twitter.com/elonmusk/status/940125978797281281,44196397,2017-12-11 07:47:54+00:00,Mon Dec 11 07:47:54 +0000 2017,,,,
+5701,elonmusk,,"After 50k hats, we will start selling The Boring Company flamethrower",8967,69435,1853,940056523304181762,https://twitter.com/elonmusk/status/940056523304181762,44196397,2017-12-11 03:11:55+00:00,Mon Dec 11 03:11:55 +0000 2017,,,,
+5702,elonmusk,,"Over 30,000 hats sold!",1045,22481,792,940055330859315202,https://twitter.com/elonmusk/status/940055330859315202,44196397,2017-12-11 03:07:10+00:00,Mon Dec 11 03:07:10 +0000 2017,,,,
+5703,elonmusk,elonmusk,Plus a towel and a sign saying “Don’t Panic”,206,2157,118,939005893634506752,https://twitter.com/elonmusk/status/939005893634506752,44196397,2017-12-08 05:37:05+00:00,Fri Dec 08 05:37:05 +0000 2017,,,,
+5704,elonmusk,,"On Tuesday, SpaceX will attempt to refly both an orbital rocket and spacecraft for the first… https://www.instagram.com/p/BcbQ3QVgRHr/",4138,27588,964,938972633416306690,https://twitter.com/elonmusk/status/938972633416306690,44196397,2017-12-08 03:24:55+00:00,Fri Dec 08 03:24:55 +0000 2017,,,,https://www.instagram.com/p/BcbQ3QVgRHr/
+5705,elonmusk,tiamaria68uk,Yes,56,1366,39,938947119246860290,https://twitter.com/elonmusk/status/938947119246860290,44196397,2017-12-08 01:43:32+00:00,Fri Dec 08 01:43:32 +0000 2017,,,,
+5706,elonmusk,FortuneTech,Do it,21162,102907,1856,938816780444745728,https://twitter.com/elonmusk/status/938816780444745728,44196397,2017-12-07 17:05:37+00:00,Thu Dec 07 17:05:37 +0000 2017,,,,
+5707,elonmusk,,The *real* money comes from merchandising. I learned it from this documentary,3711,21638,1601,937447589460426752,https://twitter.com/elonmusk/status/937447589460426752,44196397,2017-12-03 22:24:56+00:00,Sun Dec 03 22:24:56 +0000 2017,,,,https://m.youtube.com/watch?v=PQEVgbMqq7o
+5708,elonmusk,sm_carl,Deal,33,1099,58,937446602393841664,https://twitter.com/elonmusk/status/937446602393841664,44196397,2017-12-03 22:21:01+00:00,Sun Dec 03 22:21:01 +0000 2017,,,,
+5709,elonmusk,,"That special hat delivery will take place deep within the real, but fictional (of course), tunnel we are building under LA while you drive the giant machine blindfolded. This will actually happen.",776,11073,527,937411489635241984,https://twitter.com/elonmusk/status/937411489635241984,44196397,2017-12-03 20:01:30+00:00,Sun Dec 03 20:01:30 +0000 2017,,,,
+5710,elonmusk,NefuDaBoss,Beyond anything you can imagine,54,1432,42,937405455768346624,https://twitter.com/elonmusk/status/937405455768346624,44196397,2017-12-03 19:37:31+00:00,Sun Dec 03 19:37:31 +0000 2017,,,,
+5711,elonmusk,elonmusk,"And, at the risk of stating the obvious, extremely boring",39,1818,44,937404412858740736,https://twitter.com/elonmusk/status/937404412858740736,44196397,2017-12-03 19:33:22+00:00,Sun Dec 03 19:33:22 +0000 2017,,,,
+5712,elonmusk,TheRealUtkarsh,Because it’s stupid,44,1550,33,937403444192624640,https://twitter.com/elonmusk/status/937403444192624640,44196397,2017-12-03 19:29:31+00:00,Sun Dec 03 19:29:31 +0000 2017,,,,
+5713,elonmusk,maralkalajian,Maybe,39,1749,58,937403272213569536,https://twitter.com/elonmusk/status/937403272213569536,44196397,2017-12-03 19:28:50+00:00,Sun Dec 03 19:28:50 +0000 2017,,,,
+5714,elonmusk,,Every 5000th buyer of our boringly boring hat will get a free hat signed by the delivery guy,2871,26297,1926,937402084692975616,https://twitter.com/elonmusk/status/937402084692975616,44196397,2017-12-03 19:24:07+00:00,Sun Dec 03 19:24:07 +0000 2017,,,,http://boringcompany.com/hat/
+5715,elonmusk,,Hat,1815,9817,612,937401166299774976,https://twitter.com/elonmusk/status/937401166299774976,44196397,2017-12-03 19:20:28+00:00,Sun Dec 03 19:20:28 +0000 2017,,,,
+5716,elonmusk,IvanEscobosa,Yes,36,1057,25,937397949876727808,https://twitter.com/elonmusk/status/937397949876727808,44196397,2017-12-03 19:07:41+00:00,Sun Dec 03 19:07:41 +0000 2017,,,,
+5717,elonmusk,harrisonlingren,Busted,48,1436,22,937397813637296128,https://twitter.com/elonmusk/status/937397813637296128,44196397,2017-12-03 19:07:09+00:00,Sun Dec 03 19:07:09 +0000 2017,,,,
+5718,elonmusk,,"To preserve the transcendent majesty & specialness of The Boring Company cap, we are capping cap orders at 50,000 caps. Almost there ...",850,9560,645,937397330998845440,https://twitter.com/elonmusk/status/937397330998845440,44196397,2017-12-03 19:05:14+00:00,Sun Dec 03 19:05:14 +0000 2017,,,,https://www.boringcompany.com/hat/
+5719,elonmusk,novaspivack,That’s certainly the right way to go to store massive amounts of data for a long time,89,1857,66,937109615698894848,https://twitter.com/elonmusk/status/937109615698894848,44196397,2017-12-03 00:01:57+00:00,Sun Dec 03 00:01:57 +0000 2017,,,,
+5720,elonmusk,novaspivack,Asimov’s Foundation books should def be part of the mission. They’re amazing.,328,3782,77,937090715225427968,https://twitter.com/elonmusk/status/937090715225427968,44196397,2017-12-02 22:46:51+00:00,Sat Dec 02 22:46:51 +0000 2017,,,,
+5721,elonmusk,highqualitysh1t,I love the thought of a car drifting apparently endlessly through space and perhaps being discovered by an alien race millions of years in the future,567,3601,311,937041986304983040,https://twitter.com/elonmusk/status/937041986304983040,44196397,2017-12-02 19:33:13+00:00,Sat Dec 02 19:33:13 +0000 2017,,,,
+5722,elonmusk,bonnienorman,Red car for a red planet,184,2473,85,936838844602728449,https://twitter.com/elonmusk/status/936838844602728449,44196397,2017-12-02 06:06:00+00:00,Sat Dec 02 06:06:00 +0000 2017,,,,
+5723,elonmusk,mswagle,Yeah,28,980,35,936829494874091520,https://twitter.com/elonmusk/status/936829494874091520,44196397,2017-12-02 05:28:51+00:00,Sat Dec 02 05:28:51 +0000 2017,,,,
+5724,elonmusk,JC_Channel,Yes,353,4823,119,936793680517595136,https://twitter.com/elonmusk/status/936793680517595136,44196397,2017-12-02 03:06:32+00:00,Sat Dec 02 03:06:32 +0000 2017,,,,
+5725,elonmusk,,Payload will be my midnight cherry Tesla Roadster playing Space Oddity. Destination is Mars orbit. Will be in deep space for a billion years or so if it doesn’t blow up on ascent.,15834,79087,3846,936782477502246912,https://twitter.com/elonmusk/status/936782477502246912,44196397,2017-12-02 02:22:01+00:00,Sat Dec 02 02:22:01 +0000 2017,,,,
+5726,elonmusk,,"Falcon Heavy to launch next month from Apollo 11 pad at the Cape. Will have double thrust of next largest rocket. Guaranteed to be exciting, one way or another.",8503,45499,891,936781265675599873,https://twitter.com/elonmusk/status/936781265675599873,44196397,2017-12-02 02:17:12+00:00,Sat Dec 02 02:17:12 +0000 2017,,,,
+5727,elonmusk,LanceUlanoff,What does it look like?,21,508,64,936270959941640192,https://twitter.com/elonmusk/status/936270959941640192,44196397,2017-11-30 16:29:26+00:00,Thu Nov 30 16:29:26 +0000 2017,,,,
+5728,elonmusk,,Racing video part 2 https://www.instagram.com/p/BcIAthVDePZ/,2037,10398,603,936263871295361025,https://twitter.com/elonmusk/status/936263871295361025,44196397,2017-11-30 16:01:16+00:00,Thu Nov 30 16:01:16 +0000 2017,,,,https://www.instagram.com/p/BcIAthVDePZ/
+5729,elonmusk,,Model X races a gasoline sports car while towing a sports car https://www.instagram.com/p/BcGk5jjgyFn/,1747,12954,422,936072506951307264,https://twitter.com/elonmusk/status/936072506951307264,44196397,2017-11-30 03:20:51+00:00,Thu Nov 30 03:20:51 +0000 2017,,,,https://www.instagram.com/p/BcGk5jjgyFn/
+5730,elonmusk,FredericLambert,"Electric pods for sure. Rails maybe, maybe not.",29,407,38,936066967173193729,https://twitter.com/elonmusk/status/936066967173193729,44196397,2017-11-30 02:58:50+00:00,Thu Nov 30 02:58:50 +0000 2017,,,,
+5731,elonmusk,FredericLambert,"A Loop is like a Hyperloop, but without drawing a vacuum inside the tube. Don’t need to get rid of air friction for short routes.",44,442,25,936062403606822913,https://twitter.com/elonmusk/status/936062403606822913,44196397,2017-11-30 02:40:42+00:00,Thu Nov 30 02:40:42 +0000 2017,,,,
+5732,elonmusk,FredericLambert,Kinda,21,657,29,936062050555400192,https://twitter.com/elonmusk/status/936062050555400192,44196397,2017-11-30 02:39:18+00:00,Thu Nov 30 02:39:18 +0000 2017,,,,
+5733,elonmusk,,"The Boring Company will compete to fund, build & operate a high-speed Loop connecting Chicago O’Hare Airport to downtown https://chicago.suntimes.com/news/city-seeking-parties-to-fund-build-operate-ohare-express-service/",6395,34801,1087,936060082290167808,https://twitter.com/elonmusk/status/936060082290167808,44196397,2017-11-30 02:31:29+00:00,Thu Nov 30 02:31:29 +0000 2017,,,,https://chicago.suntimes.com/news/city-seeking-parties-to-fund-build-operate-ohare-express-service/
+5734,elonmusk,,Why is there no Flat Mars Society!?,26998,93420,3825,935572279693516800,https://twitter.com/elonmusk/status/935572279693516800,44196397,2017-11-28 18:13:08+00:00,Tue Nov 28 18:13:08 +0000 2017,,,,
+5735,elonmusk,KeithManaloto_,"As I’ve said before, I am definitely a Martian",155,1448,100,935405847215144960,https://twitter.com/elonmusk/status/935405847215144960,44196397,2017-11-28 07:11:47+00:00,Tue Nov 28 07:11:47 +0000 2017,,,,
+5736,elonmusk,pieterdewit_nz,int main(){},94,1038,36,935380867056222208,https://twitter.com/elonmusk/status/935380867056222208,44196397,2017-11-28 05:32:31+00:00,Tue Nov 28 05:32:31 +0000 2017,,,,
+5737,elonmusk,ThisIsSandeepG,"Not true. A friend sent me part of a BTC a few years, but I don’t know where it is.",465,3837,251,935329447594541056,https://twitter.com/elonmusk/status/935329447594541056,44196397,2017-11-28 02:08:12+00:00,Tue Nov 28 02:08:12 +0000 2017,,,,
+5738,elonmusk,,Mars sky is the opposite of Earth Blue sunrise and sunset Red during the day https://twitter.com/worldandscience/status/935297418651979776,15881,84930,1149,935314994371186688,https://twitter.com/elonmusk/status/935314994371186688,44196397,2017-11-28 01:10:46+00:00,Tue Nov 28 01:10:46 +0000 2017,,,,https://twitter.com/worldandscience/status/935297418651979776
+5739,elonmusk,WorldAndScience,"Wow, they played D&D in D&D",1527,13536,185,935250797234753536,https://twitter.com/elonmusk/status/935250797234753536,44196397,2017-11-27 20:55:40+00:00,Mon Nov 27 20:55:40 +0000 2017,,,,
+5740,elonmusk,nsylianteng,It’s there. Just unfold the visor and lift the cover.,26,404,24,935048096773369857,https://twitter.com/elonmusk/status/935048096773369857,44196397,2017-11-27 07:30:13+00:00,Mon Nov 27 07:30:13 +0000 2017,,,,
+5741,elonmusk,Gloryless,Otherwise you’d only see a blur,261,9499,125,934890107508625408,https://twitter.com/elonmusk/status/934890107508625408,44196397,2017-11-26 21:02:25+00:00,Sun Nov 26 21:02:25 +0000 2017,,,,
+5742,elonmusk,,"Got to regulate AI/robotics like we do food, drugs, aircraft & cars. Public risks require public oversight. Getting rid of the FAA wdn’t make flying safer. They’re there for good reason.",6469,27922,1384,934889932807593984,https://twitter.com/elonmusk/status/934889932807593984,44196397,2017-11-26 21:01:44+00:00,Sun Nov 26 21:01:44 +0000 2017,,,,https://m.youtube.com/watch?v=1plPyJdXKIY
+5743,elonmusk,mrmedina,"This is nothing. In a few years, that bot will move so fast you’ll need a strobe light to see it. Sweet dreams…",82736,258327,5334,934888089058549760,https://twitter.com/elonmusk/status/934888089058549760,44196397,2017-11-26 20:54:24+00:00,Sun Nov 26 20:54:24 +0000 2017,,,,https://twitter.com/mrmedina/status/931291808394440706
+5744,elonmusk,,"Thanksgiving in the Rockies. Love my bro @kimbal. Radishing t-shirt courtesy of his company,… https://www.instagram.com/p/Bb7gvNUgDwj/",363,7488,411,934505268343394307,https://twitter.com/elonmusk/status/934505268343394307,44196397,2017-11-25 19:33:12+00:00,Sat Nov 25 19:33:12 +0000 2017,,@kimbal,,https://www.instagram.com/p/Bb7gvNUgDwj/
+5745,elonmusk,bjornlilja,Adjusting soon,16,301,31,934024631769534464,https://twitter.com/elonmusk/status/934024631769534464,44196397,2017-11-24 11:43:20+00:00,Fri Nov 24 11:43:20 +0000 2017,,,,
+5746,elonmusk,,Congratulations to the Tesla crew and South Australian authorities who worked so hard to get this manufactured and installed in record time!,7464,39058,1145,933576358793318401,https://twitter.com/elonmusk/status/933576358793318401,44196397,2017-11-23 06:02:03+00:00,Thu Nov 23 06:02:03 +0000 2017,,,,https://apple.news/AnM79rCgXRFSvm4cgk5kfhw
+5747,elonmusk,,"Initial Hat Offering going great w over $300k in hat sales already! Thanks for buying our super boring hat. You rock, figuratively & literally. All cash goes directly towards more boring.",1365,14222,645,933077329722580992,https://twitter.com/elonmusk/status/933077329722580992,44196397,2017-11-21 20:59:05+00:00,Tue Nov 21 20:59:05 +0000 2017,,,,
+5748,elonmusk,schesnais,Good point,19,371,52,932649922666438656,https://twitter.com/elonmusk/status/932649922666438656,44196397,2017-11-20 16:40:44+00:00,Mon Nov 20 16:40:44 +0000 2017,,,,
+5749,elonmusk,commagere,"For one thing, aliens obv built the pyramids! Who but aliens could have figured out how to align and stack stone blocks in a series of concentric squares!? Um, ok, I guess maybe people.",1195,9442,232,932326631342927873,https://twitter.com/elonmusk/status/932326631342927873,44196397,2017-11-19 19:16:05+00:00,Sun Nov 19 19:16:05 +0000 2017,,,,
+5750,elonmusk,,"Not saying the next gen Roadster special upgrade package *will* definitely enable it to fly short hops, but maybe … Certainly possible. Just a question of safety. Rocket tech applied to a car opens up revolutionary possibilities.",6259,35580,1377,932322853009080320,https://twitter.com/elonmusk/status/932322853009080320,44196397,2017-11-19 19:01:04+00:00,Sun Nov 19 19:01:04 +0000 2017,,,,
+5751,elonmusk,,Should clarify that this is the base model performance. There will be a special option package that takes it to the next level.,7666,57276,2409,932113939181092864,https://twitter.com/elonmusk/status/932113939181092864,44196397,2017-11-19 05:10:55+00:00,Sun Nov 19 05:10:55 +0000 2017,,,,
+5752,elonmusk,,Tesla Semi,22722,116082,2059,931412020016029696,https://twitter.com/elonmusk/status/931412020016029696,44196397,2017-11-17 06:41:45+00:00,Fri Nov 17 06:41:45 +0000 2017,,,,
+5753,elonmusk,,0 to 100 km/h in 1.9 sec,109572,437677,9254,931407490889084928,https://twitter.com/elonmusk/status/931407490889084928,44196397,2017-11-17 06:23:45+00:00,Fri Nov 17 06:23:45 +0000 2017,,,,
+5754,elonmusk,,"Sorry, date is tomorrow night at 8pm. This pic is from the old invite.",791,14072,729,930876845959946240,https://twitter.com/elonmusk/status/930876845959946240,44196397,2017-11-15 19:15:09+00:00,Wed Nov 15 19:15:09 +0000 2017,,,,
+5755,elonmusk,,"It can transform into a robot, fight aliens and make one hell of a latte",14115,71991,2101,930875739397791744,https://twitter.com/elonmusk/status/930875739397791744,44196397,2017-11-15 19:10:45+00:00,Wed Nov 15 19:10:45 +0000 2017,,,,
+5756,elonmusk,rjcc,Do you really believe that someone’s life should be ruined if they make a single offensive comment for which they then sincerely apologize?,72,990,150,930681760026853377,https://twitter.com/elonmusk/status/930681760026853377,44196397,2017-11-15 06:19:57+00:00,Wed Nov 15 06:19:57 +0000 2017,,,,
+5757,elonmusk,rjcc,"That is a *counterpoint* to illustrate absurdity, meaning that obviously a single careless statement should *not* ruins someone’s life",36,825,40,930677629161758726,https://twitter.com/elonmusk/status/930677629161758726,44196397,2017-11-15 06:03:32+00:00,Wed Nov 15 06:03:32 +0000 2017,,,,
+5758,elonmusk,newscientist,"... say scientists — among other insights gained — after a large vat of LSD overturned in the lab. Also discovered: humans are just sentient sponges, drywall tastes like a marshmallow and gravity is real. The last point remains heavily debated.",1931,12577,378,930100328229244928,https://twitter.com/elonmusk/status/930100328229244928,44196397,2017-11-13 15:49:33+00:00,Mon Nov 13 15:49:33 +0000 2017,,,,
+5759,elonmusk,,Tesla Semi Truck unveil to be webcast live on Thursday at 8pm! This will blow your mind clear out of your skull and into an alternate dimension. Just need to find my portal gun ...,25094,114368,2754,929823757635481600,https://twitter.com/elonmusk/status/929823757635481600,44196397,2017-11-12 21:30:33+00:00,Sun Nov 12 21:30:33 +0000 2017,,,,
+5760,elonmusk,,Sunset at the Gigafactory,2995,44113,966,929564225164464128,https://twitter.com/elonmusk/status/929564225164464128,44196397,2017-11-12 04:19:16+00:00,Sun Nov 12 04:19:16 +0000 2017,,,,
+5761,elonmusk,newscientist,Sure ...,2495,20194,424,929090906606542848,https://twitter.com/elonmusk/status/929090906606542848,44196397,2017-11-10 20:58:28+00:00,Fri Nov 10 20:58:28 +0000 2017,,,,
+5762,elonmusk,,"""If one day, my words are against science, choose science."" Mustafa Kemal Atatürk",83323,198226,2927,928675794372608001,https://twitter.com/elonmusk/status/928675794372608001,44196397,2017-11-09 17:28:57+00:00,Thu Nov 09 17:28:57 +0000 2017,,,,
+5763,elonmusk,,I placed the flowers Three broken ribs A pierced lung And still he fought For peace at… https://www.instagram.com/p/BbPzHC2AW34/,7952,53747,714,928671721065992192,https://twitter.com/elonmusk/status/928671721065992192,44196397,2017-11-09 17:12:46+00:00,Thu Nov 09 17:12:46 +0000 2017,,,,https://www.instagram.com/p/BbPzHC2AW34/
+5764,elonmusk,,Atatürk Anıtkabir https://www.instagram.com/p/BbPjzwJgxKG/,26467,107787,1880,928335114353831937,https://twitter.com/elonmusk/status/928335114353831937,44196397,2017-11-08 18:55:13+00:00,Wed Nov 08 18:55:13 +0000 2017,,,,https://www.instagram.com/p/BbPjzwJgxKG/
+5765,elonmusk,Bob_Richards,"One rocket, slightly toasted",361,6894,167,927986199079264256,https://twitter.com/elonmusk/status/927986199079264256,44196397,2017-11-07 19:48:45+00:00,Tue Nov 07 19:48:45 +0000 2017,,,,
+5766,elonmusk,uncover007,500 ft so far. Should be 2 miles long in three or four months and hopefully stretch the whole 405 N-S corridor from LAX to the 101 in a year or so.,192,2105,148,924389383792312320,https://twitter.com/elonmusk/status/924389383792312320,44196397,2017-10-28 21:36:18+00:00,Sat Oct 28 21:36:18 +0000 2017,,,,
+5767,elonmusk,,Picture of The Boring Company LA tunnel taken yesterday,7999,57255,2285,924387972161552384,https://twitter.com/elonmusk/status/924387972161552384,44196397,2017-10-28 21:30:41+00:00,Sat Oct 28 21:30:41 +0000 2017,,,,
+5768,elonmusk,,"Btw, just want to express a word of appreciation for the hard work of the Tesla Gigafactory team. Reason I camped on the roof was because it was less time than driving to a hotel room in Reno. Production hell, ~8th circle …",3298,40480,1205,923657991664095232,https://twitter.com/elonmusk/status/923657991664095232,44196397,2017-10-26 21:10:00+00:00,Thu Oct 26 21:10:00 +0000 2017,,,,
+5769,elonmusk,,"Whiskey, fire, s’mores and JC Also, hotdog or not hotdog? https://www.instagram.com/p/BatMhVODF1L/",1047,11169,884,923576364652953601,https://twitter.com/elonmusk/status/923576364652953601,44196397,2017-10-26 15:45:39+00:00,Thu Oct 26 15:45:39 +0000 2017,,,,https://www.instagram.com/p/BatMhVODF1L/
+5770,elonmusk,,Campfire on the Gigafactory roof https://www.instagram.com/p/BatG-8EDxJv/,659,8586,524,923469108917755904,https://twitter.com/elonmusk/status/923469108917755904,44196397,2017-10-26 08:39:27+00:00,Thu Oct 26 08:39:27 +0000 2017,,,,https://www.instagram.com/p/BatG-8EDxJv/
+5771,elonmusk,carlquintanilla,Just feed it The Godfather movies as input. What’s the worst that could happen?,4623,19464,963,923339941957976065,https://twitter.com/elonmusk/status/923339941957976065,44196397,2017-10-26 00:06:11+00:00,Thu Oct 26 00:06:11 +0000 2017,,,,https://twitter.com/carlquintanilla/status/923238264533811200
+5772,elonmusk,lorengrush,It’s true tho,34,622,49,922829439364423680,https://twitter.com/elonmusk/status/922829439364423680,44196397,2017-10-24 14:17:38+00:00,Tue Oct 24 14:17:38 +0000 2017,,,,
+5773,elonmusk,verge,Groan,257,3879,113,922828793152229378,https://twitter.com/elonmusk/status/922828793152229378,44196397,2017-10-24 14:15:04+00:00,Tue Oct 24 14:15:04 +0000 2017,,,,
+5774,elonmusk,,On the list of people who should absolutely *not* be allowed to develop digital superintelligence...,6047,21946,1705,922691827031068672,https://twitter.com/elonmusk/status/922691827031068672,44196397,2017-10-24 05:10:49+00:00,Tue Oct 24 05:10:49 +0000 2017,,,,https://venturebeat.com/2017/10/02/an-ai-god-will-emerge-by-2042-and-write-its-own-bible-will-you-worship-it/
+5775,elonmusk,nextspaceflight,"Yeah, don't exactly need to be Sherlock Holmes.",25,460,38,921587018412339200,https://twitter.com/elonmusk/status/921587018412339200,44196397,2017-10-21 04:00:42+00:00,Sat Oct 21 04:00:42 +0000 2017,,,,
+5776,elonmusk,TheRealShaymus,It won't even need to ask you most of the time,29,384,34,921575999384326145,https://twitter.com/elonmusk/status/921575999384326145,44196397,2017-10-21 03:16:54+00:00,Sat Oct 21 03:16:54 +0000 2017,,,,
+5777,elonmusk,atlasobscura,"A reminder of the youth of our 10,000 year (to be generous) civilization. We are not even a flash in the pan compared to the 4,500,000,000 year age of Earth. I won't even bother mentioning the age of the Universe.",1837,11779,301,921575783813939200,https://twitter.com/elonmusk/status/921575783813939200,44196397,2017-10-21 03:16:03+00:00,Sat Oct 21 03:16:03 +0000 2017,,,,
+5778,elonmusk,APTA_info,"Not ready to do a proper announcement yet, but maybe in a month or so. Maryland has been awesome to work with and just wanted to say thanks.",331,3735,76,921419557918597120,https://twitter.com/elonmusk/status/921419557918597120,44196397,2017-10-20 16:55:16+00:00,Fri Oct 20 16:55:16 +0000 2017,,,,
+5779,elonmusk,bachism,But the hat is real!,31,733,44,921183170757738497,https://twitter.com/elonmusk/status/921183170757738497,44196397,2017-10-20 01:15:57+00:00,Fri Oct 20 01:15:57 +0000 2017,,,,
+5780,elonmusk,,"Congratulations to Coulter Tilton of Missouri, buyer of hat 5000! You have won a free hat signed by the Boring team.",621,13215,620,921050992707190784,https://twitter.com/elonmusk/status/921050992707190784,44196397,2017-10-19 16:30:43+00:00,Thu Oct 19 16:30:43 +0000 2017,,,,
+5781,elonmusk,,Now at 6400 hats …,930,15195,1353,921027496702746624,https://twitter.com/elonmusk/status/921027496702746624,44196397,2017-10-19 14:57:21+00:00,Thu Oct 19 14:57:21 +0000 2017,,,,
+5782,elonmusk,DarthGroudon,There is an actual tunnel and it's getting longer every day,34,534,34,920864873940107265,https://twitter.com/elonmusk/status/920864873940107265,44196397,2017-10-19 04:11:09+00:00,Thu Oct 19 04:11:09 +0000 2017,,,,
+5783,elonmusk,elonmusk,It all comes full circle,2680,28262,490,920845980467163139,https://twitter.com/elonmusk/status/920845980467163139,44196397,2017-10-19 02:56:04+00:00,Thu Oct 19 02:56:04 +0000 2017,,,,https://twitter.com/elonmusk/status/863222555208851456
+5784,elonmusk,,"Second boring machine almost ready. Will be called Line-Storm, after the poem by Frost. ""And be my love in the rain.""",1539,10705,441,920844783542853633,https://twitter.com/elonmusk/status/920844783542853633,44196397,2017-10-19 02:51:19+00:00,Thu Oct 19 02:51:19 +0000 2017,,,,
+5785,elonmusk,elonmusk,And credit for the logo art to JJ Abrams,24,447,22,920834201535913985,https://twitter.com/elonmusk/status/920834201535913985,44196397,2017-10-19 02:09:16+00:00,Thu Oct 19 02:09:16 +0000 2017,,,,
+5786,elonmusk,,Almost 4000 hats sold so far. Whoever buys the 5000th gets a free hat with their hat!,1678,14576,1074,920833104721297408,https://twitter.com/elonmusk/status/920833104721297408,44196397,2017-10-19 02:04:55+00:00,Thu Oct 19 02:04:55 +0000 2017,,,,http://BoringCompany.com/hat
+5787,elonmusk,elonmusk,"Btw, credit for The Boring Company name goes to @TalulahRiley",44,629,19,920830970395222016,https://twitter.com/elonmusk/status/920830970395222016,44196397,2017-10-19 01:56:26+00:00,Thu Oct 19 01:56:26 +0000 2017,,@TalulahRiley,,
+5788,elonmusk,freddier,Gonna build that tunnel one hat at a time,325,3265,79,920520208275660800,https://twitter.com/elonmusk/status/920520208275660800,44196397,2017-10-18 05:21:34+00:00,Wed Oct 18 05:21:34 +0000 2017,,,,
+5789,elonmusk,,The world's most boring hat,3087,21878,972,920482298327216128,https://twitter.com/elonmusk/status/920482298327216128,44196397,2017-10-18 02:50:56+00:00,Wed Oct 18 02:50:56 +0000 2017,,,,https://www.boringcompany.com/hat
+5790,elonmusk,,Amazing sim of neutron stars colliding https://instagram.com/p/BaUYHuCnXKQ/,3983,15999,417,919999012899454976,https://twitter.com/elonmusk/status/919999012899454976,44196397,2017-10-16 18:50:32+00:00,Mon Oct 16 18:50:32 +0000 2017,,,,https://instagram.com/p/BaUYHuCnXKQ/
+5791,elonmusk,DJ_Mr_Cool,That was a joke. I didn't realize people actually used those.,16,282,23,919980024366632960,https://twitter.com/elonmusk/status/919980024366632960,44196397,2017-10-16 17:35:04+00:00,Mon Oct 16 17:35:04 +0000 2017,,,,
+5792,elonmusk,,Yesterday's Reddit Ask Me Anything about BFR. You're welcome nk!,1356,8244,388,919675564423708673,https://twitter.com/elonmusk/status/919675564423708673,44196397,2017-10-15 21:25:15+00:00,Sun Oct 15 21:25:15 +0000 2017,,,,https://www.reddit.com/r/space/comments/76e79c/i_am_elon_musk_ask_me_anything_about_bfr/?st=J8T9CUBA&sh=efcf4207
+5793,elonmusk,,BFR AMA on r/space in 2 hours,1754,13669,751,919262509227323392,https://twitter.com/elonmusk/status/919262509227323392,44196397,2017-10-14 18:03:55+00:00,Sat Oct 14 18:03:55 +0000 2017,,,,
+5794,elonmusk,SpaceX,And other places,420,5130,258,919258411795079169,https://twitter.com/elonmusk/status/919258411795079169,44196397,2017-10-14 17:47:39+00:00,Sat Oct 14 17:47:39 +0000 2017,,,,
+5795,elonmusk,_andyoneal,That's just to win our Hyperloop student competition in ~1 mile tube. Practical version would have a turbo compressor on front taking ram air pressure at near sonic to hypersonic speeds & driving that thru air skiis & rearward for thrust.,28,380,36,918518924475379713,https://twitter.com/elonmusk/status/918518924475379713,44196397,2017-10-12 16:49:11+00:00,Thu Oct 12 16:49:11 +0000 2017,,,,
+5796,elonmusk,benbenwilde,Party time!,25,362,9,918517097839202305,https://twitter.com/elonmusk/status/918517097839202305,44196397,2017-10-12 16:41:56+00:00,Thu Oct 12 16:41:56 +0000 2017,,,,
+5797,elonmusk,Barnacules,"To be more inclusive, how about a ""pick your tech level"" setting. Could make the Tesla sound like horses (coconuts!), chariots, steam engines, gasoline cars, ...",160,1489,122,918516707735437313,https://twitter.com/elonmusk/status/918516707735437313,44196397,2017-10-12 16:40:22+00:00,Thu Oct 12 16:40:22 +0000 2017,,,,
+5798,elonmusk,elonmusk,Aim for 10 kN of thrust on a 200 kg sled. a=F/m ... game over.,20,305,19,918506265151598592,https://twitter.com/elonmusk/status/918506265151598592,44196397,2017-10-12 15:58:53+00:00,Thu Oct 12 15:58:53 +0000 2017,,,,
+5799,elonmusk,,Stamping Model 3 Body Panels (real-time) https://www.instagram.com/p/BaInXGBg9G7/,1623,12223,699,918333638567186438,https://twitter.com/elonmusk/status/918333638567186438,44196397,2017-10-12 04:32:55+00:00,Thu Oct 12 04:32:55 +0000 2017,,,,https://www.instagram.com/p/BaInXGBg9G7/
+5800,elonmusk,ManMadeMoon,I own two gasoline cars. One is a Model T that a friend gave me and the other is a Series 1 '67 E-type Roadster. My first love.,238,5890,192,918322382560825344,https://twitter.com/elonmusk/status/918322382560825344,44196397,2017-10-12 03:48:12+00:00,Thu Oct 12 03:48:12 +0000 2017,,,,
+5801,elonmusk,jirgebeaner,"No, but I do have a Gundam Wing",120,635,36,918316304129388544,https://twitter.com/elonmusk/status/918316304129388544,44196397,2017-10-12 03:24:03+00:00,Thu Oct 12 03:24:03 +0000 2017,,,,
+5802,elonmusk,RITSPEX,This weekend,47,559,18,918314470048382977,https://twitter.com/elonmusk/status/918314470048382977,44196397,2017-10-12 03:16:45+00:00,Thu Oct 12 03:16:45 +0000 2017,,,,
+5803,elonmusk,,Just posted a photo https://www.instagram.com/p/BaIedUvBk5p/,551,5179,225,918313446550265857,https://twitter.com/elonmusk/status/918313446550265857,44196397,2017-10-12 03:12:41+00:00,Thu Oct 12 03:12:41 +0000 2017,,,,https://www.instagram.com/p/BaIedUvBk5p/
+5804,elonmusk,patriciapaje,Very high pressure air cold gas thruster,20,296,18,918003287600668673,https://twitter.com/elonmusk/status/918003287600668673,44196397,2017-10-11 06:40:14+00:00,Wed Oct 11 06:40:14 +0000 2017,,,,
+5805,elonmusk,,The last of ten Iridium global communication satellites delivered to orbit several hundred miles… https://www.instagram.com/p/BaCFPVGgdcN/,1053,9576,585,917413806363394048,https://twitter.com/elonmusk/status/917413806363394048,44196397,2017-10-09 15:37:50+00:00,Mon Oct 09 15:37:50 +0000 2017,,,,https://www.instagram.com/p/BaCFPVGgdcN/
+5806,elonmusk,aniesh_vishnu,Everything all at once,148,2036,57,917163455051735040,https://twitter.com/elonmusk/status/917163455051735040,44196397,2017-10-08 23:03:02+00:00,Sun Oct 08 23:03:02 +0000 2017,,,,
+5807,elonmusk,balajis_,That is actual speed. It is slowed down right now to confirm build consistency and so that a person can stop the robots in time if something goes wrong.,42,826,39,917160402567364608,https://twitter.com/elonmusk/status/917160402567364608,44196397,2017-10-08 22:50:54+00:00,Sun Oct 08 22:50:54 +0000 2017,,,,
+5808,elonmusk,,The Model 3 body line slowed down to 1/10th speed https://www.instagram.com/p/BaAOokSgdCp/,1206,8286,471,917154829008605184,https://twitter.com/elonmusk/status/917154829008605184,44196397,2017-10-08 22:28:45+00:00,Sun Oct 08 22:28:45 +0000 2017,,,,https://www.instagram.com/p/BaAOokSgdCp/
+5809,elonmusk,NASA,Jupiter is big,4198,27778,653,917153183222263808,https://twitter.com/elonmusk/status/917153183222263808,44196397,2017-10-08 22:22:13+00:00,Sun Oct 08 22:22:13 +0000 2017,,,,https://twitter.com/nasa/status/917124194009313281
+5810,elonmusk,,Don't underestimate the power of chakras,141,871,56,917134987270303744,https://twitter.com/elonmusk/status/917134987270303744,44196397,2017-10-08 21:09:55+00:00,Sun Oct 08 21:09:55 +0000 2017,,,,
+5811,elonmusk,ProductHunt,"Just kept working on my crown chakra and boom! Don't let anyone tell you magic isn't real. Warning, EXTREMELY powerful",1380,9811,324,917103257494839296,https://twitter.com/elonmusk/status/917103257494839296,44196397,2017-10-08 19:03:50+00:00,Sun Oct 08 19:03:50 +0000 2017,,,,https://m.youtube.com/watch?v=NR351WlGC4I
+5812,elonmusk,verge,This doesn't even *seem* innocent,3963,26571,655,916782879962574848,https://twitter.com/elonmusk/status/916782879962574848,44196397,2017-10-07 21:50:46+00:00,Sat Oct 07 21:50:46 +0000 2017,,,,
+5813,elonmusk,Reuters,You forgot to add the video version of their response,1280,7615,285,916518956050956288,https://twitter.com/elonmusk/status/916518956050956288,44196397,2017-10-07 04:22:01+00:00,Sat Oct 07 04:22:01 +0000 2017,,,,https://m.youtube.com/watch?v=d1MWxSUO4ts
+5814,elonmusk,FredericLambert,Assume the worst. Now I need to get back to work...,48,735,56,916407361899708416,https://twitter.com/elonmusk/status/916407361899708416,44196397,2017-10-06 20:58:35+00:00,Fri Oct 06 20:58:35 +0000 2017,,,,
+5815,elonmusk,teslamodel3fan,Answers: Yes. No. Doesn't matter.,25,442,40,916407144047558656,https://twitter.com/elonmusk/status/916407144047558656,44196397,2017-10-06 20:57:43+00:00,Fri Oct 06 20:57:43 +0000 2017,,,,
+5816,elonmusk,FredericLambert,"There is only one config being built right now, so the only question is ""What color?"". Don't need a configurator for that.",38,683,36,916406412112039937,https://twitter.com/elonmusk/status/916406412112039937,44196397,2017-10-06 20:54:49+00:00,Fri Oct 06 20:54:49 +0000 2017,,,,
+5817,elonmusk,FredericLambert,"Bear in mind that the production ramp is an exponential curve. Late Oct is possible, but not certain. Literally every day makes a big difference.",46,776,26,916402688127930373,https://twitter.com/elonmusk/status/916402688127930373,44196397,2017-10-06 20:40:01+00:00,Fri Oct 06 20:40:01 +0000 2017,,,,
+5818,elonmusk,MacTechGenius,"Dec will be a big month, so probably, but it is impossible to be certain right now",12,268,12,916401820620091393,https://twitter.com/elonmusk/status/916401820620091393,44196397,2017-10-06 20:36:34+00:00,Fri Oct 06 20:36:34 +0000 2017,,,,
+5819,elonmusk,OutOnALumb,Yeah,10,497,7,916401512661663750,https://twitter.com/elonmusk/status/916401512661663750,44196397,2017-10-06 20:35:21+00:00,Fri Oct 06 20:35:21 +0000 2017,,,,
+5820,elonmusk,nextspaceflight,"I'm doing my best to recalibrate, but that is a fair criticism. However, if I wasn't inherently optimistic, I wouldn't be doing electric cars and rockets in the first place!",163,1635,48,916401222487126016,https://twitter.com/elonmusk/status/916401222487126016,44196397,2017-10-06 20:34:12+00:00,Fri Oct 06 20:34:12 +0000 2017,,,,
+5821,elonmusk,annerajb,Med medical equipment has priority,28,763,20,916400157972848640,https://twitter.com/elonmusk/status/916400157972848640,44196397,2017-10-06 20:29:58+00:00,Fri Oct 06 20:29:58 +0000 2017,,,,
+5822,elonmusk,MacTechGenius,Probably 6 to 8 weeks,28,659,14,916399837129564163,https://twitter.com/elonmusk/status/916399837129564163,44196397,2017-10-06 20:28:41+00:00,Fri Oct 06 20:28:41 +0000 2017,,,,
+5823,elonmusk,blundell_apps,You'll know as soon as we do. We are deep in production hell ,80,1772,70,916397212891877376,https://twitter.com/elonmusk/status/916397212891877376,44196397,2017-10-06 20:18:16+00:00,Fri Oct 06 20:18:16 +0000 2017,,,,
+5824,elonmusk,nextspaceflight,Or do you?,16,1004,19,916396499310751745,https://twitter.com/elonmusk/status/916396499310751745,44196397,2017-10-06 20:15:25+00:00,Fri Oct 06 20:15:25 +0000 2017,,,,
+5825,elonmusk,14agrim,High pain tolerance,175,2498,43,916396399482232832,https://twitter.com/elonmusk/status/916396399482232832,44196397,2017-10-06 20:15:02+00:00,Fri Oct 06 20:15:02 +0000 2017,,,,
+5826,elonmusk,Temeyers,"Semi specs are better than anything I've seen reported so far. Semi eng/design team work is aces, but other needs are greater right now.",51,949,23,916396250114670592,https://twitter.com/elonmusk/status/916396250114670592,44196397,2017-10-06 20:14:26+00:00,Fri Oct 06 20:14:26 +0000 2017,,,,
+5827,elonmusk,,Tesla Semi unveil now Nov 16. Diverting resources to fix Model 3 bottlenecks & increase battery production for Puerto Rico & other affected areas.,9175,52098,2027,916395155120205825,https://twitter.com/elonmusk/status/916395155120205825,44196397,2017-10-06 20:10:05+00:00,Fri Oct 06 20:10:05 +0000 2017,,,,
+5828,elonmusk,MacTechGenius,Not good. Sounds like some 3rd party installers are taking advantage of Powerwall demand >> supply. Taking action …,20,420,18,916376799466024960,https://twitter.com/elonmusk/status/916376799466024960,44196397,2017-10-06 18:57:09+00:00,Fri Oct 06 18:57:09 +0000 2017,,,,
+5829,elonmusk,ismailnathij,The internal Tesla Powerwall install team in PR is very small right now. Sending experienced installers from continental US to hire & train local team as fast as possible.,239,1294,99,916336207935635457,https://twitter.com/elonmusk/status/916336207935635457,44196397,2017-10-06 16:15:51+00:00,Fri Oct 06 16:15:51 +0000 2017,,,,
+5830,elonmusk,ismailnathij,"Tesla always charges the same price for a Powerwall (only taxes & shipping costs vary), so something is messed up here. I've asked my team to stop shipment to any installers charging excessive premiums.",152,1163,43,916333129928810496,https://twitter.com/elonmusk/status/916333129928810496,44196397,2017-10-06 16:03:37+00:00,Fri Oct 06 16:03:37 +0000 2017,,,,
+5831,elonmusk,ricardorossello,"Sounds good, I look forward to talking later today",808,8455,227,916319581337133056,https://twitter.com/elonmusk/status/916319581337133056,44196397,2017-10-06 15:09:47+00:00,Fri Oct 06 15:09:47 +0000 2017,,,,
+5832,elonmusk,ricardorossello,"I would be happy to talk. Hopefully, Tesla can be helpful.",1232,5340,257,916234148104118272,https://twitter.com/elonmusk/status/916234148104118272,44196397,2017-10-06 09:30:18+00:00,Fri Oct 06 09:30:18 +0000 2017,,,,
+5833,elonmusk,RickandMorty,"Hell yeah, with that crew, we will party like Escobar and Cobain wish they could've partied!!",1944,12010,282,916030871232176129,https://twitter.com/elonmusk/status/916030871232176129,44196397,2017-10-05 20:02:33+00:00,Thu Oct 05 20:02:33 +0000 2017,,,,
+5834,elonmusk,RickandMorty,We should definitely get a room ...,878,8363,69,916018504209383424,https://twitter.com/elonmusk/status/916018504209383424,44196397,2017-10-05 19:13:24+00:00,Thu Oct 05 19:13:24 +0000 2017,,,,
+5835,elonmusk,RickandMorty,"I know that closet is nice and warm, but it's time you admitted you are one of the creators of the next one. Everyone already knows and we will still love you just as much (almost).",677,7881,64,915990261938786304,https://twitter.com/elonmusk/status/915990261938786304,44196397,2017-10-05 17:21:11+00:00,Thu Oct 05 17:21:11 +0000 2017,,,,
+5836,elonmusk,LoganJastremski,I'm auditioning to be a roofing spokesmodel in the greater Reno area,223,5556,149,915988011602423808,https://twitter.com/elonmusk/status/915988011602423808,44196397,2017-10-05 17:12:14+00:00,Thu Oct 05 17:12:14 +0000 2017,,,,
+5837,elonmusk,RickandMorty,"The singularity for this level of the simulation is coming soon. I wonder what the levels above us look like. Good chance they are less interesting and deeper levels are better. So far, even our primitive sims are often more entertaining than reality itself.",2412,15632,160,915957815197319168,https://twitter.com/elonmusk/status/915957815197319168,44196397,2017-10-05 15:12:15+00:00,Thu Oct 05 15:12:15 +0000 2017,,,,
+5838,elonmusk,stapf,"The Tesla team has done this for many smaller islands around the world, but there is no scalability limit, so it can be done for Puerto Rico too. Such a decision would be in the hands of the PR govt, PUC, any commercial stakeholders and, most importantly, the people of PR.",9409,32592,1195,915939199718531072,https://twitter.com/elonmusk/status/915939199718531072,44196397,2017-10-05 13:58:17+00:00,Thu Oct 05 13:58:17 +0000 2017,,,,
+5839,elonmusk,RickandMorty,Final episode was disgustingly good,8905,55182,379,915831795446190085,https://twitter.com/elonmusk/status/915831795446190085,44196397,2017-10-05 06:51:30+00:00,Thu Oct 05 06:51:30 +0000 2017,,,,
+5840,elonmusk,,I believe I can fly,2478,13961,736,915774920541446144,https://twitter.com/elonmusk/status/915774920541446144,44196397,2017-10-05 03:05:29+00:00,Thu Oct 05 03:05:29 +0000 2017,,,,https://m.youtube.com/watch?v=ba7rRfKIHxU
+5841,elonmusk,,Aiming for two rocket landings in 48 hours this weekend https://www.instagram.com/p/BZzchfKg07f/,3270,23480,1009,915453138051768320,https://twitter.com/elonmusk/status/915453138051768320,44196397,2017-10-04 05:46:51+00:00,Wed Oct 04 05:46:51 +0000 2017,,,,https://www.instagram.com/p/BZzchfKg07f/
+5842,elonmusk,elonmusk,"It would need to refill to return, but it could get to Jupiter with low payload",44,562,42,914734726493102082,https://twitter.com/elonmusk/status/914734726493102082,44196397,2017-10-02 06:12:08+00:00,Mon Oct 02 06:12:08 +0000 2017,,,,
+5843,elonmusk,YasserHZain,Homes on Jupiter with solar-power *and* a Powerwall going right now for great price!,87,908,47,914734128427278336,https://twitter.com/elonmusk/status/914734128427278336,44196397,2017-10-02 06:09:45+00:00,Mon Oct 02 06:09:45 +0000 2017,,,,
+5844,elonmusk,MeltingIce,"Assuming max acceleration of 2 to 3 g's, but in a comfortable direction. Will feel like a mild to moderate amusement park ride on ascent and then smooth, peaceful & silent in zero gravity for most of the trip until landing.",261,2272,136,913775198423408640,https://twitter.com/elonmusk/status/913775198423408640,44196397,2017-09-29 14:39:19+00:00,Fri Sep 29 14:39:19 +0000 2017,,,,
+5845,elonmusk,bigajm,Yup :),16,430,22,913669661505544194,https://twitter.com/elonmusk/status/913669661505544194,44196397,2017-09-29 07:39:57+00:00,Fri Sep 29 07:39:57 +0000 2017,,,,
+5846,elonmusk,,Part 2 https://www.instagram.com/p/BZnZsxVAA6E/,2204,8036,420,913658652430671872,https://twitter.com/elonmusk/status/913658652430671872,44196397,2017-09-29 06:56:12+00:00,Fri Sep 29 06:56:12 +0000 2017,,,,https://www.instagram.com/p/BZnZsxVAA6E/
+5847,elonmusk,,Fly to most places on Earth in under 30 mins and anywhere in under 60. Cost per seat should be… https://www.instagram.com/p/BZnVfWxgdLe/,13853,38157,2526,913649379281534976,https://twitter.com/elonmusk/status/913649379281534976,44196397,2017-09-29 06:19:21+00:00,Fri Sep 29 06:19:21 +0000 2017,,,,https://www.instagram.com/p/BZnVfWxgdLe/
+5848,elonmusk,,BFR will take you anywhere on Earth in less than 60 mins,13358,26302,1535,913642747197743104,https://twitter.com/elonmusk/status/913642747197743104,44196397,2017-09-29 05:53:00+00:00,Fri Sep 29 05:53:00 +0000 2017,,,,https://m.youtube.com/watch?feature=youtu.be&v=zqE-ultsWt0
+5849,elonmusk,,Mars City Opposite of Earth. Dawn and dusk sky are blue on Mars and day sky is red. https://www.instagram.com/p/BZm_FXPg6YZ/,4210,17611,525,913600101460955141,https://twitter.com/elonmusk/status/913600101460955141,44196397,2017-09-29 03:03:32+00:00,Fri Sep 29 03:03:32 +0000 2017,,,,https://www.instagram.com/p/BZm_FXPg6YZ/
+5850,elonmusk,,Moon Base Alpha https://www.instagram.com/p/BZm88uhg1yN/,3379,14021,674,913595413546008576,https://twitter.com/elonmusk/status/913595413546008576,44196397,2017-09-29 02:44:55+00:00,Fri Sep 29 02:44:55 +0000 2017,,,,https://www.instagram.com/p/BZm88uhg1yN/
+5851,elonmusk,SpaceX,Will be announcing something really special at today's talk,4619,20981,562,913547943646580737,https://twitter.com/elonmusk/status/913547943646580737,44196397,2017-09-28 23:36:17+00:00,Thu Sep 28 23:36:17 +0000 2017,,,,https://twitter.com/spacex/status/913402931461873664
+5852,elonmusk,kevinroose,Just another day in the office,653,7313,123,913489555663269889,https://twitter.com/elonmusk/status/913489555663269889,44196397,2017-09-28 19:44:16+00:00,Thu Sep 28 19:44:16 +0000 2017,,,,
+5853,elonmusk,Fashionista_com,Congrats Mom! I love you.,475,9834,118,913265477073428480,https://twitter.com/elonmusk/status/913265477073428480,44196397,2017-09-28 04:53:52+00:00,Thu Sep 28 04:53:52 +0000 2017,,,,
+5854,elonmusk,,"Prev ideas for paying ~$10B dev cost incl. Kickstarter & collecting underpants, which turned out to be um... less lucrative than expected",1056,11055,613,912833915475386368,https://twitter.com/elonmusk/status/912833915475386368,44196397,2017-09-27 00:18:59+00:00,Wed Sep 27 00:18:59 +0000 2017,,,,
+5855,elonmusk,,Headed to Adelaide soon to describe new BFR planetary colonizer design in detail @IAC2017. This should be worth seeing. Design feels right.,1591,10330,431,912829943301754880,https://twitter.com/elonmusk/status/912829943301754880,44196397,2017-09-27 00:03:12+00:00,Wed Sep 27 00:03:12 +0000 2017,,@IAC2017,,
+5856,elonmusk,El_Deano,"Yes, I did :)",1860,19264,358,912649053334265856,https://twitter.com/elonmusk/status/912649053334265856,44196397,2017-09-26 12:04:25+00:00,Tue Sep 26 12:04:25 +0000 2017,,,,
+5857,elonmusk,,Good NYT article from several years ago about the value of fiction,1828,7506,264,912506866919288833,https://twitter.com/elonmusk/status/912506866919288833,44196397,2017-09-26 02:39:25+00:00,Tue Sep 26 02:39:25 +0000 2017,,,,https://mobile.nytimes.com/2012/03/18/opinion/sunday/the-neuroscience-of-your-brain-on-fiction.html
+5858,elonmusk,AdrianZorrillaC,Yes,28,622,18,912470245318656000,https://twitter.com/elonmusk/status/912470245318656000,44196397,2017-09-26 00:13:54+00:00,Tue Sep 26 00:13:54 +0000 2017,,,,
+5859,elonmusk,,Simulation of how the SpaceX Interplanetary Spaceship and Rocket design would work. Will be… https://www.instagram.com/p/BZdZdSZAtQf/,2693,11457,539,912469761686110209,https://twitter.com/elonmusk/status/912469761686110209,44196397,2017-09-26 00:11:58+00:00,Tue Sep 26 00:11:58 +0000 2017,,,,https://www.instagram.com/p/BZdZdSZAtQf/
+5860,elonmusk,Daimler,Good,609,6567,187,912384568790999040,https://twitter.com/elonmusk/status/912384568790999040,44196397,2017-09-25 18:33:27+00:00,Mon Sep 25 18:33:27 +0000 2017,,,,
+5861,elonmusk,,Major improvements & some unexpected applications to be unveiled on Friday at @IAC2017 in Australia,1510,10631,368,912259150175813633,https://twitter.com/elonmusk/status/912259150175813633,44196397,2017-09-25 10:15:05+00:00,Mon Sep 25 10:15:05 +0000 2017,,@IAC2017,,
+5862,elonmusk,,Presentation of @SpaceX Interplanetary Spaceship &amp; Rocket design from 2016,1211,6270,394,912258562293825541,https://twitter.com/elonmusk/status/912258562293825541,44196397,2017-09-25 10:12:44+00:00,Mon Sep 25 10:12:44 +0000 2017,,@SpaceX,,https://m.youtube.com/watch?feature=youtu.be&v=H7Uyfqi_TE8
+5863,elonmusk,USATODAYmoney,That's not a lot of money for a giant like Daimler/Mercedes. Wish they'd do more. Off by a zero.,3135,20828,626,912036765287845888,https://twitter.com/elonmusk/status/912036765287845888,44196397,2017-09-24 19:31:24+00:00,Sun Sep 24 19:31:24 +0000 2017,,,,
+5864,elonmusk,ActualSubham,"Don't give up if the cause is important enough, even if you believe you are walking into doom. Good friends really matter.",3911,17319,256,910540337935826944,https://twitter.com/elonmusk/status/910540337935826944,44196397,2017-09-20 16:25:08+00:00,Wed Sep 20 16:25:08 +0000 2017,,,,
+5865,elonmusk,JimHeaney,"Absolutely. Moreover, we expect to expand the facility significantly over time.",88,1555,69,910180847814197248,https://twitter.com/elonmusk/status/910180847814197248,44196397,2017-09-19 16:36:39+00:00,Tue Sep 19 16:36:39 +0000 2017,,,,
+5866,elonmusk,Richwsadler,Does my hivemind count as me?,382,9288,276,908937508884332544,https://twitter.com/elonmusk/status/908937508884332544,44196397,2017-09-16 06:16:04+00:00,Sat Sep 16 06:16:04 +0000 2017,,,,
+5867,elonmusk,Bobby_Gupta,Def not ok. Just sent a reminder to Tesla stores that we just want people to look forward to their next visit. That's what really matters.,396,10061,207,908877302418726912,https://twitter.com/elonmusk/status/908877302418726912,44196397,2017-09-16 02:16:49+00:00,Sat Sep 16 02:16:49 +0000 2017,,,,
+5868,elonmusk,rishabagrwl2013,In discussions with national govt. Just need a temporary reprieve on local content requirements until we can build a factory in India.,114,591,49,908849937848221696,https://twitter.com/elonmusk/status/908849937848221696,44196397,2017-09-16 00:28:05+00:00,Sat Sep 16 00:28:05 +0000 2017,,,,
+5869,elonmusk,JayCruicks_ATC,What if we just made a mini version of the Tesla Semi?,66,767,112,908847858509479936,https://twitter.com/elonmusk/status/908847858509479936,44196397,2017-09-16 00:19:49+00:00,Sat Sep 16 00:19:49 +0000 2017,,,,
+5870,elonmusk,bonnienorman,Of course :),32,1413,28,908715328112271360,https://twitter.com/elonmusk/status/908715328112271360,44196397,2017-09-15 15:33:11+00:00,Fri Sep 15 15:33:11 +0000 2017,,,,
+5871,elonmusk,,High res version at,2361,8659,456,908254739825025025,https://twitter.com/elonmusk/status/908254739825025025,44196397,2017-09-14 09:02:59+00:00,Thu Sep 14 09:02:59 +0000 2017,,,,https://youtu.be/bvim4rsNHkQ
+5872,elonmusk,jovanik21,Most of it,29,1047,32,908254645809692672,https://twitter.com/elonmusk/status/908254645809692672,44196397,2017-09-14 09:02:36+00:00,Thu Sep 14 09:02:36 +0000 2017,,,,
+5873,elonmusk,,"Long road to reusabity of Falcon 9 primary boost stage…When upper stage & fairing also reusable, costs will drop by a factor >100.",9319,30953,927,908254079092002816,https://twitter.com/elonmusk/status/908254079092002816,44196397,2017-09-14 09:00:21+00:00,Thu Sep 14 09:00:21 +0000 2017,,,,
+5874,elonmusk,simcrook,Actually ... yes,21,455,20,908163652661927937,https://twitter.com/elonmusk/status/908163652661927937,44196397,2017-09-14 03:01:02+00:00,Thu Sep 14 03:01:02 +0000 2017,,,,
+5875,elonmusk,,Tesla Semi truck unveil & test ride tentatively scheduled for Oct 26th in Hawthorne. Worth seeing this beast in person. It's unreal.,14265,69286,1805,908108029777686528,https://twitter.com/elonmusk/status/908108029777686528,44196397,2017-09-13 23:20:00+00:00,Wed Sep 13 23:20:00 +0000 2017,,,,
+5876,elonmusk,SmileSimplify,Promise to be as boring as possible!,120,2320,65,908073465319587840,https://twitter.com/elonmusk/status/908073465319587840,44196397,2017-09-13 21:02:39+00:00,Wed Sep 13 21:02:39 +0000 2017,,,,
+5877,elonmusk,hohocho,Yes,215,4022,135,907483778603294720,https://twitter.com/elonmusk/status/907483778603294720,44196397,2017-09-12 05:59:27+00:00,Tue Sep 12 05:59:27 +0000 2017,,,,
+5878,elonmusk,_vinouz_,Exactly,12,182,12,907407613930827777,https://twitter.com/elonmusk/status/907407613930827777,44196397,2017-09-12 00:56:48+00:00,Tue Sep 12 00:56:48 +0000 2017,,,,
+5879,elonmusk,,Astronaut spacesuit next to Crew Dragon https://www.instagram.com/p/BYyvO2WA3Ra/,4050,17917,1265,906274454946402304,https://twitter.com/elonmusk/status/906274454946402304,44196397,2017-09-08 21:54:02+00:00,Fri Sep 08 21:54:02 +0000 2017,,,,https://www.instagram.com/p/BYyvO2WA3Ra/
+5880,elonmusk,elonmusk,"Fun, exciting tweets coming soon!",49,743,106,904764676118011905,https://twitter.com/elonmusk/status/904764676118011905,44196397,2017-09-04 17:54:43+00:00,Mon Sep 04 17:54:43 +0000 2017,,,,
+5881,elonmusk,SmileSimplify,Sorry about that. You're right. I was depressing myself too :(,21,458,52,904764437281685504,https://twitter.com/elonmusk/status/904764437281685504,44196397,2017-09-04 17:53:46+00:00,Mon Sep 04 17:53:46 +0000 2017,,,,
+5882,elonmusk,AndrewKemendo,"Govts don't need to follow normal laws. They will obtain AI developed by companies at gunpoint, if necessary.",821,2211,207,904656511334354948,https://twitter.com/elonmusk/status/904656511334354948,44196397,2017-09-04 10:44:54+00:00,Mon Sep 04 10:44:54 +0000 2017,,,,
+5883,elonmusk,madlysurreal,Should be low on our list of concerns for civilizational existential risk. NK has no entangling alliances that wd polarize world into war.,106,685,48,904641970349285376,https://twitter.com/elonmusk/status/904641970349285376,44196397,2017-09-04 09:47:07+00:00,Mon Sep 04 09:47:07 +0000 2017,,,,
+5884,elonmusk,SethicusGP,"NK launching a nuclear missile would be suicide for their leadership, as SK, US and China wd invade and end the regime immediately",198,1093,73,904640183932301312,https://twitter.com/elonmusk/status/904640183932301312,44196397,2017-09-04 09:40:01+00:00,Mon Sep 04 09:40:01 +0000 2017,,,,
+5885,elonmusk,,"May be initiated not by the country leaders, but one of the AI's, if it decides that a prepemptive strike is most probable path to victory",1561,5453,545,904639405440323585,https://twitter.com/elonmusk/status/904639405440323585,44196397,2017-09-04 09:36:56+00:00,Mon Sep 04 09:36:56 +0000 2017,,,,
+5886,elonmusk,,"China, Russia, soon all countries w strong computer science. Competition for AI superiority at national level most likely cause of WW3 imo.",16986,43719,3726,904638455761612800,https://twitter.com/elonmusk/status/904638455761612800,44196397,2017-09-04 09:33:09+00:00,Mon Sep 04 09:33:09 +0000 2017,,,,
+5887,elonmusk,,Zeroth Law,26,545,32,904633522161278977,https://twitter.com/elonmusk/status/904633522161278977,44196397,2017-09-04 09:13:33+00:00,Mon Sep 04 09:13:33 +0000 2017,,,,
+5888,elonmusk,verge,It begins ...,33276,81369,2373,904633084309422080,https://twitter.com/elonmusk/status/904633084309422080,44196397,2017-09-04 09:11:49+00:00,Mon Sep 04 09:11:49 +0000 2017,,,,https://twitter.com/verge/status/904628400748421122
+5889,elonmusk,,"Putting together SpaceX rocket landing blooper reel. We messed up a lot before it finally worked, but there's some epic explosion footage …",5043,41044,1193,903333005527093248,https://twitter.com/elonmusk/status/903333005527093248,44196397,2017-08-31 19:05:46+00:00,Thu Aug 31 19:05:46 +0000 2017,,,,
+5890,elonmusk,Ultraroths,"Not a bad idea. For sure, it makes sense to test AI for safety in some kind of open world / sandbox virtual world.",119,2280,123,903332343108091904,https://twitter.com/elonmusk/status/903332343108091904,44196397,2017-08-31 19:03:08+00:00,Thu Aug 31 19:03:08 +0000 2017,,,,
+5891,elonmusk,DMC_Ryan,In about six months or so. Linked to dual motor config.,80,1406,71,903132822700867586,https://twitter.com/elonmusk/status/903132822700867586,44196397,2017-08-31 05:50:18+00:00,Thu Aug 31 05:50:18 +0000 2017,,,,
+5892,elonmusk,,We took the SpaceX/Tesla Hyperloop pusher pod for a spin by itself a few days ago to see what it… https://www.instagram.com/p/BYckipugds5/,2075,18115,377,903129182397374464,https://twitter.com/elonmusk/status/903129182397374464,44196397,2017-08-31 05:35:51+00:00,Thu Aug 31 05:35:51 +0000 2017,,,,https://www.instagram.com/p/BYckipugds5/
+5893,elonmusk,eKanishka,Tunnels are sealed to 5 atmospheres of water & gas pressure. Just need walls around the apertures.,17,234,19,903120412007047169,https://twitter.com/elonmusk/status/903120412007047169,44196397,2017-08-31 05:01:00+00:00,Thu Aug 31 05:01:00 +0000 2017,,,,
+5894,elonmusk,ChaseBlackmon1,"Not sure, but probably",131,2998,130,902913054723022850,https://twitter.com/elonmusk/status/902913054723022850,44196397,2017-08-30 15:17:02+00:00,Wed Aug 30 15:17:02 +0000 2017,,,,
+5895,elonmusk,nickg_uk,Feature coming soon,44,659,76,902912866335956994,https://twitter.com/elonmusk/status/902912866335956994,44196397,2017-08-30 15:16:17+00:00,Wed Aug 30 15:16:17 +0000 2017,,,,
+5896,elonmusk,AdolfOosthuizen,"They're so real. Anyone going to that much trouble must really care. I'd gladly follow their commands, but they're so friggin obtuse …",110,1435,51,902810547384496128,https://twitter.com/elonmusk/status/902810547384496128,44196397,2017-08-30 08:29:42+00:00,Wed Aug 30 08:29:42 +0000 2017,,,,
+5897,elonmusk,GraduateMonkey,That's pretty much why we did it,123,2774,57,902801948944031744,https://twitter.com/elonmusk/status/902801948944031744,44196397,2017-08-30 07:55:32+00:00,Wed Aug 30 07:55:32 +0000 2017,,,,
+5898,elonmusk,,"Worth reading Life 3.0 by @Tegmark. AI will be the best or worst thing ever for humanity, so let’s get it right.",3523,15188,881,902452162625544193,https://twitter.com/elonmusk/status/902452162625544193,44196397,2017-08-29 08:45:36+00:00,Tue Aug 29 08:45:36 +0000 2017,,@tegmark,,https://www.amazon.com/Life-3-0-Being-Artificial-Intelligence/dp/1101946598
+5899,elonmusk,bryanclark,Hyperloop (near) vacuum tube runs parallel to SpaceX on Jack Northrop Blvd. It is 0.8 miles long and just under 6 ft in diameter.,83,1667,60,902241473311105024,https://twitter.com/elonmusk/status/902241473311105024,44196397,2017-08-28 18:48:24+00:00,Mon Aug 28 18:48:24 +0000 2017,,,,
+5900,elonmusk,elonmusk,"To be clear, a Hyperloop passenger version wouldn't have intense light strobe effect (just for testing), nor uncomfortable acceleration",1163,13855,826,902206719094169600,https://twitter.com/elonmusk/status/902206719094169600,44196397,2017-08-28 16:30:18+00:00,Mon Aug 28 16:30:18 +0000 2017,,,,
+5901,elonmusk,madlysurreal,Brakes,2962,19370,188,902088566494314496,https://twitter.com/elonmusk/status/902088566494314496,44196397,2017-08-28 08:40:48+00:00,Mon Aug 28 08:40:48 +0000 2017,,,,
+5902,elonmusk,elonmusk,,40,378,38,902088347840950274,https://twitter.com/elonmusk/status/902088347840950274,44196397,2017-08-28 08:39:56+00:00,Mon Aug 28 08:39:56 +0000 2017,,,,https://m.youtube.com/watch?v=DNkKCFaqib8
+5903,elonmusk,,Will run the SpaceX pusher sled later this week and see what it can do,731,8991,385,902087339010211840,https://twitter.com/elonmusk/status/902087339010211840,44196397,2017-08-28 08:35:56+00:00,Mon Aug 28 08:35:56 +0000 2017,,,,
+5904,elonmusk,newscientist,"Moon base alpha (cheesy show, but I loved it) plus Mars",82,1516,49,902086852152254464,https://twitter.com/elonmusk/status/902086852152254464,44196397,2017-08-28 08:34:00+00:00,Mon Aug 28 08:34:00 +0000 2017,,,,
+5905,elonmusk,elonmusk,"Not that this is remotely equiv to man on the moon, but there is a world of difference between talking about some random idea and doing it",55,784,17,902078189891026945,https://twitter.com/elonmusk/status/902078189891026945,44196397,2017-08-28 07:59:34+00:00,Mon Aug 28 07:59:34 +0000 2017,,,,
+5906,elonmusk,bfslandinglegs,"Actually, no, his architecture was different. Also, thinking of going to the moon and actually going to the moon are not the same thing.",30,720,17,902077101334904834,https://twitter.com/elonmusk/status/902077101334904834,44196397,2017-08-28 07:55:15+00:00,Mon Aug 28 07:55:15 +0000 2017,,,,
+5907,elonmusk,,Hyperloop pod run by team WARR,44024,122689,3136,902039243601485824,https://twitter.com/elonmusk/status/902039243601485824,44196397,2017-08-28 05:24:49+00:00,Mon Aug 28 05:24:49 +0000 2017,,,,
+5908,elonmusk,Excellion,"The AI could def find us there, but maybe it won't care",17,295,20,902036110129250304,https://twitter.com/elonmusk/status/902036110129250304,44196397,2017-08-28 05:12:22+00:00,Mon Aug 28 05:12:22 +0000 2017,,,,
+5909,elonmusk,,A Model S in The Boring Company tunnel being dug under Los Angeles (starting in Hawthorne) https://www.instagram.com/p/BYUeGjmAh8N/,930,6640,277,902033084115283968,https://twitter.com/elonmusk/status/902033084115283968,44196397,2017-08-28 05:00:20+00:00,Mon Aug 28 05:00:20 +0000 2017,,,,https://www.instagram.com/p/BYUeGjmAh8N/
+5910,elonmusk,PiPrefer,"Yes, it is",10,424,16,902005089300242432,https://twitter.com/elonmusk/status/902005089300242432,44196397,2017-08-28 03:09:06+00:00,Mon Aug 28 03:09:06 +0000 2017,,,,
+5911,elonmusk,JRoque250,A tiny one,11,365,16,901984719444688896,https://twitter.com/elonmusk/status/901984719444688896,44196397,2017-08-28 01:48:09+00:00,Mon Aug 28 01:48:09 +0000 2017,,,,
+5912,elonmusk,elonmusk,"Btw, high accel only needed because tube is short. For passenger transport, this can be spread over 20+ miles, so no spilt drinks.",802,11444,376,901984394264494080,https://twitter.com/elonmusk/status/901984394264494080,44196397,2017-08-28 01:46:52+00:00,Mon Aug 28 01:46:52 +0000 2017,,,,
+5913,elonmusk,Freewill404,"No such thing as true vacuum, so actually yes",11,328,7,901975117797851137,https://twitter.com/elonmusk/status/901975117797851137,44196397,2017-08-28 01:10:00+00:00,Mon Aug 28 01:10:00 +0000 2017,,,,
+5914,elonmusk,cbotnyse,Call it ~800mph,40,727,38,901970991332564992,https://twitter.com/elonmusk/status/901970991332564992,44196397,2017-08-28 00:53:36+00:00,Mon Aug 28 00:53:36 +0000 2017,,,,
+5915,elonmusk,,"Might be possible to go supersonic in our test Hyperloop tube, even though it's only 0.8 miles long. Very high accel/decel needed …",2835,22920,1376,901970722343444480,https://twitter.com/elonmusk/status/901970722343444480,44196397,2017-08-28 00:52:32+00:00,Mon Aug 28 00:52:32 +0000 2017,,,,
+5916,elonmusk,,"Congratulations to WARR team from Tech Univ Munich for winning 2nd @Hyperloop competition! Peak speed of 324 km/h, which is over 200 mph!!",1475,9214,195,901965739745148929,https://twitter.com/elonmusk/status/901965739745148929,44196397,2017-08-28 00:32:44+00:00,Mon Aug 28 00:32:44 +0000 2017,,@Hyperloop,,
+5917,elonmusk,,Just arrived at the @Hyperloop competition final. Student teams have amazing talent!,776,10213,174,901930363118747650,https://twitter.com/elonmusk/status/901930363118747650,44196397,2017-08-27 22:12:10+00:00,Sun Aug 27 22:12:10 +0000 2017,,@Hyperloop,,
+5918,elonmusk,TweetofOMAR,I hope they and any others trying to advance transport technology succeed,31,668,12,901929826918981636,https://twitter.com/elonmusk/status/901929826918981636,44196397,2017-08-27 22:10:02+00:00,Sun Aug 27 22:10:02 +0000 2017,,,,
+5919,elonmusk,SmileSimplify,"Exactly. Wouldn't let anyone invest more than a token amount in early rounds of SpaceX and Tesla, as the probability of failure was >90%.",20,296,14,901904930071609345,https://twitter.com/elonmusk/status/901904930071609345,44196397,2017-08-27 20:31:06+00:00,Sun Aug 27 20:31:06 +0000 2017,,,,
+5920,elonmusk,,https://amp.theguardian.com/environment/climate-consensus-97-per-cent/2017/aug/07/fossil-fuel-subsidies-are-a-staggering-5-tn-per-year,4198,8814,393,901904354126520321,https://twitter.com/elonmusk/status/901904354126520321,44196397,2017-08-27 20:28:49+00:00,Sun Aug 27 20:28:49 +0000 2017,,,,https://amp.theguardian.com/environment/climate-consensus-97-per-cent/2017/aug/07/fossil-fuel-subsidies-are-a-staggering-5-tn-per-year
+5921,elonmusk,SU3UR3ANLegend,"Sorry! Coming next year, along with completing the Trans-Canada Highway and interconnecting US, Mexico and Central America.",189,2741,79,901903526061907969,https://twitter.com/elonmusk/status/901903526061907969,44196397,2017-08-27 20:25:31+00:00,Sun Aug 27 20:25:31 +0000 2017,,,,
+5922,elonmusk,elonmusk,"Funny thing is, whenever I suggest all companies go to zero incentives, room gets very quiet. That's because others get a lot more than us.",60,496,9,901902674853068802,https://twitter.com/elonmusk/status/901902674853068802,44196397,2017-08-27 20:22:08+00:00,Sun Aug 27 20:22:08 +0000 2017,,,,
+5923,elonmusk,bobbyblackstock,Literally zero incentive laws were put into place by my companies. Zero. Others put them in place. Happy to go to zero incentives for all.,38,409,5,901902181657448448,https://twitter.com/elonmusk/status/901902181657448448,44196397,2017-08-27 20:20:11+00:00,Sun Aug 27 20:20:11 +0000 2017,,,,
+5924,elonmusk,,I'm not an investor. Just believe in putting money into my own companies. Don't think the OPM approach is right.,198,2776,62,901889875867205632,https://twitter.com/elonmusk/status/901889875867205632,44196397,2017-08-27 19:31:17+00:00,Sun Aug 27 19:31:17 +0000 2017,,,,
+5925,elonmusk,SmileSimplify,"The latter. There are pretty long gaps between each team run, so livestream is not the way to go.",8,259,15,901887665662025728,https://twitter.com/elonmusk/status/901887665662025728,44196397,2017-08-27 19:22:30+00:00,Sun Aug 27 19:22:30 +0000 2017,,,,
+5926,elonmusk,,"From last year, but still my favorite video of the Falcon 9 rocket booster returning from space… https://www.instagram.com/p/BYTrSaHgS-Z/",1496,8157,455,901875780556226560,https://twitter.com/elonmusk/status/901875780556226560,44196397,2017-08-27 18:35:16+00:00,Sun Aug 27 18:35:16 +0000 2017,,,,https://www.instagram.com/p/BYTrSaHgS-Z/
+5927,elonmusk,,SpaceX and The Boring Company are running the Hyperloop competition,25,378,14,901871305124864000,https://twitter.com/elonmusk/status/901871305124864000,44196397,2017-08-27 18:17:29+00:00,Sun Aug 27 18:17:29 +0000 2017,,,,
+5928,elonmusk,Techmeme,"Tesla does not really have ""TTunes"". That's a joke.",103,1098,60,901238166237069313,https://twitter.com/elonmusk/status/901238166237069313,44196397,2017-08-26 00:21:37+00:00,Sat Aug 26 00:21:37 +0000 2017,,,,
+5929,elonmusk,kateconger,"Will be hanging with my little chum, Gary, on Sunday",29,1122,38,901236337281454081,https://twitter.com/elonmusk/status/901236337281454081,44196397,2017-08-26 00:14:21+00:00,Sat Aug 26 00:14:21 +0000 2017,,,,
+5930,elonmusk,RolfeWinkler,Let me check on that for you. Found the answer right here: ,64,503,37,901162747865333760,https://twitter.com/elonmusk/status/901162747865333760,44196397,2017-08-25 19:21:56+00:00,Fri Aug 25 19:21:56 +0000 2017,,,,
+5931,elonmusk,alexeheath,It was misinterpreted by Rolfe at WSJ as a fundraising effort. Neuralink is not seeking investors.,15,229,14,901162339663175680,https://twitter.com/elonmusk/status/901162339663175680,44196397,2017-08-25 19:20:19+00:00,Fri Aug 25 19:20:19 +0000 2017,,,,
+5932,elonmusk,techbizn,WSJ has been laboriously negative for over a decade. I'm surprised they haven't bored their readers to death by now.,62,425,33,901161712950272000,https://twitter.com/elonmusk/status/901161712950272000,44196397,2017-08-25 19:17:49+00:00,Fri Aug 25 19:17:49 +0000 2017,,,,
+5933,elonmusk,RolfeWinkler,Neuralink is not raising money,30,272,22,901160950564216832,https://twitter.com/elonmusk/status/901160950564216832,44196397,2017-08-25 19:14:48+00:00,Fri Aug 25 19:14:48 +0000 2017,,,,
+5934,elonmusk,elonmusk,"Max recovered booster velocity was Mach 7.9 (BulgarianSat). Energy is velocity squared, so this is a bigger difference than it appears",522,6383,304,900994666660626432,https://twitter.com/elonmusk/status/900994666660626432,44196397,2017-08-25 08:14:02+00:00,Fri Aug 25 08:14:02 +0000 2017,,,,
+5935,elonmusk,elonmusk,"Max velocity: Mach 6.9 Max altitude: 247 km Highest so far, but velocity matters much more",863,9153,237,900958153533042689,https://twitter.com/elonmusk/status/900958153533042689,44196397,2017-08-25 05:48:57+00:00,Fri Aug 25 05:48:57 +0000 2017,,,,
+5936,elonmusk,rupertdance,Probably 2m or so,10,327,13,900954066292924417,https://twitter.com/elonmusk/status/900954066292924417,44196397,2017-08-25 05:32:42+00:00,Fri Aug 25 05:32:42 +0000 2017,,,,
+5937,elonmusk,VoltzCoreAudio,Exactly. Yeah.,13,435,11,900953175594639360,https://twitter.com/elonmusk/status/900953175594639360,44196397,2017-08-25 05:29:10+00:00,Fri Aug 25 05:29:10 +0000 2017,,,,
+5938,elonmusk,sroalf,Intentionally? Yes,7,273,13,900952880118603777,https://twitter.com/elonmusk/status/900952880118603777,44196397,2017-08-25 05:28:00+00:00,Fri Aug 25 05:28:00 +0000 2017,,,,
+5939,elonmusk,_HarshilShah,It is approximately the size of a carrot,66,921,37,900952521560121350,https://twitter.com/elonmusk/status/900952521560121350,44196397,2017-08-25 05:26:34+00:00,Fri Aug 25 05:26:34 +0000 2017,,,,
+5940,elonmusk,elonmusk,Touchdown: Vertical Velocity (m/s): -1.47 Lateral Velocity (m/s): -0.15 Tilt (deg): 0.40 ​ Lateral position: 0.7m from target center,1363,13200,413,900951975671373824,https://twitter.com/elonmusk/status/900951975671373824,44196397,2017-08-25 05:24:24+00:00,Fri Aug 25 05:24:24 +0000 2017,,,,
+5941,elonmusk,,Falcon 9 boost stage on droneship Just Read the Instructions,4223,29742,736,900947535358967808,https://twitter.com/elonmusk/status/900947535358967808,44196397,2017-08-25 05:06:45+00:00,Fri Aug 25 05:06:45 +0000 2017,,,,
+5942,elonmusk,,"A midnight amendment, followed by a vigorously opposed subpoena. Someone has been naughty …",1573,9674,597,900466867659198464,https://twitter.com/elonmusk/status/900466867659198464,44196397,2017-08-23 21:16:45+00:00,Wed Aug 23 21:16:45 +0000 2017,,,,https://cleantechnica.com/2017/08/22/tesla-wins-battle-war-michigan/
+5943,elonmusk,vorbildgroup,I played those games :),91,1194,31,900461716617674752,https://twitter.com/elonmusk/status/900461716617674752,44196397,2017-08-23 20:56:17+00:00,Wed Aug 23 20:56:17 +0000 2017,,,,
+5944,elonmusk,DiscoverMag,"That's a SpaceX engineer in there, not me",408,7543,234,900429498838994944,https://twitter.com/elonmusk/status/900429498838994944,44196397,2017-08-23 18:48:16+00:00,Wed Aug 23 18:48:16 +0000 2017,,,,
+5945,elonmusk,DragTimes,New Model X SUV now faster than a $500k Lamborghini,9329,34328,1176,900413265313792000,https://twitter.com/elonmusk/status/900413265313792000,44196397,2017-08-23 17:43:45+00:00,Wed Aug 23 17:43:45 +0000 2017,,,,https://twitter.com/dragtimes/status/899112325457874944
+5946,elonmusk,KonstDubbed,"Yeah. It's kinda disgusting, but my boys and I love it :)",1233,11028,106,900376843210981378,https://twitter.com/elonmusk/status/900376843210981378,44196397,2017-08-23 15:19:02+00:00,Wed Aug 23 15:19:02 +0000 2017,,,,
+5947,elonmusk,,First picture of SpaceX spacesuit. More in days to follow. Worth noting that this actually works… https://www.instagram.com/p/BYIPmEFAIIn/,10247,32189,1276,900363626841812992,https://twitter.com/elonmusk/status/900363626841812992,44196397,2017-08-23 14:26:31+00:00,Wed Aug 23 14:26:31 +0000 2017,,,,https://www.instagram.com/p/BYIPmEFAIIn/
+5948,elonmusk,,"I would say that @TheOnion is the greatest publication in the history of all conscious beings, living or dead",170,1258,59,899923514576084992,https://twitter.com/elonmusk/status/899923514576084992,44196397,2017-08-22 09:17:40+00:00,Tue Aug 22 09:17:40 +0000 2017,,@TheOnion,,
+5949,elonmusk,ricky_errera,"I'm not the CEO of Ball Mason Jars. Also, not judging …",18,485,23,899917256372633600,https://twitter.com/elonmusk/status/899917256372633600,44196397,2017-08-22 08:52:48+00:00,Tue Aug 22 08:52:48 +0000 2017,,,,
+5950,elonmusk,,Was at a friend's party this weekend and drank wine from a mason jar,612,4656,688,899916632830525440,https://twitter.com/elonmusk/status/899916632830525440,44196397,2017-08-22 08:50:19+00:00,Tue Aug 22 08:50:19 +0000 2017,,,,http://www.theonion.com/blogpost/were-going-to-enjoy-this-cocaine-fueled-mason-jar--36779
+5951,elonmusk,brijwaasi,I can't hide the truth any more …,5375,33285,473,899872164106481664,https://twitter.com/elonmusk/status/899872164106481664,44196397,2017-08-22 05:53:37+00:00,Tue Aug 22 05:53:37 +0000 2017,,,,
+5952,elonmusk,theafterpipe,Yes :),55,1642,24,899701180674187265,https://twitter.com/elonmusk/status/899701180674187265,44196397,2017-08-21 18:34:11+00:00,Mon Aug 21 18:34:11 +0000 2017,,,,
+5953,elonmusk,,Watching eclipse with sunglasses on through the Model S glass roof. Wow!,4050,41370,1309,899682569951760384,https://twitter.com/elonmusk/status/899682569951760384,44196397,2017-08-21 17:20:14+00:00,Mon Aug 21 17:20:14 +0000 2017,,,,
+5954,elonmusk,,SpaceX rocket factory as seen from space https://www.instagram.com/p/BYCjs0bgmNl/,1156,9147,384,899490321431764992,https://twitter.com/elonmusk/status/899490321431764992,44196397,2017-08-21 04:36:19+00:00,Mon Aug 21 04:36:19 +0000 2017,,,,https://www.instagram.com/p/BYCjs0bgmNl/
+5955,elonmusk,gjgeerinckx,"Yeah, but not a priority right now",57,2151,69,899224620510830592,https://twitter.com/elonmusk/status/899224620510830592,44196397,2017-08-20 11:00:30+00:00,Sun Aug 20 11:00:30 +0000 2017,,,,
+5956,elonmusk,CryptoEcon_Li,I'm not coming for anything. Just digging some tunnels and might draw a vacuum on some of them.,25,414,26,899215699389759488,https://twitter.com/elonmusk/status/899215699389759488,44196397,2017-08-20 10:25:04+00:00,Sun Aug 20 10:25:04 +0000 2017,,,,
+5957,elonmusk,dfchil,"We are going to move all info and settings to the ""cloud"" (aka server) so any Tesla you drive in the world automatically adjusts to you",933,7848,234,899215300901519360,https://twitter.com/elonmusk/status/899215300901519360,44196397,2017-08-20 10:23:29+00:00,Sun Aug 20 10:23:29 +0000 2017,,,,
+5958,elonmusk,,Pics of SpaceX spacesuit developed for NASA commercial crew program coming out next week. Undergoing ocean landing mobility/safety tests.,3954,28712,635,899075756508065793,https://twitter.com/elonmusk/status/899075756508065793,44196397,2017-08-20 01:08:59+00:00,Sun Aug 20 01:08:59 +0000 2017,,,,
+5959,elonmusk,mbianchi,Totally agree. This was a foolish oversight.,6,299,18,899018076867272704,https://twitter.com/elonmusk/status/899018076867272704,44196397,2017-08-19 21:19:47+00:00,Sat Aug 19 21:19:47 +0000 2017,,,,
+5960,elonmusk,WillFealey,At some point. Features are prioritized by importance * number of owners likely to benefit.,28,830,31,899017770787979265,https://twitter.com/elonmusk/status/899017770787979265,44196397,2017-08-19 21:18:34+00:00,Sat Aug 19 21:18:34 +0000 2017,,,,
+5961,elonmusk,Dem0ney,Yeah. That's been on the future feature list for a while. Need to make sure rain sensor doesn't false positive or drain battery.,142,3628,127,899017475366412288,https://twitter.com/elonmusk/status/899017475366412288,44196397,2017-08-19 21:17:23+00:00,Sat Aug 19 21:17:23 +0000 2017,,,,
+5962,elonmusk,_jeffreyr,Will prob do something like that,4,176,8,899015841160679424,https://twitter.com/elonmusk/status/899015841160679424,44196397,2017-08-19 21:10:54+00:00,Sat Aug 19 21:10:54 +0000 2017,,,,
+5963,elonmusk,RanRinBC,Problem is possible impact on curbs or ground objects with the car itself or door swing arc,7,179,8,899003841001037824,https://twitter.com/elonmusk/status/899003841001037824,44196397,2017-08-19 20:23:13+00:00,Sat Aug 19 20:23:13 +0000 2017,,,,
+5964,elonmusk,andrewket,"Will do. Also, we need to make it a lot easier to adjust the headrest.",46,2119,68,898997621158690816,https://twitter.com/elonmusk/status/898997621158690816,44196397,2017-08-19 19:58:30+00:00,Sat Aug 19 19:58:30 +0000 2017,,,,
+5965,elonmusk,Cupen_Ames,"Yeah, it should probably automatically adjust to the user config of whoever is closest to a given door when the handle is touched",29,418,47,898782234701737984,https://twitter.com/elonmusk/status/898782234701737984,44196397,2017-08-19 05:42:37+00:00,Sat Aug 19 05:42:37 +0000 2017,,,,
+5966,elonmusk,pjfranks1509,Good point. We will add that to all cars in one of the upcoming software releases.,463,8829,273,898713949125787650,https://twitter.com/elonmusk/status/898713949125787650,44196397,2017-08-19 01:11:17+00:00,Sat Aug 19 01:11:17 +0000 2017,,,,
+5967,elonmusk,therobcrawford,I love Kermit,3083,25958,184,898659784307515392,https://twitter.com/elonmusk/status/898659784307515392,44196397,2017-08-18 21:36:03+00:00,Fri Aug 18 21:36:03 +0000 2017,,,,
+5968,elonmusk,elonmusk,"But you can check it out on @9GAGTweets. Btw, this isn't a video, like cliff diving or fake rocket landings, that matters if it's reversed.",145,2235,146,898523896952922113,https://twitter.com/elonmusk/status/898523896952922113,44196397,2017-08-18 12:36:05+00:00,Fri Aug 18 12:36:05 +0000 2017,,@9GAGTweets,,
+5969,elonmusk,elonmusk,Wigs me out too much. Deleting ...,121,2248,209,898522857847652353,https://twitter.com/elonmusk/status/898522857847652353,44196397,2017-08-18 12:31:57+00:00,Fri Aug 18 12:31:57 +0000 2017,,,,
+5970,elonmusk,PatricknLA,"Yes, just that the permitting process is slow",29,600,36,897234747025313793,https://twitter.com/elonmusk/status/897234747025313793,44196397,2017-08-14 23:13:28+00:00,Mon Aug 14 23:13:28 +0000 2017,,,,
+5971,elonmusk,Schmidtlaxer,I want one too!,28,795,53,897234526945988608,https://twitter.com/elonmusk/status/897234526945988608,44196397,2017-08-14 23:12:35+00:00,Mon Aug 14 23:12:35 +0000 2017,,,,
+5972,elonmusk,ElectrekCo,"Tesla Powerwalls can support houses of any size, but the cool thing is we can tow this house around with a Model X!",4358,22104,1130,897232757629173760,https://twitter.com/elonmusk/status/897232757629173760,44196397,2017-08-14 23:05:33+00:00,Mon Aug 14 23:05:33 +0000 2017,,,,https://twitter.com/electrekco/status/896912532031590401
+5973,elonmusk,elonmusk,"The danger is def high for South Korea, due to proximity, but much less for distant targets like the US. SK anti-missile tech is excellent.",36,383,24,897223001631899648,https://twitter.com/elonmusk/status/897223001631899648,44196397,2017-08-14 22:26:47+00:00,Mon Aug 14 22:26:47 +0000 2017,,,,
+5974,elonmusk,neddesmond,"We certainly could, but, while not suggesting complacency, I'm confident that the US DoD and intelligence orgs have this covered",175,2727,65,897221108704751616,https://twitter.com/elonmusk/status/897221108704751616,44196397,2017-08-14 22:19:16+00:00,Mon Aug 14 22:19:16 +0000 2017,,,,
+5975,elonmusk,SpaceX,12th mission of our Dragon robotic space freighter in support of the @NASA @Space_Station,2078,14050,533,897142164731199488,https://twitter.com/elonmusk/status/897142164731199488,44196397,2017-08-14 17:05:34+00:00,Mon Aug 14 17:05:34 +0000 2017,,@NASA @Space_Station,,https://twitter.com/spacex/status/897133836441534464
+5976,elonmusk,,First draft animation of the Falcon Heavy three core launch. FH is twice the thrust of the next… https://www.instagram.com/p/BXXiVWFgphb/,1869,9198,746,896762461574938625,https://twitter.com/elonmusk/status/896762461574938625,44196397,2017-08-13 15:56:46+00:00,Sun Aug 13 15:56:46 +0000 2017,,,,https://www.instagram.com/p/BXXiVWFgphb/
+5977,elonmusk,Beryllium9,For sure,18,473,30,896227859596955648,https://twitter.com/elonmusk/status/896227859596955648,44196397,2017-08-12 04:32:27+00:00,Sat Aug 12 04:32:27 +0000 2017,,,,
+5978,elonmusk,Reza_Zadeh,Biggest impediment to recognizing AI danger are those so convinced of their own intelligence they can't imagine anyone doing what they can't,470,2299,123,896226285831077888,https://twitter.com/elonmusk/status/896226285831077888,44196397,2017-08-12 04:26:12+00:00,Sat Aug 12 04:26:12 +0000 2017,,,,
+5979,elonmusk,elonmusk,Would like to express our appreciation to Microsoft for use of their Azure cloud computing platform. This required massive processing power.,3990,18834,307,896216646670471168,https://twitter.com/elonmusk/status/896216646670471168,44196397,2017-08-12 03:47:54+00:00,Sat Aug 12 03:47:54 +0000 2017,,,,
+5980,elonmusk,,OpenAI + Dota 2,4105,12436,390,896200592388784128,https://twitter.com/elonmusk/status/896200592388784128,44196397,2017-08-12 02:44:06+00:00,Sat Aug 12 02:44:06 +0000 2017,,,,https://youtu.be/l92J1UvHf6M
+5981,elonmusk,VeryVandy,It is far too complex for that. Requires a team of the world's best AI researchers with massive computing resources.,177,1891,149,896171308706287616,https://twitter.com/elonmusk/status/896171308706287616,44196397,2017-08-12 00:47:44+00:00,Sat Aug 12 00:47:44 +0000 2017,,,,
+5982,elonmusk,,"Nobody likes being regulated, but everything (cars, planes, food, drugs, etc) that's a danger to the public is regulated. AI should be too.",19536,70789,2398,896169801277517824,https://twitter.com/elonmusk/status/896169801277517824,44196397,2017-08-12 00:41:45+00:00,Sat Aug 12 00:41:45 +0000 2017,,,,
+5983,elonmusk,iainthomson,"I sure hope so, but we can't take that for granted",8,373,27,896167360624590848,https://twitter.com/elonmusk/status/896167360624590848,44196397,2017-08-12 00:32:03+00:00,Sat Aug 12 00:32:03 +0000 2017,,,,
+5984,elonmusk,,"If you're not concerned about AI safety, you should be. Vastly more risk than North Korea.",12372,35562,2151,896166762361704450,https://twitter.com/elonmusk/status/896166762361704450,44196397,2017-08-12 00:29:40+00:00,Sat Aug 12 00:29:40 +0000 2017,,,,
+5985,elonmusk,,OpenAI first ever to defeat world's best players in competitive eSports. Vastly more complex than traditional board games like chess & Go.,10390,36531,987,896163163581825025,https://twitter.com/elonmusk/status/896163163581825025,44196397,2017-08-12 00:15:22+00:00,Sat Aug 12 00:15:22 +0000 2017,,,,
+5986,elonmusk,SmileSimplify,Coming soon ...,7,326,32,895878249389072386,https://twitter.com/elonmusk/status/895878249389072386,44196397,2017-08-11 05:23:13+00:00,Fri Aug 11 05:23:13 +0000 2017,,,,
+5987,elonmusk,mayemusk,Hi Mom!,614,10638,153,895872939286872068,https://twitter.com/elonmusk/status/895872939286872068,44196397,2017-08-11 05:02:07+00:00,Fri Aug 11 05:02:07 +0000 2017,,,,
+5988,elonmusk,maralkalajian,A level 9 orc illusionist and dressmaker,93,1163,36,895867074517516289,https://twitter.com/elonmusk/status/895867074517516289,44196397,2017-08-11 04:38:49+00:00,Fri Aug 11 04:38:49 +0000 2017,,,,
+5989,elonmusk,TIME,This is about as true as TIME being a paragon of great journalism. Please spend at least 8 seconds checking your facts.,4985,30141,663,895866249669820418,https://twitter.com/elonmusk/status/895866249669820418,44196397,2017-08-11 04:35:32+00:00,Fri Aug 11 04:35:32 +0000 2017,,,,
+5990,elonmusk,elonmusk,Just because I have the outfit and the awesome weapons doesn't make me a ninja. That requires years of training.,161,1105,57,895865506602692609,https://twitter.com/elonmusk/status/895865506602692609,44196397,2017-08-11 04:32:35+00:00,Fri Aug 11 04:32:35 +0000 2017,,,,
+5991,elonmusk,VatsalSngh,There are dozens of bogus or half-true anecdotes don't really matter & maybe 5 to 10 that do. Guess I could post for those interested.,15,473,46,895864765980958721,https://twitter.com/elonmusk/status/895864765980958721,44196397,2017-08-11 04:29:39+00:00,Fri Aug 11 04:29:39 +0000 2017,,,,
+5992,elonmusk,businessinsider,"One other I'd like to correct from the biography: I never said I was a samurai. Said I was ninja. No, that's a joke. Didn't say that either.",450,5150,150,895838512544702465,https://twitter.com/elonmusk/status/895838512544702465,44196397,2017-08-11 02:45:19+00:00,Fri Aug 11 02:45:19 +0000 2017,,,,
+5993,elonmusk,elonmusk,"MB was given 52 weeks of salary & stock in appreciation for her great contribution & left to join a small firm, once again as a generalist",175,1412,44,895837913707163648,https://twitter.com/elonmusk/status/895837913707163648,44196397,2017-08-11 02:42:57+00:00,Fri Aug 11 02:42:57 +0000 2017,,,,
+5994,elonmusk,elonmusk,"Mary Beth was an amazing assistant for over 10 yrs, but as company complexity grew, the role required several specialists vs one generalist",125,1026,23,895836885427335168,https://twitter.com/elonmusk/status/895836885427335168,44196397,2017-08-11 02:38:51+00:00,Fri Aug 11 02:38:51 +0000 2017,,,,
+5995,elonmusk,elonmusk,"Of all the bogus anecdotes, this one troubles me the most. Ashlee never actually ran this story by me or my assistant. It is total nonsense.",127,958,57,895835433363439616,https://twitter.com/elonmusk/status/895835433363439616,44196397,2017-08-11 02:33:05+00:00,Fri Aug 11 02:33:05 +0000 2017,,,,
+5996,elonmusk,businessinsider,"Ashlee Vance's biography is mostly correct, but also rife with errors & never independently fact-checked, despite my request that he do so",295,2870,127,895834554245709824,https://twitter.com/elonmusk/status/895834554245709824,44196397,2017-08-11 02:29:36+00:00,Fri Aug 11 02:29:36 +0000 2017,,,,
+5997,elonmusk,LWRGI,Major increases in the Supercharger and Tesla urban charger network happening over the next several months,304,3826,163,895512698145976320,https://twitter.com/elonmusk/status/895512698145976320,44196397,2017-08-10 05:10:39+00:00,Thu Aug 10 05:10:39 +0000 2017,,,,
+5998,elonmusk,,First draft animation of the Falcon Heavy three core launch. FH is twice the thrust of the next… https://www.instagram.com/p/BXXiVWFgphb/,2845,12576,957,894346282642354178,https://twitter.com/elonmusk/status/894346282642354178,44196397,2017-08-06 23:55:44+00:00,Sun Aug 06 23:55:44 +0000 2017,,,,https://www.instagram.com/p/BXXiVWFgphb/
+5999,elonmusk,AmirNoir,I agree. Working on it ...,87,2223,227,894323936413929472,https://twitter.com/elonmusk/status/894323936413929472,44196397,2017-08-06 22:26:56+00:00,Sun Aug 06 22:26:56 +0000 2017,,,,
+6000,elonmusk,AwarenessReef,It's only a matter of time,15,358,21,893995253392326656,https://twitter.com/elonmusk/status/893995253392326656,44196397,2017-08-06 00:40:52+00:00,Sun Aug 06 00:40:52 +0000 2017,,,,
+6001,elonmusk,Belakorr,y,272,4158,167,893995091399856128,https://twitter.com/elonmusk/status/893995091399856128,44196397,2017-08-06 00:40:14+00:00,Sun Aug 06 00:40:14 +0000 2017,,,,
+6002,elonmusk,lexiheft,"True, although the changemyview subreddit is least likely to be clicked on by people who really should change their view",815,7058,316,893993947881652224,https://twitter.com/elonmusk/status/893993947881652224,44196397,2017-08-06 00:35:41+00:00,Sun Aug 06 00:35:41 +0000 2017,,,,https://twitter.com/lexiheft/status/893987512359714816
+6003,elonmusk,,"Arguments, followed, of course, by complaints",678,4479,216,893988268655525888,https://twitter.com/elonmusk/status/893988268655525888,44196397,2017-08-06 00:13:07+00:00,Sun Aug 06 00:13:07 +0000 2017,,,,https://m.youtube.com/watch?v=wxrbOVeRonQ
+6004,elonmusk,iDedupe,Are you complaining that we are not complaining enough?,101,2259,65,893985648402497536,https://twitter.com/elonmusk/status/893985648402497536,44196397,2017-08-06 00:02:42+00:00,Sun Aug 06 00:02:42 +0000 2017,,,,
+6005,elonmusk,Domenick_Y,And let's not forget the forum on which we are posting… I've heard - now this is just a rumor - that people say mean things on Twitter.,66,927,22,893985049569185792,https://twitter.com/elonmusk/status/893985049569185792,44196397,2017-08-06 00:00:19+00:00,Sun Aug 06 00:00:19 +0000 2017,,,,
+6006,elonmusk,TomDines,Like I said ...,18,1064,23,893983388729618433,https://twitter.com/elonmusk/status/893983388729618433,44196397,2017-08-05 23:53:43+00:00,Sat Aug 05 23:53:43 +0000 2017,,,,
+6007,elonmusk,bonnienorman,It gets really dark,11,351,8,893982616692465664,https://twitter.com/elonmusk/status/893982616692465664,44196397,2017-08-05 23:50:39+00:00,Sat Aug 05 23:50:39 +0000 2017,,,,
+6008,elonmusk,WaywardPlane,"True, there are frequent complaint expansion packs",24,683,8,893982228857761794,https://twitter.com/elonmusk/status/893982228857761794,44196397,2017-08-05 23:49:07+00:00,Sat Aug 05 23:49:07 +0000 2017,,,,
+6009,elonmusk,sama,Except for complaining. That has remained constant throughout history at 100/100.,10254,32614,575,893981677437018113,https://twitter.com/elonmusk/status/893981677437018113,44196397,2017-08-05 23:46:55+00:00,Sat Aug 05 23:46:55 +0000 2017,,,,https://twitter.com/sama/status/892079862097166336
+6010,elonmusk,TeslaOwnersIT,Officially verified as the first production electric car to exceed 1000km on a single charge! Congratulations Tesla Owners Italia!!,14050,50662,927,893920554821931008,https://twitter.com/elonmusk/status/893920554821931008,44196397,2017-08-05 19:44:03+00:00,Sat Aug 05 19:44:03 +0000 2017,,,,https://twitter.com/teslaownersit/status/893255144447643648
+6011,elonmusk,,I guess a proof of concept is needed,718,10001,347,893416227967717376,https://twitter.com/elonmusk/status/893416227967717376,44196397,2017-08-04 10:20:02+00:00,Fri Aug 04 10:20:02 +0000 2017,,,,
+6012,elonmusk,,Looking forward to launching @NASA astronauts to the International Space Station next year!,6102,27860,693,893176500005908482,https://twitter.com/elonmusk/status/893176500005908482,44196397,2017-08-03 18:27:26+00:00,Thu Aug 03 18:27:26 +0000 2017,,@NASA,,http://www.popularmechanics.com/space/a27453/spacex-boeing-launch-astronauts-next-year/
+6013,elonmusk,RSorokanich,Sorry about that. You certainly should have been. Will get you guys in a car right away.,73,2539,84,892881718201401344,https://twitter.com/elonmusk/status/892881718201401344,44196397,2017-08-02 22:56:05+00:00,Wed Aug 02 22:56:05 +0000 2017,,,,
+6014,elonmusk,jdlien,"No, must brake safely to a halt",13,417,28,892818841738158080,https://twitter.com/elonmusk/status/892818841738158080,44196397,2017-08-02 18:46:14+00:00,Wed Aug 02 18:46:14 +0000 2017,,,,
+6015,elonmusk,Hyperloop,SpaceX student Hyperloop top speed competition coming up soon!,2516,14531,347,892811651824533504,https://twitter.com/elonmusk/status/892811651824533504,44196397,2017-08-02 18:17:40+00:00,Wed Aug 02 18:17:40 +0000 2017,,,,https://twitter.com/hyperloop/status/892805772488388612
+6016,elonmusk,futurism,We poured our heart into the car. Hope you love it.,5363,33916,1185,892545286748258305,https://twitter.com/elonmusk/status/892545286748258305,44196397,2017-08-02 00:39:13+00:00,Wed Aug 02 00:39:13 +0000 2017,,,,https://twitter.com/futurism/status/892422861150760965
+6017,elonmusk,PopMech,Sure hope so,3031,23076,520,892216736497319936,https://twitter.com/elonmusk/status/892216736497319936,44196397,2017-08-01 02:53:41+00:00,Tue Aug 01 02:53:41 +0000 2017,,,,https://twitter.com/popmech/status/892038155041476608
+6018,elonmusk,FoxNews,Batteries!,662,9450,208,892083176897626113,https://twitter.com/elonmusk/status/892083176897626113,44196397,2017-07-31 18:02:58+00:00,Mon Jul 31 18:02:58 +0000 2017,,,,
+6019,elonmusk,,"Thoughtful Model 3 review by @tsrandall, one of the most insightful journalists",2600,10306,446,892049271511330816,https://twitter.com/elonmusk/status/892049271511330816,44196397,2017-07-31 15:48:14+00:00,Mon Jul 31 15:48:14 +0000 2017,,@tsrandall,,https://www.bloomberg.com/news/articles/2017-07-31/driving-tesla-s-model-3-changes-everything
+6020,elonmusk,SmileSimplify,"There are several dozen ship names in the Culture series, but I liked those best",35,1054,49,891925017461575680,https://twitter.com/elonmusk/status/891925017461575680,44196397,2017-07-31 07:34:29+00:00,Mon Jul 31 07:34:29 +0000 2017,,,,
+6021,elonmusk,verge,Umm ...,7114,47481,693,891911665821786112,https://twitter.com/elonmusk/status/891911665821786112,44196397,2017-07-31 06:41:26+00:00,Mon Jul 31 06:41:26 +0000 2017,,,,
+6022,elonmusk,skynetcomputer,"Yeah, it's better than a Model 3. We can put a lot more in a car at a higher price.",22,441,62,891737934553989120,https://twitter.com/elonmusk/status/891737934553989120,44196397,2017-07-30 19:11:05+00:00,Sun Jul 30 19:11:05 +0000 2017,,,,
+6023,elonmusk,robertgaal,"I'm sure there are better answers than what I do, which is just take the pain and make sure you really care about what you're doing",335,2099,149,891719659514245121,https://twitter.com/elonmusk/status/891719659514245121,44196397,2017-07-30 17:58:28+00:00,Sun Jul 30 17:58:28 +0000 2017,,,,
+6024,elonmusk,elonmusk,"If you buy a ticket to hell, it isn't fair to blame hell ...",356,1071,69,891715134132936704,https://twitter.com/elonmusk/status/891715134132936704,44196397,2017-07-30 17:40:29+00:00,Sun Jul 30 17:40:29 +0000 2017,,,,
+6025,elonmusk,elonmusk,"Maybe not medically tho. Dunno. Bad feelings correlate to bad events, so maybe real problem is getting carried away in what I sign up for.",97,1264,115,891714878494261249,https://twitter.com/elonmusk/status/891714878494261249,44196397,2017-07-30 17:39:28+00:00,Sun Jul 30 17:39:28 +0000 2017,,,,
+6026,elonmusk,,Yeah,37,699,38,891713104786083841,https://twitter.com/elonmusk/status/891713104786083841,44196397,2017-07-30 17:32:26+00:00,Sun Jul 30 17:32:26 +0000 2017,,,,
+6027,elonmusk,EricDiepeveen,"The reality is great highs, terrible lows and unrelenting stress. Don't think people want to hear about the last two.",5728,23070,846,891710778205626368,https://twitter.com/elonmusk/status/891710778205626368,44196397,2017-07-30 17:23:11+00:00,Sun Jul 30 17:23:11 +0000 2017,,,,
+6028,elonmusk,visitwithrich,Model 3 uses two intersecting planes of air for vertical control & lateral fins hidden within the dashboard for horizontal control,102,957,34,891708792110317568,https://twitter.com/elonmusk/status/891708792110317568,44196397,2017-07-30 17:15:17+00:00,Sun Jul 30 17:15:17 +0000 2017,,,,
+6029,elonmusk,,Model 3 Interior https://www.instagram.com/p/BXLaVSkAJsk/,2448,13239,886,891704985603284992,https://twitter.com/elonmusk/status/891704985603284992,44196397,2017-07-30 17:00:10+00:00,Sun Jul 30 17:00:10 +0000 2017,,,,https://www.instagram.com/p/BXLaVSkAJsk/
+6030,elonmusk,NigeBe,Yes,48,1929,67,891546920232943617,https://twitter.com/elonmusk/status/891546920232943617,44196397,2017-07-30 06:32:04+00:00,Sun Jul 30 06:32:04 +0000 2017,,,,
+6031,elonmusk,DMC_Ryan,Probably middle of next year. Focus now is on getting out of Model 3 production hell. More versions = deeper in hell.,345,5881,158,891543170160353283,https://twitter.com/elonmusk/status/891543170160353283,44196397,2017-07-30 06:17:10+00:00,Sun Jul 30 06:17:10 +0000 2017,,,,
+6032,elonmusk,antplaysdrums,Yes,131,3023,72,891441883179753472,https://twitter.com/elonmusk/status/891441883179753472,44196397,2017-07-29 23:34:41+00:00,Sat Jul 29 23:34:41 +0000 2017,,,,
+6033,elonmusk,Oatmeal,Sure,40,778,38,891337229162790912,https://twitter.com/elonmusk/status/891337229162790912,44196397,2017-07-29 16:38:50+00:00,Sat Jul 29 16:38:50 +0000 2017,,,,
+6034,elonmusk,EforElectric,"Watched them personally to make sure & I agree with the outcome. Wouldn't have judged differently. Amazing videos all, but @MKBHD was best.",281,4364,42,891113180360880128,https://twitter.com/elonmusk/status/891113180360880128,44196397,2017-07-29 01:48:32+00:00,Sat Jul 29 01:48:32 +0000 2017,,@MKBHD,,
+6035,elonmusk,,Couldn't believe how incredibly inspiring and creative they were!!,686,10887,280,891108671828013056,https://twitter.com/elonmusk/status/891108671828013056,44196397,2017-07-29 01:30:38+00:00,Sat Jul 29 01:30:38 +0000 2017,,,,
+6036,elonmusk,Tesla,First!,2877,20230,428,891108125842878464,https://twitter.com/elonmusk/status/891108125842878464,44196397,2017-07-29 01:28:27+00:00,Sat Jul 29 01:28:27 +0000 2017,,,,https://twitter.com/teslamotors/status/890291870298849280
+6037,elonmusk,Tesla,Second,674,5382,92,891108035665338369,https://twitter.com/elonmusk/status/891108035665338369,44196397,2017-07-29 01:28:06+00:00,Sat Jul 29 01:28:06 +0000 2017,,,,https://twitter.com/teslamotors/status/890292180853465088
+6038,elonmusk,Tesla,Third,530,4353,97,891107966367158272,https://twitter.com/elonmusk/status/891107966367158272,44196397,2017-07-29 01:27:49+00:00,Sat Jul 29 01:27:49 +0000 2017,,,,https://twitter.com/teslamotors/status/890292323145228288
+6039,elonmusk,,Project Loveday winners ...,344,4842,146,891107800901853184,https://twitter.com/elonmusk/status/891107800901853184,44196397,2017-07-29 01:27:10+00:00,Sat Jul 29 01:27:10 +0000 2017,,,,
+6040,elonmusk,,Setting up for Model 3 handover tomorrow night ... https://www.instagram.com/p/BXE4eKIg7_D/,1667,11177,489,890830152124563457,https://twitter.com/elonmusk/status/890830152124563457,44196397,2017-07-28 07:03:53+00:00,Fri Jul 28 07:03:53 +0000 2017,,,,https://www.instagram.com/p/BXE4eKIg7_D/
+6041,elonmusk,elonmusk,If we're lucky,27,670,40,890810366615146496,https://twitter.com/elonmusk/status/890810366615146496,44196397,2017-07-28 05:45:16+00:00,Fri Jul 28 05:45:16 +0000 2017,,,,
+6042,elonmusk,Cardoso,"Sides run high thrust, center is lower thrust until sides separate & fly back. Center then throttles up, keeps burning & lands on droneship.",59,551,28,890810308326940672,https://twitter.com/elonmusk/status/890810308326940672,44196397,2017-07-28 05:45:02+00:00,Fri Jul 28 05:45:02 +0000 2017,,,,
+6043,elonmusk,caradocp,Side booster rockets return to Cape Canaveral. Center lands on droneship.,139,953,40,890774088104370176,https://twitter.com/elonmusk/status/890774088104370176,44196397,2017-07-28 03:21:07+00:00,Fri Jul 28 03:21:07 +0000 2017,,,,
+6044,elonmusk,,Falcon Heavy maiden launch this November https://www.instagram.com/p/BXEkGKlgJDK/,3431,14753,681,890765027032039429,https://twitter.com/elonmusk/status/890765027032039429,44196397,2017-07-28 02:45:06+00:00,Fri Jul 28 02:45:06 +0000 2017,,,,https://www.instagram.com/p/BXEkGKlgJDK/
+6045,elonmusk,mathetes76,Tesla team will verify,21,932,28,890676198874824706,https://twitter.com/elonmusk/status/890676198874824706,44196397,2017-07-27 20:52:08+00:00,Thu Jul 27 20:52:08 +0000 2017,,,,
+6046,elonmusk,,Testing The Boring Company car elevator https://www.instagram.com/p/BW_-mlYAMrs/,3207,15725,749,890096103135358982,https://twitter.com/elonmusk/status/890096103135358982,44196397,2017-07-26 06:27:02+00:00,Wed Jul 26 06:27:02 +0000 2017,,,,https://www.instagram.com/p/BW_-mlYAMrs/
+6047,elonmusk,,Love this Tesla P100D drag racing video,3073,14230,629,890048598611599360,https://twitter.com/elonmusk/status/890048598611599360,44196397,2017-07-26 03:18:16+00:00,Wed Jul 26 03:18:16 +0000 2017,,,,https://m.youtube.com/watch?v=ARzujfRiQ3c&feature=youtu.be
+6048,elonmusk,lars_0,Movie on the subject coming soon...,332,3437,156,889751762944512002,https://twitter.com/elonmusk/status/889751762944512002,44196397,2017-07-25 07:38:45+00:00,Tue Jul 25 07:38:45 +0000 2017,,,,
+6049,elonmusk,John_Blue9,"Tim's piece on AI is excellent, but we actually face a double exponential rate of improvement. AI hardware & software are both exponential.",1936,7614,378,889749519021121536,https://twitter.com/elonmusk/status/889749519021121536,44196397,2017-07-25 07:29:50+00:00,Tue Jul 25 07:29:50 +0000 2017,,,,https://twitter.com/john_blue9/status/889747464055513088
+6050,elonmusk,dcunni,I've talked to Mark about this. His understanding of the subject is limited.,8509,33954,1180,889743782387761152,https://twitter.com/elonmusk/status/889743782387761152,44196397,2017-07-25 07:07:03+00:00,Tue Jul 25 07:07:03 +0000 2017,,,,
+6051,elonmusk,maralkalajian,A book of the most beautiful classic cars given to me on my 18th birthday on a farm in Saskatchewan. Van Gogh's Starry Night.,50,758,28,889743207684218880,https://twitter.com/elonmusk/status/889743207684218880,44196397,2017-07-25 07:04:45+00:00,Tue Jul 25 07:04:45 +0000 2017,,,,
+6052,elonmusk,NickHOrford,$US price in $AUD plus import duties and sales tax,13,276,30,889737700382605312,https://twitter.com/elonmusk/status/889737700382605312,44196397,2017-07-25 06:42:52+00:00,Tue Jul 25 06:42:52 +0000 2017,,,,
+6053,elonmusk,RyanBiddle603,We can't have too many direct shareholders or we're required to become a public co. Will check if possible through a feeder fund though.,120,2346,110,889736942564253696,https://twitter.com/elonmusk/status/889736942564253696,44196397,2017-07-25 06:39:52+00:00,Tue Jul 25 06:39:52 +0000 2017,,,,
+6054,elonmusk,,Often comes as a surprise when people learn that 80% of my time is on engineering/design and just 20% on other stuff,3774,17793,664,889736220116254721,https://twitter.com/elonmusk/status/889736220116254721,44196397,2017-07-25 06:37:00+00:00,Tue Jul 25 06:37:00 +0000 2017,,,,https://www.inc.com/ayse-birsel/why-elon-musk-spends-80-percent-of-his-time-on-thi.html
+6055,elonmusk,VoltzCoreAudio,A 9m diameter vehicle fits in our existing factories ...,79,630,52,888813713800785923,https://twitter.com/elonmusk/status/888813713800785923,44196397,2017-07-22 17:31:17+00:00,Sat Jul 22 17:31:17 +0000 2017,,,,
+6056,elonmusk,andygen21,"Yes, I postponed publishing in order to present the updated interplanetary rocket & spaceship design in Adelaide. Will be on the final day.",77,636,35,888555494763241472,https://twitter.com/elonmusk/status/888555494763241472,44196397,2017-07-22 00:25:13+00:00,Sat Jul 22 00:25:13 +0000 2017,,,,
+6057,elonmusk,SandyMazza,Discussing physics of tunnels with Mayor Vargas (who has a physics background). Hawthorne support for The Boring Company much appreciated.,2670,17838,631,888541666122113024,https://twitter.com/elonmusk/status/888541666122113024,44196397,2017-07-21 23:30:16+00:00,Fri Jul 21 23:30:16 +0000 2017,,,,https://twitter.com/sandymazza/status/888511194553737216
+6058,elonmusk,kglickstein,Kinda have to :),14,229,9,888506295157960704,https://twitter.com/elonmusk/status/888506295157960704,44196397,2017-07-21 21:09:43+00:00,Fri Jul 21 21:09:43 +0000 2017,,,,
+6059,elonmusk,DrChrisVieira,LA-SF-Reno/Sparks would be great. Tesla logistics costs for Sparks-Fremont (batteries & motors) and Fremont-LA (finished cars) are gigantic.,36,380,34,888506080837468160,https://twitter.com/elonmusk/status/888506080837468160,44196397,2017-07-21 21:08:51+00:00,Fri Jul 21 21:08:51 +0000 2017,,,,
+6060,elonmusk,libbycwatson,"Verbal approval was at Federal level. Still a lot of work before formal, written approval, but this opens door for state & city discussions.",76,576,63,888365784153694208,https://twitter.com/elonmusk/status/888365784153694208,44196397,2017-07-21 11:51:22+00:00,Fri Jul 21 11:51:22 +0000 2017,,,,
+6061,elonmusk,JosephThuney,Adding Boston and Providence would be the natural extension of the line,92,648,40,888230081289695232,https://twitter.com/elonmusk/status/888230081289695232,44196397,2017-07-21 02:52:08+00:00,Fri Jul 21 02:52:08 +0000 2017,,,,
+6062,elonmusk,mariom,"An underground Hyperloop would mean no disruption above ground and be way faster, so I think it is he right way to go",89,728,50,888141008252407808,https://twitter.com/elonmusk/status/888141008252407808,44196397,2017-07-20 20:58:11+00:00,Thu Jul 20 20:58:11 +0000 2017,,,,
+6063,elonmusk,ejohnson99,City of Chicago already approached us about doing a high speed tunnel from O'Hare to downtown. They've been great.,283,2669,82,888137602108448771,https://twitter.com/elonmusk/status/888137602108448771,44196397,2017-07-20 20:44:39+00:00,Thu Jul 20 20:44:39 +0000 2017,,,,
+6064,elonmusk,elonmusk,"If you want this to happen fast, please let your local & federal elected representatives know. Makes a big difference if they hear from you.",3029,19130,1236,888136631672340480,https://twitter.com/elonmusk/status/888136631672340480,44196397,2017-07-20 20:40:48+00:00,Thu Jul 20 20:40:48 +0000 2017,,,,
+6065,elonmusk,elonmusk,"Still a lot of work needed to receive formal approval, but am optimistic that will occur rapidly",1282,13148,546,888077452265771008,https://twitter.com/elonmusk/status/888077452265771008,44196397,2017-07-20 16:45:38+00:00,Thu Jul 20 16:45:38 +0000 2017,,,,
+6066,elonmusk,curiousworlds,For sure. First set of tunnels are to alleviate greater LA urban congestion. Will start NY-DC in parallel. Then prob LA-SF and a TX loop.,626,3394,307,888059982586839041,https://twitter.com/elonmusk/status/888059982586839041,44196397,2017-07-20 15:36:13+00:00,Thu Jul 20 15:36:13 +0000 2017,,,,
+6067,elonmusk,DaveLeeFT,Support would be much appreciated!,174,3078,89,888058745153912837,https://twitter.com/elonmusk/status/888058745153912837,44196397,2017-07-20 15:31:18+00:00,Thu Jul 20 15:31:18 +0000 2017,,,,
+6068,elonmusk,elonmusk,"City center to city center in each case, with up to a dozen or more entry/exit elevators in each city",3140,19483,683,888053729919877120,https://twitter.com/elonmusk/status/888053729919877120,44196397,2017-07-20 15:11:23+00:00,Thu Jul 20 15:11:23 +0000 2017,,,,
+6069,elonmusk,,Just received verbal govt approval for The Boring Company to build an underground NY-Phil-Balt-DC Hyperloop. NY-DC in 29 mins.,66274,188881,6592,888053175155949572,https://twitter.com/elonmusk/status/888053175155949572,44196397,2017-07-20 15:09:10+00:00,Thu Jul 20 15:09:10 +0000 2017,,,,
+6070,elonmusk,jeff_foust,"Plan is to do powered landings on Mars for sure, but with a vastly bigger ship",499,3893,158,887782904360816640,https://twitter.com/elonmusk/status/887782904360816640,44196397,2017-07-19 21:15:13+00:00,Wed Jul 19 21:15:13 +0000 2017,,,,
+6071,elonmusk,DellyBeck,y,17,248,40,887039239837241344,https://twitter.com/elonmusk/status/887039239837241344,44196397,2017-07-17 20:00:09+00:00,Mon Jul 17 20:00:09 +0000 2017,,,,
+6072,elonmusk,lindseynagy79,"True. Need to explain full story of Tesla. So much nonsense out there, amplified by propaganda from some in fossil fuels & confused shorts.",46,403,37,887038247376834560,https://twitter.com/elonmusk/status/887038247376834560,44196397,2017-07-17 19:56:13+00:00,Mon Jul 17 19:56:13 +0000 2017,,,,
+6073,elonmusk,FredericLambert,Not attacking Electrek. Just making sure people don't have the wrong impression.,19,310,13,887035171542753281,https://twitter.com/elonmusk/status/887035171542753281,44196397,2017-07-17 19:43:59+00:00,Mon Jul 17 19:43:59 +0000 2017,,,,
+6074,elonmusk,ElectrekCo,Not true. Email from customer.,793,6231,106,887029378290298880,https://twitter.com/elonmusk/status/887029378290298880,44196397,2017-07-17 19:20:58+00:00,Mon Jul 17 19:20:58 +0000 2017,,,,
+6075,elonmusk,MktsInsider,"I should clarify: Tesla stock is obviously high based on past & present, but low if you believe in Tesla's future. Place bets accordingly …",4305,22058,966,887027300042104832,https://twitter.com/elonmusk/status/887027300042104832,44196397,2017-07-17 19:12:43+00:00,Mon Jul 17 19:12:43 +0000 2017,,,,https://twitter.com/mktsinsider/status/886976812626128897
+6076,elonmusk,yeematt,"Yeah, otherwise hard to find them",6,196,7,887012021232820225,https://twitter.com/elonmusk/status/887012021232820225,44196397,2017-07-17 18:12:00+00:00,Mon Jul 17 18:12:00 +0000 2017,,,,
+6077,elonmusk,ZsoltBarta42,y,13,261,36,886329304036126720,https://twitter.com/elonmusk/status/886329304036126720,44196397,2017-07-15 20:59:07+00:00,Sat Jul 15 20:59:07 +0000 2017,,,,
+6078,elonmusk,fcingolani,"It is true, so fine by me",39,1284,20,886019702736039936,https://twitter.com/elonmusk/status/886019702736039936,44196397,2017-07-15 00:28:53+00:00,Sat Jul 15 00:28:53 +0000 2017,,,,
+6079,elonmusk,_nextester,"Small thing (very small), but I made it this way for those who care and understand. Source and appearance are the same.",326,4539,126,886011377357160452,https://twitter.com/elonmusk/status/886011377357160452,44196397,2017-07-14 23:55:48+00:00,Fri Jul 14 23:55:48 +0000 2017,,,,
+6080,elonmusk,,It's what you don't say,13024,34080,1306,885921115435974657,https://twitter.com/elonmusk/status/885921115435974657,44196397,2017-07-14 17:57:08+00:00,Fri Jul 14 17:57:08 +0000 2017,,,,
+6081,elonmusk,GoDaddy,I do have one question. What does GoDaddy mean?,270,1264,58,885916571549351941,https://twitter.com/elonmusk/status/885916571549351941,44196397,2017-07-14 17:39:04+00:00,Fri Jul 14 17:39:04 +0000 2017,,,,
+6082,elonmusk,fcingolani,Good point,26,1210,19,885888274119540737,https://twitter.com/elonmusk/status/885888274119540737,44196397,2017-07-14 15:46:38+00:00,Fri Jul 14 15:46:38 +0000 2017,,,,
+6083,elonmusk,elonmusk,Fixed. Now it's good.,587,7849,964,885886076631433216,https://twitter.com/elonmusk/status/885886076631433216,44196397,2017-07-14 15:37:54+00:00,Fri Jul 14 15:37:54 +0000 2017,,,,
+6084,elonmusk,franticnews,Yes,47,931,14,885884897381896193,https://twitter.com/elonmusk/status/885884897381896193,44196397,2017-07-14 15:33:13+00:00,Fri Jul 14 15:33:13 +0000 2017,,,,
+6085,elonmusk,benedictevans,Stay tuned,26,732,24,885780183088680961,https://twitter.com/elonmusk/status/885780183088680961,44196397,2017-07-14 08:37:07+00:00,Fri Jul 14 08:37:07 +0000 2017,,,,
+6086,elonmusk,stevesi,I told you it was verbose. Better tomorrow :),29,1368,39,885779237038424064,https://twitter.com/elonmusk/status/885779237038424064,44196397,2017-07-14 08:33:21+00:00,Fri Jul 14 08:33:21 +0000 2017,,,,
+6087,elonmusk,,"Excited to announce the launch of http://x.com! It's a little verbose right now, but that will be fixed tomorrow.",5425,25961,2143,885776126148083712,https://twitter.com/elonmusk/status/885776126148083712,44196397,2017-07-14 08:21:00+00:00,Fri Jul 14 08:21:00 +0000 2017,,,,http://x.com
+6088,elonmusk,echo_rm,Just checked and yes,8,198,14,885748008410730496,https://twitter.com/elonmusk/status/885748008410730496,44196397,2017-07-14 06:29:16+00:00,Fri Jul 14 06:29:16 +0000 2017,,,,
+6089,elonmusk,AuerSusan,"True. Also, Ariane primary bay can deliver slightly heavier satellites than Falcon 9. Falcon Heavy is needed ...",16,211,12,885742017006845952,https://twitter.com/elonmusk/status/885742017006845952,44196397,2017-07-14 06:05:27+00:00,Fri Jul 14 06:05:27 +0000 2017,,,,
+6090,elonmusk,Oskaiper,Commercially procured launches means launches that were openly competed. SpaceX is not allowed to compete for many US and non-US launches.,14,184,9,885738536292327424,https://twitter.com/elonmusk/status/885738536292327424,44196397,2017-07-14 05:51:37+00:00,Fri Jul 14 05:51:37 +0000 2017,,,,
+6091,elonmusk,,US Senate hearing on advancing the exploration and settlement of space https://www.commerce.senate.gov/public/index.cfm/hearings?Id=3E9B58AC-1445-4117-86F5-2C2F8A377A81&amp;Statement_id=44A3B6B3-0606-4278-B454-5F43F258974F,847,4878,228,885661618834624512,https://twitter.com/elonmusk/status/885661618834624512,44196397,2017-07-14 00:45:59+00:00,Fri Jul 14 00:45:59 +0000 2017,,,,https://www.commerce.senate.gov/public/index.cfm/hearings?Id=3E9B58AC-1445-4117-86F5-2C2F8A377A81&Statement_id=44A3B6B3-0606-4278-B454-5F43F258974F
+6092,elonmusk,huntster1701,"We do that too, but for free",85,1505,37,885636192514985984,https://twitter.com/elonmusk/status/885636192514985984,44196397,2017-07-13 23:04:57+00:00,Thu Jul 13 23:04:57 +0000 2017,,,,
+6093,elonmusk,alec_ace11,Hopefully,15,640,15,885635944841265152,https://twitter.com/elonmusk/status/885635944841265152,44196397,2017-07-13 23:03:58+00:00,Thu Jul 13 23:03:58 +0000 2017,,,,
+6094,elonmusk,,"Other orgs shd also develop reusable orbital rockets. If an airplane co had reusable airplanes, buying single use airplanes wd seem crazy.",2364,10844,392,885635670315642881,https://twitter.com/elonmusk/status/885635670315642881,44196397,2017-07-13 23:02:52+00:00,Thu Jul 13 23:02:52 +0000 2017,,,,
+6095,elonmusk,Kiwi_Manu,That doesn't sound right,29,1039,48,885631620723613696,https://twitter.com/elonmusk/status/885631620723613696,44196397,2017-07-13 22:46:47+00:00,Thu Jul 13 22:46:47 +0000 2017,,,,
+6096,elonmusk,concofahmet,"Worth noting that Boeing/Lockheed (""Other US"" on chart) get a billion dollar annual subsidy even if they launch nothing. SpaceX does not.",4528,18618,776,885631423306006528,https://twitter.com/elonmusk/status/885631423306006528,44196397,2017-07-13 22:46:00+00:00,Thu Jul 13 22:46:00 +0000 2017,,,,https://twitter.com/concofahmet/status/885617156473450496
+6097,elonmusk,VicforM3,Latest S and X tires have internal acoustic foam,25,311,20,885626334503882752,https://twitter.com/elonmusk/status/885626334503882752,44196397,2017-07-13 22:25:46+00:00,Thu Jul 13 22:25:46 +0000 2017,,,,
+6098,elonmusk,,Going over the small nuances of Model 3 production. Very important that nothing sounds tinny.,906,8557,429,885265133944979456,https://twitter.com/elonmusk/status/885265133944979456,44196397,2017-07-12 22:30:30+00:00,Wed Jul 12 22:30:30 +0000 2017,,,,https://m.youtube.com/watch?v=M3-51DhOzHE
+6099,elonmusk,hohocho,Cool!,10,377,16,884923882938933249,https://twitter.com/elonmusk/status/884923882938933249,44196397,2017-07-11 23:54:29+00:00,Tue Jul 11 23:54:29 +0000 2017,,,,
+6100,elonmusk,Tesla,"The very near future, not, like, the far away future",881,10152,322,884915404241477632,https://twitter.com/elonmusk/status/884915404241477632,44196397,2017-07-11 23:20:47+00:00,Tue Jul 11 23:20:47 +0000 2017,,,,
+6101,elonmusk,Tesla,"You can now drive anywhere in the US (except N Alaska), most of Europe, China & Japan using the Tesla Supercharger network!",4045,21369,1353,884914920130723840,https://twitter.com/elonmusk/status/884914920130723840,44196397,2017-07-11 23:18:52+00:00,Tue Jul 11 23:18:52 +0000 2017,,,,https://twitter.com/teslamotors/status/884474294402547713
+6102,elonmusk,AlexHPforQVC,Of course!,5,213,12,884833404595740672,https://twitter.com/elonmusk/status/884833404595740672,44196397,2017-07-11 17:54:57+00:00,Tue Jul 11 17:54:57 +0000 2017,,,,
+6103,elonmusk,gregbettinelli,"On University Ave, above the old bakery",8,450,15,884829255112118272,https://twitter.com/elonmusk/status/884829255112118272,44196397,2017-07-11 17:38:28+00:00,Tue Jul 11 17:38:28 +0000 2017,,,,
+6104,elonmusk,Stevetdent,"One of my sons is named Xavier, after Professor X!",248,3627,89,884824155895377920,https://twitter.com/elonmusk/status/884824155895377920,44196397,2017-07-11 17:18:12+00:00,Tue Jul 11 17:18:12 +0000 2017,,,,
+6105,elonmusk,jondaily83,That's probably the best use,4,500,42,884700156485971968,https://twitter.com/elonmusk/status/884700156485971968,44196397,2017-07-11 09:05:28+00:00,Tue Jul 11 09:05:28 +0000 2017,,,,
+6106,elonmusk,jeremys,Cool ,17,515,11,884666073978556416,https://twitter.com/elonmusk/status/884666073978556416,44196397,2017-07-11 06:50:02+00:00,Tue Jul 11 06:50:02 +0000 2017,,,,
+6107,elonmusk,VoltzCoreAudio,Maybe the upcoming IAC in Adelaide,40,539,24,884664723429498880,https://twitter.com/elonmusk/status/884664723429498880,44196397,2017-07-11 06:44:40+00:00,Tue Jul 11 06:44:40 +0000 2017,,,,
+6108,elonmusk,DJSnM,"It was a tough negotiation, but they seemed like good guys. I hope they kept the stock. Would be worth a lot today.",18,644,19,884654051861843968,https://twitter.com/elonmusk/status/884654051861843968,44196397,2017-07-11 06:02:16+00:00,Tue Jul 11 06:02:16 +0000 2017,,,,
+6109,elonmusk,soswow,"That pizza looked about as appetizing as drywall. If anything, they were doing people at the party a favor by taking it.",18,356,14,884653079936720897,https://twitter.com/elonmusk/status/884653079936720897,44196397,2017-07-11 05:58:24+00:00,Tue Jul 11 05:58:24 +0000 2017,,,,
+6110,elonmusk,marthajross,"Wasn't wearing a suit, am def not part of a ""posse"" & didn't even know Leo/Orlando were going. Just went to say hi to my friend Ken Howery.",110,3205,99,884645345828904960,https://twitter.com/elonmusk/status/884645345828904960,44196397,2017-07-11 05:27:41+00:00,Tue Jul 11 05:27:41 +0000 2017,,,,
+6111,elonmusk,,"Thanks PayPal for allowing me to buy back http://X.com! No plans right now, but it has great sentimental value to me.",3383,29838,1145,884580654117076992,https://twitter.com/elonmusk/status/884580654117076992,44196397,2017-07-11 01:10:37+00:00,Tue Jul 11 01:10:37 +0000 2017,,,,http://X.com
+6112,elonmusk,,,19326,90756,2648,883910005644251141,https://twitter.com/elonmusk/status/883910005644251141,44196397,2017-07-09 04:45:42+00:00,Sun Jul 09 04:45:42 +0000 2017,,,,
+6113,elonmusk,,First Production Model 3,39202,145071,3108,883900030163324930,https://twitter.com/elonmusk/status/883900030163324930,44196397,2017-07-09 04:06:03+00:00,Sun Jul 09 04:06:03 +0000 2017,,,,
+6114,elonmusk,yoda,"It's who is first to pay full price for the car. Hard rule. I have first Roadster and X, but not first S.",85,1613,65,883857208181751808,https://twitter.com/elonmusk/status/883857208181751808,44196397,2017-07-09 01:15:54+00:00,Sun Jul 09 01:15:54 +0000 2017,,,,
+6115,elonmusk,bdsams,"Ira Ehrenpreis had rights to 1st car as he was 1st to place a full deposit, but gave those rights to me as my 46th bday present. Tks Ira!",194,2700,107,883848060119527424,https://twitter.com/elonmusk/status/883848060119527424,44196397,2017-07-09 00:39:33+00:00,Sun Jul 09 00:39:33 +0000 2017,,,,
+6116,elonmusk,,Production unit 1 of Model 3 is now built and going through final checkout. Pics soon.,9664,57195,1455,883840893253451780,https://twitter.com/elonmusk/status/883840893253451780,44196397,2017-07-09 00:11:04+00:00,Sun Jul 09 00:11:04 +0000 2017,,,,
+6117,elonmusk,VoyTechnology,Never heard of them,65,1553,57,883633822390026240,https://twitter.com/elonmusk/status/883633822390026240,44196397,2017-07-08 10:28:15+00:00,Sat Jul 08 10:28:15 +0000 2017,,,,
+6118,elonmusk,,Stop biting my finger dammit https://m.youtube.com/watch?v=_OBlgSz8sSM,1026,8287,780,883632780264914945,https://twitter.com/elonmusk/status/883632780264914945,44196397,2017-07-08 10:24:06+00:00,Sat Jul 08 10:24:06 +0000 2017,,,,"https://m.youtube.com/watch?v=_OBlgSz8sSM,https://www.wsj.com/articles/teslas-skid-is-coming-at-the-worst-time-1499446957?mod=yahoo_hs&yptr=yahoo&mg=prod/accounts-wsj"
+6119,elonmusk,Tesla,This will be the highest power battery system in the world by a factor of 3. Australia rocks!!,8814,32743,1375,883169447472750592,https://twitter.com/elonmusk/status/883169447472750592,44196397,2017-07-07 03:42:59+00:00,Fri Jul 07 03:42:59 +0000 2017,,,,https://twitter.com/teslamotors/status/883163847594360833
+6120,elonmusk,newscientist,"The world's population is accelerating towards collapse, but few seem to notice or care",2967,10523,1143,882939670895755264,https://twitter.com/elonmusk/status/882939670895755264,44196397,2017-07-06 12:29:56+00:00,Thu Jul 06 12:29:56 +0000 2017,,,,
+6121,elonmusk,SpaceX,"Thanks @INTELSAT! Really proud of the rocket and SpaceX team today. Min apogee requirement was 28,000 km, Falcon 9 achieved 43,000 km.",753,6538,168,882761133177790464,https://twitter.com/elonmusk/status/882761133177790464,44196397,2017-07-06 00:40:29+00:00,Thu Jul 06 00:40:29 +0000 2017,,@INTELSAT,,
+6122,elonmusk,SpaceX,SpaceX team reviewed all systems again late last night. Done our best to ensure all is good.,1017,8674,495,882727063525797889,https://twitter.com/elonmusk/status/882727063525797889,44196397,2017-07-05 22:25:06+00:00,Wed Jul 05 22:25:06 +0000 2017,,,,https://twitter.com/spacex/status/882693202930577408
+6123,elonmusk,SpaceX,We're going to spend the 4th doing a full review of rocket & pad systems. Launch no earlier than 5th/6th. Only one chance to get it right …,1021,8348,349,882117255407980545,https://twitter.com/elonmusk/status/882117255407980545,44196397,2017-07-04 06:01:57+00:00,Tue Jul 04 06:01:57 +0000 2017,,,,
+6124,elonmusk,,Wanted to say thanks to all that own or ordered a Tesla. It matters to us that you took a risk on a new car company. We won't forget.,7923,71622,3556,882007043472728064,https://twitter.com/elonmusk/status/882007043472728064,44196397,2017-07-03 22:44:00+00:00,Mon Jul 03 22:44:00 +0000 2017,,,,
+6125,elonmusk,elonmusk,"Looks like we can reach 20,000 Model 3 cars per month in Dec",4099,24989,965,881757617416056832,https://twitter.com/elonmusk/status/881757617416056832,44196397,2017-07-03 06:12:52+00:00,Mon Jul 03 06:12:52 +0000 2017,,,,
+6126,elonmusk,elonmusk,"Handover party for first 30 customer Model 3's on the 28th! Production grows exponentially, so Aug should be 100 cars and Sept above 1500.",3517,19389,586,881755501905588226,https://twitter.com/elonmusk/status/881755501905588226,44196397,2017-07-03 06:04:28+00:00,Mon Jul 03 06:04:28 +0000 2017,,,,
+6127,elonmusk,,Model 3 passed all regulatory requirements for production two weeks ahead of schedule. Expecting to complete SN1 on Friday,9431,50420,1309,881751358407299072,https://twitter.com/elonmusk/status/881751358407299072,44196397,2017-07-03 05:48:00+00:00,Mon Jul 03 05:48:00 +0000 2017,,,,
+6128,elonmusk,cristian_miuta,Norway is awesome,159,2278,84,881598365242318848,https://twitter.com/elonmusk/status/881598365242318848,44196397,2017-07-02 19:40:04+00:00,Sun Jul 02 19:40:04 +0000 2017,,,,
+6129,elonmusk,30akshay,"Actually, China manufacturing quality is excellent. Among other things, that's where iPhones, many Android phones & most laptops are made.",208,1966,177,881591960900820992,https://twitter.com/elonmusk/status/881591960900820992,44196397,2017-07-02 19:14:37+00:00,Sun Jul 02 19:14:37 +0000 2017,,,,
+6130,elonmusk,SpaceX,Another SpaceX launch today if weather is good,1977,13452,480,881573728416481280,https://twitter.com/elonmusk/status/881573728416481280,44196397,2017-07-02 18:02:10+00:00,Sun Jul 02 18:02:10 +0000 2017,,,,https://twitter.com/spacex/status/881558173886275584
+6131,elonmusk,TimDehoucke,Coming later today,112,1040,162,881573366565527553,https://twitter.com/elonmusk/status/881573366565527553,44196397,2017-07-02 18:00:44+00:00,Sun Jul 02 18:00:44 +0000 2017,,,,
+6132,elonmusk,,Sorry to hear about China launch failure today. I know how painful that is to the people who designed & built it.,1956,12509,387,881572917586178048,https://twitter.com/elonmusk/status/881572917586178048,44196397,2017-07-02 17:58:57+00:00,Sun Jul 02 17:58:57 +0000 2017,,,,http://www.cnn.com/2017/07/02/asia/china-rocket-launch/index.html
+6133,elonmusk,JaneidyEve,Suggestions welcome!,44,601,253,881571150630756352,https://twitter.com/elonmusk/status/881571150630756352,44196397,2017-07-02 17:51:55+00:00,Sun Jul 02 17:51:55 +0000 2017,,,,
+6134,elonmusk,elonmusk,I think Einstein said that,17,438,47,880818231417511937,https://twitter.com/elonmusk/status/880818231417511937,44196397,2017-06-30 16:00:05+00:00,Fri Jun 30 16:00:05 +0000 2017,,,,
+6135,elonmusk,tehwrx,Or does the Earth move up?,11,424,21,880817971278434304,https://twitter.com/elonmusk/status/880817971278434304,44196397,2017-06-30 15:59:03+00:00,Fri Jun 30 15:59:03 +0000 2017,,,,
+6136,elonmusk,ThePhoenixFlare,This is a really great floor,42,834,37,880682010133630976,https://twitter.com/elonmusk/status/880682010133630976,44196397,2017-06-30 06:58:48+00:00,Fri Jun 30 06:58:48 +0000 2017,,,,
+6137,elonmusk,,Just installed steel skeleton of the car/pod elevator. Should be operating next week.,2448,17009,708,880679414274691073,https://twitter.com/elonmusk/status/880679414274691073,44196397,2017-06-30 06:48:29+00:00,Fri Jun 30 06:48:29 +0000 2017,,,,
+6138,elonmusk,,Across the road and below the ground,1523,11729,387,880675074231107584,https://twitter.com/elonmusk/status/880675074231107584,44196397,2017-06-30 06:31:14+00:00,Fri Jun 30 06:31:14 +0000 2017,,,,
+6139,elonmusk,,Perspective,1912,19328,519,880673804028194817,https://twitter.com/elonmusk/status/880673804028194817,44196397,2017-06-30 06:26:11+00:00,Fri Jun 30 06:26:11 +0000 2017,,,,
+6140,elonmusk,satalino15,"Nothing to be done, but wait. It's all right here: https://en.m.wikipedia.org/wiki/Waiting_for_Godot",18,391,19,880666691587461120,https://twitter.com/elonmusk/status/880666691587461120,44196397,2017-06-30 05:57:55+00:00,Fri Jun 30 05:57:55 +0000 2017,,,,https://en.m.wikipedia.org/wiki/Waiting_for_Godot
+6141,elonmusk,DouglasABailey,News on Sunday,280,2023,115,880665053162348546,https://twitter.com/elonmusk/status/880665053162348546,44196397,2017-06-30 05:51:25+00:00,Fri Jun 30 05:51:25 +0000 2017,,,,
+6142,elonmusk,,Because it's off the wall,832,8015,631,880489685125967872,https://twitter.com/elonmusk/status/880489685125967872,44196397,2017-06-29 18:14:34+00:00,Thu Jun 29 18:14:34 +0000 2017,,,,
+6143,elonmusk,Trucker_Ty_,Maybe it is time for the man cape to return,15,307,25,880488338964201472,https://twitter.com/elonmusk/status/880488338964201472,44196397,2017-06-29 18:09:13+00:00,Thu Jun 29 18:09:13 +0000 2017,,,,
+6144,elonmusk,ixmeteorite,Didn't read it. Might now though.,11,245,26,880326099342827520,https://twitter.com/elonmusk/status/880326099342827520,44196397,2017-06-29 07:24:32+00:00,Thu Jun 29 07:24:32 +0000 2017,,,,
+6145,elonmusk,newscientist,Exactly,43,620,49,880321880216846336,https://twitter.com/elonmusk/status/880321880216846336,44196397,2017-06-29 07:07:46+00:00,Thu Jun 29 07:07:46 +0000 2017,,,,
+6146,elonmusk,MxPR,Me too,24,1038,50,880317052661121025,https://twitter.com/elonmusk/status/880317052661121025,44196397,2017-06-29 06:48:35+00:00,Thu Jun 29 06:48:35 +0000 2017,,,,
+6147,elonmusk,SimplyDonya,"Yes, but arguably that's worse",246,4377,70,880301259093270530,https://twitter.com/elonmusk/status/880301259093270530,44196397,2017-06-29 05:45:50+00:00,Thu Jun 29 05:45:50 +0000 2017,,,,
+6148,elonmusk,,And I don't care who knows it. Our love will never die.,2786,15628,1228,880298154440114176,https://twitter.com/elonmusk/status/880298154440114176,44196397,2017-06-29 05:33:29+00:00,Thu Jun 29 05:33:29 +0000 2017,,,,
+6149,elonmusk,elonmusk,Just try one. It's way better than you think.,1336,9058,447,880255239881768961,https://twitter.com/elonmusk/status/880255239881768961,44196397,2017-06-29 02:42:58+00:00,Thu Jun 29 02:42:58 +0000 2017,,,,
+6150,elonmusk,itsBorked,A floor that moves,385,3515,45,880252648728940544,https://twitter.com/elonmusk/status/880252648728940544,44196397,2017-06-29 02:32:40+00:00,Thu Jun 29 02:32:40 +0000 2017,,,,
+6151,elonmusk,SyrenBoaz,A ceiling is simply a floor from below,993,4424,100,880252556357672960,https://twitter.com/elonmusk/status/880252556357672960,44196397,2017-06-29 02:32:18+00:00,Thu Jun 29 02:32:18 +0000 2017,,,,
+6152,elonmusk,elonmusk,Not as much as tunnels though,1879,12341,384,880240745319325697,https://twitter.com/elonmusk/status/880240745319325697,44196397,2017-06-29 01:45:22+00:00,Thu Jun 29 01:45:22 +0000 2017,,,,
+6153,elonmusk,elonmusk,They are so underappreciated,2231,11871,226,880240682836705282,https://twitter.com/elonmusk/status/880240682836705282,44196397,2017-06-29 01:45:07+00:00,Thu Jun 29 01:45:07 +0000 2017,,,,
+6154,elonmusk,elonmusk,They will never let you down,5163,22147,647,880240283081883648,https://twitter.com/elonmusk/status/880240283081883648,44196397,2017-06-29 01:43:32+00:00,Thu Jun 29 01:43:32 +0000 2017,,,,
+6155,elonmusk,,I love floors,19147,54495,1981,880240049677357057,https://twitter.com/elonmusk/status/880240049677357057,44196397,2017-06-29 01:42:36+00:00,Thu Jun 29 01:42:36 +0000 2017,,,,
+6156,elonmusk,SandyMazza,Gary (the snail) is a speed demon. Long way to go before we beat him/her.,74,897,26,880208110719123456,https://twitter.com/elonmusk/status/880208110719123456,44196397,2017-06-28 23:35:41+00:00,Wed Jun 28 23:35:41 +0000 2017,,,,
+6157,elonmusk,TEDTalks,"Thanks, but I am",626,7602,252,880201693496987648,https://twitter.com/elonmusk/status/880201693496987648,44196397,2017-06-28 23:10:11+00:00,Wed Jun 28 23:10:11 +0000 2017,,,,
+6158,elonmusk,,No longer waiting for Godot. It has begun boring and just completed the first segment of tunnel in LA.,2652,18219,677,880201464370442240,https://twitter.com/elonmusk/status/880201464370442240,44196397,2017-06-28 23:09:17+00:00,Wed Jun 28 23:09:17 +0000 2017,,,,
+6159,elonmusk,verge,"Good summary of rocket landing history. There were two successful water landings much earlier, but they didn't survive long.",5175,17190,463,879412656016285696,https://twitter.com/elonmusk/status/879412656016285696,44196397,2017-06-26 18:54:50+00:00,Mon Jun 26 18:54:50 +0000 2017,,,,https://twitter.com/verge/status/879410754511831040
+6160,elonmusk,Viss,"Several tons of force on each fin at high angles of attack & peak heating is the cube of speed, so a Mach 8 reentry is 8X Mach 4. Intense.",35,393,17,879391845347766272,https://twitter.com/elonmusk/status/879391845347766272,44196397,2017-06-26 17:32:08+00:00,Mon Jun 26 17:32:08 +0000 2017,,,,
+6161,elonmusk,migueldelagza,They should on high velocity missions to Geostationary Transfer Orbit,17,456,18,879104704583581696,https://twitter.com/elonmusk/status/879104704583581696,44196397,2017-06-25 22:31:09+00:00,Sun Jun 25 22:31:09 +0000 2017,,,,
+6162,elonmusk,,Sped up version of today's rocket landing on the Droneship Just Read the Instructions (guess it… https://www.instagram.com/p/BVxysOlA04j/,3059,10868,587,879092174390001665,https://twitter.com/elonmusk/status/879092174390001665,44196397,2017-06-25 21:41:21+00:00,Sun Jun 25 21:41:21 +0000 2017,,,,https://www.instagram.com/p/BVxysOlA04j/
+6163,elonmusk,nullpointr,More aero effectiveness to create steep spires on windward side at the grid fin intersections,18,398,16,879086784969191424,https://twitter.com/elonmusk/status/879086784969191424,44196397,2017-06-25 21:19:56+00:00,Sun Jun 25 21:19:56 +0000 2017,,,,
+6164,elonmusk,amirmasoudabdol,"Down the road, they will not even be repainted between launches. Aiming to be able to relaunch same orbital rocket booster in <24 hours.",173,1230,60,879086372832722944,https://twitter.com/elonmusk/status/879086372832722944,44196397,2017-06-25 21:18:18+00:00,Sun Jun 25 21:18:18 +0000 2017,,,,
+6165,elonmusk,BenjaminCoop3,Getting closer to fairing recovery and reuse. Had some problems with the steerable parachute. Should have it sorted out by end of year.,93,823,27,879085297526464513,https://twitter.com/elonmusk/status/879085297526464513,44196397,2017-06-25 21:14:02+00:00,Sun Jun 25 21:14:02 +0000 2017,,,,
+6166,elonmusk,,New titanium grid fins worked even better than expected. Should be capable of an indefinite number of flights with no service.,2790,23356,589,879080848359686144,https://twitter.com/elonmusk/status/879080848359686144,44196397,2017-06-25 20:56:21+00:00,Sun Jun 25 20:56:21 +0000 2017,,,,
+6167,elonmusk,mjmdavis,Still humans,17,436,22,879067621466849280,https://twitter.com/elonmusk/status/879067621466849280,44196397,2017-06-25 20:03:47+00:00,Sun Jun 25 20:03:47 +0000 2017,,,,
+6168,elonmusk,TheCocoaNaut,Significantly improves control force,8,412,13,879067405573435392,https://twitter.com/elonmusk/status/879067405573435392,44196397,2017-06-25 20:02:56+00:00,Sun Jun 25 20:02:56 +0000 2017,,,,
+6169,elonmusk,,Launch at 1:25 delivering 10 satellites for Iridium. Droneship repositioned due to extreme weather. Will be tight. http://spacex.com/webcast,1103,6182,298,879067060558417921,https://twitter.com/elonmusk/status/879067060558417921,44196397,2017-06-25 20:01:34+00:00,Sun Jun 25 20:01:34 +0000 2017,,,,http://spacex.com/webcast
+6170,elonmusk,,"Closeup of the titanium grid fins. Not painted, as they glow red hot during a fast reentry.",2648,16905,725,879065552060260352,https://twitter.com/elonmusk/status/879065552060260352,44196397,2017-06-25 19:55:34+00:00,Sun Jun 25 19:55:34 +0000 2017,,,,
+6171,elonmusk,dnathe4th,"We used to have a (lame) open loop hydraulic system, but that was upgraded to closed about 2 years ago",23,532,15,878839825473822720,https://twitter.com/elonmusk/status/878839825473822720,44196397,2017-06-25 04:58:37+00:00,Sun Jun 25 04:58:37 +0000 2017,,,,
+6172,elonmusk,CrappyUsername,"Not only that, it has all the wifis and 3G is coming soon",39,673,31,878829325742518273,https://twitter.com/elonmusk/status/878829325742518273,44196397,2017-06-25 04:16:53+00:00,Sun Jun 25 04:16:53 +0000 2017,,,,
+6173,elonmusk,EcoHeliGuy,Rocket was suddenly slammed sideways right before landing. Heavy gust or something malfunctioned onboard. Reviewing telemetry.,43,531,46,878828849722671104,https://twitter.com/elonmusk/status/878828849722671104,44196397,2017-06-25 04:15:00+00:00,Sun Jun 25 04:15:00 +0000 2017,,,,
+6174,elonmusk,zerosixbravo,"True, but that's a minor factor for rockets",6,285,9,878824485280817153,https://twitter.com/elonmusk/status/878824485280817153,44196397,2017-06-25 03:57:39+00:00,Sun Jun 25 03:57:39 +0000 2017,,,,
+6175,elonmusk,ClovenLife,"No, but shielding got fragged every flight. More control authority is for Falcon Heavy, but also enables Falcon 9 to land in heavier winds.",17,388,9,878824283178287105,https://twitter.com/elonmusk/status/878824283178287105,44196397,2017-06-25 03:56:51+00:00,Sun Jun 25 03:56:51 +0000 2017,,,,
+6176,elonmusk,DJSnM,"They will, but the hydraulic system is closed loop, so no fluid lost. They do need more power & energy, but rocket has plenty of that.",31,737,24,878823434268033025,https://twitter.com/elonmusk/status/878823434268033025,44196397,2017-06-25 03:53:29+00:00,Sun Jun 25 03:53:29 +0000 2017,,,,
+6177,elonmusk,zerosixbravo,"Slightly heavier than shielded aluminum, but more control authority and can be reused indefinitely with no touch ups",37,679,16,878822240699035649,https://twitter.com/elonmusk/status/878822240699035649,44196397,2017-06-25 03:48:44+00:00,Sun Jun 25 03:48:44 +0000 2017,,,,
+6178,elonmusk,SpaceX,Flying with larger & significantly upgraded hypersonic grid fins. Single piece cast & cut titanium. Can take reentry heat with no shielding.,2122,12813,445,878821062326198272,https://twitter.com/elonmusk/status/878821062326198272,44196397,2017-06-25 03:44:03+00:00,Sun Jun 25 03:44:03 +0000 2017,,,,https://twitter.com/spacex/status/878732650277617664
+6179,elonmusk,sajo,Sticking to 100,16,534,60,878407054083317760,https://twitter.com/elonmusk/status/878407054083317760,44196397,2017-06-24 00:18:56+00:00,Sat Jun 24 00:18:56 +0000 2017,,,,
+6180,elonmusk,Emerald0013,"It's an aluminum honeycomb cartridge, so only a couple of hours to replace",90,1595,74,878335496413265920,https://twitter.com/elonmusk/status/878335496413265920,44196397,2017-06-23 19:34:35+00:00,Fri Jun 23 19:34:35 +0000 2017,,,,
+6181,elonmusk,,"Rocket is extra toasty and hit the deck hard (used almost all of the emergency crush core), but otherwise good",3431,23587,904,878334920141135872,https://twitter.com/elonmusk/status/878334920141135872,44196397,2017-06-23 19:32:18+00:00,Fri Jun 23 19:32:18 +0000 2017,,,,
+6182,elonmusk,,Falcon 9 will experience its highest ever reentry force and heat in today's launch. Good chance rocket booster doesn't make it back.,2279,14919,788,878313692986621953,https://twitter.com/elonmusk/status/878313692986621953,44196397,2017-06-23 18:07:57+00:00,Fri Jun 23 18:07:57 +0000 2017,,,,
+6183,elonmusk,shanghai_artist,"Technically, Ironyman",24,410,15,878300364008640512,https://twitter.com/elonmusk/status/878300364008640512,44196397,2017-06-23 17:14:59+00:00,Fri Jun 23 17:14:59 +0000 2017,,,,
+6184,elonmusk,ExploreSpaceKSC,Thanks! Looks cool.,13,507,18,878296162184290304,https://twitter.com/elonmusk/status/878296162184290304,44196397,2017-06-23 16:58:17+00:00,Fri Jun 23 16:58:17 +0000 2017,,,,
+6185,elonmusk,WaywardPlane,"Damn, I forgot bacon",137,2089,61,878044200960380928,https://twitter.com/elonmusk/status/878044200960380928,44196397,2017-06-23 00:17:05+00:00,Fri Jun 23 00:17:05 +0000 2017,,,,
+6186,elonmusk,elonmusk,"In life, there are no easy choices …",1988,9536,608,878040258541043713,https://twitter.com/elonmusk/status/878040258541043713,44196397,2017-06-23 00:01:25+00:00,Fri Jun 23 00:01:25 +0000 2017,,,,
+6187,elonmusk,,Do want irony on social media?,1745,6499,827,878037431789826049,https://twitter.com/elonmusk/status/878037431789826049,44196397,2017-06-22 23:50:11+00:00,Thu Jun 22 23:50:11 +0000 2017,,,,
+6188,elonmusk,,Must remember that irony and social media are not friends. Keep forgetting. Dammit.,4334,24580,623,877930155540336640,https://twitter.com/elonmusk/status/877930155540336640,44196397,2017-06-22 16:43:54+00:00,Thu Jun 22 16:43:54 +0000 2017,,,,
+6189,elonmusk,partialobs,Radiation,25,522,30,877928338358099969,https://twitter.com/elonmusk/status/877928338358099969,44196397,2017-06-22 16:36:41+00:00,Thu Jun 22 16:36:41 +0000 2017,,,,
+6190,elonmusk,DPazdan,Groan,23,641,37,877740365217882113,https://twitter.com/elonmusk/status/877740365217882113,44196397,2017-06-22 04:09:45+00:00,Thu Jun 22 04:09:45 +0000 2017,,,,
+6191,elonmusk,hayskeys7,"But RWD with electric is really good in snow (assuming all weather or winter tires), as traction control is far more precise",34,512,43,877740102918721536,https://twitter.com/elonmusk/status/877740102918721536,44196397,2017-06-22 04:08:42+00:00,Thu Jun 22 04:08:42 +0000 2017,,,,
+6192,elonmusk,hayskeys7,Will extend,15,474,13,877739704593993728,https://twitter.com/elonmusk/status/877739704593993728,44196397,2017-06-22 04:07:07+00:00,Thu Jun 22 04:07:07 +0000 2017,,,,
+6193,elonmusk,ElectrekCo,Over 1000 km should be possible in a 100D with the right tires,4289,19209,776,877469994593820674,https://twitter.com/elonmusk/status/877469994593820674,44196397,2017-06-21 10:15:23+00:00,Wed Jun 21 10:15:23 +0000 2017,,,,https://twitter.com/electrekco/status/877219197444599809
+6194,elonmusk,Painkiller606,Will be full regen cooled all the way out to the 3 meter (10 ft) nozzle diameter. Heat flux is nuts & radiative view factor is low.,22,210,14,877341165808361472,https://twitter.com/elonmusk/status/877341165808361472,44196397,2017-06-21 01:43:28+00:00,Wed Jun 21 01:43:28 +0000 2017,,,,
+6195,elonmusk,dadxseven,"No plans to change 100 kWh pack tech. You'll never worry about running out of range. Model 3 pack is about cost reduction, not performance.",14,225,25,877339887732539392,https://twitter.com/elonmusk/status/877339887732539392,44196397,2017-06-21 01:38:24+00:00,Wed Jun 21 01:38:24 +0000 2017,,,,
+6196,elonmusk,,No need to rely on scientists for global warming -- just use a thermometer,5291,14690,863,877210236502786048,https://twitter.com/elonmusk/status/877210236502786048,44196397,2017-06-20 17:03:12+00:00,Tue Jun 20 17:03:12 +0000 2017,,,,https://www.forbes.com/sites/marshallshepherd/2017/06/20/the-science-of-why-its-too-hot-for-some-planes-to-fly-in-the-southwest-u-s/#6a31c3f54ceb
+6197,elonmusk,sulka,Cool,8,194,12,877039014334701568,https://twitter.com/elonmusk/status/877039014334701568,44196397,2017-06-20 05:42:50+00:00,Tue Jun 20 05:42:50 +0000 2017,,,,
+6198,elonmusk,sulka,"That's because the accurate articles are boringly obvious, so they get no press attention",26,260,20,877032118794108928,https://twitter.com/elonmusk/status/877032118794108928,44196397,2017-06-20 05:15:26+00:00,Tue Jun 20 05:15:26 +0000 2017,,,,
+6199,elonmusk,sulka,"First approximation of CO2 is production cost, factoring in energy source, so Model 3 obv less CO2 to produce than $35k gas car by a lot",56,591,13,877031628861657088,https://twitter.com/elonmusk/status/877031628861657088,44196397,2017-06-20 05:13:29+00:00,Tue Jun 20 05:13:29 +0000 2017,,,,
+6200,elonmusk,sulka,Calling this cueless would be generous. Much less energy required for lithium-ion batteries & Gigafactory is powered by renewables anyway.,122,1184,38,877029802758201344,https://twitter.com/elonmusk/status/877029802758201344,44196397,2017-06-20 05:06:14+00:00,Tue Jun 20 05:06:14 +0000 2017,,,,
+6201,elonmusk,shashwatbakhshi,No plans to change cell form factor for X and S,17,168,31,876829309695967232,https://twitter.com/elonmusk/status/876829309695967232,44196397,2017-06-19 15:49:32+00:00,Mon Jun 19 15:49:32 +0000 2017,,,,
+6202,elonmusk,elonmusk,"This is crazy, but Max Smart mentions Chaos towards the end. Coincidence?",22,201,27,876586808255029248,https://twitter.com/elonmusk/status/876586808255029248,44196397,2017-06-18 23:45:55+00:00,Sun Jun 18 23:45:55 +0000 2017,,,,
+6203,elonmusk,quiggles,There's a plot!?,19,431,17,876575063058677760,https://twitter.com/elonmusk/status/876575063058677760,44196397,2017-06-18 22:59:15+00:00,Sun Jun 18 22:59:15 +0000 2017,,,,
+6204,elonmusk,RobTheIc0n,ujelly?,22,398,22,876571952512507908,https://twitter.com/elonmusk/status/876571952512507908,44196397,2017-06-18 22:46:54+00:00,Sun Jun 18 22:46:54 +0000 2017,,,,
+6205,elonmusk,DJ_Mr_Cool,"My real phone is an HTC Droid, which I ordered after seeing this ad",363,1717,102,876570254184390656,https://twitter.com/elonmusk/status/876570254184390656,44196397,2017-06-18 22:40:09+00:00,Sun Jun 18 22:40:09 +0000 2017,,,,https://m.youtube.com/watch?v=DaxU0ut5tUw
+6206,elonmusk,verge,Nothing beats the shoe phone that is also a real shoe,58,602,31,876567497062850560,https://twitter.com/elonmusk/status/876567497062850560,44196397,2017-06-18 22:29:11+00:00,Sun Jun 18 22:29:11 +0000 2017,,,,https://m.youtube.com/watch?v=hHrnLOb1hTA
+6207,elonmusk,YS,But then I get paid less,78,1698,26,876565296487649280,https://twitter.com/elonmusk/status/876565296487649280,44196397,2017-06-18 22:20:27+00:00,Sun Jun 18 22:20:27 +0000 2017,,,,
+6208,elonmusk,theseoldcars,"Backup valve shows no sign of leaking, but yeah",5,197,14,876537450956337152,https://twitter.com/elonmusk/status/876537450956337152,44196397,2017-06-18 20:29:48+00:00,Sun Jun 18 20:29:48 +0000 2017,,,,
+6209,elonmusk,SpaceX,If schedule holds there will be two Falcon 9 launches within 48 hours (Cape & Vandenberg) this weekend,1590,9172,356,876536951418925057,https://twitter.com/elonmusk/status/876536951418925057,44196397,2017-06-18 20:27:49+00:00,Sun Jun 18 20:27:49 +0000 2017,,,,https://twitter.com/spacex/status/876522478046068737
+6210,elonmusk,SpaceX,"Postponing launch to replace fairing pneumatic valve. It is dual redundant, but not worth taking a chance.",455,3802,169,876536406230712320,https://twitter.com/elonmusk/status/876536406230712320,44196397,2017-06-18 20:25:39+00:00,Sun Jun 18 20:25:39 +0000 2017,,,,https://twitter.com/spacex/status/876522258948169728
+6211,elonmusk,abc7adrienne,"Promising conversations with @MayorOfLA regarding tunnel network that would carry cars, bikes &amp; pedestrians. Permits harder than technology.",876,4987,338,876517194997178368,https://twitter.com/elonmusk/status/876517194997178368,44196397,2017-06-18 19:09:18+00:00,Sun Jun 18 19:09:18 +0000 2017,,@MayorOfLA,,https://twitter.com/abc7adrienne/status/876114755169079296
+6212,elonmusk,,,501,3675,176,876494001607589888,https://twitter.com/elonmusk/status/876494001607589888,44196397,2017-06-18 17:37:09+00:00,Sun Jun 18 17:37:09 +0000 2017,,,,https://m.youtube.com/watch?v=VoiGZ47aRao
+6213,elonmusk,,It's time they knew …,4148,32403,972,876492802648965120,https://twitter.com/elonmusk/status/876492802648965120,44196397,2017-06-18 17:32:23+00:00,Sun Jun 18 17:32:23 +0000 2017,,,,
+6214,elonmusk,,Tesla service rescues a kitten stuck in the bumper https://youtu.be/NSc7wjQ1Ts8,2152,10471,752,876160515055038464,https://twitter.com/elonmusk/status/876160515055038464,44196397,2017-06-17 19:31:59+00:00,Sat Jun 17 19:31:59 +0000 2017,,,,"https://youtu.be/NSc7wjQ1Ts8,https://youtu.be/tEFZsK0X1V4"
+6215,elonmusk,ForestKatsch,So soon you won't believe it,129,1027,60,875913778423939072,https://twitter.com/elonmusk/status/875913778423939072,44196397,2017-06-17 03:11:33+00:00,Sat Jun 17 03:11:33 +0000 2017,,,,
+6216,elonmusk,,Colonizing Mars (thanks Prof Hubbard for creating this from my talk). Major changes to the plan coming soon. http://online.liebertpub.com/doi/pdf/10.1089/space.2017.29009.emu,2684,9984,506,875913504451985411,https://twitter.com/elonmusk/status/875913504451985411,44196397,2017-06-17 03:10:27+00:00,Sat Jun 17 03:10:27 +0000 2017,,,,http://online.liebertpub.com/doi/pdf/10.1089/space.2017.29009.emu
+6217,elonmusk,,"Hawthorne, California",6088,24737,599,875849793204928512,https://twitter.com/elonmusk/status/875849793204928512,44196397,2017-06-16 22:57:17+00:00,Fri Jun 16 22:57:17 +0000 2017,,,,
+6218,elonmusk,,Flying through the Falcon Factory https://www.instagram.com/p/BVarZZSgfIP/,1142,5742,204,875839151056310272,https://twitter.com/elonmusk/status/875839151056310272,44196397,2017-06-16 22:15:00+00:00,Fri Jun 16 22:15:00 +0000 2017,,,,https://www.instagram.com/p/BVarZZSgfIP/
+6219,elonmusk,sciam,"Mars V2 plan coming soon, which I think addresses the most fundamental flaw in V1: how to pay for development & operation of giant rockets",5015,16855,803,875770056323420160,https://twitter.com/elonmusk/status/875770056323420160,44196397,2017-06-16 17:40:27+00:00,Fri Jun 16 17:40:27 +0000 2017,,,,https://twitter.com/sciam/status/875756138121310208
+6220,elonmusk,dane,Radar-only braking on HW1 is getting better with every release. We're hoping to do the demo where it brakes for a UFO in the fog soon.,30,374,35,875510004635246592,https://twitter.com/elonmusk/status/875510004635246592,44196397,2017-06-16 00:27:05+00:00,Fri Jun 16 00:27:05 +0000 2017,,,,
+6221,elonmusk,arstechnica,"$300M cost diff between SpaceX and Boeing/Lockheed exceeds avg value of satellite, so flying with SpaceX means satellite is basically free",5753,22848,581,875509067011153924,https://twitter.com/elonmusk/status/875509067011153924,44196397,2017-06-16 00:23:22+00:00,Fri Jun 16 00:23:22 +0000 2017,,,,https://twitter.com/arstechnica/status/875489606728372225
+6222,elonmusk,jasveer10,In discussions with the government of India requesting temporary relief on import penalties/restrictions until a local factory is built,1080,3649,254,875070931537981441,https://twitter.com/elonmusk/status/875070931537981441,44196397,2017-06-14 19:22:22+00:00,Wed Jun 14 19:22:22 +0000 2017,,,,
+6223,elonmusk,Tesla,US govt testing by @NHTSAgov finds Model X to be the safest SUV in history by significant margin,4597,20305,766,874649718659325952,https://twitter.com/elonmusk/status/874649718659325952,44196397,2017-06-13 15:28:37+00:00,Tue Jun 13 15:28:37 +0000 2017,,@NHTSAgov,,https://twitter.com/teslamotors/status/874610768427204609
+6224,elonmusk,samsheffer,"That would an interesting target. Would, of course, only count if capable of doing so right off the production line with street legal tires.",70,833,55,874539511815954433,https://twitter.com/elonmusk/status/874539511815954433,44196397,2017-06-13 08:10:42+00:00,Tue Jun 13 08:10:42 +0000 2017,,,,
+6225,elonmusk,AaronInternet,How'd you know?,7,177,13,874506910120034306,https://twitter.com/elonmusk/status/874506910120034306,44196397,2017-06-13 06:01:09+00:00,Tue Jun 13 06:01:09 +0000 2017,,,,
+6226,elonmusk,elonmusk,"Linux kernel update was way harder than anticipated. Giant improvement, but meant way more OS overhead tuning to keep screen frame rate good",15,185,13,874483570869272577,https://twitter.com/elonmusk/status/874483570869272577,44196397,2017-06-13 04:28:25+00:00,Tue Jun 13 04:28:25 +0000 2017,,,,
+6227,elonmusk,ethank,"New kernel goes out next weekend, new web browser next month. Radar-only braking is getting steadily better for both HW 1 and 2.",20,262,36,874029202768510977,https://twitter.com/elonmusk/status/874029202768510977,44196397,2017-06-11 22:22:55+00:00,Sun Jun 11 22:22:55 +0000 2017,,,,
+6228,elonmusk,ElectrekCo,HW2 Autopilot release should go wide next weekend with additional smoothness improvements to longitudinal control,83,579,41,873984057431949312,https://twitter.com/elonmusk/status/873984057431949312,44196397,2017-06-11 19:23:31+00:00,Sun Jun 11 19:23:31 +0000 2017,,,,
+6229,elonmusk,RajveerJolly,"We are developing the interplanetary rocket and spaceship to allow anyone to travel to the moon, Mars & beyond, regardless of nationality",1184,6574,179,873629817895133184,https://twitter.com/elonmusk/status/873629817895133184,44196397,2017-06-10 19:55:54+00:00,Sat Jun 10 19:55:54 +0000 2017,,,,
+6230,elonmusk,KevinWright80,Thanks! Everything we make on the expensive cars goes into developing more affordable cars.,29,328,13,873628555057352705,https://twitter.com/elonmusk/status/873628555057352705,44196397,2017-06-10 19:50:53+00:00,Sat Jun 10 19:50:53 +0000 2017,,,,
+6231,elonmusk,StevePrediletto,Thanks for supporting Tesla and the EV mission before anyone had heard of us,20,304,17,873313746172628992,https://twitter.com/elonmusk/status/873313746172628992,44196397,2017-06-09 22:59:57+00:00,Fri Jun 09 22:59:57 +0000 2017,,,,
+6232,elonmusk,FredericLambert,Heard about it. Our experience doing projects with big car companies was not great. They move slowly & are reluctant to adopt new tech.,25,280,14,873312073756753920,https://twitter.com/elonmusk/status/873312073756753920,44196397,2017-06-09 22:53:18+00:00,Fri Jun 09 22:53:18 +0000 2017,,,,
+6233,elonmusk,samabuelsamid,"I've written two forward-looking master plans, but haven't told the Tesla history of how we got there. Lot of drama … Prob worth doing?",19,353,41,873310575073255425,https://twitter.com/elonmusk/status/873310575073255425,44196397,2017-06-09 22:47:21+00:00,Fri Jun 09 22:47:21 +0000 2017,,,,
+6234,elonmusk,samabuelsamid,Mostly right. The feasibility study Martin commissioned about the Lotus Elise was dead wrong though. Only 7% of parts ended up being common.,9,331,7,873308039733952512,https://twitter.com/elonmusk/status/873308039733952512,44196397,2017-06-09 22:37:16+00:00,Fri Jun 09 22:37:16 +0000 2017,,,,
+6235,elonmusk,RITSPEX,"Slow at first, then very fast. Def not hover.",10,221,15,873306583983247360,https://twitter.com/elonmusk/status/873306583983247360,44196397,2017-06-09 22:31:29+00:00,Fri Jun 09 22:31:29 +0000 2017,,,,
+6236,elonmusk,ID_AA_Carmack,"The faster, the better. Gravity losses.",26,403,17,873305610971787264,https://twitter.com/elonmusk/status/873305610971787264,44196397,2017-06-09 22:27:37+00:00,Fri Jun 09 22:27:37 +0000 2017,,,,
+6237,elonmusk,mcwm,Damn Stonecutters!,31,605,6,873305406482784256,https://twitter.com/elonmusk/status/873305406482784256,44196397,2017-06-09 22:26:48+00:00,Fri Jun 09 22:26:48 +0000 2017,,,,
+6238,elonmusk,ElectronComm,"Was no ""company"", just a (wrong) biz plan to commercialize ACP's Tzero car. No tech or IP, no employees & didn't even own Tesla Motors name.",22,303,8,873301658155061248,https://twitter.com/elonmusk/status/873301658155061248,44196397,2017-06-09 22:11:55+00:00,Fri Jun 09 22:11:55 +0000 2017,,,,
+6239,elonmusk,s_vndee,"Disruption certainly. Deep AI is the real risk, though, not automation.",16,182,15,873299731853615104,https://twitter.com/elonmusk/status/873299731853615104,44196397,2017-06-09 22:04:15+00:00,Fri Jun 09 22:04:15 +0000 2017,,,,
+6240,elonmusk,rami_syvari,Exactly,19,350,13,873266603349073920,https://twitter.com/elonmusk/status/873266603349073920,44196397,2017-06-09 19:52:37+00:00,Fri Jun 09 19:52:37 +0000 2017,,,,
+6241,elonmusk,verge,Congrats Robb!,757,7596,92,873248942250573824,https://twitter.com/elonmusk/status/873248942250573824,44196397,2017-06-09 18:42:26+00:00,Fri Jun 09 18:42:26 +0000 2017,,,,https://twitter.com/verge/status/873232457432268800
+6242,elonmusk,MarkeR2002,So crazy that people were arrested for trying to keep their cars from being destroyed,65,606,49,873211353091014656,https://twitter.com/elonmusk/status/873211353091014656,44196397,2017-06-09 16:13:04+00:00,Fri Jun 09 16:13:04 +0000 2017,,,,
+6243,elonmusk,isco__,You may have Heard of the person who put it together,26,260,19,873210566826803201,https://twitter.com/elonmusk/status/873210566826803201,44196397,2017-06-09 16:09:57+00:00,Fri Jun 09 16:09:57 +0000 2017,,,,
+6244,elonmusk,elonmusk,"Worth watching ""Who Killed the Electric Car?"" By @chrispaine. Truth is indeed stranger than fiction … https://en.m.wikipedia.org/wiki/Who_Killed_the_Electric_Car%3F",1842,7897,430,873210142573043712,https://twitter.com/elonmusk/status/873210142573043712,44196397,2017-06-09 16:08:16+00:00,Fri Jun 09 16:08:16 +0000 2017,,@chrispaine,,https://en.m.wikipedia.org/wiki/Who_Killed_the_Electric_Car%3F
+6245,elonmusk,Franco_Grisafi1,"If Zedd is kind enough to send me a list, it's on",31,324,4,873202292048015360,https://twitter.com/elonmusk/status/873202292048015360,44196397,2017-06-09 15:37:04+00:00,Fri Jun 09 15:37:04 +0000 2017,,,,
+6246,elonmusk,ApexCornerSpeed,"All Superchargers are being converted to solar/battery power. Over time, almost all will disconnect from the electricity grid.",408,2126,117,873131202663690240,https://twitter.com/elonmusk/status/873131202663690240,44196397,2017-06-09 10:54:35+00:00,Fri Jun 09 10:54:35 +0000 2017,,,,
+6247,elonmusk,mor10,"I love Norway, which is the world leader in EV adoption! Great example for the rest of the world.",217,1721,55,873130508984631296,https://twitter.com/elonmusk/status/873130508984631296,44196397,2017-06-09 10:51:49+00:00,Fri Jun 09 10:51:49 +0000 2017,,,,
+6248,elonmusk,kieranquinn27,"Long way to go, but we've convinced most of the auto industry to start EV programs & gave them all our patents to help, so that's something",535,3638,120,873122114307371015,https://twitter.com/elonmusk/status/873122114307371015,44196397,2017-06-09 10:18:28+00:00,Fri Jun 09 10:18:28 +0000 2017,,,,
+6249,elonmusk,elonmusk,"Nothing to do w govt incentives or making money. Thought 90% prob of losing it all (almost did many times), but it was the only chance.",1492,12674,424,873121068172460035,https://twitter.com/elonmusk/status/873121068172460035,44196397,2017-06-09 10:14:19+00:00,Fri Jun 09 10:14:19 +0000 2017,,,,
+6250,elonmusk,elonmusk,"Since big car companies were killing their EV programs, the only chance was to create an EV company, even tho it was almost certain to fail",1814,11070,212,873119655354695685,https://twitter.com/elonmusk/status/873119655354695685,44196397,2017-06-09 10:08:42+00:00,Fri Jun 09 10:08:42 +0000 2017,,,,
+6251,elonmusk,elonmusk,"They was done against the will of their owners, who held a candlelight vigil all night to protest the death of their cars",1074,5357,180,873117697420034048,https://twitter.com/elonmusk/status/873117697420034048,44196397,2017-06-09 10:00:55+00:00,Fri Jun 09 10:00:55 +0000 2017,,,,
+6252,elonmusk,,Few people know that we started Tesla when GM forcibly recalled all electric cars from customers in 2003 & then crushed them in a junkyard,13744,43531,1481,873116351316938753,https://twitter.com/elonmusk/status/873116351316938753,44196397,2017-06-09 09:55:34+00:00,Fri Jun 09 09:55:34 +0000 2017,,,,
+6253,elonmusk,RafTweeter,That is true. Ludicrous mode is like having pure joy on tap. Nothing else (legal) will get you that.,27,307,16,872979293944414208,https://twitter.com/elonmusk/status/872979293944414208,44196397,2017-06-09 00:50:57+00:00,Fri Jun 09 00:50:57 +0000 2017,,,,
+6254,elonmusk,Boltfinger,Click the left scroll wheel to pause or mute music,3,115,6,872974600451219456,https://twitter.com/elonmusk/status/872974600451219456,44196397,2017-06-09 00:32:18+00:00,Fri Jun 09 00:32:18 +0000 2017,,,,
+6255,elonmusk,cabbey,"Good point, will add ""cancel nav"" to voice commands",18,588,25,872935638944800769,https://twitter.com/elonmusk/status/872935638944800769,44196397,2017-06-08 21:57:29+00:00,Thu Jun 08 21:57:29 +0000 2017,,,,
+6256,elonmusk,EricIdle,Too awesome,16,503,14,872935290356113408,https://twitter.com/elonmusk/status/872935290356113408,44196397,2017-06-08 21:56:06+00:00,Thu Jun 08 21:56:06 +0000 2017,,,,
+6257,elonmusk,Belltower,Must ipso facto half not bee,2,109,22,872919207754711041,https://twitter.com/elonmusk/status/872919207754711041,44196397,2017-06-08 20:52:11+00:00,Thu Jun 08 20:52:11 +0000 2017,,,,
+6258,elonmusk,futureshift,"First of all, I cracked a long time ago. That's not news. Second, yes, I can see time. How did you know?",158,1772,68,872913130120134656,https://twitter.com/elonmusk/status/872913130120134656,44196397,2017-06-08 20:28:02+00:00,Thu Jun 08 20:28:02 +0000 2017,,,,
+6259,elonmusk,AndrewHaigh,"Yeah, car should auto play when it gets an exact match, like it does for directions. Will make that change.",12,519,10,872912379406766080,https://twitter.com/elonmusk/status/872912379406766080,44196397,2017-06-08 20:25:03+00:00,Thu Jun 08 20:25:03 +0000 2017,,,,
+6260,elonmusk,jovanik21,Just confirmed the Tesla DJ station works in Canada,3,127,7,872912059406491648,https://twitter.com/elonmusk/status/872912059406491648,44196397,2017-06-08 20:23:47+00:00,Thu Jun 08 20:23:47 +0000 2017,,,,
+6261,elonmusk,Krishell1985,Cool,0,138,27,872907817258070016,https://twitter.com/elonmusk/status/872907817258070016,44196397,2017-06-08 20:06:56+00:00,Thu Jun 08 20:06:56 +0000 2017,,,,
+6262,elonmusk,sakerjacks,"No, it's not!",6,323,9,872906757831409664,https://twitter.com/elonmusk/status/872906757831409664,44196397,2017-06-08 20:02:43+00:00,Thu Jun 08 20:02:43 +0000 2017,,,,
+6263,elonmusk,MichaelGladis,Yes,2,265,5,872906681851576321,https://twitter.com/elonmusk/status/872906681851576321,44196397,2017-06-08 20:02:25+00:00,Thu Jun 08 20:02:25 +0000 2017,,,,
+6264,elonmusk,JeffMcAdams,Tap cancel on the screen,3,194,6,872906594471755776,https://twitter.com/elonmusk/status/872906594471755776,44196397,2017-06-08 20:02:04+00:00,Thu Jun 08 20:02:04 +0000 2017,,,,
+6265,elonmusk,,"Just tap the voice button on the steering wheel and say ""Play Monty Python"" or ""Navigate home"" or anything. Voice commands work pretty well.",727,7595,519,872905905041362944,https://twitter.com/elonmusk/status/872905905041362944,44196397,2017-06-08 19:59:20+00:00,Thu Jun 08 19:59:20 +0000 2017,,,,
+6266,elonmusk,EricaBoarman,"Just depends on whether you like a sedan or SUV. Sedan goes faster, SUV has more room.",2,164,16,872905016176025601,https://twitter.com/elonmusk/status/872905016176025601,44196397,2017-06-08 19:55:48+00:00,Thu Jun 08 19:55:48 +0000 2017,,,,
+6267,elonmusk,jschindeler,"Yeah, coming back",3,135,5,872903902282137600,https://twitter.com/elonmusk/status/872903902282137600,44196397,2017-06-08 19:51:22+00:00,Thu Jun 08 19:51:22 +0000 2017,,,,
+6268,elonmusk,symonchester,Coming soon!,1,268,12,872895237022113792,https://twitter.com/elonmusk/status/872895237022113792,44196397,2017-06-08 19:16:56+00:00,Thu Jun 08 19:16:56 +0000 2017,,,,
+6269,elonmusk,castfxman,Partly,11,379,12,872895060404076544,https://twitter.com/elonmusk/status/872895060404076544,44196397,2017-06-08 19:16:14+00:00,Thu Jun 08 19:16:14 +0000 2017,,,,
+6270,elonmusk,TheOneManHerd,Possibly my favorite skit,2,239,6,872894904174653440,https://twitter.com/elonmusk/status/872894904174653440,44196397,2017-06-08 19:15:37+00:00,Thu Jun 08 19:15:37 +0000 2017,,,,
+6271,elonmusk,AngDean23,Might work in Canada too,4,218,6,872894508962205696,https://twitter.com/elonmusk/status/872894508962205696,44196397,2017-06-08 19:14:03+00:00,Thu Jun 08 19:14:03 +0000 2017,,,,
+6272,elonmusk,jovanik21,I mean also,1,138,4,872894290460004352,https://twitter.com/elonmusk/status/872894290460004352,44196397,2017-06-08 19:13:11+00:00,Thu Jun 08 19:13:11 +0000 2017,,,,
+6273,elonmusk,,Not yet,0,117,3,872893699511865345,https://twitter.com/elonmusk/status/872893699511865345,44196397,2017-06-08 19:10:50+00:00,Thu Jun 08 19:10:50 +0000 2017,,,,
+6274,elonmusk,rrosenbl,Yeah,1,113,6,872893668474052608,https://twitter.com/elonmusk/status/872893668474052608,44196397,2017-06-08 19:10:42+00:00,Thu Jun 08 19:10:42 +0000 2017,,,,
+6275,elonmusk,,"In the US, you can ask your Tesla to play any Monty Python (or other comedy) skit. Doesn't work outside US yet.",2828,18014,827,872893604464779264,https://twitter.com/elonmusk/status/872893604464779264,44196397,2017-06-08 19:10:27+00:00,Thu Jun 08 19:10:27 +0000 2017,,,,
+6276,elonmusk,philwhln,"It's on the car. Might add it to the Tesla app at some point, so you get it on your phone if you have a Powerwall or Tesla solar.",10,251,9,872893125303222273,https://twitter.com/elonmusk/status/872893125303222273,44196397,2017-06-08 19:08:33+00:00,Thu Jun 08 19:08:33 +0000 2017,,,,
+6277,elonmusk,DeanDcruz,My favorite for sure,5,182,6,872892636276731904,https://twitter.com/elonmusk/status/872892636276731904,44196397,2017-06-08 19:06:36+00:00,Thu Jun 08 19:06:36 +0000 2017,,,,
+6278,elonmusk,,Try the new Tesla DJ station on streaming radio,496,5230,282,872892467800023040,https://twitter.com/elonmusk/status/872892467800023040,44196397,2017-06-08 19:05:56+00:00,Thu Jun 08 19:05:56 +0000 2017,,,,
+6279,elonmusk,redletterdave,The scene where Brian is saved from the Romans by falling off a tower into a spaceship is the best Deus Ex Machina moment of any movie ever,26,282,13,872889583846924288,https://twitter.com/elonmusk/status/872889583846924288,44196397,2017-06-08 18:54:28+00:00,Thu Jun 08 18:54:28 +0000 2017,,,,
+6280,elonmusk,JohnnyZenith,"All Falcon Heavy cores should be at the Cape in two to three months, so launch should happen a month after that",252,738,55,872888863504474112,https://twitter.com/elonmusk/status/872888863504474112,44196397,2017-06-08 18:51:37+00:00,Thu Jun 08 18:51:37 +0000 2017,,,,
+6281,elonmusk,redletterdave,Love Monty Python so much,17,312,16,872888316978274304,https://twitter.com/elonmusk/status/872888316978274304,44196397,2017-06-08 18:49:26+00:00,Thu Jun 08 18:49:26 +0000 2017,,,,
+6282,elonmusk,,https://m.youtube.com/watch?v=SJUhlRoBL8M,668,3798,227,872888045170597889,https://twitter.com/elonmusk/status/872888045170597889,44196397,2017-06-08 18:48:22+00:00,Thu Jun 08 18:48:22 +0000 2017,,,,https://m.youtube.com/watch?v=SJUhlRoBL8M
+6283,elonmusk,elonmusk,"Just wish they would stop sticking pins in voodoo dolls of me. That hurts, ok?",1953,19316,765,872869915337805825,https://twitter.com/elonmusk/status/872869915337805825,44196397,2017-06-08 17:36:19+00:00,Thu Jun 08 17:36:19 +0000 2017,,,,
+6284,elonmusk,johnbiscevic,Yeah,0,135,5,872869542376030208,https://twitter.com/elonmusk/status/872869542376030208,44196397,2017-06-08 17:34:50+00:00,Thu Jun 08 17:34:50 +0000 2017,,,,
+6285,elonmusk,danahull,Yeah,3,160,6,872869348850913280,https://twitter.com/elonmusk/status/872869348850913280,44196397,2017-06-08 17:34:04+00:00,Thu Jun 08 17:34:04 +0000 2017,,,,
+6286,elonmusk,elonmusk,These guys want us to die so bad they can taste it,1592,12774,702,872868505351094272,https://twitter.com/elonmusk/status/872868505351094272,44196397,2017-06-08 17:30:43+00:00,Thu Jun 08 17:30:43 +0000 2017,,,,
+6287,elonmusk,,Could be worse,2171,13261,729,872862122509647873,https://twitter.com/elonmusk/status/872862122509647873,44196397,2017-06-08 17:05:21+00:00,Thu Jun 08 17:05:21 +0000 2017,,,,http://www.investopedia.com/news/more-bets-against-tesla-any-other-company-tsla-bac/?partner=YahooSA&yptr=yahoo
+6288,elonmusk,elonmusk,"We can either give up hope & sit in traffic hell forever or try something new. The odds of success may be low, but they're better than zero.",79,533,56,872645445742231553,https://twitter.com/elonmusk/status/872645445742231553,44196397,2017-06-08 02:44:21+00:00,Thu Jun 08 02:44:21 +0000 2017,,,,
+6289,elonmusk,LABJnews,The Boring Company is in Hawthorne and has already approved the permit,120,1607,55,872601868668555264,https://twitter.com/elonmusk/status/872601868668555264,44196397,2017-06-07 23:51:12+00:00,Wed Jun 07 23:51:12 +0000 2017,,,,
+6290,elonmusk,kimchee_chigae,Thanks :) Such an outrageous lawsuit. People sometimes underestimate strength of US judiciary. Lot of respect for the judge & jury system.,47,1183,28,872535557997449216,https://twitter.com/elonmusk/status/872535557997449216,44196397,2017-06-07 19:27:42+00:00,Wed Jun 07 19:27:42 +0000 2017,,,,
+6291,elonmusk,biseshgrg,Read http://waitbutwhy.com/2017/04/neuralink.html,220,1036,50,872349845088075776,https://twitter.com/elonmusk/status/872349845088075776,44196397,2017-06-07 07:09:45+00:00,Wed Jun 07 07:09:45 +0000 2017,,,,http://waitbutwhy.com/2017/04/neuralink.html
+6292,elonmusk,SaherShodhan,Almost. Falcon Heavy was way harder to develop than it seemed at first.,34,509,30,872349052016394243,https://twitter.com/elonmusk/status/872349052016394243,44196397,2017-06-07 07:06:36+00:00,Wed Jun 07 07:06:36 +0000 2017,,,,
+6293,elonmusk,sama,"Once you add the vintage record player, it's all good",32,1228,25,872322588919443460,https://twitter.com/elonmusk/status/872322588919443460,44196397,2017-06-07 05:21:26+00:00,Wed Jun 07 05:21:26 +0000 2017,,,,
+6294,elonmusk,farhad667,You're welcome!,11,322,9,872321354279866368,https://twitter.com/elonmusk/status/872321354279866368,44196397,2017-06-07 05:16:32+00:00,Wed Jun 07 05:16:32 +0000 2017,,,,
+6295,elonmusk,,"A little red wine, vintage record, some Ambien ... and magic!",3548,22166,1298,872260000491593728,https://twitter.com/elonmusk/status/872260000491593728,44196397,2017-06-07 01:12:44+00:00,Wed Jun 07 01:12:44 +0000 2017,,,,
+6296,elonmusk,abhimvyas,A 7 step facial treatment every morning. The mistake people make is stopping at 6.,529,7283,226,872257953373368320,https://twitter.com/elonmusk/status/872257953373368320,44196397,2017-06-07 01:04:36+00:00,Wed Jun 07 01:04:36 +0000 2017,,,,
+6297,elonmusk,elonmusk,"And um ... not trying to brag or anything, but I think I look good for 500",862,10863,498,872257388136484864,https://twitter.com/elonmusk/status/872257388136484864,44196397,2017-06-07 01:02:21+00:00,Wed Jun 07 01:02:21 +0000 2017,,,,
+6298,elonmusk,brokesilver,Seems that way,5,218,20,872170047262687232,https://twitter.com/elonmusk/status/872170047262687232,44196397,2017-06-06 19:15:18+00:00,Tue Jun 06 19:15:18 +0000 2017,,,,
+6299,elonmusk,NigelKBaker,Of course. What base-number system were you using?,13,475,39,872150434093252608,https://twitter.com/elonmusk/status/872150434093252608,44196397,2017-06-06 17:57:21+00:00,Tue Jun 06 17:57:21 +0000 2017,,,,
+6300,elonmusk,elonmusk,That's why the pic is in black and white. Didn't have color back then.,432,7002,300,872150066462511104,https://twitter.com/elonmusk/status/872150066462511104,44196397,2017-06-06 17:55:54+00:00,Tue Jun 06 17:55:54 +0000 2017,,,,
+6301,elonmusk,FiWiNet,"Yeah, I counted",13,451,20,872149867006533632,https://twitter.com/elonmusk/status/872149867006533632,44196397,2017-06-06 17:55:06+00:00,Tue Jun 06 17:55:06 +0000 2017,,,,
+6302,elonmusk,,Tesla shareholder meeting today. Can't believe it's been 1000 years since we went public. https://www.instagram.com/p/BVAbpGghunY/,1276,12103,558,872146674327601152,https://twitter.com/elonmusk/status/872146674327601152,44196397,2017-06-06 17:42:25+00:00,Tue Jun 06 17:42:25 +0000 2017,,,,https://www.instagram.com/p/BVAbpGghunY/
+6303,elonmusk,elonmusk,"This is a metaphor for transparency. Also, f* underwear.",162,810,28,871977447159283712,https://twitter.com/elonmusk/status/871977447159283712,44196397,2017-06-06 06:29:58+00:00,Tue Jun 06 06:29:58 +0000 2017,,,,
+6304,elonmusk,mcgd,Obviously,14,377,13,871949276951203840,https://twitter.com/elonmusk/status/871949276951203840,44196397,2017-06-06 04:38:02+00:00,Tue Jun 06 04:38:02 +0000 2017,,,,
+6305,elonmusk,elonmusk,"SEC disclosures, etc",267,4675,157,871947630372282368,https://twitter.com/elonmusk/status/871947630372282368,44196397,2017-06-06 04:31:29+00:00,Tue Jun 06 04:31:29 +0000 2017,,,,
+6306,elonmusk,isco__,"I'm not *saying* they're related, but …",6510,30105,525,871946789305196544,https://twitter.com/elonmusk/status/871946789305196544,44196397,2017-06-06 04:28:09+00:00,Tue Jun 06 04:28:09 +0000 2017,,,,https://twitter.com/isco__/status/871785275877228544
+6307,elonmusk,SwiftOnSecurity,Or is it more about the way you use it?,6428,27646,540,871915360819204097,https://twitter.com/elonmusk/status/871915360819204097,44196397,2017-06-06 02:23:16+00:00,Tue Jun 06 02:23:16 +0000 2017,,,,https://twitter.com/swiftonsecurity/status/871390175363964929
+6308,elonmusk,SmileSimplify,I hope I'm wrong,37,454,29,871914003244605440,https://twitter.com/elonmusk/status/871914003244605440,44196397,2017-06-06 02:17:52+00:00,Tue Jun 06 02:17:52 +0000 2017,,,,
+6309,elonmusk,newscientist,"Probably closer to 2030 to 2040 imo. 2060 would be a linear extrapolation, but progress is exponential.",5190,16425,804,871886151014940672,https://twitter.com/elonmusk/status/871886151014940672,44196397,2017-06-06 00:27:11+00:00,Tue Jun 06 00:27:11 +0000 2017,,,,https://twitter.com/newscientist/status/871885452306939906
+6310,elonmusk,RobinWigg,Great comedy! They should write for @TheOnion.,56,1170,67,871850248716533760,https://twitter.com/elonmusk/status/871850248716533760,44196397,2017-06-05 22:04:32+00:00,Mon Jun 05 22:04:32 +0000 2017,,@TheOnion,,
+6311,elonmusk,HCPG,Most likely,14,477,20,871822308016439296,https://twitter.com/elonmusk/status/871822308016439296,44196397,2017-06-05 20:13:30+00:00,Mon Jun 05 20:13:30 +0000 2017,,,,
+6312,elonmusk,elonmusk,"Also, we will have a very high headcount around each Gigafactory keeping it running. They just won't be doing boring, repetitive tasks.",18,204,16,871805583761956865,https://twitter.com/elonmusk/status/871805583761956865,44196397,2017-06-05 19:07:03+00:00,Mon Jun 05 19:07:03 +0000 2017,,,,
+6313,elonmusk,hellenomwando,Probably closer to four or five factories. Logistics costs mean you want to be close to the end customer.,35,254,14,871805266160893952,https://twitter.com/elonmusk/status/871805266160893952,44196397,2017-06-05 19:05:47+00:00,Mon Jun 05 19:05:47 +0000 2017,,,,
+6314,elonmusk,TheStaceyRoy,California Cabernet,26,450,29,871784739367116800,https://twitter.com/elonmusk/status/871784739367116800,44196397,2017-06-05 17:44:13+00:00,Mon Jun 05 17:44:13 +0000 2017,,,,
+6315,elonmusk,rolandscahill,Wearing anything at all is just a conspiracy by the capitalist running dogs of Big Underwear,1709,6456,85,871783609492844544,https://twitter.com/elonmusk/status/871783609492844544,44196397,2017-06-05 17:39:44+00:00,Mon Jun 05 17:39:44 +0000 2017,,,,
+6316,elonmusk,elonmusk,He was great though,173,4125,242,871774749352800256,https://twitter.com/elonmusk/status/871774749352800256,44196397,2017-06-05 17:04:31+00:00,Mon Jun 05 17:04:31 +0000 2017,,,,
+6317,elonmusk,,,491,3773,172,871774615562928128,https://twitter.com/elonmusk/status/871774615562928128,44196397,2017-06-05 17:03:59+00:00,Mon Jun 05 17:03:59 +0000 2017,,,,https://m.youtube.com/watch?v=0woPde7OE1k
+6318,elonmusk,,Was just at the DMV & dude had the actual sloth from Zootopia on his desk https://www.instagram.com/p/BU9y-VFhHCr/,1639,12861,390,871774429419667457,https://twitter.com/elonmusk/status/871774429419667457,44196397,2017-06-05 17:03:15+00:00,Mon Jun 05 17:03:15 +0000 2017,,,,https://www.instagram.com/p/BU9y-VFhHCr/
+6319,elonmusk,commoboy,"Most people don't realize you can see Dragon approach the Space Station from the ground, even in LA",38,451,19,871603641970380801,https://twitter.com/elonmusk/status/871603641970380801,44196397,2017-06-05 05:44:36+00:00,Mon Jun 05 05:44:36 +0000 2017,,,,
+6320,elonmusk,,Proud of my Mom https://mobile.nytimes.com/2016/05/01/fashion/elon-musk-mother-maye-musk-model-met-gala.html?smprod=nytcore-iphone&amp;smid=nytcore-iphone-share&amp;_r=0&amp;referer=https://t.co/LcCJ1FuYkS,736,10113,278,871407347339452416,https://twitter.com/elonmusk/status/871407347339452416,44196397,2017-06-04 16:44:36+00:00,Sun Jun 04 16:44:36 +0000 2017,,,,https://mobile.nytimes.com/2016/05/01/fashion/elon-musk-mother-maye-musk-model-met-gala.html?smprod=nytcore-iphone&smid=nytcore-iphone-share&_r=0&referer=https://t.co/LcCJ1FuYkS
+6321,elonmusk,Pandora659,"Yeah, pretty much dead center. We painted the target area with radio reflective paint, which helps the radar be more precise.",122,1509,57,871228411494014976,https://twitter.com/elonmusk/status/871228411494014976,44196397,2017-06-04 04:53:34+00:00,Sun Jun 04 04:53:34 +0000 2017,,,,
+6322,elonmusk,zlorena70,Exactly,10,797,17,871227949302767616,https://twitter.com/elonmusk/status/871227949302767616,44196397,2017-06-04 04:51:44+00:00,Sun Jun 04 04:51:44 +0000 2017,,,,
+6323,elonmusk,,It's starting to feel kinda normal to reuse rockets. Good. That's how it is for cars & airplanes and how it should be for rockets.,10721,57766,1224,871227498809368580,https://twitter.com/elonmusk/status/871227498809368580,44196397,2017-06-04 04:49:56+00:00,Sun Jun 04 04:49:56 +0000 2017,,,,
+6324,elonmusk,SpaceX,First reflight of a Dragon spacecraft set for later today,2028,11953,663,871076851900325888,https://twitter.com/elonmusk/status/871076851900325888,44196397,2017-06-03 18:51:19+00:00,Sat Jun 03 18:51:19 +0000 2017,,,,https://twitter.com/spacex/status/871073540891492352
+6325,elonmusk,anandmahindra,Good point :),431,3787,138,870570686409920512,https://twitter.com/elonmusk/status/870570686409920512,44196397,2017-06-02 09:20:00+00:00,Fri Jun 02 09:20:00 +0000 2017,,,,
+6326,elonmusk,,India commits to sell only electric cars by 2030. It is already the largest market for solar power.,24806,55884,1815,870411649621999617,https://twitter.com/elonmusk/status/870411649621999617,44196397,2017-06-01 22:48:03+00:00,Thu Jun 01 22:48:03 +0000 2017,,,,https://www.weforum.org/agenda/2017/05/india-electric-car-sales-only-2030/
+6327,elonmusk,sciam,"Under Paris deal, China committed to produce as much clean electricity by 2030 as the US does from all sources today",16260,46435,1477,870380036750168065,https://twitter.com/elonmusk/status/870380036750168065,44196397,2017-06-01 20:42:26+00:00,Thu Jun 01 20:42:26 +0000 2017,,,,https://twitter.com/sciam/status/870339408163205120
+6328,elonmusk,,Am departing presidential councils. Climate change is real. Leaving Paris is not good for America or the world.,209827,508822,26424,870369915894546432,https://twitter.com/elonmusk/status/870369915894546432,44196397,2017-06-01 20:02:13+00:00,Thu Jun 01 20:02:13 +0000 2017,,,,
+6329,elonmusk,DickyChap,Coming soon,3,188,12,870316100696723456,https://twitter.com/elonmusk/status/870316100696723456,44196397,2017-06-01 16:28:22+00:00,Thu Jun 01 16:28:22 +0000 2017,,,,
+6330,elonmusk,danekevincook,Yeah :),176,1646,37,870183559666966528,https://twitter.com/elonmusk/status/870183559666966528,44196397,2017-06-01 07:41:42+00:00,Thu Jun 01 07:41:42 +0000 2017,,,,
+6331,elonmusk,schneby,Will have no choice but to depart councils in that case,3566,14674,1298,869971423455924224,https://twitter.com/elonmusk/status/869971423455924224,44196397,2017-05-31 17:38:45+00:00,Wed May 31 17:38:45 +0000 2017,,,,
+6332,elonmusk,,"Don't know which way Paris will go, but I've done all I can to advise directly to POTUS, through others in WH & via councils, that we remain",15611,60722,3171,869970236669177856,https://twitter.com/elonmusk/status/869970236669177856,44196397,2017-05-31 17:34:02+00:00,Wed May 31 17:34:02 +0000 2017,,,,
+6333,elonmusk,LilEdit,And then some,9,231,12,869798092895166464,https://twitter.com/elonmusk/status/869798092895166464,44196397,2017-05-31 06:10:00+00:00,Wed May 31 06:10:00 +0000 2017,,,,
+6334,elonmusk,Taraustralis,"Yeah, it was great!",5,212,7,869782701762502656,https://twitter.com/elonmusk/status/869782701762502656,44196397,2017-05-31 05:08:50+00:00,Wed May 31 05:08:50 +0000 2017,,,,
+6335,elonmusk,,Piggyback rides around the Opera House https://www.instagram.com/p/BUtGKm0BCbm/,227,3344,179,869781806467383297,https://twitter.com/elonmusk/status/869781806467383297,44196397,2017-05-31 05:05:17+00:00,Wed May 31 05:05:17 +0000 2017,,,,https://www.instagram.com/p/BUtGKm0BCbm/
+6336,elonmusk,,Sydney is such a beautiful city https://www.instagram.com/p/BUs7qFEBpE0/,302,4250,273,869781762452316162,https://twitter.com/elonmusk/status/869781762452316162,44196397,2017-05-31 05:05:06+00:00,Wed May 31 05:05:06 +0000 2017,,,,https://www.instagram.com/p/BUs7qFEBpE0/
+6337,elonmusk,marlomajor,A lot,162,3206,101,869076569876303872,https://twitter.com/elonmusk/status/869076569876303872,44196397,2017-05-29 06:22:55+00:00,Mon May 29 06:22:55 +0000 2017,,,,
+6338,elonmusk,suzanakajtazaj,"I do via my foundation, which is now 16 years old, but my grants are (almost always) anonymous",20,334,42,869037783805046784,https://twitter.com/elonmusk/status/869037783805046784,44196397,2017-05-29 03:48:48+00:00,Mon May 29 03:48:48 +0000 2017,,,,
+6339,elonmusk,AndyPabari,Yes,27,164,16,868607810040242176,https://twitter.com/elonmusk/status/868607810040242176,44196397,2017-05-27 23:20:14+00:00,Sat May 27 23:20:14 +0000 2017,,,,
+6340,elonmusk,CurtisHemming,Should finish trans-Canada this year. A stop in Swift Current for sure!,64,508,35,868606773682356224,https://twitter.com/elonmusk/status/868606773682356224,44196397,2017-05-27 23:16:07+00:00,Sat May 27 23:16:07 +0000 2017,,,,
+6341,elonmusk,drewjohnarnold,Yes,15,325,23,868055596037095424,https://twitter.com/elonmusk/status/868055596037095424,44196397,2017-05-26 10:45:56+00:00,Fri May 26 10:45:56 +0000 2017,,,,
+6342,elonmusk,,Comparing Model S vs Model 3,1573,5776,820,868023177061978112,https://twitter.com/elonmusk/status/868023177061978112,44196397,2017-05-26 08:37:07+00:00,Fri May 26 08:37:07 +0000 2017,,,,https://www.tesla.com/compare
+6343,elonmusk,,Old-school fidget spinner back when the only things to play with were squirrels and rocks https://instagram.com/p/BUikaWPBywV/,2056,10041,507,867988709727129604,https://twitter.com/elonmusk/status/867988709727129604,44196397,2017-05-26 06:20:09+00:00,Fri May 26 06:20:09 +0000 2017,,,,https://instagram.com/p/BUikaWPBywV/
+6344,elonmusk,FBeuster,There will be a combined booster static fire. Maybe a few.,31,318,27,867667009839931393,https://twitter.com/elonmusk/status/867667009839931393,44196397,2017-05-25 09:01:50+00:00,Thu May 25 09:01:50 +0000 2017,,,,
+6345,elonmusk,elonmusk,"Btw, that cloud is almost entirely steam, including dark parts (like a storm). This is what the launch looks like:",578,4135,285,867634302330093570,https://twitter.com/elonmusk/status/867634302330093570,44196397,2017-05-25 06:51:52+00:00,Thu May 25 06:51:52 +0000 2017,,,,https://m.youtube.com/watch?v=fV55f_CgsJA
+6346,elonmusk,SpaceX,"Falcon Heavy is this times three. One way or another, launch is guaranteed to be exciting ...",1879,9664,225,867632190695235584,https://twitter.com/elonmusk/status/867632190695235584,44196397,2017-05-25 06:43:28+00:00,Thu May 25 06:43:28 +0000 2017,,,,https://twitter.com/spacex/status/867568781928701954
+6347,elonmusk,station2stat,Will shut that down. The point is to provide something special that only existing owners can give to friends and it is limited to 5 people.,10,155,43,867241481182093312,https://twitter.com/elonmusk/status/867241481182093312,44196397,2017-05-24 04:50:56+00:00,Wed May 24 04:50:56 +0000 2017,,,,
+6348,elonmusk,leonwang0091,Only if you want pure joy mainlined straight into your brain,29,288,17,867239192774004738,https://twitter.com/elonmusk/status/867239192774004738,44196397,2017-05-24 04:41:50+00:00,Wed May 24 04:41:50 +0000 2017,,,,
+6349,elonmusk,andrewhockings,You are right. Going at max speed. Not much time left.,49,607,17,867187932343304192,https://twitter.com/elonmusk/status/867187932343304192,44196397,2017-05-24 01:18:09+00:00,Wed May 24 01:18:09 +0000 2017,,,,
+6350,elonmusk,pixelastronaut,Busted,7,163,10,867187366808633344,https://twitter.com/elonmusk/status/867187366808633344,44196397,2017-05-24 01:15:54+00:00,Wed May 24 01:15:54 +0000 2017,,,,
+6351,elonmusk,michaelknaepen,Will keep the original Bond Lotus sub as-is. That design can't actually convert from car to sub. Have a new design in mind that does.,23,241,17,867186812497690624,https://twitter.com/elonmusk/status/867186812497690624,44196397,2017-05-24 01:13:42+00:00,Wed May 24 01:13:42 +0000 2017,,,,
+6352,elonmusk,davidshepardson,True :),1,102,6,867146773562654720,https://twitter.com/elonmusk/status/867146773562654720,44196397,2017-05-23 22:34:36+00:00,Tue May 23 22:34:36 +0000 2017,,,,
+6353,elonmusk,,Feel exactly the same way as A.O. Scott. Particularly loved The Spy Who Loved Me,547,3465,363,867146453868724224,https://twitter.com/elonmusk/status/867146453868724224,44196397,2017-05-23 22:33:20+00:00,Tue May 23 22:33:20 +0000 2017,,,,https://mobile.nytimes.com/2017/05/23/movies/roger-moore-was-the-best-bond-because-he-was-the-gen-x-bond.html?hp&action=click&pgtype=Homepage&clickSource=story-heading&module=second-column-region&region=top-news&WT.nav=top-news&_r=1&referer=https://t.co/7vsThOkyQ6
+6354,elonmusk,ddkilzer,All Model S and X cars will have an auto raise and lower function for the steering wheel in a few months.,22,240,31,866851007317155840,https://twitter.com/elonmusk/status/866851007317155840,44196397,2017-05-23 02:59:20+00:00,Tue May 23 02:59:20 +0000 2017,,,,
+6355,elonmusk,BigDAK54,I spoke directly with The President three weeks ago about Paris. Many others have too. Cautiously optimistic of a positive decision.,196,1515,63,866798148303200256,https://twitter.com/elonmusk/status/866798148303200256,44196397,2017-05-22 23:29:17+00:00,Mon May 22 23:29:17 +0000 2017,,,,
+6356,elonmusk,WaldekKubicki,Interesting idea. Would give a dynamic 360 deg surround view as you're driving. Have this in dev mode. Can be a bit distracting though.,10,195,56,866797334037807104,https://twitter.com/elonmusk/status/866797334037807104,44196397,2017-05-22 23:26:03+00:00,Mon May 22 23:26:03 +0000 2017,,,,
+6357,elonmusk,sethasadi,"Early next year. To start with, we're making the simplest Model 3 first, like we did with S. Didn't do it with X, because I was an idiot.",183,2020,95,866796801994641408,https://twitter.com/elonmusk/status/866796801994641408,44196397,2017-05-22 23:23:56+00:00,Mon May 22 23:23:56 +0000 2017,,,,
+6358,elonmusk,shazm01,We could add that function pretty easily from a technical standpoint. Just need to add in the billing software.,11,187,17,866794741186183171,https://twitter.com/elonmusk/status/866794741186183171,44196397,2017-05-22 23:15:45+00:00,Mon May 22 23:15:45 +0000 2017,,,,
+6359,elonmusk,douglasprest,"Can be set higher than that for highways, but limited to +5mph or +8km/h off highway (true avg drive speed) for pedestrian & cyclist safety",8,167,6,866794454731993089,https://twitter.com/elonmusk/status/866794454731993089,44196397,2017-05-22 23:14:36+00:00,Mon May 22 23:14:36 +0000 2017,,,,
+6360,elonmusk,noradio,Exactly,6,216,17,866507691644002304,https://twitter.com/elonmusk/status/866507691644002304,44196397,2017-05-22 04:15:07+00:00,Mon May 22 04:15:07 +0000 2017,,,,
+6361,elonmusk,tony_lo,Still on for end of year. Just software limited. Any Tesla car with HW2 (all cars built since Oct last year) will be able to do this.,32,331,20,866482406160609280,https://twitter.com/elonmusk/status/866482406160609280,44196397,2017-05-22 02:34:38+00:00,Mon May 22 02:34:38 +0000 2017,,,,
+6362,elonmusk,freerobby,There's just no way. Hundreds of parts and most of wiring harness would have to be replaced. Would cost more to retrofit than trading in.,11,246,14,866481510399881216,https://twitter.com/elonmusk/status/866481510399881216,44196397,2017-05-22 02:31:05+00:00,Mon May 22 02:31:05 +0000 2017,,,,
+6363,elonmusk,marks22,HW2. HW1 doesn't have enough sensors and computing power.,14,211,15,866481163170349056,https://twitter.com/elonmusk/status/866481163170349056,44196397,2017-05-22 02:29:42+00:00,Mon May 22 02:29:42 +0000 2017,,,,
+6364,elonmusk,harropj,Hopefully June for those too,9,222,8,866480832302555136,https://twitter.com/elonmusk/status/866480832302555136,44196397,2017-05-22 02:28:23+00:00,Mon May 22 02:28:23 +0000 2017,,,,
+6365,elonmusk,MacBenTosh,S for sure. It is a bigger car.,6,129,11,866480356412727298,https://twitter.com/elonmusk/status/866480356412727298,44196397,2017-05-22 02:26:30+00:00,Mon May 22 02:26:30 +0000 2017,,,,
+6366,elonmusk,jetkohli,"I'd highly recommend upgrading to latest Model S (which is approx version 4). Only if you really want a smaller sedan, should you get a 3.",17,342,29,866473736676950016,https://twitter.com/elonmusk/status/866473736676950016,44196397,2017-05-22 02:00:11+00:00,Mon May 22 02:00:11 +0000 2017,,,,
+6367,elonmusk,TheAvinashSingh,"Maybe I'm misinformed, but I was told that 30% of parts must be locally sourced and the supply doesn't yet exist in India to support that.",154,427,200,866473048639066112,https://twitter.com/elonmusk/status/866473048639066112,44196397,2017-05-22 01:57:27+00:00,Mon May 22 01:57:27 +0000 2017,,,,
+6368,elonmusk,rrosenbl,"Yeah, control algorithm is safe, but unpleasant. New one is even safer, but super smooth.",17,399,20,866472504541368321,https://twitter.com/elonmusk/status/866472504541368321,44196397,2017-05-22 01:55:18+00:00,Mon May 22 01:55:18 +0000 2017,,,,
+6369,elonmusk,ethank,"Almost there, plus much improved web browser",18,422,22,866472074142822402,https://twitter.com/elonmusk/status/866472074142822402,44196397,2017-05-22 01:53:35+00:00,Mon May 22 01:53:35 +0000 2017,,,,
+6370,elonmusk,kedyson1,That will be tied to deliveries of the first production cars in July,35,371,25,866471925379235842,https://twitter.com/elonmusk/status/866471925379235842,44196397,2017-05-22 01:52:59+00:00,Mon May 22 01:52:59 +0000 2017,,,,
+6371,elonmusk,RITSPEX,Almost there. Probably in a few months.,21,177,11,866471370418339840,https://twitter.com/elonmusk/status/866471370418339840,44196397,2017-05-22 01:50:47+00:00,Mon May 22 01:50:47 +0000 2017,,,,
+6372,elonmusk,BradMSimon,"You can easily turn it off in the car via settings, but that would beg the question of why you turned it off :)",10,218,7,866470958059536384,https://twitter.com/elonmusk/status/866470958059536384,44196397,2017-05-22 01:49:09+00:00,Mon May 22 01:49:09 +0000 2017,,,,
+6373,elonmusk,lexiheft,Something cool for sure,18,279,36,866470572967903232,https://twitter.com/elonmusk/status/866470572967903232,44196397,2017-05-22 01:47:37+00:00,Mon May 22 01:47:37 +0000 2017,,,,
+6374,elonmusk,,Excited about the Tesla Autopilot software release rolling out next month. New control algorithm feels as smooth as silk.,4230,25510,871,866470387248316416,https://twitter.com/elonmusk/status/866470387248316416,44196397,2017-05-22 01:46:53+00:00,Mon May 22 01:46:53 +0000 2017,,,,
+6375,elonmusk,HugoMeister42,"Model 3, Model X & Model S will all have same level of Autopilot capability. It's just a matter of refining the vision & control software.",18,173,6,866469349090926592,https://twitter.com/elonmusk/status/866469349090926592,44196397,2017-05-22 01:42:45+00:00,Mon May 22 01:42:45 +0000 2017,,,,
+6376,elonmusk,songcarver,Wear underpants,27,263,15,866468642950598658,https://twitter.com/elonmusk/status/866468642950598658,44196397,2017-05-22 01:39:57+00:00,Mon May 22 01:39:57 +0000 2017,,,,
+6377,elonmusk,JonHaber,Will do,2,134,2,866468411064201216,https://twitter.com/elonmusk/status/866468411064201216,44196397,2017-05-22 01:39:02+00:00,Mon May 22 01:39:02 +0000 2017,,,,
+6378,elonmusk,LeeGrayTeslaFan,Black and textured slate versions will be,6,109,3,866468236686012416,https://twitter.com/elonmusk/status/866468236686012416,44196397,2017-05-22 01:38:20+00:00,Mon May 22 01:38:20 +0000 2017,,,,
+6379,elonmusk,sleepsl8,Yes,8,156,31,866171283167264770,https://twitter.com/elonmusk/status/866171283167264770,44196397,2017-05-21 05:58:21+00:00,Sun May 21 05:58:21 +0000 2017,,,,
+6380,elonmusk,WorldAndScience,"For reason I can't explain, I find #2 especially odd. Also, not a fan of #17. Has led too many people astray in valuing securities.",174,1511,130,865707097974951936,https://twitter.com/elonmusk/status/865707097974951936,44196397,2017-05-19 23:13:50+00:00,Fri May 19 23:13:50 +0000 2017,,,,
+6381,elonmusk,elonmusk,"Still agree with Tim's points. What ""you"" are is an evolving, mind-body pattern, but there's still a core youness that holds true over time.",68,573,62,865705983141494785,https://twitter.com/elonmusk/status/865705983141494785,44196397,2017-05-19 23:09:25+00:00,Fri May 19 23:09:25 +0000 2017,,,,
+6382,elonmusk,waitbutwhy,"Heisenberg's uncertainty principle & practical limits of simultaneity in transfer make this exact thought experiment impossible, but … yeah",79,637,57,865703866620272640,https://twitter.com/elonmusk/status/865703866620272640,44196397,2017-05-19 23:01:00+00:00,Fri May 19 23:01:00 +0000 2017,,,,
+6383,elonmusk,Fairaday,We got stuck,11,435,25,864722655651405825,https://twitter.com/elonmusk/status/864722655651405825,44196397,2017-05-17 06:02:01+00:00,Wed May 17 06:02:01 +0000 2017,,,,
+6384,elonmusk,,All the answers to questions you never asked about holes in the ground,2970,9510,946,864719823112032256,https://twitter.com/elonmusk/status/864719823112032256,44196397,2017-05-17 05:50:46+00:00,Wed May 17 05:50:46 +0000 2017,,,,https://www.boringcompany.com/faq/
+6385,elonmusk,tamba_brian,What pun?,40,1520,29,864706617031278592,https://twitter.com/elonmusk/status/864706617031278592,44196397,2017-05-17 04:58:17+00:00,Wed May 17 04:58:17 +0000 2017,,,,
+6386,elonmusk,,What I love about The Boring Company are the low expectations. Nowhere to go but down.,8318,41613,1347,864705169618903040,https://twitter.com/elonmusk/status/864705169618903040,44196397,2017-05-17 04:52:32+00:00,Wed May 17 04:52:32 +0000 2017,,,,
+6387,elonmusk,,T-boned in a Model X at 65 mph,2442,10943,392,864675939367530496,https://twitter.com/elonmusk/status/864675939367530496,44196397,2017-05-17 02:56:23+00:00,Wed May 17 02:56:23 +0000 2017,,,,http://www.thedrive.com/sheetmetal/10261/man-credits-tesla-model-x-with-saving-his-life-after-stolen-car-crashes-into-it
+6388,elonmusk,,Moonlight Sonata https://www.instagram.com/p/BUK6BQnBNuK/,1069,4659,260,864612311457124352,https://twitter.com/elonmusk/status/864612311457124352,44196397,2017-05-16 22:43:33+00:00,Tue May 16 22:43:33 +0000 2017,,,,https://www.instagram.com/p/BUK6BQnBNuK/
+6389,elonmusk,,Robots that learn by example from @OpenAI,1396,4423,189,864541061364035584,https://twitter.com/elonmusk/status/864541061364035584,44196397,2017-05-16 18:00:26+00:00,Tue May 16 18:00:26 +0000 2017,,@OpenAI,,https://blog.openai.com/robots-that-learn/
+6390,elonmusk,gmem_,"It's sort of like a pickaxe if you use the claw side, but has the added advantage of also hammering",28,463,28,863554048204480512,https://twitter.com/elonmusk/status/863554048204480512,44196397,2017-05-14 00:38:23+00:00,Sun May 14 00:38:23 +0000 2017,,,,
+6391,elonmusk,BarakaMahili,"Gary the snail is like Speedy Gonzales on meth ... or ambien. One of the two. Either way, Godot, our tunnel machine, is still a distant 2nd.",205,2232,52,863553417301512193,https://twitter.com/elonmusk/status/863553417301512193,44196397,2017-05-14 00:35:53+00:00,Sun May 14 00:35:53 +0000 2017,,,,
+6392,elonmusk,elonmusk,And ... it's done,1561,12571,874,863551997357703168,https://twitter.com/elonmusk/status/863551997357703168,44196397,2017-05-14 00:30:14+00:00,Sun May 14 00:30:14 +0000 2017,,,,
+6393,elonmusk,elonmusk,Worked in Minecraft. Just sayin ...,1762,12968,241,863551370892238848,https://twitter.com/elonmusk/status/863551370892238848,44196397,2017-05-14 00:27:45+00:00,Sun May 14 00:27:45 +0000 2017,,,,
+6394,elonmusk,UJustGotCarled,Of course. Why is that even a question?,185,909,34,863551105296252928,https://twitter.com/elonmusk/status/863551105296252928,44196397,2017-05-14 00:26:42+00:00,Sun May 14 00:26:42 +0000 2017,,,,
+6395,elonmusk,elonmusk,Imma gonna dig that tunnel with this here hammer,1335,9779,261,863550784012558337,https://twitter.com/elonmusk/status/863550784012558337,44196397,2017-05-14 00:25:25+00:00,Sun May 14 00:25:25 +0000 2017,,,,
+6396,elonmusk,AndrewHws,My grandmother was from Moose Jaw,28,412,16,863225206390669312,https://twitter.com/elonmusk/status/863225206390669312,44196397,2017-05-13 02:51:41+00:00,Sat May 13 02:51:41 +0000 2017,,,,
+6397,elonmusk,gleesin,Going to a barn raising!,14,866,17,863224909480157184,https://twitter.com/elonmusk/status/863224909480157184,44196397,2017-05-13 02:50:31+00:00,Sat May 13 02:50:31 +0000 2017,,,,
+6398,elonmusk,,"On my cousin's farm in Canada at 17, wearing a hat on a hat",6392,51368,1389,863222555208851456,https://twitter.com/elonmusk/status/863222555208851456,44196397,2017-05-13 02:41:09+00:00,Sat May 13 02:41:09 +0000 2017,,,,
+6399,elonmusk,jewhittingham,"Yeah, worked on the farm when I was 17",14,332,14,863218707786420224,https://twitter.com/elonmusk/status/863218707786420224,44196397,2017-05-13 02:25:52+00:00,Sat May 13 02:25:52 +0000 2017,,,,
+6400,elonmusk,,"Family history article. Was born in South Africa, but named after my American great-grandfather.",1147,6212,547,863218452567175168,https://twitter.com/elonmusk/status/863218452567175168,44196397,2017-05-13 02:24:51+00:00,Sat May 13 02:24:51 +0000 2017,,,,http://leaderpost.com/feature/elon-musk-inherited-a-lifetime-of-adventure-from-his-sask-family
+6401,elonmusk,BecauseImAsh,Yes,23,261,11,863017106824060928,https://twitter.com/elonmusk/status/863017106824060928,44196397,2017-05-12 13:04:47+00:00,Fri May 12 13:04:47 +0000 2017,,,,
+6402,elonmusk,,"[Warning, this may cause motion sickness or seizures] This is a test run of our electric sled… https://www.instagram.com/p/BT_itC8h0Cx/",4645,12788,936,863014220282998788,https://twitter.com/elonmusk/status/863014220282998788,44196397,2017-05-12 12:53:18+00:00,Fri May 12 12:53:18 +0000 2017,,,,https://www.instagram.com/p/BT_itC8h0Cx/
+6403,elonmusk,,"The race between Gary, our pet snail who lives in a pineapple, and Godot, our tunnel boring… https://www.instagram.com/p/BT_iL-aBCzj/",811,4722,165,863014180835610625,https://twitter.com/elonmusk/status/863014180835610625,44196397,2017-05-12 12:53:09+00:00,Fri May 12 12:53:09 +0000 2017,,,,https://www.instagram.com/p/BT_iL-aBCzj/
+6404,elonmusk,,Boring machine segments have been lowered into the starter tunnel. Going through final assembly.… https://www.instagram.com/p/BT_huw7hlv_/,406,2782,90,863014142763966464,https://twitter.com/elonmusk/status/863014142763966464,44196397,2017-05-12 12:53:00+00:00,Fri May 12 12:53:00 +0000 2017,,,,https://www.instagram.com/p/BT_huw7hlv_/
+6405,elonmusk,,Cutterhead in operation at standard industry speed. Planning to jack this up by a factor of ten… https://www.instagram.com/p/BT_hTnMBFcA/,334,2322,87,863014096337162241,https://twitter.com/elonmusk/status/863014096337162241,44196397,2017-05-12 12:52:49+00:00,Fri May 12 12:52:49 +0000 2017,,,,https://www.instagram.com/p/BT_hTnMBFcA/
+6406,elonmusk,,First tunnel for The Boring Company begins ... Full length of first tunnel will run from LAX to… https://www.instagram.com/p/BT_gxWhB1_8/,842,3898,147,863014053798567936,https://twitter.com/elonmusk/status/863014053798567936,44196397,2017-05-12 12:52:39+00:00,Fri May 12 12:52:39 +0000 2017,,,,https://www.instagram.com/p/BT_gxWhB1_8/
+6407,elonmusk,,"Entry hole, staging area and starting tunnel for Boring Machine 1 (aka Godot) now complete https://www.instagram.com/p/BT_gHStBjm6/",765,4246,266,863007360901455872,https://twitter.com/elonmusk/status/863007360901455872,44196397,2017-05-12 12:26:03+00:00,Fri May 12 12:26:03 +0000 2017,,,,https://www.instagram.com/p/BT_gHStBjm6/
+6408,elonmusk,samgalaviz_,"Tesla needs to iterate fast on solar roof prefab/install technology, so all installs will be done by Tesla techs at first",8,169,18,862849689204301824,https://twitter.com/elonmusk/status/862849689204301824,44196397,2017-05-12 01:59:31+00:00,Fri May 12 01:59:31 +0000 2017,,,,
+6409,elonmusk,Tragik187,Third one will be from Frost. Maybe the second.,12,249,32,862573738222432256,https://twitter.com/elonmusk/status/862573738222432256,44196397,2017-05-11 07:42:59+00:00,Thu May 11 07:42:59 +0000 2017,,,,
+6410,elonmusk,Radament1,Yes. Good.,7,151,7,862573249430814720,https://twitter.com/elonmusk/status/862573249430814720,44196397,2017-05-11 07:41:03+00:00,Thu May 11 07:41:03 +0000 2017,,,,
+6411,elonmusk,,"First machine is Godot. Still waiting ... Don't know why, when or where.",1060,7738,628,862572672676356096,https://twitter.com/elonmusk/status/862572672676356096,44196397,2017-05-11 07:38:45+00:00,Thu May 11 07:38:45 +0000 2017,,,,
+6412,elonmusk,,Naming theme for tunnel boring machines will be poems & plays. Decided against plays & poems. Too obvious.,805,7158,701,862571929345048581,https://twitter.com/elonmusk/status/862571929345048581,44196397,2017-05-11 07:35:48+00:00,Thu May 11 07:35:48 +0000 2017,,,,
+6413,elonmusk,sahilmalik,That's how the tiles sit on the roof. There is no difference in strength for the Tesla tile based on orientation (not like wood).,20,262,28,862421991617306624,https://twitter.com/elonmusk/status/862421991617306624,44196397,2017-05-10 21:40:00+00:00,Wed May 10 21:40:00 +0000 2017,,,,
+6414,elonmusk,,This is true. The economics are not yet compelling where housing and utility costs are low and property taxes are high.,14,194,23,862401961550692352,https://twitter.com/elonmusk/status/862401961550692352,44196397,2017-05-10 20:20:24+00:00,Wed May 10 20:20:24 +0000 2017,,,,
+6415,elonmusk,,Slo-mo hail cannonball impacting Tesla solar roof tile https://www.instagram.com/p/BT7HVS3AZ4q/,1156,5539,403,862392836993560580,https://twitter.com/elonmusk/status/862392836993560580,44196397,2017-05-10 19:44:09+00:00,Wed May 10 19:44:09 +0000 2017,,,,https://www.instagram.com/p/BT7HVS3AZ4q/
+6416,elonmusk,cubamark,"Will do our best. Hopefully, yes.",7,193,9,862381399122128897,https://twitter.com/elonmusk/status/862381399122128897,44196397,2017-05-10 18:58:42+00:00,Wed May 10 18:58:42 +0000 2017,,,,
+6417,elonmusk,,Yes,6,280,26,862221037835919361,https://twitter.com/elonmusk/status/862221037835919361,44196397,2017-05-10 08:21:29+00:00,Wed May 10 08:21:29 +0000 2017,,,,
+6418,elonmusk,,Solar roof can be ordered for almost any country. Deployment this year in the US and overseas next year.,5561,20294,1050,862216356258758662,https://twitter.com/elonmusk/status/862216356258758662,44196397,2017-05-10 08:02:53+00:00,Wed May 10 08:02:53 +0000 2017,,,,
+6419,elonmusk,chriscardinal,Black glass smooth and textured will be first. Tuscan and French Slate in about six months.,37,333,11,862215874186428416,https://twitter.com/elonmusk/status/862215874186428416,44196397,2017-05-10 08:00:58+00:00,Wed May 10 08:00:58 +0000 2017,,,,
+6420,elonmusk,torbenanderson,U.K. delivery and installation next year,24,292,11,862215563912765440,https://twitter.com/elonmusk/status/862215563912765440,44196397,2017-05-10 07:59:44+00:00,Wed May 10 07:59:44 +0000 2017,,,,
+6421,elonmusk,nathanrodger,Yes,3,271,9,862215023594098688,https://twitter.com/elonmusk/status/862215023594098688,44196397,2017-05-10 07:57:35+00:00,Wed May 10 07:57:35 +0000 2017,,,,
+6422,elonmusk,,Tesla solar glass roof orders open this afternoon. I think it will be great. More in about 10 hours ...,3968,17341,686,862214675039010816,https://twitter.com/elonmusk/status/862214675039010816,44196397,2017-05-10 07:56:12+00:00,Wed May 10 07:56:12 +0000 2017,,,,
+6423,elonmusk,,"If heat death of the universe is the destination, it really is all about the journey https://en.m.wikipedia.org/wiki/The_Last_Question https://en.m.wikipedia.org/wiki/Heat_death_of_the_universe",1484,6182,580,862074419996278784,https://twitter.com/elonmusk/status/862074419996278784,44196397,2017-05-09 22:38:52+00:00,Tue May 09 22:38:52 +0000 2017,,,,"https://en.m.wikipedia.org/wiki/The_Last_Question,https://en.m.wikipedia.org/wiki/Heat_death_of_the_universe"
+6424,elonmusk,GeorgeChiesa,It's a good one,9,143,2,862073475963379712,https://twitter.com/elonmusk/status/862073475963379712,44196397,2017-05-09 22:35:07+00:00,Tue May 09 22:35:07 +0000 2017,,,,
+6425,elonmusk,jovanik21,Thanks for doing it!,7,240,11,861345412023595008,https://twitter.com/elonmusk/status/861345412023595008,44196397,2017-05-07 22:22:03+00:00,Sun May 07 22:22:03 +0000 2017,,,,
+6426,elonmusk,,Headed to see Guardians 2 w my bro and kids. Loved the first one.,1534,25127,1016,861271994288832514,https://twitter.com/elonmusk/status/861271994288832514,44196397,2017-05-07 17:30:19+00:00,Sun May 07 17:30:19 +0000 2017,,,,
+6427,elonmusk,keithdcohen,"I do love Banks, but perhaps we should reserve his names for the droneships",26,413,85,860400588311244801,https://twitter.com/elonmusk/status/860400588311244801,44196397,2017-05-05 07:47:40+00:00,Fri May 05 07:47:40 +0000 2017,,,,
+6428,elonmusk,zanesloanbc,Simple. I like it.,12,439,70,860397510447120384,https://twitter.com/elonmusk/status/860397510447120384,44196397,2017-05-05 07:35:26+00:00,Fri May 05 07:35:26 +0000 2017,,,,
+6429,elonmusk,elonmusk,Kinda like Snoop Dug,1664,10216,1690,860396632361152512,https://twitter.com/elonmusk/status/860396632361152512,44196397,2017-05-05 07:31:57+00:00,Fri May 05 07:31:57 +0000 2017,,,,
+6430,elonmusk,AndrewHws,I don't want to be presumptuous,71,1527,58,860379071414321152,https://twitter.com/elonmusk/status/860379071414321152,44196397,2017-05-05 06:22:10+00:00,Fri May 05 06:22:10 +0000 2017,,,,
+6431,elonmusk,elonmusk,"I know what you're thinking … then why not ""the Third""? Well, I've learned my lesson about 3's.",610,7681,798,860378029515718660,https://twitter.com/elonmusk/status/860378029515718660,44196397,2017-05-05 06:18:01+00:00,Fri May 05 06:18:01 +0000 2017,,,,
+6432,elonmusk,,"By calling it ""the Second"", it has more credibility",379,4543,161,860377370171121666,https://twitter.com/elonmusk/status/860377370171121666,44196397,2017-05-05 06:15:24+00:00,Fri May 05 06:15:24 +0000 2017,,,,
+6433,elonmusk,elonmusk,"Maybe Ultimate Boring Machine, the Second",1025,7707,1533,860375279570567168,https://twitter.com/elonmusk/status/860375279570567168,44196397,2017-05-05 06:07:06+00:00,Fri May 05 06:07:06 +0000 2017,,,,
+6434,elonmusk,ivanmartinsanz,Boring Not Boring,24,479,19,860374746382217216,https://twitter.com/elonmusk/status/860374746382217216,44196397,2017-05-05 06:04:59+00:00,Fri May 05 06:04:59 +0000 2017,,,,
+6435,elonmusk,ivanmartinsanz,Good one,8,459,15,860374338700099584,https://twitter.com/elonmusk/status/860374338700099584,44196397,2017-05-05 06:03:21+00:00,Fri May 05 06:03:21 +0000 2017,,,,
+6436,elonmusk,hunterbarnes144,Been done,31,851,12,860373996381937664,https://twitter.com/elonmusk/status/860373996381937664,44196397,2017-05-05 06:02:00+00:00,Fri May 05 06:02:00 +0000 2017,,,,
+6437,elonmusk,,Thinking about a name for our first tunneling machine …,2331,13493,13230,860373617841807360,https://twitter.com/elonmusk/status/860373617841807360,44196397,2017-05-05 06:00:30+00:00,Fri May 05 06:00:30 +0000 2017,,,,
+6438,elonmusk,,Was just rereading one of my favorites. So beautiful …,757,4696,382,860050049509736448,https://twitter.com/elonmusk/status/860050049509736448,44196397,2017-05-04 08:34:45+00:00,Thu May 04 08:34:45 +0000 2017,,,,https://www.poetryfoundation.org/poetrymagazine/poems/detail/44212
+6439,elonmusk,,"Close-up of rocket stage separation, fast flip, boostback burn in a ring of fire and then… https://www.instagram.com/p/BTjVdLVB1bO/",4914,13280,912,859043148923678720,https://twitter.com/elonmusk/status/859043148923678720,44196397,2017-05-01 13:53:41+00:00,Mon May 01 13:53:41 +0000 2017,,,,https://www.instagram.com/p/BTjVdLVB1bO/
+6440,elonmusk,,Landing https://www.instagram.com/p/BTjUcEYBqSQ/,3326,10141,415,859040909299556352,https://twitter.com/elonmusk/status/859040909299556352,44196397,2017-05-01 13:44:47+00:00,Mon May 01 13:44:47 +0000 2017,,,,https://www.instagram.com/p/BTjUcEYBqSQ/
+6441,elonmusk,,"Launch and landing of the NRO spy satellite was good. Tough call, as high altitude wind shear was at 98.6% of the theoretical load limit.",2374,11749,353,859008563519160320,https://twitter.com/elonmusk/status/859008563519160320,44196397,2017-05-01 11:36:15+00:00,Mon May 01 11:36:15 +0000 2017,,,,
+6442,elonmusk,SpaceX,"Winds aloft are unusually high (still within structural safety bounds). Worrying, but not a showstopper.",606,4899,211,859002489730994176,https://twitter.com/elonmusk/status/859002489730994176,44196397,2017-05-01 11:12:07+00:00,Mon May 01 11:12:07 +0000 2017,,,,https://twitter.com/spacex/status/859000342985424896
+6443,elonmusk,VoltzCoreAudio,"Yeah, will probably publish an update in six weeks or so",41,439,18,858908487018926080,https://twitter.com/elonmusk/status/858908487018926080,44196397,2017-05-01 04:58:35+00:00,Mon May 01 04:58:35 +0000 2017,,,,
+6444,elonmusk,,My boring TED talk,9521,28104,758,858905558908190720,https://twitter.com/elonmusk/status/858905558908190720,44196397,2017-05-01 04:46:57+00:00,Mon May 01 04:46:57 +0000 2017,,,,https://www.ted.com/talks/elon_musk_the_future_we_re_building_and_boring
+6445,elonmusk,williamlegate,Couldn't agree more,124,2158,52,858063290039115777,https://twitter.com/elonmusk/status/858063290039115777,44196397,2017-04-28 21:00:05+00:00,Fri Apr 28 21:00:05 +0000 2017,,,,
+6446,elonmusk,bvtcat,Extremely,21,717,20,858063095268130816,https://twitter.com/elonmusk/status/858063095268130816,44196397,2017-04-28 20:59:18+00:00,Fri Apr 28 20:59:18 +0000 2017,,,,
+6447,elonmusk,,Even more boring,8078,19665,1423,858062753889533952,https://twitter.com/elonmusk/status/858062753889533952,44196397,2017-04-28 20:57:57+00:00,Fri Apr 28 20:57:57 +0000 2017,,,,https://boringcompany.com
+6448,elonmusk,Teslarati,Boring,4262,17578,580,858052804606177280,https://twitter.com/elonmusk/status/858052804606177280,44196397,2017-04-28 20:18:25+00:00,Fri Apr 28 20:18:25 +0000 2017,,,,https://twitter.com/teslarati/status/857991868340068352
+6449,elonmusk,kmckelly,"We def want to avoid either, particularly Surface Detail ...",8,159,13,857412023847600128,https://twitter.com/elonmusk/status/857412023847600128,44196397,2017-04-27 01:52:11+00:00,Thu Apr 27 01:52:11 +0000 2017,,,,
+6450,elonmusk,PJWU8,On it now,9,193,16,856552061839781888,https://twitter.com/elonmusk/status/856552061839781888,44196397,2017-04-24 16:55:00+00:00,Mon Apr 24 16:55:00 +0000 2017,,,,
+6451,elonmusk,moomoodining,"Great food, great ambience and with great friends. We all really enjoyed the visit.",7,194,8,856551111301505024,https://twitter.com/elonmusk/status/856551111301505024,44196397,2017-04-24 16:51:13+00:00,Mon Apr 24 16:51:13 +0000 2017,,,,
+6452,elonmusk,JudeBurger,Will definitely do that on my next trip,12,276,11,856354252209442817,https://twitter.com/elonmusk/status/856354252209442817,44196397,2017-04-24 03:48:58+00:00,Mon Apr 24 03:48:58 +0000 2017,,,,
+6453,elonmusk,,"Having moo moo at Moo Moo Gold Coast with amberheard, @CreepyPuppet and @CowanFilms https://www.instagram.com/p/BTPyhtBhdn6/",295,3302,404,856292321364631554,https://twitter.com/elonmusk/status/856292321364631554,44196397,2017-04-23 23:42:53+00:00,Sun Apr 23 23:42:53 +0000 2017,,@creepypuppet @cowanfilms,,https://www.instagram.com/p/BTPyhtBhdn6/
+6454,elonmusk,juancarlosrs,That is the aspiration: to avoid AI becoming other.,41,336,37,856196719746457602,https://twitter.com/elonmusk/status/856196719746457602,44196397,2017-04-23 17:23:00+00:00,Sun Apr 23 17:23:00 +0000 2017,,,,
+6455,elonmusk,FredericLambert,"Yeah, sorry I missed that. This would only work for 75 kWh packs that are software created to 60, so not 2013.",14,220,41,854149536524021760,https://twitter.com/elonmusk/status/854149536524021760,44196397,2017-04-18 01:48:13+00:00,Tue Apr 18 01:48:13 +0000 2017,,,,
+6456,elonmusk,FlipperB,Yes,8,159,20,854084819965194240,https://twitter.com/elonmusk/status/854084819965194240,44196397,2017-04-17 21:31:03+00:00,Mon Apr 17 21:31:03 +0000 2017,,,,
+6457,elonmusk,pkingdesign,Tesla will soon be offering a compelling means of upgrading a 60 to a 75,19,242,49,854038254982619136,https://twitter.com/elonmusk/status/854038254982619136,44196397,2017-04-17 18:26:01+00:00,Mon Apr 17 18:26:01 +0000 2017,,,,
+6458,elonmusk,gucci_mau,July,146,883,88,852582182212194304,https://twitter.com/elonmusk/status/852582182212194304,44196397,2017-04-13 18:00:07+00:00,Thu Apr 13 18:00:07 +0000 2017,,,,
+6459,elonmusk,noahmagel,Pickup truck unveil in 18 to 24 months,859,3118,171,852581322451111936,https://twitter.com/elonmusk/status/852581322451111936,44196397,2017-04-13 17:56:42+00:00,Thu Apr 13 17:56:42 +0000 2017,,,,
+6460,elonmusk,SamGonzales,Next gen Roadster will be convertible,443,2841,77,852581046625345536,https://twitter.com/elonmusk/status/852581046625345536,44196397,2017-04-13 17:55:36+00:00,Thu Apr 13 17:55:36 +0000 2017,,,,
+6461,elonmusk,,Tesla Semi truck unveil set for September. Team has done an amazing job. Seriously next level.,14922,51612,1825,852580027178696704,https://twitter.com/elonmusk/status/852580027178696704,44196397,2017-04-13 17:51:33+00:00,Thu Apr 13 17:51:33 +0000 2017,,,,
+6462,elonmusk,danahull,Yeah,14,183,23,852248614021746688,https://twitter.com/elonmusk/status/852248614021746688,44196397,2017-04-12 19:54:38+00:00,Wed Apr 12 19:54:38 +0000 2017,,,,
+6463,elonmusk,elonmusk,"Besides, I already said we'd add more independent members during SCTY merger. Will announce soon, but this group has nothing to do with it.",55,469,37,852243718094561280,https://twitter.com/elonmusk/status/852243718094561280,44196397,2017-04-12 19:35:10+00:00,Wed Apr 12 19:35:10 +0000 2017,,,,
+6464,elonmusk,Reuters,This investor group should buy Ford stock. Their governance is amazing ...,329,1339,123,852241941546778624,https://twitter.com/elonmusk/status/852241941546778624,44196397,2017-04-12 19:28:07+00:00,Wed Apr 12 19:28:07 +0000 2017,,,,
+6465,elonmusk,,Autolist survey finds Tesla used car values are highest and sell fastest,1655,8002,732,852239986388721664,https://twitter.com/elonmusk/status/852239986388721664,44196397,2017-04-12 19:20:21+00:00,Wed Apr 12 19:20:21 +0000 2017,,,,http://www.marketwatch.com/story/used-tesla-model-s-sell-faster-and-for-more-money-than-peers-study-says-2017-04-12
+6466,elonmusk,chairheadMD,"Fairing is ~$5M, but that should be reusable this year. Am fairly confident we can reuse upper stage too by late next year to get to 100%.",217,841,109,850453029987917824,https://twitter.com/elonmusk/status/850453029987917824,44196397,2017-04-07 20:59:37+00:00,Fri Apr 07 20:59:37 +0000 2017,,,,
+6467,elonmusk,SeanRowley2,Latency should only be 5 min max. Checking ...,11,182,16,850452066992504832,https://twitter.com/elonmusk/status/850452066992504832,44196397,2017-04-07 20:55:48+00:00,Fri Apr 07 20:55:48 +0000 2017,,,,
+6468,elonmusk,,Feature coming soon that allows one touch access to all discovered Tesla Easter eggs,958,6250,756,850386820793643008,https://twitter.com/elonmusk/status/850386820793643008,44196397,2017-04-07 16:36:32+00:00,Fri Apr 07 16:36:32 +0000 2017,,,,
+6469,elonmusk,bentolmachoff,And so the robots spared humanity ...,6139,21446,405,849636868052275200,https://twitter.com/elonmusk/status/849636868052275200,44196397,2017-04-05 14:56:29+00:00,Wed Apr 05 14:56:29 +0000 2017,,,,https://twitter.com/bentolmachoff/status/846476110846017536
+6470,elonmusk,ForIn2020,"Exactly. Tesla is absurdly overvalued if based on the past, but that's irrelevant. A stock price represents risk-adjusted future cash flows.",533,1600,150,848988730585096192,https://twitter.com/elonmusk/status/848988730585096192,44196397,2017-04-03 20:01:01+00:00,Mon Apr 03 20:01:01 +0000 2017,,,,
+6471,elonmusk,waltmossberg,"Et tu, Walt?",78,811,47,848943072423497728,https://twitter.com/elonmusk/status/848943072423497728,44196397,2017-04-03 16:59:35+00:00,Mon Apr 03 16:59:35 +0000 2017,,,,
+6472,elonmusk,,Stormy weather in Shortville ...,3013,11015,793,848935705057280001,https://twitter.com/elonmusk/status/848935705057280001,44196397,2017-04-03 16:30:19+00:00,Mon Apr 03 16:30:19 +0000 2017,,,,
+6473,elonmusk,DaveLeeFT,Coal is dying due to nat gas fracking. It's basically dead.,214,1008,64,848416049573658624,https://twitter.com/elonmusk/status/848416049573658624,44196397,2017-04-02 06:05:23+00:00,Sun Apr 02 06:05:23 +0000 2017,,,,
+6474,elonmusk,Lexxxzis,It's just a helicopter in helicopter's clothing,41,409,31,848415731502923777,https://twitter.com/elonmusk/status/848415731502923777,44196397,2017-04-02 06:04:07+00:00,Sun Apr 02 06:04:07 +0000 2017,,,,
+6475,elonmusk,verge,It won't matter,205,1487,73,848415356263702528,https://twitter.com/elonmusk/status/848415356263702528,44196397,2017-04-02 06:02:38+00:00,Sun Apr 02 06:02:38 +0000 2017,,,,
+6476,elonmusk,SuperCoolCube,Pretty good,21,330,35,848398971139629057,https://twitter.com/elonmusk/status/848398971139629057,44196397,2017-04-02 04:57:31+00:00,Sun Apr 02 04:57:31 +0000 2017,,,,
+6477,elonmusk,elonmusk,"Why did we waste so much time developing silly rockets? Damn you, aliens! So obtuse! You have all this crazy tech, but can't speak English!?",3538,15675,960,848244577521647616,https://twitter.com/elonmusk/status/848244577521647616,44196397,2017-04-01 18:44:01+00:00,Sat Apr 01 18:44:01 +0000 2017,,,,
+6478,elonmusk,,Technology breakthrough: turns out chemtrails are actually a message from time-traveling aliens describing the secret of teleportation,8787,29252,945,848243350993895424,https://twitter.com/elonmusk/status/848243350993895424,44196397,2017-04-01 18:39:09+00:00,Sat Apr 01 18:39:09 +0000 2017,,,,
+6479,elonmusk,adamsbj,"Def P100D with Ludicrous+, although the rocket starts going a lot faster after that",28,346,19,848036043240636417,https://twitter.com/elonmusk/status/848036043240636417,44196397,2017-04-01 04:55:23+00:00,Sat Apr 01 04:55:23 +0000 2017,,,,
+6480,elonmusk,BadAstronomer,We can def bring it back like Dragon. Just a question of how much weight we need to add.,65,578,46,847958571895619584,https://twitter.com/elonmusk/status/847958571895619584,44196397,2017-03-31 23:47:32+00:00,Fri Mar 31 23:47:32 +0000 2017,,,,
+6481,elonmusk,tesla_addict,Working on it,23,281,22,847890916048338946,https://twitter.com/elonmusk/status/847890916048338946,44196397,2017-03-31 19:18:42+00:00,Fri Mar 31 19:18:42 +0000 2017,,,,
+6482,elonmusk,jasonlamb,Looks like it could do 20% more with some structural upgrades to handle higher loads. But that's in fully expendable mode.,25,287,15,847884776719740928,https://twitter.com/elonmusk/status/847884776719740928,44196397,2017-03-31 18:54:18+00:00,Fri Mar 31 18:54:18 +0000 2017,,,,
+6483,elonmusk,cheron,A lot,28,644,20,847884413706874880,https://twitter.com/elonmusk/status/847884413706874880,44196397,2017-03-31 18:52:51+00:00,Fri Mar 31 18:52:51 +0000 2017,,,,
+6484,elonmusk,Cardoso,Silliest thing we can imagine! Secret payload of 1st Dragon flight was a giant wheel of cheese. Inspired by a friend & Monty Python.,277,1747,144,847884351375372288,https://twitter.com/elonmusk/status/847884351375372288,44196397,2017-03-31 18:52:36+00:00,Fri Mar 31 18:52:36 +0000 2017,,,,
+6485,elonmusk,redletterdave,"Good point, odds go from 0% to >0% :)",32,597,21,847883435100299267,https://twitter.com/elonmusk/status/847883435100299267,44196397,2017-03-31 18:48:58+00:00,Fri Mar 31 18:48:58 +0000 2017,,,,
+6486,elonmusk,elonmusk,Falcon Heavy test flight currently scheduled for late summer,1159,7433,318,847882909906341888,https://twitter.com/elonmusk/status/847882909906341888,44196397,2017-03-31 18:46:53+00:00,Fri Mar 31 18:46:53 +0000 2017,,,,
+6487,elonmusk,,"Considering trying to bring upper stage back on Falcon Heavy demo flight for full reusability. Odds of success low, but maybe worth a shot.",2516,14948,974,847882289581359104,https://twitter.com/elonmusk/status/847882289581359104,44196397,2017-03-31 18:44:25+00:00,Fri Mar 31 18:44:25 +0000 2017,,,,
+6488,elonmusk,oxfordteddy,Browser is already a little better. Kernel and browser update in prob 6 weeks or so (lots of underlying changes) with a few nice features.,15,189,21,847881536254955521,https://twitter.com/elonmusk/status/847881536254955521,44196397,2017-03-31 18:41:25+00:00,Fri Mar 31 18:41:25 +0000 2017,,,,
+6489,elonmusk,BadAstronomer,Thanks Phil!,41,824,18,847608431582208000,https://twitter.com/elonmusk/status/847608431582208000,44196397,2017-03-31 00:36:12+00:00,Fri Mar 31 00:36:12 +0000 2017,,,,
+6490,elonmusk,,Incredibly proud of the SpaceX team for achieving this milestone in space! Next goal is reflight within 24 hours.,12384,49333,1294,847594208219336705,https://twitter.com/elonmusk/status/847594208219336705,44196397,2017-03-30 23:39:41+00:00,Thu Mar 30 23:39:41 +0000 2017,,,,
+6491,elonmusk,,"If you just downloaded V8.1, tap the the T on center screen three times",703,5082,421,847234747747020800,https://twitter.com/elonmusk/status/847234747747020800,44196397,2017-03-29 23:51:19+00:00,Wed Mar 29 23:51:19 +0000 2017,,,,
+6492,elonmusk,drmanejwala,"On center screen. Also, center screen *will* show speed as an overlay that changes opacity according to relevance.",19,208,45,847178475970547712,https://twitter.com/elonmusk/status/847178475970547712,44196397,2017-03-29 20:07:43+00:00,Wed Mar 29 20:07:43 +0000 2017,,,,
+6493,elonmusk,danahull,Very few. We have yet to do a China (or Europe) launch of Model 3.,16,200,39,846772378067648513,https://twitter.com/elonmusk/status/846772378067648513,44196397,2017-03-28 17:14:01+00:00,Tue Mar 28 17:14:01 +0000 2017,,,,
+6494,elonmusk,business,Glad to have Tencent as an investor and advisor to Tesla,96,547,39,846770102502473728,https://twitter.com/elonmusk/status/846770102502473728,44196397,2017-03-28 17:04:59+00:00,Tue Mar 28 17:04:59 +0000 2017,,,,
+6495,elonmusk,nickg_uk,No,26,308,60,846768497904369664,https://twitter.com/elonmusk/status/846768497904369664,44196397,2017-03-28 16:58:36+00:00,Tue Mar 28 16:58:36 +0000 2017,,,,
+6496,elonmusk,nickg_uk,You won't care,24,367,57,846768171486855169,https://twitter.com/elonmusk/status/846768171486855169,44196397,2017-03-28 16:57:18+00:00,Tue Mar 28 16:57:18 +0000 2017,,,,
+6497,elonmusk,NakatomiTim,What gave me away?,30,625,18,846668569576259584,https://twitter.com/elonmusk/status/846668569576259584,44196397,2017-03-28 10:21:31+00:00,Tue Mar 28 10:21:31 +0000 2017,,,,
+6498,elonmusk,nickg_uk,No,60,775,59,846668345998925826,https://twitter.com/elonmusk/status/846668345998925826,44196397,2017-03-28 10:20:38+00:00,Tue Mar 28 10:20:38 +0000 2017,,,,
+6499,elonmusk,,Here is the latest SpaceX travel ad for the flight around the moon & into deep space. Maybe needs a few edits ...,2113,8924,632,846667837716410368,https://twitter.com/elonmusk/status/846667837716410368,44196397,2017-03-28 10:18:37+00:00,Tue Mar 28 10:18:37 +0000 2017,,,,https://m.youtube.com/watch?v=DNkKCFaqib8
+6500,elonmusk,,"Long Neuralink piece coming out on @waitbutwhy in about a week. Difficult to dedicate the time, but existential risk is too high not to.",3434,12162,713,846580443797368832,https://twitter.com/elonmusk/status/846580443797368832,44196397,2017-03-28 04:31:21+00:00,Tue Mar 28 04:31:21 +0000 2017,,@waitbutwhy,,
+6501,elonmusk,erikhaaland,We cannot make all country versions simultaneously or the production start would be a disaster. You would get first in Norway.,22,258,32,845403535353143299,https://twitter.com/elonmusk/status/845403535353143299,44196397,2017-03-24 22:34:44+00:00,Fri Mar 24 22:34:44 +0000 2017,,,,
+6502,elonmusk,Isabelle_Kent,Yes,5,180,5,845402066629517312,https://twitter.com/elonmusk/status/845402066629517312,44196397,2017-03-24 22:28:54+00:00,Fri Mar 24 22:28:54 +0000 2017,,,,
+6503,elonmusk,A1gonquinNut,Yes,4,192,9,845370779298521088,https://twitter.com/elonmusk/status/845370779298521088,44196397,2017-03-24 20:24:34+00:00,Fri Mar 24 20:24:34 +0000 2017,,,,
+6504,elonmusk,nickbaum,I believe so,12,220,21,845355766357737472,https://twitter.com/elonmusk/status/845355766357737472,44196397,2017-03-24 19:24:55+00:00,Fri Mar 24 19:24:55 +0000 2017,,,,
+6505,elonmusk,nddugan,Yup,6,173,12,845337811876114432,https://twitter.com/elonmusk/status/845337811876114432,44196397,2017-03-24 18:13:34+00:00,Fri Mar 24 18:13:34 +0000 2017,,,,
+6506,elonmusk,edudzi_,Oh so little faith,100,1760,33,845331893176324096,https://twitter.com/elonmusk/status/845331893176324096,44196397,2017-03-24 17:50:03+00:00,Fri Mar 24 17:50:03 +0000 2017,,,,
+6507,elonmusk,kryniog,The shorter wheelbase only allows for a 75 kWh pack in Model 3 at current cell/module energy densities,58,313,38,845325721455149056,https://twitter.com/elonmusk/status/845325721455149056,44196397,2017-03-24 17:25:32+00:00,Fri Mar 24 17:25:32 +0000 2017,,,,
+6508,elonmusk,ToddGerkens,Yeah,7,258,11,845294161125269505,https://twitter.com/elonmusk/status/845294161125269505,44196397,2017-03-24 15:20:07+00:00,Fri Mar 24 15:20:07 +0000 2017,,,,
+6509,elonmusk,HolsMichael,Start taking orders in April,81,445,96,845293825715154945,https://twitter.com/elonmusk/status/845293825715154945,44196397,2017-03-24 15:18:47+00:00,Fri Mar 24 15:18:47 +0000 2017,,,,
+6510,elonmusk,wesblima,"Yeah, probably a year from now. S will still win on acceleration though, due to having more space for a larger battery.",20,296,32,845293157977767937,https://twitter.com/elonmusk/status/845293157977767937,44196397,2017-03-24 15:16:08+00:00,Fri Mar 24 15:16:08 +0000 2017,,,,
+6511,elonmusk,akaWrecks,"Only Model S will have the seven seater option, more cargo space, plus higher range, acceleration, two screens vs one, auto extend handles …",21,254,18,845292269649354752,https://twitter.com/elonmusk/status/845292269649354752,44196397,2017-03-24 15:12:36+00:00,Fri Mar 24 15:12:36 +0000 2017,,,,
+6512,elonmusk,CamKode,The Model S produced today is arguably version 4. Let me put it this way: it is the car I will keep driving even after Model 3 arrives.,34,311,18,845291536480813056,https://twitter.com/elonmusk/status/845291536480813056,44196397,2017-03-24 15:09:41+00:00,Fri Mar 24 15:09:41 +0000 2017,,,,
+6513,elonmusk,BlueBowles,"If fate is on our side, it will be amazing. Will talk about that in detail next week.",52,585,25,845290713776451584,https://twitter.com/elonmusk/status/845290713776451584,44196397,2017-03-24 15:06:25+00:00,Fri Mar 24 15:06:25 +0000 2017,,,,
+6514,elonmusk,juanmlemao,No problem :),24,381,13,845290493130919936,https://twitter.com/elonmusk/status/845290493130919936,44196397,2017-03-24 15:05:32+00:00,Fri Mar 24 15:05:32 +0000 2017,,,,
+6515,elonmusk,DJBurges,"Should be summer next year. Sorry, really wish we could get RHD done sooner. We truly are working as fast as we can.",28,371,32,845290417591541760,https://twitter.com/elonmusk/status/845290417591541760,44196397,2017-03-24 15:05:14+00:00,Fri Mar 24 15:05:14 +0000 2017,,,,
+6516,elonmusk,faultywarrior,Let me just go fetch my magic wand ...,34,471,35,845289977051148289,https://twitter.com/elonmusk/status/845289977051148289,44196397,2017-03-24 15:03:29+00:00,Fri Mar 24 15:03:29 +0000 2017,,,,
+6517,elonmusk,TimShelton,"First in line for dual motor as soon as we can make it, which is probably in 6 to 9 months.",28,278,72,845287981652963328,https://twitter.com/elonmusk/status/845287981652963328,44196397,2017-03-24 14:55:34+00:00,Fri Mar 24 14:55:34 +0000 2017,,,,
+6518,elonmusk,meangene2030,Damn straight we do! Coming with 8.1 next week.,17,414,12,845287688882184192,https://twitter.com/elonmusk/status/845287688882184192,44196397,2017-03-24 14:54:24+00:00,Fri Mar 24 14:54:24 +0000 2017,,,,
+6519,elonmusk,,First drive of a release candidate version of Model 3,10395,31225,1363,845287211306139648,https://twitter.com/elonmusk/status/845287211306139648,44196397,2017-03-24 14:52:30+00:00,Fri Mar 24 14:52:30 +0000 2017,,,,
+6520,elonmusk,FredericLambert,It still has one display,15,227,47,845286730668257280,https://twitter.com/elonmusk/status/845286730668257280,44196397,2017-03-24 14:50:35+00:00,Fri Mar 24 14:50:35 +0000 2017,,,,
+6521,elonmusk,VoltzCoreAudio,Nothing majorly new that a consumer would notice. Lots of new tech in the design and production process though.,14,177,17,845286206539685890,https://twitter.com/elonmusk/status/845286206539685890,44196397,2017-03-24 14:48:30+00:00,Fri Mar 24 14:48:30 +0000 2017,,,,
+6522,elonmusk,arctechinc,"The more autonomous a car is, the less dash info you need. How often do you look at the instrument panel when being driven in a taxi?",126,700,124,845285846936825856,https://twitter.com/elonmusk/status/845285846936825856,44196397,2017-03-24 14:47:05+00:00,Fri Mar 24 14:47:05 +0000 2017,,,,
+6523,elonmusk,asimo3089,How about the video we just took of the first Model 3 release candidate drive?,22,445,33,845285398662197248,https://twitter.com/elonmusk/status/845285398662197248,44196397,2017-03-24 14:45:18+00:00,Fri Mar 24 14:45:18 +0000 2017,,,,
+6524,elonmusk,trabru,"Yup, machine arrives next month and we start digging the tunnel!",27,400,21,845285007211950080,https://twitter.com/elonmusk/status/845285007211950080,44196397,2017-03-24 14:43:45+00:00,Fri Mar 24 14:43:45 +0000 2017,,,,
+6525,elonmusk,oakhaller,I think so,5,138,10,845284550926221312,https://twitter.com/elonmusk/status/845284550926221312,44196397,2017-03-24 14:41:56+00:00,Fri Mar 24 14:41:56 +0000 2017,,,,
+6526,elonmusk,FredericLambert,"No, we are minimizing configuration complexity to keep the production ramp on schedule. RWD only for early production, just like Model S.",26,294,68,845284390397665280,https://twitter.com/elonmusk/status/845284390397665280,44196397,2017-03-24 14:41:17+00:00,Fri Mar 24 14:41:17 +0000 2017,,,,
+6527,elonmusk,Trojan81,Tues/Wed,3,101,4,845283880080850945,https://twitter.com/elonmusk/status/845283880080850945,44196397,2017-03-24 14:39:16+00:00,Fri Mar 24 14:39:16 +0000 2017,,,,
+6528,elonmusk,jDaz,Because I was a dumb idiot and didn't realize at the time that it would cause confusion,166,1431,51,845283534948392960,https://twitter.com/elonmusk/status/845283534948392960,44196397,2017-03-24 14:37:53+00:00,Fri Mar 24 14:37:53 +0000 2017,,,,
+6529,elonmusk,timothymjr,Tues/Wed next week,7,144,3,845283253602828288,https://twitter.com/elonmusk/status/845283253602828288,44196397,2017-03-24 14:36:46+00:00,Fri Mar 24 14:36:46 +0000 2017,,,,
+6530,elonmusk,Skate_a_book,"Yes. Model S will always be the fastest Tesla until next gen Roadster, which is a few years away.",43,478,24,845282934546350080,https://twitter.com/elonmusk/status/845282934546350080,44196397,2017-03-24 14:35:30+00:00,Fri Mar 24 14:35:30 +0000 2017,,,,
+6531,elonmusk,JimPengelly,"Yes, but not until next year",8,225,31,845282733546921985,https://twitter.com/elonmusk/status/845282733546921985,44196397,2017-03-24 14:34:42+00:00,Fri Mar 24 14:34:42 +0000 2017,,,,
+6532,elonmusk,,Yes. Hardware already on all production S and X cars.,7,164,4,845282590030360578,https://twitter.com/elonmusk/status/845282590030360578,44196397,2017-03-24 14:34:08+00:00,Fri Mar 24 14:34:08 +0000 2017,,,,
+6533,elonmusk,theKen_Miller,"Sorta. Model 3 is like a BMW 3 series or Audi A4. Model S is like BMW 5 and 6 series, but much faster, more storage space + Autopilot",49,470,29,845282298291339267,https://twitter.com/elonmusk/status/845282298291339267,44196397,2017-03-24 14:32:59+00:00,Fri Mar 24 14:32:59 +0000 2017,,,,
+6534,elonmusk,Greg525,How about now?,11,413,38,845281640972660736,https://twitter.com/elonmusk/status/845281640972660736,44196397,2017-03-24 14:30:22+00:00,Fri Mar 24 14:30:22 +0000 2017,,,,
+6535,elonmusk,varunfatehpuria,Oh Model Y is coming too in a few years. Kinda have to.,89,738,48,845281547368349696,https://twitter.com/elonmusk/status/845281547368349696,44196397,2017-03-24 14:30:00+00:00,Fri Mar 24 14:30:00 +0000 2017,,,,
+6536,elonmusk,luciocordeiro_,All Tesla cars built since Oct last year will be capable of self-driving as software improves,28,284,10,845281211626864641,https://twitter.com/elonmusk/status/845281211626864641,44196397,2017-03-24 14:28:40+00:00,Fri Mar 24 14:28:40 +0000 2017,,,,
+6537,elonmusk,swindeez,Definitely,8,247,3,845280846764396544,https://twitter.com/elonmusk/status/845280846764396544,44196397,2017-03-24 14:27:13+00:00,Fri Mar 24 14:27:13 +0000 2017,,,,
+6538,elonmusk,,"Model 3 was going to be called Model E, for obvious dumb humor reasons, but Ford sued to block it, so now it is S3X. Totally different :)",12197,38927,1244,845280754871418880,https://twitter.com/elonmusk/status/845280754871418880,44196397,2017-03-24 14:26:51+00:00,Fri Mar 24 14:26:51 +0000 2017,,,,
+6539,elonmusk,TimBeiko,Yes,7,241,10,845279897383710720,https://twitter.com/elonmusk/status/845279897383710720,44196397,2017-03-24 14:23:26+00:00,Fri Mar 24 14:23:26 +0000 2017,,,,
+6540,elonmusk,,"Model 3 is just a smaller, more affordable version of Model S w less range & power & fewer features. Model S has more advanced technology.",1601,9029,741,845279423238590464,https://twitter.com/elonmusk/status/845279423238590464,44196397,2017-03-24 14:21:33+00:00,Fri Mar 24 14:21:33 +0000 2017,,,,
+6541,elonmusk,,"Am noticing that many people think Model 3 is the ""next version"" of a Tesla, like iPhone 2 vs 3. This is not true.",1316,7523,492,845278449811939328,https://twitter.com/elonmusk/status/845278449811939328,44196397,2017-03-24 14:17:41+00:00,Fri Mar 24 14:17:41 +0000 2017,,,,
+6542,elonmusk,macwalterslives,Looking forward to playing the game with my kids!,19,268,12,845277819282219010,https://twitter.com/elonmusk/status/845277819282219010,44196397,2017-03-24 14:15:11+00:00,Fri Mar 24 14:15:11 +0000 2017,,,,
+6543,elonmusk,aaronpaul_8,"I used to be one. You're welcome. Trying my best, at least. Hope it's a bit useful.",136,1420,31,845215504738402304,https://twitter.com/elonmusk/status/845215504738402304,44196397,2017-03-24 10:07:34+00:00,Fri Mar 24 10:07:34 +0000 2017,,,,
+6544,elonmusk,nextspaceflight,Just because I'm building a spaceship to get back to my home planet doesn't mean I'm an alien,638,2372,88,845180973394247680,https://twitter.com/elonmusk/status/845180973394247680,44196397,2017-03-24 07:50:21+00:00,Fri Mar 24 07:50:21 +0000 2017,,,,
+6545,elonmusk,lennart375,The number of extinct single planet civilizations probably exceeds live civs by at least a thousand to one. I'm being optimistic.,49,425,26,845179612644618240,https://twitter.com/elonmusk/status/845179612644618240,44196397,2017-03-24 07:44:56+00:00,Fri Mar 24 07:44:56 +0000 2017,,,,
+6546,elonmusk,phirate,"Probably. Either that, simulation, great filter or they are very, very subtle.",8,257,29,845177494575636480,https://twitter.com/elonmusk/status/845177494575636480,44196397,2017-03-24 07:36:32+00:00,Fri Mar 24 07:36:32 +0000 2017,,,,
+6547,elonmusk,elonmusk,I hope that didn't work,66,1065,19,845175921317335041,https://twitter.com/elonmusk/status/845175921317335041,44196397,2017-03-24 07:30:16+00:00,Fri Mar 24 07:30:16 +0000 2017,,,,
+6548,elonmusk,Nites,~spawn npc.alien,129,1258,23,845175729885081601,https://twitter.com/elonmusk/status/845175729885081601,44196397,2017-03-24 07:29:31+00:00,Fri Mar 24 07:29:31 +0000 2017,,,,
+6549,elonmusk,,Where are the #%*> aliens?,5098,14590,1255,845172927892897792,https://twitter.com/elonmusk/status/845172927892897792,44196397,2017-03-24 07:18:23+00:00,Fri Mar 24 07:18:23 +0000 2017,,,,https://www.inverse.com/article/14957-drake-equation-revision-hugely-ups-odds-intelligent-extraterrestrial-life-exists
+6550,elonmusk,wouterhuijs,Looks like Tues/Wed for 8.1 release,31,216,34,844970083000578048,https://twitter.com/elonmusk/status/844970083000578048,44196397,2017-03-23 17:52:21+00:00,Thu Mar 23 17:52:21 +0000 2017,,,,
+6551,elonmusk,x17online,Except that isn't actually my house ...,35,442,38,844668567983312896,https://twitter.com/elonmusk/status/844668567983312896,44196397,2017-03-22 21:54:14+00:00,Wed Mar 22 21:54:14 +0000 2017,,,,
+6552,elonmusk,elonmusk,"Perhaps there will be some future bill that makes a difference for Mars, but this is not it.",147,629,56,844360899603288064,https://twitter.com/elonmusk/status/844360899603288064,44196397,2017-03-22 01:31:40+00:00,Wed Mar 22 01:31:40 +0000 2017,,,,
+6553,elonmusk,karaswisher,I am not. This bill changes almost nothing about what NASA is doing. Existing programs stay in place and there is no added funding for Mars.,365,1020,60,844360665900838912,https://twitter.com/elonmusk/status/844360665900838912,44196397,2017-03-22 01:30:44+00:00,Wed Mar 22 01:30:44 +0000 2017,,,,
+6554,elonmusk,CapnJesus,"3 is a great car, but definitely Model S",18,289,66,842233727115702272,https://twitter.com/elonmusk/status/842233727115702272,44196397,2017-03-16 04:39:03+00:00,Thu Mar 16 04:39:03 +0000 2017,,,,
+6555,elonmusk,kyleugh,Good point,7,253,51,841565055552389120,https://twitter.com/elonmusk/status/841565055552389120,44196397,2017-03-14 08:21:59+00:00,Tue Mar 14 08:21:59 +0000 2017,,,,
+6556,elonmusk,PriyancaFord,I wish. It's so annoying.,29,645,41,841564430399807489,https://twitter.com/elonmusk/status/841564430399807489,44196397,2017-03-14 08:19:30+00:00,Tue Mar 14 08:19:30 +0000 2017,,,,
+6557,elonmusk,TheOnion,"Finally, an explanation for daylight savings that makes sense ...",4706,15167,444,841563925707546626,https://twitter.com/elonmusk/status/841563925707546626,44196397,2017-03-14 08:17:30+00:00,Tue Mar 14 08:17:30 +0000 2017,,,,https://twitter.com/theonion/status/841311395543113728
+6558,elonmusk,AndreElijah,Ok,84,675,51,841098180573851648,https://twitter.com/elonmusk/status/841098180573851648,44196397,2017-03-13 01:26:47+00:00,Mon Mar 13 01:26:47 +0000 2017,,,,
+6559,elonmusk,BizbuilderUSA,"It's been a bear to get done, but prob 10 days or so, depending on full speed autosteer test results",24,345,37,841041891747545089,https://twitter.com/elonmusk/status/841041891747545089,44196397,2017-03-12 21:43:07+00:00,Sun Mar 12 21:43:07 +0000 2017,,,,
+6560,elonmusk,Legit_bacon,"Looking forward to it. I know it's cliche, but LotR is my favorite book ever :) Want to see the set and take my kids on tour of greater NZ.",68,699,47,841041532140445696,https://twitter.com/elonmusk/status/841041532140445696,44196397,2017-03-12 21:41:41+00:00,Sun Mar 12 21:41:41 +0000 2017,,,,
+6561,elonmusk,5AllanLeVito,"Sure. Just check out my prior tweet on pricing ($250 kWh at pack level). Website will be updated soon, so there is complete transparency.",218,732,66,841041070792228864,https://twitter.com/elonmusk/status/841041070792228864,44196397,2017-03-12 21:39:51+00:00,Sun Mar 12 21:39:51 +0000 2017,,,,
+6562,elonmusk,elonmusk,"Can only happen with your support, and working closely with key govt and utility leaders who are strongly committed to trying new approaches",335,3596,144,841040566867509248,https://twitter.com/elonmusk/status/841040566867509248,44196397,2017-03-12 21:37:51+00:00,Sun Mar 12 21:37:51 +0000 2017,,,,
+6563,elonmusk,,"Just wanted to write a note of appreciation to the many Australians who came out in support of the battery plan, especially @mcannonbrookes",1540,11029,338,841039231694786560,https://twitter.com/elonmusk/status/841039231694786560,44196397,2017-03-12 21:32:33+00:00,Sun Mar 12 21:32:33 +0000 2017,,@mcannonbrookes,,
+6564,elonmusk,,I love Wikipedia. Just gets better over time.,61,575,27,841011061935362048,https://twitter.com/elonmusk/status/841011061935362048,44196397,2017-03-12 19:40:37+00:00,Sun Mar 12 19:40:37 +0000 2017,,,,
+6565,elonmusk,JMMZHerrera,"Answer is complex for electric motors. We use an AC induction motor fed by a DC pack thru an IGBT inverter, which kinda ""digitizes"" DC power",70,622,124,840780746868441088,https://twitter.com/elonmusk/status/840780746868441088,44196397,2017-03-12 04:25:25+00:00,Sun Mar 12 04:25:25 +0000 2017,,,,
+6566,elonmusk,williamwinters,High voltage DC is for sure the best way to transmit electricity over long distances. Good explanation at https://en.m.wikipedia.org/wiki/High-voltage_direct_current,132,769,49,840774191049658372,https://twitter.com/elonmusk/status/840774191049658372,44196397,2017-03-12 03:59:22+00:00,Sun Mar 12 03:59:22 +0000 2017,,,,https://en.m.wikipedia.org/wiki/High-voltage_direct_current
+6567,elonmusk,elonmusk,"Ironically, direct current is the right approach today, even though alternating was right in the past. Solar power & electronics both DC.",1718,7229,509,840772319526113280,https://twitter.com/elonmusk/status/840772319526113280,44196397,2017-03-12 03:51:56+00:00,Sun Mar 12 03:51:56 +0000 2017,,,,
+6568,elonmusk,TurnbullMalcolm,You're most welcome. Very exciting to discuss the future of electricity. Renewables + storage arguably biggest disruption since DC to AC.,2384,10131,423,840770270776315904,https://twitter.com/elonmusk/status/840770270776315904,44196397,2017-03-12 03:43:47+00:00,Sun Mar 12 03:43:47 +0000 2017,,,,https://twitter.com/turnbullmalcolm/status/840763614856339456
+6569,elonmusk,elonmusk,"Just spoke with @JayWeatherill, Premier of South Australia. Very impressed. Govt is clearly committed to a smart, quick solution.",1329,3610,218,840410357122314240,https://twitter.com/elonmusk/status/840410357122314240,44196397,2017-03-11 03:53:37+00:00,Sat Mar 11 03:53:37 +0000 2017,,@JayWeatherill,,
+6570,elonmusk,shails,"Yes, but shipping, taxes/tariffs and installation labor vary by country, as those costs are beyond our control",98,881,73,840101692087582720,https://twitter.com/elonmusk/status/840101692087582720,44196397,2017-03-10 07:27:06+00:00,Fri Mar 10 07:27:06 +0000 2017,,,,
+6571,elonmusk,mcannonbrookes,$250/kWh at the pack level for 100MWh+ systems. Tesla is moving to fixed and open pricing and terms for all products.,455,1943,96,840096176678420481,https://twitter.com/elonmusk/status/840096176678420481,44196397,2017-03-10 07:05:11+00:00,Fri Mar 10 07:05:11 +0000 2017,,,,
+6572,elonmusk,mcannonbrookes,Tesla will get the system installed and working 100 days from contract signature or it is free. That serious enough for you?,6347,15530,614,840032197637685249,https://twitter.com/elonmusk/status/840032197637685249,44196397,2017-03-10 02:50:57+00:00,Fri Mar 10 02:50:57 +0000 2017,,,,
+6573,elonmusk,Zedd,Will send you one,57,1216,138,838569247555014656,https://twitter.com/elonmusk/status/838569247555014656,44196397,2017-03-06 01:57:43+00:00,Mon Mar 06 01:57:43 +0000 2017,,,,
+6574,elonmusk,SimonaKitzu,Self-hatred,1279,4472,135,838565081306677249,https://twitter.com/elonmusk/status/838565081306677249,44196397,2017-03-06 01:41:09+00:00,Mon Mar 06 01:41:09 +0000 2017,,,,
+6575,elonmusk,elonmusk,Thanks JJ!,166,2217,145,838563502386118656,https://twitter.com/elonmusk/status/838563502386118656,44196397,2017-03-06 01:34:53+00:00,Mon Mar 06 01:34:53 +0000 2017,,,,
+6576,elonmusk,,,3550,23265,1107,838558471972741120,https://twitter.com/elonmusk/status/838558471972741120,44196397,2017-03-06 01:14:54+00:00,Mon Mar 06 01:14:54 +0000 2017,,,,
+6577,elonmusk,Writer_StevenL,Thank you for the lovely letter. That sounds like a great idea. We'll do it!,8614,37279,1083,837113202030759937,https://twitter.com/elonmusk/status/837113202030759937,44196397,2017-03-02 01:31:54+00:00,Thu Mar 02 01:31:54 +0000 2017,,,,https://twitter.com/Writer_StevenL/status/837101983341424640
+6578,elonmusk,NASA,SpaceX could not do this without NASA. Can't express enough appreciation.,4177,24772,337,836443541001797632,https://twitter.com/elonmusk/status/836443541001797632,44196397,2017-02-28 05:10:55+00:00,Tue Feb 28 05:10:55 +0000 2017,,,,https://twitter.com/nasa/status/836376097491202048
+6579,elonmusk,jamesatbuzz,"This is not true. TM works for a lot of people and that's great, but I've maybe done it 7 or 8 times ever.",23,404,38,836442868180905984,https://twitter.com/elonmusk/status/836442868180905984,44196397,2017-02-28 05:08:14+00:00,Tue Feb 28 05:08:14 +0000 2017,,,,
+6580,elonmusk,,Fly me to the moon ... Ok,27756,52430,2301,836328719165763584,https://twitter.com/elonmusk/status/836328719165763584,44196397,2017-02-27 21:34:39+00:00,Mon Feb 27 21:34:39 +0000 2017,,,,http://www.spacex.com/news/2017/02/27/spacex-send-privately-crewed-dragon-spacecraft-beyond-moon-next-year
+6581,elonmusk,,SpaceX announcement tomorrow at 1pm PST,5856,24995,986,836020571490021376,https://twitter.com/elonmusk/status/836020571490021376,44196397,2017-02-27 01:10:11+00:00,Mon Feb 27 01:10:11 +0000 2017,,,,
+6582,elonmusk,MacTechGenius,of course,41,919,52,835361919775100929,https://twitter.com/elonmusk/status/835361919775100929,44196397,2017-02-25 05:32:56+00:00,Sat Feb 25 05:32:56 +0000 2017,,,,
+6583,elonmusk,Sphinx,maybe one of those too,12,577,22,835351081945350145,https://twitter.com/elonmusk/status/835351081945350145,44196397,2017-02-25 04:49:52+00:00,Sat Feb 25 04:49:52 +0000 2017,,,,
+6584,elonmusk,,Roller coasters are awesome,6458,30809,1400,835350234049863680,https://twitter.com/elonmusk/status/835350234049863680,44196397,2017-02-25 04:46:30+00:00,Sat Feb 25 04:46:30 +0000 2017,,,,
+6585,elonmusk,johnpaulbrewer,Something on a tristate border might work. Gigafactory plus nearby supporting supply chain needs a very large workforce.,43,447,60,835202594968477696,https://twitter.com/elonmusk/status/835202594968477696,44196397,2017-02-24 18:59:50+00:00,Fri Feb 24 18:59:50 +0000 2017,,,,
+6586,elonmusk,donbarbieri,Good chance it will,19,301,10,835187859158020097,https://twitter.com/elonmusk/status/835187859158020097,44196397,2017-02-24 18:01:17+00:00,Fri Feb 24 18:01:17 +0000 2017,,,,
+6587,elonmusk,davidshepardson,Exactly :),8,242,7,835187686151315456,https://twitter.com/elonmusk/status/835187686151315456,44196397,2017-02-24 18:00:36+00:00,Fri Feb 24 18:00:36 +0000 2017,,,,
+6588,elonmusk,meganmurp,I didn't pose for it (hopefully that's obvious) or want me on cover. Tunnel boring machine pic wd be way better,12,235,11,835185478512992256,https://twitter.com/elonmusk/status/835185478512992256,44196397,2017-02-24 17:51:49+00:00,Fri Feb 24 17:51:49 +0000 2017,,,,
+6589,elonmusk,adrianvolts,Minor improvements update this weekend. High speed autosteer in about two weeks.,18,262,15,835178020604301313,https://twitter.com/elonmusk/status/835178020604301313,44196397,2017-02-24 17:22:11+00:00,Fri Feb 24 17:22:11 +0000 2017,,,,
+6590,elonmusk,,Excellent Tesla Model X review,853,3778,219,834740218531962881,https://twitter.com/elonmusk/status/834740218531962881,44196397,2017-02-23 12:22:31+00:00,Thu Feb 23 12:22:31 +0000 2017,,,,http://www.chicagotribune.com/classified/automotive/new/sc-tesla-model-x-autoreview-0202-story.html
+6591,elonmusk,,Just posted a video https://www.instagram.com/p/BQtNTk4Brqp/,6976,16123,1078,833411017065394176,https://twitter.com/elonmusk/status/833411017065394176,44196397,2017-02-19 20:20:45+00:00,Sun Feb 19 20:20:45 +0000 2017,,,,https://www.instagram.com/p/BQtNTk4Brqp/
+6592,elonmusk,,,26027,99678,1447,833332384913252352,https://twitter.com/elonmusk/status/833332384913252352,44196397,2017-02-19 15:08:17+00:00,Sun Feb 19 15:08:17 +0000 2017,,,,
+6593,elonmusk,,Baby came back https://www.instagram.com/p/BQspL7Qhv1v/,3562,15907,542,833332058453790720,https://twitter.com/elonmusk/status/833332058453790720,44196397,2017-02-19 15:06:59+00:00,Sun Feb 19 15:06:59 +0000 2017,,,,https://www.instagram.com/p/BQspL7Qhv1v/
+6594,elonmusk,mattnewby,no,23,356,23,833329896168370179,https://twitter.com/elonmusk/status/833329896168370179,44196397,2017-02-19 14:58:24+00:00,Sun Feb 19 14:58:24 +0000 2017,,,,
+6595,elonmusk,Xuan_Thai,System was green for launch. I called it off.,169,1028,69,832995083519614976,https://twitter.com/elonmusk/status/832995083519614976,44196397,2017-02-18 16:47:58+00:00,Sat Feb 18 16:47:58 +0000 2017,,,,
+6596,elonmusk,spacecom,"They are often right, but, in this case, we have already retired so much R&D risk on Dragon 2, that I feel very confident of 2018.",55,511,9,832992529872097280,https://twitter.com/elonmusk/status/832992529872097280,44196397,2017-02-18 16:37:50+00:00,Sat Feb 18 16:37:50 +0000 2017,,,,
+6597,elonmusk,,"Uses high pressure bleed off the fuel side (RP-1 kerosene) turbopump, so no dedicated pump or fluid needed",33,428,20,832986598627106818,https://twitter.com/elonmusk/status/832986598627106818,44196397,2017-02-18 16:14:15+00:00,Sat Feb 18 16:14:15 +0000 2017,,,,
+6598,elonmusk,elonmusk,"Btw, 99% likely to be fine (closed loop TVC wd overcome error), but that 1% chance isn't worth rolling the dice. Better to wait a day.",1097,7826,293,832984361989386240,https://twitter.com/elonmusk/status/832984361989386240,44196397,2017-02-18 16:05:22+00:00,Sat Feb 18 16:05:22 +0000 2017,,,,
+6599,elonmusk,ChristopheTff,"Not obviously related to the (very tiny) helium leak, but also not out of the question",33,351,8,832979955092819968,https://twitter.com/elonmusk/status/832979955092819968,44196397,2017-02-18 15:47:51+00:00,Sat Feb 18 15:47:51 +0000 2017,,,,
+6600,elonmusk,elonmusk,"If this is the only issue, flight would be fine, but need to make sure that it isn't symptomatic of a more significant upstream root cause",780,5129,197,832973218348625920,https://twitter.com/elonmusk/status/832973218348625920,44196397,2017-02-18 15:21:05+00:00,Sat Feb 18 15:21:05 +0000 2017,,,,
+6601,elonmusk,,"All systems go, except the movement trace of an upper stage engine steering hydraulic piston was slightly odd. Standing down to investigate.",1576,8143,335,832970849791537152,https://twitter.com/elonmusk/status/832970849791537152,44196397,2017-02-18 15:11:41+00:00,Sat Feb 18 15:11:41 +0000 2017,,,,
+6602,elonmusk,,Counting down to the first SpaceX launch from the Apollo 11 launch pad tomorrow morning (webcast… https://www.instagram.com/p/BQpXxl5BIYX/,1276,6550,229,832871068066942976,https://twitter.com/elonmusk/status/832871068066942976,44196397,2017-02-18 08:35:11+00:00,Sat Feb 18 08:35:11 +0000 2017,,,,https://www.instagram.com/p/BQpXxl5BIYX/
+6603,elonmusk,,spacex's photo https://instagram.com/p/BQnwNNsFy-3/,399,2469,81,832868838479851521,https://twitter.com/elonmusk/status/832868838479851521,44196397,2017-02-18 08:26:19+00:00,Sat Feb 18 08:26:19 +0000 2017,,,,https://instagram.com/p/BQnwNNsFy-3/
+6604,elonmusk,,"Provided Dragon 2 demo missions go well, SpaceX is highly confident of being able to fly US astronauts in 2018",1311,5160,167,832863988836814848,https://twitter.com/elonmusk/status/832863988836814848,44196397,2017-02-18 08:07:03+00:00,Sat Feb 18 08:07:03 +0000 2017,,,,http://www.theverge.com/2017/2/16/14640618/nasa-spacex-boeing-astronaut-iss-2018
+6605,elonmusk,elonmusk,Looks like we are go for launch. Added an abort trigger at T-60 secs for pressure decay of upper stage helium spin start system.,1007,6370,304,832788691588296705,https://twitter.com/elonmusk/status/832788691588296705,44196397,2017-02-18 03:07:51+00:00,Sat Feb 18 03:07:51 +0000 2017,,,,
+6606,elonmusk,SpaceX,"Investigating a (very small) leak in the upper stage. If ok, will launch tomorrow.",1557,7081,451,832647116816150530,https://twitter.com/elonmusk/status/832647116816150530,44196397,2017-02-17 17:45:17+00:00,Fri Feb 17 17:45:17 +0000 2017,,,,https://twitter.com/spacex/status/832644375863717889
+6607,elonmusk,emenietti,"Yes, but only deep in solid rock, where the walls are self-supporting and concrete reinforcements arguably aren't needed",10,227,28,832619549937668096,https://twitter.com/elonmusk/status/832619549937668096,44196397,2017-02-17 15:55:44+00:00,Fri Feb 17 15:55:44 +0000 2017,,,,
+6608,elonmusk,sc00bs,It's much easier to do the CGI that way,562,2613,80,832480331496185857,https://twitter.com/elonmusk/status/832480331496185857,44196397,2017-02-17 06:42:32+00:00,Fri Feb 17 06:42:32 +0000 2017,,,,
+6609,elonmusk,,Daylight rocket launch & landing at the Cape this weekend. Will be the 1st SpaceX flight from the Apollo launch pad.,2947,10161,303,832375525754626048,https://twitter.com/elonmusk/status/832375525754626048,44196397,2017-02-16 23:46:04+00:00,Thu Feb 16 23:46:04 +0000 2017,,,,http://observer.com/2017/02/spacex-will-fly-a-rocket-back-to-earth-in-broad-daylight-this-weekend/
+6610,elonmusk,PhoebeColeman,I used that one :),16,580,16,832089102266687488,https://twitter.com/elonmusk/status/832089102266687488,44196397,2017-02-16 04:47:56+00:00,Thu Feb 16 04:47:56 +0000 2017,,,,
+6611,elonmusk,elonmusk,"Ok, what are some good ones? Will have to meter these out. Hopefully, kids can't die from groaning too much.",469,6007,1148,832086901704126464,https://twitter.com/elonmusk/status/832086901704126464,44196397,2017-02-16 04:39:11+00:00,Thu Feb 16 04:39:11 +0000 2017,,,,
+6612,elonmusk,VRGTech,They are doing India proud,454,1197,28,832086234302341120,https://twitter.com/elonmusk/status/832086234302341120,44196397,2017-02-16 04:36:32+00:00,Thu Feb 16 04:36:32 +0000 2017,,,,
+6613,elonmusk,osiris26,You may come to regret that request :),13,419,10,832085891715723264,https://twitter.com/elonmusk/status/832085891715723264,44196397,2017-02-16 04:35:10+00:00,Thu Feb 16 04:35:10 +0000 2017,,,,
+6614,elonmusk,LittleDovah,"Yeah, exactly. So that makes it cool, right!?",5,394,9,832085554619572225,https://twitter.com/elonmusk/status/832085554619572225,44196397,2017-02-16 04:33:50+00:00,Thu Feb 16 04:33:50 +0000 2017,,,,
+6615,elonmusk,Floydilicious,"Yeah, awesome achievement by ISRO. Very impressive!",1277,2144,38,832084918645596166,https://twitter.com/elonmusk/status/832084918645596166,44196397,2017-02-16 04:31:18+00:00,Thu Feb 16 04:31:18 +0000 2017,,,,
+6616,elonmusk,,"Apparently, there is this thing called ""Dad jokes"" and I make them",4625,24555,747,832084402473627650,https://twitter.com/elonmusk/status/832084402473627650,44196397,2017-02-16 04:29:15+00:00,Thu Feb 16 04:29:15 +0000 2017,,,,
+6617,elonmusk,,"You're right, I can't hide any more! I am Irony Man...",110,832,28,832082377920778240,https://twitter.com/elonmusk/status/832082377920778240,44196397,2017-02-16 04:21:12+00:00,Thu Feb 16 04:21:12 +0000 2017,,,,
+6618,elonmusk,Samcornwell,they were earlier drafts that I accidentally published. I said the same thing a week already.,38,438,55,831972894355828736,https://twitter.com/elonmusk/status/831972894355828736,44196397,2017-02-15 21:06:09+00:00,Wed Feb 15 21:06:09 +0000 2017,,,,
+6619,elonmusk,elonmusk,"In appreciation, Tesla is providing all repair costs free of charge and expedited.",14578,49695,854,831972613912080384,https://twitter.com/elonmusk/status/831972613912080384,44196397,2017-02-15 21:05:03+00:00,Wed Feb 15 21:05:03 +0000 2017,,,,http://jalopnik.com/heroic-driver-sacrifices-his-tesla-to-save-unconscious-1792349590
+6620,elonmusk,,Congrats to the Tesla owner who sacrificed damage to his own car to bring a car with an unconscious driver safely to a stop!,7618,36692,444,831969536584806400,https://twitter.com/elonmusk/status/831969536584806400,44196397,2017-02-15 20:52:49+00:00,Wed Feb 15 20:52:49 +0000 2017,,,,
+6621,elonmusk,lollieshopMOM,Best place to watch is on the Cape causeway,22,281,22,831692803210096641,https://twitter.com/elonmusk/status/831692803210096641,44196397,2017-02-15 02:33:11+00:00,Wed Feb 15 02:33:11 +0000 2017,,,,
+6622,elonmusk,SEACityLight,Sounds like the Tesla Powerwall (consumer) and Powerpack (utility/commercial) might be useful,85,737,51,830239445433544704,https://twitter.com/elonmusk/status/830239445433544704,44196397,2017-02-11 02:18:03+00:00,Sat Feb 11 02:18:03 +0000 2017,,,,
+6623,elonmusk,,Falcon 9 rocket now vertical at Cape Canaveral on launch complex 39-A. This is the same launch… https://www.instagram.com/p/BQWBz9zgOTP/,2066,9534,347,830148763578662916,https://twitter.com/elonmusk/status/830148763578662916,44196397,2017-02-10 20:17:43+00:00,Fri Feb 10 20:17:43 +0000 2017,,,,https://www.instagram.com/p/BQWBz9zgOTP/
+6624,elonmusk,,Exactly. What this person said is untrue.,26,307,33,829885356531032064,https://twitter.com/elonmusk/status/829885356531032064,44196397,2017-02-10 02:51:02+00:00,Fri Feb 10 02:51:02 +0000 2017,,,,
+6625,elonmusk,RusulAlrubail,"Please check your facts. Tesla and SpaceX joined as soon as we received the filing, which was Monday.",33,389,23,829861775357071361,https://twitter.com/elonmusk/status/829861775357071361,44196397,2017-02-10 01:17:19+00:00,Fri Feb 10 01:17:19 +0000 2017,,,,
+6626,elonmusk,dknisely,of course it will,8,224,13,829509777218613248,https://twitter.com/elonmusk/status/829509777218613248,44196397,2017-02-09 01:58:37+00:00,Thu Feb 09 01:58:37 +0000 2017,,,,
+6627,elonmusk,SundalJ,Should all be uploaded by next month,14,255,18,829447188325412866,https://twitter.com/elonmusk/status/829447188325412866,44196397,2017-02-08 21:49:54+00:00,Wed Feb 08 21:49:54 +0000 2017,,,,
+6628,elonmusk,sureal808,Motor Trend could only achieve 2.4 sec when they tested the Porsche 918,23,313,12,829442592978792448,https://twitter.com/elonmusk/status/829442592978792448,44196397,2017-02-08 21:31:39+00:00,Wed Feb 08 21:31:39 +0000 2017,,,,
+6629,elonmusk,VoltzCoreAudio,I don't know what make you think that's a rocket. It's completely covered in a tarpaulin...,90,770,33,829441987686182912,https://twitter.com/elonmusk/status/829441987686182912,44196397,2017-02-08 21:29:14+00:00,Wed Feb 08 21:29:14 +0000 2017,,,,
+6630,elonmusk,,George Schultz and Jim Baker article in @WSJ regarding a carbon tax,1365,3323,284,829396254920568832,https://twitter.com/elonmusk/status/829396254920568832,44196397,2017-02-08 18:27:31+00:00,Wed Feb 08 18:27:31 +0000 2017,,@WSJ,,https://www.wsj.com/articles/a-conservative-answer-to-climate-change-1486512334
+6631,elonmusk,BatlaG,yes,8,200,12,829046669517860869,https://twitter.com/elonmusk/status/829046669517860869,44196397,2017-02-07 19:18:23+00:00,Tue Feb 07 19:18:23 +0000 2017,,,,
+6632,elonmusk,goel_ishan,Hoping for summer this year,350,941,143,829027848434257924,https://twitter.com/elonmusk/status/829027848434257924,44196397,2017-02-07 18:03:36+00:00,Tue Feb 07 18:03:36 +0000 2017,,,,
+6633,elonmusk,mdcdave,"yes, altitude improves performance for electric. Opposite of combustion cars.",47,363,12,829015254524792832,https://twitter.com/elonmusk/status/829015254524792832,44196397,2017-02-07 17:13:33+00:00,Tue Feb 07 17:13:33 +0000 2017,,,,
+6634,elonmusk,jovanik21,"No, will be lower. Wheelbase can't fit 100.",24,271,45,829002643947167744,https://twitter.com/elonmusk/status/829002643947167744,44196397,2017-02-07 16:23:27+00:00,Tue Feb 07 16:23:27 +0000 2017,,,,
+6635,elonmusk,elonmusk,"Also, Tesla service can remove front trunk liner if you don't use it and improve performance further",25,369,20,828999653886550018,https://twitter.com/elonmusk/status/828999653886550018,44196397,2017-02-07 16:11:34+00:00,Tue Feb 07 16:11:34 +0000 2017,,,,
+6636,elonmusk,Veidit,"No plans to take X, S (or 3) above 100 kWh. Semi necessarily and pickup truck maybe will go above.",59,345,42,828998837578526723,https://twitter.com/elonmusk/status/828998837578526723,44196397,2017-02-07 16:08:19+00:00,Tue Feb 07 16:08:19 +0000 2017,,,,
+6637,elonmusk,jovanik21,Take out the floor mats and its 2.27. MT said everything had to be standard production.,40,586,28,828984746029912064,https://twitter.com/elonmusk/status/828984746029912064,44196397,2017-02-07 15:12:19+00:00,Tue Feb 07 15:12:19 +0000 2017,,,,
+6638,elonmusk,quick_pi,yes,5,141,5,828983364543664128,https://twitter.com/elonmusk/status/828983364543664128,44196397,2017-02-07 15:06:50+00:00,Tue Feb 07 15:06:50 +0000 2017,,,,
+6639,elonmusk,,Production Tesla Model S P100DL sets Motor Trend all-time world record to 60 mph in 2.27 sec,7386,19921,778,828981873086865410,https://twitter.com/elonmusk/status/828981873086865410,44196397,2017-02-07 15:00:54+00:00,Tue Feb 07 15:00:54 +0000 2017,,,,http://bit.ly/2kmMo3m
+6640,elonmusk,,Signing off now. That was more than enough Twitter trouble for one morning!,331,6725,585,828320620463140865,https://twitter.com/elonmusk/status/828320620463140865,44196397,2017-02-05 19:13:20+00:00,Sun Feb 05 19:13:20 +0000 2017,,,,
+6641,elonmusk,qriosity_,No rare earth metals in battery,66,641,31,828315290782093312,https://twitter.com/elonmusk/status/828315290782093312,44196397,2017-02-05 18:52:09+00:00,Sun Feb 05 18:52:09 +0000 2017,,,,
+6642,elonmusk,camnbear,Almost ready,17,553,10,828314791819218944,https://twitter.com/elonmusk/status/828314791819218944,44196397,2017-02-05 18:50:10+00:00,Sun Feb 05 18:50:10 +0000 2017,,,,
+6643,elonmusk,MacTechGenius,App update is about two weeks out. Linux kernel and browser update probably a month or so. HW2 Autopilot has priority.,34,393,19,828314321679704066,https://twitter.com/elonmusk/status/828314321679704066,44196397,2017-02-05 18:48:18+00:00,Sun Feb 05 18:48:18 +0000 2017,,,,
+6644,elonmusk,FredericLambert,"Yes, but Model 3 is the overwhelming priority",32,560,44,828312660299091968,https://twitter.com/elonmusk/status/828312660299091968,44196397,2017-02-05 18:41:42+00:00,Sun Feb 05 18:41:42 +0000 2017,,,,
+6645,elonmusk,clay_ellis,I will post an article he wrote half a century ago about flying through Africa and Asia in his plane. One of my favorite things.,26,675,19,828312511946567680,https://twitter.com/elonmusk/status/828312511946567680,44196397,2017-02-05 18:41:06+00:00,Sun Feb 05 18:41:06 +0000 2017,,,,
+6646,elonmusk,christesla,Almost there. We are just being very careful with the rollout.,12,383,8,828309896122789889,https://twitter.com/elonmusk/status/828309896122789889,44196397,2017-02-05 18:30:43+00:00,Sun Feb 05 18:30:43 +0000 2017,,,,
+6647,elonmusk,trylks,A lot of terrible things could happen in four years of extremism. Do you really want another war? That's where extremism leads.,281,2321,139,828307625632813056,https://twitter.com/elonmusk/status/828307625632813056,44196397,2017-02-05 18:21:41+00:00,Sun Feb 05 18:21:41 +0000 2017,,,,
+6648,elonmusk,FredericLambert,"Yeah, it is hard to convey complex ideas in 140 chars and tone is lost in text",30,565,47,828305244891336706,https://twitter.com/elonmusk/status/828305244891336706,44196397,2017-02-05 18:12:14+00:00,Sun Feb 05 18:12:14 +0000 2017,,,,
+6649,elonmusk,CycleTrades,People should push to have as many moderates advising the President as possible. Blind hate is never the right answer.,274,1592,67,828304178644656129,https://twitter.com/elonmusk/status/828304178644656129,44196397,2017-02-05 18:07:59+00:00,Sun Feb 05 18:07:59 +0000 2017,,,,
+6650,elonmusk,Wise1919,Rolling out a new update today.,9,217,8,828303494981550082,https://twitter.com/elonmusk/status/828303494981550082,44196397,2017-02-05 18:05:16+00:00,Sun Feb 05 18:05:16 +0000 2017,,,,
+6651,elonmusk,recipher,We should try our best,15,586,25,828303126935568384,https://twitter.com/elonmusk/status/828303126935568384,44196397,2017-02-05 18:03:49+00:00,Sun Feb 05 18:03:49 +0000 2017,,,,
+6652,elonmusk,iamDeveloper,"Really? Ok, I will work harder on thinking first and tweeting second. Sorry for anything thoughtless.",18,330,19,828302292520681474,https://twitter.com/elonmusk/status/828302292520681474,44196397,2017-02-05 18:00:30+00:00,Sun Feb 05 18:00:30 +0000 2017,,,,
+6653,elonmusk,MemesOfMars,I just had three coffees :),40,504,25,828301829909921792,https://twitter.com/elonmusk/status/828301829909921792,44196397,2017-02-05 17:58:40+00:00,Sun Feb 05 17:58:40 +0000 2017,,,,
+6654,elonmusk,thelogicbox,Mars is critical for the long-term survival of humanity and life on Earth as we know it,192,1242,91,828301680596889600,https://twitter.com/elonmusk/status/828301680596889600,44196397,2017-02-05 17:58:04+00:00,Sun Feb 05 17:58:04 +0000 2017,,,,
+6655,elonmusk,seanbroswag,Numeric,13,405,31,828301040768393216,https://twitter.com/elonmusk/status/828301040768393216,44196397,2017-02-05 17:55:31+00:00,Sun Feb 05 17:55:31 +0000 2017,,,,
+6656,elonmusk,B0Turner,Gravimetric energy density of batteries and achieving a high cell mass fraction,16,295,16,828300568062021632,https://twitter.com/elonmusk/status/828300568062021632,44196397,2017-02-05 17:53:39+00:00,Sun Feb 05 17:53:39 +0000 2017,,,,
+6657,elonmusk,Travelingmom23,"I love Canada! I'm half Canadian. My Mom was born in Regina. My grandfather (her Dad) was American, born in Minnesota.",131,844,57,828300245998116864,https://twitter.com/elonmusk/status/828300245998116864,44196397,2017-02-05 17:52:22+00:00,Sun Feb 05 17:52:22 +0000 2017,,,,
+6658,elonmusk,FredericLambert,Me too. I hope to get back to regularly scheduled programming soon ...,28,1049,45,828299070154358784,https://twitter.com/elonmusk/status/828299070154358784,44196397,2017-02-05 17:47:42+00:00,Sun Feb 05 17:47:42 +0000 2017,,,,
+6659,elonmusk,brendangage,"I agree, great country! Looking forward to taking my kids for a visit. I've heard it is incredibly beautiful.",6,280,18,828298780638400512,https://twitter.com/elonmusk/status/828298780638400512,44196397,2017-02-05 17:46:33+00:00,Sun Feb 05 17:46:33 +0000 2017,,,,
+6660,elonmusk,DaringKid,True. Me being one of them :),6,349,7,828297337353154560,https://twitter.com/elonmusk/status/828297337353154560,44196397,2017-02-05 17:40:48+00:00,Sun Feb 05 17:40:48 +0000 2017,,,,
+6661,elonmusk,marcelsalathe,"Not perfect & cd be better, but 10th out of 200+ countries with only a 0.08 diff to ""1st"" place means it's essentially on par",4,182,6,828297251026001924,https://twitter.com/elonmusk/status/828297251026001924,44196397,2017-02-05 17:40:28+00:00,Sun Feb 05 17:40:28 +0000 2017,,,,
+6662,elonmusk,TheAndresUCD,"Fair point, sorry",10,256,16,828294008677994496,https://twitter.com/elonmusk/status/828294008677994496,44196397,2017-02-05 17:27:35+00:00,Sun Feb 05 17:27:35 +0000 2017,,,,
+6663,elonmusk,,"Activists should be pushing for more moderates to advise President, not fewer. How could having only extremists advise him possibly be good?",11533,39851,2771,828293735419109376,https://twitter.com/elonmusk/status/828293735419109376,44196397,2017-02-05 17:26:30+00:00,Sun Feb 05 17:26:30 +0000 2017,,,,
+6664,elonmusk,bencammett,Exactly,5,264,3,828292305522192384,https://twitter.com/elonmusk/status/828292305522192384,44196397,2017-02-05 17:20:49+00:00,Sun Feb 05 17:20:49 +0000 2017,,,,
+6665,elonmusk,Darkthe1337,Norway is great on all levels. Love Norway!,43,478,19,828291884858691584,https://twitter.com/elonmusk/status/828291884858691584,44196397,2017-02-05 17:19:08+00:00,Sun Feb 05 17:19:08 +0000 2017,,,,
+6666,elonmusk,BullFlags,Yeah. And Twitter is a hater Hellscape.,82,1124,24,828291645548408833,https://twitter.com/elonmusk/status/828291645548408833,44196397,2017-02-05 17:18:11+00:00,Sun Feb 05 17:18:11 +0000 2017,,,,
+6667,elonmusk,W4AS,"Good grief, I'm not ""working"" for Trump. I'm trying to provide advice that helps take things in a more positive direction.",240,1644,73,828291190965551106,https://twitter.com/elonmusk/status/828291190965551106,44196397,2017-02-05 17:16:23+00:00,Sun Feb 05 17:16:23 +0000 2017,,,,
+6668,elonmusk,BitterMercy,"Actually, I think it's kinda cool :)",5,312,9,828290224069419010,https://twitter.com/elonmusk/status/828290224069419010,44196397,2017-02-05 17:12:32+00:00,Sun Feb 05 17:12:32 +0000 2017,,,,
+6669,elonmusk,EricHaegler,Isn't that basically like having a jury of peers? That is a default option in the US.,4,173,5,828289948767895552,https://twitter.com/elonmusk/status/828289948767895552,44196397,2017-02-05 17:11:27+00:00,Sun Feb 05 17:11:27 +0000 2017,,,,
+6670,elonmusk,vladsavov,"Those countries have strong justice systems, but I'd put them roughly on par with US. That rating system conflates many factors.",5,197,10,828289487075733504,https://twitter.com/elonmusk/status/828289487075733504,44196397,2017-02-05 17:09:37+00:00,Sun Feb 05 17:09:37 +0000 2017,,,,
+6671,elonmusk,FifthRocket,Did you read my tweets? I attacked it hard. Did not defend.,12,437,13,828287608614744064,https://twitter.com/elonmusk/status/828287608614744064,44196397,2017-02-05 17:02:09+00:00,Sun Feb 05 17:02:09 +0000 2017,,,,
+6672,elonmusk,KENEMONICS,You're right. Politics is a no-win situation. Somebody is going to hate what you say no matter what that is.,66,613,22,828287354741936130,https://twitter.com/elonmusk/status/828287354741936130,44196397,2017-02-05 17:01:08+00:00,Sun Feb 05 17:01:08 +0000 2017,,,,
+6673,elonmusk,MemesOfMars,Also good. There are several that are on par with US. Just don't think any are better. People confuse laws with courts.,13,209,14,828285894570422272,https://twitter.com/elonmusk/status/828285894570422272,44196397,2017-02-05 16:55:20+00:00,Sun Feb 05 16:55:20 +0000 2017,,,,
+6674,elonmusk,paulvankeep,Mostly anti-drug laws,11,291,11,828285409675341824,https://twitter.com/elonmusk/status/828285409675341824,44196397,2017-02-05 16:53:25+00:00,Sun Feb 05 16:53:25 +0000 2017,,,,
+6675,elonmusk,zgiarrizzo,Exactly,3,207,7,828284802327523328,https://twitter.com/elonmusk/status/828284802327523328,44196397,2017-02-05 16:51:00+00:00,Sun Feb 05 16:51:00 +0000 2017,,,,
+6676,elonmusk,LaTosque,"The laws need to change. Judges are responsible for evaluating whether an action breaks the law, not making law.",28,383,17,828284631170560000,https://twitter.com/elonmusk/status/828284631170560000,44196397,2017-02-05 16:50:19+00:00,Sun Feb 05 16:50:19 +0000 2017,,,,
+6677,elonmusk,humplik,The remedy for that is changing the law,14,216,11,828284048103579651,https://twitter.com/elonmusk/status/828284048103579651,44196397,2017-02-05 16:48:00+00:00,Sun Feb 05 16:48:00 +0000 2017,,,,
+6678,elonmusk,CallumAKemp,"Ok, but what's up the wigs?",28,816,20,828282768559849473,https://twitter.com/elonmusk/status/828282768559849473,44196397,2017-02-05 16:42:55+00:00,Sun Feb 05 16:42:55 +0000 2017,,,,
+6679,elonmusk,iLexomat,There are many good legal systems on par with US. Just don't know any that are better.,10,232,16,828282648711802881,https://twitter.com/elonmusk/status/828282648711802881,44196397,2017-02-05 16:42:26+00:00,Sun Feb 05 16:42:26 +0000 2017,,,,
+6680,elonmusk,Biesseman,True!,3,221,3,828281953455579136,https://twitter.com/elonmusk/status/828281953455579136,44196397,2017-02-05 16:39:41+00:00,Sun Feb 05 16:39:41 +0000 2017,,,,
+6681,elonmusk,,"Many in America don't realize how proud they should be of the legal system. Not perfect, but nowhere is the cause of justice better served.",5294,23489,1214,828280866451374085,https://twitter.com/elonmusk/status/828280866451374085,44196397,2017-02-05 16:35:21+00:00,Sun Feb 05 16:35:21 +0000 2017,,,,
+6682,elonmusk,,Walking down the street and saw this,7067,27226,552,828018446873006080,https://twitter.com/elonmusk/status/828018446873006080,44196397,2017-02-04 23:12:36+00:00,Sat Feb 04 23:12:36 +0000 2017,,,,
+6683,elonmusk,nintendomaniac,I wish!,68,883,12,828004231101706241,https://twitter.com/elonmusk/status/828004231101706241,44196397,2017-02-04 22:16:06+00:00,Sat Feb 04 22:16:06 +0000 2017,,,,
+6684,elonmusk,OldManRiver1800,"Then so be it. I'd rather do what I believe is right, than do what appears right simply to avoid criticism.",384,1962,128,828002410811494400,https://twitter.com/elonmusk/status/828002410811494400,44196397,2017-02-04 22:08:52+00:00,Sat Feb 04 22:08:52 +0000 2017,,,,
+6685,elonmusk,bonnienorman,"Wow, cool!",6,201,1,828000753432293376,https://twitter.com/elonmusk/status/828000753432293376,44196397,2017-02-04 22:02:17+00:00,Sat Feb 04 22:02:17 +0000 2017,,,,
+6686,elonmusk,alext4627,That's exactly what I thought. Love Half-Life.,148,1148,19,828000589082742784,https://twitter.com/elonmusk/status/828000589082742784,44196397,2017-02-04 22:01:38+00:00,Sat Feb 04 22:01:38 +0000 2017,,,,
+6687,elonmusk,ana_lontana,Nuances are important :),6,232,10,827999209085403143,https://twitter.com/elonmusk/status/827999209085403143,44196397,2017-02-04 21:56:09+00:00,Sat Feb 04 21:56:09 +0000 2017,,,,
+6688,elonmusk,,26 ft diameter tunnel running 2 miles under D.C.,1910,11625,732,827954983710650369,https://twitter.com/elonmusk/status/827954983710650369,44196397,2017-02-04 19:00:25+00:00,Sat Feb 04 19:00:25 +0000 2017,,,,
+6689,elonmusk,eveegdmann,Really don't want to get in politics. I just want to help invent and develop technologies that improve lives. Feels so bizarre.,425,3057,413,827928366711967745,https://twitter.com/elonmusk/status/827928366711967745,44196397,2017-02-04 17:14:39+00:00,Sat Feb 04 17:14:39 +0000 2017,,,,
+6690,elonmusk,DanielleBloeme,"Yes, for now, but this should be addressed on all fronts: judicial, legislative and executive.",24,398,11,827926509197332484,https://twitter.com/elonmusk/status/827926509197332484,44196397,2017-02-04 17:07:16+00:00,Sat Feb 04 17:07:16 +0000 2017,,,,
+6691,elonmusk,elonmusk,"In addition, I again raised climate. I believe this is doing good, so will remain on council & keep at it. Doing otherwise would be wrong.",3188,23593,1540,827925653022453760,https://twitter.com/elonmusk/status/827925653022453760,44196397,2017-02-04 17:03:52+00:00,Sat Feb 04 17:03:52 +0000 2017,,,,
+6692,elonmusk,elonmusk,"At my request, the agenda for yesterday's White House meeting went from not mentioning the travel ban to having it be first and foremost",2745,17486,668,827924171661377536,https://twitter.com/elonmusk/status/827924171661377536,44196397,2017-02-04 16:57:59+00:00,Sat Feb 04 16:57:59 +0000 2017,,,,
+6693,elonmusk,PeterGleick,First I've heard of this meeting. Will find out why.,17,224,18,827919530638794752,https://twitter.com/elonmusk/status/827919530638794752,44196397,2017-02-04 16:39:32+00:00,Sat Feb 04 16:39:32 +0000 2017,,,,
+6694,elonmusk,TweetofOMAR,maybe,63,746,39,827849760048558080,https://twitter.com/elonmusk/status/827849760048558080,44196397,2017-02-04 12:02:18+00:00,Sat Feb 04 12:02:18 +0000 2017,,,,
+6695,elonmusk,MITHyperloop,Video of MIT's entrant into the SpaceX Hyperloop competition. Air has been removed from the Hyperloop tube to almost vacuum conditions.,3689,10407,292,827848585639297024,https://twitter.com/elonmusk/status/827848585639297024,44196397,2017-02-04 11:57:38+00:00,Sat Feb 04 11:57:38 +0000 2017,,,,https://twitter.com/mithyperloop/status/825871420638978048
+6696,elonmusk,,Minecraft,9692,40420,1200,827720686911291392,https://twitter.com/elonmusk/status/827720686911291392,44196397,2017-02-04 03:29:24+00:00,Sat Feb 04 03:29:24 +0000 2017,,,,
+6697,elonmusk,,"Yes. Green cards & dual citizens already ok. Work & spousal visas not yet, but hopefully soon. This is separate from judicial action.",96,812,71,827692878986100736,https://twitter.com/elonmusk/status/827692878986100736,44196397,2017-02-04 01:38:54+00:00,Sat Feb 04 01:38:54 +0000 2017,,,,
+6698,elonmusk,elonmusk,There has already been and there will be progress on this matter,619,5805,444,827681242128715777,https://twitter.com/elonmusk/status/827681242128715777,44196397,2017-02-04 00:52:40+00:00,Sat Feb 04 00:52:40 +0000 2017,,,,
+6699,elonmusk,,Regarding the meeting at the White House:,22714,77702,4895,827330589191704576,https://twitter.com/elonmusk/status/827330589191704576,44196397,2017-02-03 01:39:18+00:00,Fri Feb 03 01:39:18 +0000 2017,,,,
+6700,elonmusk,lotte__world,yes,46,559,53,827236313925496832,https://twitter.com/elonmusk/status/827236313925496832,44196397,2017-02-02 19:24:41+00:00,Thu Feb 02 19:24:41 +0000 2017,,,,
+6701,elonmusk,SarahFKessler,Headline & article is misleading. I said it won't be retracted (ie withdrawn by Pres). It may be revoked by judicial or legislative means.,60,619,88,826262139371347968,https://twitter.com/elonmusk/status/826262139371347968,44196397,2017-01-31 02:53:39+00:00,Tue Jan 31 02:53:39 +0000 2017,,,,
+6702,elonmusk,ReesAndersen,"Yes, I believe that is critical to ensure a good future for humanity",56,566,55,826150838544371712,https://twitter.com/elonmusk/status/826150838544371712,44196397,2017-01-30 19:31:23+00:00,Mon Jan 30 19:31:23 +0000 2017,,,,
+6703,elonmusk,,Top AI researchers agree on principles for developing benefical AI,2356,5704,289,826149691498729472,https://twitter.com/elonmusk/status/826149691498729472,44196397,2017-01-30 19:26:50+00:00,Mon Jan 30 19:26:50 +0000 2017,,,,https://futureoflife.org/ai-principles/
+6704,elonmusk,raygmurph,"I agree with creating great jobs, restoring US strength as a great manufacturer of products and anything that makes the future exciting",208,965,99,826125419527016448,https://twitter.com/elonmusk/status/826125419527016448,44196397,2017-01-30 17:50:23+00:00,Mon Jan 30 17:50:23 +0000 2017,,,,
+6705,elonmusk,mcwm,"Yeah, sorry about that :)",9,183,3,826121298656964608,https://twitter.com/elonmusk/status/826121298656964608,44196397,2017-01-30 17:34:00+00:00,Mon Jan 30 17:34:00 +0000 2017,,,,
+6706,elonmusk,JacobofAmber,"Yes, the order is still bad, but it is always important to read the source material",114,756,106,826020192937340928,https://twitter.com/elonmusk/status/826020192937340928,44196397,2017-01-30 10:52:15+00:00,Mon Jan 30 10:52:15 +0000 2017,,,,
+6707,elonmusk,gedamore,Reading the source material is better than reading other people's opinions about the source material,11723,25211,1829,825936326264360961,https://twitter.com/elonmusk/status/825936326264360961,44196397,2017-01-30 05:18:59+00:00,Mon Jan 30 05:18:59 +0000 2017,,,,https://twitter.com/gedamore/status/825931618086899712
+6708,elonmusk,danahull,Strategic & Policy Forum,18,295,34,825843728019435520,https://twitter.com/elonmusk/status/825843728019435520,44196397,2017-01-29 23:11:02+00:00,Sun Jan 29 23:11:02 +0000 2017,,,,
+6709,elonmusk,danymor30,"Exactly. There is no possibility of retraction, but there is possibility of modification. It's just a non-zero possibility. Don't know more.",116,1246,357,825819528080658432,https://twitter.com/elonmusk/status/825819528080658432,44196397,2017-01-29 21:34:53+00:00,Sun Jan 29 21:34:53 +0000 2017,,,,
+6710,elonmusk,,Please read immigration order. Lmk specific amendments. Will seek advisory council consensus & present to President.,3360,9023,2686,825809205244223488,https://twitter.com/elonmusk/status/825809205244223488,44196397,2017-01-29 20:53:51+00:00,Sun Jan 29 20:53:51 +0000 2017,,,,http://blogs.wsj.com/washwire/2017/01/27/text-of-trump-executive-order-on-barring-refugees/
+6711,elonmusk,ParParV,It is not,68,1671,85,825504408548958208,https://twitter.com/elonmusk/status/825504408548958208,44196397,2017-01-29 00:42:42+00:00,Sun Jan 29 00:42:42 +0000 2017,,,,
+6712,elonmusk,elonmusk,"Many people negatively affected by this policy are strong supporters of the US. They've done right,not wrong & don't deserve to be rejected.",11856,37790,1075,825502618680045568,https://twitter.com/elonmusk/status/825502618680045568,44196397,2017-01-29 00:35:36+00:00,Sun Jan 29 00:35:36 +0000 2017,,,,
+6713,elonmusk,,The blanket entry ban on citizens from certain primarily Muslim countries is not the best way to address the country’s challenges,17778,52436,2396,825502400454594561,https://twitter.com/elonmusk/status/825502400454594561,44196397,2017-01-29 00:34:44+00:00,Sun Jan 29 00:34:44 +0000 2017,,,,
+6714,elonmusk,MiguelGamino,"This is silly. If adding lanes actually did make it worse, that would imply removing lanes makes it better. Obv not true.",49,571,67,825212805498302464,https://twitter.com/elonmusk/status/825212805498302464,44196397,2017-01-28 05:23:59+00:00,Sat Jan 28 05:23:59 +0000 2017,,,,
+6715,elonmusk,Hyperloop,And we start digging the tunnel tonight,3159,12149,565,825205236956483585,https://twitter.com/elonmusk/status/825205236956483585,44196397,2017-01-28 04:53:54+00:00,Sat Jan 28 04:53:54 +0000 2017,,,,https://twitter.com/hyperloop/status/825204857975894017
+6716,elonmusk,,Hyperloop pod race happening this weekend at SpaceX HQ (near LAX). We built a ~mile long vacuum tube on our campus big enough to fit people.,5826,19978,762,825048948515549184,https://twitter.com/elonmusk/status/825048948515549184,44196397,2017-01-27 18:32:52+00:00,Fri Jan 27 18:32:52 +0000 2017,,,,
+6717,elonmusk,,"Yeah, am hearing this from a lot of people & it's getting me down. I'm just trying to make a positive contribution & hope good comes of it.",155,1512,496,825036546206076928,https://twitter.com/elonmusk/status/825036546206076928,44196397,2017-01-27 17:43:35+00:00,Fri Jan 27 17:43:35 +0000 2017,,,,
+6718,elonmusk,TheSkinsFactory,"Earthquakes tend to have the biggest effect on the surface, like waves on water. That's why LA can have a (lame, but getting better) subway.",66,707,77,824300186834898945,https://twitter.com/elonmusk/status/824300186834898945,44196397,2017-01-25 16:57:33+00:00,Wed Jan 25 16:57:33 +0000 2017,,,,
+6719,elonmusk,_wsimson,"Starting across from my desk at SpaceX. Crenshaw and the 105 Freeway, which is 5 mins from LAX",149,1257,148,824183010241216512,https://twitter.com/elonmusk/status/824183010241216512,44196397,2017-01-25 09:11:56+00:00,Wed Jan 25 09:11:56 +0000 2017,,,,
+6720,elonmusk,clay_ellis,Yup,55,957,41,824182450209386497,https://twitter.com/elonmusk/status/824182450209386497,44196397,2017-01-25 09:09:43+00:00,Wed Jan 25 09:09:43 +0000 2017,,,,
+6721,elonmusk,BelovedRevol,Maybe next month,122,965,60,824182237352562688,https://twitter.com/elonmusk/status/824182237352562688,44196397,2017-01-25 09:08:52+00:00,Wed Jan 25 09:08:52 +0000 2017,,,,
+6722,elonmusk,,Exciting progress on the tunnel front. Plan to start digging in a month or so.,2695,13669,1185,824182024479133698,https://twitter.com/elonmusk/status/824182024479133698,44196397,2017-01-25 09:08:01+00:00,Wed Jan 25 09:08:01 +0000 2017,,,,
+6723,elonmusk,,Rex Tillerson supports a carbon tax. This is what is really needed to move the needle.,2415,7156,564,824149662366126087,https://twitter.com/elonmusk/status/824149662366126087,44196397,2017-01-25 06:59:26+00:00,Wed Jan 25 06:59:26 +0000 2017,,,,https://www.bloomberg.com/news/articles/2015-12-10/watch-elon-musk-agree-with-exxon-time-for-a-carbon-tax
+6724,elonmusk,MichaelEMann,I'm just saying that we should see what happens first. The actions may be surprising.,103,807,98,824147366844436481,https://twitter.com/elonmusk/status/824147366844436481,44196397,2017-01-25 06:50:18+00:00,Wed Jan 25 06:50:18 +0000 2017,,,,
+6725,elonmusk,MichaelEMann,No they don't,33,453,23,824141566788898817,https://twitter.com/elonmusk/status/824141566788898817,44196397,2017-01-25 06:27:15+00:00,Wed Jan 25 06:27:15 +0000 2017,,,,
+6726,elonmusk,Nivo0o0,Was wondering what those were,52,907,23,824125950107545600,https://twitter.com/elonmusk/status/824125950107545600,44196397,2017-01-25 05:25:12+00:00,Wed Jan 25 05:25:12 +0000 2017,,,,
+6727,elonmusk,,Sigh,12586,26784,1325,824113827679641600,https://twitter.com/elonmusk/status/824113827679641600,44196397,2017-01-25 04:37:02+00:00,Wed Jan 25 04:37:02 +0000 2017,,,,
+6728,elonmusk,cornoisseur,That may be a difficult award to decline,53,1017,47,824056075217420291,https://twitter.com/elonmusk/status/824056075217420291,44196397,2017-01-25 00:47:33+00:00,Wed Jan 25 00:47:33 +0000 2017,,,,
+6729,elonmusk,,"Tillerson also said that “the risk of climate change does exist” and he believed “action should be taken""",2130,9063,727,824054997507657728,https://twitter.com/elonmusk/status/824054997507657728,44196397,2017-01-25 00:43:16+00:00,Wed Jan 25 00:43:16 +0000 2017,,,,
+6730,elonmusk,elonmusk,"... on how to address threats of climate change. They do require a global response.""",229,1189,53,824054472850583552,https://twitter.com/elonmusk/status/824054472850583552,44196397,2017-01-25 00:41:11+00:00,Wed Jan 25 00:41:11 +0000 2017,,,,
+6731,elonmusk,elonmusk,"Tillerson at his confirmation hearing: ""I think it’s important that the United States maintain its seat at the table in the conversation ...",248,1111,21,824054301718777856,https://twitter.com/elonmusk/status/824054301718777856,44196397,2017-01-25 00:40:30+00:00,Wed Jan 25 00:40:30 +0000 2017,,,,
+6732,elonmusk,redletterdave,"Ok, fine. Soldier 76. My dark secret is out ...",1529,4321,123,824013720967753728,https://twitter.com/elonmusk/status/824013720967753728,44196397,2017-01-24 21:59:15+00:00,Tue Jan 24 21:59:15 +0000 2017,,,,
+6733,elonmusk,elonmusk,I share The Economist's opinion that he should be given the benefit of the doubt unless his actions prove otherwise,266,1447,77,824013269891502080,https://twitter.com/elonmusk/status/824013269891502080,44196397,2017-01-24 21:57:27+00:00,Tue Jan 24 21:57:27 +0000 2017,,,,
+6734,elonmusk,danahull,"Rex is an exceptionally competent executive, understands geopolitics and knows how to win for his team. His team is now the USA.",957,2692,158,824011724357373953,https://twitter.com/elonmusk/status/824011724357373953,44196397,2017-01-24 21:51:19+00:00,Tue Jan 24 21:51:19 +0000 2017,,,,
+6735,elonmusk,TheEconomist,"This may sound surprising coming from me, but I agree with The Economist. Rex Tillerson has the potential to be an excellent Sec of State.",2390,4986,323,824010489449431040,https://twitter.com/elonmusk/status/824010489449431040,44196397,2017-01-24 21:46:24+00:00,Tue Jan 24 21:46:24 +0000 2017,,,,
+6736,elonmusk,dean_arexding,There will be a software update this weekend that improves self-calibration ability,23,298,26,823915595615719424,https://twitter.com/elonmusk/status/823915595615719424,44196397,2017-01-24 15:29:20+00:00,Tue Jan 24 15:29:20 +0000 2017,,,,
+6737,elonmusk,tsrandall,"3 months maybe, 6 months definitely",158,695,62,823727035088416768,https://twitter.com/elonmusk/status/823727035088416768,44196397,2017-01-24 03:00:03+00:00,Tue Jan 24 03:00:03 +0000 2017,,,,
+6738,elonmusk,stephenstohn,"Yes, safety should improve significantly due to autonomy features, even if regs disallow no driver present",30,317,13,823632597284691969,https://twitter.com/elonmusk/status/823632597284691969,44196397,2017-01-23 20:44:48+00:00,Mon Jan 23 20:44:48 +0000 2017,,,,
+6739,elonmusk,elonmusk,"Auto steer limited to 45 mph on highways for now, i.e. heavy traffic, where it is needed most. Limit will raise as we get more data.",631,3718,177,823234503355158528,https://twitter.com/elonmusk/status/823234503355158528,44196397,2017-01-22 18:22:55+00:00,Sun Jan 22 18:22:55 +0000 2017,,,,
+6740,elonmusk,dnansink40,Autonomy capability should improve via OTA every 2 to 6 weeks,30,279,8,823214178458476545,https://twitter.com/elonmusk/status/823214178458476545,44196397,2017-01-22 17:02:09+00:00,Sun Jan 22 17:02:09 +0000 2017,,,,
+6741,elonmusk,TheSammyyyyD,For now,3,144,5,823213071309029377,https://twitter.com/elonmusk/status/823213071309029377,44196397,2017-01-22 16:57:45+00:00,Sun Jan 22 16:57:45 +0000 2017,,,,
+6742,elonmusk,HendrikStruik,"The 100D price takes into account exchange rate shifts, whereas other vehicle prices haven't yet been adjusted",9,158,7,823212410022477824,https://twitter.com/elonmusk/status/823212410022477824,44196397,2017-01-22 16:55:07+00:00,Sun Jan 22 16:55:07 +0000 2017,,,,
+6743,elonmusk,uzucal,Yes. Block 5 is the final upgrade of the Falcon architecture. Significantly improves performance & ease of reusability. Flies end of year.,78,465,25,822985910782283776,https://twitter.com/elonmusk/status/822985910782283776,44196397,2017-01-22 01:55:06+00:00,Sun Jan 22 01:55:06 +0000 2017,,,,
+6744,elonmusk,elonmusk,"If we applied resources to doing super complex retrofits, our pace of innovation would drop dramatically",53,505,26,822985098656026624,https://twitter.com/elonmusk/status/822985098656026624,44196397,2017-01-22 01:51:52+00:00,Sun Jan 22 01:51:52 +0000 2017,,,,
+6745,elonmusk,dtweiseth,Tesla will never stop innovating. People are buying the wrong car if they expect this. There will be major revs every 12 to 18 months.,214,917,56,822984601630953477,https://twitter.com/elonmusk/status/822984601630953477,44196397,2017-01-22 01:49:54+00:00,Sun Jan 22 01:49:54 +0000 2017,,,,
+6746,elonmusk,RitaChung16,Yes,7,178,9,822981755057487872,https://twitter.com/elonmusk/status/822981755057487872,44196397,2017-01-22 01:38:35+00:00,Sun Jan 22 01:38:35 +0000 2017,,,,
+6747,elonmusk,VinnyLingham,"Unfortunately, that would require stripping down the entire car and replacing 300+ parts. Wish there was an easy way.",7,331,38,822931043141332992,https://twitter.com/elonmusk/status/822931043141332992,44196397,2017-01-21 22:17:04+00:00,Sat Jan 21 22:17:04 +0000 2017,,,,
+6748,elonmusk,ElectrekCo,Giant X made of Model X's by Tesla owners in China!,804,4880,103,822930188040142849,https://twitter.com/elonmusk/status/822930188040142849,44196397,2017-01-21 22:13:40+00:00,Sat Jan 21 22:13:40 +0000 2017,,,,https://twitter.com/electrekco/status/822466243408105472
+6749,elonmusk,uzucal,Expendable. Future flights will go on Falcon Heavy or the upgraded Falcon 9.,58,310,44,822926184719609856,https://twitter.com/elonmusk/status/822926184719609856,44196397,2017-01-21 21:57:46+00:00,Sat Jan 21 21:57:46 +0000 2017,,,,
+6750,elonmusk,jakebathman,"Car won't complete camera calibration. Working on software solution to adjust image crop dynamically, so camera more robust to pitch angle.",11,263,9,822924978441965568,https://twitter.com/elonmusk/status/822924978441965568,44196397,2017-01-21 21:52:58+00:00,Sat Jan 21 21:52:58 +0000 2017,,,,
+6751,elonmusk,,Autopilot for HW2 rolling out to all HW2 cars today. Please be cautious. Some cars will require adjustment of camera pitch angle by service.,1194,6382,254,822922507535560705,https://twitter.com/elonmusk/status/822922507535560705,44196397,2017-01-21 21:43:09+00:00,Sat Jan 21 21:43:09 +0000 2017,,,,
+6752,elonmusk,,Validating a GPU driver fix and camera pitch angle health check for HW2,272,2547,143,822908233090072576,https://twitter.com/elonmusk/status/822908233090072576,44196397,2017-01-21 20:46:26+00:00,Sat Jan 21 20:46:26 +0000 2017,,,,
+6753,elonmusk,UKPJD,"Similar to SpaceX, the T is like a cross section of an electric motor, just as the X is like a rocket trajectory",144,673,57,822180663285514240,https://twitter.com/elonmusk/status/822180663285514240,44196397,2017-01-19 20:35:20+00:00,Thu Jan 19 20:35:20 +0000 2017,,,,
+6754,elonmusk,PonchoTHdez,Our target is a 90% reduction with HW2 as the software matures,82,646,23,822131228585271296,https://twitter.com/elonmusk/status/822131228585271296,44196397,2017-01-19 17:18:54+00:00,Thu Jan 19 17:18:54 +0000 2017,,,,
+6755,elonmusk,cameronrad,"Not specifically, but there have been several incidences of pedestrian and bicyclist lives saved by Autopilot",48,449,9,822130935587999748,https://twitter.com/elonmusk/status/822130935587999748,44196397,2017-01-19 17:17:44+00:00,Thu Jan 19 17:17:44 +0000 2017,,,,
+6756,elonmusk,,It might. Am not sure.,8,184,7,822130440668446720,https://twitter.com/elonmusk/status/822130440668446720,44196397,2017-01-19 17:15:46+00:00,Thu Jan 19 17:15:46 +0000 2017,,,,
+6757,elonmusk,gavinnwaters,Looking good so far. Should roll out this weekend.,15,245,18,822129390729326593,https://twitter.com/elonmusk/status/822129390729326593,44196397,2017-01-19 17:11:35+00:00,Thu Jan 19 17:11:35 +0000 2017,,,,
+6758,elonmusk,,Report highlight: “The data show that the Tesla vehicles crash rate dropped by almost 40 percent after Autosteer installation.”,3242,12895,256,822129092036206592,https://twitter.com/elonmusk/status/822129092036206592,44196397,2017-01-19 17:10:24+00:00,Thu Jan 19 17:10:24 +0000 2017,,,,
+6759,elonmusk,,Final report on Autopilot issued by @NHTSAgov is very positive https://static.nhtsa.gov/odi/inv/2016/INCLA-PE16007-7876.PDF,667,2737,88,822128741228756992,https://twitter.com/elonmusk/status/822128741228756992,44196397,2017-01-19 17:09:00+00:00,Thu Jan 19 17:09:00 +0000 2017,,@NHTSAgov,,https://static.nhtsa.gov/odi/inv/2016/INCLA-PE16007-7876.PDF
+6760,elonmusk,visakanv,One million,16,261,21,822112771940618240,https://twitter.com/elonmusk/status/822112771940618240,44196397,2017-01-19 16:05:33+00:00,Thu Jan 19 16:05:33 +0000 2017,,,,
+6761,elonmusk,,Falcon before launch https://www.instagram.com/p/BPZeLbtAzOW/,832,4137,191,821626149591810048,https://twitter.com/elonmusk/status/821626149591810048,44196397,2017-01-18 07:51:53+00:00,Wed Jan 18 07:51:53 +0000 2017,,,,https://www.instagram.com/p/BPZeLbtAzOW/
+6762,elonmusk,FellipeC,Not the ideal ending,12,205,25,820935727651241986,https://twitter.com/elonmusk/status/820935727651241986,44196397,2017-01-16 10:08:24+00:00,Mon Jan 16 10:08:24 +0000 2017,,,,
+6763,elonmusk,OlivierW4,There will be many improvements to HW1 over the course of the year,22,267,16,820935404945715200,https://twitter.com/elonmusk/status/820935404945715200,44196397,2017-01-16 10:07:07+00:00,Mon Jan 16 10:07:07 +0000 2017,,,,
+6764,elonmusk,craighamnett,Yes,5,171,3,820935108857212928,https://twitter.com/elonmusk/status/820935108857212928,44196397,2017-01-16 10:05:56+00:00,Mon Jan 16 10:05:56 +0000 2017,,,,
+6765,elonmusk,Brian_Ashcraft,"Yeah, it has a lot of potential",16,262,6,820934816820436992,https://twitter.com/elonmusk/status/820934816820436992,44196397,2017-01-16 10:04:47+00:00,Mon Jan 16 10:04:47 +0000 2017,,,,
+6766,elonmusk,,"Rewatched ""Ghost in the Shell"" and the end of ""Colossus: The Forbin Project"" https://m.youtube.com/watch?list=PLK9Tfk-9X7X7xvzDfkXUUHb6mjqJuUgSS&amp;v=Pt_i-aW4s9A",491,3588,221,820934434002063361,https://twitter.com/elonmusk/status/820934434002063361,44196397,2017-01-16 10:03:15+00:00,Mon Jan 16 10:03:15 +0000 2017,,,,https://m.youtube.com/watch?list=PLK9Tfk-9X7X7xvzDfkXUUHb6mjqJuUgSS&v=Pt_i-aW4s9A
+6767,elonmusk,,"HW2 Autopilot now downloading to all HW2 cars, but in non-actuating mode to assess reliability. If looks good, actuation by end of week.",711,4629,172,820932361915203585,https://twitter.com/elonmusk/status/820932361915203585,44196397,2017-01-16 09:55:01+00:00,Mon Jan 16 09:55:01 +0000 2017,,,,
+6768,elonmusk,JimDeKort,Rotates 180 degrees and does a retro burn,18,233,19,820759138036695040,https://twitter.com/elonmusk/status/820759138036695040,44196397,2017-01-15 22:26:42+00:00,Sun Jan 15 22:26:42 +0000 2017,,,,
+6769,elonmusk,JimDeKort,It does,19,336,27,820534283437621248,https://twitter.com/elonmusk/status/820534283437621248,44196397,2017-01-15 07:33:12+00:00,Sun Jan 15 07:33:12 +0000 2017,,,,
+6770,elonmusk,,Liftoff,9489,41498,759,820494936051097602,https://twitter.com/elonmusk/status/820494936051097602,44196397,2017-01-15 04:56:51+00:00,Sun Jan 15 04:56:51 +0000 2017,,,,
+6771,elonmusk,elonmusk,All satellites deployed,2968,16518,644,820347961427173376,https://twitter.com/elonmusk/status/820347961427173376,44196397,2017-01-14 19:12:49+00:00,Sat Jan 14 19:12:49 +0000 2017,,,,
+6772,elonmusk,,Mission looks good. Started deploying the 10 Iridium satellites. Rocket is stable on the droneship.,3646,20729,532,820346008068452352,https://twitter.com/elonmusk/status/820346008068452352,44196397,2017-01-14 19:05:04+00:00,Sat Jan 14 19:05:04 +0000 2017,,,,
+6773,elonmusk,brandonr182,Have you tried steam engines? They are amazing.,298,2370,89,819664721888452608,https://twitter.com/elonmusk/status/819664721888452608,44196397,2017-01-12 21:57:52+00:00,Thu Jan 12 21:57:52 +0000 2017,,,,
+6774,elonmusk,MotorTrend,Sarah should be in contact with you soon about doing a benchmark test,28,428,15,819664369818578944,https://twitter.com/elonmusk/status/819664369818578944,44196397,2017-01-12 21:56:29+00:00,Thu Jan 12 21:56:29 +0000 2017,,,,
+6775,elonmusk,gurnam,It is,7,155,11,819663998878564352,https://twitter.com/elonmusk/status/819663998878564352,44196397,2017-01-12 21:55:00+00:00,Thu Jan 12 21:55:00 +0000 2017,,,,
+6776,elonmusk,JRMYGRNBRGR,"Hopefully, early next week. Results from limited release look good so far. Trying our best to be super careful.",13,194,7,819663807827955712,https://twitter.com/elonmusk/status/819663807827955712,44196397,2017-01-12 21:54:15+00:00,Thu Jan 12 21:54:15 +0000 2017,,,,
+6777,elonmusk,trevoclark,"Good point. 2.34 would be a production Tesla. Stripped down, maybe as low as 2.1.",82,537,36,819661044867944448,https://twitter.com/elonmusk/status/819661044867944448,44196397,2017-01-12 21:43:16+00:00,Thu Jan 12 21:43:16 +0000 2017,,,,
+6778,elonmusk,robsmallshire,It will,9,223,5,819660611357319170,https://twitter.com/elonmusk/status/819660611357319170,44196397,2017-01-12 21:41:32+00:00,Thu Jan 12 21:41:32 +0000 2017,,,,
+6779,elonmusk,,Promising early results from the Ludricrous Easter egg. Looks like 0 to 60 mph in 2.34 sec (Motor Trend spec) might be achievable...,2359,11787,479,819609111801139200,https://twitter.com/elonmusk/status/819609111801139200,44196397,2017-01-12 18:16:54+00:00,Thu Jan 12 18:16:54 +0000 2017,,,,
+6780,elonmusk,mjreddyMD,"If the results look good from the latest point release, then we are days away from a release to all HW1 and to all HW2 early next week",13,190,10,819606921824980992,https://twitter.com/elonmusk/status/819606921824980992,44196397,2017-01-12 18:08:12+00:00,Thu Jan 12 18:08:12 +0000 2017,,,,
+6781,elonmusk,redletterdave,The least cool characters...it's embarrassing,32,352,32,819016779728945152,https://twitter.com/elonmusk/status/819016779728945152,44196397,2017-01-11 03:03:11+00:00,Wed Jan 11 03:03:11 +0000 2017,,,,
+6782,elonmusk,mbhnyc,It will in an upcoming release later this year,13,220,9,819014115943272448,https://twitter.com/elonmusk/status/819014115943272448,44196397,2017-01-11 02:52:36+00:00,Wed Jan 11 02:52:36 +0000 2017,,,,
+6783,elonmusk,Tesla,Tesla's approach to building an autonomy platform is focused on high compute efficiency machine learning. Primarily vision w radar & sonar.,314,1884,98,818980920308822016,https://twitter.com/elonmusk/status/818980920308822016,44196397,2017-01-11 00:40:41+00:00,Wed Jan 11 00:40:41 +0000 2017,,,,
+6784,elonmusk,matt_mantyla,Increasing capacity at existing Supercharger locations now has top priority. Some are overflowing while a nearby one is empty.,32,271,36,818969933916708864,https://twitter.com/elonmusk/status/818969933916708864,44196397,2017-01-10 23:57:02+00:00,Tue Jan 10 23:57:02 +0000 2017,,,,
+6785,elonmusk,OlivierW4,"Longitudinal control will, but lateral (steering) control will cap at 35 mph for a bit longer. Will raise after full fleet data rolls in.",29,349,23,818091443512221696,https://twitter.com/elonmusk/status/818091443512221696,44196397,2017-01-08 13:46:14+00:00,Sun Jan 08 13:46:14 +0000 2017,,,,
+6786,elonmusk,elonmusk,"If all looks good, HW2 Autopilot functionality will switch from shadow to active mode by end of week for cars beyond initial 1000",523,3084,144,818090689233711104,https://twitter.com/elonmusk/status/818090689233711104,44196397,2017-01-08 13:43:14+00:00,Sun Jan 08 13:43:14 +0000 2017,,,,
+6787,elonmusk,,New rev for Autopilot HW2 rolling out Mon to first 1000 & to rest of fleet in shadow mode. Also improves HW1 and enables Ludicrous+.,1043,6404,231,818090148608868353,https://twitter.com/elonmusk/status/818090148608868353,44196397,2017-01-08 13:41:05+00:00,Sun Jan 08 13:41:05 +0000 2017,,,,
+6788,elonmusk,fatihorhan,That was a great game,26,265,16,817580438558359552,https://twitter.com/elonmusk/status/817580438558359552,44196397,2017-01-07 03:55:41+00:00,Sat Jan 07 03:55:41 +0000 2017,,,,
+6789,elonmusk,pensasoda,https://www.wired.com/2016/12/trumps-chief-strategist-ran-massive-climate-experiment/ via @WIRED,84,262,28,817509115555643392,https://twitter.com/elonmusk/status/817509115555643392,44196397,2017-01-06 23:12:16+00:00,Fri Jan 06 23:12:16 +0000 2017,,@WIRED,,https://www.wired.com/2016/12/trumps-chief-strategist-ran-massive-climate-experiment/
+6790,elonmusk,,Hold-down firing of @SpaceX Falcon 9 at Vandenberg Air Force completed. All systems are go for launch next week.,3039,14760,492,817123579343028227,https://twitter.com/elonmusk/status/817123579343028227,44196397,2017-01-05 21:40:17+00:00,Thu Jan 05 21:40:17 +0000 2017,,@SpaceX,,
+6791,elonmusk,elonmusk,HW2 Autopilot software uploading to 1000 cars this eve. Will then hold to verify no field issues and upload to rest of fleet next week.,658,3733,291,815309075445485568,https://twitter.com/elonmusk/status/815309075445485568,44196397,2016-12-31 21:30:05+00:00,Sat Dec 31 21:30:05 +0000 2016,,,,
+6792,elonmusk,vicentes,"Late Jan, along with Linux kernel upgrade",28,358,25,815026557282463744,https://twitter.com/elonmusk/status/815026557282463744,44196397,2016-12-31 02:47:28+00:00,Sat Dec 31 02:47:28 +0000 2016,,,,
+6793,elonmusk,DragTimes,"Yes, but held up by Autopilot . It def works tho in shaving 0.1 sec off 0-60mph & 1/4 mile. If AP goes tmrw, then perf upgrade goes Thurs.",31,381,13,815024796362686464,https://twitter.com/elonmusk/status/815024796362686464,44196397,2016-12-31 02:40:28+00:00,Sat Dec 31 02:40:28 +0000 2016,,,,
+6794,elonmusk,,"Resolving an Autopilot HW2 bug that shows up when booting from a subzero cold-soak. If that fix works, software will start uploading tmrw.",842,6930,298,815023208235560961,https://twitter.com/elonmusk/status/815023208235560961,44196397,2016-12-31 02:34:09+00:00,Sat Dec 31 02:34:09 +0000 2016,,,,
+6795,elonmusk,,Churchill (non) quotes,654,2206,132,814919997088665600,https://twitter.com/elonmusk/status/814919997088665600,44196397,2016-12-30 19:44:02+00:00,Fri Dec 30 19:44:02 +0000 2016,,,,http://paleofuture.gizmodo.com/9-quotes-from-winston-churchill-that-are-totally-fake-1790585636?utm_campaign=socialflow_gizmodo_twitter&utm_source=gizmodo_twitter&utm_medium=socialflow
+6796,elonmusk,andrewket,Almost there. Undergoing final validation. Might go out in next few days.,29,305,27,814627513062170624,https://twitter.com/elonmusk/status/814627513062170624,44196397,2016-12-30 00:21:48+00:00,Fri Dec 30 00:21:48 +0000 2016,,,,
+6797,elonmusk,elonmusk,Deus ex machina on the center screen when it ends,366,2466,123,812800512743514113,https://twitter.com/elonmusk/status/812800512743514113,44196397,2016-12-24 23:21:57+00:00,Sat Dec 24 23:21:57 +0000 2016,,,,
+6798,elonmusk,quipme,Occasional existential dread is inevitable if you think at all about the future,434,1264,44,812751450522562560,https://twitter.com/elonmusk/status/812751450522562560,44196397,2016-12-24 20:07:00+00:00,Sat Dec 24 20:07:00 +0000 2016,,,,
+6799,elonmusk,djsearle,"Yes, grid won't be needed for moderate use Superchargers in non-snowy regions",44,355,14,812709917823934464,https://twitter.com/elonmusk/status/812709917823934464,44196397,2016-12-24 17:21:58+00:00,Sat Dec 24 17:21:58 +0000 2016,,,,
+6800,elonmusk,FredericLambert,"A mere 350 kW ... what are you referring to, a children's toy?",311,1519,117,812708946225963008,https://twitter.com/elonmusk/status/812708946225963008,44196397,2016-12-24 17:18:06+00:00,Sat Dec 24 17:18:06 +0000 2016,,,,
+6801,elonmusk,yamenalhaddad,Brain is full right now and that's a hard one,29,445,28,812708330304978944,https://twitter.com/elonmusk/status/812708330304978944,44196397,2016-12-24 17:15:39+00:00,Sat Dec 24 17:15:39 +0000 2016,,,,
+6802,elonmusk,FredericLambert,"There are some installed already, but full rollout really needs Supercharger V3 and Powerpack V2, plus SolarCity. Pieces now in place.",93,567,31,812707766653460480,https://twitter.com/elonmusk/status/812707766653460480,44196397,2016-12-24 17:13:25+00:00,Sat Dec 24 17:13:25 +0000 2016,,,,
+6803,elonmusk,ddaogaru,"If you don't like the P100DL, you can give it back",23,419,16,812703071427960833,https://twitter.com/elonmusk/status/812703071427960833,44196397,2016-12-24 16:54:46+00:00,Sat Dec 24 16:54:46 +0000 2016,,,,
+6804,elonmusk,wpconner,Good idea,6,231,3,812699726462103552,https://twitter.com/elonmusk/status/812699726462103552,44196397,2016-12-24 16:41:28+00:00,Sat Dec 24 16:41:28 +0000 2016,,,,
+6805,elonmusk,mwangltg,Yes,5,156,8,812693284082487296,https://twitter.com/elonmusk/status/812693284082487296,44196397,2016-12-24 16:15:52+00:00,Sat Dec 24 16:15:52 +0000 2016,,,,
+6806,elonmusk,SweensChris,"Should complete in 2017. One is def planned for Swift Current, near my cousin's wheat farm where I had my 18th bday.",31,329,16,812691977217024004,https://twitter.com/elonmusk/status/812691977217024004,44196397,2016-12-24 16:10:41+00:00,Sat Dec 24 16:10:41 +0000 2016,,,,
+6807,elonmusk,darkdude203,"It is keyed off the volume of music in the car. If you turn that down w left scroll wheel, it will be quieter.",4,141,2,812690163985891328,https://twitter.com/elonmusk/status/812690163985891328,44196397,2016-12-24 16:03:28+00:00,Sat Dec 24 16:03:28 +0000 2016,,,,
+6808,elonmusk,CMaggiore50,Typing Mars after holding down the T symbol on the center console works on S and X. Also try renaming your car 42.,27,269,7,812689800704598016,https://twitter.com/elonmusk/status/812689800704598016,44196397,2016-12-24 16:02:02+00:00,Sat Dec 24 16:02:02 +0000 2016,,,,
+6809,elonmusk,elonmusk,"Make sure your car is connected to wifi for the update. Will update over its cell connection too, but takes much longer.",331,2405,132,812688616396705792,https://twitter.com/elonmusk/status/812688616396705792,44196397,2016-12-24 15:57:19+00:00,Sat Dec 24 15:57:19 +0000 2016,,,,
+6810,elonmusk,,"To activate the Model X holiday performance, just type holidays or ModelXmas after pressing the logo. Also, Mars.",4685,15358,514,812463378270588928,https://twitter.com/elonmusk/status/812463378270588928,44196397,2016-12-24 01:02:18+00:00,Sat Dec 24 01:02:18 +0000 2016,,,,
+6811,elonmusk,CJDSB,Looking promising for next week,6,133,4,812462363462889472,https://twitter.com/elonmusk/status/812462363462889472,44196397,2016-12-24 00:58:16+00:00,Sat Dec 24 00:58:16 +0000 2016,,,,
+6812,elonmusk,pcwizardllc,"No major precipitating event, but people in general were going a bit too fast on winding roads",8,143,10,812441273013452800,https://twitter.com/elonmusk/status/812441273013452800,44196397,2016-12-23 23:34:28+00:00,Fri Dec 23 23:34:28 +0000 2016,,,,
+6813,elonmusk,jelleprins,"Some years away, but yes",27,280,10,812440156531662848,https://twitter.com/elonmusk/status/812440156531662848,44196397,2016-12-23 23:30:02+00:00,Fri Dec 23 23:30:02 +0000 2016,,,,
+6814,elonmusk,pcwizardllc,"Will be restored soon where there is a lead vehicle, ie you are being overtaken a lot due to true traffic speed being higher than the sign",9,138,9,812439958430453760,https://twitter.com/elonmusk/status/812439958430453760,44196397,2016-12-23 23:29:15+00:00,Fri Dec 23 23:29:15 +0000 2016,,,,
+6815,elonmusk,Thebeazles,Night is easy. Twilight is hardest.,22,292,26,812106617072152577,https://twitter.com/elonmusk/status/812106617072152577,44196397,2016-12-23 01:24:40+00:00,Fri Dec 23 01:24:40 +0000 2016,,,,
+6816,elonmusk,vicentes,That is actually rolling out to all Model X's right now,8,211,13,812106490395824128,https://twitter.com/elonmusk/status/812106490395824128,44196397,2016-12-23 01:24:10+00:00,Fri Dec 23 01:24:10 +0000 2016,,,,
+6817,elonmusk,vicentes,Yes,2,138,2,812106365816553472,https://twitter.com/elonmusk/status/812106365816553472,44196397,2016-12-23 01:23:40+00:00,Fri Dec 23 01:23:40 +0000 2016,,,,
+6818,elonmusk,SamLawrence,"8.1, which hopefully goes out next week.",5,151,4,812105546144694276,https://twitter.com/elonmusk/status/812105546144694276,44196397,2016-12-23 01:20:25+00:00,Fri Dec 23 01:20:25 +0000 2016,,,,
+6819,elonmusk,DragTimes,Hoping for next week. Also going through validation.,8,208,7,812105176391684096,https://twitter.com/elonmusk/status/812105176391684096,44196397,2016-12-23 01:18:56+00:00,Fri Dec 23 01:18:56 +0000 2016,,,,
+6820,elonmusk,elonmusk,Looks like we might be ready to rollout most of Autopilot functionality for HW2 towards the end of next week,783,4661,192,812100877708234752,https://twitter.com/elonmusk/status/812100877708234752,44196397,2016-12-23 01:01:52+00:00,Fri Dec 23 01:01:52 +0000 2016,,,,
+6821,elonmusk,,Tesla receives highest owner satisfaction score of any carmaker in Consumer Reports survey,1754,7664,233,812043953281171456,https://twitter.com/elonmusk/status/812043953281171456,44196397,2016-12-22 21:15:40+00:00,Thu Dec 22 21:15:40 +0000 2016,,,,http://www.consumerreports.org/car-reliability-owner-satisfaction/car-brands-ranked-by-satisfaction/
+6822,elonmusk,,Tesla Autopilot vision neural net now working well. Just need to get a lot of road time to validate in a wide range of environments.,3584,16975,699,811738008969842689,https://twitter.com/elonmusk/status/811738008969842689,44196397,2016-12-22 00:59:57+00:00,Thu Dec 22 00:59:57 +0000 2016,,,,
+6823,elonmusk,slackmds,In work,3,193,11,811609084491243520,https://twitter.com/elonmusk/status/811609084491243520,44196397,2016-12-21 16:27:39+00:00,Wed Dec 21 16:27:39 +0000 2016,,,,
+6824,elonmusk,adrianvolts,Tesla software team is working seven days a week to complete testing and validation. Getting close.,77,689,45,810337066504650752,https://twitter.com/elonmusk/status/810337066504650752,44196397,2016-12-18 04:13:06+00:00,Sun Dec 18 04:13:06 +0000 2016,,,,
+6825,elonmusk,,Should start changing soon,6,319,15,810333083291492352,https://twitter.com/elonmusk/status/810333083291492352,44196397,2016-12-18 03:57:16+00:00,Sun Dec 18 03:57:16 +0000 2016,,,,
+6826,elonmusk,elonmusk,I am actually going to do this,5083,20196,1604,810156881662590981,https://twitter.com/elonmusk/status/810156881662590981,44196397,2016-12-17 16:17:07+00:00,Sat Dec 17 16:17:07 +0000 2016,,,,
+6827,elonmusk,Tesla,"We are going to modify this so that people only pay a fee if most bays are occupied. If the site is basically deserted, no problem to park.",411,3129,300,810135528783937537,https://twitter.com/elonmusk/status/810135528783937537,44196397,2016-12-17 14:52:16+00:00,Sat Dec 17 14:52:16 +0000 2016,,,,
+6828,elonmusk,,"Boring, it's what we do",4006,15277,654,810126493326209025,https://twitter.com/elonmusk/status/810126493326209025,44196397,2016-12-17 14:16:22+00:00,Sat Dec 17 14:16:22 +0000 2016,,,,
+6829,elonmusk,,"It shall be called ""The Boring Company""",3924,16924,467,810126376871297024,https://twitter.com/elonmusk/status/810126376871297024,44196397,2016-12-17 14:15:54+00:00,Sat Dec 17 14:15:54 +0000 2016,,,,
+6830,elonmusk,,Traffic is driving me nuts. Am going to build a tunnel boring machine and just start digging...,12197,40667,2632,810108760010043392,https://twitter.com/elonmusk/status/810108760010043392,44196397,2016-12-17 13:05:54+00:00,Sat Dec 17 13:05:54 +0000 2016,,,,
+6831,elonmusk,loic,You too :),23,575,48,807787237840592896,https://twitter.com/elonmusk/status/807787237840592896,44196397,2016-12-11 03:21:00+00:00,Sun Dec 11 03:21:00 +0000 2016,,,,
+6832,elonmusk,loic,"You're right, this is becoming an issue. Supercharger spots are meant for charging, not parking. Will take action.",227,2069,214,807787096727425024,https://twitter.com/elonmusk/status/807787096727425024,44196397,2016-12-11 03:20:26+00:00,Sun Dec 11 03:20:26 +0000 2016,,,,
+6833,elonmusk,,Forming a rocket nozzle,11891,34035,800,807354766804168706,https://twitter.com/elonmusk/status/807354766804168706,44196397,2016-12-09 22:42:30+00:00,Fri Dec 09 22:42:30 +0000 2016,,,,
+6834,elonmusk,NASA,A life well lived,2812,11564,138,806974400465539072,https://twitter.com/elonmusk/status/806974400465539072,44196397,2016-12-08 21:31:04+00:00,Thu Dec 08 21:31:04 +0000 2016,,,,https://twitter.com/nasa/status/806960800669794305
+6835,elonmusk,,"How do we know this story isn't fake? Unfortunately, it is probably true.",4594,9719,651,806414564174819328,https://twitter.com/elonmusk/status/806414564174819328,44196397,2016-12-07 08:26:29+00:00,Wed Dec 07 08:26:29 +0000 2016,,,,http://www.npr.org/sections/thetwo-way/2016/11/23/503129818/study-finds-students-have-dismaying-inability-to-tell-fake-news-from-real
+6836,elonmusk,ElectrekCo,Model S smashes into semi truck trailer and lifts it off the ground. Driver walks away.,5834,15151,544,804205155822374913,https://twitter.com/elonmusk/status/804205155822374913,44196397,2016-12-01 06:07:05+00:00,Thu Dec 01 06:07:05 +0000 2016,,,,https://twitter.com/electrekco/status/803722017560104960
+6837,elonmusk,edwardsanchez,about three weeks and it will get rolled out incrementally in monthly releases,40,336,38,802708695830306816,https://twitter.com/elonmusk/status/802708695830306816,44196397,2016-11-27 03:00:41+00:00,Sun Nov 27 03:00:41 +0000 2016,,,,
+6838,elonmusk,ccactusjackk,yes,10,217,93,801572499418796032,https://twitter.com/elonmusk/status/801572499418796032,44196397,2016-11-23 23:45:51+00:00,Wed Nov 23 23:45:51 +0000 2016,,,,
+6839,elonmusk,Mederinho10,at least some of them,15,154,13,801569305435381760,https://twitter.com/elonmusk/status/801569305435381760,44196397,2016-11-23 23:33:09+00:00,Wed Nov 23 23:33:09 +0000 2016,,,,
+6840,elonmusk,,That doesn't make sense. Will look into it.,16,330,6,801124223049568256,https://twitter.com/elonmusk/status/801124223049568256,44196397,2016-11-22 18:04:33+00:00,Tue Nov 22 18:04:33 +0000 2016,,,,
+6841,elonmusk,CJDSB,About 3 weeks,10,171,9,801115026409058304,https://twitter.com/elonmusk/status/801115026409058304,44196397,2016-11-22 17:28:00+00:00,Tue Nov 22 17:28:00 +0000 2016,,,,
+6842,elonmusk,,Backlog of 5 seat foldflat config. 6 seat can be made earlier. Actually my fav version.,8,172,6,801113060849098752,https://twitter.com/elonmusk/status/801113060849098752,44196397,2016-11-22 17:20:12+00:00,Tue Nov 22 17:20:12 +0000 2016,,,,
+6843,elonmusk,elonmusk,Love the pic tho,69,1083,49,801095990136578048,https://twitter.com/elonmusk/status/801095990136578048,44196397,2016-11-22 16:12:22+00:00,Tue Nov 22 16:12:22 +0000 2016,,,,
+6844,elonmusk,,Can anyone uncover who is really writing these fake pieces? Can't be skankhunt42. His work is better than this. http://finance.yahoo.com/news/elon-musk-vs-trolls-100011516.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZAM4YWFjajNwYzM4cW1vBGcDZFhWcFpEeHVjejVoTnpjd1ptWTFNeTFqWVRabUxUTTNaV1V0WWpRNE9DMHpPVEpsWTJZek5URTVZbUk4Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDMwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?.tsrc=applewf,4649,15132,765,801095470084784129,https://twitter.com/elonmusk/status/801095470084784129,44196397,2016-11-22 16:10:18+00:00,Tue Nov 22 16:10:18 +0000 2016,,,,http://finance.yahoo.com/news/elon-musk-vs-trolls-100011516.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZAM4YWFjajNwYzM4cW1vBGcDZFhWcFpEeHVjejVoTnpjd1ptWTFNeTFqWVRabUxUTTNaV1V0WWpRNE9DMHpPVEpsWTJZek5URTVZbUk4Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDMwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?.tsrc=applewf
+6845,elonmusk,itsjasonwhite,perfect,9,202,22,799910793156259841,https://twitter.com/elonmusk/status/799910793156259841,44196397,2016-11-19 09:42:49+00:00,Sat Nov 19 09:42:49 +0000 2016,,,,
+6846,elonmusk,,Longer version of self-driving demo with Paint It Black soundtrack,5621,10935,581,799910213851590656,https://twitter.com/elonmusk/status/799910213851590656,44196397,2016-11-19 09:40:31+00:00,Sat Nov 19 09:40:31 +0000 2016,,,,https://www.tesla.com/videos/autopilot-self-driving-hardware-neighborhood-long?redirect=no
+6847,elonmusk,veritasDK,That and Paint It Black will both be uploaded for free as Easter (holiday?) eggs,14,218,8,799909604062699520,https://twitter.com/elonmusk/status/799909604062699520,44196397,2016-11-19 09:38:05+00:00,Sat Nov 19 09:38:05 +0000 2016,,,,
+6848,elonmusk,wheelsupgal,yes,9,179,4,799908779013775360,https://twitter.com/elonmusk/status/799908779013775360,44196397,2016-11-19 09:34:49+00:00,Sat Nov 19 09:34:49 +0000 2016,,,,
+6849,elonmusk,ParParV,-2,48,442,17,799908556094902272,https://twitter.com/elonmusk/status/799908556094902272,44196397,2016-11-19 09:33:56+00:00,Sat Nov 19 09:33:56 +0000 2016,,,,
+6850,elonmusk,,Tesla self-driving AI with the Benny Hill option package https://www.tesla.com/videos/autopilot-self-driving-hardware-neighborhood-short/?utm_campaign=GL_AP_111816&amp;utm_source=Twitter&amp;utm_medium=social,2479,5652,259,799908000689336320,https://twitter.com/elonmusk/status/799908000689336320,44196397,2016-11-19 09:31:43+00:00,Sat Nov 19 09:31:43 +0000 2016,,,,https://www.tesla.com/videos/autopilot-self-driving-hardware-neighborhood-short/?utm_campaign=GL_AP_111816&utm_source=Twitter&utm_medium=social
+6851,elonmusk,newscientist,Consequences of population implosion greatly underestimated. Upside down demographic pyramid can't support social services.,218,596,80,799906894550700032,https://twitter.com/elonmusk/status/799906894550700032,44196397,2016-11-19 09:27:19+00:00,Sat Nov 19 09:27:19 +0000 2016,,,,
+6852,elonmusk,vicentes,big mobile app update coming with 8.1 next month,45,281,31,799670715397980160,https://twitter.com/elonmusk/status/799670715397980160,44196397,2016-11-18 17:48:50+00:00,Fri Nov 18 17:48:50 +0000 2016,,,,
+6853,elonmusk,,Vote tally shows ~85% of unaffiliated shareholders in favor of the Tesla/SolarCity merger! Thanks for believing.,2745,15585,451,799369292294725632,https://twitter.com/elonmusk/status/799369292294725632,44196397,2016-11-17 21:51:05+00:00,Thu Nov 17 21:51:05 +0000 2016,,,,
+6854,elonmusk,Contra_9077,sounds right,14,162,19,799120535896485888,https://twitter.com/elonmusk/status/799120535896485888,44196397,2016-11-17 05:22:37+00:00,Thu Nov 17 05:22:37 +0000 2016,,,,
+6855,elonmusk,ArminKeyani,"All P100D vehicles produced to date, as well as new. This is purely a software optimization.",39,353,13,798984693844541440,https://twitter.com/elonmusk/status/798984693844541440,44196397,2016-11-16 20:22:50+00:00,Wed Nov 16 20:22:50 +0000 2016,,,,
+6856,elonmusk,,Model X numbers should also improve by 0.1 sec on 0 to 60 and 1/4 mile,485,3452,147,798984120336465920,https://twitter.com/elonmusk/status/798984120336465920,44196397,2016-11-16 20:20:33+00:00,Wed Nov 16 20:20:33 +0000 2016,,,,
+6857,elonmusk,,Looks like the Model S P100D Easter egg will allow it to do 0 to 60 mph in 2.4 sec and a 10.6 sec 1/4 mile via software update next month,3930,13674,557,798980894543343616,https://twitter.com/elonmusk/status/798980894543343616,44196397,2016-11-16 20:07:44+00:00,Wed Nov 16 20:07:44 +0000 2016,,,,
+6858,elonmusk,Austen,"Wow, thanks. We won't let you down.",93,830,34,798950716450574336,https://twitter.com/elonmusk/status/798950716450574336,44196397,2016-11-16 18:07:49+00:00,Wed Nov 16 18:07:49 +0000 2016,,,,
+6859,elonmusk,ID_AA_Carmack,"we could enable that, although the cameras use grey, grey, grey, red detection, so it would look a little greyish red :)",33,375,35,798886670468644865,https://twitter.com/elonmusk/status/798886670468644865,44196397,2016-11-16 13:53:19+00:00,Wed Nov 16 13:53:19 +0000 2016,,,,
+6860,elonmusk,,Love you too!,2004,9346,304,798370472832352256,https://twitter.com/elonmusk/status/798370472832352256,44196397,2016-11-15 03:42:08+00:00,Tue Nov 15 03:42:08 +0000 2016,,,,http://www.thedrive.com/news/6007/tesla-model-s-declared-the-most-loved-car-in-america-again
+6861,elonmusk,InLucidReverie,"a bit like that, but hopefully a more meaningful role for humans",25,289,29,795565958592987136,https://twitter.com/elonmusk/status/795565958592987136,44196397,2016-11-07 09:58:00+00:00,Mon Nov 07 09:58:00 +0000 2016,,,,
+6862,elonmusk,,Playing Amish Paradise in my Tesla,5246,21231,714,795379725904416768,https://twitter.com/elonmusk/status/795379725904416768,44196397,2016-11-06 21:37:58+00:00,Sun Nov 06 21:37:58 +0000 2016,,,,
+6863,elonmusk,muodebe,"Both UV and IR (for heat) reflective. I burn easily & then my nose looks like Rudolph the reindeer, so I totally understand.",49,583,32,794965733151117313,https://twitter.com/elonmusk/status/794965733151117313,44196397,2016-11-05 18:12:55+00:00,Sat Nov 05 18:12:55 +0000 2016,,,,
+6864,elonmusk,MrSpanier,"No, but maybe a light tartan. Plaid is reserved for the next gen Roadster.",35,362,28,794940930000175104,https://twitter.com/elonmusk/status/794940930000175104,44196397,2016-11-05 16:34:21+00:00,Sat Nov 05 16:34:21 +0000 2016,,,,
+6865,elonmusk,ShireeshAgrawal,I like humanity,181,900,31,794769297704792064,https://twitter.com/elonmusk/status/794769297704792064,44196397,2016-11-05 05:12:21+00:00,Sat Nov 05 05:12:21 +0000 2016,,,,
+6866,elonmusk,DMC_Ryan,there will be something special,44,409,46,794769008868233216,https://twitter.com/elonmusk/status/794769008868233216,44196397,2016-11-05 05:11:12+00:00,Sat Nov 05 05:11:12 +0000 2016,,,,
+6867,elonmusk,davidtayar5,"Tesla will def absorb SolarCity debt. Altho extremely unlikely, I would pay it personally if need be. Debts must be honored.",242,1067,46,794749880249917440,https://twitter.com/elonmusk/status/794749880249917440,44196397,2016-11-05 03:55:11+00:00,Sat Nov 05 03:55:11 +0000 2016,,,,
+6868,elonmusk,SeltzerPlease,My kids and I are having a great time!,54,596,15,794726788689629184,https://twitter.com/elonmusk/status/794726788689629184,44196397,2016-11-05 02:23:26+00:00,Sat Nov 05 02:23:26 +0000 2016,,,,
+6869,elonmusk,Pmnickbeach,next software update fixes that,8,140,1,794698336301219841,https://twitter.com/elonmusk/status/794698336301219841,44196397,2016-11-05 00:30:22+00:00,Sat Nov 05 00:30:22 +0000 2016,,,,
+6870,elonmusk,DragTimes,might have an early access release ready by then,16,245,8,794679555944349696,https://twitter.com/elonmusk/status/794679555944349696,44196397,2016-11-04 23:15:45+00:00,Fri Nov 04 23:15:45 +0000 2016,,,,
+6871,elonmusk,joshuadistler,now wouldn't that be interesting :),16,234,15,794671055872749568,https://twitter.com/elonmusk/status/794671055872749568,44196397,2016-11-04 22:41:58+00:00,Fri Nov 04 22:41:58 +0000 2016,,,,
+6872,elonmusk,,Here is how to vote your Tesla and SolarCity shares:,363,1691,154,794670476131864576,https://twitter.com/elonmusk/status/794670476131864576,44196397,2016-11-04 22:39:40+00:00,Fri Nov 04 22:39:40 +0000 2016,,,,https://www.tesla.com/support/instructions-voting-on-teslas-acquisition-of-solarcity
+6873,elonmusk,MikeMfknSplain,hmmm,13,279,13,794586063838724096,https://twitter.com/elonmusk/status/794586063838724096,44196397,2016-11-04 17:04:14+00:00,Fri Nov 04 17:04:14 +0000 2016,,,,
+6874,elonmusk,repaveli_p,one day ...,19,303,11,794581219866329088,https://twitter.com/elonmusk/status/794581219866329088,44196397,2016-11-04 16:45:00+00:00,Fri Nov 04 16:45:00 +0000 2016,,,,
+6875,elonmusk,Locobooff,it is not actually left-handed,37,438,26,794580994263158786,https://twitter.com/elonmusk/status/794580994263158786,44196397,2016-11-04 16:44:06+00:00,Fri Nov 04 16:44:06 +0000 2016,,,,
+6876,elonmusk,_andyoneal,unless we do a deployable solar shield like a retractable hard top,31,304,41,794580586379624448,https://twitter.com/elonmusk/status/794580586379624448,44196397,2016-11-04 16:42:29+00:00,Fri Nov 04 16:42:29 +0000 2016,,,,
+6877,elonmusk,,currently cycles radio favs. Next software release cycles between favs.,8,145,4,794580324550217728,https://twitter.com/elonmusk/status/794580324550217728,44196397,2016-11-04 16:41:26+00:00,Fri Nov 04 16:41:26 +0000 2016,,,,
+6878,elonmusk,,Forgot to mention there will be a P100D Ludicrous Easter egg soon that uncorks the full performance,864,5402,225,794580028856025089,https://twitter.com/elonmusk/status/794580028856025089,44196397,2016-11-04 16:40:16+00:00,Fri Nov 04 16:40:16 +0000 2016,,,,
+6879,elonmusk,MacTechGenius,no,10,205,5,794579089168310272,https://twitter.com/elonmusk/status/794579089168310272,44196397,2016-11-04 16:36:32+00:00,Fri Nov 04 16:36:32 +0000 2016,,,,
+6880,elonmusk,,use buttons on left side of steering wheel,4,136,1,794578637987016705,https://twitter.com/elonmusk/status/794578637987016705,44196397,2016-11-04 16:34:44+00:00,Fri Nov 04 16:34:44 +0000 2016,,,,
+6881,elonmusk,MrRoryReid,@BBC_TopGear Thanks!,3,125,0,794578493342289920,https://twitter.com/elonmusk/status/794578493342289920,44196397,2016-11-04 16:34:10+00:00,Fri Nov 04 16:34:10 +0000 2016,,@BBC_TopGear,,
+6882,elonmusk,MacTechGenius,"I'm the only author, so, love or hate it, that's me. I've learned some lessons though, such as tweeting on Ambien isn't wise.",87,642,34,794578375415238656,https://twitter.com/elonmusk/status/794578375415238656,44196397,2016-11-04 16:33:41+00:00,Fri Nov 04 16:33:41 +0000 2016,,,,
+6883,elonmusk,MacTechGenius,"I personally like the 6 seat best, but the new 5 allows the entire back to fold flat. A small family could camp there!",22,249,12,794577501292896256,https://twitter.com/elonmusk/status/794577501292896256,44196397,2016-11-04 16:30:13+00:00,Fri Nov 04 16:30:13 +0000 2016,,,,
+6884,elonmusk,John_Gardi,We will probably offer that as an option,36,439,32,794575003446480896,https://twitter.com/elonmusk/status/794575003446480896,44196397,2016-11-04 16:20:17+00:00,Fri Nov 04 16:20:17 +0000 2016,,,,
+6885,elonmusk,John_Gardi,exactly,8,119,6,794574740455231488,https://twitter.com/elonmusk/status/794574740455231488,44196397,2016-11-04 16:19:15+00:00,Fri Nov 04 16:19:15 +0000 2016,,,,
+6886,elonmusk,MrRoryReid,Loving this thread :),18,286,7,794573852848177152,https://twitter.com/elonmusk/status/794573852848177152,44196397,2016-11-04 16:15:43+00:00,Fri Nov 04 16:15:43 +0000 2016,,,,
+6887,elonmusk,balaji_kann,Primarily aluminium with hot-stamped boron steel reinforcements. B pillar has a glass overlay.,9,148,2,794573529295400960,https://twitter.com/elonmusk/status/794573529295400960,44196397,2016-11-04 16:14:26+00:00,Fri Nov 04 16:14:26 +0000 2016,,,,
+6888,elonmusk,BitterMercy,Excellent safety in rollover (5 star+). That was what took so long to develop.,25,313,6,794573085445763072,https://twitter.com/elonmusk/status/794573085445763072,44196397,2016-11-04 16:12:40+00:00,Fri Nov 04 16:12:40 +0000 2016,,,,
+6889,elonmusk,elonmusk,"In addition, we reinforced the surrounding body structure for improved safety (was already 5 star in all categories).",448,3496,161,794557434429771777,https://twitter.com/elonmusk/status/794557434429771777,44196397,2016-11-04 15:10:29+00:00,Fri Nov 04 15:10:29 +0000 2016,,,,
+6890,elonmusk,,"I highly recommend the new all glass roof on the Model S. This was very hard to develop, but it makes the interior feel amazing.",3682,16642,673,794556147243978752,https://twitter.com/elonmusk/status/794556147243978752,44196397,2016-11-04 15:05:22+00:00,Fri Nov 04 15:05:22 +0000 2016,,,,
+6891,elonmusk,originaltman,first solar roof deployments will start next summer,37,306,25,794553749742100480,https://twitter.com/elonmusk/status/794553749742100480,44196397,2016-11-04 14:55:50+00:00,Fri Nov 04 14:55:50 +0000 2016,,,,
+6892,elonmusk,,Will be on @CNBC with Ron Baron in about half an hour http://finance.yahoo.com/video/ron-barons-300m-bet-tesla-102800448.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZANlMGEwdTcxYzFwODViBGcDZFhWcFpEeHVjejR3WmpJME9UbGhNUzB3WmpRMExUTTBaV1F0T0RZelppMDBNR0V4TTJZelkyTm1Zamc4Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDNwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?.tsrc=applewf,261,1278,57,794553279585742849,https://twitter.com/elonmusk/status/794553279585742849,44196397,2016-11-04 14:53:58+00:00,Fri Nov 04 14:53:58 +0000 2016,,@CNBC,,http://finance.yahoo.com/video/ron-barons-300m-bet-tesla-102800448.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZANlMGEwdTcxYzFwODViBGcDZFhWcFpEeHVjejR3WmpJME9UbGhNUzB3WmpRMExUTTBaV1F0T0RZelppMDBNR0V4TTJZelkyTm1Zamc4Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDNwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?.tsrc=applewf
+6893,elonmusk,Tesla,Great Model X article by @BBC_TopGear!,462,2058,71,794549250654777345,https://twitter.com/elonmusk/status/794549250654777345,44196397,2016-11-04 14:37:58+00:00,Fri Nov 04 14:37:58 +0000 2016,,@BBC_TopGear,,https://twitter.com/teslamotors/status/794247505911259136
+6894,elonmusk,,"Institutional Shareholder Services, world's top independent evaluator, recommends in favor of Tesla-SolarCity merger",487,1852,55,794548584213454849,https://twitter.com/elonmusk/status/794548584213454849,44196397,2016-11-04 14:35:19+00:00,Fri Nov 04 14:35:19 +0000 2016,,,,http://www.bloomberg.com/news/articles/2016-11-04/iss-recommends-tesla-shareholders-vote-for-solarcity-acquisition?cmpid=yhoo.headline
+6895,elonmusk,newscientist,@XHNews Congratulations to China on the successful launch of the LM 5 heavy lift rocket!,114,690,22,794221355642146816,https://twitter.com/elonmusk/status/794221355642146816,44196397,2016-11-03 16:55:01+00:00,Thu Nov 03 16:55:01 +0000 2016,,@XHNews,,
+6896,elonmusk,brainwipe,There would def be millions of agents simultaneously doing a Monte Carlo sim & combining the results to build a map of weaknesses,12,169,11,794219484621832192,https://twitter.com/elonmusk/status/794219484621832192,44196397,2016-11-03 16:47:35+00:00,Thu Nov 03 16:47:35 +0000 2016,,,,
+6897,elonmusk,ClintonKeith,good chance,9,206,9,794201703922810880,https://twitter.com/elonmusk/status/794201703922810880,44196397,2016-11-03 15:36:56+00:00,Thu Nov 03 15:36:56 +0000 2016,,,,
+6898,elonmusk,TheEconomist,Only a matter of time before advanced AI is used to do this. Internet is particularly susceptible to a gradient descent algo.,3144,5953,325,794200368804544512,https://twitter.com/elonmusk/status/794200368804544512,44196397,2016-11-03 15:31:38+00:00,Thu Nov 03 15:31:38 +0000 2016,,,,https://twitter.com/theeconomist/status/794196455405875200
+6899,elonmusk,ropiko,yes,11,149,12,793710619933315072,https://twitter.com/elonmusk/status/793710619933315072,44196397,2016-11-02 07:05:32+00:00,Wed Nov 02 07:05:32 +0000 2016,,,,
+6900,elonmusk,vicentes,yes,15,295,45,792220862648766466,https://twitter.com/elonmusk/status/792220862648766466,44196397,2016-10-29 04:25:47+00:00,Sat Oct 29 04:25:47 +0000 2016,,,,
+6901,elonmusk,BobaFaux,strongly net positive,17,390,27,792220517654597633,https://twitter.com/elonmusk/status/792220517654597633,44196397,2016-10-29 04:24:24+00:00,Sat Oct 29 04:24:24 +0000 2016,,,,
+6902,elonmusk,,"Solar glass tiles can also incorporate heating elements, like rear defroster on a car, to clear roof of snow and keep generating energy",4280,14806,745,792218248917811204,https://twitter.com/elonmusk/status/792218248917811204,44196397,2016-10-29 04:15:23+00:00,Sat Oct 29 04:15:23 +0000 2016,,,,
+6903,elonmusk,HipStreeet,yes,7,175,4,792217704757284864,https://twitter.com/elonmusk/status/792217704757284864,44196397,2016-10-29 04:13:14+00:00,Sat Oct 29 04:13:14 +0000 2016,,,,
+6904,elonmusk,,"Should mention that the Tesla solar roof is robust against any weather, incl heavy hail. Also, higher insulating value than a standard roof.",4121,14582,870,792213393943826432,https://twitter.com/elonmusk/status/792213393943826432,44196397,2016-10-29 03:56:06+00:00,Sat Oct 29 03:56:06 +0000 2016,,,,
+6905,elonmusk,,Pushing start to ~5:45 to allow more people to arrive,226,1841,139,792163268714344448,https://twitter.com/elonmusk/status/792163268714344448,44196397,2016-10-29 00:36:55+00:00,Sat Oct 29 00:36:55 +0000 2016,,,,
+6906,elonmusk,,"Unveil happening at sunset, because that's when ...",720,4460,431,791785988058034176,https://twitter.com/elonmusk/status/791785988058034176,44196397,2016-10-27 23:37:44+00:00,Thu Oct 27 23:37:44 +0000 2016,,,,
+6907,elonmusk,,Solar roof plus Powerwall 2.0 launch event will be webcast live on http://Tesla.com at 5:30pm PDT tomorrow,1404,3932,116,791784652709044225,https://twitter.com/elonmusk/status/791784652709044225,44196397,2016-10-27 23:32:26+00:00,Thu Oct 27 23:32:26 +0000 2016,,,,http://Tesla.com
+6908,elonmusk,JohnGarryVO,Several UI improvements across the board in 8.01 (next few weeks) and 8.1 in Dec,28,227,18,791780166619889664,https://twitter.com/elonmusk/status/791780166619889664,44196397,2016-10-27 23:14:36+00:00,Thu Oct 27 23:14:36 +0000 2016,,,,
+6909,elonmusk,,"Solar roof unveil now at 5:30pm sharp (need daylight, for obvious reasons) California time tomorrow.",1158,5072,162,791756469305679873,https://twitter.com/elonmusk/status/791756469305679873,44196397,2016-10-27 21:40:27+00:00,Thu Oct 27 21:40:27 +0000 2016,,,,
+6910,elonmusk,katiefehren,"Dear cult members, I love you",2532,26600,996,791389989477036032,https://twitter.com/elonmusk/status/791389989477036032,44196397,2016-10-26 21:24:11+00:00,Wed Oct 26 21:24:11 +0000 2016,,,,https://twitter.com/katiefehren/status/791299739325112322
+6911,elonmusk,bstep,"fixing, but in a slightly different way",7,130,9,791321336824012801,https://twitter.com/elonmusk/status/791321336824012801,44196397,2016-10-26 16:51:23+00:00,Wed Oct 26 16:51:23 +0000 2016,,,,
+6912,elonmusk,soswow,"yeah, great questions",14,312,37,790373126416629760,https://twitter.com/elonmusk/status/790373126416629760,44196397,2016-10-24 02:03:32+00:00,Mon Oct 24 02:03:32 +0000 2016,,,,
+6913,elonmusk,,"This will be under /r/spacex, not the general AMA. Meant to be supplemental to the IAC talk.",402,2659,116,790267936258666496,https://twitter.com/elonmusk/status/790267936258666496,44196397,2016-10-23 19:05:33+00:00,Sun Oct 23 19:05:33 +0000 2016,,,,
+6914,elonmusk,,AMA at 3pm California time,736,3464,211,790245808864043009,https://twitter.com/elonmusk/status/790245808864043009,44196397,2016-10-23 17:37:37+00:00,Sun Oct 23 17:37:37 +0000 2016,,,,
+6915,elonmusk,NASAClimate,Must be a coincidence,5732,10277,443,789902046430269440,https://twitter.com/elonmusk/status/789902046430269440,44196397,2016-10-22 18:51:38+00:00,Sat Oct 22 18:51:38 +0000 2016,,,,https://twitter.com/nasaclimate/status/789122823927107585
+6916,elonmusk,PraneshSuvarna,"no, that's real",49,538,31,789024901629816832,https://twitter.com/elonmusk/status/789024901629816832,44196397,2016-10-20 08:46:10+00:00,Thu Oct 20 08:46:10 +0000 2016,,,,
+6917,elonmusk,elonmusk,Using the automated solid metal snake charger :),1030,3322,266,789024368575729664,https://twitter.com/elonmusk/status/789024368575729664,44196397,2016-10-20 08:44:03+00:00,Thu Oct 20 08:44:03 +0000 2016,,,,https://m.youtube.com/watch?v=uMM0lRfX6YI
+6918,elonmusk,CHAR_BIT,yes,25,325,19,789022121158598656,https://twitter.com/elonmusk/status/789022121158598656,44196397,2016-10-20 08:35:07+00:00,Thu Oct 20 08:35:07 +0000 2016,,,,
+6919,elonmusk,elonmusk,"When you want your car to return, tap Summon on your phone. It will eventually find you even if you are on the other side of the country",4201,9421,590,789022017311735808,https://twitter.com/elonmusk/status/789022017311735808,44196397,2016-10-20 08:34:42+00:00,Thu Oct 20 08:34:42 +0000 2016,,,,
+6920,elonmusk,elonmusk,"When searching for parking, the car reads the signs to see if it is allowed to park there, which is why it skipped the disabled spot",1890,4916,194,789020841489018880,https://twitter.com/elonmusk/status/789020841489018880,44196397,2016-10-20 08:30:02+00:00,Thu Oct 20 08:30:02 +0000 2016,,,,
+6921,elonmusk,Bret_with1t,yes,10,274,5,789020178969276416,https://twitter.com/elonmusk/status/789020178969276416,44196397,2016-10-20 08:27:24+00:00,Thu Oct 20 08:27:24 +0000 2016,,,,
+6922,elonmusk,elonmusk,"8 cameras, 12 ultrasonars and radar all flush mounted and body color. Beauty remains.",462,2050,83,789020098145030144,https://twitter.com/elonmusk/status/789020098145030144,44196397,2016-10-20 08:27:05+00:00,Thu Oct 20 08:27:05 +0000 2016,,,,
+6923,elonmusk,,"Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds a parking spot",12325,19019,911,789019145853513729,https://twitter.com/elonmusk/status/789019145853513729,44196397,2016-10-20 08:23:18+00:00,Thu Oct 20 08:23:18 +0000 2016,,,,https://www.tesla.com/videos/full-self-driving-hardware-all-teslas
+6924,elonmusk,vicentes,latest autonomous hardware allows for easy computer upgrade,36,383,15,789008557341454336,https://twitter.com/elonmusk/status/789008557341454336,44196397,2016-10-20 07:41:13+00:00,Thu Oct 20 07:41:13 +0000 2016,,,,
+6925,elonmusk,,Should mention that retrofitting to full self-driving hardware is very difficult. Cost delta is more than buying a new car. Wish it weren't.,809,4292,249,789007996038721536,https://twitter.com/elonmusk/status/789007996038721536,44196397,2016-10-20 07:38:59+00:00,Thu Oct 20 07:38:59 +0000 2016,,,,
+6926,elonmusk,elonmusk,Still working on the video. Fully autonomous drive demo only completed several hours ago.,270,1996,127,789004268296544256,https://twitter.com/elonmusk/status/789004268296544256,44196397,2016-10-20 07:24:11+00:00,Thu Oct 20 07:24:11 +0000 2016,,,,
+6927,elonmusk,AlternateJones,of course,23,339,30,788973638665908224,https://twitter.com/elonmusk/status/788973638665908224,44196397,2016-10-20 05:22:28+00:00,Thu Oct 20 05:22:28 +0000 2016,,,,
+6928,elonmusk,,Tesla expects to demonstrate self-driven cross-country trip next year http://on.wsj.com/2dPVAr4 via @WSJ,1928,4657,210,788955029138972674,https://twitter.com/elonmusk/status/788955029138972674,44196397,2016-10-20 04:08:31+00:00,Thu Oct 20 04:08:31 +0000 2016,,@WSJ,,http://on.wsj.com/2dPVAr4
+6929,elonmusk,FutureBoy,true and underappreciated,29,301,14,788904960331161600,https://twitter.com/elonmusk/status/788904960331161600,44196397,2016-10-20 00:49:34+00:00,Thu Oct 20 00:49:34 +0000 2016,,,,
+6930,elonmusk,,Will post video of a Tesla navigating a complex urban environment shortly. That was what took the extra couple of days.,2411,10353,435,788902908175618049,https://twitter.com/elonmusk/status/788902908175618049,44196397,2016-10-20 00:41:25+00:00,Thu Oct 20 00:41:25 +0000 2016,,,,
+6931,elonmusk,elonmusk,This is also what I was alluding to by Model 3 part 2,786,3104,414,788823067392749568,https://twitter.com/elonmusk/status/788823067392749568,44196397,2016-10-19 19:24:09+00:00,Wed Oct 19 19:24:09 +0000 2016,,,,
+6932,elonmusk,,"According to experts, Hyperloop is both obvious and impossible. Maybe pick one or the other?",1194,4269,326,788809242769666048,https://twitter.com/elonmusk/status/788809242769666048,44196397,2016-10-19 18:29:13+00:00,Wed Oct 19 18:29:13 +0000 2016,,,,http://nymag.com/selectall/2016/10/the-kink-in-elon-musks-hyperloop.html
+6933,elonmusk,,Tesla announcement goes live at 5pm California time. 30 minutes of media Q&A to follow.,2644,6899,684,788794291900469248,https://twitter.com/elonmusk/status/788794291900469248,44196397,2016-10-19 17:29:48+00:00,Wed Oct 19 17:29:48 +0000 2016,,,,
+6934,elonmusk,flsolarchoice,Calculated attempt to deceive Florida voters about solar vote uncovered by Miami Herald,2413,3605,169,788782966528815104,https://twitter.com/elonmusk/status/788782966528815104,44196397,2016-10-19 16:44:48+00:00,Wed Oct 19 16:44:48 +0000 2016,,,,https://twitter.com/flsolarchoice/status/788720681911476224
+6935,elonmusk,,Tesla does 0-60 mph in 2.7 seconds in the rain https://electrek.co/2016/10/17/watch-a-tesla-model-s-p100d-do-0-60-in-2-7-seconds-in-the-rain/ via @electrekco,1350,4377,170,788625768368762880,https://twitter.com/elonmusk/status/788625768368762880,44196397,2016-10-19 06:20:09+00:00,Wed Oct 19 06:20:09 +0000 2016,,@ElectrekCo,,https://electrek.co/2016/10/17/watch-a-tesla-model-s-p100d-do-0-60-in-2-7-seconds-in-the-rain/
+6936,elonmusk,FortuneMagazine,This is because the first 12 months of production are sold out,210,936,55,788493472286121984,https://twitter.com/elonmusk/status/788493472286121984,44196397,2016-10-18 21:34:27+00:00,Tue Oct 18 21:34:27 +0000 2016,,,,
+6937,elonmusk,,Moving the Tesla announcement to Wednesday. Needs a few more days of refinement.,1865,8336,634,787797036699521024,https://twitter.com/elonmusk/status/787797036699521024,44196397,2016-10-16 23:27:04+00:00,Sun Oct 16 23:27:04 +0000 2016,,,,
+6938,elonmusk,markpinc,thanks!,8,185,7,787775297521233920,https://twitter.com/elonmusk/status/787775297521233920,44196397,2016-10-16 22:00:41+00:00,Sun Oct 16 22:00:41 +0000 2016,,,,
+6939,elonmusk,Reuters,Umm...Autobahn?,90,561,76,787721971417034752,https://twitter.com/elonmusk/status/787721971417034752,44196397,2016-10-16 18:28:47+00:00,Sun Oct 16 18:28:47 +0000 2016,,,,
+6940,elonmusk,vicentes,obviously wrong,30,277,22,786601762354442242,https://twitter.com/elonmusk/status/786601762354442242,44196397,2016-10-13 16:17:29+00:00,Thu Oct 13 16:17:29 +0000 2016,,,,
+6941,elonmusk,Cocoanetics,@heiseonline Not actually based on science. Objective data shows Autopilot is safer than manually driven cars.,162,731,54,785517307476922370,https://twitter.com/elonmusk/status/785517307476922370,44196397,2016-10-10 16:28:14+00:00,Mon Oct 10 16:28:14 +0000 2016,,@heiseonline,,
+6942,elonmusk,,"@FortuneMagazine Utter nonsense. Empirical evidence is what matters, not random speculation.",65,517,14,785505765343625216,https://twitter.com/elonmusk/status/785505765343625216,44196397,2016-10-10 15:42:23+00:00,Mon Oct 10 15:42:23 +0000 2016,,@FortuneMagazine,,
+6943,elonmusk,jovanik21,Sounds like a great move!,16,212,3,785495295652167680,https://twitter.com/elonmusk/status/785495295652167680,44196397,2016-10-10 15:00:46+00:00,Mon Oct 10 15:00:46 +0000 2016,,,,
+6944,elonmusk,arstechnica,Good for Germany!,2239,6663,298,785494639029719040,https://twitter.com/elonmusk/status/785494639029719040,44196397,2016-10-10 14:58:10+00:00,Mon Oct 10 14:58:10 +0000 2016,,,,https://twitter.com/arstechnica/status/785494352617435140
+6945,elonmusk,hohocho,That's why we need to accelerate solar power,72,511,37,785488210629537792,https://twitter.com/elonmusk/status/785488210629537792,44196397,2016-10-10 14:32:37+00:00,Mon Oct 10 14:32:37 +0000 2016,,,,
+6946,elonmusk,,"Real fraud going on is denial of climate science. As for ""subsidies"", Tesla gets pennies on dollar vs coal. How about we both go to zero?",11494,26672,659,785485969705140224,https://twitter.com/elonmusk/status/785485969705140224,44196397,2016-10-10 14:23:43+00:00,Mon Oct 10 14:23:43 +0000 2016,,,,
+6947,elonmusk,,Coal-mining CEO: 'Tesla is a fraud' http://finance.yahoo.com/video/robert-murray-tesla-fraud-120500192.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZAMwcmFzcGJ0YnZuNmNwBGcDZFhWcFpEeHVjejR5TkRKak1XTm1ZUzB6WWpjMUxUTXlZVGt0T0RReU1pMWtZVFl5TldZME5URXdZMk04Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDMwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?soc_src=social-sh&amp;soc_trk=tw via @YahooFinance,711,2343,396,785483088109326337,https://twitter.com/elonmusk/status/785483088109326337,44196397,2016-10-10 14:12:16+00:00,Mon Oct 10 14:12:16 +0000 2016,,@YahooFinance,,http://finance.yahoo.com/video/robert-murray-tesla-fraud-120500192.html;_ylc=X1MDMTE5Nzc4NDE4NQRfZXgDMQRfeXJpZAMwcmFzcGJ0YnZuNmNwBGcDZFhWcFpEeHVjejR5TkRKak1XTm1ZUzB6WWpjMUxUTXlZVGt0T0RReU1pMWtZVFl5TldZME5URXdZMk04Wm1sbGJHUStkSE5zWVE9PQRsYW5nA2VuLVVTBG9yaWdfbGFuZwNlbgRvcmlnX3JlZ2lvbgNVUwRwb3MDMwRyZWdpb24DVVMEc3ltYm9sA1RTTEE-?soc_src=social-sh&soc_trk=tw
+6948,elonmusk,waitbutwhy,Translating what actually happened in the debates...,1238,3679,103,785455506475323392,https://twitter.com/elonmusk/status/785455506475323392,44196397,2016-10-10 12:22:40+00:00,Mon Oct 10 12:22:40 +0000 2016,,,,https://twitter.com/waitbutwhy/status/785441671127429120
+6949,elonmusk,ithrow88,impact velocity and center of mass of colliding object make a big difference,22,236,13,785242169170726912,https://twitter.com/elonmusk/status/785242169170726912,44196397,2016-10-09 22:14:56+00:00,Sun Oct 09 22:14:56 +0000 2016,,,,
+6950,elonmusk,roger_kappler,Probably not then either,30,264,18,785140287819612160,https://twitter.com/elonmusk/status/785140287819612160,44196397,2016-10-09 15:30:06+00:00,Sun Oct 09 15:30:06 +0000 2016,,,,
+6951,elonmusk,,Would also like to correct expectations that Tesla/SolarCity will need to raise equity or corp debt in Q4. Won't be necessary for either.,1029,5439,207,785139055793152000,https://twitter.com/elonmusk/status/785139055793152000,44196397,2016-10-09 15:25:12+00:00,Sun Oct 09 15:25:12 +0000 2016,,,,
+6952,elonmusk,,"Tesla product unveiling on the 17th (unexpected by most), followed by Tesla/SolarCity on the 28th",5029,12770,676,785138151224446976,https://twitter.com/elonmusk/status/785138151224446976,44196397,2016-10-09 15:21:37+00:00,Sun Oct 09 15:21:37 +0000 2016,,,,
+6953,elonmusk,FuncRandm,I agree. Speed of light is a point in favor of the sim.,28,196,17,785135480811712513,https://twitter.com/elonmusk/status/785135480811712513,44196397,2016-10-09 15:11:00+00:00,Sun Oct 09 15:11:00 +0000 2016,,,,
+6954,elonmusk,,"US automotive deaths rose 10% to 17,775 in first half of 2016, approx 1 every 88 million miles",688,1497,201,784507684410097664,https://twitter.com/elonmusk/status/784507684410097664,44196397,2016-10-07 21:36:22+00:00,Fri Oct 07 21:36:22 +0000 2016,,,,http://www.nbcnews.com/news/us-news/u-s-traffic-deaths-jump-10-4-percent-first-half-n660241
+6955,elonmusk,,Cumulative Tesla Autopilot miles now at 222 million,2158,9032,336,784487348562198529,https://twitter.com/elonmusk/status/784487348562198529,44196397,2016-10-07 20:15:33+00:00,Fri Oct 07 20:15:33 +0000 2016,,,,
+6956,elonmusk,DanMerriweather,lot of circumstantial evidence for that hypothesis,28,229,36,784441057857589249,https://twitter.com/elonmusk/status/784441057857589249,44196397,2016-10-07 17:11:37+00:00,Fri Oct 07 17:11:37 +0000 2016,,,,
+6957,elonmusk,derektmead,Thus I deserve to be top of the target list? Maybe there's a dude who really digs the color gold who is slightly more deserving…,64,594,65,783847197427335172,https://twitter.com/elonmusk/status/783847197427335172,44196397,2016-10-06 01:51:49+00:00,Thu Oct 06 01:51:49 +0000 2016,,,,
+6958,elonmusk,YostRobert,"Yeah, and several others at various times. My twitter list is trimmed down to almost all news/comedy these days.",18,249,20,783842202220802048,https://twitter.com/elonmusk/status/783842202220802048,44196397,2016-10-06 01:31:58+00:00,Thu Oct 06 01:31:58 +0000 2016,,,,
+6959,elonmusk,mrDeanMiller,"When we upgrade the core Linux OS to 4.4, which is probably December",29,223,21,783759011724210176,https://twitter.com/elonmusk/status/783759011724210176,44196397,2016-10-05 20:01:24+00:00,Wed Oct 05 20:01:24 +0000 2016,,,,
+6960,elonmusk,,"Sabotage of the rocket is unlikely, but this article has some great theories :)",1210,4077,314,783567161402888192,https://twitter.com/elonmusk/status/783567161402888192,44196397,2016-10-05 07:19:03+00:00,Wed Oct 05 07:19:03 +0000 2016,,,,https://theringer.com/ranking-potential-saboteurs-of-elon-musks-spacex-venture-ff66e7e2b23f#.kdgjprg5c
+6961,elonmusk,Cardoso,"True, it is a no-win situation",76,870,53,783358546519793664,https://twitter.com/elonmusk/status/783358546519793664,44196397,2016-10-04 17:30:06+00:00,Tue Oct 04 17:30:06 +0000 2016,,,,
+6962,elonmusk,motherboard,I use twitter for news orgs. My Insta has same women as men. What's up with the phoney PC police axe-grinding?,1764,5686,324,783347230245736448,https://twitter.com/elonmusk/status/783347230245736448,44196397,2016-10-04 16:45:08+00:00,Tue Oct 04 16:45:08 +0000 2016,,,,
+6963,elonmusk,kakurady,Exactly. Those are the best ones.,18,357,20,782702761464827904,https://twitter.com/elonmusk/status/782702761464827904,44196397,2016-10-02 22:04:14+00:00,Sun Oct 02 22:04:14 +0000 2016,,,,
+6964,elonmusk,MacTechGenius,Going out this week for X and outside North America,21,211,26,782666277256957952,https://twitter.com/elonmusk/status/782666277256957952,44196397,2016-10-02 19:39:16+00:00,Sun Oct 02 19:39:16 +0000 2016,,,,
+6965,elonmusk,elonmusk,"Wow, this tweet is like a Rorschach test",410,3307,190,782643630586535936,https://twitter.com/elonmusk/status/782643630586535936,44196397,2016-10-02 18:09:17+00:00,Sun Oct 02 18:09:17 +0000 2016,,,,
+6966,elonmusk,elonmusk,"No irony or uhh ""shade"" meant here. T's character is excellent and well-played. Worth seeing.",345,2849,100,782642916887924737,https://twitter.com/elonmusk/status/782642916887924737,44196397,2016-10-02 18:06:26+00:00,Sun Oct 02 18:06:26 +0000 2016,,,,
+6967,elonmusk,,Some of the future episodes of Westworld feature my ex. Talulah does a great job of playing a deadly sexbot :),1788,7423,309,782640044599152640,https://twitter.com/elonmusk/status/782640044599152640,44196397,2016-10-02 17:55:02+00:00,Sun Oct 02 17:55:02 +0000 2016,,,,
+6968,elonmusk,MarcusHouseGame,More Kerbal!,819,3647,86,782410047011819520,https://twitter.com/elonmusk/status/782410047011819520,44196397,2016-10-02 02:41:06+00:00,Sun Oct 02 02:41:06 +0000 2016,,,,https://twitter.com/marcushousegame/status/782209906065678336
+6969,elonmusk,jclishman,yes,16,305,12,782043711886594052,https://twitter.com/elonmusk/status/782043711886594052,44196397,2016-10-01 02:25:25+00:00,Sat Oct 01 02:25:25 +0000 2016,,,,
+6970,elonmusk,michaelasper,Will do a Reddit AMA on Mars in the next week or two,261,1027,40,782043081021399040,https://twitter.com/elonmusk/status/782043081021399040,44196397,2016-10-01 02:22:54+00:00,Sat Oct 01 02:22:54 +0000 2016,,,,
+6971,elonmusk,SteveBatzer,"Corrective action taken. Seems to be limited to a small number of cases, but thanks for letting me know.",262,1266,79,781264006145335297,https://twitter.com/elonmusk/status/781264006145335297,44196397,2016-09-28 22:47:08+00:00,Wed Sep 28 22:47:08 +0000 2016,,,,
+6972,elonmusk,,Am tracking this down ... Super important to be fair. There are zero discounts even for family and friends.,27,268,11,781208371378520065,https://twitter.com/elonmusk/status/781208371378520065,44196397,2016-09-28 19:06:04+00:00,Wed Sep 28 19:06:04 +0000 2016,,,,
+6973,elonmusk,,Something messed up here. Tesla policy is equal pricing for all. No discounts ever unless a car is a floor model or was damaged.,19,247,8,781208061994119168,https://twitter.com/elonmusk/status/781208061994119168,44196397,2016-09-28 19:04:50+00:00,Wed Sep 28 19:04:50 +0000 2016,,,,
+6974,elonmusk,BArtusio,"Three cable elevator on a crane. Wind force on Mars is low, so don't need to worry about being blown around.",45,253,18,781206685553528833,https://twitter.com/elonmusk/status/781206685553528833,44196397,2016-09-28 18:59:22+00:00,Wed Sep 28 18:59:22 +0000 2016,,,,
+6975,elonmusk,,A Million Humans Could Live on Mars By the 2060s http://on.natgeo.com/2cTNcqn via @NatGeo,3978,6424,421,780900979294269445,https://twitter.com/elonmusk/status/780900979294269445,44196397,2016-09-27 22:44:36+00:00,Tue Sep 27 22:44:36 +0000 2016,,@NatGeo,,http://on.natgeo.com/2cTNcqn
+6976,elonmusk,,Good article on the interplanetary transport system on Gizmodo https://news.google.com/news/ampviewer?caurl=http%3A%2F%2Fgizmodo.com%2Fthis-is-how-elon-musk-plans-to-build-a-city-on-mars-up-1787146547%2Famp#pt0-433220,1887,3915,151,780887904625229824,https://twitter.com/elonmusk/status/780887904625229824,44196397,2016-09-27 21:52:39+00:00,Tue Sep 27 21:52:39 +0000 2016,,,,https://news.google.com/news/ampviewer?caurl=http%3A%2F%2Fgizmodo.com%2Fthis-is-how-elon-musk-plans-to-build-a-city-on-mars-up-1787146547%2Famp#pt0-433220
+6977,elonmusk,,Waiting for everyone to reach their seats and get settled. Starting in 5 to 10.,900,4819,412,780838839644483586,https://twitter.com/elonmusk/status/780838839644483586,44196397,2016-09-27 18:37:41+00:00,Tue Sep 27 18:37:41 +0000 2016,,,,
+6978,elonmusk,,"12m rocket booster diameter, 17m spaceship diameter, 122 m stack height",1126,3942,190,780831628104966144,https://twitter.com/elonmusk/status/780831628104966144,44196397,2016-09-27 18:09:01+00:00,Tue Sep 27 18:09:01 +0000 2016,,,,
+6979,elonmusk,,Full Interplanetary Tranport System presentation in ~30 mins. Simulation preview:,3860,6726,264,780828210028240896,https://twitter.com/elonmusk/status/780828210028240896,44196397,2016-09-27 17:55:27+00:00,Tue Sep 27 17:55:27 +0000 2016,,,,https://m.youtube.com/watch?feature=youtu.be&v=0qo78R_yYFA
+6980,elonmusk,elonmusk,"Meant to say 200 AR for production vac engine. Dev will be up to 150. Beyond that, too much flow separation in Earth atmos.",29,201,23,780608204833165316,https://twitter.com/elonmusk/status/780608204833165316,44196397,2016-09-27 03:21:13+00:00,Tue Sep 27 03:21:13 +0000 2016,,,,
+6981,elonmusk,ID_AA_Carmack,yup,36,347,28,780491677567815680,https://twitter.com/elonmusk/status/780491677567815680,44196397,2016-09-26 19:38:11+00:00,Mon Sep 26 19:38:11 +0000 2016,,,,
+6982,elonmusk,huntster1701,yes,3,242,3,780423473961115649,https://twitter.com/elonmusk/status/780423473961115649,44196397,2016-09-26 15:07:10+00:00,Mon Sep 26 15:07:10 +0000 2016,,,,
+6983,elonmusk,DavidKYoon,yes,11,158,11,780296159315173376,https://twitter.com/elonmusk/status/780296159315173376,44196397,2016-09-26 06:41:16+00:00,Mon Sep 26 06:41:16 +0000 2016,,,,
+6984,elonmusk,williamwinters,pretty close,13,165,2,780296017254023170,https://twitter.com/elonmusk/status/780296017254023170,44196397,2016-09-26 06:40:42+00:00,Mon Sep 26 06:40:42 +0000 2016,,,,
+6985,elonmusk,rocketrepreneur,382s is with a 150 area ratio vacuum (or Mars ambient pressure) nozzle. Will go over specs for both versions on Tues.,81,360,14,780291118080462848,https://twitter.com/elonmusk/status/780291118080462848,44196397,2016-09-26 06:21:14+00:00,Mon Sep 26 06:21:14 +0000 2016,,,,
+6986,elonmusk,elonmusk,"Chamber pressure is almost 3X Merlin, so engine is about the same size for a given area ratio",276,1661,71,780289045238657024,https://twitter.com/elonmusk/status/780289045238657024,44196397,2016-09-26 06:13:00+00:00,Mon Sep 26 06:13:00 +0000 2016,,,,
+6987,elonmusk,,Production Raptor goal is specific impulse of 382 seconds and thrust of 3 MN (~310 metric tons) at 300 bar,666,3121,153,780280440401764353,https://twitter.com/elonmusk/status/780280440401764353,44196397,2016-09-26 05:38:48+00:00,Mon Sep 26 05:38:48 +0000 2016,,,,
+6988,elonmusk,elonmusk,Mach diamonds,2531,8729,200,780278836860628992,https://twitter.com/elonmusk/status/780278836860628992,44196397,2016-09-26 05:32:26+00:00,Mon Sep 26 05:32:26 +0000 2016,,,,
+6989,elonmusk,,SpaceX propulsion just achieved first firing of the Raptor interplanetary transport engine,10680,27599,552,780275236922994688,https://twitter.com/elonmusk/status/780275236922994688,44196397,2016-09-26 05:18:07+00:00,Mon Sep 26 05:18:07 +0000 2016,,,,
+6990,elonmusk,,Good Forbes article on Tesla/SolarCity merger http://www.forbes.com/sites/adamhartung/2016/09/23/why-investors-should-support-the-tesla-solarcity-merger/?utm_source=yahoo&amp;utm_medium=partner&amp;utm_campaign=yahootix&amp;partner=yahootix#329d7ef64c32,1270,3608,143,779461663141474308,https://twitter.com/elonmusk/status/779461663141474308,44196397,2016-09-23 23:25:16+00:00,Fri Sep 23 23:25:16 +0000 2016,,,,http://www.forbes.com/sites/adamhartung/2016/09/23/why-investors-should-support-the-tesla-solarcity-merger/?utm_source=yahoo&utm_medium=partner&utm_campaign=yahootix&partner=yahootix#329d7ef64c32
+6991,elonmusk,,Aiming for Oct 28 unveil in SF Bay Area of new Tesla/SolarCity solar roof with integrated Powerwall 2.0 battery and Tesla charger.,2632,8154,400,779003462742794240,https://twitter.com/elonmusk/status/779003462742794240,44196397,2016-09-22 17:04:33+00:00,Thu Sep 22 17:04:33 +0000 2016,,,,
+6992,elonmusk,ccyuan2013,"yes. Also, only worked if you logged on to a malicious hotspot & used browser. No customers were hacked.",22,181,9,778995199506653184,https://twitter.com/elonmusk/status/778995199506653184,44196397,2016-09-22 16:31:43+00:00,Thu Sep 22 16:31:43 +0000 2016,,,,
+6993,elonmusk,tylerthecreator,thanks for ordering a car!,476,1846,23,778868961861656577,https://twitter.com/elonmusk/status/778868961861656577,44196397,2016-09-22 08:10:05+00:00,Thu Sep 22 08:10:05 +0000 2016,,,,
+6994,elonmusk,Forbes,"Tesla is sometimes criticized for government support, but all US car companies (plus some non) got loans and only Tesla has paid its back",5644,14062,326,778775104884879360,https://twitter.com/elonmusk/status/778775104884879360,44196397,2016-09-22 01:57:08+00:00,Thu Sep 22 01:57:08 +0000 2016,,,,https://twitter.com/forbes/status/778711909541392384
+6995,elonmusk,thefrownyface,I read a story about a father whose son died incredibly quickly. Can be as little as half an hour in hot sun.,57,325,22,778627254028951553,https://twitter.com/elonmusk/status/778627254028951553,44196397,2016-09-21 16:09:38+00:00,Wed Sep 21 16:09:38 +0000 2016,,,,
+6996,elonmusk,RoyArne83,currently stops at 20% state of charge. This number will be configurable.,6,158,9,778624834603323392,https://twitter.com/elonmusk/status/778624834603323392,44196397,2016-09-21 16:00:01+00:00,Wed Sep 21 16:00:01 +0000 2016,,,,
+6997,elonmusk,ninjas,"""smart"" preconditioning should be less dumb in 8.0",11,175,7,778624588989071360,https://twitter.com/elonmusk/status/778624588989071360,44196397,2016-09-21 15:59:02+00:00,Wed Sep 21 15:59:02 +0000 2016,,,,
+6998,elonmusk,notch,"also, the Tesla is poison free!",61,686,18,778624407610589184,https://twitter.com/elonmusk/status/778624407610589184,44196397,2016-09-21 15:58:19+00:00,Wed Sep 21 15:58:19 +0000 2016,,,,
+6999,elonmusk,JamesCookeVlogs,all cars,4,109,4,778623674442129408,https://twitter.com/elonmusk/status/778623674442129408,44196397,2016-09-21 15:55:24+00:00,Wed Sep 21 15:55:24 +0000 2016,,,,
+7000,elonmusk,Scott_Helme,can't always detect babies and pets,8,153,16,778604423153016832,https://twitter.com/elonmusk/status/778604423153016832,44196397,2016-09-21 14:38:54+00:00,Wed Sep 21 14:38:54 +0000 2016,,,,
+7001,elonmusk,elonmusk,Can be turned on or off. V8.1 will allow always-on min and max temps to be set.,289,1947,105,778603745915527173,https://twitter.com/elonmusk/status/778603745915527173,44196397,2016-09-21 14:36:13+00:00,Wed Sep 21 14:36:13 +0000 2016,,,,
+7002,elonmusk,elonmusk,Tesla keeps temp below 40C/105F by automatically venting cabin & turning on AC when needed. Can do this for up to a year on a full charge.,1269,4689,182,778602694399320065,https://twitter.com/elonmusk/status/778602694399320065,44196397,2016-09-21 14:32:02+00:00,Wed Sep 21 14:32:02 +0000 2016,,,,
+7003,elonmusk,,My favorite new feature is the always-on max temp control for keeping kids and pets safe from overheating.,1859,7356,229,778602042759585793,https://twitter.com/elonmusk/status/778602042759585793,44196397,2016-09-21 14:29:27+00:00,Wed Sep 21 14:29:27 +0000 2016,,,,
+7004,elonmusk,elonmusk,This is a major overhaul on almost every level compared to V7.,186,1488,60,778600126063390720,https://twitter.com/elonmusk/status/778600126063390720,44196397,2016-09-21 14:21:50+00:00,Wed Sep 21 14:21:50 +0000 2016,,,,
+7005,elonmusk,,"V8.0 starts downloading tonight. Release will be gradual to make sure there aren't small regressions. Many car configs, many environments.",772,3801,129,778599820227252225,https://twitter.com/elonmusk/status/778599820227252225,44196397,2016-09-21 14:20:37+00:00,Wed Sep 21 14:20:37 +0000 2016,,,,
+7006,elonmusk,PassionPlanet1,"Yeah, definitely one of my favorite names",14,158,29,777985245731696640,https://twitter.com/elonmusk/status/777985245731696640,44196397,2016-09-19 21:38:31+00:00,Mon Sep 19 21:38:31 +0000 2016,,,,
+7007,elonmusk,SidewalkSciGuy,its it is,50,346,36,777330011703566336,https://twitter.com/elonmusk/status/777330011703566336,44196397,2016-09-18 02:14:51+00:00,Sun Sep 18 02:14:51 +0000 2016,,,,
+7008,elonmusk,,Preview of the @SpaceX interplanetary transport system at @IAC2016,1582,5228,247,777325549442232320,https://twitter.com/elonmusk/status/777325549442232320,44196397,2016-09-18 01:57:07+00:00,Sun Sep 18 01:57:07 +0000 2016,,@SpaceX @IAC2016,,https://m.youtube.com/watch?v=7TYJyCCO8Dc
+7009,elonmusk,JonasPolsky,that's a great one,12,166,19,777027622924681216,https://twitter.com/elonmusk/status/777027622924681216,44196397,2016-09-17 06:13:16+00:00,Sat Sep 17 06:13:16 +0000 2016,,,,
+7010,elonmusk,andyzalk,sounds like the right name for the rocket booster,23,314,24,776971939277438976,https://twitter.com/elonmusk/status/776971939277438976,44196397,2016-09-17 02:32:00+00:00,Sat Sep 17 02:32:00 +0000 2016,,,,
+7011,elonmusk,LarryMasters778,That is my favorite fictional spaceship. Powered by improbability!,41,488,33,776960194852958208,https://twitter.com/elonmusk/status/776960194852958208,44196397,2016-09-17 01:45:20+00:00,Sat Sep 17 01:45:20 +0000 2016,,,,
+7012,elonmusk,TheMikeBartley,yeah!,6,133,4,776959933120000000,https://twitter.com/elonmusk/status/776959933120000000,44196397,2016-09-17 01:44:17+00:00,Sat Sep 17 01:44:17 +0000 2016,,,,
+7013,elonmusk,,"Maybe Ultimate Spaceship, Version 2? Mostly because it is not the ultimate and there isn't a version 1.",481,3362,564,776959734104469504,https://twitter.com/elonmusk/status/776959734104469504,44196397,2016-09-17 01:43:30+00:00,Sat Sep 17 01:43:30 +0000 2016,,,,
+7014,elonmusk,elonmusk,I love the suggestions!,140,1368,458,776957948928991232,https://twitter.com/elonmusk/status/776957948928991232,44196397,2016-09-17 01:36:24+00:00,Sat Sep 17 01:36:24 +0000 2016,,,,
+7015,elonmusk,kzmakino,sounds about right,12,147,8,776956202936782850,https://twitter.com/elonmusk/status/776956202936782850,44196397,2016-09-17 01:29:28+00:00,Sat Sep 17 01:29:28 +0000 2016,,,,
+7016,elonmusk,,"Turns out MCT can go well beyond Mars, so will need a new name…",1600,5756,1563,776939304140414976,https://twitter.com/elonmusk/status/776939304140414976,44196397,2016-09-17 00:22:19+00:00,Sat Sep 17 00:22:19 +0000 2016,,,,
+7017,elonmusk,asunshinegreene,yes,6,98,3,776896014905061376,https://twitter.com/elonmusk/status/776896014905061376,44196397,2016-09-16 21:30:18+00:00,Fri Sep 16 21:30:18 +0000 2016,,,,
+7018,elonmusk,danielringdahl,won't affect performance,3,104,6,776827475925934081,https://twitter.com/elonmusk/status/776827475925934081,44196397,2016-09-16 16:57:57+00:00,Fri Sep 16 16:57:57 +0000 2016,,,,
+7019,elonmusk,vicentes,Hoping to start WW rollout of 8.0 on Wednesday if no last minute issues discovered.,69,299,27,776681138085437440,https://twitter.com/elonmusk/status/776681138085437440,44196397,2016-09-16 07:16:28+00:00,Fri Sep 16 07:16:28 +0000 2016,,,,
+7020,elonmusk,,Tesla P100D put to the test by Drag Times,886,2954,101,776678423909380096,https://twitter.com/elonmusk/status/776678423909380096,44196397,2016-09-16 07:05:40+00:00,Fri Sep 16 07:05:40 +0000 2016,,,,http://bgr.com/2016/09/15/tesla-model-s-p100d-speed-review/
+7021,elonmusk,danielringdahl,Glad you like it! I think we will probably stop at 100 kWh on battery size.,35,199,39,776677760039133185,https://twitter.com/elonmusk/status/776677760039133185,44196397,2016-09-16 07:03:02+00:00,Fri Sep 16 07:03:02 +0000 2016,,,,
+7022,elonmusk,,Turns out ExxonMobil not 100% forthcoming about climate change http://bloom.bg/2cFtsLJ via @BW,1104,2246,140,776622000504569856,https://twitter.com/elonmusk/status/776622000504569856,44196397,2016-09-16 03:21:28+00:00,Fri Sep 16 03:21:28 +0000 2016,,@BW,,http://bloom.bg/2cFtsLJ
+7023,elonmusk,elonmusk,"Tesla Model S loses 28% after 50k miles, a Mercedes S-Class will lose 38%, a BMW 7-series will lose 40%, and an Audi A8 will lose 41%.",1148,3630,198,775820980480380928,https://twitter.com/elonmusk/status/775820980480380928,44196397,2016-09-13 22:18:30+00:00,Tue Sep 13 22:18:30 +0000 2016,,,,
+7024,elonmusk,,Comprehensive study by Autolist shows that a Tesla retains its value far better than gasoline sedans,1315,4389,113,775819887348363268,https://twitter.com/elonmusk/status/775819887348363268,44196397,2016-09-13 22:14:09+00:00,Tue Sep 13 22:14:09 +0000 2016,,,,https://electrek.co/2016/09/13/tesla-model-s-value-retention-leading-segment-losing-only-28-after-50k-miles/
+7025,elonmusk,,Scientists: Earth Endangered by New Strain of Fact-Resistant Humans http://www.newyorker.com/humor/borowitz-report/scientists-earth-endangered-by-new-strain-of-fact-resistant-humans via @BorowitzReport,7449,10840,288,775732400491868161,https://twitter.com/elonmusk/status/775732400491868161,44196397,2016-09-13 16:26:31+00:00,Tue Sep 13 16:26:31 +0000 2016,,@BorowitzReport,,http://www.newyorker.com/humor/borowitz-report/scientists-earth-endangered-by-new-strain-of-fact-resistant-humans
+7026,elonmusk,,Climate change explained in comic book form by xkcd,4802,7169,205,775632728548970500,https://twitter.com/elonmusk/status/775632728548970500,44196397,2016-09-13 09:50:27+00:00,Tue Sep 13 09:50:27 +0000 2016,,,,http://xkcd.com/1732
+7027,elonmusk,,Will do some press Q&A on Autopilot post at 11am PDT tmrw and then publish at noon. Sorry about delay. Unusually difficult couple of weeks.,896,5645,338,774664927835553792,https://twitter.com/elonmusk/status/774664927835553792,44196397,2016-09-10 17:44:46+00:00,Sat Sep 10 17:44:46 +0000 2016,,,,
+7028,elonmusk,,Thoughtful Op-ed in Space News much appreciated,1466,3890,152,774337231708299264,https://twitter.com/elonmusk/status/774337231708299264,44196397,2016-09-09 20:02:37+00:00,Fri Sep 09 20:02:37 +0000 2016,,,,http://spacenews.com/op-ed-despite-spacex-setback-future-of-private-space-exploration-is-bright/
+7029,elonmusk,,"@abadcliche Most likely true, but we can't yet find it on any vehicle sensors",23,204,32,774257337221517312,https://twitter.com/elonmusk/status/774257337221517312,44196397,2016-09-09 14:45:08+00:00,Fri Sep 09 14:45:08 +0000 2016,,@abadcliche,,
+7030,elonmusk,,Will get back to Autopilot update blog tomorrow.,265,2209,131,774155658476212224,https://twitter.com/elonmusk/status/774155658476212224,44196397,2016-09-09 08:01:06+00:00,Fri Sep 09 08:01:06 +0000 2016,,,,
+7031,elonmusk,,We have not ruled that out.,104,461,59,774155416976580608,https://twitter.com/elonmusk/status/774155416976580608,44196397,2016-09-09 08:00:09+00:00,Fri Sep 09 08:00:09 +0000 2016,,,,
+7032,elonmusk,,"nope, it wasn't me",97,924,19,774154956739743750,https://twitter.com/elonmusk/status/774154956739743750,44196397,2016-09-09 07:58:19+00:00,Fri Sep 09 07:58:19 +0000 2016,,,,
+7033,elonmusk,elonmusk,Particularly trying to understand the quieter bang sound a few seconds before the fireball goes off. May come from rocket or something else.,725,2303,439,774153847371501569,https://twitter.com/elonmusk/status/774153847371501569,44196397,2016-09-09 07:53:54+00:00,Fri Sep 09 07:53:54 +0000 2016,,,,
+7034,elonmusk,,"Support & advice from @NASA, @FAA, @AFPAA &amp; others much appreciated. Please email any recordings of the event to report@spacex.com.",892,3177,179,774152037927792640,https://twitter.com/elonmusk/status/774152037927792640,44196397,2016-09-09 07:46:43+00:00,Fri Sep 09 07:46:43 +0000 2016,,@NASA @faa @AFPAA,,
+7035,elonmusk,,Important to note that this happened during a routine filling operation. Engines were not on and there was no apparent heat source.,1290,4245,452,774150289314029568,https://twitter.com/elonmusk/status/774150289314029568,44196397,2016-09-09 07:39:46+00:00,Fri Sep 09 07:39:46 +0000 2016,,,,
+7036,elonmusk,,Still working on the Falcon fireball investigation. Turning out to be the most difficult and complex failure we have ever had in 14 years.,2728,7651,546,774150065166229504,https://twitter.com/elonmusk/status/774150065166229504,44196397,2016-09-09 07:38:53+00:00,Fri Sep 09 07:38:53 +0000 2016,,,,
+7037,elonmusk,waitbutwhy,It's been a little crazy lately,58,658,39,774101759023128576,https://twitter.com/elonmusk/status/774101759023128576,44196397,2016-09-09 04:26:56+00:00,Fri Sep 09 04:26:56 +0000 2016,,,,
+7038,elonmusk,scrappydog,"yes. This seems instant from a human perspective, but it really a fast fire, not an explosion. Dragon would have been fine.",237,940,126,771479910778966016,https://twitter.com/elonmusk/status/771479910778966016,44196397,2016-09-01 22:48:38+00:00,Thu Sep 01 22:48:38 +0000 2016,,,,
+7039,elonmusk,,Finishing Autopilot blog postponed to end of weekend,385,2975,311,771446048262946816,https://twitter.com/elonmusk/status/771446048262946816,44196397,2016-09-01 20:34:05+00:00,Thu Sep 01 20:34:05 +0000 2016,,,,
+7040,elonmusk,,Loss of Falcon vehicle today during propellant fill operation. Originated around upper stage oxygen tank. Cause still unknown. More soon.,5114,11320,1223,771394161756942336,https://twitter.com/elonmusk/status/771394161756942336,44196397,2016-09-01 17:07:54+00:00,Thu Sep 01 17:07:54 +0000 2016,,,,
+7041,elonmusk,Lockyep,"Not allowed, according to HK regulations. Happy to do it if regs change.",17,201,13,771010406894620672,https://twitter.com/elonmusk/status/771010406894620672,44196397,2016-08-31 15:43:00+00:00,Wed Aug 31 15:43:00 +0000 2016,,,,
+7042,elonmusk,elonmusk,We need to do one more minor rev on 8.0 and then will go to wide release in a few weeks,267,1689,75,771006527498969088,https://twitter.com/elonmusk/status/771006527498969088,44196397,2016-08-31 15:27:35+00:00,Wed Aug 31 15:27:35 +0000 2016,,,,
+7043,elonmusk,elonmusk,Writing post now with details. Will publish on Tesla website later today.,275,1852,106,771005927302373376,https://twitter.com/elonmusk/status/771005927302373376,44196397,2016-08-31 15:25:12+00:00,Wed Aug 31 15:25:12 +0000 2016,,,,
+7044,elonmusk,,Major improvements to Autopilot coming with V8.0 and 8.1 software (std OTA update) primarily through advanced processing of radar signals,1503,6473,193,771005524322033665,https://twitter.com/elonmusk/status/771005524322033665,44196397,2016-08-31 15:23:36+00:00,Wed Aug 31 15:23:36 +0000 2016,,,,
+7045,elonmusk,newscientist,uh oh,84,459,22,771004732210982913,https://twitter.com/elonmusk/status/771004732210982913,44196397,2016-08-31 15:20:27+00:00,Wed Aug 31 15:20:27 +0000 2016,,,,
+7046,elonmusk,SES_Satellites,Thanks for the longstanding faith in SpaceX. We very much look forward to doing this milestone flight with you.,1949,7706,147,770629571972435969,https://twitter.com/elonmusk/status/770629571972435969,44196397,2016-08-30 14:29:42+00:00,Tue Aug 30 14:29:42 +0000 2016,,,,https://twitter.com/ses_satellites/status/770602110996082688
+7047,elonmusk,Kotaku,one of my favorite games as a kid,36,341,26,769707291671003136,https://twitter.com/elonmusk/status/769707291671003136,44196397,2016-08-28 01:24:53+00:00,Sun Aug 28 01:24:53 +0000 2016,,,,
+7048,elonmusk,BelovedRevol,Making progress. Maybe something to announce in a few months. Have played all prior Deus Ex. Not this one yet.,111,495,38,769697521706860545,https://twitter.com/elonmusk/status/769697521706860545,44196397,2016-08-28 00:46:04+00:00,Sun Aug 28 00:46:04 +0000 2016,,,,
+7049,elonmusk,,Journalist Q&A for 30 mins and embargo ends at 12:30,346,1887,259,768161427328634881,https://twitter.com/elonmusk/status/768161427328634881,44196397,2016-08-23 19:02:10+00:00,Tue Aug 23 19:02:10 +0000 2016,,,,
+7050,elonmusk,,Tesla product announcement at noon California time today,4572,12808,660,768106282251198464,https://twitter.com/elonmusk/status/768106282251198464,44196397,2016-08-23 15:23:03+00:00,Tue Aug 23 15:23:03 +0000 2016,,,,
+7051,elonmusk,,Owner account of a Model X severely impacted by a Yukon,2159,6221,144,767708338847031296,https://twitter.com/elonmusk/status/767708338847031296,44196397,2016-08-22 13:01:45+00:00,Mon Aug 22 13:01:45 +0000 2016,,,,https://electrek.co/2016/08/22/tesla-model-x-crash-accident-bloomington-minnesota/
+7052,elonmusk,,Correlation is not causality or ... is it? http://www.tylervigen.com/spurious-correlations,1229,3102,227,765111090430607360,https://twitter.com/elonmusk/status/765111090430607360,44196397,2016-08-15 09:01:13+00:00,Mon Aug 15 09:01:13 +0000 2016,,,,http://www.tylervigen.com/spurious-correlations
+7053,elonmusk,,Sunday morning: to bake or not to bake cookies -- that is not even a question. Definitely bake.,1894,10605,548,764882657729581056,https://twitter.com/elonmusk/status/764882657729581056,44196397,2016-08-14 17:53:31+00:00,Sun Aug 14 17:53:31 +0000 2016,,,,
+7054,elonmusk,,"Congrats to @TalulahRiley on her novel, ""Acts of Love""! All characters – even those based on real people – are entirely fictional …",291,2244,107,763699736733810688,https://twitter.com/elonmusk/status/763699736733810688,44196397,2016-08-11 11:33:00+00:00,Thu Aug 11 11:33:00 +0000 2016,,@TalulahRiley,,
+7055,elonmusk,,Over the entrance of @OpenAI,2597,6407,163,763283865238577153,https://twitter.com/elonmusk/status/763283865238577153,44196397,2016-08-10 08:00:29+00:00,Wed Aug 10 08:00:29 +0000 2016,,@OpenAI,,
+7056,elonmusk,StarkickMG,true,11,176,26,763121793271947265,https://twitter.com/elonmusk/status/763121793271947265,44196397,2016-08-09 21:16:28+00:00,Tue Aug 09 21:16:28 +0000 2016,,,,
+7057,elonmusk,,Will try out @NoMansSky this weekend. Maybe reality is just a series of nested simulations all the way down ... https://en.m.wikipedia.org/wiki/Turtles_all_the_way_down,2132,8172,322,763108676039090177,https://twitter.com/elonmusk/status/763108676039090177,44196397,2016-08-09 20:24:20+00:00,Tue Aug 09 20:24:20 +0000 2016,,@NoMansSky,,https://en.m.wikipedia.org/wiki/Turtles_all_the_way_down
+7058,elonmusk,,Would like to thank @nvidia and Jensen for donating the first DGX-1 AI supercomputer to @OpenAI in support of democratizing AI technology,1127,5236,89,763096729134575617,https://twitter.com/elonmusk/status/763096729134575617,44196397,2016-08-09 19:36:52+00:00,Tue Aug 09 19:36:52 +0000 2016,,@nvidia @OpenAI,,
+7059,elonmusk,verge,"Yeah. Movie still enjoyable due to some great characters, but plot & editing could've been better. Really needed more Joker+Harley.",184,968,42,763043936889769984,https://twitter.com/elonmusk/status/763043936889769984,44196397,2016-08-09 16:07:05+00:00,Tue Aug 09 16:07:05 +0000 2016,,,,
+7060,elonmusk,,Sure feels weird to find myself defending the robots,2156,9474,472,762097903452102657,https://twitter.com/elonmusk/status/762097903452102657,44196397,2016-08-07 01:27:53+00:00,Sun Aug 07 01:27:53 +0000 2016,,,,
+7061,elonmusk,ChristopherMori,Never. There is no product rationale for doing so.,27,392,96,760143143949987840,https://twitter.com/elonmusk/status/760143143949987840,44196397,2016-08-01 16:00:22+00:00,Mon Aug 01 16:00:22 +0000 2016,,,,
+7062,elonmusk,Rossangethe3rd,probably makes sense to build off the pickup truck chassis,25,272,30,759798110470205440,https://twitter.com/elonmusk/status/759798110470205440,44196397,2016-07-31 17:09:20+00:00,Sun Jul 31 17:09:20 +0000 2016,,,,
+7063,elonmusk,RoadandTrack,Model Y (compact SUV) off Model 3 chassis. Tesla Bus/Minibus/Spacebus off Model X.,109,469,40,759797091375906817,https://twitter.com/elonmusk/status/759797091375906817,44196397,2016-07-31 17:05:17+00:00,Sun Jul 31 17:05:17 +0000 2016,,,,
+7064,elonmusk,tomschouteden,good point,10,312,32,759433196471656448,https://twitter.com/elonmusk/status/759433196471656448,44196397,2016-07-30 16:59:18+00:00,Sat Jul 30 16:59:18 +0000 2016,,,,
+7065,elonmusk,DMC_Ryan,I think we should be inconsistent in our naming conventions after Model Y,29,339,58,759425342792605696,https://twitter.com/elonmusk/status/759425342792605696,44196397,2016-07-30 16:28:05+00:00,Sat Jul 30 16:28:05 +0000 2016,,,,
+7066,elonmusk,,View of Dragon from @Space_Station cupola,1660,6275,125,759424274687889408,https://twitter.com/elonmusk/status/759424274687889408,44196397,2016-07-30 16:23:51+00:00,Sat Jul 30 16:23:51 +0000 2016,,@Space_Station,,
+7067,elonmusk,,We are definitely patenting this idea,3680,14627,362,759416283314003968,https://twitter.com/elonmusk/status/759416283314003968,44196397,2016-07-30 15:52:05+00:00,Sat Jul 30 15:52:05 +0000 2016,,,,
+7068,elonmusk,sethpascale,glad people had a great time!,4,168,4,759413262899290114,https://twitter.com/elonmusk/status/759413262899290114,44196397,2016-07-30 15:40:05+00:00,Sat Jul 30 15:40:05 +0000 2016,,,,
+7069,elonmusk,voguemaster,"not bad, I like those suggestions",8,211,15,759413050961121280,https://twitter.com/elonmusk/status/759413050961121280,44196397,2016-07-30 15:39:15+00:00,Sat Jul 30 15:39:15 +0000 2016,,,,
+7070,elonmusk,,Gigafactory in units of hamster,3609,11045,430,759247416495316993,https://twitter.com/elonmusk/status/759247416495316993,44196397,2016-07-30 04:41:04+00:00,Sat Jul 30 04:41:04 +0000 2016,,,,
+7071,elonmusk,,Some good guessing by @Jalopnik. The Tesla Minibus will be built on a Model X chassis. People density potential is surprisingly high.,1106,4578,196,759153112993017856,https://twitter.com/elonmusk/status/759153112993017856,44196397,2016-07-29 22:26:21+00:00,Fri Jul 29 22:26:21 +0000 2016,,@Jalopnik,,
+7072,elonmusk,,Will be live streaming the Gigafactory launch party tonight. Check http://tesla.com this eve.,1472,4321,230,759100981841756160,https://twitter.com/elonmusk/status/759100981841756160,44196397,2016-07-29 18:59:12+00:00,Fri Jul 29 18:59:12 +0000 2016,,,,http://tesla.com
+7073,elonmusk,,The libertarian argument for a carbon tax,1396,3618,226,758851109817421825,https://twitter.com/elonmusk/status/758851109817421825,44196397,2016-07-29 02:26:18+00:00,Fri Jul 29 02:26:18 +0000 2016,,,,http://www.rgj.com/story/money/business/2016/07/28/elon-musk-makes-libertarian-argument-carbon-tax/87638264/
+7074,elonmusk,cleantechnica,"Good summary of yesterday's Gigafactory Q&A with JB, Yamada-San and me",568,1973,86,758562622312554496,https://twitter.com/elonmusk/status/758562622312554496,44196397,2016-07-28 07:19:57+00:00,Thu Jul 28 07:19:57 +0000 2016,,,,https://twitter.com/cleantechnica/status/758402474260606976
+7075,elonmusk,,Should mention that Gigafactory will be fully powered by clean energy when complete & include battery recycling,2607,10834,349,758351232356397056,https://twitter.com/elonmusk/status/758351232356397056,44196397,2016-07-27 17:19:57+00:00,Wed Jul 27 17:19:57 +0000 2016,,,,
+7076,elonmusk,westcoastbill,happy birthday!,4,126,4,758344372681183232,https://twitter.com/elonmusk/status/758344372681183232,44196397,2016-07-27 16:52:42+00:00,Wed Jul 27 16:52:42 +0000 2016,,,,
+7077,elonmusk,,Insurance premiums expected to decline by 80% due to driverless cars,2399,5145,315,758063362802528256,https://twitter.com/elonmusk/status/758063362802528256,44196397,2016-07-26 22:16:04+00:00,Tue Jul 26 22:16:04 +0000 2016,,,,http://www.wsj.com/articles/driverless-cars-threaten-to-crash-insurers-earnings-1469542958
+7078,elonmusk,,Letter from basically every scientific org in the United States to Congress about climate change,3710,6256,201,758004517887696896,https://twitter.com/elonmusk/status/758004517887696896,44196397,2016-07-26 18:22:14+00:00,Tue Jul 26 18:22:14 +0000 2016,,,,http://n.pr/2a1FaK3
+7079,elonmusk,,Via @NPR: Sun-Powered Airplane Completes Historic Trip Around The World http://n.pr/2ae2mrI,1402,3876,89,758003098816286720,https://twitter.com/elonmusk/status/758003098816286720,44196397,2016-07-26 18:16:36+00:00,Tue Jul 26 18:16:36 +0000 2016,,@NPR,,http://n.pr/2ae2mrI
+7080,elonmusk,ID_AA_Carmack,Maybe as a future optimization. Would only matter if it was extremely big.,19,269,20,757600711714701312,https://twitter.com/elonmusk/status/757600711714701312,44196397,2016-07-25 15:37:39+00:00,Mon Jul 25 15:37:39 +0000 2016,,,,
+7081,elonmusk,vicentes,as long as I'm alive,109,1109,69,756664069646487554,https://twitter.com/elonmusk/status/756664069646487554,44196397,2016-07-23 01:35:46+00:00,Sat Jul 23 01:35:46 +0000 2016,,,,
+7082,elonmusk,,,709,2694,135,756663746764742656,https://twitter.com/elonmusk/status/756663746764742656,44196397,2016-07-23 01:34:30+00:00,Sat Jul 23 01:34:30 +0000 2016,,,,http://www.wsj.com/articles/tesla-autopilot-crash-shouldnt-slow-self-driving-development-regulator-says-1469200956?ru=yahoo?mod=yahoo_itp
+7083,elonmusk,,Looking forward to the Gigafactory opening party on Friday next week. The scale blows me away every time I see it.,1739,9392,553,756365671571726336,https://twitter.com/elonmusk/status/756365671571726336,44196397,2016-07-22 05:50:03+00:00,Fri Jul 22 05:50:03 +0000 2016,,,,
+7084,elonmusk,,Autopilot prevents serious injury or death of a pedestrian in NY (owner anecdote confirmed by vehicle logs),8444,21096,374,756004029239472132,https://twitter.com/elonmusk/status/756004029239472132,44196397,2016-07-21 05:53:01+00:00,Thu Jul 21 05:53:01 +0000 2016,,,,
+7085,elonmusk,danahull,"Jerome is driving Tesla Semi & doing a great job with his team. At Daimler, he led their most successful semi truck program ever.",53,436,26,755990352511705088,https://twitter.com/elonmusk/status/755990352511705088,44196397,2016-07-21 04:58:40+00:00,Thu Jul 21 04:58:40 +0000 2016,,,,
+7086,elonmusk,danahull,It's inspired by some of the California Custom VW combi design art,27,317,18,755989215976882176,https://twitter.com/elonmusk/status/755989215976882176,44196397,2016-07-21 04:54:09+00:00,Thu Jul 21 04:54:09 +0000 2016,,,,
+7087,elonmusk,MRamsey92,Great game. Whole Fallout series is amazing.,57,430,22,755940191571808257,https://twitter.com/elonmusk/status/755940191571808257,44196397,2016-07-21 01:39:21+00:00,Thu Jul 21 01:39:21 +0000 2016,,,,
+7088,elonmusk,katiefehren,Both should have been done under the same corporate umbrella from the beginning,30,348,28,755931999487991810,https://twitter.com/elonmusk/status/755931999487991810,44196397,2016-07-21 01:06:47+00:00,Thu Jul 21 01:06:47 +0000 2016,,,,
+7089,elonmusk,,"Tesla Master Plan, Part Deux",11723,21080,1210,755929747763245061,https://twitter.com/elonmusk/status/755929747763245061,44196397,2016-07-21 00:57:51+00:00,Thu Jul 21 00:57:51 +0000 2016,,,,http://tesla.com/blog/master-plan-part-deux
+7090,elonmusk,elonmusk,now 2Pac,738,3535,315,755859976816427010,https://twitter.com/elonmusk/status/755859976816427010,44196397,2016-07-20 20:20:36+00:00,Wed Jul 20 20:20:36 +0000 2016,,,,
+7091,elonmusk,elonmusk,California time,212,1435,194,755841679454720000,https://twitter.com/elonmusk/status/755841679454720000,44196397,2016-07-20 19:07:53+00:00,Wed Jul 20 19:07:53 +0000 2016,,,,
+7092,elonmusk,,Post should go live on Tesla website around 5pm,665,3061,306,755841606960373760,https://twitter.com/elonmusk/status/755841606960373760,44196397,2016-07-20 19:07:36+00:00,Wed Jul 20 19:07:36 +0000 2016,,,,
+7093,elonmusk,vitiral,yup,7,155,14,755830992812711937,https://twitter.com/elonmusk/status/755830992812711937,44196397,2016-07-20 18:25:26+00:00,Wed Jul 20 18:25:26 +0000 2016,,,,
+7094,elonmusk,,busted,11,238,9,755825075245297664,https://twitter.com/elonmusk/status/755825075245297664,44196397,2016-07-20 18:01:55+00:00,Wed Jul 20 18:01:55 +0000 2016,,,,
+7095,elonmusk,elonmusk,Except for the tweet about large amounts of crack (actually just small amounts),385,2354,196,755808603706011648,https://twitter.com/elonmusk/status/755808603706011648,44196397,2016-07-20 16:56:28+00:00,Wed Jul 20 16:56:28 +0000 2016,,,,
+7096,elonmusk,elonmusk,Not easy to convey irony in a tweet,638,3475,240,755784816847495168,https://twitter.com/elonmusk/status/755784816847495168,44196397,2016-07-20 15:21:56+00:00,Wed Jul 20 15:21:56 +0000 2016,,,,
+7097,elonmusk,princeghosh97,Lana,112,535,20,755778920989896704,https://twitter.com/elonmusk/status/755778920989896704,44196397,2016-07-20 14:58:31+00:00,Wed Jul 20 14:58:31 +0000 2016,,,,
+7098,elonmusk,,Finishing off the plan while listening to the soundtrack from Gatsby. Seems appropriate...,1286,7800,439,755773618538242048,https://twitter.com/elonmusk/status/755773618538242048,44196397,2016-07-20 14:37:26+00:00,Wed Jul 20 14:37:26 +0000 2016,,,,
+7099,elonmusk,,"Will be working at Tesla on Autopilot & Model 3 today, then aiming to pull an all-nighter and complete the master product plan",2200,11647,818,755439077235814400,https://twitter.com/elonmusk/status/755439077235814400,44196397,2016-07-19 16:28:06+00:00,Tue Jul 19 16:28:06 +0000 2016,,,,
+7100,elonmusk,drehmer,I am!,9,253,17,755438366817153024,https://twitter.com/elonmusk/status/755438366817153024,44196397,2016-07-19 16:25:16+00:00,Tue Jul 19 16:25:16 +0000 2016,,,,
+7101,elonmusk,,Returning from Cape Canaveral to California...,141,2174,220,755420049536606208,https://twitter.com/elonmusk/status/755420049536606208,44196397,2016-07-19 15:12:29+00:00,Tue Jul 19 15:12:29 +0000 2016,,,,
+7102,elonmusk,elonmusk,"Really tempting to redesign upper stage for return too (Falcon Heavy has enough power), but prob best to stay focused on the Mars rocket",779,4007,423,755167487017291776,https://twitter.com/elonmusk/status/755167487017291776,44196397,2016-07-18 22:28:53+00:00,Mon Jul 18 22:28:53 +0000 2016,,,,
+7103,elonmusk,,Can't wait to see all three cores of Falcon Heavy come back for landings! First two will be almost simultaneous.,1117,3849,177,755166100967550979,https://twitter.com/elonmusk/status/755166100967550979,44196397,2016-07-18 22:23:23+00:00,Mon Jul 18 22:23:23 +0000 2016,,,,http://www.orlandosentinel.com/news/space/go-for-launch/os-spacex-landing-pads-space-coast-20160718-story.html
+7104,elonmusk,,Landing,3362,10358,262,755140683112017920,https://twitter.com/elonmusk/status/755140683112017920,44196397,2016-07-18 20:42:23+00:00,Mon Jul 18 20:42:23 +0000 2016,,,,
+7105,elonmusk,PaulPrijs,free Babel fish provided,17,244,16,755137454655541248,https://twitter.com/elonmusk/status/755137454655541248,44196397,2016-07-18 20:29:33+00:00,Mon Jul 18 20:29:33 +0000 2016,,,,
+7106,elonmusk,,Bit of a distraction yesterday. Working on plan today.,466,3439,315,754968472929574912,https://twitter.com/elonmusk/status/754968472929574912,44196397,2016-07-18 09:18:05+00:00,Mon Jul 18 09:18:05 +0000 2016,,,,
+7107,elonmusk,,Out on LZ-1. We just completed the post-landing inspection and all systems look good. Ready to fly again.,4090,14530,360,754931091891453952,https://twitter.com/elonmusk/status/754931091891453952,44196397,2016-07-18 06:49:32+00:00,Mon Jul 18 06:49:32 +0000 2016,,,,
+7108,elonmusk,,Falcon on LZ-1 at Cape Canaveral,1849,6948,254,754908615757234176,https://twitter.com/elonmusk/status/754908615757234176,44196397,2016-07-18 05:20:14+00:00,Mon Jul 18 05:20:14 +0000 2016,,,,
+7109,elonmusk,BilalNaseer,"Thanks. Exactly. Some in the press think they're so much smarter than Tesla owners that ""they know better"". Makes no sense.",51,436,30,754858623357095936,https://twitter.com/elonmusk/status/754858623357095936,44196397,2016-07-18 02:01:35+00:00,Mon Jul 18 02:01:35 +0000 2016,,,,
+7110,elonmusk,MacTechGenius,"V8 will be our biggest release since v1, so taking longer to refine. Awesome on every level. Meeting w design team every day.",72,477,29,754804233107562496,https://twitter.com/elonmusk/status/754804233107562496,44196397,2016-07-17 22:25:27+00:00,Sun Jul 17 22:25:27 +0000 2016,,,,
+7111,elonmusk,elonmusk,"Tesla customers are v smart & don't want media speaking on their behalf abt Autopilot. Recent poll: 0.0% want it disabled -- not 0.1%, 0.0%.",1866,5836,196,754801124755013633,https://twitter.com/elonmusk/status/754801124755013633,44196397,2016-07-17 22:13:06+00:00,Sun Jul 17 22:13:06 +0000 2016,,,,
+7112,elonmusk,heroineworshipe,"It can at moderate range, but our ultrasonics are very good at human (or anything >= water density) detection",25,197,10,754798592880156672,https://twitter.com/elonmusk/status/754798592880156672,44196397,2016-07-17 22:03:02+00:00,Sun Jul 17 22:03:02 +0000 2016,,,,
+7113,elonmusk,MacTechGenius,Improved fan speed algorithm coming soon. Doesn't need to be so loud.,28,279,7,754793746483572736,https://twitter.com/elonmusk/status/754793746483572736,44196397,2016-07-17 21:43:47+00:00,Sun Jul 17 21:43:47 +0000 2016,,,,
+7114,elonmusk,,Great rebuttal by a Tesla owner to those calling for Autopilot to be disabled. Was written with zero input from us.,1070,3554,140,754786895343779840,https://twitter.com/elonmusk/status/754786895343779840,44196397,2016-07-17 21:16:33+00:00,Sun Jul 17 21:16:33 +0000 2016,,,,https://teslamotorsclub.com/tmc/threads/autopilot-note-to-drivers-and-consumer-reports.73715/
+7115,elonmusk,Tyler_K_Berg,That is a very good point!,7,210,10,754776743156805632,https://twitter.com/elonmusk/status/754776743156805632,44196397,2016-07-17 20:36:13+00:00,Sun Jul 17 20:36:13 +0000 2016,,,,
+7116,elonmusk,elonmusk,Have to focus on tonight's @SpaceX launch. Will post Tesla (master) product plan afterwards.,909,4051,258,754772663365664768,https://twitter.com/elonmusk/status/754772663365664768,44196397,2016-07-17 20:20:00+00:00,Sun Jul 17 20:20:00 +0000 2016,,@SpaceX,,
+7117,elonmusk,elonmusk,"Btw, want to thank both Bosch and MobilEye for their help and support in making Autopilot better. Please direct all criticism at Tesla.",398,2608,87,754772024657113088,https://twitter.com/elonmusk/status/754772024657113088,44196397,2016-07-17 20:17:28+00:00,Sun Jul 17 20:17:28 +0000 2016,,,,
+7118,elonmusk,,"Promising call today with @BoschGlobal, maker of our radar sensor. Looks like significant improvements possible via OTA software update.",652,3454,120,754769913814941696,https://twitter.com/elonmusk/status/754769913814941696,44196397,2016-07-17 20:09:05+00:00,Sun Jul 17 20:09:05 +0000 2016,,@BoschGlobal,,
+7119,elonmusk,Mikey67Tang,much appreciated,8,159,7,754687525034270720,https://twitter.com/elonmusk/status/754687525034270720,44196397,2016-07-17 14:41:42+00:00,Sun Jul 17 14:41:42 +0000 2016,,,,
+7120,elonmusk,reddersla,Usually true. We need more sane and reasonable people making their voice heard.,33,229,12,754687383308730368,https://twitter.com/elonmusk/status/754687383308730368,44196397,2016-07-17 14:41:08+00:00,Sun Jul 17 14:41:08 +0000 2016,,,,
+7121,elonmusk,,Sensible article on Autopilot by @the guardian,1227,2911,153,754652713418428419,https://twitter.com/elonmusk/status/754652713418428419,44196397,2016-07-17 12:23:22+00:00,Sun Jul 17 12:23:22 +0000 2016,,@the,,https://www.theguardian.com/commentisfree/2016/jul/17/self-driving-car-crash-proves-nothing-tesla-autopilot
+7122,elonmusk,elonmusk,On the other hand I do answer a toy phone like it's real,62,512,26,754284893471780864,https://twitter.com/elonmusk/status/754284893471780864,44196397,2016-07-16 12:01:47+00:00,Sat Jul 16 12:01:47 +0000 2016,,,,
+7123,elonmusk,ForIn2020,large amounts of crack,856,2154,68,754277459009298432,https://twitter.com/elonmusk/status/754277459009298432,44196397,2016-07-16 11:32:14+00:00,Sat Jul 16 11:32:14 +0000 2016,,,,
+7124,elonmusk,KellyBlueJazz,"6 hours normally, but a lot less these days",33,332,27,754275814456201216,https://twitter.com/elonmusk/status/754275814456201216,44196397,2016-07-16 11:25:42+00:00,Sat Jul 16 11:25:42 +0000 2016,,,,
+7125,elonmusk,,Sunday is the end of the week :),836,4383,475,754272832440250368,https://twitter.com/elonmusk/status/754272832440250368,44196397,2016-07-16 11:13:51+00:00,Sat Jul 16 11:13:51 +0000 2016,,,,
+7126,elonmusk,Guid00,yes,3,98,1,754272460602617856,https://twitter.com/elonmusk/status/754272460602617856,44196397,2016-07-16 11:12:22+00:00,Sat Jul 16 11:12:22 +0000 2016,,,,
+7127,elonmusk,shortword,good up to ~160km/h,6,101,8,754272271372398592,https://twitter.com/elonmusk/status/754272271372398592,44196397,2016-07-16 11:11:37+00:00,Sat Jul 16 11:11:37 +0000 2016,,,,
+7128,elonmusk,elonmusk,Our radar is using a wavelength of 3.9mm. A good size for both decent resolution and rain penetration. Am hopeful...,331,2185,145,754263267199979520,https://twitter.com/elonmusk/status/754263267199979520,44196397,2016-07-16 10:35:51+00:00,Sat Jul 16 10:35:51 +0000 2016,,,,
+7129,elonmusk,RuthEdick,especially well,5,123,8,753845365846138880,https://twitter.com/elonmusk/status/753845365846138880,44196397,2016-07-15 06:55:15+00:00,Fri Jul 15 06:55:15 +0000 2016,,,,
+7130,elonmusk,pfierens,Logs were downloaded for NHTSA and NTSB. Identical copies to all.,10,131,3,753844173313183745,https://twitter.com/elonmusk/status/753844173313183745,44196397,2016-07-15 06:50:31+00:00,Fri Jul 15 06:50:31 +0000 2016,,,,
+7131,elonmusk,elonmusk,"Good thing about radar is that, unlike lidar (which is visible wavelength), it can see through rain, snow, fog and dust",669,3709,224,753843823546028040,https://twitter.com/elonmusk/status/753843823546028040,44196397,2016-07-15 06:49:07+00:00,Fri Jul 15 06:49:07 +0000 2016,,,,
+7132,elonmusk,kuberlog,yes,1,90,12,753795303170420736,https://twitter.com/elonmusk/status/753795303170420736,44196397,2016-07-15 03:36:19+00:00,Fri Jul 15 03:36:19 +0000 2016,,,,
+7133,elonmusk,erik_smith1,certainly moderate and maybe big advances w no incremental hardware,14,147,12,753791633204781058,https://twitter.com/elonmusk/status/753791633204781058,44196397,2016-07-15 03:21:44+00:00,Fri Jul 15 03:21:44 +0000 2016,,,,
+7134,elonmusk,ihavetweets,effective stereo by comparing data at various points in time while moving,13,137,13,753789713807355904,https://twitter.com/elonmusk/status/753789713807355904,44196397,2016-07-15 03:14:07+00:00,Fri Jul 15 03:14:07 +0000 2016,,,,
+7135,elonmusk,SimplyDonya,elevation too,3,96,1,753788944714649600,https://twitter.com/elonmusk/status/753788944714649600,44196397,2016-07-15 03:11:03+00:00,Fri Jul 15 03:11:03 +0000 2016,,,,
+7136,elonmusk,DanistopMe,only just gained access to physical vehicle,8,122,5,753786870379581442,https://twitter.com/elonmusk/status/753786870379581442,44196397,2016-07-15 03:02:49+00:00,Fri Jul 15 03:02:49 +0000 2016,,,,
+7137,elonmusk,,AP process crash would show up in logs,5,112,1,753786447904198657,https://twitter.com/elonmusk/status/753786447904198657,44196397,2016-07-15 03:01:08+00:00,Fri Jul 15 03:01:08 +0000 2016,,,,
+7138,elonmusk,,"Working on using existing Tesla radar by itself (decoupled from camera) w temporal smoothing to create a coarse point cloud, like lidar",2068,6461,380,753785936257835008,https://twitter.com/elonmusk/status/753785936257835008,44196397,2016-07-15 02:59:06+00:00,Fri Jul 15 02:59:06 +0000 2016,,,,
+7139,elonmusk,DMC_Ryan,"Maybe didn't realize he turned it off, but the car does issue a loud chime and a visual warning on the instrument cluster.",16,173,20,753781810518122497,https://twitter.com/elonmusk/status/753781810518122497,44196397,2016-07-15 02:42:42+00:00,Fri Jul 15 02:42:42 +0000 2016,,,,
+7140,elonmusk,scojjar,exactly,15,265,8,753710366006267904,https://twitter.com/elonmusk/status/753710366006267904,44196397,2016-07-14 21:58:49+00:00,Thu Jul 14 21:58:49 +0000 2016,,,,
+7141,elonmusk,,"Onboard vehicle logs show Autopilot was turned off in Pennsylvania crash. Moreover, crash would not have occurred if it was on.",5369,12928,406,753699861636128768,https://twitter.com/elonmusk/status/753699861636128768,44196397,2016-07-14 21:17:04+00:00,Thu Jul 14 21:17:04 +0000 2016,,,,
+7142,elonmusk,,EU regulators find no safety concerns with Autopilot,1069,3244,122,753681461576740864,https://twitter.com/elonmusk/status/753681461576740864,44196397,2016-07-14 20:03:57+00:00,Thu Jul 14 20:03:57 +0000 2016,,,,http://electrek.co/2016/07/14/european-authority-tesla-autopilot-after-beta-scare/
+7143,elonmusk,TheHackersNews,It's all fun & games until ... https://en.m.wikipedia.org/wiki/Skynet_(Terminator),174,463,35,753525069553381376,https://twitter.com/elonmusk/status/753525069553381376,44196397,2016-07-14 09:42:31+00:00,Thu Jul 14 09:42:31 +0000 2016,,,,https://en.m.wikipedia.org/wiki/Skynet_(Terminator)
+7144,elonmusk,,We don't mind taking the heat for customer safety. It is the right thing to do. From @RoadandTrack,1644,5111,235,753125662874042369,https://twitter.com/elonmusk/status/753125662874042369,44196397,2016-07-13 07:15:25+00:00,Wed Jul 13 07:15:25 +0000 2016,,@RoadandTrack,,http://www.roadandtrack.com/car-culture/news/a29944/leave-tesla-alone/
+7145,elonmusk,kumailn,can't wait to see the costume,36,327,14,752721031735812096,https://twitter.com/elonmusk/status/752721031735812096,44196397,2016-07-12 04:27:33+00:00,Tue Jul 12 04:27:33 +0000 2016,,,,
+7146,elonmusk,,@FredericLambert Only if I can play a monkey,44,327,13,752719954219192320,https://twitter.com/elonmusk/status/752719954219192320,44196397,2016-07-12 04:23:16+00:00,Tue Jul 12 04:23:16 +0000 2016,,@FredericLambert,,
+7147,elonmusk,,"Tesla finishes last in being salesy! Good. Also, I can't believe there is a real Pied Piper.",1488,5880,280,752680739213156353,https://twitter.com/elonmusk/status/752680739213156353,44196397,2016-07-12 01:47:27+00:00,Tue Jul 12 01:47:27 +0000 2016,,,,http://electrek.co/2016/07/11/tesla-finishes-last-mystery-shoppers-study-staff-like-museum-curators/
+7148,elonmusk,JigarShahDC,Something like that,220,991,80,752272158517112835,https://twitter.com/elonmusk/status/752272158517112835,44196397,2016-07-10 22:43:53+00:00,Sun Jul 10 22:43:53 +0000 2016,,,,https://twitter.com/jigarshahdc/status/752270566548205569
+7149,elonmusk,nickg_uk,already taken care of,30,332,26,752270839458869249,https://twitter.com/elonmusk/status/752270839458869249,44196397,2016-07-10 22:38:39+00:00,Sun Jul 10 22:38:39 +0000 2016,,,,
+7150,elonmusk,qz,Kinda. Creating a seamlessly integrated Tesla battery & solar power product that looks beautiful is the reason,1243,4416,198,752218264499949568,https://twitter.com/elonmusk/status/752218264499949568,44196397,2016-07-10 19:09:44+00:00,Sun Jul 10 19:09:44 +0000 2016,,,,https://twitter.com/qz/status/752105104921096192
+7151,elonmusk,SwiftOnSecurity,I like your tweets!,131,1057,22,752204733339701249,https://twitter.com/elonmusk/status/752204733339701249,44196397,2016-07-10 18:15:58+00:00,Sun Jul 10 18:15:58 +0000 2016,,,,
+7152,elonmusk,SwiftOnSecurity,"Tricky in 140 chars, but: 1B needed for min statistical sample size. More software mods and data may be needed beyond that.",26,211,8,752204607753842688,https://twitter.com/elonmusk/status/752204607753842688,44196397,2016-07-10 18:15:28+00:00,Sun Jul 10 18:15:28 +0000 2016,,,,
+7153,elonmusk,,Blog on Autopilot by @PeterDiamandis http://diamandis.com/tech-blog,437,1290,63,752203559043641344,https://twitter.com/elonmusk/status/752203559043641344,44196397,2016-07-10 18:11:18+00:00,Sun Jul 10 18:11:18 +0000 2016,,@PeterDiamandis,,http://diamandis.com/tech-blog
+7154,elonmusk,bolayer,US is ~11 deaths per billion miles. WW is 17 deaths per billion. Autopilot already much better than either so far.,57,281,21,752201456980078593,https://twitter.com/elonmusk/status/752201456980078593,44196397,2016-07-10 18:02:57+00:00,Sun Jul 10 18:02:57 +0000 2016,,,,
+7155,elonmusk,av_lockwood,Unless we get there and find it isn't enough. Just won't be before 1B.,3,91,3,752199681166315521,https://twitter.com/elonmusk/status/752199681166315521,44196397,2016-07-10 17:55:53+00:00,Sun Jul 10 17:55:53 +0000 2016,,,,
+7156,elonmusk,FantaAlexx,"It is extensively tested in the lab and in the Tesla test fleet. However, there is no substitute for real world experience.",15,166,11,752198648469917696,https://twitter.com/elonmusk/status/752198648469917696,44196397,2016-07-10 17:51:47+00:00,Sun Jul 10 17:51:47 +0000 2016,,,,
+7157,elonmusk,SwiftOnSecurity,"With less than 1B miles, there simply isn't enough data. 1B is a necessary but not necessarily sufficient condition.",24,208,9,752197971253485568,https://twitter.com/elonmusk/status/752197971253485568,44196397,2016-07-10 17:49:06+00:00,Sun Jul 10 17:49:06 +0000 2016,,,,
+7158,elonmusk,nicatronTg,"Thanks. Point of calling it ""beta"" was to emphasize to those who chose to use it that it wasn't perfect.",11,135,9,752196881871040512,https://twitter.com/elonmusk/status/752196881871040512,44196397,2016-07-10 17:44:46+00:00,Sun Jul 10 17:44:46 +0000 2016,,,,
+7159,elonmusk,_CraigR,exactly,0,78,0,752195886990569473,https://twitter.com/elonmusk/status/752195886990569473,44196397,2016-07-10 17:40:49+00:00,Sun Jul 10 17:40:49 +0000 2016,,,,
+7160,elonmusk,wfederman,"that wasn't criticism, just clarification",1,86,2,752195771093512192,https://twitter.com/elonmusk/status/752195771093512192,44196397,2016-07-10 17:40:21+00:00,Sun Jul 10 17:40:21 +0000 2016,,,,
+7161,elonmusk,SwiftOnSecurity,why?,6,142,9,752195495263514624,https://twitter.com/elonmusk/status/752195495263514624,44196397,2016-07-10 17:39:15+00:00,Sun Jul 10 17:39:15 +0000 2016,,,,
+7162,elonmusk,wfederman,thought I was posting Reuters. Copied the wrong link.,1,72,2,752195291093213185,https://twitter.com/elonmusk/status/752195291093213185,44196397,2016-07-10 17:38:27+00:00,Sun Jul 10 17:38:27 +0000 2016,,,,
+7163,elonmusk,vicentes,Probably six months. Will include hundreds of refinements to handle rare corner cases in Autopilot.,7,143,10,752193726462586881,https://twitter.com/elonmusk/status/752193726462586881,44196397,2016-07-10 17:32:14+00:00,Sun Jul 10 17:32:14 +0000 2016,,,,
+7164,elonmusk,stegen,"you're right, no point",1,93,3,752193163742228480,https://twitter.com/elonmusk/status/752193163742228480,44196397,2016-07-10 17:29:59+00:00,Sun Jul 10 17:29:59 +0000 2016,,,,
+7165,elonmusk,chirag,"Use of word ""beta"" is explicitly so that drivers don't get comfortable. It is not beta software in the standard sense.",18,181,12,752192639403896833,https://twitter.com/elonmusk/status/752192639403896833,44196397,2016-07-10 17:27:54+00:00,Sun Jul 10 17:27:54 +0000 2016,,,,
+7166,elonmusk,,"Misunderstanding of what ""beta"" means to Tesla for Autopilot: any system w less than 1B miles of real world driving",700,2176,196,752190828798353408,https://twitter.com/elonmusk/status/752190828798353408,44196397,2016-07-10 17:20:43+00:00,Sun Jul 10 17:20:43 +0000 2016,,,,http://fortune.com/2016/07/10/german-beta-phase-tesla-autopilot/?xid=yahoo_fortune
+7167,elonmusk,,Today is Nikola Tesla's birthday. I hope he likes what we've done in his name.,11881,33736,582,752184088111362048,https://twitter.com/elonmusk/status/752184088111362048,44196397,2016-07-10 16:53:56+00:00,Sun Jul 10 16:53:56 +0000 2016,,,,
+7168,elonmusk,,"Working on Top Secret Tesla Masterplan, Part 2. Hoping to publish later this week.",3590,12990,738,752182992982843392,https://twitter.com/elonmusk/status/752182992982843392,44196397,2016-07-10 16:49:35+00:00,Sun Jul 10 16:49:35 +0000 2016,,,,
+7169,elonmusk,BrooklynBrett,"Story was fed to LAT & many other media to counter IMF $5T/year fossil subsidy study. Hey, both have a 5!",23,158,15,751648486416871424,https://twitter.com/elonmusk/status/751648486416871424,44196397,2016-07-09 05:25:38+00:00,Sat Jul 09 05:25:38 +0000 2016,,,,
+7170,elonmusk,AllyTaft,seriously,9,123,3,751647322375876608,https://twitter.com/elonmusk/status/751647322375876608,44196397,2016-07-09 05:21:01+00:00,Sat Jul 09 05:21:01 +0000 2016,,,,
+7171,elonmusk,,Love reddit. Gandel gets shredded & won't even answer top 3 upvoted questions. Some really funny comments about Koch,868,4496,147,751635420644044800,https://twitter.com/elonmusk/status/751635420644044800,44196397,2016-07-09 04:33:43+00:00,Sat Jul 09 04:33:43 +0000 2016,,,,https://m.reddit.com/r/IAmA/comments/4rqa6q/hey_i_am_stephen_gandel_a_senior_editor_at/?xid=soc_socialflow_twitter_FORTUNE&utm_source=mweb_redirect&compact=true
+7172,elonmusk,,"Model S had the lowest probability of injury of any car ever tested by NHTSA, which is why ...",2175,6023,165,751516148739416064,https://twitter.com/elonmusk/status/751516148739416064,44196397,2016-07-08 20:39:47+00:00,Fri Jul 08 20:39:47 +0000 2016,,,,http://electrek.co/2016/07/07/tesla-model-s-son-survive-80mph-crash-truck-images/
+7173,elonmusk,polina_marinova,thanks,8,84,0,751513637861224449,https://twitter.com/elonmusk/status/751513637861224449,44196397,2016-07-08 20:29:48+00:00,Fri Jul 08 20:29:48 +0000 2016,,,,
+7174,elonmusk,mrmeireles,"true, good point",5,119,7,751318492775747586,https://twitter.com/elonmusk/status/751318492775747586,44196397,2016-07-08 07:34:22+00:00,Fri Jul 08 07:34:22 +0000 2016,,,,
+7175,elonmusk,alansmurray,"No, you were misleading mostly on your own, but w many copycats. Jalopnik just lost it's sense of irony & didn't get my tweet.",12,137,9,751304230594613248,https://twitter.com/elonmusk/status/751304230594613248,44196397,2016-07-08 06:37:41+00:00,Fri Jul 08 06:37:41 +0000 2016,,,,
+7176,elonmusk,disinformatico,"cool, thanks :)",7,90,7,750838518524542980,https://twitter.com/elonmusk/status/750838518524542980,44196397,2016-07-06 23:47:07+00:00,Wed Jul 06 23:47:07 +0000 2016,,,,
+7177,elonmusk,uzucal,The Google term of self-driving would probably be more appropriate then.,8,108,5,750837854021058560,https://twitter.com/elonmusk/status/750837854021058560,44196397,2016-07-06 23:44:28+00:00,Wed Jul 06 23:44:28 +0000 2016,,,,
+7178,elonmusk,elonmusk,"In other words, the intended implication is that a driver must remain alert, just as a pilot must remain alert.",32,187,16,750837202398093312,https://twitter.com/elonmusk/status/750837202398093312,44196397,2016-07-06 23:41:53+00:00,Wed Jul 06 23:41:53 +0000 2016,,,,
+7179,elonmusk,disinformatico,"Tesla Tesla Autopilot is named after aircraft autopilot, as it is always expected that a pilot must stay alert.",76,295,19,750836652109594626,https://twitter.com/elonmusk/status/750836652109594626,44196397,2016-07-06 23:39:42+00:00,Wed Jul 06 23:39:42 +0000 2016,,,,
+7180,elonmusk,jacobrossi,"All publicly known Tesla product developments are called out, incl vehicles and batteries. Would be odd *not* to include.",7,110,2,750835746613915648,https://twitter.com/elonmusk/status/750835746613915648,44196397,2016-07-06 23:36:06+00:00,Wed Jul 06 23:36:06 +0000 2016,,,,
+7181,elonmusk,,Tesla response to the misleading Fortune articles about Autopilot,1715,4045,210,750829352229695488,https://twitter.com/elonmusk/status/750829352229695488,44196397,2016-07-06 23:10:41+00:00,Wed Jul 06 23:10:41 +0000 2016,,,,http://tesla.com/blog/misfortune
+7182,elonmusk,,Sponsored articles …,403,1471,92,750820987676061696,https://twitter.com/elonmusk/status/750820987676061696,44196397,2016-07-06 22:37:27+00:00,Wed Jul 06 22:37:27 +0000 2016,,,,http://electrek.co/2016/07/06/fortune-elon-musk-tesla-autopilot-accident-boilerplate-statement/
+7183,elonmusk,,Because of course I hate flamingos...(maybe try eating fewer flamingo eggs in your salad),766,3145,428,750446098020503552,https://twitter.com/elonmusk/status/750446098020503552,44196397,2016-07-05 21:47:47+00:00,Tue Jul 05 21:47:47 +0000 2016,,,,http://m.timesofindia.com/tech/computing/How-Elon-Musks-Tesla-Motors-maybe-killing-flamingos-with-its-electric-cars/articleshow/53062798.cms?utm_source=facebook&utm_medium=referral&utm_campaign=TOITech
+7184,elonmusk,,Exactly! I love Twitter.,42,339,12,750354728169644032,https://twitter.com/elonmusk/status/750354728169644032,44196397,2016-07-05 15:44:42+00:00,Tue Jul 05 15:44:42 +0000 2016,,,,
+7185,elonmusk,samabuelsamid,Wrong to exclude non-occupant deaths. Autopilot would have prevented this cyclist from being killed,40,236,19,750353176570789888,https://twitter.com/elonmusk/status/750353176570789888,44196397,2016-07-05 15:38:32+00:00,Tue Jul 05 15:38:32 +0000 2016,,,,http://www.autoblog.com/2014/02/10/tesla-new-car-smell-fatal-cyclist-crash/
+7186,elonmusk,elonmusk,"If you care about auto deaths as material to stock prices, why no articles about 1M+/year deaths from other auto companies?",213,903,52,750351150382194688,https://twitter.com/elonmusk/status/750351150382194688,44196397,2016-07-05 15:30:29+00:00,Tue Jul 05 15:30:29 +0000 2016,,,,
+7187,elonmusk,alansmurray,"Yes, it was material to you -- BS article increased your advertising revenue. Just wasn't material to TSLA, as shown by market.",125,772,44,750350191044259840,https://twitter.com/elonmusk/status/750350191044259840,44196397,2016-07-05 15:26:41+00:00,Tue Jul 05 15:26:41 +0000 2016,,,,
+7188,elonmusk,artem_zin,Radar tunes out what looks like an overhead road sign to avoid false braking events,68,300,106,748625979271045121,https://twitter.com/elonmusk/status/748625979271045121,44196397,2016-06-30 21:15:16+00:00,Thu Jun 30 21:15:16 +0000 2016,,,,
+7189,elonmusk,,Our condolences for the tragic loss https://www.teslamotors.com/blog/tragic-loss,1592,4026,302,748620607105839104,https://twitter.com/elonmusk/status/748620607105839104,44196397,2016-06-30 20:53:56+00:00,Thu Jun 30 20:53:56 +0000 2016,,,,https://www.teslamotors.com/blog/tragic-loss
+7190,elonmusk,NikolaNikolov16,Shakespeare. Then love-devouring death do what he dare; It is enough I may but call her mine.,53,309,31,748144067972759552,https://twitter.com/elonmusk/status/748144067972759552,44196397,2016-06-29 13:20:20+00:00,Wed Jun 29 13:20:20 +0000 2016,,,,
+7191,elonmusk,kuberlog,aspirationally,10,189,4,748141575163654144,https://twitter.com/elonmusk/status/748141575163654144,44196397,2016-06-29 13:10:25+00:00,Wed Jun 29 13:10:25 +0000 2016,,,,
+7192,elonmusk,,"My son recently asked what my favorite animal was. Well, of course …",728,3384,188,748140919501656066,https://twitter.com/elonmusk/status/748140919501656066,44196397,2016-06-29 13:07:49+00:00,Wed Jun 29 13:07:49 +0000 2016,,,,http://hitchhikers.wikia.com/wiki/Ravenous_Bugblatter_Beast_of_Traal
+7193,elonmusk,,Thoughtful analysis of the Tesla/SolarCity merger by @tsrandall,1185,2591,122,748136300952182785,https://twitter.com/elonmusk/status/748136300952182785,44196397,2016-06-29 12:49:28+00:00,Wed Jun 29 12:49:28 +0000 2016,,@tsrandall,,http://www.bloomberg.com/news/articles/2016-06-29/-tesla-solar-wants-to-be-the-apple-store-for-electricity
+7194,elonmusk,,Thanks for the kind bday wishes!,355,5909,1028,747887079808327680,https://twitter.com/elonmusk/status/747887079808327680,44196397,2016-06-28 20:19:09+00:00,Tue Jun 28 20:19:09 +0000 2016,,,,
+7195,elonmusk,vicentes,cute!,10,187,27,747300198750183424,https://twitter.com/elonmusk/status/747300198750183424,44196397,2016-06-27 05:27:06+00:00,Mon Jun 27 05:27:06 +0000 2016,,,,
+7196,elonmusk,tjeviston,exactly,7,157,5,747298912986226689,https://twitter.com/elonmusk/status/747298912986226689,44196397,2016-06-27 05:21:59+00:00,Mon Jun 27 05:21:59 +0000 2016,,,,
+7197,elonmusk,newsycombinator,@mashable We haven't signed anything for a factory in China,102,453,26,747298731691696130,https://twitter.com/elonmusk/status/747298731691696130,44196397,2016-06-27 05:21:16+00:00,Mon Jun 27 05:21:16 +0000 2016,,@mashable,,
+7198,elonmusk,,"Deluded, deranged, etc. Journalistic thesaurus sure got a lot of use last week ...",1080,4376,413,747298044861784064,https://twitter.com/elonmusk/status/747298044861784064,44196397,2016-06-27 05:18:32+00:00,Mon Jun 27 05:18:32 +0000 2016,,,,http://www.forbes.com/sites/brookecrothers/2016/06/26/this-week-in-tesla-news-elon-musk-is-deluded-deranged-and-other-questionable-headlines/#736393734035
+7199,elonmusk,Recode,"Article is misleading to readers. No one is ""taking home"" anything. In a stock for stock transaction, nothing comes off the table.",164,788,89,745424036121837568,https://twitter.com/elonmusk/status/745424036121837568,44196397,2016-06-22 01:11:54+00:00,Wed Jun 22 01:11:54 +0000 2016,,,,
+7200,elonmusk,WilliamShatner,Of course. Our love will never die.,89,582,28,745010737215504384,https://twitter.com/elonmusk/status/745010737215504384,44196397,2016-06-20 21:49:36+00:00,Mon Jun 20 21:49:36 +0000 2016,,,,
+7201,elonmusk,,This is going to be great,876,3118,154,744919583102951424,https://twitter.com/elonmusk/status/744919583102951424,44196397,2016-06-20 15:47:23+00:00,Mon Jun 20 15:47:23 +0000 2016,,,,http://www.rollingstone.com/tv/news/watch-sentient-robots-in-creepy-westworld-trailer-20160620
+7202,elonmusk,KatelynBrock,Drive units and battery are sealed,39,794,23,744552907563991040,https://twitter.com/elonmusk/status/744552907563991040,44196397,2016-06-19 15:30:20+00:00,Sun Jun 19 15:30:20 +0000 2016,,,,
+7203,elonmusk,,"If curious abt TSWLM car, am still planning to do a sports sub car that can drive on roads. Just a side project. Limited market potential :)",705,3727,252,744552621072064512,https://twitter.com/elonmusk/status/744552621072064512,44196397,2016-06-19 15:29:12+00:00,Sun Jun 19 15:29:12 +0000 2016,,,,
+7204,elonmusk,,"We *def* don't recommended this, but Model S floats well enough to turn it into a boat for short periods of time. Thrust via wheel rotation.",7858,18925,651,744551674082136066,https://twitter.com/elonmusk/status/744551674082136066,44196397,2016-06-19 15:25:26+00:00,Sun Jun 19 15:25:26 +0000 2016,,,,
+7205,elonmusk,,Tesla owner drives through a flooded tunnel & out the other side,2402,4769,187,744549842496655360,https://twitter.com/elonmusk/status/744549842496655360,44196397,2016-06-19 15:18:10+00:00,Sun Jun 19 15:18:10 +0000 2016,,,,http://electrek.co/2016/06/18/tesla-model-s-driving-swimming-flooded-tunnel-video/
+7206,elonmusk,,"As mentioned at the beginning of the year, I'm expecting ~70% success rate on landings for the year. 2016 is the year of experimentation.",1430,6741,259,743603466631733248,https://twitter.com/elonmusk/status/743603466631733248,44196397,2016-06-17 00:37:36+00:00,Fri Jun 17 00:37:36 +0000 2016,,,,
+7207,elonmusk,,Looks like early liquid oxygen depletion caused engine shutdown just above the deck,5260,11374,662,743602894226653184,https://twitter.com/elonmusk/status/743602894226653184,44196397,2016-06-17 00:35:20+00:00,Fri Jun 17 00:35:20 +0000 2016,,,,
+7208,elonmusk,,"Turns out the landing was not as fast we thought, but still hard enough to destroy the primary airframe and accordion the engines",726,3235,199,743602229307805696,https://twitter.com/elonmusk/status/743602229307805696,44196397,2016-06-17 00:32:41+00:00,Fri Jun 17 00:32:41 +0000 2016,,,,
+7209,elonmusk,tylerthecreator,Thanks Tyler,8421,19916,61,743600755739754497,https://twitter.com/elonmusk/status/743600755739754497,44196397,2016-06-17 00:26:50+00:00,Fri Jun 17 00:26:50 +0000 2016,,,,
+7210,elonmusk,,Landing video will be posted when we gain access to cameras on the droneship later today. Maybe hardest impact to date. Droneship still ok.,1239,5224,378,743102502225076227,https://twitter.com/elonmusk/status/743102502225076227,44196397,2016-06-15 15:26:57+00:00,Wed Jun 15 15:26:57 +0000 2016,,,,
+7211,elonmusk,,Upgrades underway to enable rocket to compensate for a thrust shortfall on one of the three landing engines. Probably get there end of year.,823,3819,196,743099301174247424,https://twitter.com/elonmusk/status/743099301174247424,44196397,2016-06-15 15:14:14+00:00,Wed Jun 15 15:14:14 +0000 2016,,,,
+7212,elonmusk,AstroOrionMK,Quite rapid... Yes,29,235,5,743098357728444418,https://twitter.com/elonmusk/status/743098357728444418,44196397,2016-06-15 15:10:29+00:00,Wed Jun 15 15:10:29 +0000 2016,,,,
+7213,elonmusk,,RUD = Rapid Unscheduled Disassembly :),2045,6082,248,743097668725940225,https://twitter.com/elonmusk/status/743097668725940225,44196397,2016-06-15 15:07:44+00:00,Wed Jun 15 15:07:44 +0000 2016,,,,
+7214,elonmusk,,Looks like thrust was low on 1 of 3 landing engines. High g landings v sensitive to all engines operating at max.,935,2676,140,743097337782763521,https://twitter.com/elonmusk/status/743097337782763521,44196397,2016-06-15 15:06:26+00:00,Wed Jun 15 15:06:26 +0000 2016,,,,
+7215,elonmusk,,"Ascent phase & satellites look good, but booster rocket had a RUD on droneship",1530,3414,203,743096769001578498,https://twitter.com/elonmusk/status/743096769001578498,44196397,2016-06-15 15:04:10+00:00,Wed Jun 15 15:04:10 +0000 2016,,,,
+7216,elonmusk,seanmcarroll,Highly recommend anything by Sean Carroll,340,1859,77,742120520678703105,https://twitter.com/elonmusk/status/742120520678703105,44196397,2016-06-12 22:24:54+00:00,Sun Jun 12 22:24:54 +0000 2016,,,,https://twitter.com/seanmcarroll/status/728599116456984577
+7217,elonmusk,elonmusk,"Am concerned that advanced life may be inherently unstable. Arguably, any civ capable of extinguishing itself eventually will.",122,449,53,742117913788719104,https://twitter.com/elonmusk/status/742117913788719104,44196397,2016-06-12 22:14:33+00:00,Sun Jun 12 22:14:33 +0000 2016,,,,
+7218,elonmusk,elonmusk,"Life you can talk to is another matter, of course. Many, many orders of magnitude less likely.",24,194,14,742117250799280128,https://twitter.com/elonmusk/status/742117250799280128,44196397,2016-06-12 22:11:55+00:00,Sun Jun 12 22:11:55 +0000 2016,,,,
+7219,elonmusk,seanmcarroll,No way. Look at chemotrophs and extremophiles. Primitive life is bloody everywhere. Highly under the ice on Europa imo.,49,295,37,742116619481014272,https://twitter.com/elonmusk/status/742116619481014272,44196397,2016-06-12 22:09:24+00:00,Sun Jun 12 22:09:24 +0000 2016,,,,
+7220,elonmusk,spoite,Hence the urgency of making life as we know it multiplanetary as soon as possible,37,249,26,742115725477744640,https://twitter.com/elonmusk/status/742115725477744640,44196397,2016-06-12 22:05:51+00:00,Sun Jun 12 22:05:51 +0000 2016,,,,
+7221,elonmusk,rsmoz,"That, speed of light constraint and quantum mechanics",30,249,38,742108893459800065,https://twitter.com/elonmusk/status/742108893459800065,44196397,2016-06-12 21:38:42+00:00,Sun Jun 12 21:38:42 +0000 2016,,,,
+7222,elonmusk,,"And, no, I'm not an alien...but I used to be one",3391,9979,424,742108297122054147,https://twitter.com/elonmusk/status/742108297122054147,44196397,2016-06-12 21:36:20+00:00,Sun Jun 12 21:36:20 +0000 2016,,,,
+7223,elonmusk,,Latest science predicts > trillion alien civilizations. Either they don't last long or there are a *lot* of aliens http://mobile.nytimes.com/2016/06/12/opinion/sunday/yes-there-have-been-aliens.html?smprod=nytcore-iphone&amp;smid=nytcore-iphone-share&amp;referer=,2461,5050,292,742107564733661186,https://twitter.com/elonmusk/status/742107564733661186,44196397,2016-06-12 21:33:25+00:00,Sun Jun 12 21:33:25 +0000 2016,,,,http://mobile.nytimes.com/2016/06/12/opinion/sunday/yes-there-have-been-aliens.html?smprod=nytcore-iphone&smid=nytcore-iphone-share&referer=
+7224,elonmusk,BenjaminRPhoto,"Yeah, that matches what we've found so far. More likely unhinged than nefarious.",20,192,147,741442624611966976,https://twitter.com/elonmusk/status/741442624611966976,44196397,2016-06-11 01:31:11+00:00,Sat Jun 11 01:31:11 +0000 2016,,,,
+7225,elonmusk,elonmusk,Would seem to indicate that one or more people sought to create the false impression of a safety issue where none existed. Q is why?,655,2677,650,741412152288808960,https://twitter.com/elonmusk/status/741412152288808960,44196397,2016-06-10 23:30:06+00:00,Fri Jun 10 23:30:06 +0000 2016,,,,
+7226,elonmusk,,"Of greater concern: 37 of 40 suspension complaints to NHTSA were fraudulent, i.e. false location or vehicle identification numbers were used",1156,3632,202,741411531582115841,https://twitter.com/elonmusk/status/741411531582115841,44196397,2016-06-10 23:27:38+00:00,Fri Jun 10 23:27:38 +0000 2016,,,,
+7227,elonmusk,,NHTSA confirmed today that they found no safety concern with the Model S suspension and have no further need for data from us on this matter,1456,4923,152,741410425787404288,https://twitter.com/elonmusk/status/741410425787404288,44196397,2016-06-10 23:23:14+00:00,Fri Jun 10 23:23:14 +0000 2016,,,,
+7228,elonmusk,DefTechPat,That is correct. It was about innovation.,15,132,14,741341906999771136,https://twitter.com/elonmusk/status/741341906999771136,44196397,2016-06-10 18:50:58+00:00,Fri Jun 10 18:50:58 +0000 2016,,,,
+7229,elonmusk,,Nice comment about the Model S by CvK on @TopGear_BBCA,172,994,43,741315106370244609,https://twitter.com/elonmusk/status/741315106370244609,44196397,2016-06-10 17:04:28+00:00,Fri Jun 10 17:04:28 +0000 2016,,@TopGear_BBCA,,http://www.topgear.com/car-news/interview/qa-pagani-vs-koenigsegg#7
+7230,elonmusk,AdamHuet,no,27,327,32,740728719065665536,https://twitter.com/elonmusk/status/740728719065665536,44196397,2016-06-09 02:14:23+00:00,Thu Jun 09 02:14:23 +0000 2016,,,,
+7231,elonmusk,,Something about a flying metal suit...,5004,11528,424,740723195431538689,https://twitter.com/elonmusk/status/740723195431538689,44196397,2016-06-09 01:52:26+00:00,Thu Jun 09 01:52:26 +0000 2016,,,,http://www.cnn.com/2016/06/08/politics/elon-musk-ash-carter-pentagon/
+7232,elonmusk,danahull,yes,13,131,6,740540471081062401,https://twitter.com/elonmusk/status/740540471081062401,44196397,2016-06-08 13:46:21+00:00,Wed Jun 08 13:46:21 +0000 2016,,,,
+7233,elonmusk,elonmusk,S and X cells are also Panasonic,331,1660,111,740387141591535616,https://twitter.com/elonmusk/status/740387141591535616,44196397,2016-06-08 03:37:04+00:00,Wed Jun 08 03:37:04 +0000 2016,,,,
+7234,elonmusk,,Would like to clarify that Tesla is working exclusively with Panasonic for Model 3 cells. News articles claiming otherwise are incorrect.,1636,5680,169,740383850820296707,https://twitter.com/elonmusk/status/740383850820296707,44196397,2016-06-08 03:24:00+00:00,Wed Jun 08 03:24:00 +0000 2016,,,,
+7235,elonmusk,,Fourth rocket arrives in the hangar. Aiming for first reflight in Sept/Oct.,2357,8741,242,740296489532948480,https://twitter.com/elonmusk/status/740296489532948480,44196397,2016-06-07 21:36:51+00:00,Tue Jun 07 21:36:51 +0000 2016,,,,
+7236,elonmusk,tedismeiamted,"PC, of course",525,2194,84,739631614100004864,https://twitter.com/elonmusk/status/739631614100004864,44196397,2016-06-06 01:34:53+00:00,Mon Jun 06 01:34:53 +0000 2016,,,,
+7237,elonmusk,,Highly recommend @PlayOverwatch by the good people of @Blizzard_Ent if you like ultrafast team FPS action,3431,9956,344,739594006762393600,https://twitter.com/elonmusk/status/739594006762393600,44196397,2016-06-05 23:05:26+00:00,Sun Jun 05 23:05:26 +0000 2016,,@PlayOverwatch @Blizzard_Ent,,https://m.youtube.com/watch?v=oozuU1LI6XM
+7238,elonmusk,DiscoverMag,Trippy,725,2112,71,739557011554066432,https://twitter.com/elonmusk/status/739557011554066432,44196397,2016-06-05 20:38:26+00:00,Sun Jun 05 20:38:26 +0000 2016,,,,https://twitter.com/discovermag/status/739547392920289281
+7239,elonmusk,ahess247,@Recode I love Douglas Adams! My favorite spaceship ever is in HHGTTG.,30,209,84,739509168722186241,https://twitter.com/elonmusk/status/739509168722186241,44196397,2016-06-05 17:28:19+00:00,Sun Jun 05 17:28:19 +0000 2016,,@Recode,,
+7240,elonmusk,,Exactly,1806,4356,549,739193563938856960,https://twitter.com/elonmusk/status/739193563938856960,44196397,2016-06-04 20:34:13+00:00,Sat Jun 04 20:34:13 +0000 2016,,,,http://www.vox.com/2016/6/3/11837888/simulation-problem
+7241,elonmusk,,Good article from @themotleyfool explaining how little incentives have actually contributed to Tesla funding,505,1757,63,739185293664747520,https://twitter.com/elonmusk/status/739185293664747520,44196397,2016-06-04 20:01:22+00:00,Sat Jun 04 20:01:22 +0000 2016,,@themotleyfool,,http://www.fool.com/investing/2016/06/04/this-is-how-little-government-support-tesla-motors.aspx?source=yahoo-2&utm_campaign=article&utm_medium=feed&utm_source=yahoo-2
+7242,elonmusk,SwiftOnSecurity,how did you know?,48,302,12,739176652517707776,https://twitter.com/elonmusk/status/739176652517707776,44196397,2016-06-04 19:27:01+00:00,Sat Jun 04 19:27:01 +0000 2016,,,,
+7243,elonmusk,,Creating a neural lace is the thing that really matters for humanity to achieve symbiosis with machines,1739,5178,577,739006012749799424,https://twitter.com/elonmusk/status/739006012749799424,44196397,2016-06-04 08:08:58+00:00,Sat Jun 04 08:08:58 +0000 2016,,,,
+7244,elonmusk,JedBrown5,exactly,10,87,20,739004504289353729,https://twitter.com/elonmusk/status/739004504289353729,44196397,2016-06-04 08:02:58+00:00,Sat Jun 04 08:02:58 +0000 2016,,,,
+7245,elonmusk,renzdimaandal,It is simulations all the way down,25,227,34,739001483249618948,https://twitter.com/elonmusk/status/739001483249618948,44196397,2016-06-04 07:50:58+00:00,Sat Jun 04 07:50:58 +0000 2016,,,,
+7246,elonmusk,,"At this point, I'm really running out of crazy things to say. Any suggestions? http://m.huffpost.com/uk/entry/uk_575033e0e4b040e3e8192344?edition=uk",3188,9073,1402,738998975118737408,https://twitter.com/elonmusk/status/738998975118737408,44196397,2016-06-04 07:41:00+00:00,Sat Jun 04 07:41:00 +0000 2016,,,,http://m.huffpost.com/uk/entry/uk_575033e0e4b040e3e8192344?edition=uk
+7247,elonmusk,lessteza,control of super powerful AI by a small number of humans is the most proximate concern,64,279,28,738856423656808448,https://twitter.com/elonmusk/status/738856423656808448,44196397,2016-06-03 22:14:33+00:00,Fri Jun 03 22:14:33 +0000 2016,,,,
+7248,elonmusk,,Just heard that Norway will ban new sales of fuel cars in 2025. What an amazingly awesome country. You guys rock!!,17089,29806,976,738805691528318976,https://twitter.com/elonmusk/status/738805691528318976,44196397,2016-06-03 18:52:57+00:00,Fri Jun 03 18:52:57 +0000 2016,,,,
+7249,elonmusk,,"Yay, baby made it home!",821,3586,131,738775567055523841,https://twitter.com/elonmusk/status/738775567055523841,44196397,2016-06-03 16:53:15+00:00,Fri Jun 03 16:53:15 +0000 2016,,,,http://www.universetoday.com/129240/falcon-9-arriving-droneship/
+7250,elonmusk,mattyteare,autosteering chutes will be added soon,42,201,15,738471747540783104,https://twitter.com/elonmusk/status/738471747540783104,44196397,2016-06-02 20:45:59+00:00,Thu Jun 02 20:45:59 +0000 2016,,,,
+7251,elonmusk,,Recode interview with @karaswisher and @waltmossberg https://youtu.be/wsixsRI-Sz4?list=PLKof9YSAshgyPqlK-UUYrHfIQaOzFPSL4 via @YouTube,780,2221,127,738470842695176192,https://twitter.com/elonmusk/status/738470842695176192,44196397,2016-06-02 20:42:23+00:00,Thu Jun 02 20:42:23 +0000 2016,,@karaswisher @waltmossberg @YouTube,,https://youtu.be/wsixsRI-Sz4?list=PLKof9YSAshgyPqlK-UUYrHfIQaOzFPSL4
+7252,elonmusk,,Supercharger policy explained well by @LATimes: http://www.latimes.com/business/autos/la-fi-hy-tesla-model-3-chargers-20160601-snap-story.html Will post detailed description soon. I think it's a good balance.,738,1968,258,738191872502423552,https://twitter.com/elonmusk/status/738191872502423552,44196397,2016-06-02 02:13:52+00:00,Thu Jun 02 02:13:52 +0000 2016,,@latimes,,http://www.latimes.com/business/autos/la-fi-hy-tesla-model-3-chargers-20160601-snap-story.html
+7253,elonmusk,,Good summary of Tesla annual meeting by @katiefehren,1090,2597,91,737859967450021889,https://twitter.com/elonmusk/status/737859967450021889,44196397,2016-06-01 04:14:59+00:00,Wed Jun 01 04:14:59 +0000 2016,,@katiefehren,,http://fortune.com/2016/05/31/elon-musk-confessions-tesla/
+7254,elonmusk,iwanttobeanurse,Sorry to hear that. Will take care of this & investigate to see if issues you encountered are systemic.,7,148,43,737102578828206080,https://twitter.com/elonmusk/status/737102578828206080,44196397,2016-05-30 02:05:24+00:00,Mon May 30 02:05:24 +0000 2016,,,,
+7255,elonmusk,EdLoh,So it was good for you too ...,1096,4385,109,736787058170068993,https://twitter.com/elonmusk/status/736787058170068993,44196397,2016-05-29 05:11:38+00:00,Sun May 29 05:11:38 +0000 2016,,,,https://twitter.com/edloh/status/733413864671318016
+7256,elonmusk,,Fast replay of today's rocket landing on SpaceX droneship OCISLY,9856,15218,734,736380977354657792,https://twitter.com/elonmusk/status/736380977354657792,44196397,2016-05-28 02:18:00+00:00,Sat May 28 02:18:00 +0000 2016,,,,https://youtu.be/4jEz03Z8azc
+7257,elonmusk,FutureJurvetson,"Very similar. The crush core in the Falcon legs is reusable after soft landings, but needs to be replaced after hard.",43,302,13,736373856823181312,https://twitter.com/elonmusk/status/736373856823181312,44196397,2016-05-28 01:49:43+00:00,Sat May 28 01:49:43 +0000 2016,,,,
+7258,elonmusk,elonmusk,Crush core is aluminum honeycomb for energy absorption in the telescoping actuator. Easy to replace (if Falcon makes it back to port).,486,2270,145,736328917317910528,https://twitter.com/elonmusk/status/736328917317910528,44196397,2016-05-27 22:51:08+00:00,Fri May 27 22:51:08 +0000 2016,,,,
+7259,elonmusk,,"Rocket landing speed was close to design max & used up contingency crush core, hence back & forth motion. Prob ok, but some risk of tipping.",1316,5513,250,736320322996076548,https://twitter.com/elonmusk/status/736320322996076548,44196397,2016-05-27 22:16:59+00:00,Fri May 27 22:16:59 +0000 2016,,,,
+7260,elonmusk,,"Satellite deployed to 91,000 km apogee. All looks good.",777,3951,165,736319295345434625,https://twitter.com/elonmusk/status/736319295345434625,44196397,2016-05-27 22:12:54+00:00,Fri May 27 22:12:54 +0000 2016,,,,
+7261,elonmusk,SpaceX,3 mins to launch,693,2439,138,736310020644569088,https://twitter.com/elonmusk/status/736310020644569088,44196397,2016-05-27 21:36:03+00:00,Fri May 27 21:36:03 +0000 2016,,,,https://twitter.com/spacex/status/736305431417491457
+7262,elonmusk,SpaceX,"There was a tiny glitch in the motion of an upper stage engine actuator. Probably not a flight risk, but still worth investigating.",742,2277,128,735965207625932801,https://twitter.com/elonmusk/status/735965207625932801,44196397,2016-05-26 22:45:53+00:00,Thu May 26 22:45:53 +0000 2016,,,,
+7263,elonmusk,,Really fun Model X review by @MotorTrend. Best part is X racing while towing a fuel sports car https://m.youtube.com/watch?v=ib-02b2ooLY,1317,3575,124,735480275988156418,https://twitter.com/elonmusk/status/735480275988156418,44196397,2016-05-25 14:38:57+00:00,Wed May 25 14:38:57 +0000 2016,,@MotorTrend,,https://m.youtube.com/watch?v=ib-02b2ooLY
+7264,elonmusk,SchaFFFFFF,"Flight 24 is def capable of flying again, but it makes sense to apply ground delta qual to rocket w toughest entry conditions.",52,272,18,734274360588926976,https://twitter.com/elonmusk/status/734274360588926976,44196397,2016-05-22 06:47:04+00:00,Sun May 22 06:47:04 +0000 2016,,,,
+7265,elonmusk,DiscoverMag,Great image of ancient Mars,792,2284,95,733362268570669056,https://twitter.com/elonmusk/status/733362268570669056,44196397,2016-05-19 18:22:44+00:00,Thu May 19 18:22:44 +0000 2016,,,,https://twitter.com/discovermag/status/733361619133026304
+7266,elonmusk,jlgolson,"No prob. We care about doing what's fair & just. Don't always get it right, but intent is always there & we make amends when wrong",67,489,14,733021242744135680,https://twitter.com/elonmusk/status/733021242744135680,44196397,2016-05-18 19:47:37+00:00,Wed May 18 19:47:37 +0000 2016,,,,
+7267,elonmusk,jlgolson,"Per the letter, Tesla paid $55/hr for *additional* services, so no.",11,127,8,733016945654517760,https://twitter.com/elonmusk/status/733016945654517760,44196397,2016-05-18 19:30:33+00:00,Wed May 18 19:30:33 +0000 2016,,,,
+7268,elonmusk,jlgolson,"Yes, but it is false of Merc News to say that Tesla took advantage of low cost labor. We paid $55/hr. That is unequivocal.",54,358,13,733009265288314881,https://twitter.com/elonmusk/status/733009265288314881,44196397,2016-05-18 19:00:02+00:00,Wed May 18 19:00:02 +0000 2016,,,,
+7269,elonmusk,elonmusk,"We still need to make sure that the injured person is taken care of, but less & less of the Merc story appears to be true",298,1583,60,733007602565570560,https://twitter.com/elonmusk/status/733007602565570560,44196397,2016-05-18 18:53:25+00:00,Wed May 18 18:53:25 +0000 2016,,,,
+7270,elonmusk,,Merc News story about Tesla using $5/hr labor seems to be missing a digit. Tesla actually paid $55/hr.,2037,6717,218,733007230149107712,https://twitter.com/elonmusk/status/733007230149107712,44196397,2016-05-18 18:51:56+00:00,Wed May 18 18:51:56 +0000 2016,,,,
+7271,elonmusk,drkevinleung,"Totally agree. Am told this will be fixed by Thurs, maybe Fri.",10,103,3,732656393463832576,https://twitter.com/elonmusk/status/732656393463832576,44196397,2016-05-17 19:37:50+00:00,Tue May 17 19:37:50 +0000 2016,,,,
+7272,elonmusk,joshuapinter,Full height of Falcon 9 boost stage on legs is ~165 ft,40,255,11,732330010053222400,https://twitter.com/elonmusk/status/732330010053222400,44196397,2016-05-16 22:00:55+00:00,Mon May 16 22:00:55 +0000 2016,,,,
+7273,elonmusk,,"Falcon Heavy side boosters can use most of the same airframe as Falcon 9, but center core needs to be buffed up a lot for transfer loads.",446,2553,149,732329443776024576,https://twitter.com/elonmusk/status/732329443776024576,44196397,2016-05-16 21:58:40+00:00,Mon May 16 21:58:40 +0000 2016,,,,
+7274,elonmusk,,Response to a Mercury News article about an injury on our premises,670,2417,144,732247546924388353,https://twitter.com/elonmusk/status/732247546924388353,44196397,2016-05-16 16:33:14+00:00,Mon May 16 16:33:14 +0000 2016,,,,https://www.teslamotors.com/blog/response-mercury-news-article-hidden-workforce-expanding-teslas-factory
+7275,elonmusk,margotroosevelt,Only heard about this today. Sounds like the wrong thing happened on many levels. Will investigate and make it right.,53,295,24,732066441554362368,https://twitter.com/elonmusk/status/732066441554362368,44196397,2016-05-16 04:33:35+00:00,Mon May 16 04:33:35 +0000 2016,,,,
+7276,elonmusk,bittdk,"Better. Not there yet, but a solution is likely.",21,157,9,732042627445460992,https://twitter.com/elonmusk/status/732042627445460992,44196397,2016-05-16 02:58:57+00:00,Mon May 16 02:58:57 +0000 2016,,,,
+7277,elonmusk,nextspaceflight,yes,9,115,4,732041468085342210,https://twitter.com/elonmusk/status/732041468085342210,44196397,2016-05-16 02:54:21+00:00,Mon May 16 02:54:21 +0000 2016,,,,
+7278,elonmusk,mmustapic,yup,6,94,7,732040492607643652,https://twitter.com/elonmusk/status/732040492607643652,44196397,2016-05-16 02:50:28+00:00,Mon May 16 02:50:28 +0000 2016,,,,
+7279,elonmusk,,"Most recent rocket took max damage, due to v high entry velocity. Will be our life leader for ground tests to confirm others are good.",992,4673,192,731984739012251648,https://twitter.com/elonmusk/status/731984739012251648,44196397,2016-05-15 23:08:56+00:00,Sun May 15 23:08:56 +0000 2016,,,,
+7280,elonmusk,,Three's company,3364,12324,283,731981135454986240,https://twitter.com/elonmusk/status/731981135454986240,44196397,2016-05-15 22:54:36+00:00,Sun May 15 22:54:36 +0000 2016,,,,
+7281,elonmusk,rSpaceX,will do another AMA just before reflight of the rocket in a few months,113,685,41,731605780969951232,https://twitter.com/elonmusk/status/731605780969951232,44196397,2016-05-14 22:03:05+00:00,Sat May 14 22:03:05 +0000 2016,,,,
+7282,elonmusk,,Dog snuggle thread on reddit. Comments get really good.,444,1896,83,731604873540685825,https://twitter.com/elonmusk/status/731604873540685825,44196397,2016-05-14 21:59:29+00:00,Sat May 14 21:59:29 +0000 2016,,,,http://reddit.com/r/aww/comments/4j8p6d/can_i_snuggle_with_you/
+7283,elonmusk,Tesla,Excited to announce Tesla's entry into automotive racing!,960,3225,134,731596033621409792,https://twitter.com/elonmusk/status/731596033621409792,44196397,2016-05-14 21:24:21+00:00,Sat May 14 21:24:21 +0000 2016,,,,https://twitter.com/teslamotors/status/731581807099944960
+7284,elonmusk,ClubTeslaES,también te amo,712,1135,61,730867197942206464,https://twitter.com/elonmusk/status/730867197942206464,44196397,2016-05-12 21:08:13+00:00,Thu May 12 21:08:13 +0000 2016,,,,
+7285,elonmusk,jakeu,It's probably the Ambien,70,397,54,730627568756383746,https://twitter.com/elonmusk/status/730627568756383746,44196397,2016-05-12 05:16:01+00:00,Thu May 12 05:16:01 +0000 2016,,,,
+7286,elonmusk,,Definitely,708,3101,364,730624508814458880,https://twitter.com/elonmusk/status/730624508814458880,44196397,2016-05-12 05:03:51+00:00,Thu May 12 05:03:51 +0000 2016,,,,http://m.nasdaq.com/article/as-solarcity-scty-crashes-is-elon-musk-overrated-cm619241
+7287,elonmusk,ElectrekCo,Ok,913,3579,146,730595677936324608,https://twitter.com/elonmusk/status/730595677936324608,44196397,2016-05-12 03:09:18+00:00,Thu May 12 03:09:18 +0000 2016,,,,https://twitter.com/electrekco/status/730376242147504128
+7288,elonmusk,CNBC,Full credit to the team that's doing this. All happening without any help from me.,2433,6040,126,730592699011604481,https://twitter.com/elonmusk/status/730592699011604481,44196397,2016-05-12 02:57:27+00:00,Thu May 12 02:57:27 +0000 2016,,,,https://twitter.com/cnbc/status/730463295820292096
+7289,elonmusk,vicentes,@vicentes @TeslaMotors @Tim_Stevens @CNET coming soon,6,95,9,729850448832659457,https://twitter.com/elonmusk/status/729850448832659457,44196397,2016-05-10 01:48:01+00:00,Tue May 10 01:48:01 +0000 2016,,@vicentes @Tim_Stevens @CNET,,
+7290,elonmusk,tzepr,@tzepr Certainly agree that it is first and foremost a triumph for humanity. The cheering is in good spirit.,39,417,45,728808794910662656,https://twitter.com/elonmusk/status/728808794910662656,44196397,2016-05-07 04:48:51+00:00,Sat May 07 04:48:51 +0000 2016,,@tzepr,,
+7291,elonmusk,LifeOfRockstar,@LifeOfRockstar I think so,17,181,22,728754091644440576,https://twitter.com/elonmusk/status/728754091644440576,44196397,2016-05-07 01:11:29+00:00,Sat May 07 01:11:29 +0000 2016,,@LifeOfRockstar,,
+7292,elonmusk,lukeifynz,@lukealization Max is just 3X Merlin thrust and min is ~40% of 1 Merlin. Two outer engines shut off before the center does.,33,222,13,728753234811060224,https://twitter.com/elonmusk/status/728753234811060224,44196397,2016-05-07 01:08:05+00:00,Sat May 07 01:08:05 +0000 2016,,,,
+7293,elonmusk,,I love you too!,384,2376,144,728748075930386432,https://twitter.com/elonmusk/status/728748075930386432,44196397,2016-05-07 00:47:35+00:00,Sat May 07 00:47:35 +0000 2016,,,,http://www.cnbc.com/2016/05/06/i-love-everything-about-tesla-t-rowe-price-manager.html
+7294,elonmusk,,"Launch trajectory of Japanese commercial satellite JCSat-14, enroute to 36,000 km above Earth",4282,12734,186,728583269076242432,https://twitter.com/elonmusk/status/728583269076242432,44196397,2016-05-06 13:52:42+00:00,Fri May 06 13:52:42 +0000 2016,,,,
+7295,elonmusk,hansmikael,@hansmikael @TeslaMotors Thank goodness all are ok,22,289,24,728514673084014593,https://twitter.com/elonmusk/status/728514673084014593,44196397,2016-05-06 09:20:07+00:00,Fri May 06 09:20:07 +0000 2016,,@hansmikael,,
+7296,elonmusk,,"Yeah, this was a three engine landing burn, so triple deceleration of last flight. That's important to minimize gravity losses.",1355,5753,227,728462267893698561,https://twitter.com/elonmusk/status/728462267893698561,44196397,2016-05-06 05:51:53+00:00,Fri May 06 05:51:53 +0000 2016,,,,
+7297,elonmusk,,May need to increase size of rocket storage hangar,5300,15139,551,728459808270000128,https://twitter.com/elonmusk/status/728459808270000128,44196397,2016-05-06 05:42:07+00:00,Fri May 06 05:42:07 +0000 2016,,,,
+7298,elonmusk,SpaceX,Woohoo!!,5153,12565,631,728457279943495681,https://twitter.com/elonmusk/status/728457279943495681,44196397,2016-05-06 05:32:04+00:00,Fri May 06 05:32:04 +0000 2016,,,,https://twitter.com/spacex/status/728457165606780928
+7299,elonmusk,,"Rocket reentry is a lot faster and hotter than last time, so odds of making it are maybe even, but we should learn a lot either way",1048,4919,190,728444313248489472,https://twitter.com/elonmusk/status/728444313248489472,44196397,2016-05-06 04:40:32+00:00,Fri May 06 04:40:32 +0000 2016,,,,
+7300,elonmusk,,"Tesla is increasing the production ramp as fast as possible, but I'd recommend ordering a Model 3 soon if you want 2018 delivery",2284,6954,447,728327602440536064,https://twitter.com/elonmusk/status/728327602440536064,44196397,2016-05-05 20:56:46+00:00,Thu May 05 20:56:46 +0000 2016,,,,
+7301,elonmusk,samsamlee777,@samsamlee777 yes,59,144,15,728126194244190208,https://twitter.com/elonmusk/status/728126194244190208,44196397,2016-05-05 07:36:27+00:00,Thu May 05 07:36:27 +0000 2016,,@samsamlee777,,
+7302,elonmusk,,Filtering particulates from air makes a significant & measurable diff to health. Wd like to credit Larry Page with turning me on to this.,1241,4883,236,727189428142235648,https://twitter.com/elonmusk/status/727189428142235648,44196397,2016-05-02 17:34:04+00:00,Mon May 02 17:34:04 +0000 2016,,,,
+7303,elonmusk,,Bioweapon Defense Mode is real https://www.teslamotors.com/blog/putting-tesla-hepa-filter-and-bioweapon-defense-mode-to-the-test?utm_campaign=Blog_050216&amp;utm_source=Twitter&amp;utm_medium=social This is what happens when you turn it on:,2503,5037,284,727176162997313536,https://twitter.com/elonmusk/status/727176162997313536,44196397,2016-05-02 16:41:22+00:00,Mon May 02 16:41:22 +0000 2016,,,,https://www.teslamotors.com/blog/putting-tesla-hepa-filter-and-bioweapon-defense-mode-to-the-test?utm_campaign=Blog_050216&utm_source=Twitter&utm_medium=social
+7304,elonmusk,MacTechGenius,"@MacTechGenius @SacEV Have been reviewing end of line production quality personally. Slowed things down temporarily, but it's for the best.",66,186,10,726919920374554625,https://twitter.com/elonmusk/status/726919920374554625,44196397,2016-05-01 23:43:09+00:00,Sun May 01 23:43:09 +0000 2016,,@MacTechGenius @SacEV,,
+7305,elonmusk,JohanMancus,@JohanMancus Historical precedent. Mars vehicle will be metric.,62,326,21,726878573001216000,https://twitter.com/elonmusk/status/726878573001216000,44196397,2016-05-01 20:58:51+00:00,Sun May 01 20:58:51 +0000 2016,,@JohanMancus,,
+7306,elonmusk,SacEV,@SacEV next month (with a lot of other good stuff),6,99,6,726878466382041089,https://twitter.com/elonmusk/status/726878466382041089,44196397,2016-05-01 20:58:25+00:00,Sun May 01 20:58:25 +0000 2016,,@SacEV,,
+7307,elonmusk,scottymeuk,@scottymeuk @DericLew @SpaceflightIns @phillipcjackson exactly,5,76,6,726829989119696896,https://twitter.com/elonmusk/status/726829989119696896,44196397,2016-05-01 17:45:47+00:00,Sun May 01 17:45:47 +0000 2016,,@scottymeuk @DericLew @SpaceflightIns @phillipcjackson,,
+7308,elonmusk,_andyoneal,"@_andyoneal sides def, center maybe",8,116,9,726820238361120768,https://twitter.com/elonmusk/status/726820238361120768,44196397,2016-05-01 17:07:03+00:00,Sun May 01 17:07:03 +0000 2016,,@_andyoneal,,
+7309,elonmusk,CyberGaut,@CyberdineX naturally,9,103,5,726812607298998272,https://twitter.com/elonmusk/status/726812607298998272,44196397,2016-05-01 16:36:43+00:00,Sun May 01 16:36:43 +0000 2016,,,,
+7310,elonmusk,elonmusk,Falcon Heavy thrust will be 5.1M lbf at liftoff -- twice any rocket currently flying. It's a beast...,952,3205,162,726651603906785285,https://twitter.com/elonmusk/status/726651603906785285,44196397,2016-05-01 05:56:57+00:00,Sun May 01 05:56:57 +0000 2016,,,,
+7311,elonmusk,elonmusk,F9 thrust at liftoff will be raised to 1.71M lbf later this year. It is capable of 1.9M lbf in flight.,277,1377,52,726650591359819776,https://twitter.com/elonmusk/status/726650591359819776,44196397,2016-05-01 05:52:56+00:00,Sun May 01 05:52:56 +0000 2016,,,,
+7312,elonmusk,elonmusk,"@elonmusk F9 LEO payload on capabilities page (correct figure on main page) should be 22,800 kg",125,612,35,726579536410734592,https://twitter.com/elonmusk/status/726579536410734592,44196397,2016-05-01 01:10:35+00:00,Sun May 01 01:10:35 +0000 2016,,@elonmusk,,
+7313,elonmusk,lukeifynz,"@lukealization No cross feed. It would help performance, but is not needed for these numbers.",15,127,7,726561442636263425,https://twitter.com/elonmusk/status/726561442636263425,44196397,2016-04-30 23:58:41+00:00,Sat Apr 30 23:58:41 +0000 2016,,,,
+7314,elonmusk,lukeifynz,@lukealization No physical changes to the engine. This thrust increase is based on delta qual tests. It is just tougher than we thought.,23,152,7,726560848177561600,https://twitter.com/elonmusk/status/726560848177561600,44196397,2016-04-30 23:56:19+00:00,Sat Apr 30 23:56:19 +0000 2016,,,,
+7315,elonmusk,elonmusk,@elonmusk Max performance numbers are for expendable launches. Subtract 30% to 40% for reusable booster payload.,296,1084,65,726559990480150528,https://twitter.com/elonmusk/status/726559990480150528,44196397,2016-04-30 23:52:55+00:00,Sat Apr 30 23:52:55 +0000 2016,,@elonmusk,,
+7316,elonmusk,mattyteare,"@mattyteare Basically current, but higher throttle setting. Good performance of recent launches allows us to reduce 3 sigma reserve margin.",14,111,4,726559284306173952,https://twitter.com/elonmusk/status/726559284306173952,44196397,2016-04-30 23:50:06+00:00,Sat Apr 30 23:50:06 +0000 2016,,@mattyteare,,
+7317,elonmusk,,Just posted latest max payload capabilities of Falcon 9 and Heavy,984,2926,136,726557903205756928,https://twitter.com/elonmusk/status/726557903205756928,44196397,2016-04-30 23:44:37+00:00,Sat Apr 30 23:44:37 +0000 2016,,,,http://www.spacex.com/about/capabilities
+7318,elonmusk,dannysparker,@dannysparker yes,111,268,17,726301598398312448,https://twitter.com/elonmusk/status/726301598398312448,44196397,2016-04-30 06:46:09+00:00,Sat Apr 30 06:46:09 +0000 2016,,@dannysparker,,
+7319,elonmusk,phillipcjackson,@phillipcjackson turns out it doesn't need securing,78,150,11,726218218109444096,https://twitter.com/elonmusk/status/726218218109444096,44196397,2016-04-30 01:14:50+00:00,Sat Apr 30 01:14:50 +0000 2016,,@phillipcjackson,,
+7320,elonmusk,Mini_Elon,@Mini_Elon yes,14,120,9,726217881080320000,https://twitter.com/elonmusk/status/726217881080320000,44196397,2016-04-30 01:13:29+00:00,Sat Apr 30 01:13:29 +0000 2016,,@Mini_Elon,,
+7321,elonmusk,vicentes,"@vicentes @gdoehne yes, several times",10,114,4,726217758229168129,https://twitter.com/elonmusk/status/726217758229168129,44196397,2016-04-30 01:13:00+00:00,Sat Apr 30 01:13:00 +0000 2016,,@vicentes @GDoehne,,
+7322,elonmusk,jbdeck,@jbdeck for sure :),7,94,3,726217505560121344,https://twitter.com/elonmusk/status/726217505560121344,44196397,2016-04-30 01:12:00+00:00,Sat Apr 30 01:12:00 +0000 2016,,@jbdeck,,
+7323,elonmusk,Tweetermeyer,@Tweetermeyer things like this should be purged shortly,3,73,5,726217179683655680,https://twitter.com/elonmusk/status/726217179683655680,44196397,2016-04-30 01:10:42+00:00,Sat Apr 30 01:10:42 +0000 2016,,@Tweetermeyer,,
+7324,elonmusk,,@RokBottomGamers 100+ for almost everything 10+ for heat shields and a few other items.,12,125,3,726216836069515264,https://twitter.com/elonmusk/status/726216836069515264,44196397,2016-04-30 01:09:20+00:00,Sat Apr 30 01:09:20 +0000 2016,,,,
+7325,elonmusk,VivekMGeorge,@VivekMGeorge Zuck doesn't (yet) have a deep tech understanding of AI. I spend hours every week being educated by world's best researchers.,74,327,14,726215924760485888,https://twitter.com/elonmusk/status/726215924760485888,44196397,2016-04-30 01:05:43+00:00,Sat Apr 30 01:05:43 +0000 2016,,@VivekMGeorge,,
+7326,elonmusk,uzucal,"@gdoehne JCSat is pushing the envelope as a very hot and fast mission, so will land on the droneship. Next land landing in a few months.",17,116,9,726214236368576512,https://twitter.com/elonmusk/status/726214236368576512,44196397,2016-04-30 00:59:01+00:00,Sat Apr 30 00:59:01 +0000 2016,,@GDoehne,,
+7327,elonmusk,elonmusk,@MrBoylan System scan detected only 0.2% of orders with same email and physical address. Those have been purged.,9,94,8,726213728278962176,https://twitter.com/elonmusk/status/726213728278962176,44196397,2016-04-30 00:56:59+00:00,Sat Apr 30 00:56:59 +0000 2016,,@MrBoylan,,
+7328,elonmusk,vigneshraju,@vigneshraju of course,58,336,35,726210827699806208,https://twitter.com/elonmusk/status/726210827699806208,44196397,2016-04-30 00:45:28+00:00,Sat Apr 30 00:45:28 +0000 2016,,@vigneshraju,,
+7329,elonmusk,maya_kazan,@maya_kazan Temporary spike in some areas due to X 3rd row seat recall. Should be sorted by June.,3,65,6,726210366766632960,https://twitter.com/elonmusk/status/726210366766632960,44196397,2016-04-30 00:43:38+00:00,Sat Apr 30 00:43:38 +0000 2016,,@maya_kazan,,
+7330,elonmusk,MrBoylan,"@MrBoylan Duplicates will be cancelled. Max of 2 will be delivered to any one person. Only ~5% of orders are 2, so speculation unlikely.",15,105,16,726183794215022592,https://twitter.com/elonmusk/status/726183794215022592,44196397,2016-04-29 22:58:03+00:00,Fri Apr 29 22:58:03 +0000 2016,,@MrBoylan,,
+7331,elonmusk,elonmusk,@erothenberg Simple answer is that there just aren't many used Teslas available. Demand &gt;&gt; supply.,14,97,6,726127265612881920,https://twitter.com/elonmusk/status/726127265612881920,44196397,2016-04-29 19:13:25+00:00,Fri Apr 29 19:13:25 +0000 2016,,@erothenberg,,
+7332,elonmusk,erothenberg,@erothenberg checking into it ...,1,60,4,726125524091723777,https://twitter.com/elonmusk/status/726125524091723777,44196397,2016-04-29 19:06:30+00:00,Fri Apr 29 19:06:30 +0000 2016,,@erothenberg,,
+7333,elonmusk,romn8tr,@romn8tr will definitely do so,208,118,12,725367703045730304,https://twitter.com/elonmusk/status/725367703045730304,44196397,2016-04-27 16:55:11+00:00,Wed Apr 27 16:55:11 +0000 2016,,@romn8tr,,
+7334,elonmusk,,"@abraham_cavazos some places are trickier than others, but yes. That's the value of having a PICA-3 heat shield with propulsive landing.",18,137,4,725366265322172416,https://twitter.com/elonmusk/status/725366265322172416,44196397,2016-04-27 16:49:28+00:00,Wed Apr 27 16:49:28 +0000 2016,,@abraham_cavazos,,
+7335,elonmusk,Cardoso,"@Cardoso It could land on Venus no problem, but would last maybe a few hours. Tough local environment.",65,339,16,725365829479460864,https://twitter.com/elonmusk/status/725365829479460864,44196397,2016-04-27 16:47:45+00:00,Wed Apr 27 16:47:45 +0000 2016,,@Cardoso,,
+7336,elonmusk,elonmusk,But wouldn't recommend transporting astronauts beyond Earth-moon region. Wouldn't be fun for longer journeys. Internal volume ~size of SUV.,1064,3411,276,725365200098988032,https://twitter.com/elonmusk/status/725365200098988032,44196397,2016-04-27 16:45:14+00:00,Wed Apr 27 16:45:14 +0000 2016,,,,
+7337,elonmusk,,Dragon 2 is designed to be able to land anywhere in the solar system. Red Dragon Mars mission is the first test flight.,4124,10094,380,725364699303301120,https://twitter.com/elonmusk/status/725364699303301120,44196397,2016-04-27 16:43:15+00:00,Wed Apr 27 16:43:15 +0000 2016,,,,
+7338,elonmusk,KristianNairn,"@KristianNairn A 3 should be workable, but an S or particularly an X would be better",175,167,9,724160269480431620,https://twitter.com/elonmusk/status/724160269480431620,44196397,2016-04-24 08:57:17+00:00,Sun Apr 24 08:57:17 +0000 2016,,@KristianNairn,,
+7339,elonmusk,scottmcnealy,@scottmcnealy That article was incredibly misleading and you should know it. Wager right now that Sun has received far more than Tesla?,45,399,51,722893014507491329,https://twitter.com/elonmusk/status/722893014507491329,44196397,2016-04-20 21:01:40+00:00,Wed Apr 20 21:01:40 +0000 2016,,@scottmcnealy,,
+7340,elonmusk,,Looks like Model X resale value is holding up well :),1182,3990,194,722891148126060545,https://twitter.com/elonmusk/status/722891148126060545,44196397,2016-04-20 20:54:15+00:00,Wed Apr 20 20:54:15 +0000 2016,,,,http://www.bloomberg.com/news/articles/2016-04-20/ford-pays-199-950-before-taxes-for-tesla-s-64th-model-x-suv
+7341,elonmusk,dannysparker,"@dannysparker Aiming for relaunch in 3 to 4 months, pending detailed examination and 10X refiring of a returned booster",87,293,10,722637629351686144,https://twitter.com/elonmusk/status/722637629351686144,44196397,2016-04-20 04:06:51+00:00,Wed Apr 20 04:06:51 +0000 2016,,@dannysparker,,
+7342,elonmusk,RealDarthBL,@RealDarthBL We have amplified pre-delivery inspection to provide a stronger second layer of QA. Several parts being replaced as a result.,10,133,14,722599856460529665,https://twitter.com/elonmusk/status/722599856460529665,44196397,2016-04-20 01:36:45+00:00,Wed Apr 20 01:36:45 +0000 2016,,@RealDarthBL,,
+7343,elonmusk,,By land and sea,3636,13003,265,722598287396605953,https://twitter.com/elonmusk/status/722598287396605953,44196397,2016-04-20 01:30:31+00:00,Wed Apr 20 01:30:31 +0000 2016,,,,
+7344,elonmusk,verge,Will be interesting to see what the meantime to Hitler is for these bots. Only took Microsoft's Tay a day.,1025,2897,165,721946756984938497,https://twitter.com/elonmusk/status/721946756984938497,44196397,2016-04-18 06:21:34+00:00,Mon Apr 18 06:21:34 +0000 2016,,,,https://twitter.com/verge/status/721931769029591040
+7345,elonmusk,,Owner video of Autopilot steering to avoid collision with a truck,2125,5337,231,721829237741621248,https://twitter.com/elonmusk/status/721829237741621248,44196397,2016-04-17 22:34:35+00:00,Sun Apr 17 22:34:35 +0000 2016,,,,https://m.youtube.com/watch?feature=youtu.be&v=9I5rraWJq6E
+7346,elonmusk,elonmusk,Godot https://en.m.wikipedia.org/wiki/Waiting_for_Godot Full play https://m.youtube.com/watch?v=Wifcyo64n-w,204,1108,71,721823126414176257,https://twitter.com/elonmusk/status/721823126414176257,44196397,2016-04-17 22:10:18+00:00,Sun Apr 17 22:10:18 +0000 2016,,,,"https://en.m.wikipedia.org/wiki/Waiting_for_Godot,https://m.youtube.com/watch?v=Wifcyo64n-w"
+7347,elonmusk,,"Have recently come to appreciate the awesome, absurdist humor of Waiting for Godot. We so often wait, without knowing why, when or where.",1220,4464,226,721815145932951552,https://twitter.com/elonmusk/status/721815145932951552,44196397,2016-04-17 21:38:36+00:00,Sun Apr 17 21:38:36 +0000 2016,,,,
+7348,elonmusk,ID_AA_Carmack,@ID_AA_Carmack me too!,26,289,25,721506316900900864,https://twitter.com/elonmusk/status/721506316900900864,44196397,2016-04-17 01:11:25+00:00,Sun Apr 17 01:11:25 +0000 2016,,@ID_AA_Carmack,,
+7349,elonmusk,,Great video history of Falcon 9 by Kinematic,3074,5455,224,720504138451283968,https://twitter.com/elonmusk/status/720504138451283968,44196397,2016-04-14 06:49:07+00:00,Thu Apr 14 06:49:07 +0000 2016,,,,https://m.youtube.com/watch?feature=youtu.be&v=tU1b1H2EWU4
+7350,elonmusk,adamlisagor,@lonelysandwich needs latest update,11,157,18,719584703196504064,https://twitter.com/elonmusk/status/719584703196504064,44196397,2016-04-11 17:55:37+00:00,Mon Apr 11 17:55:37 +0000 2016,,@lonelysandwich,,
+7351,elonmusk,,"Activate autopilot 4X in quick succession for psychedelic cowbell road. And, yes, we are adding more cowbell soon.",1220,5391,261,719571133389938688,https://twitter.com/elonmusk/status/719571133389938688,44196397,2016-04-11 17:01:41+00:00,Mon Apr 11 17:01:41 +0000 2016,,,,
+7352,elonmusk,yoda,"@drew @SpaceX Not from us, but it's awesome",24,291,12,719429837157347328,https://twitter.com/elonmusk/status/719429837157347328,44196397,2016-04-11 07:40:14+00:00,Mon Apr 11 07:40:14 +0000 2016,,@drew @SpaceX,,
+7353,elonmusk,thelonelyisland,"@thelonelyisland Well, I thought TLI might be upset about using their material without permission. Apparently not :)",95,704,34,718982116667600896,https://twitter.com/elonmusk/status/718982116667600896,44196397,2016-04-10 02:01:09+00:00,Sun Apr 10 02:01:09 +0000 2016,,@thelonelyisland,,
+7354,elonmusk,TheHackersNews,@TheHackersNews @SpaceX Thanks,18,171,10,718865990373625857,https://twitter.com/elonmusk/status/718865990373625857,44196397,2016-04-09 18:19:42+00:00,Sat Apr 09 18:19:42 +0000 2016,,@TheHackersNews @SpaceX,,
+7355,elonmusk,rjcc,@rjcc yes,8,120,12,718686042434342912,https://twitter.com/elonmusk/status/718686042434342912,44196397,2016-04-09 06:24:39+00:00,Sat Apr 09 06:24:39 +0000 2016,,@rjcc,,
+7356,elonmusk,levie,"@levie Tickets to orbital hotels, the moon and Mars will be a lot less than people think.",686,1965,75,718598761832968192,https://twitter.com/elonmusk/status/718598761832968192,44196397,2016-04-09 00:37:50+00:00,Sat Apr 09 00:37:50 +0000 2016,,@levie,,
+7357,elonmusk,,"Just wanted to write a note of appreciation for all those who have supported Tesla, SpaceX & SolarCity over the years. Thank you.",6367,34185,1334,718598132888702976,https://twitter.com/elonmusk/status/718598132888702976,44196397,2016-04-09 00:35:20+00:00,Sat Apr 09 00:35:20 +0000 2016,,,,
+7358,elonmusk,POTUS44,@POTUS Thanks on behalf of an amazing team at SpaceX!,1377,7251,128,718580558180261888,https://twitter.com/elonmusk/status/718580558180261888,44196397,2016-04-08 23:25:30+00:00,Fri Apr 08 23:25:30 +0000 2016,,@POTUS,,
+7359,elonmusk,Jon_Favreau,@Jon_Favreau @SpaceX Thanks!,36,372,12,718571641949650944,https://twitter.com/elonmusk/status/718571641949650944,44196397,2016-04-08 22:50:04+00:00,Fri Apr 08 22:50:04 +0000 2016,,@Jon_Favreau @SpaceX,,
+7360,elonmusk,NASA,@NASA @sgvcrime @SpaceX @Space_Station Thanks for your support! Looking forward to delivering the goods for you.,523,2727,94,718548224441774082,https://twitter.com/elonmusk/status/718548224441774082,44196397,2016-04-08 21:17:01+00:00,Fri Apr 08 21:17:01 +0000 2016,,@NASA @SpaceX @Space_Station,,
+7361,elonmusk,,"Screen cap from the stern cam of droneship ""Of Course I Still Love You""",1185,5130,213,718532302154833920,https://twitter.com/elonmusk/status/718532302154833920,44196397,2016-04-08 20:13:45+00:00,Fri Apr 08 20:13:45 +0000 2016,,,,
+7362,elonmusk,arstechnica,"@arstechnica Reasons for ocean landing are technical, not economic. Orbit requires extreme horizontal velocity. Getting to space needs none.",173,573,18,718522065322532865,https://twitter.com/elonmusk/status/718522065322532865,44196397,2016-04-08 19:33:04+00:00,Fri Apr 08 19:33:04 +0000 2016,,@arstechnica,,
+7363,elonmusk,,SolarCity panels produce enough zero carbon energy to charge entire Tesla fleet http://blog.solarcity.com/solarcity-customers-8-gigawatt-hours-teslas?sourcetype=SocialPost&amp;trafficsource=twitter&amp;campaignname=TW-APR2016-CompanyNews-03,2027,4695,214,718272034166480896,https://twitter.com/elonmusk/status/718272034166480896,44196397,2016-04-08 02:59:32+00:00,Fri Apr 08 02:59:32 +0000 2016,,,,http://blog.solarcity.com/solarcity-customers-8-gigawatt-hours-teslas?sourcetype=SocialPost&trafficsource=twitter&campaignname=TW-APR2016-CompanyNews-03
+7364,elonmusk,elonmusk,@nonesuchzach Nickel is also in nickels,59,402,29,718232099145310208,https://twitter.com/elonmusk/status/718232099145310208,44196397,2016-04-08 00:20:51+00:00,Fri Apr 08 00:20:51 +0000 2016,,@nonesuchzach,,
+7365,elonmusk,nonesuchzach,"@nonesuchzach Battery uses no rare Earth metals. Main ingredient is nickel, which is what's used to coat cutlery, so very non-toxic.",160,620,31,718121595101782016,https://twitter.com/elonmusk/status/718121595101782016,44196397,2016-04-07 17:01:44+00:00,Thu Apr 07 17:01:44 +0000 2016,,@nonesuchzach,,
+7366,elonmusk,,"Over 325k cars or ~$14B in preorders in first week. Only 5% ordered max of two, suggesting low levels of speculation.",4205,9091,639,718112326889529344,https://twitter.com/elonmusk/status/718112326889529344,44196397,2016-04-07 16:24:55+00:00,Thu Apr 07 16:24:55 +0000 2016,,,,
+7367,elonmusk,samboykin,@samboykin @danahull the only thing beyond ludicrous is plaid,188,899,60,717755945003028480,https://twitter.com/elonmusk/status/717755945003028480,44196397,2016-04-06 16:48:47+00:00,Wed Apr 06 16:48:47 +0000 2016,,@samboykin @danahull,,
+7368,elonmusk,,"@jpfrappier yes, will go all the way to Alaska",21,192,14,717755302863441920,https://twitter.com/elonmusk/status/717755302863441920,44196397,2016-04-06 16:46:14+00:00,Wed Apr 06 16:46:14 +0000 2016,,,,
+7369,elonmusk,Recode,"@Recode Dex will do comms, but my speeches are just a conversation w the audience. No time to rehearse &amp; don't want to read from a prompter.",121,661,28,717749079707484160,https://twitter.com/elonmusk/status/717749079707484160,44196397,2016-04-06 16:21:30+00:00,Wed Apr 06 16:21:30 +0000 2016,,@Recode,,
+7370,elonmusk,maximumblue,@maximumblue we will,12,155,13,717746816503062528,https://twitter.com/elonmusk/status/717746816503062528,44196397,2016-04-06 16:12:30+00:00,Wed Apr 06 16:12:30 +0000 2016,,@maximumblue,,
+7371,elonmusk,LaurenShearer1,@LaurenShearer1 Doesn't sound right. Will check into it.,11,139,11,717738859379843073,https://twitter.com/elonmusk/status/717738859379843073,44196397,2016-04-06 15:40:53+00:00,Wed Apr 06 15:40:53 +0000 2016,,@LaurenShearer1,,
+7372,elonmusk,MThorpXXi,@MThorpXXi We are working on enlarging the opening. Aperture will be big enough for almost anything.,41,278,60,717612929214849024,https://twitter.com/elonmusk/status/717612929214849024,44196397,2016-04-06 07:20:29+00:00,Wed Apr 06 07:20:29 +0000 2016,,@MThorpXXi,,
+7373,elonmusk,,Most telling is that the SpaceX Propulsion CTO switched from driving a Porsche 911 Turbo S to a Model X,727,3791,150,717488049848889345,https://twitter.com/elonmusk/status/717488049848889345,44196397,2016-04-05 23:04:16+00:00,Tue Apr 05 23:04:16 +0000 2016,,,,
+7374,elonmusk,,Model X review,862,2474,92,717486314417827841,https://twitter.com/elonmusk/status/717486314417827841,44196397,2016-04-05 22:57:22+00:00,Tue Apr 05 22:57:22 +0000 2016,,,,http://www.thedrive.com/new-cars/2875/why-the-tesla-model-x-will-make-you-want-an-american-suv
+7375,elonmusk,Brianmrtz,@Brianmrtz probably unwise,118,478,38,717414130836058113,https://twitter.com/elonmusk/status/717414130836058113,44196397,2016-04-05 18:10:32+00:00,Tue Apr 05 18:10:32 +0000 2016,,@Brianmrtz,,
+7376,elonmusk,Christiano92,"@Christiano92 @Inspron @Jerry22499879 won't be a hatchback, but we should be able to increase the opening width and height",34,316,88,717039506965270529,https://twitter.com/elonmusk/status/717039506965270529,44196397,2016-04-04 17:21:55+00:00,Mon Apr 04 17:21:55 +0000 2016,,@Christiano92 @Inspron @Jerry22499879,,
+7377,elonmusk,stevehurd,@stevehurd yes,12,124,17,717027400979058690,https://twitter.com/elonmusk/status/717027400979058690,44196397,2016-04-04 16:33:48+00:00,Mon Apr 04 16:33:48 +0000 2016,,@stevehurd,,
+7378,elonmusk,Jerry22499879,@Jerry22499879 yes,16,172,18,717018087409606656,https://twitter.com/elonmusk/status/717018087409606656,44196397,2016-04-04 15:56:48+00:00,Mon Apr 04 15:56:48 +0000 2016,,@Jerry22499879,,
+7379,elonmusk,qa2198,@qa2198 @TeslaMotors yes,23,243,23,716786814606905345,https://twitter.com/elonmusk/status/716786814606905345,44196397,2016-04-04 00:37:48+00:00,Mon Apr 04 00:37:48 +0000 2016,,@qa2198,,
+7380,elonmusk,,@GoesAzedo yes,39,430,34,716786765290340352,https://twitter.com/elonmusk/status/716786765290340352,44196397,2016-04-04 00:37:36+00:00,Mon Apr 04 00:37:36 +0000 2016,,,,
+7381,elonmusk,morganpage,@morganpage sounds good,13,204,5,716780724255260673,https://twitter.com/elonmusk/status/716780724255260673,44196397,2016-04-04 00:13:36+00:00,Mon Apr 04 00:13:36 +0000 2016,,@morganpage,,
+7382,elonmusk,,"Signing off from impromptu Twitter AMA. Thanks for the suggestions. Btw, we really will have more cow bells.",390,3385,246,716780425939521538,https://twitter.com/elonmusk/status/716780425939521538,44196397,2016-04-04 00:12:25+00:00,Mon Apr 04 00:12:25 +0000 2016,,,,
+7383,elonmusk,electrifyfuture,@lordsshrivas Coming soon for all Tesla cars. Just an OTA software update.,40,463,17,716778890744598528,https://twitter.com/elonmusk/status/716778890744598528,44196397,2016-04-04 00:06:19+00:00,Mon Apr 04 00:06:19 +0000 2016,,,,
+7384,elonmusk,GonzaloBolio,"@GonzaloBolio yes, coming this year",26,171,8,716769426675220481,https://twitter.com/elonmusk/status/716769426675220481,44196397,2016-04-03 23:28:42+00:00,Sun Apr 03 23:28:42 +0000 2016,,@GonzaloBolio,,
+7385,elonmusk,AmarnathRevanna,@AmarnathRevanna Air suspension dynamically adjusts ride height,26,233,15,716752643595583490,https://twitter.com/elonmusk/status/716752643595583490,44196397,2016-04-03 22:22:01+00:00,Sun Apr 03 22:22:01 +0000 2016,,@AmarnathRevanna,,
+7386,elonmusk,GatorWass,@GatorWass you can do that now with S and X. Will be same for 3.,10,155,4,716751456574025728,https://twitter.com/elonmusk/status/716751456574025728,44196397,2016-04-03 22:17:18+00:00,Sun Apr 03 22:17:18 +0000 2016,,@GatorWass,,
+7387,elonmusk,_elombardo,@_elombardo @rjpryan correct,6,132,4,716751300063531008,https://twitter.com/elonmusk/status/716751300063531008,44196397,2016-04-03 22:16:41+00:00,Sun Apr 03 22:16:41 +0000 2016,,@_elombardo @rjpryan,,
+7388,elonmusk,EduardoForneck,@EduardoForneck hopefully 0.21,37,303,12,716751152906440705,https://twitter.com/elonmusk/status/716751152906440705,44196397,2016-04-03 22:16:06+00:00,Sun Apr 03 22:16:06 +0000 2016,,@EduardoForneck,,
+7389,elonmusk,PeteEhmKay,@PeteEhmKay @gerardomarina what's the link to that?,7,177,48,716750603813318660,https://twitter.com/elonmusk/status/716750603813318660,44196397,2016-04-03 22:13:55+00:00,Sun Apr 03 22:13:55 +0000 2016,,@PeteEhmKay @gerardomarina,,
+7390,elonmusk,tapwin,"@tapwin No, but we will need to build a factory in Europe to serve long-term regional demand as Fremont reaches max capacity.",101,328,71,716750313471025152,https://twitter.com/elonmusk/status/716750313471025152,44196397,2016-04-03 22:12:45+00:00,Sun Apr 03 22:12:45 +0000 2016,,@tapwin,,
+7391,elonmusk,mpatfield,@mpatfield no problem,6,111,0,716749717795946496,https://twitter.com/elonmusk/status/716749717795946496,44196397,2016-04-03 22:10:23+00:00,Sun Apr 03 22:10:23 +0000 2016,,@mpatfield,,
+7392,elonmusk,crackedupcorson,@CrackedUpCorson Will cover whole country hopefully this year,12,129,12,716749159324377089,https://twitter.com/elonmusk/status/716749159324377089,44196397,2016-04-03 22:08:10+00:00,Sun Apr 03 22:08:10 +0000 2016,,@crackedupcorson,,
+7393,elonmusk,AndersRytter,"@AndersRytter yes, but production AWD will be a lot faster",18,246,14,716748255242100736,https://twitter.com/elonmusk/status/716748255242100736,44196397,2016-04-03 22:04:35+00:00,Sun Apr 03 22:04:35 +0000 2016,,@AndersRytter,,
+7394,elonmusk,,@AlexBelohlavek less,26,333,5,716747844175142912,https://twitter.com/elonmusk/status/716747844175142912,44196397,2016-04-03 22:02:57+00:00,Sun Apr 03 22:02:57 +0000 2016,,,,
+7395,elonmusk,torvos,@torvos torque is shifted between front &amp; rear motors every ~.01 secs. Traction control is way better than a normal AWD. Digital vs analog.,73,369,7,716747672477151232,https://twitter.com/elonmusk/status/716747672477151232,44196397,2016-04-03 22:02:16+00:00,Sun Apr 03 22:02:16 +0000 2016,,@torvos,,
+7396,elonmusk,,"And, of course, it will have more cowbells.",1392,5147,248,716745898202685441,https://twitter.com/elonmusk/status/716745898202685441,44196397,2016-04-03 21:55:13+00:00,Sun Apr 03 21:55:13 +0000 2016,,,,
+7397,elonmusk,,"Model 3 will be RWD, with dual motor AWD optional. Even RWD will have great traction on ice due to fast torque response of Tesla drivetrain.",1366,4864,242,716745282394976257,https://twitter.com/elonmusk/status/716745282394976257,44196397,2016-04-03 21:52:46+00:00,Sun Apr 03 21:52:46 +0000 2016,,,,
+7398,elonmusk,GolfsHard,@GolfsHard yes,12,173,4,716743909750218752,https://twitter.com/elonmusk/status/716743909750218752,44196397,2016-04-03 21:47:19+00:00,Sun Apr 03 21:47:19 +0000 2016,,@GolfsHard,,
+7399,elonmusk,Zooropa88,@Zooropa88 @TeslaMotors Superchargers and service centers will cover all of Italy later this year,85,230,19,716743848580497409,https://twitter.com/elonmusk/status/716743848580497409,44196397,2016-04-03 21:47:04+00:00,Sun Apr 03 21:47:04 +0000 2016,,@Zooropa88,,
+7400,elonmusk,_Only_Hawk,@_Only_Hawk @MICHAELSD01 @TechGrlTweeter definitely,10,92,5,716743321624903680,https://twitter.com/elonmusk/status/716743321624903680,44196397,2016-04-03 21:44:58+00:00,Sun Apr 03 21:44:58 +0000 2016,,@_Only_Hawk @MICHAELSD01 @TechGrlTweeter,,
+7401,elonmusk,Alandbru,@Alandbru @TeslaMotors should be addressed this year,29,153,14,716742777468555264,https://twitter.com/elonmusk/status/716742777468555264,44196397,2016-04-03 21:42:49+00:00,Sun Apr 03 21:42:49 +0000 2016,,@Alandbru,,
+7402,elonmusk,Maxx_Madison,@CmaxVs Only way to get enough rear passenger headroom was to move the rear roof cross-car support beam. A bike will still fit no problem.,43,259,40,716731407310196736,https://twitter.com/elonmusk/status/716731407310196736,44196397,2016-04-03 20:57:38+00:00,Sun Apr 03 20:57:38 +0000 2016,,,,
+7403,elonmusk,aenglisc_,@iKrivetko that's not the real steering system,49,346,22,716730641585340416,https://twitter.com/elonmusk/status/716730641585340416,44196397,2016-04-03 20:54:35+00:00,Sun Apr 03 20:54:35 +0000 2016,,,,
+7404,elonmusk,B_Rans,@B_Rans yes. Will easily fit two child seats. Three if you buy slim seats.,19,139,5,716730009394647040,https://twitter.com/elonmusk/status/716730009394647040,44196397,2016-04-03 20:52:05+00:00,Sun Apr 03 20:52:05 +0000 2016,,@B_Rans,,
+7405,elonmusk,gerardomarina,@gerardomarina Some tweaking underway,22,316,61,716729841362407424,https://twitter.com/elonmusk/status/716729841362407424,44196397,2016-04-03 20:51:25+00:00,Sun Apr 03 20:51:25 +0000 2016,,@gerardomarina,,
+7406,elonmusk,HBL_Cosmin,@HBL_Cosmin Wait until you see the real steering controls and system for the 3. It feels like a spaceship.,385,1239,98,716729420078133248,https://twitter.com/elonmusk/status/716729420078133248,44196397,2016-04-03 20:49:44+00:00,Sun Apr 03 20:49:44 +0000 2016,,@HBL_Cosmin,,
+7407,elonmusk,MICHAELSD01,@MICHAELSD01 @TechGrlTweeter Won't happen. Reason initial cars are delivered close to factory is to have rapid turnaround on early issues.,38,292,28,716715017781915648,https://twitter.com/elonmusk/status/716715017781915648,44196397,2016-04-03 19:52:30+00:00,Sun Apr 03 19:52:30 +0000 2016,,@MICHAELSD01 @TechGrlTweeter,,
+7408,elonmusk,scottkelley99,@scottkelley99 Edge and contour refinement are ongoing. Even .1mm matters.,28,230,15,716714416801099782,https://twitter.com/elonmusk/status/716714416801099782,44196397,2016-04-03 19:50:07+00:00,Sun Apr 03 19:50:07 +0000 2016,,@scottkelley99,,
+7409,elonmusk,_amwolo_,@_amwolo_ They can. Will be great for road trips and camping,52,459,10,716713492389044224,https://twitter.com/elonmusk/status/716713492389044224,44196397,2016-04-03 19:46:27+00:00,Sun Apr 03 19:46:27 +0000 2016,,@_amwolo_,,
+7410,elonmusk,BValvsRacing,@BValvsRacing It will make sense after part 2 of the Model 3 unveil,167,894,121,716713294128500737,https://twitter.com/elonmusk/status/716713294128500737,44196397,2016-04-03 19:45:39+00:00,Sun Apr 03 19:45:39 +0000 2016,,@BValvsRacing,,
+7411,elonmusk,,"A Model 3 order gives you priority in your geography, so, even tho total count is high, ordering early will make a big difference locally.",760,3244,340,716713023960784897,https://twitter.com/elonmusk/status/716713023960784897,44196397,2016-04-03 19:44:35+00:00,Sun Apr 03 19:44:35 +0000 2016,,,,
+7412,elonmusk,,"In general, product comments, suggestions and criticisms are always welcome",407,2783,1408,716710938406047744,https://twitter.com/elonmusk/status/716710938406047744,44196397,2016-04-03 19:36:18+00:00,Sun Apr 03 19:36:18 +0000 2016,,,,
+7413,elonmusk,RyanCasburn,@RyanCasburn We always try to maximize customer happiness even if that means a revenue shortfall in a quarter. Loyalty begets loyalty.,146,757,26,716709914911989760,https://twitter.com/elonmusk/status/716709914911989760,44196397,2016-04-03 19:32:14+00:00,Sun Apr 03 19:32:14 +0000 2016,,@RyanCasburn,,
+7414,elonmusk,SnoozeThroughF1,@SnoozeThroughF1 There will be an optional tow hitch.,55,416,83,716708661024804866,https://twitter.com/elonmusk/status/716708661024804866,44196397,2016-04-03 19:27:15+00:00,Sun Apr 03 19:27:15 +0000 2016,,@SnoozeThroughF1,,
+7415,elonmusk,r_gspan,@RGspan Our production ramp plan should enable large numbers of non X/S customers to receive the credit.,37,243,22,716704636896284673,https://twitter.com/elonmusk/status/716704636896284673,44196397,2016-04-03 19:11:15+00:00,Sun Apr 03 19:11:15 +0000 2016,,,,
+7416,elonmusk,jeffrey,@jeffrey @neutyp Matte black was surprisingly popular. Probably makes sense to bring it to production.,88,761,77,716701798002610176,https://twitter.com/elonmusk/status/716701798002610176,44196397,2016-04-03 18:59:58+00:00,Sun Apr 03 18:59:58 +0000 2016,,@jeffrey @NeutyP,,
+7417,elonmusk,WaltNew,"@WaltNew cool, thanks!",8,125,5,716700979379372032,https://twitter.com/elonmusk/status/716700979379372032,44196397,2016-04-03 18:56:43+00:00,Sun Apr 03 18:56:43 +0000 2016,,@WaltNew,,
+7418,elonmusk,mindthreat,"@mindthreat @RyanHummer Yes, if the trend continues, before",19,170,22,716696932073152512,https://twitter.com/elonmusk/status/716696932073152512,44196397,2016-04-03 18:40:38+00:00,Sun Apr 03 18:40:38 +0000 2016,,@mindthreat @RyanHummer,,
+7419,elonmusk,,276k Model 3 orders by end of Sat,3650,8357,645,716693951260938241,https://twitter.com/elonmusk/status/716693951260938241,44196397,2016-04-03 18:28:48+00:00,Sun Apr 03 18:28:48 +0000 2016,,,,
+7420,elonmusk,,Model 3 design sketches,4354,13647,520,716510703000100865,https://twitter.com/elonmusk/status/716510703000100865,44196397,2016-04-03 06:20:38+00:00,Sun Apr 03 06:20:38 +0000 2016,,,,
+7421,elonmusk,grebakshay,"@grebakshay We are working on an exact date, but Tesla will be in India before 3 production starts.",348,650,71,716356456593756160,https://twitter.com/elonmusk/status/716356456593756160,44196397,2016-04-02 20:07:43+00:00,Sat Apr 02 20:07:43 +0000 2016,,@grebakshay,,
+7422,elonmusk,Model3Owners,@Model3Owners They will. We spent a lot of time on those.,35,406,20,716356220156686336,https://twitter.com/elonmusk/status/716356220156686336,44196397,2016-04-02 20:06:46+00:00,Sat Apr 02 20:06:46 +0000 2016,,@Model3Owners,,
+7423,elonmusk,vicentes,"@vicentes Roadster, S and X customers are the ones who got us here and are paying for 3. They deserve a lot of credit.",103,740,28,716347450148040704,https://twitter.com/elonmusk/status/716347450148040704,44196397,2016-04-02 19:31:55+00:00,Sat Apr 02 19:31:55 +0000 2016,,@vicentes,,
+7424,elonmusk,Aakashhh_,"@Aakashhh_ we will send something to everyone who ordered, but an extra gift for those who stood in some crazy long lines",95,674,62,716347036786757632,https://twitter.com/elonmusk/status/716347036786757632,44196397,2016-04-02 19:30:17+00:00,Sat Apr 02 19:30:17 +0000 2016,,@Aakashhh_,,
+7425,elonmusk,raytech247,"@raytech247 yes, within a region. Can't deliver to all regions simultaneously. Too much complexity.",14,135,10,716346618035830784,https://twitter.com/elonmusk/status/716346618035830784,44196397,2016-04-02 19:28:37+00:00,Sat Apr 02 19:28:37 +0000 2016,,@raytech247,,
+7426,elonmusk,squallcraft,@squallcraft and a few other things,17,243,6,716346279391944704,https://twitter.com/elonmusk/status/716346279391944704,44196397,2016-04-02 19:27:16+00:00,Sat Apr 02 19:27:16 +0000 2016,,@squallcraft,,
+7427,elonmusk,,"Token of appreciation for those who lined up coming via mail. Thought maybe 20-30 people per store would line up, not 800. Gifts on order.",1021,5767,394,716345597712670720,https://twitter.com/elonmusk/status/716345597712670720,44196397,2016-04-02 19:24:34+00:00,Sat Apr 02 19:24:34 +0000 2016,,,,
+7428,elonmusk,34thrain,@34thrain Maybe 1/4 to 1/2 of what happened. No one at Tesla thought it would be this high before part 2 of the unveil.,113,490,49,716344348107878401,https://twitter.com/elonmusk/status/716344348107878401,44196397,2016-04-02 19:19:36+00:00,Sat Apr 02 19:19:36 +0000 2016,,@34thrain,,
+7429,elonmusk,,"Will give an update tonight for the 3 day total, then last one on Wed for the full week. All efforts focused on accelerating the ramp.",556,3297,226,716343274730991616,https://twitter.com/elonmusk/status/716343274730991616,44196397,2016-04-02 19:15:20+00:00,Sat Apr 02 19:15:20 +0000 2016,,,,
+7430,elonmusk,,253k as of 7am this morning,3025,7724,568,716341849409998849,https://twitter.com/elonmusk/status/716341849409998849,44196397,2016-04-02 19:09:40+00:00,Sat Apr 02 19:09:40 +0000 2016,,,,
+7431,elonmusk,sundarpichai,@sundarpichai thanks!,65,627,27,716155418800730113,https://twitter.com/elonmusk/status/716155418800730113,44196397,2016-04-02 06:48:52+00:00,Sat Apr 02 06:48:52 +0000 2016,,@sundarpichai,,
+7432,elonmusk,,Now 232k orders,5270,14368,1004,716089404985487361,https://twitter.com/elonmusk/status/716089404985487361,44196397,2016-04-02 02:26:33+00:00,Sat Apr 02 02:26:33 +0000 2016,,,,
+7433,elonmusk,GrahamABlair,@GrahamABlair of course :),31,358,11,715999819437850624,https://twitter.com/elonmusk/status/715999819437850624,44196397,2016-04-01 20:30:34+00:00,Fri Apr 01 20:30:34 +0000 2016,,@GrahamABlair,,
+7434,elonmusk,umich_boogy,"@Jbourquee Giga is designed to self-power via solar panels (primarily), wind & geo, using its own batteries to store electricity at night.",135,586,15,715975692228243460,https://twitter.com/elonmusk/status/715975692228243460,44196397,2016-04-01 18:54:41+00:00,Fri Apr 01 18:54:41 +0000 2016,,,,
+7435,elonmusk,steveagee,@steveagee def on the cards for the future,32,301,16,715974749982220288,https://twitter.com/elonmusk/status/715974749982220288,44196397,2016-04-01 18:50:57+00:00,Fri Apr 01 18:50:57 +0000 2016,,@steveagee,,
+7436,elonmusk,JackLipstone,@JackLipstone should be within a week or two max,7,87,1,715972980556193792,https://twitter.com/elonmusk/status/715972980556193792,44196397,2016-04-01 18:43:55+00:00,Fri Apr 01 18:43:55 +0000 2016,,@JackLipstone,,
+7437,elonmusk,Alyssa_Milano,"@Alyssa_Milano Hi Alyssa, thanks for placing your faith in Tesla. I hope you have a great experience with the car.",35,375,3,715971547475886083,https://twitter.com/elonmusk/status/715971547475886083,44196397,2016-04-01 18:38:13+00:00,Fri Apr 01 18:38:13 +0000 2016,,@Alyssa_Milano,,
+7438,elonmusk,,Definitely going to need to rethink production planning...,3263,9517,753,715955186175459332,https://twitter.com/elonmusk/status/715955186175459332,44196397,2016-04-01 17:33:12+00:00,Fri Apr 01 17:33:12 +0000 2016,,,,
+7439,elonmusk,,"Thought it would slow way down today, but Model 3 order count is now at 198k. Recommend ordering soon, as the wait time is growing rapidly.",4029,9311,540,715952781895426048,https://twitter.com/elonmusk/status/715952781895426048,44196397,2016-04-01 17:23:39+00:00,Fri Apr 01 17:23:39 +0000 2016,,,,
+7440,elonmusk,,"Model 3 orders at 180,000 in 24 hours. Selling price w avg option mix prob $42k, so ~$7.5B in a day. Future of electric cars looking bright!",16290,23160,888,715934657720639488,https://twitter.com/elonmusk/status/715934657720639488,44196397,2016-04-01 16:11:38+00:00,Fri Apr 01 16:11:38 +0000 2016,,,,
+7441,elonmusk,IndiaToday,@IndiaToday Will include India-wide Supercharger network,693,1131,124,715776577485807621,https://twitter.com/elonmusk/status/715776577485807621,44196397,2016-04-01 05:43:29+00:00,Fri Apr 01 05:43:29 +0000 2016,,@IndiaToday,,
+7442,elonmusk,Oatmeal,@Oatmeal sure!,182,1805,70,715774770013409281,https://twitter.com/elonmusk/status/715774770013409281,44196397,2016-04-01 05:36:18+00:00,Fri Apr 01 05:36:18 +0000 2016,,@Oatmeal,,
+7443,elonmusk,StartUpRabbi,@StartUpRabbi Coming in the mail,18,183,12,715774390802194432,https://twitter.com/elonmusk/status/715774390802194432,44196397,2016-04-01 05:34:47+00:00,Fri Apr 01 05:34:47 +0000 2016,,@StartUpRabbi,,
+7444,elonmusk,redletterdave,@redletterdave Hardware in all cars. Autopilot safety features standard. Convenience features optional (like S and X).,54,294,18,715766837590499328,https://twitter.com/elonmusk/status/715766837590499328,44196397,2016-04-01 05:04:47+00:00,Fri Apr 01 05:04:47 +0000 2016,,@redletterdave,,
+7445,elonmusk,yoda,@drew Just order the SpaceX option package!,170,900,19,715765978328612870,https://twitter.com/elonmusk/status/715765978328612870,44196397,2016-04-01 05:01:22+00:00,Fri Apr 01 05:01:22 +0000 2016,,@drew,,
+7446,elonmusk,,"Thanks for tuning in to the Model 3 unveil Part 1! Part 2 is super next level, but that's for later…",1768,7523,420,715765746429784064,https://twitter.com/elonmusk/status/715765746429784064,44196397,2016-04-01 05:00:26+00:00,Fri Apr 01 05:00:26 +0000 2016,,,,
+7447,elonmusk,lukeifynz,"@lukealization yes, will cover whole country",38,236,28,715679848828575744,https://twitter.com/elonmusk/status/715679848828575744,44196397,2016-03-31 23:19:07+00:00,Thu Mar 31 23:19:07 +0000 2016,,,,
+7448,elonmusk,preastro,@preastro yes,39,99,9,715677526459199488,https://twitter.com/elonmusk/status/715677526459199488,44196397,2016-03-31 23:09:53+00:00,Thu Mar 31 23:09:53 +0000 2016,,@preastro,,
+7449,elonmusk,KentNStephens,@KentNStephens sure is,13,132,9,715677488228098048,https://twitter.com/elonmusk/status/715677488228098048,44196397,2016-03-31 23:09:44+00:00,Thu Mar 31 23:09:44 +0000 2016,,@KentNStephens,,
+7450,elonmusk,roddrury,@roddrury X and S will also be available,29,139,12,715656818756726784,https://twitter.com/elonmusk/status/715656818756726784,44196397,2016-03-31 21:47:36+00:00,Thu Mar 31 21:47:36 +0000 2016,,@roddrury,,
+7451,elonmusk,,"Adding several more countries to Model 3 order page tonight. Check for details, but will include India, Brazil, SA, SK, NZ, Sing & Ireland.",2938,5467,658,715647321019551744,https://twitter.com/elonmusk/status/715647321019551744,44196397,2016-03-31 21:09:52+00:00,Thu Mar 31 21:09:52 +0000 2016,,,,
+7452,elonmusk,elonmusk,"Model 3 orders, whether in store or online, are limited to two per person",626,1644,190,715640777578143744,https://twitter.com/elonmusk/status/715640777578143744,44196397,2016-03-31 20:43:51+00:00,Thu Mar 31 20:43:51 +0000 2016,,,,
+7453,elonmusk,,Online ordering at http://Tesla.com will now open at 7:30pm Pacific to ensure no server overload. Presentation still at 8:30.,1277,2606,180,715637755598901248,https://twitter.com/elonmusk/status/715637755598901248,44196397,2016-03-31 20:31:51+00:00,Thu Mar 31 20:31:51 +0000 2016,,,,http://Tesla.com
+7454,elonmusk,haerone,@haerone From almost anywhere,6,83,12,715574515405692929,https://twitter.com/elonmusk/status/715574515405692929,44196397,2016-03-31 16:20:33+00:00,Thu Mar 31 16:20:33 +0000 2016,,@haerone,,
+7455,elonmusk,GiftedDiego,@GiftedDiego Coming soon!,7,104,13,715570155921616896,https://twitter.com/elonmusk/status/715570155921616896,44196397,2016-03-31 16:03:14+00:00,Thu Mar 31 16:03:14 +0000 2016,,@GiftedDiego,,
+7456,elonmusk,,"Incredibly inspired by the interest in Model 3. You won't be disappointed. Also, small token of appreciation coming for those who lined up.",3109,10884,628,715566236822671360,https://twitter.com/elonmusk/status/715566236822671360,44196397,2016-03-31 15:47:40+00:00,Thu Mar 31 15:47:40 +0000 2016,,,,
+7457,elonmusk,,Model 3 unveil will be webcast live at 8:30pm California time at http://Tesla.com,2952,4760,249,715433418260029440,https://twitter.com/elonmusk/status/715433418260029440,44196397,2016-03-31 06:59:53+00:00,Thu Mar 31 06:59:53 +0000 2016,,,,http://Tesla.com
+7458,elonmusk,russbosh,"@rossbin You will see the car very clearly, but some important elements will be added and some will evolve.",106,517,27,715309739752747009,https://twitter.com/elonmusk/status/715309739752747009,44196397,2016-03-30 22:48:26+00:00,Wed Mar 30 22:48:26 +0000 2016,,@rossbin,,
+7459,elonmusk,,"Tomorrow is Part 1 of the Model 3 unveil. Part 2, which takes things to another level, will be closer to production.",2233,5660,239,715307847890903041,https://twitter.com/elonmusk/status/715307847890903041,44196397,2016-03-30 22:40:55+00:00,Wed Mar 30 22:40:55 +0000 2016,,,,
+7460,elonmusk,,Model 3 order day starting in Australia,1329,3938,145,715303533659041792,https://twitter.com/elonmusk/status/715303533659041792,44196397,2016-03-30 22:23:46+00:00,Wed Mar 30 22:23:46 +0000 2016,,,,
+7461,elonmusk,,You can now buy cruise ship tickets for the Arctic passage. Seeing is believing.,1280,1979,147,715220713326530561,https://twitter.com/elonmusk/status/715220713326530561,44196397,2016-03-30 16:54:40+00:00,Wed Mar 30 16:54:40 +0000 2016,,,,http://www.wired.com/2016/03/climate-change-opens-first-luxury-arctic-cruise-route/
+7462,elonmusk,BadAstronomer,Great article by @BadAstronomer. Important to note max temp record. Too much attention on avg temp. Max matters most,1342,2175,93,715219872204992512,https://twitter.com/elonmusk/status/715219872204992512,44196397,2016-03-30 16:51:20+00:00,Wed Mar 30 16:51:20 +0000 2016,,@BadAstronomer,,https://twitter.com/badastronomer/status/715203254590648320
+7463,elonmusk,,Looks like we may need to increase production plans for the Model 3,2556,8835,616,714963420316049411,https://twitter.com/elonmusk/status/714963420316049411,44196397,2016-03-29 23:52:17+00:00,Tue Mar 29 23:52:17 +0000 2016,,,,
+7464,elonmusk,Tesla,Tesla charger map,967,2638,168,711603839443423232,https://twitter.com/elonmusk/status/711603839443423232,44196397,2016-03-20 17:22:30+00:00,Sun Mar 20 17:22:30 +0000 2016,,,,https://twitter.com/teslamotors/status/711601527765360640
+7465,elonmusk,,@MileHighWillY being fixed,11,88,12,711258598551240704,https://twitter.com/elonmusk/status/711258598551240704,44196397,2016-03-19 18:30:39+00:00,Sat Mar 19 18:30:39 +0000 2016,,,,
+7466,elonmusk,RobGlaser,@RobGlaser sure,4,62,5,710657482322915328,https://twitter.com/elonmusk/status/710657482322915328,44196397,2016-03-18 02:42:01+00:00,Fri Mar 18 02:42:01 +0000 2016,,@RobGlaser,,
+7467,elonmusk,mikegaalsf,"@mikegaalsf Turn off recirc. Air exits thru rear vents. Snap in shade also avail from service, but I just tint the rear window.",7,82,8,710625418856964096,https://twitter.com/elonmusk/status/710625418856964096,44196397,2016-03-18 00:34:37+00:00,Fri Mar 18 00:34:37 +0000 2016,,@mikegaalsf,,
+7468,elonmusk,Christianlguaje,@Christianlguaje no,157,709,31,707636460212490240,https://twitter.com/elonmusk/status/707636460212490240,44196397,2016-03-09 18:37:34+00:00,Wed Mar 09 18:37:34 +0000 2016,,@Christianlguaje,,
+7469,elonmusk,,The AEI meeting wasn't secret and I was only there for a few hours to talk about Mars and sustainable energy. Nothing to do with Trump.,987,3957,280,707632249340952577,https://twitter.com/elonmusk/status/707632249340952577,44196397,2016-03-09 18:20:50+00:00,Wed Mar 09 18:20:50 +0000 2016,,,,
+7470,elonmusk,demishassabis,Congrats to DeepMind! Many experts in the field thought AI was 10 years away from achieving this.,1248,2859,82,707611375191744512,https://twitter.com/elonmusk/status/707611375191744512,44196397,2016-03-09 16:57:53+00:00,Wed Mar 09 16:57:53 +0000 2016,,,,https://twitter.com/demishassabis/status/707474683906674688
+7471,elonmusk,elonmusk,"SpaceX & Tesla comp is same or better than other companies. Big diff is that we don't outsource manufacturing, retail sales or service.",1348,4584,167,706612070041591808,https://twitter.com/elonmusk/status/706612070041591808,44196397,2016-03-06 22:47:00+00:00,Sun Mar 06 22:47:00 +0000 2016,,,,
+7472,elonmusk,FutureJurvetson,"SpaceX and Tesla rated most meaningful work in high tech. Also, most stressful, but that goes with the territory.",2449,5659,170,706610504161107968,https://twitter.com/elonmusk/status/706610504161107968,44196397,2016-03-06 22:40:47+00:00,Sun Mar 06 22:40:47 +0000 2016,,,,https://twitter.com/dfjsteve/status/705925529388453888
+7473,elonmusk,wk057,@wk057 @TeslaMotors Wasn't done at my request. Good hacking is a gift.,97,450,22,706185709481119745,https://twitter.com/elonmusk/status/706185709481119745,44196397,2016-03-05 18:32:48+00:00,Sat Mar 05 18:32:48 +0000 2016,,@wk057,,
+7474,elonmusk,,"Rocket landed hard on the droneship. Didn't expect this one to work (v hot reentry), but next flight has a good chance.",4068,10375,710,705917924972736512,https://twitter.com/elonmusk/status/705917924972736512,44196397,2016-03-05 00:48:43+00:00,Sat Mar 05 00:48:43 +0000 2016,,,,
+7475,elonmusk,,"Target altitude of 40,600 km achieved. Thanks @SES_Satellites for riding on Falcon 9! Looking forward to future missions.",1902,6197,261,705910704792973313,https://twitter.com/elonmusk/status/705910704792973313,44196397,2016-03-05 00:20:01+00:00,Sat Mar 05 00:20:01 +0000 2016,,@SES_Satellites,,
+7476,elonmusk,,@Astro_Valdric @TeslaMotors We spoke earlier today and he said he would investigate the situation.,73,225,23,705687267684159488,https://twitter.com/elonmusk/status/705687267684159488,44196397,2016-03-04 09:32:10+00:00,Fri Mar 04 09:32:10 +0000 2016,,@Astro_Valdric,,
+7477,elonmusk,curtismcauliff,.@curtismcauliff SpaceX has not donated to any presidential campaign,600,2687,146,705094397470179329,https://twitter.com/elonmusk/status/705094397470179329,44196397,2016-03-02 18:16:19+00:00,Wed Mar 02 18:16:19 +0000 2016,,@curtismcauliff,,
+7478,elonmusk,arstechnica,Evolution hasn't advanced much,446,1235,96,705089680581132288,https://twitter.com/elonmusk/status/705089680581132288,44196397,2016-03-02 17:57:34+00:00,Wed Mar 02 17:57:34 +0000 2016,,,,https://twitter.com/arstechnica/status/705069161064603648
+7479,elonmusk,,MIT Technology Review 2016,1017,1963,110,704949916171444224,https://twitter.com/elonmusk/status/704949916171444224,44196397,2016-03-02 08:42:12+00:00,Wed Mar 02 08:42:12 +0000 2016,,,,https://www.technologyreview.com/lists/technologies/2016/
+7480,elonmusk,chrisdbond,@chrisdbond checking ...,5,64,3,704825457934364674,https://twitter.com/elonmusk/status/704825457934364674,44196397,2016-03-02 00:27:38+00:00,Wed Mar 02 00:27:38 +0000 2016,,@chrisdbond,,
+7481,elonmusk,lorengrush,@lorengrush exactly :),9,96,3,704779047746691072,https://twitter.com/elonmusk/status/704779047746691072,44196397,2016-03-01 21:23:13+00:00,Tue Mar 01 21:23:13 +0000 2016,,@lorengrush,,
+7482,elonmusk,,Pushing launch to Friday due to extreme high altitude wind shear. Hits like a sledgehammer when going up supersonic,1601,3974,230,704770247769722880,https://twitter.com/elonmusk/status/704770247769722880,44196397,2016-03-01 20:48:15+00:00,Tue Mar 01 20:48:15 +0000 2016,,,,
+7483,elonmusk,PernilleT,@PernilleT Only heard about it today. Doesn't sound like they are in the right though in their dealings with our subcontractor.,8,60,5,704603669786791936,https://twitter.com/elonmusk/status/704603669786791936,44196397,2016-03-01 09:46:20+00:00,Tue Mar 01 09:46:20 +0000 2016,,@PernilleT,,
+7484,elonmusk,SpaceX,@SpaceX Launch aborted on low thrust alarm. Rising oxygen temps due to hold for boat and helium bubble triggered alarm.,1823,2463,310,704102461766676481,https://twitter.com/elonmusk/status/704102461766676481,44196397,2016-02-29 00:34:43+00:00,Mon Feb 29 00:34:43 +0000 2016,,@SpaceX,,
+7485,elonmusk,SpaceX,@SpaceX AF has placed launch on hold due to a boat entering the edge of the keep out zone. Scrambling helo to get them to move.,1124,1954,214,704092857829732353,https://twitter.com/elonmusk/status/704092857829732353,44196397,2016-02-28 23:56:33+00:00,Sun Feb 28 23:56:33 +0000 2016,,@SpaceX,,
+7486,elonmusk,TLKFremont,"@TLKFremont Great leg room for 3rd row, rear visibility better, easy storage of long cargo.",6,83,13,703760056827912197,https://twitter.com/elonmusk/status/703760056827912197,44196397,2016-02-28 01:54:07+00:00,Sun Feb 28 01:54:07 +0000 2016,,@TLKFremont,,
+7487,elonmusk,derekslager,"@derekslager @skiesforme yes, it actually performed better than other colors on stain tests. Best not to have vented seats w kids though.",5,76,6,703692375055413248,https://twitter.com/elonmusk/status/703692375055413248,44196397,2016-02-27 21:25:10+00:00,Sat Feb 27 21:25:10 +0000 2016,,@derekslager @skiesforme,,
+7488,elonmusk,skiesforme,"@skiesforme Can't emphasize enough that white is the best interior. Also, pick 6 seats unless you really need 7.",16,103,9,703650455407079424,https://twitter.com/elonmusk/status/703650455407079424,44196397,2016-02-27 18:38:36+00:00,Sat Feb 27 18:38:36 +0000 2016,,@skiesforme,,
+7489,elonmusk,skiesforme,"@skiesforme @TeslaMotors That said, the white interior is the best. Highly recommend.",9,59,1,703636763227484161,https://twitter.com/elonmusk/status/703636763227484161,44196397,2016-02-27 17:44:11+00:00,Sat Feb 27 17:44:11 +0000 2016,,@skiesforme,,
+7490,elonmusk,skiesforme,@skiesforme Heavy use of the white causes splitting. Adding backing material to strengthen. Will be upgraded at no cost.,10,79,4,703636644704849921,https://twitter.com/elonmusk/status/703636644704849921,44196397,2016-02-27 17:43:43+00:00,Sat Feb 27 17:43:43 +0000 2016,,@skiesforme,,
+7491,elonmusk,,Worth reposting the Wait But Why piece on AI. We are at the beginning of exponential growth in digital intelligence.,2540,4484,220,702534707464896512,https://twitter.com/elonmusk/status/702534707464896512,44196397,2016-02-24 16:45:01+00:00,Wed Feb 24 16:45:01 +0000 2016,,,,http://waitbutwhy.com/2015/01/artificial-intelligence-revolution-1.html
+7492,elonmusk,,Next gen Atlas robot,2514,3194,278,702291394023415812,https://twitter.com/elonmusk/status/702291394023415812,44196397,2016-02-24 00:38:10+00:00,Wed Feb 24 00:38:10 +0000 2016,,,,https://m.youtube.com/watch?v=rVlhMGQgDkY&feature=youtu.be
+7493,elonmusk,RoMcLocko,@RoMcLocko @TeslaMotors coming later this year,53,140,18,702233502910025732,https://twitter.com/elonmusk/status/702233502910025732,44196397,2016-02-23 20:48:08+00:00,Tue Feb 23 20:48:08 +0000 2016,,@RoMcLocko,,
+7494,elonmusk,elonmusk,"There is no way it is only 0.5%, given the staggeringly massive number of fossil subsidies that exist in every country, or as high as 50%.",400,1354,90,701548454460284929,https://twitter.com/elonmusk/status/701548454460284929,44196397,2016-02-21 23:26:00+00:00,Sun Feb 21 23:26:00 +0000 2016,,,,
+7495,elonmusk,,"Global economy of $100T is overwhelmingly fossil fuel based, so IMF estimate of $5T or 5% for carbon subsidy is def right order of magnitude",939,2237,93,701547612747345921,https://twitter.com/elonmusk/status/701547612747345921,44196397,2016-02-21 23:22:39+00:00,Sun Feb 21 23:22:39 +0000 2016,,,,
+7496,elonmusk,,Just wanted to thank Stu G for http://tesla.com. Know it meant a lot to you. Will take good care.,679,3594,99,701222643278548993,https://twitter.com/elonmusk/status/701222643278548993,44196397,2016-02-21 01:51:20+00:00,Sun Feb 21 01:51:20 +0000 2016,,,,http://tesla.com
+7497,elonmusk,nathanfielder,@nathanfielder Don't you already have a spaceship?,747,3511,34,701143735690612736,https://twitter.com/elonmusk/status/701143735690612736,44196397,2016-02-20 20:37:47+00:00,Sat Feb 20 20:37:47 +0000 2016,,@nathanfielder,,
+7498,elonmusk,,Worth noting that all gasoline cars are heavily subsidized via oil company tax credits & unpaid public health costs,5444,6422,347,700600176713404416,https://twitter.com/elonmusk/status/700600176713404416,44196397,2016-02-19 08:37:53+00:00,Fri Feb 19 08:37:53 +0000 2016,,,,http://www.theguardian.com/environment/2015/may/18/fossil-fuel-companies-getting-10m-a-minute-in-subsidies-says-imf
+7499,elonmusk,,Sigh …,3492,4434,710,700583378328784896,https://twitter.com/elonmusk/status/700583378328784896,44196397,2016-02-19 07:31:08+00:00,Fri Feb 19 07:31:08 +0000 2016,,,,http://m.huffpost.com/us/entry/koch-electric-vehicles_us_56c4d63ce4b0b40245c8cbf6
+7500,elonmusk,elliegoulding,@elliegoulding Hi :),60,367,24,700540843455705088,https://twitter.com/elonmusk/status/700540843455705088,44196397,2016-02-19 04:42:07+00:00,Fri Feb 19 04:42:07 +0000 2016,,@elliegoulding,,
+7501,elonmusk,msb17,"@msb17 yeah, that's a great one too :)",3,61,3,700400899991011328,https://twitter.com/elonmusk/status/700400899991011328,44196397,2016-02-18 19:26:02+00:00,Thu Feb 18 19:26:02 +0000 2016,,@msb17,,
+7502,elonmusk,,@AnnaDotBlue Little bit,6,90,1,700400754943627264,https://twitter.com/elonmusk/status/700400754943627264,44196397,2016-02-18 19:25:27+00:00,Thu Feb 18 19:25:27 +0000 2016,,@annadotblue,,
+7503,elonmusk,,"Worth watching ""Nathan for You"" on Comedy Central, particularly the ""Dumb Starbucks"" and ""Mechanic/Realtor"" episodes",564,2495,116,700400342047961088,https://twitter.com/elonmusk/status/700400342047961088,44196397,2016-02-18 19:23:49+00:00,Thu Feb 18 19:23:49 +0000 2016,,,,
+7504,elonmusk,,My coffee tastes unusually good this morning,1136,6142,234,700398127044362240,https://twitter.com/elonmusk/status/700398127044362240,44196397,2016-02-18 19:15:00+00:00,Thu Feb 18 19:15:00 +0000 2016,,,,
+7505,elonmusk,BasseyE,@BasseyE @tegmark yes,13,81,14,699880397396512768,https://twitter.com/elonmusk/status/699880397396512768,44196397,2016-02-17 08:57:44+00:00,Wed Feb 17 08:57:44 +0000 2016,,@BasseyE @tegmark,,
+7506,elonmusk,,Interesting to think of physics as a set of compression algorithms for the universe. That's basically what formulas are.,3268,7594,359,699709623406702592,https://twitter.com/elonmusk/status/699709623406702592,44196397,2016-02-16 21:39:08+00:00,Tue Feb 16 21:39:08 +0000 2016,,,,
+7507,elonmusk,chriskreidler,"@chriskreidler @engadget yes, this was done jointly with Tesla and Radio Flyer",19,134,6,699510738147106816,https://twitter.com/elonmusk/status/699510738147106816,44196397,2016-02-16 08:28:50+00:00,Tue Feb 16 08:28:50 +0000 2016,,@chriskreidler @engadget,,
+7508,elonmusk,engadget,This baby Model S really is quite fun,1068,2795,210,699510097332994048,https://twitter.com/elonmusk/status/699510097332994048,44196397,2016-02-16 08:26:18+00:00,Tue Feb 16 08:26:18 +0000 2016,,,,https://twitter.com/engadget/status/699489096406802432
+7509,elonmusk,,More details on Model 3 unveil in coming weeks. That's it for now.,1057,3708,219,697684032868356097,https://twitter.com/elonmusk/status/697684032868356097,44196397,2016-02-11 07:30:10+00:00,Thu Feb 11 07:30:10 +0000 2016,,,,
+7510,elonmusk,MysteryGuitarM,@MysteryGuitarM yes,17,193,14,697682665919516672,https://twitter.com/elonmusk/status/697682665919516672,44196397,2016-02-11 07:24:44+00:00,Thu Feb 11 07:24:44 +0000 2016,,@MysteryGuitarM,,
+7511,elonmusk,elonmusk,No signature series for Model 3. Same reservation amount for all.,400,1572,93,697679828468641792,https://twitter.com/elonmusk/status/697679828468641792,44196397,2016-02-11 07:13:28+00:00,Thu Feb 11 07:13:28 +0000 2016,,,,
+7512,elonmusk,garethseneque,@garethseneque global,21,170,10,697679434996850688,https://twitter.com/elonmusk/status/697679434996850688,44196397,2016-02-11 07:11:54+00:00,Thu Feb 11 07:11:54 +0000 2016,,@garethseneque,,
+7513,elonmusk,,Model 3 reservations ($1000 down) will be accepted in Tesla stores on March 31 and online April 1,3414,5994,514,697678962588188672,https://twitter.com/elonmusk/status/697678962588188672,44196397,2016-02-11 07:10:01+00:00,Thu Feb 11 07:10:01 +0000 2016,,,,
+7514,elonmusk,ErikRoesegg,@ErikRoesegg good point,1,108,4,697674277131153408,https://twitter.com/elonmusk/status/697674277131153408,44196397,2016-02-11 06:51:24+00:00,Thu Feb 11 06:51:24 +0000 2016,,@ErikRoesegg,,
+7515,elonmusk,elonmusk,Should mention that Tesla Motors itself had nothing to do with the short movie. This was completely independent.,194,1316,104,697341715712086016,https://twitter.com/elonmusk/status/697341715712086016,44196397,2016-02-10 08:49:55+00:00,Wed Feb 10 08:49:55 +0000 2016,,,,
+7516,elonmusk,,Love this Tesla video made by,1751,3973,143,697331144417619968,https://twitter.com/elonmusk/status/697331144417619968,44196397,2016-02-10 08:07:55+00:00,Wed Feb 10 08:07:55 +0000 2016,,,,http://freisebrothers.com/tesla-notadream/
+7517,elonmusk,,My job moonlighting as a police officer in Brazil is no longer secret,1877,5099,295,695666033676328960,https://twitter.com/elonmusk/status/695666033676328960,44196397,2016-02-05 17:51:21+00:00,Fri Feb 05 17:51:21 +0000 2016,,,,http://www.autoblog.com/2016/02/04/it-sure-looks-like-elon-musk-is-now-doing-security-in-brazil/
+7518,elonmusk,,Must be a slow news day if denying service to a super rude customer gets this much attention,2338,9236,970,694802955170553861,https://twitter.com/elonmusk/status/694802955170553861,44196397,2016-02-03 08:41:47+00:00,Wed Feb 03 08:41:47 +0000 2016,,,,
+7519,elonmusk,TheEconomist,@TheEconomist Interesting name,268,1267,72,690983158490136576,https://twitter.com/elonmusk/status/690983158490136576,44196397,2016-01-23 19:43:17+00:00,Sat Jan 23 19:43:17 +0000 2016,,@TheEconomist,,
+7520,elonmusk,Benzinga,@Benzinga I didn't take anyone's car and never would. Car was actually allocated to engineering test (not by me) and inadvertently sold.,47,244,53,689869015280254976,https://twitter.com/elonmusk/status/689869015280254976,44196397,2016-01-20 17:56:05+00:00,Wed Jan 20 17:56:05 +0000 2016,,@Benzinga,,
+7521,elonmusk,,"My best guess for 2016: ~70% landing success rate (so still a few more RUDs to go), then hopefully improving to ~90% in 2017",1440,5176,394,689299216607232000,https://twitter.com/elonmusk/status/689299216607232000,44196397,2016-01-19 04:11:54+00:00,Tue Jan 19 04:11:54 +0000 2016,,,,
+7522,elonmusk,JeffBezos,@JeffBezos @SpaceX Thanks Jeff,160,1075,50,688921087820705792,https://twitter.com/elonmusk/status/688921087820705792,44196397,2016-01-18 03:09:21+00:00,Mon Jan 18 03:09:21 +0000 2016,,@JeffBezos @SpaceX,,
+7523,elonmusk,,"Falcon lands on droneship, but the lockout collet doesn't latch on one the four legs, causing it… https://www.instagram.com/p/BAqirNbwEc0/",8067,8727,1238,688920586391805952,https://twitter.com/elonmusk/status/688920586391805952,44196397,2016-01-18 03:07:21+00:00,Mon Jan 18 03:07:21 +0000 2016,,,,https://www.instagram.com/p/BAqirNbwEc0/
+7524,elonmusk,stunt_penguin,"@stunt_penguin @LayOn_OverWhale Stage 1 would reach low Earth orbit if not hefting a second stage, but payload would be greatly reduced.",26,187,20,688846973361721345,https://twitter.com/elonmusk/status/688846973361721345,44196397,2016-01-17 22:14:51+00:00,Sun Jan 17 22:14:51 +0000 2016,,@stunt_penguin @layon_overwhale,,
+7525,elonmusk,JimmyVosika,"@JimmyVosika Actually, didn't get environmental approval in time, but it was also good practice for missions where a ship is needed.",22,190,7,688846557949472768,https://twitter.com/elonmusk/status/688846557949472768,44196397,2016-01-17 22:13:12+00:00,Sun Jan 17 22:13:12 +0000 2016,,@JimmyVosika,,
+7526,elonmusk,elonmusk,"If speed at stage separation > ~6000 km/hr. With a ship, no need to zero out lateral velocity, so can stage at up to ~9000 km/h.",448,1572,128,688845689023901696,https://twitter.com/elonmusk/status/688845689023901696,44196397,2016-01-17 22:09:45+00:00,Sun Jan 17 22:09:45 +0000 2016,,,,
+7527,elonmusk,,Ship landings are not needed for flexibility or to save fuel costs. Just not physically possible to return to launch site,626,2068,145,688844190826942465,https://twitter.com/elonmusk/status/688844190826942465,44196397,2016-01-17 22:03:47+00:00,Sun Jan 17 22:03:47 +0000 2016,,,,
+7528,elonmusk,,"As mentioned before, ship landings are needed for high velocity missions. Altitude & distance don't mean much for orbit. All about speed.",645,2125,103,688842435955261440,https://twitter.com/elonmusk/status/688842435955261440,44196397,2016-01-17 21:56:49+00:00,Sun Jan 17 21:56:49 +0000 2016,,,,
+7529,elonmusk,mbhnyc,@mbhnyc steel collet,5,79,6,688841295364673536,https://twitter.com/elonmusk/status/688841295364673536,44196397,2016-01-17 21:52:17+00:00,Sun Jan 17 21:52:17 +0000 2016,,@mbhnyc,,
+7530,elonmusk,,"Well, at least the pieces were bigger this time! Won't be last RUD, but am optimistic about upcoming ship landing.",6766,13294,825,688837706005131264,https://twitter.com/elonmusk/status/688837706005131264,44196397,2016-01-17 21:38:01+00:00,Sun Jan 17 21:38:01 +0000 2016,,,,
+7531,elonmusk,Uncle_Gus,@Uncle_Gus probably,26,230,17,688816810754359297,https://twitter.com/elonmusk/status/688816810754359297,44196397,2016-01-17 20:14:59+00:00,Sun Jan 17 20:14:59 +0000 2016,,@Uncle_Gus,,
+7532,elonmusk,,"However, that was not what prevented it being good. Touchdown speed was ok, but a leg lockout didn't latch, so it tipped over after landing.",1922,3979,526,688816554306191360,https://twitter.com/elonmusk/status/688816554306191360,44196397,2016-01-17 20:13:58+00:00,Sun Jan 17 20:13:58 +0000 2016,,,,
+7533,elonmusk,,"Definitely harder to land on a ship. Similar to an aircraft carrier vs land: much smaller target area, that's also translating & rotating.",1965,4708,509,688814634489413632,https://twitter.com/elonmusk/status/688814634489413632,44196397,2016-01-17 20:06:21+00:00,Sun Jan 17 20:06:21 +0000 2016,,,,
+7534,elonmusk,elonmusk,Maybe some debris ingestion. Engine data looks ok. Will borescope tonight. This is one of the outer engines.,446,1813,149,688175650570547202,https://twitter.com/elonmusk/status/688175650570547202,44196397,2016-01-16 01:47:15+00:00,Sat Jan 16 01:47:15 +0000 2016,,,,
+7535,elonmusk,,"Conducted hold-down firing of returned Falcon rocket. Data looks good overall, but engine 9 showed thrust fluctuations.",1121,3734,173,688173528017850368,https://twitter.com/elonmusk/status/688173528017850368,44196397,2016-01-16 01:38:49+00:00,Sat Jan 16 01:38:49 +0000 2016,,,,
+7536,elonmusk,SpaceX,Next launch is a @NASA science mission from VAFB California on Sunday.,857,2103,124,686976300158853120,https://twitter.com/elonmusk/status/686976300158853120,44196397,2016-01-12 18:21:28+00:00,Tue Jan 12 18:21:28 +0000 2016,,@NASA,,https://twitter.com/spacex/status/686971170051100672
+7537,elonmusk,SpaceX,Aiming to launch this weekend and (hopefully) land on our droneship. Ship landings needed for high velocity missions,1980,4279,206,686743696469954560,https://twitter.com/elonmusk/status/686743696469954560,44196397,2016-01-12 02:57:10+00:00,Tue Jan 12 02:57:10 +0000 2016,,,,https://twitter.com/spacex/status/686740078387843073
+7538,elonmusk,,Sad to hear that David Bowie died. He was amazing.,1127,4365,127,686472796797579266,https://twitter.com/elonmusk/status/686472796797579266,44196397,2016-01-11 09:00:43+00:00,Mon Jan 11 09:00:43 +0000 2016,,,,
+7539,elonmusk,,"In ~2 years, summon should work anywhere connected by land & not blocked by borders, eg you're in LA and the car is in NY",4540,7423,622,686279251293777920,https://twitter.com/elonmusk/status/686279251293777920,44196397,2016-01-10 20:11:38+00:00,Sun Jan 10 20:11:38 +0000 2016,,,,
+7540,elonmusk,elonmusk,"Tap your phone or key and your car will open the garage door, exit, close the door and come to you. Will do same in reverse for unsummon.",2879,4400,261,686278452639567876,https://twitter.com/elonmusk/status/686278452639567876,44196397,2016-01-10 20:08:28+00:00,Sun Jan 10 20:08:28 +0000 2016,,,,
+7541,elonmusk,,First baby step in Tesla Summon capability now downloading over-the-air with V7.1,1562,3532,128,686277508212330496,https://twitter.com/elonmusk/status/686277508212330496,44196397,2016-01-10 20:04:43+00:00,Sun Jan 10 20:04:43 +0000 2016,,,,
+7542,elonmusk,,"Worth reading The Machine Stops, an old story by E. M. Forster https://en.m.wikipedia.org/wiki/The_Machine_Stops",874,3018,260,683333695307034625,https://twitter.com/elonmusk/status/683333695307034625,44196397,2016-01-02 17:07:03+00:00,Sat Jan 02 17:07:03 +0000 2016,,,,https://en.m.wikipedia.org/wiki/The_Machine_Stops
+7543,elonmusk,,"Falcon 9 back in the hangar at Cape Canaveral. No damage found, ready to fire again. https://www.instagram.com/p/_-d28bQEc9/",4803,10270,534,682717803166695425,https://twitter.com/elonmusk/status/682717803166695425,44196397,2016-01-01 00:19:43+00:00,Fri Jan 01 00:19:43 +0000 2016,,,,https://www.instagram.com/p/_-d28bQEc9/
+7544,elonmusk,,High res video of landing from the helo,7190,10342,624,679163784062107649,https://twitter.com/elonmusk/status/679163784062107649,44196397,2015-12-22 04:57:19+00:00,Tue Dec 22 04:57:19 +0000 2015,,,,https://m.youtube.com/watch?v=ZCBE8ocOkAQ&feature=youtu.be
+7545,elonmusk,,Live video from LZ-1,5279,11169,380,679145544673923072,https://twitter.com/elonmusk/status/679145544673923072,44196397,2015-12-22 03:44:50+00:00,Tue Dec 22 03:44:50 +0000 2015,,,,
+7546,elonmusk,,Falcon 9 standing on LZ-1 at Cape Canaveral,4555,9842,410,679142215981993984,https://twitter.com/elonmusk/status/679142215981993984,44196397,2015-12-22 03:31:36+00:00,Tue Dec 22 03:31:36 +0000 2015,,,,
+7547,elonmusk,morganpage,@morganpage thanks!,3,176,13,679138271084064768,https://twitter.com/elonmusk/status/679138271084064768,44196397,2015-12-22 03:15:56+00:00,Tue Dec 22 03:15:56 +0000 2015,,@morganpage,,
+7548,elonmusk,,There and back again,25298,40102,1060,679137936416329728,https://twitter.com/elonmusk/status/679137936416329728,44196397,2015-12-22 03:14:36+00:00,Tue Dec 22 03:14:36 +0000 2015,,,,
+7549,elonmusk,Jon_Favreau,@Jon_Favreau Thanks Jon!,23,320,10,679137515543097345,https://twitter.com/elonmusk/status/679137515543097345,44196397,2015-12-22 03:12:56+00:00,Tue Dec 22 03:12:56 +0000 2015,,@Jon_Favreau,,
+7550,elonmusk,,"11 satellites deployed to target orbit and Falcon has landed back at Cape Canaveral. Headed to LZ-1. Welcome back, baby!",9063,18031,1053,679127406813188097,https://twitter.com/elonmusk/status/679127406813188097,44196397,2015-12-22 02:32:46+00:00,Tue Dec 22 02:32:46 +0000 2015,,,,
+7551,elonmusk,,Background on the launch,973,2204,218,679110356224991232,https://twitter.com/elonmusk/status/679110356224991232,44196397,2015-12-22 01:25:00+00:00,Tue Dec 22 01:25:00 +0000 2015,,,,http://www.spacex.com/news/2015/12/21/background-tonights-launch
+7552,elonmusk,,Launch & landing can be seen on the http://SpaceX.com webcast or in person from Cape Canaveral public causeway at 8:33pm local tmrw,1818,2866,229,678732298532085761,https://twitter.com/elonmusk/status/678732298532085761,44196397,2015-12-21 00:22:44+00:00,Mon Dec 21 00:22:44 +0000 2015,,,,http://SpaceX.com
+7553,elonmusk,,Just reviewed mission params w SpaceX team. Monte Carlo runs show tmrw night has a 10% higher chance of a good landing. Punting 24 hrs.,1098,2590,202,678679083782377472,https://twitter.com/elonmusk/status/678679083782377472,44196397,2015-12-20 20:51:17+00:00,Sun Dec 20 20:51:17 +0000 2015,,,,
+7554,elonmusk,,Currently looking good for a Sunday night (~8pm local) attempted orbital launch and rocket landing at Cape Canaveral,1771,3984,272,678152249369952258,https://twitter.com/elonmusk/status/678152249369952258,44196397,2015-12-19 09:57:50+00:00,Sat Dec 19 09:57:50 +0000 2015,,,,
+7555,elonmusk,elonmusk,Meant to reply to this article:,176,720,75,678065851199651840,https://twitter.com/elonmusk/status/678065851199651840,44196397,2015-12-19 04:14:31+00:00,Sat Dec 19 04:14:31 +0000 2015,,,,http://www.latimes.com/business/la-fi-1216-tesla-credits-20151216-story.html
+7556,elonmusk,,This article does not appreciate that Tesla is in California despite taxes net of rebates being higher. Incentives only a partial offset.,204,1041,94,678065339649757184,https://twitter.com/elonmusk/status/678065339649757184,44196397,2015-12-19 04:12:29+00:00,Sat Dec 19 04:12:29 +0000 2015,,,,
+7557,elonmusk,,"Static fire test looks good. Pending data review, will aim to launch Sunday.",934,2654,156,678004229047357440,https://twitter.com/elonmusk/status/678004229047357440,44196397,2015-12-19 00:09:39+00:00,Sat Dec 19 00:09:39 +0000 2015,,,,
+7558,elonmusk,elonmusk,Rounding up to 1 sec for a bit of timing margin. Updating flight computer command sequence …,123,665,66,677980503459270657,https://twitter.com/elonmusk/status/677980503459270657,44196397,2015-12-18 22:35:22+00:00,Fri Dec 18 22:35:22 +0000 2015,,,,
+7559,elonmusk,,Aborted on ignition timing due to slow ground side valve. Adjusting ignition sequence by 0.6 secs for next attempt.,230,1008,104,677970721730002944,https://twitter.com/elonmusk/status/677970721730002944,44196397,2015-12-18 21:56:30+00:00,Fri Dec 18 21:56:30 +0000 2015,,,,
+7560,elonmusk,,About 2 mins from static fire,195,868,111,677961117595906048,https://twitter.com/elonmusk/status/677961117595906048,44196397,2015-12-18 21:18:21+00:00,Fri Dec 18 21:18:21 +0000 2015,,,,
+7561,elonmusk,elonmusk,@elonmusk holding for issue resolution,87,404,37,677949037815840768,https://twitter.com/elonmusk/status/677949037815840768,44196397,2015-12-18 20:30:20+00:00,Fri Dec 18 20:30:20 +0000 2015,,@elonmusk,,
+7562,elonmusk,,Abort triggered by flight computer on upper stage throttle valve. Adjusting thresholds and restarting count at T-10 mins.,269,874,81,677945101184708609,https://twitter.com/elonmusk/status/677945101184708609,44196397,2015-12-18 20:14:42+00:00,Fri Dec 18 20:14:42 +0000 2015,,,,
+7563,elonmusk,,5 mins from static fire test,367,1339,148,677940293212102656,https://twitter.com/elonmusk/status/677940293212102656,44196397,2015-12-18 19:55:36+00:00,Fri Dec 18 19:55:36 +0000 2015,,,,
+7564,elonmusk,lukeifynz,"@lukealization yes, from 70F to 20 F",9,108,10,677666779494248449,https://twitter.com/elonmusk/status/677666779494248449,44196397,2015-12-18 01:48:45+00:00,Fri Dec 18 01:48:45 +0000 2015,,,,
+7565,elonmusk,craigcocca,@craigcocca It worked in Texas,11,105,5,677666464208416768,https://twitter.com/elonmusk/status/677666464208416768,44196397,2015-12-18 01:47:30+00:00,Fri Dec 18 01:47:30 +0000 2015,,@craigcocca,,
+7566,elonmusk,PaigeANjax,@PaigeANjax -340 F in this case. Deep cryo increases density and amplifies rocket performance. First time anyone has gone this low for O2.,168,555,55,677663227271118848,https://twitter.com/elonmusk/status/677663227271118848,44196397,2015-12-18 01:34:38+00:00,Fri Dec 18 01:34:38 +0000 2015,,@PaigeANjax,,
+7567,elonmusk,,Falcon 9 is vertical on the launch pad at Cape Canaveral. Working towards static fire. Deep cryo liquid oxygen presenting some challenges.,836,2536,160,677660460230041600,https://twitter.com/elonmusk/status/677660460230041600,44196397,2015-12-18 01:23:38+00:00,Fri Dec 18 01:23:38 +0000 2015,,,,
+7568,elonmusk,futureshift,@mashabletech @mashable Not really my letter (no authorship contribution). Just agreed to add my name when they asked.,15,80,6,677646796311670786,https://twitter.com/elonmusk/status/677646796311670786,44196397,2015-12-18 00:29:20+00:00,Fri Dec 18 00:29:20 +0000 2015,,@mashabletech @mashable,,
+7569,elonmusk,,Vance article on self-driving cars was inaccurate,521,1117,84,677403793651175424,https://twitter.com/elonmusk/status/677403793651175424,44196397,2015-12-17 08:23:44+00:00,Thu Dec 17 08:23:44 +0000 2015,,,,http://ts.la/p3n
+7570,elonmusk,,Announcing formation of @open_ai …,3678,4358,246,675431513211600896,https://twitter.com/elonmusk/status/675431513211600896,44196397,2015-12-11 21:46:36+00:00,Fri Dec 11 21:46:36 +0000 2015,,@open_ai,,https://openai.com/blog/introducing-openai/
+7571,elonmusk,,Aiming for Falcon rocket static fire at Cape Canaveral on the 16th and launch about three days later,1314,3384,208,674885173838680064,https://twitter.com/elonmusk/status/674885173838680064,44196397,2015-12-10 09:35:38+00:00,Thu Dec 10 09:35:38 +0000 2015,,,,
+7572,elonmusk,laulauritzen,@laulauritzen Agreed. Working on it.,10,75,9,674879202554875904,https://twitter.com/elonmusk/status/674879202554875904,44196397,2015-12-10 09:11:55+00:00,Thu Dec 10 09:11:55 +0000 2015,,@laulauritzen,,
+7573,elonmusk,DiscoverMag,wow,700,1666,61,674715937610719232,https://twitter.com/elonmusk/status/674715937610719232,44196397,2015-12-09 22:23:09+00:00,Wed Dec 09 22:23:09 +0000 2015,,,,https://twitter.com/DiscoverMag/status/674713782778654721
+7574,elonmusk,NASA,@NASA Best of luck to the Cygnus launch,146,742,25,673606425109639168,https://twitter.com/elonmusk/status/673606425109639168,44196397,2015-12-06 20:54:21+00:00,Sun Dec 06 20:54:21 +0000 2015,,@NASA,,
+7575,elonmusk,MikeBloomberg,@MikeBloomberg Nice ride! Looking forward to seeing you tomorrow.,25,160,10,672594704467267584,https://twitter.com/elonmusk/status/672594704467267584,44196397,2015-12-04 01:54:08+00:00,Fri Dec 04 01:54:08 +0000 2015,,@MikeBloomberg,,
+7576,elonmusk,,Good summary of my talk in Paris on climate change,1576,2364,183,672387989260095489,https://twitter.com/elonmusk/status/672387989260095489,44196397,2015-12-03 12:12:43+00:00,Thu Dec 03 12:12:43 +0000 2015,,,,http://fortune.com/2015/12/02/elon-musk-carbon-tax-paris/
+7577,elonmusk,SorbonneParis1,About to give a talk at the Sorbonne,332,1092,115,672102667213115393,https://twitter.com/elonmusk/status/672102667213115393,44196397,2015-12-02 17:18:57+00:00,Wed Dec 02 17:18:57 +0000 2015,,,,https://twitter.com/sorbonneparis1/status/672085311401381888
+7578,elonmusk,ID_AA_Carmack,"@ID_AA_Carmack Yep, good points. I hope you get back into space some day!",50,329,16,669209994693251075,https://twitter.com/elonmusk/status/669209994693251075,44196397,2015-11-24 17:44:30+00:00,Tue Nov 24 17:44:30 +0000 2015,,@ID_AA_Carmack,,
+7579,elonmusk,,But credit for 1st reusable suborbital rocket goes to X-15 https://en.m.wikipedia.org/wiki/North_American_X-15 And Burt Rutan for commercial https://en.m.wikipedia.org/wiki/SpaceShipOne,453,1184,107,669202543109509120,https://twitter.com/elonmusk/status/669202543109509120,44196397,2015-11-24 17:14:54+00:00,Tue Nov 24 17:14:54 +0000 2015,,,,"https://en.m.wikipedia.org/wiki/North_American_X-15,https://en.m.wikipedia.org/wiki/SpaceShipOne"
+7580,elonmusk,,Jeff maybe unaware SpaceX suborbital VTOL flight began 2013. Orbital water landing 2014. Orbital land landing next.,831,1637,139,669199392231063552,https://twitter.com/elonmusk/status/669199392231063552,44196397,2015-11-24 17:02:22+00:00,Tue Nov 24 17:02:22 +0000 2015,,,,https://m.youtube.com/watch?v=2t15vP1PyoA
+7581,elonmusk,JeffBezos,"@JeffBezos Not quite ""rarest"". SpaceX Grasshopper rocket did 6 suborbital flights 3 years ago &amp; is still around.",918,2131,126,669194136248041472,https://twitter.com/elonmusk/status/669194136248041472,44196397,2015-11-24 16:41:29+00:00,Tue Nov 24 16:41:29 +0000 2015,,@JeffBezos,,
+7582,elonmusk,TobiasVdb,@TobiasVdb The F9 booster can reach low orbit as a single stage if not carrying the upper stage and a heavy satellite.,62,209,11,669132749500887040,https://twitter.com/elonmusk/status/669132749500887040,44196397,2015-11-24 12:37:34+00:00,Tue Nov 24 12:37:34 +0000 2015,,@TobiasVdb,,
+7583,elonmusk,elonmusk,"Getting to space needs ~Mach 3, but GTO orbit requires ~Mach 30. The energy needed is the square, i.e. 9 units for space and 900 for orbit.",802,1752,95,669131093379956736,https://twitter.com/elonmusk/status/669131093379956736,44196397,2015-11-24 12:30:59+00:00,Tue Nov 24 12:30:59 +0000 2015,,,,
+7584,elonmusk,,"It is, however, important to clear up the difference between ""space"" and ""orbit"", as described well by https://what-if.xkcd.com/58/",1488,2898,108,669129655597731841,https://twitter.com/elonmusk/status/669129655597731841,44196397,2015-11-24 12:25:16+00:00,Tue Nov 24 12:25:16 +0000 2015,,,,https://what-if.xkcd.com/58/
+7585,elonmusk,,Congrats to Jeff Bezos and the BO team for achieving VTOL on their booster,1403,2827,77,669129347555430400,https://twitter.com/elonmusk/status/669129347555430400,44196397,2015-11-24 12:24:02+00:00,Tue Nov 24 12:24:02 +0000 2015,,,,
+7586,elonmusk,levie,"@levie Sounds perfect, you had me at ""enterprise"".",95,649,38,667537317037404160,https://twitter.com/elonmusk/status/667537317037404160,44196397,2015-11-20 02:57:53+00:00,Fri Nov 20 02:57:53 +0000 2015,,@levie,,
+7587,elonmusk,StartupLJackson,@StartupLJackson Yeah and hell yeah,100,646,19,667536629830017024,https://twitter.com/elonmusk/status/667536629830017024,44196397,2015-11-20 02:55:09+00:00,Fri Nov 20 02:55:09 +0000 2015,,@StartupLJackson,,
+7588,elonmusk,atduarte,@atduarte From anywhere,25,134,3,667519604537724928,https://twitter.com/elonmusk/status/667519604537724928,44196397,2015-11-20 01:47:30+00:00,Fri Nov 20 01:47:30 +0000 2015,,@atduarte,,
+7589,elonmusk,elonmusk,Should mention that I will be interviewing people personally and Autopilot reports directly to me. This is a super high priority.,1613,3317,322,667519445414252544,https://twitter.com/elonmusk/status/667519445414252544,44196397,2015-11-20 01:46:52+00:00,Fri Nov 20 01:46:52 +0000 2015,,,,
+7590,elonmusk,,We are looking for hardcore software engineers. No prior experience with cars required. Please include code sample or link to your work.,4056,4806,787,667517215390863360,https://twitter.com/elonmusk/status/667517215390863360,44196397,2015-11-20 01:38:00+00:00,Fri Nov 20 01:38:00 +0000 2015,,,,
+7591,elonmusk,,"Ramping up the Autopilot software team at Tesla to achieve generalized full autonomy. If interested, contact autopilot@teslamotors.com.",1939,3034,210,667516705116065792,https://twitter.com/elonmusk/status/667516705116065792,44196397,2015-11-20 01:35:59+00:00,Fri Nov 20 01:35:59 +0000 2015,,,,
+7592,elonmusk,yoda,@drew definitely aliens!,32,163,18,663290006992236544,https://twitter.com/elonmusk/status/663290006992236544,44196397,2015-11-08 09:40:35+00:00,Sun Nov 08 09:40:35 +0000 2015,,@drew,,
+7593,elonmusk,kevinmitnick,@kevinmitnick Current production is LTE. Can be upgraded by service.,16,163,33,662039125898334209,https://twitter.com/elonmusk/status/662039125898334209,44196397,2015-11-04 22:50:02+00:00,Wed Nov 04 22:50:02 +0000 2015,,@kevinmitnick,,
+7594,elonmusk,BjornNyland,@BjornNyland @TeslaMotors well done!,33,226,16,661293692410445824,https://twitter.com/elonmusk/status/661293692410445824,44196397,2015-11-02 21:27:57+00:00,Mon Nov 02 21:27:57 +0000 2015,,@BjornNyland,,
+7595,elonmusk,ID_AA_Carmack,@ID_AA_Carmack noted,60,390,21,660693896553324545,https://twitter.com/elonmusk/status/660693896553324545,44196397,2015-11-01 05:44:34+00:00,Sun Nov 01 05:44:34 +0000 2015,,@ID_AA_Carmack,,
+7596,elonmusk,GertAbildskov,"@GertAbildskov Wow, that's great!",6,64,2,660117630175412224,https://twitter.com/elonmusk/status/660117630175412224,44196397,2015-10-30 15:34:42+00:00,Fri Oct 30 15:34:42 +0000 2015,,@GertAbildskov,,
+7597,elonmusk,,Model S Ludicrous Mode achieves 2.6 sec 0-60 mph and 10.9 sec 1/4 mile in Motor Trend test http://m.motortrend.com/roadtests/sedans/2015-tesla-model-s-p90d-ludicrous-upgrade-first-test-review/??sm_id=social_aumomotortrendhub_MotorTrend_20151028_54607566&amp;adbid=659489836311556096&amp;adbpl=tw&amp;adbpr=25383000,1327,2201,176,659543458953101312,https://twitter.com/elonmusk/status/659543458953101312,44196397,2015-10-29 01:33:08+00:00,Thu Oct 29 01:33:08 +0000 2015,,,,http://m.motortrend.com/roadtests/sedans/2015-tesla-model-s-p90d-ludicrous-upgrade-first-test-review/??sm_id=social_aumomotortrendhub_MotorTrend_20151028_54607566&adbid=659489836311556096&adbpl=tw&adbpr=25383000
+7598,elonmusk,MacTechGenius,"@MacTechGenius yes, comes with each car",6,50,5,659541500712251392,https://twitter.com/elonmusk/status/659541500712251392,44196397,2015-10-29 01:25:22+00:00,Thu Oct 29 01:25:22 +0000 2015,,@MacTechGenius,,
+7599,elonmusk,,"Compliment from Jeffrey is much appreciated, but the people of Tesla deserve all the credit",235,1310,91,658842380922023936,https://twitter.com/elonmusk/status/658842380922023936,44196397,2015-10-27 03:07:18+00:00,Tue Oct 27 03:07:18 +0000 2015,,,,
+7600,elonmusk,,I should clarify that http://teslamotorsclub.com is an independent website. We don't have any control over the content.,142,598,60,658780657103978496,https://twitter.com/elonmusk/status/658780657103978496,44196397,2015-10-26 23:02:02+00:00,Mon Oct 26 23:02:02 +0000 2015,,,,http://teslamotorsclub.com
+7601,elonmusk,bonnienorman,Cool!,383,1130,60,658735748498100225,https://twitter.com/elonmusk/status/658735748498100225,44196397,2015-10-26 20:03:35+00:00,Mon Oct 26 20:03:35 +0000 2015,,,,https://twitter.com/bonnienorman/status/658630338038661121
+7602,elonmusk,anakinSGE,"@anakinSGE Hopefully, mid to late next year. We are being more cautious abt expanding countries to ensure a great user experience each time.",12,65,7,658657239331270656,https://twitter.com/elonmusk/status/658657239331270656,44196397,2015-10-26 14:51:37+00:00,Mon Oct 26 14:51:37 +0000 2015,,@anakinSGE,,
+7603,elonmusk,dakshjaiswal_,"@GangsOfGtown Given high local demand, a Gigafactory in India would probably make sense in the long term.",157,219,51,658358794292891648,https://twitter.com/elonmusk/status/658358794292891648,44196397,2015-10-25 19:05:42+00:00,Sun Oct 25 19:05:42 +0000 2015,,@GangsOfGtown,,
+7604,elonmusk,,"@abrax4s Yes, establishing charging and service infrastructure in Mexico now. Official launch in next several months.",52,112,7,658358303454420992,https://twitter.com/elonmusk/status/658358303454420992,44196397,2015-10-25 19:03:45+00:00,Sun Oct 25 19:03:45 +0000 2015,,@abrax4s,,
+7605,elonmusk,javashri,@javashri Auto import duties are prohibitively high. Hoping for a special category for EVs. Most of our discussion was about batteries.,30,80,5,658357909265362944,https://twitter.com/elonmusk/status/658357909265362944,44196397,2015-10-25 19:02:11+00:00,Sun Oct 25 19:02:11 +0000 2015,,@javashri,,
+7606,elonmusk,roneijlander,@roneijlander We just finished building a huge expansion in Tilburg!,12,70,3,658357058106822656,https://twitter.com/elonmusk/status/658357058106822656,44196397,2015-10-25 18:58:48+00:00,Sun Oct 25 18:58:48 +0000 2015,,@roneijlander,,
+7607,elonmusk,elonmusk,"These are all things I've said before and are naturally needed to improve in-market affordability, so no real news here.",154,815,67,658356679793205248,https://twitter.com/elonmusk/status/658356679793205248,44196397,2015-10-25 18:57:18+00:00,Sun Oct 25 18:57:18 +0000 2015,,,,
+7608,elonmusk,elonmusk,Model 3 is due in ~2 yrs. A China factory for local demand cd be as soon as a year after. A factory in Europe wd happen for same reason.,401,1074,97,658356079026270208,https://twitter.com/elonmusk/status/658356079026270208,44196397,2015-10-25 18:54:55+00:00,Sun Oct 25 18:54:55 +0000 2015,,,,
+7609,elonmusk,,My comments in China weren't transcribed correctly. Tesla will keep making cars & batteries in CA & NV as far into future as I can imagine.,573,1587,96,658354915824173056,https://twitter.com/elonmusk/status/658354915824173056,44196397,2015-10-25 18:50:18+00:00,Sun Oct 25 18:50:18 +0000 2015,,,,
+7610,elonmusk,JessicaTetreau,"@JessicaTetreau important to set AC to not recirc (air exits thru rear) and use the snap in shade, which Tesla service can provide",4,53,7,657704144267059200,https://twitter.com/elonmusk/status/657704144267059200,44196397,2015-10-23 23:44:22+00:00,Fri Oct 23 23:44:22 +0000 2015,,@JessicaTetreau,,
+7611,elonmusk,shanenickerson,@shanenickerson Amount of change needed is enormous - like a spinal cord transplant. Would cost less and work better with a new car.,6,66,8,657702829398822912,https://twitter.com/elonmusk/status/657702829398822912,44196397,2015-10-23 23:39:08+00:00,Fri Oct 23 23:39:08 +0000 2015,,@shanenickerson,,
+7612,elonmusk,,"Autopilot 1.01 coming soon: curve speed adaption, controller smoothness, better lane holding on poor roads, improved fleet learning!",1276,2705,178,657686500310700032,https://twitter.com/elonmusk/status/657686500310700032,44196397,2015-10-23 22:34:15+00:00,Fri Oct 23 22:34:15 +0000 2015,,,,
+7613,elonmusk,,"Regulatory approvals received, so Autopilot rolling out to all countries! (Excluding Japan, which is still under review)",1257,2143,180,657685372579745793,https://twitter.com/elonmusk/status/657685372579745793,44196397,2015-10-23 22:29:46+00:00,Fri Oct 23 22:29:46 +0000 2015,,,,
+7614,elonmusk,JarkkoKuoppala,@JarkkoKuoppala all,12,63,9,657141296050606080,https://twitter.com/elonmusk/status/657141296050606080,44196397,2015-10-22 10:27:48+00:00,Thu Oct 22 10:27:48 +0000 2015,,@JarkkoKuoppala,,
+7615,elonmusk,backseatdiver,@backseatdiver Hoping for Friday release,11,67,19,657110887707361280,https://twitter.com/elonmusk/status/657110887707361280,44196397,2015-10-22 08:26:58+00:00,Thu Oct 22 08:26:58 +0000 2015,,@backseatdiver,,
+7616,elonmusk,elonmusk,@elonmusk Good feedback. Will write up a list of software priorities in the coming weeks.,68,552,126,657106581893574656,https://twitter.com/elonmusk/status/657106581893574656,44196397,2015-10-22 08:09:52+00:00,Thu Oct 22 08:09:52 +0000 2015,,@elonmusk,,
+7617,elonmusk,,What esthetic and functionality improvements would you like to see in the 7.1 UI overhaul? Or new features entirely?,248,989,2263,656973991379378176,https://twitter.com/elonmusk/status/656973991379378176,44196397,2015-10-21 23:23:00+00:00,Wed Oct 21 23:23:00 +0000 2015,,,,
+7618,elonmusk,sAlmaneei,@sAlmaneei already in Jordan. Rest of states in region next year.,11,57,9,656973325172920320,https://twitter.com/elonmusk/status/656973325172920320,44196397,2015-10-21 23:20:21+00:00,Wed Oct 21 23:20:21 +0000 2015,,@sAlmaneei,,
+7619,elonmusk,bonnienorman,@bonnienorman thanks Bonnie :),7,61,0,656973144306094080,https://twitter.com/elonmusk/status/656973144306094080,44196397,2015-10-21 23:19:38+00:00,Wed Oct 21 23:19:38 +0000 2015,,@bonnienorman,,
+7620,elonmusk,M4XRodri,@M4XRodri planning to have a big opening in Mexico City soon and then proceed gradually to central and South America.,35,98,17,656972712649359360,https://twitter.com/elonmusk/status/656972712649359360,44196397,2015-10-21 23:17:55+00:00,Wed Oct 21 23:17:55 +0000 2015,,@M4XRodri,,
+7621,elonmusk,,@octomagon me too:,6,72,3,656972435401678848,https://twitter.com/elonmusk/status/656972435401678848,44196397,2015-10-21 23:16:49+00:00,Wed Oct 21 23:16:49 +0000 2015,,,,
+7622,elonmusk,jonthomason,@jonthomason yay! Always happy to make others happy,6,48,3,656972046639984644,https://twitter.com/elonmusk/status/656972046639984644,44196397,2015-10-21 23:15:16+00:00,Wed Oct 21 23:15:16 +0000 2015,,@jonthomason,,
+7623,elonmusk,thebradholt,@thebradholt big UI update coming in V7.1,4,45,2,656971866163277825,https://twitter.com/elonmusk/status/656971866163277825,44196397,2015-10-21 23:14:33+00:00,Wed Oct 21 23:14:33 +0000 2015,,@thebradholt,,
+7624,elonmusk,,"@ryybuzz we won't be, but yes",2,20,2,656971573337944065,https://twitter.com/elonmusk/status/656971573337944065,44196397,2015-10-21 23:13:23+00:00,Wed Oct 21 23:13:23 +0000 2015,,,,
+7625,elonmusk,,"Tesla gets top rating of any company in service. Most important, CR says 97% of owners expect their next car to be a Tesla (the acid test).",949,2236,156,656970996801474560,https://twitter.com/elonmusk/status/656970996801474560,44196397,2015-10-21 23:11:06+00:00,Wed Oct 21 23:11:06 +0000 2015,,,,
+7626,elonmusk,,Consumer Reports reliability survey includes a lot of early production cars. Already addressed in new cars.,488,1077,143,656970117721534464,https://twitter.com/elonmusk/status/656970117721534464,44196397,2015-10-21 23:07:36+00:00,Wed Oct 21 23:07:36 +0000 2015,,,,
+7627,elonmusk,yoda,@drew already there,9,80,8,656968629913821184,https://twitter.com/elonmusk/status/656968629913821184,44196397,2015-10-21 23:01:41+00:00,Wed Oct 21 23:01:41 +0000 2015,,@drew,,
+7628,elonmusk,thedrive,Congrats on driving a Tesla from LA to NY in just over two days!,468,1161,46,656947037464870912,https://twitter.com/elonmusk/status/656947037464870912,44196397,2015-10-21 21:35:53+00:00,Wed Oct 21 21:35:53 +0000 2015,,,,https://twitter.com/thedrive/status/656940661934063618
+7629,elonmusk,,Autopilot release to Europe and Asia pending regulatory approval. Hopefully get the ok in the next few weeks.,847,1897,179,655999309620506626,https://twitter.com/elonmusk/status/655999309620506626,44196397,2015-10-19 06:49:57+00:00,Mon Oct 19 06:49:57 +0000 2015,,,,
+7630,elonmusk,chaiteapapi,@Meddd__ @aaronpaul_8 Watched the whole series. One of the best tv shows ever.,57,443,14,655256305209184258,https://twitter.com/elonmusk/status/655256305209184258,44196397,2015-10-17 05:37:31+00:00,Sat Oct 17 05:37:31 +0000 2015,,@meddd__ @aaronpaul_8,,
+7631,elonmusk,aaronpaul_8,"@aaronpaul_8 um, thanks, I like your work too",139,820,27,655254071058657280,https://twitter.com/elonmusk/status/655254071058657280,44196397,2015-10-17 05:28:39+00:00,Sat Oct 17 05:28:39 +0000 2015,,@aaronpaul_8,,
+7632,elonmusk,aaronpaul_8,@aaronpaul_8 sure :),346,1814,38,654698139249565697,https://twitter.com/elonmusk/status/654698139249565697,44196397,2015-10-15 16:39:34+00:00,Thu Oct 15 16:39:34 +0000 2015,,@aaronpaul_8,,
+7633,elonmusk,elimelechweiss,@elimelechweiss actually works best at night,11,77,12,654521829789270016,https://twitter.com/elonmusk/status/654521829789270016,44196397,2015-10-15 04:58:59+00:00,Thu Oct 15 04:58:59 +0000 2015,,@elimelechweiss,,
+7634,elonmusk,,Review of Model S by @MrTeller,576,1753,56,654521665305473024,https://twitter.com/elonmusk/status/654521665305473024,44196397,2015-10-15 04:58:20+00:00,Thu Oct 15 04:58:20 +0000 2015,,@MrTeller,,http://www.teslamotors.com/customer-stories/i-now-love-drive
+7635,elonmusk,roymoody,"@roymoody Depends on regulatory approval, but hopefully end of next week",10,37,6,654405293959327744,https://twitter.com/elonmusk/status/654405293959327744,44196397,2015-10-14 21:15:54+00:00,Wed Oct 14 21:15:54 +0000 2015,,@roymoody,,
+7636,elonmusk,MRamsey92,@MRamseyWSJ 1.5 million miles per day,11,53,4,654404618856755200,https://twitter.com/elonmusk/status/654404618856755200,44196397,2015-10-14 21:13:14+00:00,Wed Oct 14 21:13:14 +0000 2015,,@MRamseyWSJ,,
+7637,elonmusk,aikisteve,@aikisteve @andrewshiamone V7.1,4,64,22,653220917963657217,https://twitter.com/elonmusk/status/653220917963657217,44196397,2015-10-11 14:49:37+00:00,Sun Oct 11 14:49:37 +0000 2015,,@aikisteve @andrewshiamone,,
+7638,elonmusk,electrifyfuture,"@lordsshrivas Lots of upgrades and a new look, although main UI upgrade coming with 7.1",20,84,11,653062690147975169,https://twitter.com/elonmusk/status/653062690147975169,44196397,2015-10-11 04:20:53+00:00,Sun Oct 11 04:20:53 +0000 2015,,,,
+7639,elonmusk,heosat,@heosat ww,4,55,2,653031144179433472,https://twitter.com/elonmusk/status/653031144179433472,44196397,2015-10-11 02:15:32+00:00,Sun Oct 11 02:15:32 +0000 2015,,@heosat,,
+7640,elonmusk,madolfsson,@madolfsson roughly 5 days,4,42,3,653029223779557376,https://twitter.com/elonmusk/status/653029223779557376,44196397,2015-10-11 02:07:54+00:00,Sun Oct 11 02:07:54 +0000 2015,,@madolfsson,,
+7641,elonmusk,MPa81,@MPa81 @bonnienorman same,3,33,3,653028711768285184,https://twitter.com/elonmusk/status/653028711768285184,44196397,2015-10-11 02:05:52+00:00,Sun Oct 11 02:05:52 +0000 2015,,@MPa81 @bonnienorman,,
+7642,elonmusk,TeslaPittsburgh,@TeslaPittsburgh Non-autopilot will have a new interface too. More comprehensive UI update coming with 7.1.,34,96,5,653028177896312832,https://twitter.com/elonmusk/status/653028177896312832,44196397,2015-10-11 02:03:44+00:00,Sun Oct 11 02:03:44 +0000 2015,,@TeslaPittsburgh,,
+7643,elonmusk,andrewshiamone,@andrewshiamone yes,3,62,5,653010368583741440,https://twitter.com/elonmusk/status/653010368583741440,44196397,2015-10-11 00:52:58+00:00,Sun Oct 11 00:52:58 +0000 2015,,@andrewshiamone,,
+7644,elonmusk,,Some exciting news this week: Tesla Version 7 software with Autopilot goes to wide release on Thursday!,2178,3604,234,653005894922276865,https://twitter.com/elonmusk/status/653005894922276865,44196397,2015-10-11 00:35:12+00:00,Sun Oct 11 00:35:12 +0000 2015,,,,
+7645,elonmusk,elonmusk,"CH4 rapidly decays back to CO2 & is absorbed by plants. What matters is adding new carbon to surface cycle from underground oil, gas & coal.",246,673,66,653004922984660992,https://twitter.com/elonmusk/status/653004922984660992,44196397,2015-10-11 00:31:20+00:00,Sun Oct 11 00:31:20 +0000 2015,,,,
+7646,elonmusk,HamiltonOfiyai,"@HamiltonOfiyai Intentions are good, but massively overweights CH4's effect on climate.",49,246,23,653003966058377216,https://twitter.com/elonmusk/status/653003966058377216,44196397,2015-10-11 00:27:32+00:00,Sun Oct 11 00:27:32 +0000 2015,,@HamiltonOfiyai,,
+7647,elonmusk,,Tesla P85D (assembled in Tilburg) beats 650 hp MacLaren from 0 to 150km/h in Dutch magazine test http://m.telegraaf.nl/autovisie/article/24599505/autovisie-tv-elektrische-auto-maakt-gehakt-van-supercar?utm_source=mail&amp;utm_medium=email&amp;utm_campaign=email,1146,1822,125,652994832399470592,https://twitter.com/elonmusk/status/652994832399470592,44196397,2015-10-10 23:51:14+00:00,Sat Oct 10 23:51:14 +0000 2015,,,,http://m.telegraaf.nl/autovisie/article/24599505/autovisie-tv-elektrische-auto-maakt-gehakt-van-supercar?utm_source=mail&utm_medium=email&utm_campaign=email
+7648,elonmusk,appleinsider,"@appleinsider I didn't walk back anything, apart from media hype",66,267,42,652643128181026816,https://twitter.com/elonmusk/status/652643128181026816,44196397,2015-10-10 00:33:41+00:00,Sat Oct 10 00:33:41 +0000 2015,,@appleinsider,,
+7649,elonmusk,YoApp,@YoApp yo,179,559,31,652609347252412416,https://twitter.com/elonmusk/status/652609347252412416,44196397,2015-10-09 22:19:27+00:00,Fri Oct 09 22:19:27 +0000 2015,,@YoApp,,
+7650,elonmusk,,"Regarding the watch, Jony & his team created a beautiful design, but the functionality isn't compelling yet. By version 3, it will be.",821,1977,224,652607370921570304,https://twitter.com/elonmusk/status/652607370921570304,44196397,2015-10-09 22:11:36+00:00,Fri Oct 09 22:11:36 +0000 2015,,,,
+7651,elonmusk,,"Yo, I don't hate Apple. It's a great company with a lot of talented people. I love their products and I'm glad they're doing an EV.",2722,5129,398,652605371857530880,https://twitter.com/elonmusk/status/652605371857530880,44196397,2015-10-09 22:03:40+00:00,Fri Oct 09 22:03:40 +0000 2015,,,,
+7652,elonmusk,,Peak temp increases due to climate change,814,1020,92,652355134454808577,https://twitter.com/elonmusk/status/652355134454808577,44196397,2015-10-09 05:29:18+00:00,Fri Oct 09 05:29:18 +0000 2015,,,,http://www.washingtonpost.com/news/energy-environment/wp/2015/09/09/the-simple-statistic-that-perfectly-captures-what-climate-change-means/
+7653,elonmusk,MartianMovie,Mostly accurate and fun movie about Mars. Worth seeing.,1824,3980,244,650107726509404160,https://twitter.com/elonmusk/status/650107726509404160,44196397,2015-10-03 00:38:55+00:00,Sat Oct 03 00:38:55 +0000 2015,,,,https://twitter.com/martianmovie/status/633986792216092678
+7654,elonmusk,Avron_p,@Avron_p you can mount a rack to the roof via suction cups and still have one Falcon door work fine. Guaranteed up to 140 mph.,29,125,18,650081625200545792,https://twitter.com/elonmusk/status/650081625200545792,44196397,2015-10-02 22:55:12+00:00,Fri Oct 02 22:55:12 +0000 2015,,@Avron_p,,
+7655,elonmusk,stumptystump,@stumplahoma @mashable door is larger than opening and acts as an umbrella. Upper interior trim has hydrophobic coating.,14,120,5,650080562556858368,https://twitter.com/elonmusk/status/650080562556858368,44196397,2015-10-02 22:50:58+00:00,Fri Oct 02 22:50:58 +0000 2015,,@mashable,,
+7656,elonmusk,sasatokic,@sasatokic @mashable Front doors have a short arc and their interior panels are chamfered back,7,61,3,650080098335477761,https://twitter.com/elonmusk/status/650080098335477761,44196397,2015-10-02 22:49:08+00:00,Fri Oct 02 22:49:08 +0000 2015,,@sasatokic @mashable,,
+7657,elonmusk,,"Model X Bioweapon Defense Mode definitely filters viruses btw, even the small ones. Has hospital operating room level filtering.",1547,2865,245,650079603122438144,https://twitter.com/elonmusk/status/650079603122438144,44196397,2015-10-02 22:47:09+00:00,Fri Oct 02 22:47:09 +0000 2015,,,,
+7658,elonmusk,achailleux,"@achailleux am def 6'2""",12,63,8,650078752626593793,https://twitter.com/elonmusk/status/650078752626593793,44196397,2015-10-02 22:43:47+00:00,Fri Oct 02 22:43:47 +0000 2015,,@achailleux,,
+7659,elonmusk,,"CNN on how Falcon doors work in tight garages. Above 6 2' ft, my height :), doors work fine.",433,898,86,650076768712437760,https://twitter.com/elonmusk/status/650076768712437760,44196397,2015-10-02 22:35:54+00:00,Fri Oct 02 22:35:54 +0000 2015,,,,http://money.cnn.com/2015/10/02/autos/tesla-falcon-wing-doors/
+7660,elonmusk,,Side view of Falcon Wing doors https://instagram.com/p/8Wb0WuQER4/,373,816,108,650061966459863041,https://twitter.com/elonmusk/status/650061966459863041,44196397,2015-10-02 21:37:05+00:00,Fri Oct 02 21:37:05 +0000 2015,,,,https://instagram.com/p/8Wb0WuQER4/
+7661,elonmusk,johnzabroski,"@johnzabroski thanks, that's a great idea. I think we can do that.",14,89,2,650051962222739457,https://twitter.com/elonmusk/status/650051962222739457,44196397,2015-10-02 20:57:19+00:00,Fri Oct 02 20:57:19 +0000 2015,,@johnzabroski,,
+7662,elonmusk,,"Btw, price of Model X is actually only $5k more than S. Lower cost versions coming later.",758,2069,233,649130149036687360,https://twitter.com/elonmusk/status/649130149036687360,44196397,2015-09-30 07:54:22+00:00,Wed Sep 30 07:54:22 +0000 2015,,,,
+7663,elonmusk,elonmusk,@elonmusk California time,169,677,110,648765057417895936,https://twitter.com/elonmusk/status/648765057417895936,44196397,2015-09-29 07:43:37+00:00,Tue Sep 29 07:43:37 +0000 2015,,@elonmusk,,
+7664,elonmusk,,Model X launch webcast live today 8pm at http://ts.la. Time to show the real thing.,3613,4895,269,648764066823954432,https://twitter.com/elonmusk/status/648764066823954432,44196397,2015-09-29 07:39:41+00:00,Tue Sep 29 07:39:41 +0000 2015,,,,http://ts.la
+7665,elonmusk,PMOIndia,Great discussion about solar/batteries empowering rural communities,1591,1848,131,647939356548730882,https://twitter.com/elonmusk/status/647939356548730882,44196397,2015-09-27 01:02:35+00:00,Sun Sep 27 01:02:35 +0000 2015,,,,https://twitter.com/pmoindia/status/647901659033501697
+7666,elonmusk,,Dinner in an old Belgian ironmongery. Best menu art ever.,419,1762,141,647209943515332608,https://twitter.com/elonmusk/status/647209943515332608,44196397,2015-09-25 00:44:09+00:00,Fri Sep 25 00:44:09 +0000 2015,,,,
+7667,elonmusk,deadmau5,@deadmau5 It was super good,33,292,22,646814219178897408,https://twitter.com/elonmusk/status/646814219178897408,44196397,2015-09-23 22:31:41+00:00,Wed Sep 23 22:31:41 +0000 2015,,@deadmau5,,
+7668,elonmusk,,Midnight dinner in Berlin,805,3306,341,646809468563361792,https://twitter.com/elonmusk/status/646809468563361792,44196397,2015-09-23 22:12:49+00:00,Wed Sep 23 22:12:49 +0000 2015,,,,
+7669,elonmusk,elonmusk,"In expendable mode, Falcon Heavy can send a fully loaded Dragon to Mars or a light Dragon to Jupiter's moons. Europa mission wd be cool.",1516,3097,259,643538701981716481,https://twitter.com/elonmusk/status/643538701981716481,44196397,2015-09-14 21:35:57+00:00,Mon Sep 14 21:35:57 +0000 2015,,,,
+7670,elonmusk,,Dragon 2 is designed to land on any surface (liquid or solid) in the solar system. Am glad to see people thinking about applications!,1364,3118,118,643536351258910720,https://twitter.com/elonmusk/status/643536351258910720,44196397,2015-09-14 21:26:37+00:00,Mon Sep 14 21:26:37 +0000 2015,,,,
+7671,elonmusk,,Researchers at @NASA propose using @SpaceX Falcon/Dragon for Mars sample return mission,1220,1978,86,643535787334701056,https://twitter.com/elonmusk/status/643535787334701056,44196397,2015-09-14 21:24:22+00:00,Mon Sep 14 21:24:22 +0000 2015,,@NASA @SpaceX,,http://news.yahoo.com/red-dragon-mars-sample-return-mission-could-launch-114405239.html
+7672,elonmusk,,New model for evolution of intelligent life suggests probable emergence 2 billion years ago near galactic center http://online.liebertpub.com/doi/abs/10.1089/ast.2014.1192,1192,2239,160,642961462676160513,https://twitter.com/elonmusk/status/642961462676160513,44196397,2015-09-13 07:22:13+00:00,Sun Sep 13 07:22:13 +0000 2015,,,,http://online.liebertpub.com/doi/abs/10.1089/ast.2014.1192
+7673,elonmusk,Sethrogen,@Sethrogen thanks!,121,822,24,642801464163700736,https://twitter.com/elonmusk/status/642801464163700736,44196397,2015-09-12 20:46:26+00:00,Sat Sep 12 20:46:26 +0000 2015,,@Sethrogen,,
+7674,elonmusk,,"Btw, not saying we *should* nuke Mars -- just layin' out a few options …",3856,6741,592,642776648819937280,https://twitter.com/elonmusk/status/642776648819937280,44196397,2015-09-12 19:07:49+00:00,Sat Sep 12 19:07:49 +0000 2015,,,,
+7675,elonmusk,elonmusk,First production cars will be handed over on Sept 29 at our Fremont factory,653,1662,200,639180971418320896,https://twitter.com/elonmusk/status/639180971418320896,44196397,2015-09-02 20:59:53+00:00,Wed Sep 02 20:59:53 +0000 2015,,,,
+7676,elonmusk,,@ScottLucasNV Definitely,12,77,12,639180432001495040,https://twitter.com/elonmusk/status/639180432001495040,44196397,2015-09-02 20:57:45+00:00,Wed Sep 02 20:57:45 +0000 2015,,,,
+7677,elonmusk,,@ScottLucasNV Lithium deal is not exclusive & has many contingencies. The press on this matter is unwarranted.,49,98,13,639175789116833792,https://twitter.com/elonmusk/status/639175789116833792,44196397,2015-09-02 20:39:18+00:00,Wed Sep 02 20:39:18 +0000 2015,,,,
+7678,elonmusk,elonmusk,"@elonmusk $35k price, unveil in March, preorders start then.",2405,3639,367,639172302530215936,https://twitter.com/elonmusk/status/639172302530215936,44196397,2015-09-02 20:25:26+00:00,Wed Sep 02 20:25:26 +0000 2015,,@elonmusk,,
+7679,elonmusk,,"Model 3, our smaller and lower cost sedan will start production in about 2 years. Fully operational Gigafactory needed.",3771,4669,371,639171519197777920,https://twitter.com/elonmusk/status/639171519197777920,44196397,2015-09-02 20:22:20+00:00,Wed Sep 02 20:22:20 +0000 2015,,,,
+7680,elonmusk,,"With same options, Model X is $5k more than an S due to greater size & body complexity. Sig Series is fully loaded, hence high price.",652,1528,125,639170376186990592,https://twitter.com/elonmusk/status/639170376186990592,44196397,2015-09-02 20:17:47+00:00,Wed Sep 02 20:17:47 +0000 2015,,,,
+7681,elonmusk,Forbes,"@Forbes I appreciate the kind words in the article, but, judging by the picture mods, it looks your Photoshop bill was very high.",854,1969,99,635215467959812096,https://twitter.com/elonmusk/status/635215467959812096,44196397,2015-08-22 22:22:23+00:00,Sat Aug 22 22:22:23 +0000 2015,,@Forbes,,
+7682,elonmusk,Forbes,"True, but achieving a long range affordable electric vehicle has always been our long-term goal. Due in late 2017!",1449,2630,239,635214915934928896,https://twitter.com/elonmusk/status/635214915934928896,44196397,2015-08-22 22:20:12+00:00,Sat Aug 22 22:20:12 +0000 2015,,,,https://twitter.com/forbes/status/634111598387404800
+7683,elonmusk,,Article on @SpaceX and colonizing Mars by @waitbutwhy,1578,2337,114,633366904854462464,https://twitter.com/elonmusk/status/633366904854462464,44196397,2015-08-17 19:56:52+00:00,Mon Aug 17 19:56:52 +0000 2015,,@SpaceX @waitbutwhy,,http://waitbutwhy.com/2015/08/how-and-why-spacex-will-colonize-mars.html
+7684,elonmusk,Gizmodo,Comments section on this article is awesome,890,1565,144,633014219256926208,https://twitter.com/elonmusk/status/633014219256926208,44196397,2015-08-16 20:35:25+00:00,Sun Aug 16 20:35:25 +0000 2015,,,,https://twitter.com/gizmodo/status/632992990261321728
+7685,elonmusk,BjornNyland,"@BjornNyland Provided all ten take delivery, you have indeed!",70,294,38,630006872049737728,https://twitter.com/elonmusk/status/630006872049737728,44196397,2015-08-08 13:25:17+00:00,Sat Aug 08 13:25:17 +0000 2015,,@BjornNyland,,
+7686,elonmusk,Tesla,Tesla Snakebot autocharger prototype. Does seem kinda wrong :),2349,2975,349,629348240337580035,https://twitter.com/elonmusk/status/629348240337580035,44196397,2015-08-06 17:48:07+00:00,Thu Aug 06 17:48:07 +0000 2015,,,,https://twitter.com/teslamotors/status/629305813912326146
+7687,elonmusk,CatherineMotuz,@CatherineMotuz yes,86,178,24,627183219713163264,https://twitter.com/elonmusk/status/627183219713163264,44196397,2015-07-31 18:25:06+00:00,Fri Jul 31 18:25:06 +0000 2015,,@CatherineMotuz,,
+7688,elonmusk,elonmusk,"The car will learn over time, but there is a min caliber of starting quality.",452,1266,128,627181831826337793,https://twitter.com/elonmusk/status/627181831826337793,44196397,2015-07-31 18:19:35+00:00,Fri Jul 31 18:19:35 +0000 2015,,,,
+7689,elonmusk,tallakt,@tallakt Various forms of shades are being considered. May not be necessary though.,68,109,6,627042246471364608,https://twitter.com/elonmusk/status/627042246471364608,44196397,2015-07-31 09:04:56+00:00,Fri Jul 31 09:04:56 +0000 2015,,@tallakt,,
+7690,elonmusk,alipoursamar,@alipoursamar all regions,68,99,3,627041173669048320,https://twitter.com/elonmusk/status/627041173669048320,44196397,2015-07-31 09:00:40+00:00,Fri Jul 31 09:00:40 +0000 2015,,@alipoursamar,,
+7691,elonmusk,,Final corner case is dealing with low contrast lane markings (faded white on grey concrete) while driving into the sun at dusk,674,1516,212,627040639553830912,https://twitter.com/elonmusk/status/627040639553830912,44196397,2015-07-31 08:58:32+00:00,Fri Jul 31 08:58:32 +0000 2015,,,,
+7692,elonmusk,,Almost ready to release highway autosteer and parallel autopark software update,2759,4712,212,627040381729906688,https://twitter.com/elonmusk/status/627040381729906688,44196397,2015-07-31 08:57:31+00:00,Fri Jul 31 08:57:31 +0000 2015,,,,
+7693,elonmusk,Alyssa_Milano,@Alyssa_Milano Thanks Alyssa!,58,100,12,626780203533107200,https://twitter.com/elonmusk/status/626780203533107200,44196397,2015-07-30 15:43:40+00:00,Thu Jul 30 15:43:40 +0000 2015,,@Alyssa_Milano,,
+7694,elonmusk,loic,@loic thanks Loic :),56,74,3,626779726695297024,https://twitter.com/elonmusk/status/626779726695297024,44196397,2015-07-30 15:41:46+00:00,Thu Jul 30 15:41:46 +0000 2015,,@loic,,
+7695,elonmusk,ID_AA_Carmack,"@ID_AA_Carmack Even if inevitable, we should at least attempt to postpone the advent of AI weaponry. Sooner isn't better.",145,306,86,625893002490314753,https://twitter.com/elonmusk/status/625893002490314753,44196397,2015-07-28 04:58:14+00:00,Tue Jul 28 04:58:14 +0000 2015,,@ID_AA_Carmack,,
+7696,elonmusk,,"If you’re against a military AI arms race, please sign this open letter: http://tinyurl.com/awletter",3099,2740,308,625843527608459266,https://twitter.com/elonmusk/status/625843527608459266,44196397,2015-07-28 01:41:39+00:00,Tue Jul 28 01:41:39 +0000 2015,,,,http://tinyurl.com/awletter
+7697,elonmusk,kevinmitnick,@kevinmitnick probably end of year,53,140,20,625526696788291584,https://twitter.com/elonmusk/status/625526696788291584,44196397,2015-07-27 04:42:40+00:00,Mon Jul 27 04:42:40 +0000 2015,,@kevinmitnick,,
+7698,elonmusk,,"Ludicrous speed, 70 kWh rear drive and 90 kWh battery pack",1187,2206,224,622223920318431232,https://twitter.com/elonmusk/status/622223920318431232,44196397,2015-07-18 01:58:37+00:00,Sat Jul 18 01:58:37 +0000 2015,,,,http://ts.la/ab
+7699,elonmusk,,Model S product call at 11 today. Rocket discussion at noon on Monday.,779,1673,143,622065785268088834,https://twitter.com/elonmusk/status/622065785268088834,44196397,2015-07-17 15:30:15+00:00,Fri Jul 17 15:30:15 +0000 2015,,,,
+7700,elonmusk,,"Expect to reach preliminary conclusions regarding last flight by end of week. Will brief key customers & FAA, then post on our website.",1047,2064,223,617851905969127425,https://twitter.com/elonmusk/status/617851905969127425,44196397,2015-07-06 00:25:48+00:00,Mon Jul 06 00:25:48 +0000 2015,,,,
+7701,elonmusk,,Cause still unknown after several thousand engineering-hours of review. Now parsing data with a hex editor to recover final milliseconds.,2330,3601,673,615431934345216001,https://twitter.com/elonmusk/status/615431934345216001,44196397,2015-06-29 08:09:41+00:00,Mon Jun 29 08:09:41 +0000 2015,,,,
+7702,elonmusk,DavidBrin,@DavidBrin Thanks David,43,243,43,615197659624816642,https://twitter.com/elonmusk/status/615197659624816642,44196397,2015-06-28 16:38:46+00:00,Sun Jun 28 16:38:46 +0000 2015,,@DavidBrin,,
+7703,elonmusk,adventFuturist,"@adventFuturist yeah, not the best birthday",210,471,117,615186062714011648,https://twitter.com/elonmusk/status/615186062714011648,44196397,2015-06-28 15:52:41+00:00,Sun Jun 28 15:52:41 +0000 2015,,@adventFuturist,,
+7704,elonmusk,elonmusk,That's all we can say with confidence right now. Will have more to say following a thorough fault tree analysis.,1182,1857,306,615185689999765504,https://twitter.com/elonmusk/status/615185689999765504,44196397,2015-06-28 15:51:12+00:00,Sun Jun 28 15:51:12 +0000 2015,,,,
+7705,elonmusk,,There was an overpressure event in the upper stage liquid oxygen tank. Data suggests counterintuitive cause.,3760,3102,450,615185076813459456,https://twitter.com/elonmusk/status/615185076813459456,44196397,2015-06-28 15:48:46+00:00,Sun Jun 28 15:48:46 +0000 2015,,,,
+7706,elonmusk,juanmlemao,@juanmlemao Thanks :),34,224,8,615178702343786498,https://twitter.com/elonmusk/status/615178702343786498,44196397,2015-06-28 15:23:26+00:00,Sun Jun 28 15:23:26 +0000 2015,,@juanmlemao,,
+7707,elonmusk,,Falcon 9 experienced a problem shortly before first stage shutdown. Will provide more info as soon as we review the data.,4652,3712,816,615167185229619202,https://twitter.com/elonmusk/status/615167185229619202,44196397,2015-06-28 14:37:40+00:00,Sun Jun 28 14:37:40 +0000 2015,,,,
+7708,elonmusk,,Drone hexacopter takes pic of drone ship OCISLY on station in the Atlantic https://instagram.com/p/4cagTNQEYi/,717,1118,107,614874698741084161,https://twitter.com/elonmusk/status/614874698741084161,44196397,2015-06-27 19:15:26+00:00,Sat Jun 27 19:15:26 +0000 2015,,,,https://instagram.com/p/4cagTNQEYi/
+7709,elonmusk,,"Droneship ""Of Course I Still Love You"" just before it left port https://instagram.com/p/4brlooQEVx/",631,1012,88,614814177962627072,https://twitter.com/elonmusk/status/614814177962627072,44196397,2015-06-27 15:14:57+00:00,Sat Jun 27 15:14:57 +0000 2015,,,,https://instagram.com/p/4brlooQEVx/
+7710,elonmusk,SpaceX,"Trying for another rocket landing tmrw. This time on the droneship ""Of Course I Still Love You"".",1262,1726,152,614756523244437504,https://twitter.com/elonmusk/status/614756523244437504,44196397,2015-06-27 11:25:51+00:00,Sat Jun 27 11:25:51 +0000 2015,,,,https://twitter.com/spacex/status/614551591601844224
+7711,elonmusk,NoMansSky,@NoMansSky You're welcome. Good conversation.,28,135,7,614755637403193344,https://twitter.com/elonmusk/status/614755637403193344,44196397,2015-06-27 11:22:20+00:00,Sat Jun 27 11:22:20 +0000 2015,,@NoMansSky,,
+7712,elonmusk,connollyjeff1,@connollyjeff1 @TheStreet End of year,50,146,15,614645132181291008,https://twitter.com/elonmusk/status/614645132181291008,44196397,2015-06-27 04:03:13+00:00,Sat Jun 27 04:03:13 +0000 2015,,@connollyjeff1 @TheStreet,,
+7713,elonmusk,,Credit for SolarCity is really due to Rive bros & great team there. My contribution is fairly small. http://www.thestreet.com/story/13200976/1/teslas-elon-musk-takes-solar-financing-to-the-brink-of-change.html via @thestreet,316,695,49,614626025960570880,https://twitter.com/elonmusk/status/614626025960570880,44196397,2015-06-27 02:47:18+00:00,Sat Jun 27 02:47:18 +0000 2015,,@TheStreet,,http://www.thestreet.com/story/13200976/1/teslas-elon-musk-takes-solar-financing-to-the-brink-of-change.html
+7714,elonmusk,,Important to note that Model S resale value is also higher than that of gasoline cars,824,1638,143,613366102756712448,https://twitter.com/elonmusk/status/613366102756712448,44196397,2015-06-23 15:20:49+00:00,Tue Jun 23 15:20:49 +0000 2015,,,,
+7715,elonmusk,,Tesla service team helps save a stray kitten that took refuge in a Model S. Nice work guys!,852,1693,143,612019874773078016,https://twitter.com/elonmusk/status/612019874773078016,44196397,2015-06-19 22:11:23+00:00,Fri Jun 19 22:11:23 +0000 2015,,,,https://vimeo.com/129510054
+7716,elonmusk,,"To be clear, SpaceX is supporting a student design competition for STEM, not trying to build Hyperloop itself. Other cos are doing latter.",501,1142,80,610484933132292096,https://twitter.com/elonmusk/status/610484933132292096,44196397,2015-06-15 16:32:04+00:00,Mon Jun 15 16:32:04 +0000 2015,,,,
+7717,elonmusk,,SpaceX/Tesla will also do a reference pod to be shown after the @Hyperloop competition. Bonus for all racing teams that exceed reference.,473,928,40,610482435873091584,https://twitter.com/elonmusk/status/610482435873091584,44196397,2015-06-15 16:22:09+00:00,Mon Jun 15 16:22:09 +0000 2015,,@Hyperloop,,
+7718,elonmusk,,"My kids love ""The Lost Planet"" by @RachelSearles. Now on a rare second read!",141,667,53,609215984499605504,https://twitter.com/elonmusk/status/609215984499605504,44196397,2015-06-12 04:29:44+00:00,Fri Jun 12 04:29:44 +0000 2015,,@RachelSearles,,
+7719,elonmusk,kpe,"@kpe @SpaceX @grierallen @natedapore Cool, thanks for letting us know. This is helpful for figuring out fairing reusability.",39,234,37,605460768516014080,https://twitter.com/elonmusk/status/605460768516014080,44196397,2015-06-01 19:47:50+00:00,Mon Jun 01 19:47:50 +0000 2015,,@kpe @SpaceX @grierallen @natedapore,,
+7720,elonmusk,,Air Force certifies @SpaceX to compete for launching national security satellites,1201,2345,237,603409579603415040,https://twitter.com/elonmusk/status/603409579603415040,44196397,2015-05-27 03:57:09+00:00,Wed May 27 03:57:09 +0000 2015,,@SpaceX,,http://www.af.mil/News/ArticleDisplay/tabid/223/Article/589724/air-forces-space-and-missile-systems-center-certifies-spacex-for-national-secur.aspx
+7721,elonmusk,,What are the best riddles you've heard that are short enough for Twitter?,215,632,667,601669073441697792,https://twitter.com/elonmusk/status/601669073441697792,44196397,2015-05-22 08:41:00+00:00,Fri May 22 08:41:00 +0000 2015,,,,
+7722,elonmusk,,Another good riddle: drill a hole thru a sphere such that the height of what remains of the sphere is 10cm. What is its remaining volume?,337,599,288,601665000948649984,https://twitter.com/elonmusk/status/601665000948649984,44196397,2015-05-22 08:24:49+00:00,Fri May 22 08:24:49 +0000 2015,,,,
+7723,elonmusk,,Astronomer Royal Martin Rees: How soon will robots take over the world? - via @Telegraph,627,803,91,601578147113529344,https://twitter.com/elonmusk/status/601578147113529344,44196397,2015-05-22 02:39:41+00:00,Fri May 22 02:39:41 +0000 2015,,@Telegraph,,http://www.telegraph.co.uk/culture/hay-festival/11605785/Astronomer-Royal-Martin-Rees-predicts-the-world-will-be-run-by-computers-soon.html
+7724,elonmusk,,"This is not the full Gigafactory, it is just the pilot plant (1/4 size) https://transportevolved.com/2015/05/18/video-first-drone-video-lets-you-explore-tesla-motors-gigafactory-in-glorious-4k/",818,1290,158,600784025335136256,https://twitter.com/elonmusk/status/600784025335136256,44196397,2015-05-19 22:04:08+00:00,Tue May 19 22:04:08 +0000 2015,,,,https://transportevolved.com/2015/05/18/video-first-drone-video-lets-you-explore-tesla-motors-gigafactory-in-glorious-4k/
+7725,elonmusk,,"Fossil fuels subsidised by $10m a minute, says IMF",1835,1221,147,600549508796190720,https://twitter.com/elonmusk/status/600549508796190720,44196397,2015-05-19 06:32:15+00:00,Tue May 19 06:32:15 +0000 2015,,,,http://gu.com/p/48qdv/stw
+7726,elonmusk,jankenbrandt,@jankenbrandt Hi Julie!,5,52,21,598232495537016832,https://twitter.com/elonmusk/status/598232495537016832,44196397,2015-05-12 21:05:16+00:00,Tue May 12 21:05:16 +0000 2015,,@jankenbrandt,,
+7727,elonmusk,ChristieNic,@ChristieNic Thanks Christie,4,105,6,598151191923568641,https://twitter.com/elonmusk/status/598151191923568641,44196397,2015-05-12 15:42:11+00:00,Tue May 12 15:42:11 +0000 2015,,@ChristieNic,,
+7728,elonmusk,PB_n_Jeff,"@TeslaP85D That is true. If someone says they are thinking about having kids, I always encourage them to do so.",39,236,19,598146466557796352,https://twitter.com/elonmusk/status/598146466557796352,44196397,2015-05-12 15:23:25+00:00,Tue May 12 15:23:25 +0000 2015,,,,
+7729,elonmusk,,It is total BS & hurtful to claim that I told a guy to miss his child's birth just to attend a company meeting. I would never do that.,1899,4620,433,598065854736044032,https://twitter.com/elonmusk/status/598065854736044032,44196397,2015-05-12 10:03:05+00:00,Tue May 12 10:03:05 +0000 2015,,,,
+7730,elonmusk,,"Of 22 Quotes from http://wpo.st/MxuG0, 2 need correcting: 1. I strongly support pregnancy leave 2. I've never called myself a samurai",1184,2130,155,598064094206234624,https://twitter.com/elonmusk/status/598064094206234624,44196397,2015-05-12 09:56:06+00:00,Tue May 12 09:56:06 +0000 2015,,,,http://wpo.st/MxuG0
+7731,elonmusk,voxdotcom,@voxdotcom I have never written or said this. Ashlee's book was not independently fact-checked. Should be taken w a grain of salt.,267,529,57,597982078374817794,https://twitter.com/elonmusk/status/597982078374817794,44196397,2015-05-12 04:30:12+00:00,Tue May 12 04:30:12 +0000 2015,,@voxdotcom,,
+7732,elonmusk,elonmusk,"Max acceleration was 6X gravity, altitude 1187m, lateral distance 1202m and velocity 155 m/s. Main chutes deployed 970m.",601,1412,140,596053122587365376,https://twitter.com/elonmusk/status/596053122587365376,44196397,2015-05-06 20:45:13+00:00,Wed May 06 20:45:13 +0000 2015,,,,
+7733,elonmusk,,Dragon abort test video,1032,1417,94,596051269212459008,https://twitter.com/elonmusk/status/596051269212459008,44196397,2015-05-06 20:37:51+00:00,Wed May 06 20:37:51 +0000 2015,,,,https://www.youtube.com/watch?v=1_FXVjf46T8&feature=youtu.be&noredirect=1
+7734,elonmusk,,"Dragon abort test stats: 0 to 100 mph in 1.2 sec, top speed of 345 mph",1085,2211,210,595977889356492800,https://twitter.com/elonmusk/status/595977889356492800,44196397,2015-05-06 15:46:16+00:00,Wed May 06 15:46:16 +0000 2015,,,,
+7735,elonmusk,,Hold down firing of Dragon 2 spacecraft at Cape Canaveral,1796,3026,162,595656079490600960,https://twitter.com/elonmusk/status/595656079490600960,44196397,2015-05-05 18:27:30+00:00,Tue May 05 18:27:30 +0000 2015,,,,
+7736,elonmusk,,Very funny post of a Tesla owner test driving a gasoline car http://teslaclubsweden.se/test-drive-of-a-petrol-car/,2447,2444,187,595208771716059136,https://twitter.com/elonmusk/status/595208771716059136,44196397,2015-05-04 12:50:04+00:00,Mon May 04 12:50:04 +0000 2015,,,,http://teslaclubsweden.se/test-drive-of-a-petrol-car/
+7737,elonmusk,,"While I like the initials, I'd take the so-called ""EM Drive"" with a grain o salt per @io9 article",495,919,167,594756342641922048,https://twitter.com/elonmusk/status/594756342641922048,44196397,2015-05-03 06:52:16+00:00,Sun May 03 06:52:16 +0000 2015,,@io9,,http://space.io9.com/a-new-thruster-pushes-against-virtual-particles-or-1615361369/1615513781/+rtgonzalez
+7738,elonmusk,,My favorite shot from the last rocket landing attempt on the droneship,2245,4403,223,594750998398140417,https://twitter.com/elonmusk/status/594750998398140417,44196397,2015-05-03 06:31:02+00:00,Sun May 03 06:31:02 +0000 2015,,,,
+7739,elonmusk,,Last night's Tesla Powerwall and Powerpack unveiling https://www.youtube.com/watch?v=yKORsrlN-2k,3061,3722,348,594327204143599616,https://twitter.com/elonmusk/status/594327204143599616,44196397,2015-05-02 02:27:02+00:00,Sat May 02 02:27:02 +0000 2015,,,,https://www.youtube.com/watch?v=yKORsrlN-2k
+7740,elonmusk,romn8tr,@romn8tr Press conference went way over time. Tried to give all the journalists who'd traveled far an opportunity to ask a question.,30,151,13,594187782609707008,https://twitter.com/elonmusk/status/594187782609707008,44196397,2015-05-01 17:13:01+00:00,Fri May 01 17:13:01 +0000 2015,,@romn8tr,,
+7741,elonmusk,,"For more info on Tesla Energy, check out press kit. $250/kWh for utility scale is the real kicker",1232,1421,170,594186544174366720,https://twitter.com/elonmusk/status/594186544174366720,44196397,2015-05-01 17:08:06+00:00,Fri May 01 17:08:06 +0000 2015,,,,http://www.teslamotors.com/presskit/teslaenergy?via=newsletter&source=CSAMedition
+7742,elonmusk,bonnienorman,"@bonnienorman Haha, awesome :)",14,110,16,593804222811869184,https://twitter.com/elonmusk/status/593804222811869184,44196397,2015-04-30 15:48:53+00:00,Thu Apr 30 15:48:53 +0000 2015,,@bonnienorman,,
+7743,elonmusk,,"For the future to be good, we need electric transport, solar power and (of course) ...",4223,5152,964,593296401196388352,https://twitter.com/elonmusk/status/593296401196388352,44196397,2015-04-29 06:10:59+00:00,Wed Apr 29 06:10:59 +0000 2015,,,,
+7744,elonmusk,,"Rocket launch good, satellite in geo transfer orbit. Still so damn intense. Looking fwd to it feeling normal one day.",1062,2871,255,592836876622520323,https://twitter.com/elonmusk/status/592836876622520323,44196397,2015-04-27 23:45:00+00:00,Mon Apr 27 23:45:00 +0000 2015,,,,
+7745,elonmusk,,"Worth watching @ExMachinaMovie. The AI would be in the network, not the robot, but otherwise good.",640,1503,128,592602352659533824,https://twitter.com/elonmusk/status/592602352659533824,44196397,2015-04-27 08:13:05+00:00,Mon Apr 27 08:13:05 +0000 2015,,@ExMachinaMovie,,
+7746,elonmusk,bonnienorman,"@bonnienorman New Roadster battery should complete safety validation by end of July, so likely available in August",50,156,31,591062459349274624,https://twitter.com/elonmusk/status/591062459349274624,44196397,2015-04-23 02:14:06+00:00,Thu Apr 23 02:14:06 +0000 2015,,@bonnienorman,,
+7747,elonmusk,andrewket,@andrewket @TeslaRoadTrip Wow!,19,125,22,589820447660769281,https://twitter.com/elonmusk/status/589820447660769281,44196397,2015-04-19 15:58:47+00:00,Sun Apr 19 15:58:47 +0000 2015,,@andrewket @TeslaRoadTrip,,
+7748,elonmusk,elonmusk,"While the rocket does look rather tall & tippy, a stable landing is no problem with proper throttle response https://www.youtube.com/watch?v=0UjWqQPWmsY&amp;feature=youtu.be",1005,1669,228,589579721488224256,https://twitter.com/elonmusk/status/589579721488224256,44196397,2015-04-19 00:02:14+00:00,Sun Apr 19 00:02:14 +0000 2015,,,,https://www.youtube.com/watch?v=0UjWqQPWmsY&feature=youtu.be
+7749,elonmusk,,Cause of hard rocket landing confirmed as due to slower than expected throttle valve response. Next attempt in 2 months.,1404,2614,281,589577558942822400,https://twitter.com/elonmusk/status/589577558942822400,44196397,2015-04-18 23:53:38+00:00,Sat Apr 18 23:53:38 +0000 2015,,,,
+7750,elonmusk,VirtuosoCEO,@Aero4Real I only invest in companies I help found or to help a friend or a cause (no return expected for latter two),71,236,19,589350633393627136,https://twitter.com/elonmusk/status/589350633393627136,44196397,2015-04-18 08:51:55+00:00,Sat Apr 18 08:51:55 +0000 2015,,@Aero4Real,,
+7751,elonmusk,elonmusk,Droneship is fine. No hull breach and repairs are minor. Impact overpressure is closer to a fast fire than an explosion.,596,1551,282,588490238936240129,https://twitter.com/elonmusk/status/588490238936240129,44196397,2015-04-15 23:53:01+00:00,Wed Apr 15 23:53:01 +0000 2015,,,,
+7752,elonmusk,,"High resolution, color corrected, slow motion rocket landing video",4884,4554,737,588463193070022656,https://twitter.com/elonmusk/status/588463193070022656,44196397,2015-04-15 22:05:33+00:00,Wed Apr 15 22:05:33 +0000 2015,,,,https://youtu.be/BhMSzC1crr0
+7753,elonmusk,,"If this works, I'm treating myself to a volcano lair. It's time.",8477,13930,563,588144086755999744,https://twitter.com/elonmusk/status/588144086755999744,44196397,2015-04-15 00:57:32+00:00,Wed Apr 15 00:57:32 +0000 2015,,,,
+7754,elonmusk,,"Ok, looks like we got some killer footage from the chase plane. Big ocean, small ship. Posting vid shortly",4155,5653,316,588142879245238273,https://twitter.com/elonmusk/status/588142879245238273,44196397,2015-04-15 00:52:44+00:00,Wed Apr 15 00:52:44 +0000 2015,,,,
+7755,elonmusk,,"Looks like Falcon landed fine, but excess lateral velocity caused it to tip over post landing",7327,7043,1202,588082574183903232,https://twitter.com/elonmusk/status/588082574183903232,44196397,2015-04-14 20:53:06+00:00,Tue Apr 14 20:53:06 +0000 2015,,,,
+7756,elonmusk,,"Ascent successful. Dragon enroute to Space Station. Rocket landed on droneship, but too hard for survival.",7249,6501,1219,588076749562318849,https://twitter.com/elonmusk/status/588076749562318849,44196397,2015-04-14 20:29:57+00:00,Tue Apr 14 20:29:57 +0000 2015,,,,
+7757,elonmusk,,3 mins to liftoff,583,1402,140,588071136971206656,https://twitter.com/elonmusk/status/588071136971206656,44196397,2015-04-14 20:07:39+00:00,Tue Apr 14 20:07:39 +0000 2015,,,,
+7758,elonmusk,,"Launch window always tight when orbital synch needed. In this case, Space Station. For Earth-Sun gravity null point, moon was in the way.",451,791,114,587724440667947008,https://twitter.com/elonmusk/status/587724440667947008,44196397,2015-04-13 21:10:00+00:00,Mon Apr 13 21:10:00 +0000 2015,,,,
+7759,elonmusk,,Launch postponed due to lightning from an approaching anvil cloud,725,802,194,587715056432889856,https://twitter.com/elonmusk/status/587715056432889856,44196397,2015-04-13 20:32:43+00:00,Mon Apr 13 20:32:43 +0000 2015,,,,
+7760,elonmusk,,Odds of rocket landing successfully today are still less than 50%. The 80% figure by end of year is only bcs many launches ahead.,668,1099,152,587704139225759744,https://twitter.com/elonmusk/status/587704139225759744,44196397,2015-04-13 19:49:20+00:00,Mon Apr 13 19:49:20 +0000 2015,,,,
+7761,elonmusk,,Have asked SolarCity if we can do something philanthropic with the CA aqueducts to help the water crisis. Investigating…,1078,2429,274,587421152819208193,https://twitter.com/elonmusk/status/587421152819208193,44196397,2015-04-13 01:04:51+00:00,Mon Apr 13 01:04:51 +0000 2015,,,,
+7762,elonmusk,benoverit,@benfeldman63 Thanks!,5,35,2,587193821227651072,https://twitter.com/elonmusk/status/587193821227651072,44196397,2015-04-12 10:01:31+00:00,Sun Apr 12 10:01:31 +0000 2015,,,,
+7763,elonmusk,,"We debated this, but there really is $10k gas saved by most owners over 5 yrs (avg ownership period). Since it's true, we are sticking w it.",360,1060,236,586767303464751104,https://twitter.com/elonmusk/status/586767303464751104,44196397,2015-04-11 05:46:41+00:00,Sat Apr 11 05:46:41 +0000 2015,,,,
+7764,elonmusk,elonmusk,Waited to say something until after we fixed some of the options pricing (too high) and colors (too many similar),127,542,62,586750857565220864,https://twitter.com/elonmusk/status/586750857565220864,44196397,2015-04-11 04:41:20+00:00,Sat Apr 11 04:41:20 +0000 2015,,,,
+7765,elonmusk,,"Just announced new Tesla 70D all-wheel drive, 240 mile range car for ~$55k (after gas savings & incentives) http://my.teslamotors.com/models/design",1529,2114,191,586750504450916352,https://twitter.com/elonmusk/status/586750504450916352,44196397,2015-04-11 04:39:56+00:00,Sat Apr 11 04:39:56 +0000 2015,,,,http://my.teslamotors.com/models/design
+7766,elonmusk,,"To land a rocket, Just Read the Instructions",637,1007,75,586722721322692608,https://twitter.com/elonmusk/status/586722721322692608,44196397,2015-04-11 02:49:32+00:00,Sat Apr 11 02:49:32 +0000 2015,,,,http://www.planetary.org/blogs/jason-davis/2015/20150410-just-read-instructions.html
+7767,elonmusk,,Testing of the high performance version of the Tesla Model S by @ConsumerReports,416,761,69,586202560404434944,https://twitter.com/elonmusk/status/586202560404434944,44196397,2015-04-09 16:22:36+00:00,Thu Apr 09 16:22:36 +0000 2015,,@ConsumerReports,,https://m.youtube.com/watch?v=QNfAiyiZpVE&feature=youtu.be
+7768,elonmusk,,"Battery ""breakthroughs"" need to state power *and* energy density (not the same thing), plus how long they last. They usually fail on energy.",646,1255,160,585185843649716225,https://twitter.com/elonmusk/status/585185843649716225,44196397,2015-04-06 21:02:32+00:00,Mon Apr 06 21:02:32 +0000 2015,,,,
+7769,elonmusk,,Welcome @Chiefboltkennyh to @TeslaMotors. He will apply Formula 1 techniques to revolutionize servicing mainstream cars.,588,1198,98,585114189527552001,https://twitter.com/elonmusk/status/585114189527552001,44196397,2015-04-06 16:17:48+00:00,Mon Apr 06 16:17:48 +0000 2015,,@Chiefboltkennyh,,
+7770,elonmusk,johngreen,"@johngreen @hankgreen You had me at Sheen or Gaddafi. Must admit to liking ""The Fault in Our Stars"" too. Sad, romantic and beautifully named",91,597,21,584978236053917697,https://twitter.com/elonmusk/status/584978236053917697,44196397,2015-04-06 07:17:34+00:00,Mon Apr 06 07:17:34 +0000 2015,,@johngreen @hankgreen,,
+7771,elonmusk,,We just got banned in West Virginia. Oh no.,1496,2705,572,584155770851237888,https://twitter.com/elonmusk/status/584155770851237888,44196397,2015-04-04 00:49:23+00:00,Sat Apr 04 00:49:23 +0000 2015,,,,http://www.mercurynews.com/60-second-business-break/ci_27844803/biz-break-tesla-gives-carmaker-tradition-sales-banned
+7772,elonmusk,,Announcing the amazing Tesla Model W,1677,2061,377,583360210292477952,https://twitter.com/elonmusk/status/583360210292477952,44196397,2015-04-01 20:08:07+00:00,Wed Apr 01 20:08:07 +0000 2015,,,,http://www.teslamotors.com/blog/announcing-tesla-model-w
+7773,elonmusk,,"With all that solar power being generated, it almost feels like something is needed to complete the picture ...",1103,2019,519,582934217790607360,https://twitter.com/elonmusk/status/582934217790607360,44196397,2015-03-31 15:55:22+00:00,Tue Mar 31 15:55:22 +0000 2015,,,,
+7774,elonmusk,,SolarCity just hit a new daily energy record of 5GWh two weeks after reaching 4GWh,987,1737,122,582930941720432641,https://twitter.com/elonmusk/status/582930941720432641,44196397,2015-03-31 15:42:21+00:00,Tue Mar 31 15:42:21 +0000 2015,,,,
+7775,elonmusk,,"Major new Tesla product line -- not a car -- will be unveiled at our Hawthorne Design Studio on Thurs 8pm, April 30",6440,5451,1035,582581865682350080,https://twitter.com/elonmusk/status/582581865682350080,44196397,2015-03-30 16:35:15+00:00,Mon Mar 30 16:35:15 +0000 2015,,,,
+7776,elonmusk,,"Right move is try both tunnels and flying cars. Otherwise, having 2D streets and 3D buildings means bad traffic forever.",1210,1837,321,580482462612135936,https://twitter.com/elonmusk/status/580482462612135936,44196397,2015-03-24 21:32:58+00:00,Tue Mar 24 21:32:58 +0000 2015,,,,
+7777,elonmusk,,"Reasons I like tunnels: you still travel in 3D fast, but immune to weather, quiet and no risk cars fall on your head",878,2009,190,580480774115364864,https://twitter.com/elonmusk/status/580480774115364864,44196397,2015-03-24 21:26:16+00:00,Tue Mar 24 21:26:16 +0000 2015,,,,
+7778,elonmusk,,"Flying car pros: travel in 3D fast. Cons: risk of car falling on head much greater, noisy, grounded in bad weather",901,1393,180,580479736721367041,https://twitter.com/elonmusk/status/580479736721367041,44196397,2015-03-24 21:22:08+00:00,Tue Mar 24 21:22:08 +0000 2015,,,,
+7779,elonmusk,,"Contrary to press reports, I'm not against flying cars. Just said it was important to consider both pros and cons.",585,1222,138,580478678808850432,https://twitter.com/elonmusk/status/580478678808850432,44196397,2015-03-24 21:17:56+00:00,Tue Mar 24 21:17:56 +0000 2015,,,,
+7780,elonmusk,,"Maybe it's wrong, but I really want to see mammoths",662,1221,377,580046907902439424,https://twitter.com/elonmusk/status/580046907902439424,44196397,2015-03-23 16:42:14+00:00,Mon Mar 23 16:42:14 +0000 2015,,,,http://wrd.cm/1EJi9Wx
+7781,elonmusk,,Falcon 9 lifting off with 1.3 mmmillion pounds of force,2080,4243,261,579861658337574912,https://twitter.com/elonmusk/status/579861658337574912,44196397,2015-03-23 04:26:07+00:00,Mon Mar 23 04:26:07 +0000 2015,,,,
+7782,elonmusk,,Reading Look to Windward by Banks. He is an amazing writer. Pantheon level.,218,917,243,579504748014907393,https://twitter.com/elonmusk/status/579504748014907393,44196397,2015-03-22 04:47:53+00:00,Sun Mar 22 04:47:53 +0000 2015,,,,
+7783,elonmusk,AbeAlem,"@AbeAlem Unfortunately, Asimov's books largely illustrate why the three laws don't work",37,145,22,579216539561238528,https://twitter.com/elonmusk/status/579216539561238528,44196397,2015-03-21 09:42:39+00:00,Sat Mar 21 09:42:39 +0000 2015,,@AbeAlem,,
+7784,elonmusk,,Another Easter Egg will be hidden in the Model S code in 2015. Last one took a year to find. Next one should be easier.,570,1077,93,579216101793361920,https://twitter.com/elonmusk/status/579216101793361920,44196397,2015-03-21 09:40:54+00:00,Sat Mar 21 09:40:54 +0000 2015,,,,
+7785,elonmusk,elonmusk,@Pandoomic Just changed them to full public domain,237,627,49,579210902932574209,https://twitter.com/elonmusk/status/579210902932574209,44196397,2015-03-21 09:20:15+00:00,Sat Mar 21 09:20:15 +0000 2015,,@Pandoomic,,
+7786,elonmusk,,SpaceX Photos Are Now Available Under a Creative Commons License http://motherboard.vice.com/read/spacex-photos-are-now-available-under-a-creative-commons-license,898,1219,61,579197717970206720,https://twitter.com/elonmusk/status/579197717970206720,44196397,2015-03-21 08:27:51+00:00,Sat Mar 21 08:27:51 +0000 2015,,,,http://motherboard.vice.com/read/spacex-photos-are-now-available-under-a-creative-commons-license
+7787,elonmusk,,Thanks to everyone that supported Tesla in New Jersey! We couldn't have done it without you.,711,1661,168,578288191595130880,https://twitter.com/elonmusk/status/578288191595130880,44196397,2015-03-18 20:13:43+00:00,Wed Mar 18 20:13:43 +0000 2015,,,,http://techcrunch.com/2015/03/18/tesla-can-now-resume-car-sales-in-new-jersey/#tmhmdj:oHlj
+7788,elonmusk,elonmusk,"However, when self-driving cars become safer than human-driven cars, the public may outlaw the latter. Hopefully not.",906,1616,481,577946893646364673,https://twitter.com/elonmusk/status/577946893646364673,44196397,2015-03-17 21:37:31+00:00,Tue Mar 17 21:37:31 +0000 2015,,,,
+7789,elonmusk,,"To be clear, Tesla is strongly in favor of people being allowed to drive their cars and always will be. Hopefully, that is obvious.",734,1699,138,577946471804235776,https://twitter.com/elonmusk/status/577946471804235776,44196397,2015-03-17 21:35:51+00:00,Tue Mar 17 21:35:51 +0000 2015,,,,
+7790,elonmusk,,"Battery pack swap is active between SF and LA and seems to be working well. Supercharging is the future, though, for non-commercial traffic.",620,1279,72,577693114657210368,https://twitter.com/elonmusk/status/577693114657210368,44196397,2015-03-17 04:49:06+00:00,Tue Mar 17 04:49:06 +0000 2015,,,,
+7791,elonmusk,elonmusk,"Neither I nor the company are selling shares. Even if we were, I wouldn't do this. It would be wrong. Our long term results are what matter.",626,2170,158,577533623483568128,https://twitter.com/elonmusk/status/577533623483568128,44196397,2015-03-16 18:15:20+00:00,Mon Mar 16 18:15:20 +0000 2015,,,,
+7792,elonmusk,elonmusk,Some people seem to think I tweet to affect share price. This is false. A brief rise in $TSLA stock obviously does no good for Tesla or me.,651,1478,145,577533020736909312,https://twitter.com/elonmusk/status/577533020736909312,44196397,2015-03-16 18:12:56+00:00,Mon Mar 16 18:12:56 +0000 2015,,,,
+7793,elonmusk,,SolarCity systems generated a new daily record of 4 gigawatt-hours this week http://blog.solarcity.com/a-4gwh-day,1004,1407,103,577080950317821952,https://twitter.com/elonmusk/status/577080950317821952,44196397,2015-03-15 12:16:34+00:00,Sun Mar 15 12:16:34 +0000 2015,,,,http://blog.solarcity.com/a-4gwh-day
+7794,elonmusk,,World's largest hedge fund soon to be powered by artificial intelligence http://www.bloomberg.com/news/articles/2015-02-27/bridgewater-is-said-to-start-artificial-intelligence-team,1768,1442,316,576637531560628224,https://twitter.com/elonmusk/status/576637531560628224,44196397,2015-03-14 06:54:35+00:00,Sat Mar 14 06:54:35 +0000 2015,,,,http://www.bloomberg.com/news/articles/2015-02-27/bridgewater-is-said-to-start-artificial-intelligence-team
+7795,elonmusk,,Maybe this is all the work of the Stonecutters! Certainly connects a lot of themes ... http://v.theonion.com/avclubmedia/videos/videometa/4599/zen_mp4.mp4,322,700,94,576193855323697152,https://twitter.com/elonmusk/status/576193855323697152,44196397,2015-03-13 01:31:34+00:00,Fri Mar 13 01:31:34 +0000 2015,,,,http://v.theonion.com/avclubmedia/videos/videometa/4599/zen_mp4.mp4
+7796,elonmusk,,"For more on the Fermi Paradox: http://amzn.com/0387955011, http://io9.com/11-of-the-weirdest-solutions-to-the-fermi-paradox-456850746 and http://waitbutwhy.com/2014/05/fermi-paradox.html",565,1150,113,576184066921218048,https://twitter.com/elonmusk/status/576184066921218048,44196397,2015-03-13 00:52:41+00:00,Fri Mar 13 00:52:41 +0000 2015,,,,"http://amzn.com/0387955011,http://io9.com/11-of-the-weirdest-solutions-to-the-fermi-paradox-456850746,http://waitbutwhy.com/2014/05/fermi-paradox.html"
+7797,elonmusk,elonmusk,"The ancient Egyptians were amazing, but if aliens built the pyramids, they would've left behind a computer or something",1154,2000,311,576182696260476929,https://twitter.com/elonmusk/status/576182696260476929,44196397,2015-03-13 00:47:14+00:00,Fri Mar 13 00:47:14 +0000 2015,,,,
+7798,elonmusk,,The rumor that I'm building a spaceship to get back to my home planet Mars is totally untrue,11935,14768,1031,576140759281238017,https://twitter.com/elonmusk/status/576140759281238017,44196397,2015-03-12 22:00:35+00:00,Thu Mar 12 22:00:35 +0000 2015,,,,
+7799,elonmusk,,"Btw, please don't mention the pyramids. Stacking stone blocks is not evidence of an advanced civilization.",1233,2564,353,576139678895583232,https://twitter.com/elonmusk/status/576139678895583232,44196397,2015-03-12 21:56:18+00:00,Thu Mar 12 21:56:18 +0000 2015,,,,
+7800,elonmusk,,"Seems like an opportune moment to bring up the Fermi Paradox, aka ""where are the aliens?"" Really odd that we see no sign of them.",669,1174,527,576139467632717825,https://twitter.com/elonmusk/status/576139467632717825,44196397,2015-03-12 21:55:27+00:00,Thu Mar 12 21:55:27 +0000 2015,,,,
+7801,elonmusk,,Model S in drag race against snowmobile on ice lake in Norway (no tire chains or studs),973,1331,146,575537174860460034,https://twitter.com/elonmusk/status/575537174860460034,44196397,2015-03-11 06:02:10+00:00,Wed Mar 11 06:02:10 +0000 2015,,,,http://www.klikk.no/motor/bil/article1526102.ece
+7802,elonmusk,,"There is no slowdown of the Gigafactory construction underway, as anyone near Reno with eyes can verify. It's not subtle.",566,1320,91,574581994253758466,https://twitter.com/elonmusk/status/574581994253758466,44196397,2015-03-08 14:46:37+00:00,Sun Mar 08 14:46:37 +0000 2015,,,,
+7803,elonmusk,,Some shots of the Gigafactory pilot plant (~20% of full size) under construction https://m.flickr.com/#/photos/jurvetson/16735645181/,623,1110,132,574017546812190721,https://twitter.com/elonmusk/status/574017546812190721,44196397,2015-03-07 01:23:42+00:00,Sat Mar 07 01:23:42 +0000 2015,,,,https://m.flickr.com/#/photos/jurvetson/16735645181/
+7804,elonmusk,,"Upgrades in the works to allow landing for geo missions: thrust +15%, deep cryo oxygen, upper stage tank vol +10%",403,1010,104,572257004938403840,https://twitter.com/elonmusk/status/572257004938403840,44196397,2015-03-02 04:47:56+00:00,Mon Mar 02 04:47:56 +0000 2015,,,,
+7805,elonmusk,,Both satellites deployed on target. Now firing their ion thrusters to reach geo station over Europe & Asia.,681,1550,100,572252603322527744,https://twitter.com/elonmusk/status/572252603322527744,44196397,2015-03-02 04:30:27+00:00,Mon Mar 02 04:30:27 +0000 2015,,,,
+7806,elonmusk,,Next landing attempt will be 3rd launch from now. Tonight's flight and following one will not have enough propellant.,509,1015,64,572209355883352064,https://twitter.com/elonmusk/status/572209355883352064,44196397,2015-03-02 01:38:36+00:00,Mon Mar 02 01:38:36 +0000 2015,,,,
+7807,elonmusk,,Excellent and funny intro article about Artificial Superintelligence! Highly recommend reading,1611,2119,201,571022238540914688,https://twitter.com/elonmusk/status/571022238540914688,44196397,2015-02-26 19:01:25+00:00,Thu Feb 26 19:01:25 +0000 2015,,,,http://waitbutwhy.com/2015/01/artificial-intelligence-revolution-2.html
+7808,elonmusk,,Tesla Model S rated by @ConsumerReports as best car in world for 2nd year in a row,1688,2120,188,570327747018379264,https://twitter.com/elonmusk/status/570327747018379264,44196397,2015-02-24 21:01:45+00:00,Tue Feb 24 21:01:45 +0000 2015,,@ConsumerReports,,http://www.consumerreports.org/cro/magazine/2015/04/consumer-reports-10-top-picks-of-2015/index.htm
+7809,elonmusk,,Landing on a stormy sea,1489,2686,244,565716774260576262,https://twitter.com/elonmusk/status/565716774260576262,44196397,2015-02-12 03:39:24+00:00,Thu Feb 12 03:39:24 +0000 2015,,,,
+7810,elonmusk,,Rocket soft landed in the ocean within 10m of target & nicely vertical! High probability of good droneship landing in non-stormy weather.,3877,5440,705,565659578915115011,https://twitter.com/elonmusk/status/565659578915115011,44196397,2015-02-11 23:52:07+00:00,Wed Feb 11 23:52:07 +0000 2015,,,,
+7811,elonmusk,,Primary mission on target. Spacecraft head towards the sun! All good there.,687,1691,116,565657374128865281,https://twitter.com/elonmusk/status/565657374128865281,44196397,2015-02-11 23:43:22+00:00,Wed Feb 11 23:43:22 +0000 2015,,,,
+7812,elonmusk,DanielLockyer,@DanielLockyer We could actually do that...maybe we should,194,672,56,565638406945144832,https://twitter.com/elonmusk/status/565638406945144832,44196397,2015-02-11 22:27:59+00:00,Wed Feb 11 22:27:59 +0000 2015,,@DanielLockyer,,
+7813,elonmusk,,Planning a significant upgrade of the droneship for future missions to handle literally anything. Maybe give it a Merlin for good measure :),627,1702,216,565637505811488768,https://twitter.com/elonmusk/status/565637505811488768,44196397,2015-02-11 22:24:25+00:00,Wed Feb 11 22:24:25 +0000 2015,,,,
+7814,elonmusk,,Can't delay any longer. Must proceed with primary mission to launch the Deep Space Climate Observatory spacecraft.,479,1067,87,565637058975531009,https://twitter.com/elonmusk/status/565637058975531009,44196397,2015-02-11 22:22:38+00:00,Wed Feb 11 22:22:38 +0000 2015,,,,
+7815,elonmusk,,"Mega storm preventing droneship from remaining on station, so rocket will try to land on water. Survival probability <1%.",947,1103,246,565636516551352321,https://twitter.com/elonmusk/status/565636516551352321,44196397,2015-02-11 22:20:29+00:00,Wed Feb 11 22:20:29 +0000 2015,,,,
+7816,elonmusk,,Coming home,2323,4964,209,565350545695977472,https://twitter.com/elonmusk/status/565350545695977472,44196397,2015-02-11 03:24:08+00:00,Wed Feb 11 03:24:08 +0000 2015,,,,
+7817,elonmusk,,Dragon splashdown off the California coast,1914,3864,163,565323202063532034,https://twitter.com/elonmusk/status/565323202063532034,44196397,2015-02-11 01:35:29+00:00,Wed Feb 11 01:35:29 +0000 2015,,,,
+7818,elonmusk,,"Launch postponed to tomorrow due to high winds at the Cape, but Dragon still inbound from orbit in 90 mins",596,996,82,565287338088357889,https://twitter.com/elonmusk/status/565287338088357889,44196397,2015-02-10 23:12:58+00:00,Tue Feb 10 23:12:58 +0000 2015,,,,
+7819,elonmusk,,Extreme wind shear over Cape Canaveral. Feels like a sledgehammer when supersonic in the vertical. Hoping it changes …,350,621,78,565237171192623105,https://twitter.com/elonmusk/status/565237171192623105,44196397,2015-02-10 19:53:37+00:00,Tue Feb 10 19:53:37 +0000 2015,,,,
+7820,elonmusk,,"""What Are The Civilian Applications?""",659,721,394,565181590431485952,https://twitter.com/elonmusk/status/565181590431485952,44196397,2015-02-10 16:12:46+00:00,Tue Feb 10 16:12:46 +0000 2015,,,,https://m.youtube.com/watch?v=M8YjvHYbZ9w
+7821,elonmusk,,"Prob good though. Will give us time to replace 1st stage video transmitter (not needed for launch, but nice to have).",454,950,99,564563818022313984,https://twitter.com/elonmusk/status/564563818022313984,44196397,2015-02-08 23:17:57+00:00,Sun Feb 08 23:17:57 +0000 2015,,,,
+7822,elonmusk,,Air Force tracking radar went down. Launch postponed to same time tomorrow.,1501,1165,207,564562686478807043,https://twitter.com/elonmusk/status/564562686478807043,44196397,2015-02-08 23:13:28+00:00,Sun Feb 08 23:13:28 +0000 2015,,,,
+7823,elonmusk,,Rocket reentry will be much tougher this time around due to deep space mission. Almost 2X force and 4X heat. Plenty of hydraulic fluid tho.,1166,2201,244,564509965612634112,https://twitter.com/elonmusk/status/564509965612634112,44196397,2015-02-08 19:43:58+00:00,Sun Feb 08 19:43:58 +0000 2015,,,,
+7824,elonmusk,,"Launching our 1st deep space mission today. Headed to Earth-Sun L1 gravity null point at 1M miles, 4X further than moon.",3074,4254,357,564493608351313921,https://twitter.com/elonmusk/status/564493608351313921,44196397,2015-02-08 18:38:58+00:00,Sun Feb 08 18:38:58 +0000 2015,,,,
+7825,elonmusk,,"If you are curious about the P85D, you can schedule a test drive here:",465,810,245,561002248827052034,https://twitter.com/elonmusk/status/561002248827052034,44196397,2015-01-30 03:25:33+00:00,Fri Jan 30 03:25:33 +0000 2015,,,,http://ts.la/dE
+7826,elonmusk,,Painting the name on the droneship ...,2340,3866,267,560909571691380736,https://twitter.com/elonmusk/status/560909571691380736,44196397,2015-01-29 21:17:17+00:00,Thu Jan 29 21:17:17 +0000 2015,,,,
+7827,elonmusk,elonmusk,"P85 acceleration will also improve, but not quite as much",151,506,46,560908370623098882,https://twitter.com/elonmusk/status/560908370623098882,44196397,2015-01-29 21:12:31+00:00,Thu Jan 29 21:12:31 +0000 2015,,,,
+7828,elonmusk,,Video made by owner of a P85D going up a 14% grade on snow passing a whole bunch of stuck SUVs,701,1167,144,560906999664508931,https://twitter.com/elonmusk/status/560906999664508931,44196397,2015-01-29 21:07:04+00:00,Thu Jan 29 21:07:04 +0000 2015,,,,https://www.youtube.com/watch?v=eObSjtU6YXc&feature=youtu.be
+7829,elonmusk,,Tesla dual motor cars are also all-wheel drive. Main goal of dual motor was actually insane traction on snow. Insane speed was a side effect,1580,2539,161,560900676453433344,https://twitter.com/elonmusk/status/560900676453433344,44196397,2015-01-29 20:41:56+00:00,Thu Jan 29 20:41:56 +0000 2015,,,,
+7830,elonmusk,,Tesla P85D 0 to 60mph acceleration will improve by ~0.1 sec soon via over-the-air software update to inverter algorithm,3572,4004,474,560898568748531712,https://twitter.com/elonmusk/status/560898568748531712,44196397,2015-01-29 20:33:34+00:00,Thu Jan 29 20:33:34 +0000 2015,,,,
+7831,elonmusk,,"Great DragTimes video of people experiencing P85D ""Insane Mode"" acceleration for the first time",1650,1734,195,560328986341818368,https://twitter.com/elonmusk/status/560328986341818368,44196397,2015-01-28 06:50:15+00:00,Wed Jan 28 06:50:15 +0000 2015,,,,https://m.youtube.com/watch?v=1qFV5i8tBhs
+7832,elonmusk,elonmusk,Final one: anything launched by a railgun (if you could ever reach ~ Mach 27) would explode upon exiting the barrel in our dense atmosphere,489,1083,276,559629011983147008,https://twitter.com/elonmusk/status/559629011983147008,44196397,2015-01-26 08:28:48+00:00,Mon Jan 26 08:28:48 +0000 2015,,,,
+7833,elonmusk,elonmusk,"Ion thrusters are great, but have extremely tiny force (photon thruster even less). Must have more thrust than weight or you don't go up.",486,1378,211,559562992145027075,https://twitter.com/elonmusk/status/559562992145027075,44196397,2015-01-26 04:06:28+00:00,Mon Jan 26 04:06:28 +0000 2015,,,,
+7834,elonmusk,elonmusk,And pls don't ask me about space elevators until someone at least builds a carbon nanotube structure longer than a footbridge,1762,3370,229,559557786514632704,https://twitter.com/elonmusk/status/559557786514632704,44196397,2015-01-26 03:45:47+00:00,Mon Jan 26 03:45:47 +0000 2015,,,,
+7835,elonmusk,elonmusk,"Reason is Newton's Third Law. In vacuum, there is nothing to ""push"" against. You must react against ejected mass.",817,1599,192,559555327515848705,https://twitter.com/elonmusk/status/559555327515848705,44196397,2015-01-26 03:36:00+00:00,Mon Jan 26 03:36:00 +0000 2015,,,,
+7836,elonmusk,,"If u saw @TheSimpsons and wonder why @SpaceX doesn't use an electric rocket to reach orbit, it is cuz that is impossible",2494,4161,411,559554023544483841,https://twitter.com/elonmusk/status/559554023544483841,44196397,2015-01-26 03:30:49+00:00,Mon Jan 26 03:30:49 +0000 2015,,@TheSimpsons @SpaceX,,
+7837,elonmusk,,"West Coast droneship under construction will be named ""Of Course I Still Love You""",914,1664,185,558703223909781505,https://twitter.com/elonmusk/status/558703223909781505,44196397,2015-01-23 19:10:03+00:00,Fri Jan 23 19:10:03 +0000 2015,,,,
+7838,elonmusk,,"Good primer on the exponential advancement of technology, particularly AI",1086,1272,113,558682281619906561,https://twitter.com/elonmusk/status/558682281619906561,44196397,2015-01-23 17:46:50+00:00,Fri Jan 23 17:46:50 +0000 2015,,,,http://waitbutwhy.com/2015/01/artificial-intelligence-revolution-1.html
+7839,elonmusk,thomasmuirhead,@thomasmuirhead Good piece,4,31,3,558681668387487745,https://twitter.com/elonmusk/status/558681668387487745,44196397,2015-01-23 17:44:24+00:00,Fri Jan 23 17:44:24 +0000 2015,,@thomasmuirhead,,
+7840,elonmusk,elonmusk,"@elonmusk ... In honor of IMB, RIP.",218,468,42,558665515351019520,https://twitter.com/elonmusk/status/558665515351019520,44196397,2015-01-23 16:40:13+00:00,Fri Jan 23 16:40:13 +0000 2015,,@elonmusk,,
+7841,elonmusk,,"Repairs almost done on the spaceport drone ship and have given it the name ""Just Read the Instructions""",1282,1951,148,558665265785733120,https://twitter.com/elonmusk/status/558665265785733120,44196397,2015-01-23 16:39:13+00:00,Fri Jan 23 16:39:13 +0000 2015,,,,
+7842,elonmusk,,"The universe is really, really big",2850,3199,383,557436437239300096,https://twitter.com/elonmusk/status/557436437239300096,44196397,2015-01-20 07:16:17+00:00,Tue Jan 20 07:16:17 +0000 2015,,,,https://m.youtube.com/watch?v=udAL48P5NJU
+7843,elonmusk,trakz,@trakz @TheSimpsons Of course!,10,76,12,556301868507627520,https://twitter.com/elonmusk/status/556301868507627520,44196397,2015-01-17 04:07:55+00:00,Sat Jan 17 04:07:55 +0000 2015,,@trakz @TheSimpsons,,
+7844,elonmusk,,Next rocket landing on drone ship in 2 to 3 weeks w way more hydraulic fluid. At least it shd explode for a diff reason.,4027,5344,394,556105370054053889,https://twitter.com/elonmusk/status/556105370054053889,44196397,2015-01-16 15:07:06+00:00,Fri Jan 16 15:07:06 +0000 2015,,,,
+7845,elonmusk,elonmusk,@ID_AA_Carmack Full RUD (rapid unscheduled disassembly) event. Ship is fine minor repairs. Exciting day!,1743,1658,175,555981841476227072,https://twitter.com/elonmusk/status/555981841476227072,44196397,2015-01-16 06:56:15+00:00,Fri Jan 16 06:56:15 +0000 2015,,@ID_AA_Carmack,,
+7846,elonmusk,elonmusk,@ID_AA_Carmack Residual fuel and oxygen combine,683,610,21,555980855537975296,https://twitter.com/elonmusk/status/555980855537975296,44196397,2015-01-16 06:52:20+00:00,Fri Jan 16 06:52:20 +0000 2015,,@ID_AA_Carmack,,
+7847,elonmusk,elonmusk,"@ID_AA_Carmack Rocket hits hard at ~45 deg angle, smashing legs and engine section",913,745,61,555978908554625025,https://twitter.com/elonmusk/status/555978908554625025,44196397,2015-01-16 06:44:36+00:00,Fri Jan 16 06:44:36 +0000 2015,,@ID_AA_Carmack,,
+7848,elonmusk,elonmusk,"@ID_AA_Carmack Before impact, fins lose power and go hardover. Engines fights to restore, but …",730,602,50,555978267165859840,https://twitter.com/elonmusk/status/555978267165859840,44196397,2015-01-16 06:42:03+00:00,Fri Jan 16 06:42:03 +0000 2015,,@ID_AA_Carmack,,
+7849,elonmusk,ID_AA_Carmack,@ID_AA_Carmack Tks. Turns out we recovered some impact video frames from drone ship. It's kinda begging to be released…,208,387,53,555951381509849088,https://twitter.com/elonmusk/status/555951381509849088,44196397,2015-01-16 04:55:13+00:00,Fri Jan 16 04:55:13 +0000 2015,,@ID_AA_Carmack,,
+7850,elonmusk,,@FormulaSAE Contact Steve Davis at Hyperloop@spacex.com,15,83,3,555824114196156416,https://twitter.com/elonmusk/status/555824114196156416,44196397,2015-01-15 20:29:30+00:00,Thu Jan 15 20:29:30 +0000 2015,,,,
+7851,elonmusk,,"Also thinking of having an annual student Hyperloop pod racer competition, like Formula SAE http://students.sae.org/cds/formulaseries/about.htm",933,1498,156,555804403504918528,https://twitter.com/elonmusk/status/555804403504918528,44196397,2015-01-15 19:11:10+00:00,Thu Jan 15 19:11:10 +0000 2015,,,,http://students.sae.org/cds/formulaseries/about.htm
+7852,elonmusk,,Will be building a Hyperloop test track for companies and student teams to test out their pods. Most likely in Texas.,4628,4397,452,555803747792609280,https://twitter.com/elonmusk/status/555803747792609280,44196397,2015-01-15 19:08:34+00:00,Thu Jan 15 19:08:34 +0000 2015,,,,
+7853,elonmusk,,Funding research on artificial intelligence safety. It's all fun & games until someone loses an I,1248,1559,171,555743387056226304,https://twitter.com/elonmusk/status/555743387056226304,44196397,2015-01-15 15:08:43+00:00,Thu Jan 15 15:08:43 +0000 2015,,,,http://futureoflife.org/misc/AI
+7854,elonmusk,,Yesterday's mission to the Space Station lights up the cloudy night sky of Cape Canaveral,3541,5873,216,554465954932207616,https://twitter.com/elonmusk/status/554465954932207616,44196397,2015-01-12 02:32:39+00:00,Mon Jan 12 02:32:39 +0000 2015,,,,
+7855,elonmusk,,World's top artificial intelligence developers sign open letter calling for AI safety research:,1585,1584,172,554320532133650432,https://twitter.com/elonmusk/status/554320532133650432,44196397,2015-01-11 16:54:48+00:00,Sun Jan 11 16:54:48 +0000 2015,,,,http://futureoflife.org/misc/open_letter
+7856,elonmusk,AshleyInTheory,"@alankerlin Hydraulics are usually closed, but that adds mass vs short acting open systems. F9 fins only work for 4 mins. We were ~10% off.",253,492,85,554023312033341440,https://twitter.com/elonmusk/status/554023312033341440,44196397,2015-01-10 21:13:45+00:00,Sat Jan 10 21:13:45 +0000 2015,,,,
+7857,elonmusk,,Am super proud of my crew for making huge strides towards reusability on this mission. You guys rock!,1190,3394,183,553964602636369920,https://twitter.com/elonmusk/status/553964602636369920,44196397,2015-01-10 17:20:28+00:00,Sat Jan 10 17:20:28 +0000 2015,,,,
+7858,elonmusk,,"Upcoming flight already has 50% more hydraulic fluid, so should have plenty of margin for landing attempt next month.",798,1630,115,553964281025548289,https://twitter.com/elonmusk/status/553964281025548289,44196397,2015-01-10 17:19:11+00:00,Sat Jan 10 17:19:11 +0000 2015,,,,
+7859,elonmusk,,"Grid fins worked extremely well from hypersonic velocity to subsonic, but ran out of hydraulic fluid right before landing.",962,1368,164,553963793056030721,https://twitter.com/elonmusk/status/553963793056030721,44196397,2015-01-10 17:17:15+00:00,Sat Jan 10 17:17:15 +0000 2015,,,,
+7860,elonmusk,,Didn't get good landing/impact video. Pitch dark and foggy. Will piece it together from telemetry and ... actual pieces.,2122,2712,436,553857574005915648,https://twitter.com/elonmusk/status/553857574005915648,44196397,2015-01-10 10:15:10+00:00,Sat Jan 10 10:15:10 +0000 2015,,,,
+7861,elonmusk,,Ship itself is fine. Some of the support equipment on the deck will need to be replaced...,1782,1889,227,553856479590359040,https://twitter.com/elonmusk/status/553856479590359040,44196397,2015-01-10 10:10:49+00:00,Sat Jan 10 10:10:49 +0000 2015,,,,
+7862,elonmusk,,"Rocket made it to drone spaceport ship, but landed hard. Close, but no cigar this time. Bodes well for the future tho.",6503,5267,676,553855109114101760,https://twitter.com/elonmusk/status/553855109114101760,44196397,2015-01-10 10:05:22+00:00,Sat Jan 10 10:05:22 +0000 2015,,,,
+7863,elonmusk,,Ascent phase good. Dragon deployed to Space Station rendezvous orbit.,761,1280,97,553853961317654528,https://twitter.com/elonmusk/status/553853961317654528,44196397,2015-01-10 10:00:49+00:00,Sat Jan 10 10:00:49 +0000 2015,,,,
+7864,elonmusk,,Launching in one minute,531,1200,108,553850129208586241,https://twitter.com/elonmusk/status/553850129208586241,44196397,2015-01-10 09:45:35+00:00,Sat Jan 10 09:45:35 +0000 2015,,,,
+7865,elonmusk,,At mission control in California. Launch in 60 mins. Looks good so far.,554,1083,133,553836041770373120,https://twitter.com/elonmusk/status/553836041770373120,44196397,2015-01-10 08:49:36+00:00,Sat Jan 10 08:49:36 +0000 2015,,,,
+7866,elonmusk,,Swimming on the moon http://what-if.xkcd.com/,929,1086,97,553835543336058880,https://twitter.com/elonmusk/status/553835543336058880,44196397,2015-01-10 08:47:37+00:00,Sat Jan 10 08:47:37 +0000 2015,,,,http://what-if.xkcd.com/
+7867,elonmusk,,Need to investigate the upper stage Z actuator. Was behaving strangely. Next launch attempt on Friday at 5am.,913,1073,184,552437001291841539,https://twitter.com/elonmusk/status/552437001291841539,44196397,2015-01-06 12:10:19+00:00,Tue Jan 06 12:10:19 +0000 2015,,,,
+7868,elonmusk,,Taking questions now at,652,861,140,552279321491275776,https://twitter.com/elonmusk/status/552279321491275776,44196397,2015-01-06 01:43:45+00:00,Tue Jan 06 01:43:45 +0000 2015,,,,http://redd.it/2rgsan
+7869,elonmusk,,Background on our attempt to land Falcon 9 rocket on a station-keeping drone ship in the Atlantic,772,727,72,552256055607312384,https://twitter.com/elonmusk/status/552256055607312384,44196397,2015-01-06 00:11:18+00:00,Tue Jan 06 00:11:18 +0000 2015,,,,http://spacex.com/news/2014/12/16/x-marks-spot-falcon-9-attempts-ocean-platform-landing
+7870,elonmusk,,Drone spaceport ship heads to its hold position in the Atlantic to prepare for a rocket landing,3552,3484,335,552182273865699328,https://twitter.com/elonmusk/status/552182273865699328,44196397,2015-01-05 19:18:07+00:00,Mon Jan 05 19:18:07 +0000 2015,,,,
+7871,elonmusk,,Ask me anything at 9pm Florida time (focused on tomorrow's 6am rocket launch) http://reddit.com/r/IAmA,868,835,132,552153757338066944,https://twitter.com/elonmusk/status/552153757338066944,44196397,2015-01-05 17:24:48+00:00,Mon Jan 05 17:24:48 +0000 2015,,,,http://reddit.com/r/IAmA
+7872,elonmusk,,"Btw, we are actually working on a charger that automatically moves out from the wall & connects like a solid metal snake. For realz.",4394,5082,550,550297212769402881,https://twitter.com/elonmusk/status/550297212769402881,44196397,2014-12-31 14:27:34+00:00,Wed Dec 31 14:27:34 +0000 2014,,,,
+7873,elonmusk,,Model S range curves in detail by version,353,527,49,550030135446220801,https://twitter.com/elonmusk/status/550030135446220801,44196397,2014-12-30 20:46:18+00:00,Tue Dec 30 20:46:18 +0000 2014,,,,http://ts.la/c7
+7874,elonmusk,,Roadster upgrade details,479,758,113,548601442638917633,https://twitter.com/elonmusk/status/548601442638917633,44196397,2014-12-26 22:09:11+00:00,Fri Dec 26 22:09:11 +0000 2014,,,,http://ts.la/qA
+7875,elonmusk,,"Reading The Culture series by Banks. Compelling picture of a grand, semi-utopian galactic future. Hopefully not too optimistic about AI.",272,973,148,548268486003535872,https://twitter.com/elonmusk/status/548268486003535872,44196397,2014-12-26 00:06:08+00:00,Fri Dec 26 00:06:08 +0000 2014,,,,
+7876,elonmusk,,Roadster upgrade will enable non-stop travel from LA to SF -- almost 400 mile range. Details tmrw. Merry Christmas!,1757,2494,208,548257415536594944,https://twitter.com/elonmusk/status/548257415536594944,44196397,2014-12-25 23:22:08+00:00,Thu Dec 25 23:22:08 +0000 2014,,,,
+7877,elonmusk,,Nothing against all the oatmeal-raisin cookies out there. Just be yourself.,870,1598,113,546453860936474625,https://twitter.com/elonmusk/status/546453860936474625,44196397,2014-12-20 23:55:27+00:00,Sat Dec 20 23:55:27 +0000 2014,,,,
+7878,elonmusk,,Really should be a rule that oatmeal-raisin cookies can't look too much like choc chip. Doppelgänger cookie trickery!,2246,3533,282,546450680689356800,https://twitter.com/elonmusk/status/546450680689356800,44196397,2014-12-20 23:42:49+00:00,Sat Dec 20 23:42:49 +0000 2014,,,,
+7879,elonmusk,,I'd recommend competing for the $10M Learning XPRIZE. Illiteracy is the wellspring of poverty.,702,782,68,546055521351270402,https://twitter.com/elonmusk/status/546055521351270402,44196397,2014-12-19 21:32:36+00:00,Fri Dec 19 21:32:36 +0000 2014,,,,http://learning.xprize.org
+7880,elonmusk,,Tesla fast battery swap details http://ts.la/h6,685,864,84,546018982927413248,https://twitter.com/elonmusk/status/546018982927413248,44196397,2014-12-19 19:07:24+00:00,Fri Dec 19 19:07:24 +0000 2014,,,,http://ts.la/h6
+7881,elonmusk,,Pack swap now operating in limited beta mode for SF to LA route. Can swap battery faster than visiting a gas station. Tesla blog out soon.,874,1134,108,545967015521820672,https://twitter.com/elonmusk/status/545967015521820672,44196397,2014-12-19 15:40:54+00:00,Fri Dec 19 15:40:54 +0000 2014,,,,
+7882,elonmusk,,Falcon/Dragon launch punted to early Jan. Need time to review all systems thoroughly again.,225,449,57,545965826054963200,https://twitter.com/elonmusk/status/545965826054963200,44196397,2014-12-19 15:36:11+00:00,Fri Dec 19 15:36:11 +0000 2014,,,,
+7883,elonmusk,,Dune series by Herbert also brilliant. He advocates placing limits on machine intelligence.,490,1086,243,542004522298535936,https://twitter.com/elonmusk/status/542004522298535936,44196397,2014-12-08 17:15:22+00:00,Mon Dec 08 17:15:22 +0000 2014,,,,
+7884,elonmusk,,Reread Asimov's Foundation series. Brilliant.,597,1568,206,542000615287574528,https://twitter.com/elonmusk/status/542000615287574528,44196397,2014-12-08 16:59:51+00:00,Mon Dec 08 16:59:51 +0000 2014,,,,
+7885,elonmusk,,Welcome back @RicardoR to run the @TeslaMotors communications team!,120,344,102,537016081915719680,https://twitter.com/elonmusk/status/537016081915719680,44196397,2014-11-24 22:53:05+00:00,Mon Nov 24 22:53:05 +0000 2014,,@ricardor,,
+7886,elonmusk,ID_AA_Carmack,"@ID_AA_Carmack That works for Dragon, but hard to do for something long like Falcon",26,95,25,536354292396228608,https://twitter.com/elonmusk/status/536354292396228608,44196397,2014-11-23 03:03:22+00:00,Sun Nov 23 03:03:22 +0000 2014,,@ID_AA_Carmack,,
+7887,elonmusk,,"The flight grid fins look like the ones on this test we did, but larger:",414,595,101,536326873916375040,https://twitter.com/elonmusk/status/536326873916375040,44196397,2014-11-23 01:14:25+00:00,Sun Nov 23 01:14:25 +0000 2014,,,,https://m.youtube.com/watch?v=DgLBIdVg3EM
+7888,elonmusk,ID_AA_Carmack,@ID_AA_Carmack No choice. Entry velocity too high for a precision landing with N2 thrusters alone. Must have aero surfaces for pitch trim.,41,90,14,536325460318519296,https://twitter.com/elonmusk/status/536325460318519296,44196397,2014-11-23 01:08:48+00:00,Sun Nov 23 01:08:48 +0000 2014,,@ID_AA_Carmack,,
+7889,elonmusk,John_Gardi,@John_Gardi Using legs as air brakes to drop terminal velocity in half requires slight redesign &amp; more data. Maybe flight 21.,28,65,7,536268250620125185,https://twitter.com/elonmusk/status/536268250620125185,44196397,2014-11-22 21:21:28+00:00,Sat Nov 22 21:21:28 +0000 2014,,@John_Gardi,,
+7890,elonmusk,elonmusk,"Grid fins are stowed on ascent and then deploy on reentry for ""x-wing"" style control. Each fin moves independently for pitch/yaw/roll.",287,641,87,536265739486121985,https://twitter.com/elonmusk/status/536265739486121985,44196397,2014-11-22 21:11:30+00:00,Sat Nov 22 21:11:30 +0000 2014,,,,
+7891,elonmusk,elonmusk,"Base is 300 ft by 100 ft, with wings that extend width to 170 ft. Will allow refuel & rocket flyback in future.",355,671,58,536263260056850432,https://twitter.com/elonmusk/status/536263260056850432,44196397,2014-11-22 21:01:39+00:00,Sat Nov 22 21:01:39 +0000 2014,,,,
+7892,elonmusk,,Testing operation of hypersonic grid fins (x-wing config) going on next flight,1291,1818,157,536258543675252739,https://twitter.com/elonmusk/status/536258543675252739,44196397,2014-11-22 20:42:54+00:00,Sat Nov 22 20:42:54 +0000 2014,,,,
+7893,elonmusk,WIRED,Cuteness overload MT “@WIRED: A baby baboon snuggled with a teddy bear http://wrd.cm/1r5KMEU ”,789,1296,99,535914463388782592,https://twitter.com/elonmusk/status/535914463388782592,44196397,2014-11-21 21:55:39+00:00,Fri Nov 21 21:55:39 +0000 2014,,@WIRED,,http://wrd.cm/1r5KMEU
+7894,elonmusk,,About the Nevada deal with Tesla ...,405,546,70,535905906442403840,https://twitter.com/elonmusk/status/535905906442403840,44196397,2014-11-21 21:21:39+00:00,Fri Nov 21 21:21:39 +0000 2014,,,,http://ts.la/j1
+7895,elonmusk,,Really hate it when companies bring out an awesome show car and then you can never actually buy it. So lame.,1778,3171,293,535085589456879616,https://twitter.com/elonmusk/status/535085589456879616,44196397,2014-11-19 15:02:00+00:00,Wed Nov 19 15:02:00 +0000 2014,,,,
+7896,elonmusk,,"Rumors about canceling Falcon wing doors are false. At Tesla, the production car will always be better than the show car.",1291,2350,127,535085033904558080,https://twitter.com/elonmusk/status/535085033904558080,44196397,2014-11-19 14:59:48+00:00,Wed Nov 19 14:59:48 +0000 2014,,,,
+7897,elonmusk,,Tesla comic book,677,1318,111,534731793832751106,https://twitter.com/elonmusk/status/534731793832751106,44196397,2014-11-18 15:36:09+00:00,Tue Nov 18 15:36:09 +0000 2014,,,,
+7898,elonmusk,Shmizer1,@Shmizer1 unfettered certainly and at very low cost,59,155,24,531996243904716800,https://twitter.com/elonmusk/status/531996243904716800,44196397,2014-11-11 02:26:03+00:00,Tue Nov 11 02:26:03 +0000 2014,,@Shmizer1,,
+7899,elonmusk,,SpaceX is still in the early stages of developing advanced micro-satellites operating in large formations. Announcement in 2 to 3 months.,2224,2449,244,531994668608024576,https://twitter.com/elonmusk/status/531994668608024576,44196397,2014-11-11 02:19:47+00:00,Tue Nov 11 02:19:47 +0000 2014,,,,
+7900,elonmusk,,Astronauts Play With Blobs of Water in Zero Gravity,521,600,95,530599540995260416,https://twitter.com/elonmusk/status/530599540995260416,44196397,2014-11-07 05:56:03+00:00,Fri Nov 07 05:56:03 +0000 2014,,,,http://www.slate.com/blogs/future_tense/2014/11/06/astronauts_on_the_international_space_station_play_with_balls_of_water_in.html?wpsrc
+7901,elonmusk,,Review of performance version of dual motor Model S by @MotorTrend,618,734,102,529466348976345088,https://twitter.com/elonmusk/status/529466348976345088,44196397,2014-11-04 02:53:09+00:00,Tue Nov 04 02:53:09 +0000 2014,,@MotorTrend,,http://motortrend.com/roadtests/alternative/1411_2015_tesla_model_s_p85d_first_test/
+7902,elonmusk,,Deepest sympathies to the families of the pilots and the Virgin Galactic team,1174,1818,79,528318667306446848,https://twitter.com/elonmusk/status/528318667306446848,44196397,2014-10-31 22:52:40+00:00,Fri Oct 31 22:52:40 +0000 2014,,,,
+7903,elonmusk,,Sorry to hear about the @OrbitalSciences launch. Hope they recover soon.,958,1483,146,527247155954610176,https://twitter.com/elonmusk/status/527247155954610176,44196397,2014-10-28 23:54:52+00:00,Tue Oct 28 23:54:52 +0000 2014,,@OrbitalSciences,,
+7904,elonmusk,elonmusk,"Also, lease price improvement is due to US Bank deal. It is *not* a discount. Revenue to Tesla is unchanged.",264,572,64,526974332052844544,https://twitter.com/elonmusk/status/526974332052844544,44196397,2014-10-28 05:50:46+00:00,Tue Oct 28 05:50:46 +0000 2014,,,,
+7905,elonmusk,,Article in @WSJ re Tesla sales is incorrect. September was a record high WW and up 65% year-over-year in North America.,703,1040,149,526971201231409152,https://twitter.com/elonmusk/status/526971201231409152,44196397,2014-10-28 05:38:19+00:00,Tue Oct 28 05:38:19 +0000 2014,,@WSJ,,
+7906,elonmusk,,Was going to work out this morning. Went to IHOP instead.,2084,4442,454,526437760274792448,https://twitter.com/elonmusk/status/526437760274792448,44196397,2014-10-26 18:18:37+00:00,Sun Oct 26 18:18:37 +0000 2014,,,,
+7907,elonmusk,,Infrared video of Falcon rocket reentry captured by @NASA tracking cameras,564,708,66,523290693612367872,https://twitter.com/elonmusk/status/523290693612367872,44196397,2014-10-18 01:53:18+00:00,Sat Oct 18 01:53:18 +0000 2014,,@NASA,,http://m.youtube.com/watch?v=_UFjK_CFKgA&feature=youtu.be
+7908,elonmusk,,Michigan auto dealers trying to pass anti-consumer legislation http://teslamotors.com/blog/raw-deal-michigan,685,435,147,523011654515032064,https://twitter.com/elonmusk/status/523011654515032064,44196397,2014-10-17 07:24:30+00:00,Fri Oct 17 07:24:30 +0000 2014,,,,http://teslamotors.com/blog/raw-deal-michigan
+7909,elonmusk,,Kinda trippy seeing myself on @SouthPark. I've watched the show ever since the J vs SC short. Brian Boitano!,1129,2822,144,522619616661880832,https://twitter.com/elonmusk/status/522619616661880832,44196397,2014-10-16 05:26:41+00:00,Thu Oct 16 05:26:41 +0000 2014,,@SouthPark,,
+7910,elonmusk,,Dual Motor Model S with Autopilot http://teslamotors.com/blog/dual-motor-model-s-and-autopilot,1295,1437,223,520743089938251777,https://twitter.com/elonmusk/status/520743089938251777,44196397,2014-10-11 01:10:02+00:00,Sat Oct 11 01:10:02 +0000 2014,,,,http://teslamotors.com/blog/dual-motor-model-s-and-autopilot
+7911,elonmusk,,Just got word that the cumulative miles of the worldwide Tesla fleet passed half a billion!,1089,2137,259,520335864053108736,https://twitter.com/elonmusk/status/520335864053108736,44196397,2014-10-09 22:11:52+00:00,Thu Oct 09 22:11:52 +0000 2014,,,,
+7912,elonmusk,,"I love the Internet. Comments had me literally ROFL. No, it wasn't intentional. Glad I didn't mention the other letter!",1415,2761,325,517509858971504640,https://twitter.com/elonmusk/status/517509858971504640,44196397,2014-10-02 03:02:19+00:00,Thu Oct 02 03:02:19 +0000 2014,,,,
+7913,elonmusk,,About time to unveil the D and something else,12428,10394,2160,517486950589014016,https://twitter.com/elonmusk/status/517486950589014016,44196397,2014-10-02 01:31:18+00:00,Thu Oct 02 01:31:18 +0000 2014,,,,
+7914,elonmusk,TheDailyShow,"“@TheDailyShow: The House Science, Space and Technology Committee hearing on global warming. http://on.cc.com/1vcjuzt”",408,476,52,516473142923915264,https://twitter.com/elonmusk/status/516473142923915264,44196397,2014-09-29 06:22:47+00:00,Mon Sep 29 06:22:47 +0000 2014,,@TheDailyShow,,http://on.cc.com/1vcjuzt
+7915,elonmusk,TalulahRiley,@TalulahRiley Good suggestion :),4,49,16,513165076694454272,https://twitter.com/elonmusk/status/513165076694454272,44196397,2014-09-20 03:17:43+00:00,Sat Sep 20 03:17:43 +0000 2014,,@TalulahRiley,,
+7916,elonmusk,,Calendar app w tap to nav & traffic predictor in Tesla V6.0 release will radically improve how the car adapts to the owner over time,351,594,87,513115414620954624,https://twitter.com/elonmusk/status/513115414620954624,44196397,2014-09-20 00:00:22+00:00,Sat Sep 20 00:00:22 +0000 2014,,,,
+7917,elonmusk,,"Would also like to congratulate @Boeing, fellow winner of the @NASA commercial crew program",390,840,69,511987985873502209,https://twitter.com/elonmusk/status/511987985873502209,44196397,2014-09-16 21:20:22+00:00,Tue Sep 16 21:20:22 +0000 2014,,@Boeing @NASA,,
+7918,elonmusk,,This is the Crew Dragon spacecraft design that we unveiled earlier this year:,481,676,58,511987635464585216,https://twitter.com/elonmusk/status/511987635464585216,44196397,2014-09-16 21:18:59+00:00,Tue Sep 16 21:18:59 +0000 2014,,,,http://www.youtube.com/watch?v=yEQrmDoIRO8
+7919,elonmusk,,Deeply honored and appreciative of the trust that @NASA has placed in @SpaceX for the future of human spaceflight,1877,2797,216,511986289776680960,https://twitter.com/elonmusk/status/511986289776680960,44196397,2014-09-16 21:13:38+00:00,Tue Sep 16 21:13:38 +0000 2014,,@NASA @SpaceX,,
+7920,elonmusk,,"Official Gigafactory address to be: Electric Avenue, McCarran, Nevada",1516,1914,281,510171087498260480,https://twitter.com/elonmusk/status/510171087498260480,44196397,2014-09-11 21:00:40+00:00,Thu Sep 11 21:00:40 +0000 2014,,,,
+7921,elonmusk,Salina_Snipes,@Salina_Snipes sounds about right,0,36,3,509586265986310144,https://twitter.com/elonmusk/status/509586265986310144,44196397,2014-09-10 06:16:48+00:00,Wed Sep 10 06:16:48 +0000 2014,,@Salina_Snipes,,
+7922,elonmusk,,Meeting with @JAXA_en in a building called …,167,651,60,509211956436545536,https://twitter.com/elonmusk/status/509211956436545536,44196397,2014-09-09 05:29:25+00:00,Tue Sep 09 05:29:25 +0000 2014,,@JAXA_en,,
+7923,elonmusk,,"Just did crazy Japanese game show called 逆転の法則. I have no idea what happened, but it was awesome",1194,2538,165,509195186875138048,https://twitter.com/elonmusk/status/509195186875138048,44196397,2014-09-09 04:22:47+00:00,Tue Sep 09 04:22:47 +0000 2014,,,,
+7924,elonmusk,,Excellent explanation of the diff betw getting to orbit vs space (suggested by @MarkusvonRoder) https://what-if.xkcd.com/58/,629,761,45,508921339626127360,https://twitter.com/elonmusk/status/508921339626127360,44196397,2014-09-08 10:14:37+00:00,Mon Sep 08 10:14:37 +0000 2014,,@MarkusvonRoder,,https://what-if.xkcd.com/58/
+7925,elonmusk,,Handing over the first Tesla Model S cars in Japan,870,1667,113,508898503251488768,https://twitter.com/elonmusk/status/508898503251488768,44196397,2014-09-08 08:43:52+00:00,Mon Sep 08 08:43:52 +0000 2014,,,,
+7926,elonmusk,yoshimasa_satoh,@yoshimasa_satoh It was exactly what I was looking for,71,71,4,508632347990687745,https://twitter.com/elonmusk/status/508632347990687745,44196397,2014-09-07 15:06:16+00:00,Sun Sep 07 15:06:16 +0000 2014,,@yoshimasa_satoh,,
+7927,elonmusk,,Long exposure of AsiaSat 6 transiting to geo orbit over China,1408,2001,80,508622668535304193,https://twitter.com/elonmusk/status/508622668535304193,44196397,2014-09-07 14:27:48+00:00,Sun Sep 07 14:27:48 +0000 2014,,,,
+7928,elonmusk,,Noodles in Shinjuku,3196,2907,215,508617476804866048,https://twitter.com/elonmusk/status/508617476804866048,44196397,2014-09-07 14:07:10+00:00,Sun Sep 07 14:07:10 +0000 2014,,,,
+7929,elonmusk,,"Launch in ~1.5 hours if weather clears. Lightning tower struck earlier, but no effect on rocket or satellite",992,1497,139,508457119037681665,https://twitter.com/elonmusk/status/508457119037681665,44196397,2014-09-07 03:29:58+00:00,Sun Sep 07 03:29:58 +0000 2014,,,,
+7930,elonmusk,,The graph that really matters http://slate.me/1pzPSgh,1262,1149,194,506573584890724352,https://twitter.com/elonmusk/status/506573584890724352,44196397,2014-09-01 22:45:28+00:00,Mon Sep 01 22:45:28 +0000 2014,,,,http://slate.me/1pzPSgh
+7931,elonmusk,evanwiththebig,@evanwiththebig @TeslaMotors Expansion to Madrid already underway. Map is being updated. All of Spain &amp; Portugal by end of 2015.,273,241,70,504013712010018816,https://twitter.com/elonmusk/status/504013712010018816,44196397,2014-08-25 21:13:27+00:00,Mon Aug 25 21:13:27 +0000 2014,,@evanwiththebig,,
+7932,elonmusk,,Model S limits torque if brake & accel simul pressed. Going to zero torque with brake press would be a safety hazard.,118,311,67,504013262829391873,https://twitter.com/elonmusk/status/504013262829391873,44196397,2014-08-25 21:11:40+00:00,Mon Aug 25 21:11:40 +0000 2014,,,,
+7933,elonmusk,cermak,@cermak @Tesla_Europe I agree. We are fixing this plan. Updated map coming soon.,70,201,25,504010071714840576,https://twitter.com/elonmusk/status/504010071714840576,44196397,2014-08-25 20:58:59+00:00,Mon Aug 25 20:58:59 +0000 2014,,@cermak @tesla_europe,,
+7934,elonmusk,WillOremus,@WillOremus That has been my goal from the beginning. Need the Gigafactory for Model 3.,82,178,29,504001838413516801,https://twitter.com/elonmusk/status/504001838413516801,44196397,2014-08-25 20:26:16+00:00,Mon Aug 25 20:26:16 +0000 2014,,@WillOremus,,
+7935,elonmusk,,Ad taken out in Palo Alto Daily by two Model S owners is right. Many of the suggestions will be implemented soon.,1511,2815,340,503077090803986432,https://twitter.com/elonmusk/status/503077090803986432,44196397,2014-08-23 07:11:39+00:00,Sat Aug 23 07:11:39 +0000 2014,,,,
+7936,elonmusk,,Three engine F9R Dev1 vehicle auto-terminated during test flight. No injuries or near injuries. Rockets are tricky …,1061,1156,259,502974683864518657,https://twitter.com/elonmusk/status/502974683864518657,44196397,2014-08-23 00:24:44+00:00,Sat Aug 23 00:24:44 +0000 2014,,,,
+7937,elonmusk,,Wikception http://en.m.wikipedia.org/wiki/List_of_lists_of_lists,984,906,115,501777115860066304,https://twitter.com/elonmusk/status/501777115860066304,44196397,2014-08-19 17:06:01+00:00,Tue Aug 19 17:06:01 +0000 2014,,,,http://en.m.wikipedia.org/wiki/List_of_lists_of_lists
+7938,elonmusk,awadsayeed,@awadsayeed Yes. Technically Model 3 or maybe three horizontal bars. Won't be three vertical bars.,26,80,14,500378028141076483,https://twitter.com/elonmusk/status/500378028141076483,44196397,2014-08-15 20:26:33+00:00,Fri Aug 15 20:26:33 +0000 2014,,@awadsayeed,,
+7939,elonmusk,BillGates,"@BillGates @RyanSeacrest @TEDchris Am a bit under the weather, but will do it!",344,797,57,500376654040948737,https://twitter.com/elonmusk/status/500376654040948737,44196397,2014-08-15 20:21:05+00:00,Fri Aug 15 20:21:05 +0000 2014,,@BillGates @RyanSeacrest @TEDchris,,
+7940,elonmusk,,"Model S drivetrain warranty increased to infinite miles, applies retroactively ... http://teslamotors.com/blog/infinite-mile-warranty",1883,1511,312,500375541493411840,https://twitter.com/elonmusk/status/500375541493411840,44196397,2014-08-15 20:16:40+00:00,Fri Aug 15 20:16:40 +0000 2014,,,,http://teslamotors.com/blog/infinite-mile-warranty
+7941,elonmusk,,Long exposure of the Falcon 9 predawn launch from Cape Canaveral,2306,2887,156,496700455045840896,https://twitter.com/elonmusk/status/496700455045840896,44196397,2014-08-05 16:53:11+00:00,Tue Aug 05 16:53:11 +0000 2014,,,,
+7942,elonmusk,,"High velocity reentry (2700 lbs/sqft) appeared to succeed, but, as expected, not enough propellant to land for this and the next mission.",186,403,64,496673908129804288,https://twitter.com/elonmusk/status/496673908129804288,44196397,2014-08-05 15:07:42+00:00,Tue Aug 05 15:07:42 +0000 2014,,,,
+7943,elonmusk,,Falcon 9 flight 11 to geosynchronous transfer orbit completed on target this morning,534,941,53,496673142656749568,https://twitter.com/elonmusk/status/496673142656749568,44196397,2014-08-05 15:04:39+00:00,Tue Aug 05 15:04:39 +0000 2014,,,,
+7944,elonmusk,arstechnica,Love EFF “@arstechnica: EFF inaugurates “Stupid Patent of the Month” http://ars.to/1s6fYIG by @joemullin”,372,333,38,496451029509373952,https://twitter.com/elonmusk/status/496451029509373952,44196397,2014-08-05 00:22:03+00:00,Tue Aug 05 00:22:03 +0000 2014,,@arstechnica @joemullin,,http://ars.to/1s6fYIG
+7945,elonmusk,,"Hope we're not just the biological boot loader for digital superintelligence. Unfortunately, that is increasingly probable",4641,3900,671,496012177103663104,https://twitter.com/elonmusk/status/496012177103663104,44196397,2014-08-03 19:18:13+00:00,Sun Aug 03 19:18:13 +0000 2014,,,,
+7946,elonmusk,,"While on the subject of AI risk, Our Final Invention by @jrbarrat is also worth reading",171,525,106,496010572333580289,https://twitter.com/elonmusk/status/496010572333580289,44196397,2014-08-03 19:11:50+00:00,Sun Aug 03 19:11:50 +0000 2014,,@jrbarrat,,
+7947,elonmusk,drwave,"@drwave @itsDanielSuarez Yeah, Daemon is a great read",9,59,11,495771005634482176,https://twitter.com/elonmusk/status/495771005634482176,44196397,2014-08-03 03:19:53+00:00,Sun Aug 03 03:19:53 +0000 2014,,@drwave @itsDanielSuarez,,
+7948,elonmusk,AnIrrelevantDad,@IrrelevantGamer @masseffect Mass Effect 2 is one of the best games ever. Also love Saints Row IV.,211,528,38,495760430870978561,https://twitter.com/elonmusk/status/495760430870978561,44196397,2014-08-03 02:37:52+00:00,Sun Aug 03 02:37:52 +0000 2014,,@IrrelevantGamer @masseffect,,
+7949,elonmusk,,Worth reading Superintelligence by Bostrom. We need to be super careful with AI. Potentially more dangerous than nukes.,2545,3038,503,495759307346952192,https://twitter.com/elonmusk/status/495759307346952192,44196397,2014-08-03 02:33:24+00:00,Sun Aug 03 02:33:24 +0000 2014,,,,
+7950,elonmusk,,Guardians of the Galaxy is great. Best line is when Star-Lord says his spaceship looks like a Jackson Pollock painting under black light.,996,1926,102,495739993600450560,https://twitter.com/elonmusk/status/495739993600450560,44196397,2014-08-03 01:16:39+00:00,Sun Aug 03 01:16:39 +0000 2014,,,,
+7951,elonmusk,,On annual camping trip w kids. Trying a place just south of Carmel in California this year.,110,581,168,493084094532956160,https://twitter.com/elonmusk/status/493084094532956160,44196397,2014-07-26 17:23:03+00:00,Sat Jul 26 17:23:03 +0000 2014,,,,
+7952,elonmusk,SpaceX,“@SpaceX: Soft water landing of Falcon 9 rocket booster. http://youtu.be/CQnR5fhCXkQ Full update: http://www.spacex.com/news/2014/07/22/spacex-soft-lands-falcon-9-rocket-first-stage”,488,551,81,491796248148455425,https://twitter.com/elonmusk/status/491796248148455425,44196397,2014-07-23 04:05:37+00:00,Wed Jul 23 04:05:37 +0000 2014,,@SpaceX,,"http://youtu.be/CQnR5fhCXkQ,http://www.spacex.com/news/2014/07/22/spacex-soft-lands-falcon-9-rocket-first-stage"
+7953,elonmusk,elonmusk,"Looks like body slam, maybe from a self-generated wave",136,251,99,490325897820381185,https://twitter.com/elonmusk/status/490325897820381185,44196397,2014-07-19 02:42:58+00:00,Sat Jul 19 02:42:58 +0000 2014,,,,
+7954,elonmusk,,Detailed review of rocket telemetry needed to tell if due to initial splashdown or subsequent tip over and body slam,291,398,108,488719729599578112,https://twitter.com/elonmusk/status/488719729599578112,44196397,2014-07-14 16:20:38+00:00,Mon Jul 14 16:20:38 +0000 2014,,,,
+7955,elonmusk,,"Rocket booster reentry, landing burn & leg deploy were good, but lost hull integrity right after splashdown (aka kaboom)",821,738,124,488718649515986944,https://twitter.com/elonmusk/status/488718649515986944,44196397,2014-07-14 16:16:20+00:00,Mon Jul 14 16:16:20 +0000 2014,,,,
+7956,elonmusk,,Flight 10 of Falcon 9 was good. All six ORBCOMM satellites deployed on target.,486,726,86,488717037674311682,https://twitter.com/elonmusk/status/488717037674311682,44196397,2014-07-14 16:09:56+00:00,Mon Jul 14 16:09:56 +0000 2014,,,,
+7957,elonmusk,leroytwin,@leroytwin @Tesla_Canada A lot of Canadian Superchargers are in work and will start going live in the next month or so,47,78,21,487286689300086784,https://twitter.com/elonmusk/status/487286689300086784,44196397,2014-07-10 17:26:14+00:00,Thu Jul 10 17:26:14 +0000 2014,,@leroytwin @Tesla_Canada,,
+7958,elonmusk,,Tesla Superchargers delivered over 1GWh last month. Long distance driving growing exponentially,677,713,110,487279300895191041,https://twitter.com/elonmusk/status/487279300895191041,44196397,2014-07-10 16:56:53+00:00,Thu Jul 10 16:56:53 +0000 2014,,,,http://www.teslamotors.com/blog/supercharging-milestone
+7959,elonmusk,,Tesla Model S named top model in perceived quality http://usat.ly/1lIT4DE via @USATODAY,446,575,69,483979768203726848,https://twitter.com/elonmusk/status/483979768203726848,44196397,2014-07-01 14:25:43+00:00,Tue Jul 01 14:25:43 +0000 2014,,@USATODAY,,http://usat.ly/1lIT4DE
+7960,elonmusk,,Test flight of Falcon 9-R with deployable grid fins for better hypersonic thru subsonic control,722,762,181,479705782720536577,https://twitter.com/elonmusk/status/479705782720536577,44196397,2014-06-19 19:22:25+00:00,Thu Jun 19 19:22:25 +0000 2014,,,,http://m.youtube.com/watch?v=DgLBIdVg3EM&feature=youtu.be
+7961,elonmusk,,Goal is for unsubsidized solar power to cost less than grid electricity from coal or fracked gas,1807,2090,269,478903880793993216,https://twitter.com/elonmusk/status/478903880793993216,44196397,2014-06-17 14:15:57+00:00,Tue Jun 17 14:15:57 +0000 2014,,,,
+7962,elonmusk,,SolarCity to build the world's largest advanced solar panel factory in upstate New York http://blog.solarcity.com/silevo/,1445,1265,171,478901093733507072,https://twitter.com/elonmusk/status/478901093733507072,44196397,2014-06-17 14:04:52+00:00,Tue Jun 17 14:04:52 +0000 2014,,,,http://blog.solarcity.com/silevo/
+7963,elonmusk,edmunds,"Edmunds beats Tesla LA-NY record by several hours! “@edmunds: Made it! Our Model S made LA-NY run in 67 hrs and 21 mins""",339,507,64,478757147459985409,https://twitter.com/elonmusk/status/478757147459985409,44196397,2014-06-17 04:32:53+00:00,Tue Jun 17 04:32:53 +0000 2014,,@edmunds,,
+7964,elonmusk,,"Apparently, lots of confused media inquiries about blog title. Look, we just to make sure they don't set us up the bomb.",2166,2763,320,477223079421046785,https://twitter.com/elonmusk/status/477223079421046785,44196397,2014-06-12 22:57:03+00:00,Thu Jun 12 22:57:03 +0000 2014,,,,
+7965,elonmusk,,Regarding Tesla patents,6521,3907,1163,477133748949884929,https://twitter.com/elonmusk/status/477133748949884929,44196397,2014-06-12 17:02:05+00:00,Thu Jun 12 17:02:05 +0000 2014,,,,http://www.teslamotors.com/blog/all-our-patent-are-belong-you
+7966,elonmusk,AshDoveJay,@Ash_Dale I do seriously need a haircut :),4,32,7,476537238785114112,https://twitter.com/elonmusk/status/476537238785114112,44196397,2014-06-11 01:31:46+00:00,Wed Jun 11 01:31:46 +0000 2014,,@Ash_Dale,,
+7967,elonmusk,,"Ok, but the sloths kinda had it coming ""Humans Blamed for Extinction of Mammoths & Giant Sloths""",261,358,84,474212817306787840,https://twitter.com/elonmusk/status/474212817306787840,44196397,2014-06-04 15:35:20+00:00,Wed Jun 04 15:35:20 +0000 2014,,,,http://news.yahoo.com/humans-blamed-extinction-mammoths-mastodons-giant-sloths-230217240.html?soc_src=mediacontentsharebuttons
+7968,elonmusk,,Recording of Dragon V2 unveil at http://www.spacex.com/webcast/,556,555,115,472757297685356546,https://twitter.com/elonmusk/status/472757297685356546,44196397,2014-05-31 15:11:37+00:00,Sat May 31 15:11:37 +0000 2014,,,,http://www.spacex.com/webcast/
+7969,elonmusk,,Amazing repair job of Falcon 9 ocean landing vid by @NASASpaceflight forum. Now shows leg deploy http://www.youtube.com/watch?v=XoufUV5oGTo&amp;sns=em,312,421,41,471829262215835648,https://twitter.com/elonmusk/status/471829262215835648,44196397,2014-05-29 01:43:56+00:00,Thu May 29 01:43:56 +0000 2014,,@NASASpaceflight,,http://www.youtube.com/watch?v=XoufUV5oGTo&sns=em
+7970,elonmusk,,Model S in drag queen competition @CARandDRIVER http://www.teslamotors.com/sites/default/files/blog_attachments/the-slipperiest-car-on-the-road.pdf,195,245,39,471808555951980544,https://twitter.com/elonmusk/status/471808555951980544,44196397,2014-05-29 00:21:40+00:00,Thu May 29 00:21:40 +0000 2014,,@CARandDRIVER,,http://www.teslamotors.com/sites/default/files/blog_attachments/the-slipperiest-car-on-the-road.pdf
+7971,elonmusk,,Prince Albert & Princess Charlene drove a Tesla around the track to open @F1 Monaco! The honor is much appreciated :),1504,2181,121,470613418039586816,https://twitter.com/elonmusk/status/470613418039586816,44196397,2014-05-25 17:12:37+00:00,Sun May 25 17:12:37 +0000 2014,,@F1,,
+7972,elonmusk,QuantumG,@QuantumG When we launch I want to know that SpaceX has done everything possible to keep the astronauts safe. Only a few more years to go.,35,88,14,470001882300444674,https://twitter.com/elonmusk/status/470001882300444674,44196397,2014-05-24 00:42:36+00:00,Sat May 24 00:42:36 +0000 2014,,@QuantumG,,
+7973,elonmusk,QuantumG,"@QuantumG Dragon V1.1 doesn't have a launch escape system. Probably comparable reliability to Shuttle, but we need to do better.",7,22,4,469996295151972352,https://twitter.com/elonmusk/status/469996295151972352,44196397,2014-05-24 00:20:23+00:00,Sat May 24 00:20:23 +0000 2014,,@QuantumG,,
+7974,elonmusk,RichardGarriott,"@RichardGarriott Just the air in Dragon. Technically, if a few humans had stowed aboard Dragon on the last flight, they would've been ok.",14,35,10,469990086738984960,https://twitter.com/elonmusk/status/469990086738984960,44196397,2014-05-23 23:55:43+00:00,Fri May 23 23:55:43 +0000 2014,,@RichardGarriott,,
+7975,elonmusk,westcoastbill,"@westcoastbill First, the cheese. Then, the mouse.",9,39,2,469988081635196928,https://twitter.com/elonmusk/status/469988081635196928,44196397,2014-05-23 23:47:45+00:00,Fri May 23 23:47:45 +0000 2014,,@westcoastbill,,
+7976,elonmusk,,The next Dragon mission to the Space Station will carry our first live mammals: 40 mousetronauts!,775,820,101,469986226930741248,https://twitter.com/elonmusk/status/469986226930741248,44196397,2014-05-23 23:40:23+00:00,Fri May 23 23:40:23 +0000 2014,,,,http://www.nasa.gov/mission_pages/station/research/news/rodent_research/
+7977,elonmusk,,Contracting official's new job raises questions http://bigstory.ap.org/article/contracting-officers-new-job-raises-questions,208,226,34,469982869218004994,https://twitter.com/elonmusk/status/469982869218004994,44196397,2014-05-23 23:27:02+00:00,Fri May 23 23:27:02 +0000 2014,,,,http://bigstory.ap.org/article/contracting-officers-new-job-raises-questions
+7978,elonmusk,,"Either way, this case certainly deserves close examination by the DoD Inspector General per @SenJohnMcCain's request http://www.mccain.senate.gov/public/index.cfm/press-releases?ID=c6782e97-ca58-47c4-991f-4587c8da1e9d",324,433,49,469644139253215233,https://twitter.com/elonmusk/status/469644139253215233,44196397,2014-05-23 01:01:03+00:00,Fri May 23 01:01:03 +0000 2014,,@SenJohnMcCain,,http://www.mccain.senate.gov/public/index.cfm/press-releases?ID=c6782e97-ca58-47c4-991f-4587c8da1e9d
+7979,elonmusk,,"Reason I believe this is likely is that Correll first tried to work at SpaceX, but we turned him down. Our competitor, it seems, did not.",373,414,77,469641881010581504,https://twitter.com/elonmusk/status/469641881010581504,44196397,2014-05-23 00:52:04+00:00,Fri May 23 00:52:04 +0000 2014,,,,
+7980,elonmusk,,V likely AF official Correll was told by ULA/Rocketdyne that a rich VP job was his if he gave them a sole source contract,404,350,53,469640326416982016,https://twitter.com/elonmusk/status/469640326416982016,44196397,2014-05-23 00:45:53+00:00,Fri May 23 00:45:53 +0000 2014,,,,
+7981,elonmusk,,Air Force official awards $10B+ contract uncompeted & then takes lucrative job w funds recipient,1185,614,135,469639079085486080,https://twitter.com/elonmusk/status/469639079085486080,44196397,2014-05-23 00:40:56+00:00,Fri May 23 00:40:56 +0000 2014,,,,http://nlpc.org/stories/2014/05/18/space-launch-deal-puts-spotlight-revolving-door
+7982,elonmusk,,Great progress by @NASASpaceflight members repairing the Falcon 9 ocean landing video,363,500,41,469356919979655168,https://twitter.com/elonmusk/status/469356919979655168,44196397,2014-05-22 05:59:44+00:00,Thu May 22 05:59:44 +0000 2014,,@NASASpaceflight,,http://twitpic.com/e4dm2e
+7983,elonmusk,Oatmeal,@Oatmeal may all technology in the future follow the zeroth law...,196,484,35,466521428914094083,https://twitter.com/elonmusk/status/466521428914094083,44196397,2014-05-14 10:12:30+00:00,Wed May 14 10:12:30 +0000 2014,,@Oatmeal,,
+7984,elonmusk,Oatmeal,@Oatmeal I would be happy to help,2876,4884,471,466518346574626817,https://twitter.com/elonmusk/status/466518346574626817,44196397,2014-05-14 10:00:15+00:00,Wed May 14 10:00:15 +0000 2014,,@Oatmeal,,
+7985,elonmusk,,Worth seeing @ChefTheFilm by @Jon_Favreau. Make sure to plan for a meal afterwards!,106,300,41,465030743962296320,https://twitter.com/elonmusk/status/465030743962296320,44196397,2014-05-10 07:29:03+00:00,Sat May 10 07:29:03 +0000 2014,,@ChefTheFilm @Jon_Favreau,,
+7986,elonmusk,,Trouble in Missouri. Auto dealers trying to sneak in a monopoly creation bill today,557,278,142,464491775264960512,https://twitter.com/elonmusk/status/464491775264960512,44196397,2014-05-08 19:47:23+00:00,Thu May 08 19:47:23 +0000 2014,,,,http://www.teslamotors.com/blog/trouble-missouri
+7987,elonmusk,rocketrepreneur,@rocketrepreneur ~40%,12,64,15,462104679116050432,https://twitter.com/elonmusk/status/462104679116050432,44196397,2014-05-02 05:41:55+00:00,Fri May 02 05:41:55 +0000 2014,,@rocketrepreneur,,
+7988,elonmusk,,"Second flight of Falcon 9-R. 1000m, hover and land (with cows)",1603,1252,335,462100295896412160,https://twitter.com/elonmusk/status/462100295896412160,44196397,2014-05-02 05:24:30+00:00,Fri May 02 05:24:30 +0000 2014,,,,http://m.youtube.com/watch?feature=youtu.be&v=ZwwS4YOTbbw
+7989,elonmusk,elonmusk,"Cover drops on May 29. Actual flight design hardware of crew Dragon, not a mockup.",441,567,96,461283368693669888,https://twitter.com/elonmusk/status/461283368693669888,44196397,2014-04-29 23:18:19+00:00,Tue Apr 29 23:18:19 +0000 2014,,,,
+7990,elonmusk,,Sounds like this might be a good time to unveil the new Dragon Mk 2 spaceship that @SpaceX has been working on w @NASA. No trampoline needed,1484,1713,149,461279062837968897,https://twitter.com/elonmusk/status/461279062837968897,44196397,2014-04-29 23:01:13+00:00,Tue Apr 29 23:01:13 +0000 2014,,@SpaceX @NASA,,
+7991,elonmusk,,@micahgtb almost,2,12,0,461057260853022720,https://twitter.com/elonmusk/status/461057260853022720,44196397,2014-04-29 08:19:51+00:00,Tue Apr 29 08:19:51 +0000 2014,,,,
+7992,elonmusk,,@constrainedbyc no problem,2,12,0,461057152111505408,https://twitter.com/elonmusk/status/461057152111505408,44196397,2014-04-29 08:19:25+00:00,Tue Apr 29 08:19:25 +0000 2014,,,,
+7993,elonmusk,nitroc3ll,@nitroc3ll yes,2,11,1,461055579650129920,https://twitter.com/elonmusk/status/461055579650129920,44196397,2014-04-29 08:13:10+00:00,Tue Apr 29 08:13:10 +0000 2014,,@nitroc3ll,,
+7994,elonmusk,KAlHomoud,@KAlHomoud Superchargers in Canada will go live in 6 to 8 weeks. Update on forums shortly.,24,37,6,460975671603634176,https://twitter.com/elonmusk/status/460975671603634176,44196397,2014-04-29 02:55:39+00:00,Tue Apr 29 02:55:39 +0000 2014,,@KAlHomoud,,
+7995,elonmusk,,Letter from @SenJohnMcCain to DoD Inspector General questioning uncompeted space launch contract http://www.mccain.senate.gov/public/index.cfm/press-releases?ID=c6782e97-ca58-47c4-991f-4587c8da1e9d,252,339,64,459891514781364224,https://twitter.com/elonmusk/status/459891514781364224,44196397,2014-04-26 03:07:36+00:00,Sat Apr 26 03:07:36 +0000 2014,,@SenJohnMcCain,,http://www.mccain.senate.gov/public/index.cfm/press-releases?ID=c6782e97-ca58-47c4-991f-4587c8da1e9d
+7996,elonmusk,,100th @TeslaMotors Supercharger goes live,335,438,49,459448693444206592,https://twitter.com/elonmusk/status/459448693444206592,44196397,2014-04-24 21:47:59+00:00,Thu Apr 24 21:47:59 +0000 2014,,,,http://www.teslamotors.com/blog/100-supercharger-stations
+7997,elonmusk,,FTC blog supports direct car sales as good for consumers,306,333,45,459443233290866688,https://twitter.com/elonmusk/status/459443233290866688,44196397,2014-04-24 21:26:17+00:00,Thu Apr 24 21:26:17 +0000 2014,,,,http://www.ftc.gov/news-events/blogs/competition-matters/2014/04/who-decides-how-consumers-should-shop
+7998,elonmusk,elonmusk,Flight computers continued transmitting for 8 seconds after reaching the water. Stopped when booster went horizontal.,514,641,133,457311780943822848,https://twitter.com/elonmusk/status/457311780943822848,44196397,2014-04-19 00:16:39+00:00,Sat Apr 19 00:16:39 +0000 2014,,,,
+7999,elonmusk,,Data upload from tracking plane shows landing in Atlantic was good! Several boats enroute through heavy seas.,923,1021,175,457307742495993856,https://twitter.com/elonmusk/status/457307742495993856,44196397,2014-04-19 00:00:36+00:00,Sat Apr 19 00:00:36 +0000 2014,,,,
+8000,elonmusk,MarinaSBlinova,@MarinaSBlinova Rocket boost stage reaching 0 m/s in one piece :) Will know soon. Odds not high.,36,62,12,457263446086524930,https://twitter.com/elonmusk/status/457263446086524930,44196397,2014-04-18 21:04:35+00:00,Fri Apr 18 21:04:35 +0000 2014,,@MarinaSBlinova,,
+8001,elonmusk,,"Last known state for rocket boost stage is 360 m/s, Mach 1.1, 8.5 km altitude and roll rate close to zero (v important!)",396,538,80,457259334414503937,https://twitter.com/elonmusk/status/457259334414503937,44196397,2014-04-18 20:48:15+00:00,Fri Apr 18 20:48:15 +0000 2014,,,,
+8002,elonmusk,,Orbit insertion and Dragon deploy all good. Falcon reentry burn also good. Waiting for landing data from tracking plane.,496,663,79,457257359354519552,https://twitter.com/elonmusk/status/457257359354519552,44196397,2014-04-18 20:40:24+00:00,Fri Apr 18 20:40:24 +0000 2014,,,,
+8003,elonmusk,,Falcon 9-Reusable with (now retired) Grasshopper test rig in background,374,573,48,457235055388020736,https://twitter.com/elonmusk/status/457235055388020736,44196397,2014-04-18 19:11:47+00:00,Fri Apr 18 19:11:47 +0000 2014,,,,
+8004,elonmusk,,Hexacopter drone vid of 1st F9 rocket booster takeoff & landing w flight design legs http://youtu.be/0UjWqQPWmsY,1085,800,161,457212031062392833,https://twitter.com/elonmusk/status/457212031062392833,44196397,2014-04-18 17:40:17+00:00,Fri Apr 18 17:40:17 +0000 2014,,,,http://youtu.be/0UjWqQPWmsY
+8005,elonmusk,erwinEmm,@erwinEmm Need to make sure precision return from hypersonic velocity works in ocean before transitioning to land,19,32,4,457191844133097472,https://twitter.com/elonmusk/status/457191844133097472,44196397,2014-04-18 16:20:04+00:00,Fri Apr 18 16:20:04 +0000 2014,,@erwinEmm,,
+8006,elonmusk,,Heavy seas in Atlantic preventing our recovery ship from being on station. Maybe they can help?,145,208,45,457190623640969216,https://twitter.com/elonmusk/status/457190623640969216,44196397,2014-04-18 16:15:13+00:00,Fri Apr 18 16:15:13 +0000 2014,,,,http://theaviationist.com/2014/04/17/russian-tug-off-us/
+8007,elonmusk,,This is 1st ever orbital rocket launch w landing legs. Will attempt leg deploy & soft landing out to sea.,523,576,76,457188968627310592,https://twitter.com/elonmusk/status/457188968627310592,44196397,2014-04-18 16:08:38+00:00,Fri Apr 18 16:08:38 +0000 2014,,,,
+8008,elonmusk,,Launch to the Space Station in just under three hours if weather holds http://www.spacex.com/webcast/,549,438,77,457181362307350529,https://twitter.com/elonmusk/status/457181362307350529,44196397,2014-04-18 15:38:25+00:00,Fri Apr 18 15:38:25 +0000 2014,,,,http://www.spacex.com/webcast/
+8009,elonmusk,,Honored that @NASA would entrust @SpaceX with the Apollo 11 (first moon landing) launch pad,653,950,103,456914811461197824,https://twitter.com/elonmusk/status/456914811461197824,44196397,2014-04-17 21:59:14+00:00,Thu Apr 17 21:59:14 +0000 2014,,@NASA @SpaceX,,http://www.nasa.gov/press/2014/april/nasa-signs-agreement-with-spacex-for-use-of-historic-launch-pad/#.U1BNuPldVqw
+8010,elonmusk,elonmusk,"@elonmusk Also, breakfast at Tesla is self-serve cereal (no distinction for execs) and the person mentioned isn't actually an employee",87,235,59,453574051487686657,https://twitter.com/elonmusk/status/453574051487686657,44196397,2014-04-08 16:44:15+00:00,Tue Apr 08 16:44:15 +0000 2014,,@elonmusk,,
+8011,elonmusk,,"Leasing a Model S takes 5 mins online, no signatures & one tap on car center screen to accept when delivered",738,790,173,453571298677907456,https://twitter.com/elonmusk/status/453571298677907456,44196397,2014-04-08 16:33:19+00:00,Tue Apr 08 16:33:19 +0000 2014,,,,
+8012,elonmusk,,Tesla US business leasing program went live today http://teslamotors.com/blog/tesla-business-leasing,266,287,53,453555454187012097,https://twitter.com/elonmusk/status/453555454187012097,44196397,2014-04-08 15:30:21+00:00,Tue Apr 08 15:30:21 +0000 2014,,,,http://teslamotors.com/blog/tesla-business-leasing
+8013,elonmusk,,"@AKAbrahamson @itsDanielSuarez Yeah, that's worth a read",4,11,0,453206036787523585,https://twitter.com/elonmusk/status/453206036787523585,44196397,2014-04-07 16:21:53+00:00,Mon Apr 07 16:21:53 +0000 2014,,@itsDanielSuarez,,
+8014,elonmusk,,What could possibly go wrong? https://screen.yahoo.com/wall-street-journal/autonomous-drones-navys-next-weapon-190203507.html,346,364,95,453204415458344960,https://twitter.com/elonmusk/status/453204415458344960,44196397,2014-04-07 16:15:27+00:00,Mon Apr 07 16:15:27 +0000 2014,,,,https://screen.yahoo.com/wall-street-journal/autonomous-drones-navys-next-weapon-190203507.html
+8015,elonmusk,MarinaSBlinova,@MarinaSBlinova @MikeJudge @Recode That would definitely help,1,5,0,453199172389588992,https://twitter.com/elonmusk/status/453199172389588992,44196397,2014-04-07 15:54:37+00:00,Mon Apr 07 15:54:37 +0000 2014,,@MarinaSBlinova @MikeJudge @Recode,,
+8016,elonmusk,justincooperman,"@justincooperman @MikeJudge @Recode Yeah, that about sums it up",1,8,1,453198648323874816,https://twitter.com/elonmusk/status/453198648323874816,44196397,2014-04-07 15:52:32+00:00,Mon Apr 07 15:52:32 +0000 2014,,@justincooperman @MikeJudge @Recode,,
+8017,elonmusk,,"Bloomberg article today also has oddly false details. I don't eat breakfast at Tesla and drink coffee, not juice.",300,536,101,453197377504313345,https://twitter.com/elonmusk/status/453197377504313345,44196397,2014-04-07 15:47:29+00:00,Mon Apr 07 15:47:29 +0000 2014,,,,
+8018,elonmusk,,"The @MikeJudge show about Silicon Valley missed the mark in some ways, but I didn't hate it, as @Recode reporter claimed",106,177,17,453197245211746304,https://twitter.com/elonmusk/status/453197245211746304,44196397,2014-04-07 15:46:57+00:00,Mon Apr 07 15:46:57 +0000 2014,,@MikeJudge @Recode,,
+8019,elonmusk,,Some oddly inaccurate news stories of late ...,64,166,39,453197193701507073,https://twitter.com/elonmusk/status/453197193701507073,44196397,2014-04-07 15:46:45+00:00,Mon Apr 07 15:46:45 +0000 2014,,,,
+8020,elonmusk,BKuppersmith,@BKuppersmith Coming soon,1,14,4,452535429716135936,https://twitter.com/elonmusk/status/452535429716135936,44196397,2014-04-05 19:57:08+00:00,Sat Apr 05 19:57:08 +0000 2014,,@BKuppersmith,,
+8021,elonmusk,elonmusk,"@OlejAndersen Once 5.9 is rolled out to the whole fleet and all looks good, we will roll out 6.0 to owners on our public beta program",2,14,6,452535291115352064,https://twitter.com/elonmusk/status/452535291115352064,44196397,2014-04-05 19:56:35+00:00,Sat Apr 05 19:56:35 +0000 2014,,@OlejAndersen,,
+8022,elonmusk,OlejAndersen,"@OlejAndersen Some challenges w 5.9 rollout, as it contains software specially written for car owners in Norway &amp; Belgium",1,13,2,452534412291211264,https://twitter.com/elonmusk/status/452534412291211264,44196397,2014-04-05 19:53:06+00:00,Sat Apr 05 19:53:06 +0000 2014,,@OlejAndersen,,
+8023,elonmusk,,Review of Model S by @BBC_TopGear much appreciated,479,684,78,452254046024265728,https://twitter.com/elonmusk/status/452254046024265728,44196397,2014-04-05 01:19:01+00:00,Sat Apr 05 01:19:01 +0000 2014,,@BBC_TopGear,,http://www.topgear.com/uk/photos/Maserati-Ghibli-takes-on-Model-S-2014-04-03
+8024,elonmusk,,Announcing a revolutionary Tesla driving technology http://teslamotors.com/blog/pet-driving-cars,681,629,124,451094706479308800,https://twitter.com/elonmusk/status/451094706479308800,44196397,2014-04-01 20:32:13+00:00,Tue Apr 01 20:32:13 +0000 2014,,,,http://teslamotors.com/blog/pet-driving-cars
+8025,elonmusk,,Snowed in at Mt. Rushmore @GoParks,132,484,98,450692202801688576,https://twitter.com/elonmusk/status/450692202801688576,44196397,2014-03-31 17:52:49+00:00,Mon Mar 31 17:52:49 +0000 2014,,@GoParks,,
+8026,elonmusk,,Now having breakfast at ...,61,296,67,450657675978629120,https://twitter.com/elonmusk/status/450657675978629120,44196397,2014-03-31 15:35:37+00:00,Mon Mar 31 15:35:37 +0000 2014,,,,
+8027,elonmusk,,Just stayed at the Rocket (yes!) Motel near Mt Rushmore. Sudden blizzard making road trip tricky,143,537,95,450651522116767744,https://twitter.com/elonmusk/status/450651522116767744,44196397,2014-03-31 15:11:10+00:00,Mon Mar 31 15:11:10 +0000 2014,,,,
+8028,elonmusk,cairnz,@cairnz 80% to 30%,11,74,11,448466037441179649,https://twitter.com/elonmusk/status/448466037441179649,44196397,2014-03-25 14:26:50+00:00,Tue Mar 25 14:26:50 +0000 2014,,@cairnz,,
+8029,elonmusk,FlateFred,@FlateFred agreed,3,26,8,446348496157675522,https://twitter.com/elonmusk/status/446348496157675522,44196397,2014-03-19 18:12:28+00:00,Wed Mar 19 18:12:28 +0000 2014,,@FlateFred,,
+8030,elonmusk,,"Russian state TV threatens US with nuclear war, showing missile arc & mushroom cloud images http://news.yahoo.com/state-tv-says-russia-could-turn-us-radioactive-212003397.html",1082,378,279,445377952402780160,https://twitter.com/elonmusk/status/445377952402780160,44196397,2014-03-17 01:55:53+00:00,Mon Mar 17 01:55:53 +0000 2014,,,,http://news.yahoo.com/state-tv-says-russia-could-turn-us-radioactive-212003397.html
+8031,elonmusk,,Regarding Gov. Christie's action to impede direct sales of automobiles in New Jersey,1377,776,251,444577717812334592,https://twitter.com/elonmusk/status/444577717812334592,44196397,2014-03-14 20:56:02+00:00,Fri Mar 14 20:56:02 +0000 2014,,,,http://www.teslamotors.com/blog/people-new-jersey
+8032,elonmusk,,Working on a Model S environmental impact blog this weekend to counteract BS like the @Bloomberg graphite story. Beyond ridiculous...,515,704,174,444542383099637760,https://twitter.com/elonmusk/status/444542383099637760,44196397,2014-03-14 18:35:37+00:00,Fri Mar 14 18:35:37 +0000 2014,,@Bloomberg,,
+8033,elonmusk,jnags92,"@jnags92 Yes, I'm confident that Tesla will do something with them.",7,64,9,444359579791392769,https://twitter.com/elonmusk/status/444359579791392769,44196397,2014-03-14 06:29:14+00:00,Fri Mar 14 06:29:14 +0000 2014,,@jnags92,,
+8034,elonmusk,teamisaacteq,"@TeamAizek Not true. The amount of graphite in our car is small, comes from Japan and is mined in a very clean way.",17,44,5,444359283736473600,https://twitter.com/elonmusk/status/444359283736473600,44196397,2014-03-14 06:28:03+00:00,Fri Mar 14 06:28:03 +0000 2014,,,,
+8035,elonmusk,X4NWO,"@X4NWO Well, now that Satoshi Nakamoto has been discovered, I guess it is case closed ... :)",62,195,19,444358711796985857,https://twitter.com/elonmusk/status/444358711796985857,44196397,2014-03-14 06:25:47+00:00,Fri Mar 14 06:25:47 +0000 2014,,@X4NWO,,
+8036,elonmusk,,Just discovered a great Tesla ad made by 2 recent college grads. I love it! http://www.youtube.com/watch?v=KKbRAazkiWc,1427,1414,194,444357457733632000,https://twitter.com/elonmusk/status/444357457733632000,44196397,2014-03-14 06:20:48+00:00,Fri Mar 14 06:20:48 +0000 2014,,,,http://www.youtube.com/watch?v=KKbRAazkiWc
+8037,elonmusk,,New Jersey auto dealers subverting democratic process to try to block Tesla sales http://teslamotors.com/blog/defending-innovation-and-consumer-choice-new-jersey,1308,480,226,443406853553152000,https://twitter.com/elonmusk/status/443406853553152000,44196397,2014-03-11 15:23:26+00:00,Tue Mar 11 15:23:26 +0000 2014,,,,http://teslamotors.com/blog/defending-innovation-and-consumer-choice-new-jersey
+8038,elonmusk,om,"Interesting “@om:Physicist proposes a new type of computing at SXSW. Check out orbital computing http://gigaom.com/2014/03/10/physicist-proposes-a-new-type-of-computing-at-sxsw-check-out-orbital-computing/""",433,465,33,443208657543516160,https://twitter.com/elonmusk/status/443208657543516160,44196397,2014-03-11 02:15:53+00:00,Tue Mar 11 02:15:53 +0000 2014,,@om,,http://gigaom.com/2014/03/10/physicist-proposes-a-new-type-of-computing-at-sxsw-check-out-orbital-computing/
+8039,elonmusk,_gordee,"@gordon_tindall Yeah, I'm giving a talk for homeless kids at the Union Rescue Mission in LA",9,34,7,443129698231386112,https://twitter.com/elonmusk/status/443129698231386112,44196397,2014-03-10 21:02:07+00:00,Mon Mar 10 21:02:07 +0000 2014,,,,
+8040,elonmusk,TeslaRoadTrip,"@TeslaRoadTrip Thanks, I really appreciate your support!",16,37,26,441730947835121667,https://twitter.com/elonmusk/status/441730947835121667,44196397,2014-03-07 00:23:59+00:00,Fri Mar 07 00:23:59 +0000 2014,,@TeslaRoadTrip,,
+8041,elonmusk,,About to testify before Senate against ULA (Lockheed and Boeing) monopoly contract for national security launches,473,844,182,441223153768226816,https://twitter.com/elonmusk/status/441223153768226816,44196397,2014-03-05 14:46:12+00:00,Wed Mar 05 14:46:12 +0000 2014,,,,
+8042,elonmusk,,Model S receives highest customer satisfaction score of any car ever surveyed by Consumer Reports,1011,837,149,438382707471446016,https://twitter.com/elonmusk/status/438382707471446016,44196397,2014-02-25 18:39:16+00:00,Tue Feb 25 18:39:16 +0000 2014,,,,http://www.cnbc.com/id/101444215
+8043,elonmusk,,All four landing legs now mounted on Falcon 9,810,1053,130,438378373027360768,https://twitter.com/elonmusk/status/438378373027360768,44196397,2014-02-25 18:22:03+00:00,Tue Feb 25 18:22:03 +0000 2014,,,,
+8044,elonmusk,,"However, F9 will continue to land in the ocean until we prove precision control from hypersonic thru subsonic regimes",234,306,81,437763077753147392,https://twitter.com/elonmusk/status/437763077753147392,44196397,2014-02-24 01:37:05+00:00,Mon Feb 24 01:37:05 +0000 2014,,,,
+8045,elonmusk,,Mounting landing legs (~60 ft span) to Falcon 9 for next month's Space Station servicing flight,1135,1119,132,437761896028975104,https://twitter.com/elonmusk/status/437761896028975104,44196397,2014-02-24 01:32:23+00:00,Mon Feb 24 01:32:23 +0000 2014,,,,
+8046,elonmusk,,Welcome back Jade Rabbit! #Yutu,166,209,28,434129460179128320,https://twitter.com/elonmusk/status/434129460179128320,44196397,2014-02-14 00:58:23+00:00,Fri Feb 14 00:58:23 +0000 2014,#Yutu,,,"http://www.latimes.com/science/sciencenow/la-sci-sn-chinas-lunar-rover-20140213,0,675011.story#axzz2tFffCAfc"
+8047,elonmusk,,Auto dealers trying to pass a law to enforce their monopoly in Ohio & prevent consumer choice... http://www.cleveland.com/open/index.ssf/2014/02/auto_dealers_push_legislation.html,647,315,195,433086849507004416,https://twitter.com/elonmusk/status/433086849507004416,44196397,2014-02-11 03:55:25+00:00,Tue Feb 11 03:55:25 +0000 2014,,,,http://www.cleveland.com/open/index.ssf/2014/02/auto_dealers_push_legislation.html
+8048,elonmusk,,"Tesla V6 software upload coming soon. Need to make sure it is ""awesome"" - Lord Business",360,557,151,432629198662807553,https://twitter.com/elonmusk/status/432629198662807553,44196397,2014-02-09 21:36:53+00:00,Sun Feb 09 21:36:53 +0000 2014,,,,
+8049,elonmusk,,"Saw The Lego Movie earlier today. Brilliant writing and humor! Loved the ""Everything is awesome..."" theme song.",613,949,118,432395496972238848,https://twitter.com/elonmusk/status/432395496972238848,44196397,2014-02-09 06:08:14+00:00,Sun Feb 09 06:08:14 +0000 2014,,,,
+8050,elonmusk,,"Value is holding up ""Tesla car is worth more used than new | MNN - http://www.mnn.com/green-tech/transportation/blogs/huh-tesla-car-is-worth-more-used-than-new""",533,463,89,431848580710555648,https://twitter.com/elonmusk/status/431848580710555648,44196397,2014-02-07 17:54:59+00:00,Fri Feb 07 17:54:59 +0000 2014,,,,http://www.mnn.com/green-tech/transportation/blogs/huh-tesla-car-is-worth-more-used-than-new
+8051,elonmusk,,Tesla LA to NY Supercharger rally just completed in 76 hours across northern route in dead of winter thru heavy snow!,1244,1125,228,429979489922461696,https://twitter.com/elonmusk/status/429979489922461696,44196397,2014-02-02 14:07:53+00:00,Sun Feb 02 14:07:53 +0000 2014,,,,
+8052,elonmusk,,Tesla cars are now in all 50 US states (map credit Edmunds)!,1142,1220,264,428789050925785088,https://twitter.com/elonmusk/status/428789050925785088,44196397,2014-01-30 07:17:30+00:00,Thu Jan 30 07:17:30 +0000 2014,,,,
+8053,elonmusk,,"Two teams from Tesla aiming to set a cross-country EV speed record this week. Departing Fri from LA, arriving Sun in NY.",391,340,96,427372940603437056,https://twitter.com/elonmusk/status/427372940603437056,44196397,2014-01-26 09:30:23+00:00,Sun Jan 26 09:30:23 +0000 2014,,,,
+8054,elonmusk,,Will be doing the LA-NY family road trip over Spring Break. Made everyone watch National Lampoon's Vacation as prep.,393,698,99,427372102820573184,https://twitter.com/elonmusk/status/427372102820573184,44196397,2014-01-26 09:27:04+00:00,Sun Jan 26 09:27:04 +0000 2014,,,,
+8055,elonmusk,,"Tesla Supercharger network now energized from New York to LA, both coast + Texas! Approx 80% of US population covered.",892,671,109,427371574451507200,https://twitter.com/elonmusk/status/427371574451507200,44196397,2014-01-26 09:24:58+00:00,Sun Jan 26 09:24:58 +0000 2014,,,,
+8056,elonmusk,,Tesla policy is to charge the same price (+ taxes & shipping) everywhere in the world http://teslamotors.com/blog/fair-price,567,557,184,426454433916940290,https://twitter.com/elonmusk/status/426454433916940290,44196397,2014-01-23 20:40:34+00:00,Thu Jan 23 20:40:34 +0000 2014,,,,http://teslamotors.com/blog/fair-price
+8057,elonmusk,,Rough cut of Falcon 9 Thaicom flight http://www.youtube.com/watch?v=-np8yPS8JQQ&amp;feature=youtu.be,309,298,95,420353814579802112,https://twitter.com/elonmusk/status/420353814579802112,44196397,2014-01-07 00:38:53+00:00,Tue Jan 07 00:38:53 +0000 2014,,,,http://www.youtube.com/watch?v=-np8yPS8JQQ&feature=youtu.be
+8058,elonmusk,westcoastbill,@westcoastbill Thanks Bill! Sure is a great start to 2014 :),3,13,3,420330200186880000,https://twitter.com/elonmusk/status/420330200186880000,44196397,2014-01-06 23:05:03+00:00,Mon Jan 06 23:05:03 +0000 2014,,@westcoastbill,,
+8059,elonmusk,,Preparing to launch a Thaicom satellite to geostationary super-sync orbit at 5pm Florida time,416,449,105,420269918005628928,https://twitter.com/elonmusk/status/420269918005628928,44196397,2014-01-06 19:05:31+00:00,Mon Jan 06 19:05:31 +0000 2014,,,,
+8060,elonmusk,,"@olajahr @TeslaMotors Ideally, the S should just hold position when it knows that's what you really want",4,13,30,416314131545739264,https://twitter.com/elonmusk/status/416314131545739264,44196397,2013-12-26 21:06:38+00:00,Thu Dec 26 21:06:38 +0000 2013,,,,
+8061,elonmusk,bonnienorman,@bonnienorman @TeslaMotors @TeslaMotorsClub Merry Christmas!,3,11,1,415949158127005698,https://twitter.com/elonmusk/status/415949158127005698,44196397,2013-12-25 20:56:21+00:00,Wed Dec 25 20:56:21 +0000 2013,,@bonnienorman @TeslaMotorsClub,,
+8062,elonmusk,simonhackett,"@simonhackett Yes, definitely needs a huge amount of battery capacity. ~1/3 of energy produced during day must be stored",11,16,6,414560643983740928,https://twitter.com/elonmusk/status/414560643983740928,44196397,2013-12-22 00:58:54+00:00,Sun Dec 22 00:58:54 +0000 2013,,@simonhackett,,
+8063,elonmusk,,This is why I think solar power will be the primary long term solution http://www.abb-conversations.com/2013/12/7-impressive-solar-energy-facts-charts/,1636,1099,215,414456595431432192,https://twitter.com/elonmusk/status/414456595431432192,44196397,2013-12-21 18:05:27+00:00,Sat Dec 21 18:05:27 +0000 2013,,,,http://www.abb-conversations.com/2013/12/7-impressive-solar-energy-facts-charts/
+8064,elonmusk,arcaresenal,@arcaresenal true,0,8,0,414456263087370240,https://twitter.com/elonmusk/status/414456263087370240,44196397,2013-12-21 18:04:08+00:00,Sat Dec 21 18:04:08 +0000 2013,,@arcaresenal,,
+8065,elonmusk,,220 ft tall mobile crane to carry the rocket around in the vertical,220,346,80,413772104786780160,https://twitter.com/elonmusk/status/413772104786780160,44196397,2013-12-19 20:45:31+00:00,Thu Dec 19 20:45:31 +0000 2013,,,,
+8066,elonmusk,,SolarCity launches Give Power Foundation http://finance.yahoo.com/news/solarcity-launches-power-foundation-tm-180500976.html,152,141,26,413751355451265024,https://twitter.com/elonmusk/status/413751355451265024,44196397,2013-12-19 19:23:04+00:00,Thu Dec 19 19:23:04 +0000 2013,,,,http://finance.yahoo.com/news/solarcity-launches-power-foundation-tm-180500976.html
+8067,elonmusk,,Sock monkey of destruction!,190,134,46,410447049687961600,https://twitter.com/elonmusk/status/410447049687961600,44196397,2013-12-10 16:32:57+00:00,Tue Dec 10 16:32:57 +0000 2013,,,,http://news.yahoo.com/sock-monkey-s-toy-gun-detained-by-tsa-215850875.html
+8068,elonmusk,,"Rest in peace, Nelson Mandela. A man both good and great.",809,684,47,408731422136864768,https://twitter.com/elonmusk/status/408731422136864768,44196397,2013-12-05 22:55:39+00:00,Thu Dec 05 22:55:39 +0000 2013,,,,
+8069,elonmusk,,Should mention that the battery cells used for this are 200 Wh/kg vs 250 for Model S. No short term supply constraint.,70,89,49,408708548009291776,https://twitter.com/elonmusk/status/408708548009291776,44196397,2013-12-05 21:24:45+00:00,Thu Dec 05 21:24:45 +0000 2013,,,,
+8070,elonmusk,,Solar power w batteries will be the primary (not exclusive) means of sustainable energy production http://www.solarcity.com/pressreleases/218/SolarCity-Introduces-Energy-Storage-for-Businesses.aspx,364,298,88,408695108033191936,https://twitter.com/elonmusk/status/408695108033191936,44196397,2013-12-05 20:31:21+00:00,Thu Dec 05 20:31:21 +0000 2013,,,,http://www.solarcity.com/pressreleases/218/SolarCity-Introduces-Energy-Storage-for-Businesses.aspx
+8071,elonmusk,,"View of Earth from upper stage rear view camera at 8,000 miles",2031,1565,252,408030622708678657,https://twitter.com/elonmusk/status/408030622708678657,44196397,2013-12-04 00:30:55+00:00,Wed Dec 04 00:30:55 +0000 2013,,,,
+8072,elonmusk,,"Restart was good, apogee raised to 80k km (50k miles). Yes!!!",337,516,165,408014483551191040,https://twitter.com/elonmusk/status/408014483551191040,44196397,2013-12-03 23:26:48+00:00,Tue Dec 03 23:26:48 +0000 2013,,,,
+8073,elonmusk,,"Reached parking orbit. Now coasting towards equator, where the upper stage will, if all goes well, restart to raise apogee",307,319,75,408008759433502720,https://twitter.com/elonmusk/status/408008759433502720,44196397,2013-12-03 23:04:03+00:00,Tue Dec 03 23:04:03 +0000 2013,,,,
+8074,elonmusk,,Live video feed of launch at http://spacex.com/webcast,472,191,111,407996645121728513,https://twitter.com/elonmusk/status/407996645121728513,44196397,2013-12-03 22:15:55+00:00,Tue Dec 03 22:15:55 +0000 2013,,,,http://spacex.com/webcast
+8075,elonmusk,,About an hour away from launch. I'd like to thank @SES_Satellites for taking a chance on @SpaceX. We've given it our all.,315,280,90,407987488645718016,https://twitter.com/elonmusk/status/407987488645718016,44196397,2013-12-03 21:39:31+00:00,Tue Dec 03 21:39:31 +0000 2013,,@SES_Satellites @SpaceX,,
+8076,elonmusk,toruonu,@toruonu cool :),1,7,3,407941040503783424,https://twitter.com/elonmusk/status/407941040503783424,44196397,2013-12-03 18:34:57+00:00,Tue Dec 03 18:34:57 +0000 2013,,@toruonu,,
+8077,elonmusk,UFrugger10,@UFrugger10 I agree. Will be restored shortly.,2,4,1,407910834225295360,https://twitter.com/elonmusk/status/407910834225295360,44196397,2013-12-03 16:34:56+00:00,Tue Dec 03 16:34:56 +0000 2013,,@UFrugger10,,
+8078,elonmusk,elonmusk,"@TierraUniversu It was fixed this weekend, so he should try the test again.",0,6,6,407718277365121024,https://twitter.com/elonmusk/status/407718277365121024,44196397,2013-12-03 03:49:47+00:00,Tue Dec 03 03:49:47 +0000 2013,,@TierraUniversu,,
+8079,elonmusk,TierraUniversu,"@TierraUniversu The writer of this article had a problem with his 12V battery, so main pack was constantly charging it.",1,6,3,407718045151678464,https://twitter.com/elonmusk/status/407718045151678464,44196397,2013-12-03 03:48:51+00:00,Tue Dec 03 03:48:51 +0000 2013,,@TierraUniversu,,
+8080,elonmusk,TierraUniversu,"@TierraUniversu Doesn't sound right. If it is, we certainly need to fix it. Investigating...",0,3,1,407704106544160769,https://twitter.com/elonmusk/status/407704106544160769,44196397,2013-12-03 02:53:28+00:00,Tue Dec 03 02:53:28 +0000 2013,,@TierraUniversu,,
+8081,elonmusk,,"German govt reviews Tesla Model S fires. All due to high speed impacts, no injuries. Concludes: no defects, no recall http://www.teslamotors.com/about/press/releases/german-federal-motor-transport-authority-kraftfahrtbundesamt-concludes-review-m",682,463,105,407636950456078336,https://twitter.com/elonmusk/status/407636950456078336,44196397,2013-12-02 22:26:37+00:00,Mon Dec 02 22:26:37 +0000 2013,,,,http://www.teslamotors.com/about/press/releases/german-federal-motor-transport-authority-kraftfahrtbundesamt-concludes-review-m
+8082,elonmusk,,All known rocket anomalies resolved. Will spend another day rechecking to be sure. Launch attempt tmrw eve w Wed as backup.,263,211,54,407540177289371648,https://twitter.com/elonmusk/status/407540177289371648,44196397,2013-12-02 16:02:04+00:00,Mon Dec 02 16:02:04 +0000 2013,,,,
+8083,elonmusk,,"The gas generator is a small rocket engine that powers the turbopump, which produces 7000 horsepower & weighs 160 lbs",139,168,70,407315762387636224,https://twitter.com/elonmusk/status/407315762387636224,44196397,2013-12-02 01:10:19+00:00,Mon Dec 02 01:10:19 +0000 2013,,,,
+8084,elonmusk,,Engines are cycling cleanly w ground pneumatics. Replaced gas generator on engine 9 (center) as a precautionary measure.,103,118,31,407313331247398912,https://twitter.com/elonmusk/status/407313331247398912,44196397,2013-12-02 01:00:40+00:00,Mon Dec 02 01:00:40 +0000 2013,,,,
+8085,elonmusk,,"Abort was caused by oxygen in ground side TEA-TEB. Upper stage on separate internal circuit, so doesn't face same risk.",135,80,42,406806983023820800,https://twitter.com/elonmusk/status/406806983023820800,44196397,2013-11-30 15:28:37+00:00,Sat Nov 30 15:28:37 +0000 2013,,,,
+8086,elonmusk,,"Rocket engines are healthy, but cleaning turbopump gas generators will take another day. Aiming for Mon eve launch.",305,219,53,406799700940324864,https://twitter.com/elonmusk/status/406799700940324864,44196397,2013-11-30 14:59:41+00:00,Sat Nov 30 14:59:41 +0000 2013,,,,
+8087,elonmusk,WilliamShatner,@WilliamShatner Will do. Probably at least a few days. Depends on whether we need to pull the turbopumps.,45,45,28,406211326282055681,https://twitter.com/elonmusk/status/406211326282055681,44196397,2013-11-29 00:01:41+00:00,Fri Nov 29 00:01:41 +0000 2013,,@WilliamShatner,,
+8088,elonmusk,,We called manual abort. Better to be paranoid and wrong. Bringing rocket down to borescope engines ...,474,328,155,406209289494462464,https://twitter.com/elonmusk/status/406209289494462464,44196397,2013-11-28 23:53:36+00:00,Thu Nov 28 23:53:36 +0000 2013,,,,
+8089,elonmusk,,"If launch aborts, we will bring the rocket down for engine inspection, so probably a few days before next attempt",244,122,72,406205904141697024,https://twitter.com/elonmusk/status/406205904141697024,44196397,2013-11-28 23:40:09+00:00,Thu Nov 28 23:40:09 +0000 2013,,,,
+8090,elonmusk,,"Increasing helium spin start pressure. Probably <50% chance of passing all aborts, but worth a try. Countdown resuming ...",175,99,41,406205240040771584,https://twitter.com/elonmusk/status/406205240040771584,44196397,2013-11-28 23:37:30+00:00,Thu Nov 28 23:37:30 +0000 2013,,,,
+8091,elonmusk,,Launch aborted by autosequence due to slower than expected thrust ramp. Seems ok on closer inspection. Cycling countdown.,434,193,76,406194506011525120,https://twitter.com/elonmusk/status/406194506011525120,44196397,2013-11-28 22:54:51+00:00,Thu Nov 28 22:54:51 +0000 2013,,,,
+8092,elonmusk,,Live stream of launch at http://spacex.com/webcast,449,151,83,406187728850944000,https://twitter.com/elonmusk/status/406187728850944000,44196397,2013-11-28 22:27:55+00:00,Thu Nov 28 22:27:55 +0000 2013,,,,http://spacex.com/webcast
+8093,elonmusk,,15 mins to liftoff,470,512,59,406186792409632769,https://twitter.com/elonmusk/status/406186792409632769,44196397,2013-11-28 22:24:12+00:00,Thu Nov 28 22:24:12 +0000 2013,,,,
+8094,elonmusk,lomac92,"@lomac92 @WIRED No, almost all fuel/ox is being reserved for SES satellite to give max chance of success",1,3,6,405989364322533376,https://twitter.com/elonmusk/status/405989364322533376,44196397,2013-11-28 09:19:42+00:00,Thu Nov 28 09:19:42 +0000 2013,,@lomac92 @WIRED,,
+8095,elonmusk,,Model S Owner drives 3121 miles solo from Canada to Mexico,323,278,57,405988869868642304,https://twitter.com/elonmusk/status/405988869868642304,44196397,2013-11-28 09:17:44+00:00,Thu Nov 28 09:17:44 +0000 2013,,,,http://www.reddit.com/r/IAmA/comments/1rm0id/i_just_drove_3121_miles_solo_from_mexico_to/
+8096,elonmusk,WIRED,Good description of the launch by @WIRED: http://wrd.cm/18pocDF,140,157,33,405965445628710912,https://twitter.com/elonmusk/status/405965445628710912,44196397,2013-11-28 07:44:39+00:00,Thu Nov 28 07:44:39 +0000 2013,,@WIRED,,http://wrd.cm/18pocDF
+8097,elonmusk,elonmusk,Don't actually mean to knock Honda -- their cars are solid -- but the park outside (or yr house might burn down) advice was awesome,211,253,66,405924331358023680,https://twitter.com/elonmusk/status/405924331358023680,44196397,2013-11-28 05:01:16+00:00,Thu Nov 28 05:01:16 +0000 2013,,,,
+8098,elonmusk,AdamMKE,"@AdamMKE Model S can seat 5 adults, two kids and has a front trunk for luggage. Might work for you.",6,14,5,405922013111676928,https://twitter.com/elonmusk/status/405922013111676928,44196397,2013-11-28 04:52:04+00:00,Thu Nov 28 04:52:04 +0000 2013,,@AdamMKE,,
+8099,elonmusk,,"...but only if you like your house ""Honda recalls Fit for fire risk, says park it outside http://www.usatoday.com/story/money/cars/2013/06/28/honda-fit-fire-risk-recall-power-window/2474023/ """,257,196,44,405918568635580416,https://twitter.com/elonmusk/status/405918568635580416,44196397,2013-11-28 04:38:23+00:00,Thu Nov 28 04:38:23 +0000 2013,,,,http://www.usatoday.com/story/money/cars/2013/06/28/honda-fit-fire-risk-recall-power-window/2474023/
+8100,elonmusk,,"Saw pressure fluctuations on Falcon boost stage liquid oxygen tank. Want to be super careful, so pushing launch to Thurs.",306,251,116,405134552458620928,https://twitter.com/elonmusk/status/405134552458620928,44196397,2013-11-26 00:42:59+00:00,Tue Nov 26 00:42:59 +0000 2013,,,,
+8101,elonmusk,,At Disney World w kids for traditional prelaunch visit (first good flight was after riding Space Mountain),136,348,74,404755031037317120,https://twitter.com/elonmusk/status/404755031037317120,44196397,2013-11-24 23:34:54+00:00,Sun Nov 24 23:34:54 +0000 2013,,,,
+8102,elonmusk,,Launch can be viewed live from Cape causeways or via http://SpaceX.com webcast around 5:30 local time on Monday,215,183,45,404073926247972864,https://twitter.com/elonmusk/status/404073926247972864,44196397,2013-11-23 02:28:26+00:00,Sat Nov 23 02:28:26 +0000 2013,,,,http://SpaceX.com
+8103,elonmusk,DarkSapiens,@DarkSapiens Easier to make the plane change to equatorial orbit. Done in order to reduce satellite side delta V from 1800 m/s to 1500 m/s.,5,14,9,404067161175379968,https://twitter.com/elonmusk/status/404067161175379968,44196397,2013-11-23 02:01:33+00:00,Sat Nov 23 02:01:33 +0000 2013,,@DarkSapiens,,
+8104,elonmusk,,"Will be toughest mission to date. Requires coast + upper stage restart + going to 80,000 km altitude (~1/4 way to moon).",244,232,83,404063199227437057,https://twitter.com/elonmusk/status/404063199227437057,44196397,2013-11-23 01:45:48+00:00,Sat Nov 23 01:45:48 +0000 2013,,,,
+8105,elonmusk,,Headed to Cape Canaveral tomorrow for first @SpaceX geostationary satellite launch.,337,392,93,404059376652005377,https://twitter.com/elonmusk/status/404059376652005377,44196397,2013-11-23 01:30:37+00:00,Sat Nov 23 01:30:37 +0000 2013,,@SpaceX,,
+8106,elonmusk,,Tesla Model S Consumer Reports customer satisfaction survey highest of any car on road at 99/100,692,430,122,403602986561073152,https://twitter.com/elonmusk/status/403602986561073152,44196397,2013-11-21 19:17:05+00:00,Thu Nov 21 19:17:05 +0000 2013,,,,http://insideevs.com/tesla-model-s-tops-consumer-reports-customer-satisfaction-survey-by-scoring-99-out-of-100-points/
+8107,elonmusk,,Tesla is also extending the Model S warranty to cover any fire damage even if due solely to a driver accident,792,559,156,402850950500474881,https://twitter.com/elonmusk/status/402850950500474881,44196397,2013-11-19 17:28:45+00:00,Tue Nov 19 17:28:45 +0000 2013,,,,
+8108,elonmusk,,What makes this incredibly unjust is that the Model S to date has the best safety record of any car on the road (no injuries or deaths ever),717,573,258,402836392566202368,https://twitter.com/elonmusk/status/402836392566202368,44196397,2013-11-19 16:30:54+00:00,Tue Nov 19 16:30:54 +0000 2013,,,,
+8109,elonmusk,,"Why does a Tesla fire w no injury get more media headlines than 100,000 gas car fires that kill 100s of people per year?",3873,1993,1266,402811201052090368,https://twitter.com/elonmusk/status/402811201052090368,44196397,2013-11-19 14:50:48+00:00,Tue Nov 19 14:50:48 +0000 2013,,,,
+8110,elonmusk,,Mission of Tesla,706,446,138,402803732632453121,https://twitter.com/elonmusk/status/402803732632453121,44196397,2013-11-19 14:21:08+00:00,Tue Nov 19 14:21:08 +0000 2013,,,,http://www.teslamotors.com/blog/mission-tesla
+8111,elonmusk,,SuperDraco rocket engine fired at full thrust w a printed Inconel chamber. Used for Dragon escape & landing,478,529,88,400776254082666496,https://twitter.com/elonmusk/status/400776254082666496,44196397,2013-11-14 00:04:39+00:00,Thu Nov 14 00:04:39 +0000 2013,,,,
+8112,elonmusk,,"In other news, George Clooney reports that his iPhone 1 had a bug back in '07",1020,1013,223,400411503742164992,https://twitter.com/elonmusk/status/400411503742164992,44196397,2013-11-12 23:55:16+00:00,Tue Nov 12 23:55:16 +0000 2013,,,,
+8113,elonmusk,,Model S owner blogs about TN accident http://www.teslamotors.com/blog/model-s-owner-tennessee,750,379,131,399347799403151360,https://twitter.com/elonmusk/status/399347799403151360,44196397,2013-11-10 01:28:29+00:00,Sun Nov 10 01:28:29 +0000 2013,,,,http://www.teslamotors.com/blog/model-s-owner-tennessee
+8114,elonmusk,,"Thanks Woz! ""@stevewoz: Here to pick up my new car! (at @TeslaMotors w/ 2 others)""",350,435,58,396712451305000960,https://twitter.com/elonmusk/status/396712451305000960,44196397,2013-11-02 18:56:33+00:00,Sat Nov 02 18:56:33 +0000 2013,,@stevewoz,,
+8115,elonmusk,,Tesla West Coast Supercharger network now energized. Travel from Vancouver to Tijuana in styel!,437,202,69,395562607462981633,https://twitter.com/elonmusk/status/395562607462981633,44196397,2013-10-30 14:47:29+00:00,Wed Oct 30 14:47:29 +0000 2013,,,,http://www.teslamotors.com/about/press/releases/tesla-energizes-west-coast-supercharger-corridor
+8116,elonmusk,,Giant dog topiary in Bilbao,272,660,134,394220043816296448,https://twitter.com/elonmusk/status/394220043816296448,44196397,2013-10-26 21:52:37+00:00,Sat Oct 26 21:52:37 +0000 2013,,,,
+8117,elonmusk,,"Rocket flight to 744m, hover & return to launch pad (close shot from hexacopter drone)",1847,897,398,389113628416172032,https://twitter.com/elonmusk/status/389113628416172032,44196397,2013-10-12 19:41:33+00:00,Sat Oct 12 19:41:33 +0000 2013,,,,http://youtu.be/9ZDkItO-0a4
+8118,elonmusk,,About the Model S fire ...,1260,591,309,386219821685170176,https://twitter.com/elonmusk/status/386219821685170176,44196397,2013-10-04 20:02:35+00:00,Fri Oct 04 20:02:35 +0000 2013,,,,http://www.teslamotors.com/blog/model-s-fire
+8119,elonmusk,DebbieViviers,"@DebbieViviers @SpaceX Yes, upper stage venting of liquid oxygen created a fast moving fuzzy white sphere in space over SA",14,11,13,384437535348248576,https://twitter.com/elonmusk/status/384437535348248576,44196397,2013-09-29 22:00:25+00:00,Sun Sep 29 22:00:25 +0000 2013,,@DebbieViviers @SpaceX,,
+8120,elonmusk,,"Between this flight & Grasshopper tests, I think we now have all the pieces of the puzzle to bring the rocket back home.",632,485,139,384410742675341312,https://twitter.com/elonmusk/status/384410742675341312,44196397,2013-09-29 20:13:57+00:00,Sun Sep 29 20:13:57 +0000 2013,,,,
+8121,elonmusk,,"Rocket booster relit twice (supersonic retro & landing), but spun up due to aero torque, so fuel centrifuged & we flamed out",260,164,121,384407846349062144,https://twitter.com/elonmusk/status/384407846349062144,44196397,2013-09-29 20:02:27+00:00,Sun Sep 29 20:02:27 +0000 2013,,,,
+8122,elonmusk,,Launch was good. All satellites deployed at the targeted orbit insertion vectors.,1112,853,206,384392608350367744,https://twitter.com/elonmusk/status/384392608350367744,44196397,2013-09-29 19:01:54+00:00,Sun Sep 29 19:01:54 +0000 2013,,,,
+8123,elonmusk,,You can watch the launch at http://www.spacex.com/webcast/,802,435,148,384336908949524480,https://twitter.com/elonmusk/status/384336908949524480,44196397,2013-09-29 15:20:34+00:00,Sun Sep 29 15:20:34 +0000 2013,,,,http://www.spacex.com/webcast/
+8124,elonmusk,,"Looks good for a launch attempt today. Upper winds slightly exceed loads in high subsonic regime, but improving.",147,115,42,384335603849895936,https://twitter.com/elonmusk/status/384335603849895936,44196397,2013-09-29 15:15:23+00:00,Sun Sep 29 15:15:23 +0000 2013,,,,
+8125,elonmusk,,Water ice on Mars,646,280,86,383418900823547904,https://twitter.com/elonmusk/status/383418900823547904,44196397,2013-09-27 02:32:44+00:00,Fri Sep 27 02:32:44 +0000 2013,,,,http://gizmodo.com/nasas-curiosity-rover-just-found-water-in-martian-soil-1403908591
+8126,elonmusk,,Sensible piece on status of climate change by @BadAstronomer,236,175,43,383338164028317696,https://twitter.com/elonmusk/status/383338164028317696,44196397,2013-09-26 21:11:55+00:00,Thu Sep 26 21:11:55 +0000 2013,,@BadAstronomer,,http://www.slate.com/blogs/bad_astronomy/2013/09/26/climate_change_denial_james_delingpole_tells_it_like_it_isn_t.html
+8127,elonmusk,,"Falcon 9 launch window is Sunday and Monday, assuming good weather at Vandenberg Air Force Base",283,131,84,382901196509294592,https://twitter.com/elonmusk/status/382901196509294592,44196397,2013-09-25 16:15:33+00:00,Wed Sep 25 16:15:33 +0000 2013,,,,
+8128,elonmusk,,Good progress harnessing that big fusion reactor in the sky,354,211,45,382900449235308544,https://twitter.com/elonmusk/status/382900449235308544,44196397,2013-09-25 16:12:35+00:00,Wed Sep 25 16:12:35 +0000 2013,,,,http://www.businessinsider.com/scientists-create-world-record-solar-cell-2013-9
+8129,elonmusk,,Good Hyperloop feedback from Ansys. Am excited by how much it can be improved by open src contributions! http://nbcnews.com/technology/hyperloop-sounds-crazy-simulation-says-it-just-might-work-4B11202787,466,272,82,380877211919585280,https://twitter.com/elonmusk/status/380877211919585280,44196397,2013-09-20 02:12:58+00:00,Fri Sep 20 02:12:58 +0000 2013,,,,http://nbcnews.com/technology/hyperloop-sounds-crazy-simulation-says-it-just-might-work-4B11202787
+8130,elonmusk,,Completed rocket static fire with all systems green this time. Launch window opens in 10 days,277,186,57,380866647575126016,https://twitter.com/elonmusk/status/380866647575126016,44196397,2013-09-20 01:30:59+00:00,Fri Sep 20 01:30:59 +0000 2013,,,,http://www.youtube.com/watch?v=VX4LH0wn9Rs&feature=youtu.be
+8131,elonmusk,,Falcon 9 at sunset,592,642,125,380549727537745920,https://twitter.com/elonmusk/status/380549727537745920,44196397,2013-09-19 04:31:39+00:00,Thu Sep 19 04:31:39 +0000 2013,,,,
+8132,elonmusk,,Am happy to hear that GM plans to develop an affordable 200 mile range electric car. Right target. Hope others do same.,581,485,153,380500718387359744,https://twitter.com/elonmusk/status/380500718387359744,44196397,2013-09-19 01:16:55+00:00,Thu Sep 19 01:16:55 +0000 2013,,,,
+8133,elonmusk,,Approach is 360 deg flush mounted tiny cameras + radar (prob not lidar). Lot of software & hardware level image processing.,130,126,72,380459687050608640,https://twitter.com/elonmusk/status/380459687050608640,44196397,2013-09-18 22:33:52+00:00,Wed Sep 18 22:33:52 +0000 2013,,,,
+8134,elonmusk,,"Engineers interested in working on autonomous driving, pls email autopilot@teslamotors.com. Team will report directly to me.",1774,744,195,380454034659753984,https://twitter.com/elonmusk/status/380454034659753984,44196397,2013-09-18 22:11:25+00:00,Wed Sep 18 22:11:25 +0000 2013,,,,
+8135,elonmusk,,Intense effort underway at Tesla to develop a practical autopilot system for Model S,984,590,199,380451200782462976,https://twitter.com/elonmusk/status/380451200782462976,44196397,2013-09-18 22:00:09+00:00,Wed Sep 18 22:00:09 +0000 2013,,,,
+8136,elonmusk,,"Will do another static fire of rocket to make sure all is good & AF needs to test ICBMs, so probable launch Sept 29/30.",136,119,53,379171375732105218,https://twitter.com/elonmusk/status/379171375732105218,44196397,2013-09-15 09:14:35+00:00,Sun Sep 15 09:14:35 +0000 2013,,,,
+8137,elonmusk,elonmusk,"Full thrust achieved on 2 sec static fire. Some anomalies to be investigated, so launch date tbd.",89,60,40,378398857358352384,https://twitter.com/elonmusk/status/378398857358352384,44196397,2013-09-13 06:04:52+00:00,Fri Sep 13 06:04:52 +0000 2013,,,,
+8138,elonmusk,,"Upcoming Falcon 9 demo has a lot of new technology, so the probability of failure is significant http://ow.ly/oJ0W1",256,134,104,377349811604709376,https://twitter.com/elonmusk/status/377349811604709376,44196397,2013-09-10 08:36:20+00:00,Tue Sep 10 08:36:20 +0000 2013,,,,http://ow.ly/oJ0W1
+8139,elonmusk,,First of next gen Falcon 9 rockets rolls out to the launch pad at Vandenberg Air Force Base,734,577,113,377325202121580544,https://twitter.com/elonmusk/status/377325202121580544,44196397,2013-09-10 06:58:33+00:00,Tue Sep 10 06:58:33 +0000 2013,,,,
+8140,elonmusk,johnnyhotts,MT “@johnnyhotts: @WIRED Correction: Japan's levitating train hit 361 MPH http://goo.gl/Hkq38h It will operate at 310”,54,30,21,377317751880044544,https://twitter.com/elonmusk/status/377317751880044544,44196397,2013-09-10 06:28:56+00:00,Tue Sep 10 06:28:56 +0000 2013,,@johnnyhotts @WIRED,,http://goo.gl/Hkq38h
+8141,elonmusk,,It is crazy that the proposed California high speed rail only goes 200 mph w avg speed of 130 mph when Japan is 300 mph+,897,486,283,376439054209781761,https://twitter.com/elonmusk/status/376439054209781761,44196397,2013-09-07 20:17:19+00:00,Sat Sep 07 20:17:19 +0000 2013,,,,
+8142,elonmusk,,Video review of Model S vs. Aston Martin Rapide S by @Autocar,398,264,114,376063728388538368,https://twitter.com/elonmusk/status/376063728388538368,44196397,2013-09-06 19:25:54+00:00,Fri Sep 06 19:25:54 +0000 2013,,@autocar,,http://www.autocar.co.uk/car-video/video-tesla-model-s-vs-aston-martin-rapide-s
+8143,elonmusk,,SpaceX SuperDraco inconel rocket chamber w regen cooling jacket emerges from EOS 3D metal printer,658,639,144,375737311641628672,https://twitter.com/elonmusk/status/375737311641628672,44196397,2013-09-05 21:48:50+00:00,Thu Sep 05 21:48:50 +0000 2013,,,,
+8144,elonmusk,,Designing a rocket part w hand gestures & then 3D printing it in a metal superalloy ...,2326,1130,406,375729357366362112,https://twitter.com/elonmusk/status/375729357366362112,44196397,2013-09-05 21:17:14+00:00,Thu Sep 05 21:17:14 +0000 2013,,,,http://www.youtube.com/watch?v=xNqs_S-zEBY&feature=youtu.be
+8145,elonmusk,,Was at Vandenberg today going over the upcoming next gen F9 rocket launch. Some tense days ahead,251,289,81,375156462542000128,https://twitter.com/elonmusk/status/375156462542000128,44196397,2013-09-04 07:20:45+00:00,Wed Sep 04 07:20:45 +0000 2013,,,,
+8146,elonmusk,Jon_Favreau,@Jon_Favreau Yup. We saw it in the movie and made it real. Good idea!,328,330,70,371098424294133760,https://twitter.com/elonmusk/status/371098424294133760,44196397,2013-08-24 02:35:33+00:00,Sat Aug 24 02:35:33 +0000 2013,,@Jon_Favreau,,
+8147,elonmusk,,Will post video next week of designing a rocket part with hand gestures & then immediately printing it in titanium,1816,1054,445,371032852101484544,https://twitter.com/elonmusk/status/371032852101484544,44196397,2013-08-23 22:15:00+00:00,Fri Aug 23 22:15:00 +0000 2013,,,,
+8148,elonmusk,elonmusk,"And, uhh no (zillionth person who asked), I am not going to make an IM suit, however design by hand-manipulated hologram is actually useful.",571,336,117,371030745449369600,https://twitter.com/elonmusk/status/371030745449369600,44196397,2013-08-23 22:06:37+00:00,Fri Aug 23 22:06:37 +0000 2013,,,,
+8149,elonmusk,brynmooser,@brynmooser Reality is the best illusion,32,43,10,371029699385774083,https://twitter.com/elonmusk/status/371029699385774083,44196397,2013-08-23 22:02:28+00:00,Fri Aug 23 22:02:28 +0000 2013,,@brynmooser,,
+8150,elonmusk,,We figured out how to design rocket parts just w hand movements through the air (seriously). Now need a high frame rate holograph generator.,1416,778,266,371028785476284416,https://twitter.com/elonmusk/status/371028785476284416,44196397,2013-08-23 21:58:50+00:00,Fri Aug 23 21:58:50 +0000 2013,,,,
+8151,elonmusk,,Model S achieves best safety rating of any car ever tested by US govt http://www.teslamotors.com/about/press/releases/tesla-model-s-achieves-best-safety-rating-any-car-ever-tested,2118,914,382,369627580166451200,https://twitter.com/elonmusk/status/369627580166451200,44196397,2013-08-20 01:10:57+00:00,Tue Aug 20 01:10:57 +0000 2013,,,,http://www.teslamotors.com/about/press/releases/tesla-model-s-achieves-best-safety-rating-any-car-ever-tested
+8152,elonmusk,,"Same rocket flight, but this time with cows!",694,413,199,368461203317612544,https://twitter.com/elonmusk/status/368461203317612544,44196397,2013-08-16 19:56:11+00:00,Fri Aug 16 19:56:11 +0000 2013,,,,http://www.youtube.com/watch?v=HXdjxPY2j_0&feature=youtu.be
+8153,elonmusk,,"Latest rocket test flight: hard lateral deviation, stabilize & hover, rapid descent back to pad",1186,592,280,367545423495311360,https://twitter.com/elonmusk/status/367545423495311360,44196397,2013-08-14 07:17:12+00:00,Wed Aug 14 07:17:12 +0000 2013,,,,http://www.youtube.com/watch?v=2t15vP1PyoA&feature=youtu.be
+8154,elonmusk,elonmusk,"Btw, this is not the very latest version. Will post an updated version with several late arriving corrections in a few hours.",181,169,192,367028946426019840,https://twitter.com/elonmusk/status/367028946426019840,44196397,2013-08-12 21:04:54+00:00,Mon Aug 12 21:04:54 +0000 2013,,,,
+8155,elonmusk,,Hyperloop Alpha at http://spacex.com/hyperloop and http://teslamotors.com/blog/hyperloop,5653,2536,709,367025547852800000,https://twitter.com/elonmusk/status/367025547852800000,44196397,2013-08-12 20:51:24+00:00,Mon Aug 12 20:51:24 +0000 2013,,,,"http://spacex.com/hyperloop,http://teslamotors.com/blog/hyperloop"
+8156,elonmusk,,Pulled all nighter working on Hyperloop (as did others). Hopefully not too many mistakes. Will publish link at 1:30 PDT.,2467,1214,354,366964441159438337,https://twitter.com/elonmusk/status/366964441159438337,44196397,2013-08-12 16:48:35+00:00,Mon Aug 12 16:48:35 +0000 2013,,,,
+8157,elonmusk,richardbranson,Hangout with @richardbranson &amp; me tomorrow at 9am California time http://virg.in/UUVZE,215,205,56,365141071912640512,https://twitter.com/elonmusk/status/365141071912640512,44196397,2013-08-07 16:03:10+00:00,Wed Aug 07 16:03:10 +0000 2013,,@richardbranson,,http://virg.in/UUVZE
+8158,elonmusk,eirene_inc,“@eirene_inc: “The universe is prob littered w/ the 1-planet graves of cultures which made the sensible economic http://tmblr.co/ZQDhNyr7HKoB”,471,280,46,362836613539176448,https://twitter.com/elonmusk/status/362836613539176448,44196397,2013-08-01 07:26:04+00:00,Thu Aug 01 07:26:04 +0000 2013,,@eirene_inc,,http://tmblr.co/ZQDhNyr7HKoB
+8159,elonmusk,,"One of the first Tesla Supercharger stations in Europe is being built in Cinderella, Norway #KatieWoodencloak",427,281,158,361316902804529153,https://twitter.com/elonmusk/status/361316902804529153,44196397,2013-07-28 02:47:17+00:00,Sun Jul 28 02:47:17 +0000 2013,#KatieWoodencloak,,,
+8160,elonmusk,temochdez,"Best saying ever “@temochdez: there is a saying in Mexico: ""El miedo no anda en burro"" meaning ""Fear doesn't ride on a donkey""”",326,219,40,359943337127579649,https://twitter.com/elonmusk/status/359943337127579649,44196397,2013-07-24 07:49:13+00:00,Wed Jul 24 07:49:13 +0000 2013,,@temochdez,,
+8161,elonmusk,,"Oh yeah, well Tesla will study a plan to study the GM team that's studying Tesla, so there!",856,553,237,359750424175185920,https://twitter.com/elonmusk/status/359750424175185920,44196397,2013-07-23 19:02:39+00:00,Tue Jul 23 19:02:39 +0000 2013,,,,http://www.autonews.com/article/20130722/OEM/307229980/tiny-tesla-a-threat-to-gm-akerson-takes-no-chances-assigns-study-team#axzz2ZtetyAIU
+8162,elonmusk,John_Gardi,@John_Gardi your guess is the closest I've seen anyone guess so far. Pod diameter probably around 2m,28,38,19,356818414431506432,https://twitter.com/elonmusk/status/356818414431506432,44196397,2013-07-15 16:51:54+00:00,Mon Jul 15 16:51:54 +0000 2013,,@John_Gardi,,
+8163,elonmusk,schadlu,@schadlu I really hate patents unless critical to company survival. Will publish Hyperloop as open source.,304,240,36,356779314043305985,https://twitter.com/elonmusk/status/356779314043305985,44196397,2013-07-15 14:16:31+00:00,Mon Jul 15 14:16:31 +0000 2013,,@schadlu,,
+8164,elonmusk,TobiasVdb,"@TobiasVdb Yes, it is a purely propulsive landing, but using the huge landing gear A frames as air brakes. Landing prop &lt; 5% of vehicle mass",2,10,5,356777845739110400,https://twitter.com/elonmusk/status/356777845739110400,44196397,2013-07-15 14:10:41+00:00,Mon Jul 15 14:10:41 +0000 2013,,@TobiasVdb,,
+8165,elonmusk,,Will publish Hyperloop alpha design by Aug 12. Critical feedback for improvements would be much appreciated.,2645,1334,535,356776740409974785,https://twitter.com/elonmusk/status/356776740409974785,44196397,2013-07-15 14:06:18+00:00,Mon Jul 15 14:06:18 +0000 2013,,,,
+8166,elonmusk,,Just completed full mission duration firing of next gen Falcon 9 booster. V proud of the boost stage team for overcoming many tough issues.,191,172,46,356771814271234050,https://twitter.com/elonmusk/status/356771814271234050,44196397,2013-07-15 13:46:43+00:00,Mon Jul 15 13:46:43 +0000 2013,,,,
+8167,elonmusk,BrianDunning,@BrianDunning @SpaceX New spacesuit almost done. Hoping to unveil by end of year.,31,40,6,354999620629303296,https://twitter.com/elonmusk/status/354999620629303296,44196397,2013-07-10 16:24:39+00:00,Wed Jul 10 16:24:39 +0000 2013,,@BrianDunning @SpaceX,,
+8168,elonmusk,jlgolson,So true “@jlgolson: BitTorrent packet goes to a bar and asks for beer. Everyone in the bar who already has a beer gives him a sip.”,525,239,43,354986137753890816,https://twitter.com/elonmusk/status/354986137753890816,44196397,2013-07-10 15:31:05+00:00,Wed Jul 10 15:31:05 +0000 2013,,@jlgolson,,
+8169,elonmusk,elonmusk,UDP (yeah you know me) 3X,91,180,45,354705218648289281,https://twitter.com/elonmusk/status/354705218648289281,44196397,2013-07-09 20:54:48+00:00,Tue Jul 09 20:54:48 +0000 2013,,,,
+8170,elonmusk,,"TCP packet walks into a bar & says “I’d like a beer.” Barman replies “You’d like a beer?” “Yes,” replies TCP packet,“I’d like a beer.”",2151,1291,167,354690624051609600,https://twitter.com/elonmusk/status/354690624051609600,44196397,2013-07-09 19:56:49+00:00,Tue Jul 09 19:56:49 +0000 2013,,,,
+8171,elonmusk,,"Latest vertical landing rocket vid. 325M altitude, hold against wind, land w T/W>1, radar in loop",1787,689,314,353309492131278848,https://twitter.com/elonmusk/status/353309492131278848,44196397,2013-07-06 00:28:41+00:00,Sat Jul 06 00:28:41 +0000 2013,,,,http://youtu.be/eGimzB5QM1M
+8172,elonmusk,,"Woohoo, Tesla direct sales petition passed the 100k threshold! Thanks a lot to everyone that helped!!",594,477,122,352136446909489153,https://twitter.com/elonmusk/status/352136446909489153,44196397,2013-07-02 18:47:25+00:00,Tue Jul 02 18:47:25 +0000 2013,,,,
+8173,elonmusk,,"Have been reading about Henry Fielding, who had the most excellent pen name of Captain Hercules Vinegar",50,87,25,351262074124505089,https://twitter.com/elonmusk/status/351262074124505089,44196397,2013-06-30 08:52:59+00:00,Sun Jun 30 08:52:59 +0000 2013,,,,
+8174,elonmusk,UberFacts,One learns something new every day “@UberFacts: A “Buttload” is an actual measurement of volume - Equal to 126 gallons.”,749,264,96,351094587105878016,https://twitter.com/elonmusk/status/351094587105878016,44196397,2013-06-29 21:47:27+00:00,Sat Jun 29 21:47:27 +0000 2013,,@UberFacts,,
+8175,elonmusk,davidepley,@davidepley Thanks :),0,3,5,350690789925453824,https://twitter.com/elonmusk/status/350690789925453824,44196397,2013-06-28 19:02:54+00:00,Fri Jun 28 19:02:54 +0000 2013,,@davidepley,,
+8176,elonmusk,_ThreeAces_,"@lougil_ace Taking action. Will be a 7 day grace period for $2500 ext warranty. Neg margin at that price, so must unfortunately raise.",2,5,4,350690638943109121,https://twitter.com/elonmusk/status/350690638943109121,44196397,2013-06-28 19:02:18+00:00,Fri Jun 28 19:02:18 +0000 2013,,,,
+8177,elonmusk,,Please support the White House petition to allow direct sales of cars to consumers in all states http://wh.gov/llpAp,939,218,111,350666408985767937,https://twitter.com/elonmusk/status/350666408985767937,44196397,2013-06-28 17:26:01+00:00,Fri Jun 28 17:26:01 +0000 2013,,,,http://wh.gov/llpAp
+8178,elonmusk,arthurblake,"@arthurblake Turning recirc off, windows closed and the right film on rear glass usually works. Am asking HVAC engineering to investigate.",2,8,3,349582778318336001,https://twitter.com/elonmusk/status/349582778318336001,44196397,2013-06-25 17:40:03+00:00,Tue Jun 25 17:40:03 +0000 2013,,@arthurblake,,
+8179,elonmusk,elonmusk,@arthurblake Tesla service can do coating or can be done by any auto glass coating company. My car is done on side &amp; rear,1,4,3,349556671447699456,https://twitter.com/elonmusk/status/349556671447699456,44196397,2013-06-25 15:56:19+00:00,Tue Jun 25 15:56:19 +0000 2013,,@arthurblake,,
+8180,elonmusk,arthurblake,"@arthurblake Turn off AC recirc, so that cool air flows out thru rear vents &amp; get IR coating on rear glass.",0,3,4,349556116881022976,https://twitter.com/elonmusk/status/349556116881022976,44196397,2013-06-25 15:54:07+00:00,Tue Jun 25 15:54:07 +0000 2013,,@arthurblake,,
+8181,elonmusk,,@justinchace will do,0,3,3,349034068849094656,https://twitter.com/elonmusk/status/349034068849094656,44196397,2013-06-24 05:19:41+00:00,Mon Jun 24 05:19:41 +0000 2013,,,,
+8182,elonmusk,LisaRoutel,"@LisaRoutel The NY auto dealers lost in court, so now they are funding a bill in NY legislature to block Tesla",17,4,4,348116700983607296,https://twitter.com/elonmusk/status/348116700983607296,44196397,2013-06-21 16:34:23+00:00,Fri Jun 21 16:34:23 +0000 2013,,@LisaRoutel,,
+8183,elonmusk,,"Tesla pack swap vid still being edited (multiple camera angles). In meantime, this article contains a vid",204,114,81,347973928377004032,https://twitter.com/elonmusk/status/347973928377004032,44196397,2013-06-21 07:07:04+00:00,Fri Jun 21 07:07:04 +0000 2013,,,,http://techcrunch.com/2013/06/20/tesla-shows-off-a-90-second-battery-swap-system-wants-it-at-supercharging-stations-by-years-end/
+8184,elonmusk,,Tomorrow night: fastest gas pump in LA vs Tesla battery pack swap,436,341,106,347617421500243968,https://twitter.com/elonmusk/status/347617421500243968,44196397,2013-06-20 07:30:26+00:00,Thu Jun 20 07:30:26 +0000 2013,,,,
+8185,elonmusk,,Partial recall of Model S,122,96,136,347264432063258624,https://twitter.com/elonmusk/status/347264432063258624,44196397,2013-06-19 08:07:47+00:00,Wed Jun 19 08:07:47 +0000 2013,,,,http://www.teslamotors.com/blog/partial-recall
+8186,elonmusk,,"Battery pack swap works with all Tesla Model S cars, past and present. It was always there.",270,147,89,347082201596321794,https://twitter.com/elonmusk/status/347082201596321794,44196397,2013-06-18 20:03:39+00:00,Tue Jun 18 20:03:39 +0000 2013,,,,
+8187,elonmusk,zatulsky,"@zatulsky Shai actually got the idea from a visit to Tesla. The idea is obvious (many things allow battery swap), but the technology is not.",17,20,11,347005150860283905,https://twitter.com/elonmusk/status/347005150860283905,44196397,2013-06-18 14:57:29+00:00,Tue Jun 18 14:57:29 +0000 2013,,@zatulsky,,
+8188,elonmusk,elonmusk,"Video of battery pack swap will be posted to the Tesla website around 9:30pm, so those attending will see this first.",129,74,38,346896666055569408,https://twitter.com/elonmusk/status/346896666055569408,44196397,2013-06-18 07:46:24+00:00,Tue Jun 18 07:46:24 +0000 2013,,,,
+8189,elonmusk,,Live pack swap demo on Thurs night at 8pm California time at our design studio in Hawthorne. Seeing is believing.,280,122,81,346895679471357952,https://twitter.com/elonmusk/status/346895679471357952,44196397,2013-06-18 07:42:29+00:00,Tue Jun 18 07:42:29 +0000 2013,,,,
+8190,elonmusk,elonmusk,Battery storage of solar power needed for night operation & to buffer grid during day. Beta projects are going well.,136,113,87,344839352578363392,https://twitter.com/elonmusk/status/344839352578363392,44196397,2013-06-12 15:31:23+00:00,Wed Jun 12 15:31:23 +0000 2013,,,,
+8191,elonmusk,,"A long way to go before most power generation is solar, but the second derivative bodes well http://mobile.bloomberg.com/news/2013-06-11/u-s-solar-installations-climb-33-led-by-california.html?cmpid=yhoo",188,141,72,344705055880007680,https://twitter.com/elonmusk/status/344705055880007680,44196397,2013-06-12 06:37:44+00:00,Wed Jun 12 06:37:44 +0000 2013,,,,http://mobile.bloomberg.com/news/2013-06-11/u-s-solar-installations-climb-33-led-by-california.html?cmpid=yhoo
+8192,elonmusk,,1st long duration firing of the new generation Falcon 9 rocket ~1.5 million pounds of vac thrust,256,160,64,344015395067408385,https://twitter.com/elonmusk/status/344015395067408385,44196397,2013-06-10 08:57:16+00:00,Mon Jun 10 08:57:16 +0000 2013,,,,http://youtu.be/CgIghRD4-ao
+8193,elonmusk,moigottweets,@mcrsqr True,0,8,3,343446166043766784,https://twitter.com/elonmusk/status/343446166043766784,44196397,2013-06-08 19:15:21+00:00,Sat Jun 08 19:15:21 +0000 2013,,,,
+8194,elonmusk,,"We need more women in aerospace like Gwynne! http://www.latimes.com/business/la-fi-himi-spacex-20130609,0,2428179.story",235,183,66,343443647435534336,https://twitter.com/elonmusk/status/343443647435534336,44196397,2013-06-08 19:05:21+00:00,Sat Jun 08 19:05:21 +0000 2013,,,,"http://www.latimes.com/business/la-fi-himi-spacex-20130609,0,2428179.story"
+8195,elonmusk,,Easier said than done. There is a lot of pressure from investors. It is hard not to feel super bad if u don't make ur qtr.,55,80,37,342664071042187264,https://twitter.com/elonmusk/status/342664071042187264,44196397,2013-06-06 15:27:35+00:00,Thu Jun 06 15:27:35 +0000 2013,,,,
+8196,elonmusk,elonmusk,"Mars requires developing complex technology over a decade+, but market cares about next 3 months. Result would be conflicting priorities.",224,169,62,342662893461983232,https://twitter.com/elonmusk/status/342662893461983232,44196397,2013-06-06 15:22:54+00:00,Thu Jun 06 15:22:54 +0000 2013,,,,
+8197,elonmusk,SQMInc,@SQMInc I don't have a publicist,13,27,4,342660248328347649,https://twitter.com/elonmusk/status/342660248328347649,44196397,2013-06-06 15:12:24+00:00,Thu Jun 06 15:12:24 +0000 2013,,@SQMInc,,
+8198,elonmusk,,No near term plans to IPO @SpaceX. Only possible in very long term when Mars Colonial Transporter is flying regularly.,730,500,167,342566837852200960,https://twitter.com/elonmusk/status/342566837852200960,44196397,2013-06-06 09:01:13+00:00,Thu Jun 06 09:01:13 +0000 2013,,@SpaceX,,
+8199,elonmusk,,"Forgot to say one thing at Tesla annual shareholders meeting: just as my money was the first in, it will be the last out.",1071,1384,233,342107352041922560,https://twitter.com/elonmusk/status/342107352041922560,44196397,2013-06-05 02:35:23+00:00,Wed Jun 05 02:35:23 +0000 2013,,,,
+8200,elonmusk,,Love this image of Dragon docked to the Space Station as it orbits through dark side of Earth,604,632,102,341688528125689858,https://twitter.com/elonmusk/status/341688528125689858,44196397,2013-06-03 22:51:08+00:00,Mon Jun 03 22:51:08 +0000 2013,,,,
+8201,elonmusk,elonmusk,Vac thrust of 700 tons means avg of 14 tons/floor of structural steel for a 50 story building.,30,36,21,341462587482963968,https://twitter.com/elonmusk/status/341462587482963968,44196397,2013-06-03 07:53:19+00:00,Mon Jun 03 07:53:19 +0000 2013,,,,
+8202,elonmusk,williamricci6,@williamricci6 50% higher. ~1.3 M lbs sea level and ~1.5 M lbs vacuum thrust. Will be 60% higher with some tweaks.,4,12,2,341441460215889920,https://twitter.com/elonmusk/status/341441460215889920,44196397,2013-06-03 06:29:22+00:00,Mon Jun 03 06:29:22 +0000 2013,,@williamricci6,,
+8203,elonmusk,,"1st firing of Falcon 9-R advanced prototype rocket. Over 1M lbs thrust, enough to lift skyscraper",1142,723,172,341405518566395904,https://twitter.com/elonmusk/status/341405518566395904,44196397,2013-06-03 04:06:33+00:00,Mon Jun 03 04:06:33 +0000 2013,,,,
+8204,elonmusk,,Huge expansion of Tesla Supercharger network underway. Will cover LA to NY by end of year http://www.teslamotors.com/supercharger,591,269,182,340177739426435073,https://twitter.com/elonmusk/status/340177739426435073,44196397,2013-05-30 18:47:47+00:00,Thu May 30 18:47:47 +0000 2013,,,,http://www.teslamotors.com/supercharger
+8205,elonmusk,,Bloomberg TV features debate of @AndreaSJames vs some guy picking his nose,83,86,68,340043575167430656,https://twitter.com/elonmusk/status/340043575167430656,44196397,2013-05-30 09:54:40+00:00,Thu May 30 09:54:40 +0000 2013,,@AndreaSJames,,http://www.youtube.com/watch?v=GWBE_qZCLvQ
+8206,elonmusk,RobertGaristo,"@RobertGaristo V much agree. Moreover, there is risk of severe non-linearities in feedback loops causing sudden warming.",5,4,5,338770339637129216,https://twitter.com/elonmusk/status/338770339637129216,44196397,2013-05-26 21:35:17+00:00,Sun May 26 21:35:17 +0000 2013,,@RobertGaristo,,
+8207,elonmusk,,You Can Fit A Lot Of Kindergartners In A Tesla Model S - Houston Chronicle,137,91,54,338504412035158016,https://twitter.com/elonmusk/status/338504412035158016,44196397,2013-05-26 03:58:35+00:00,Sun May 26 03:58:35 +0000 2013,,,,http://www.chron.com/technology/businessinsider/article/You-Can-Fit-A-Lot-Of-Kindergartners-In-A-Tesla-4547397.php
+8208,elonmusk,,"Am thinking of doing a movie ""sequel"" of sorts to Thank You for Smoking. That was bad CO2 for indiv, this for the planet",126,159,101,338402827305119744,https://twitter.com/elonmusk/status/338402827305119744,44196397,2013-05-25 21:14:55+00:00,Sat May 25 21:14:55 +0000 2013,,,,
+8209,elonmusk,,Worth reading Merchants of Doubt. Same who tried to deny smoking deaths r denying climate change http://en.wikipedia.org/wiki/Merchants_of_Doubt,174,150,51,338399341641342976,https://twitter.com/elonmusk/status/338399341641342976,44196397,2013-05-25 21:01:04+00:00,Sat May 25 21:01:04 +0000 2013,,,,http://en.wikipedia.org/wiki/Merchants_of_Doubt
+8210,elonmusk,,"Yeah, climate change should really be considered a centrist issue, as it affects everyone.",156,88,60,338394028930392064,https://twitter.com/elonmusk/status/338394028930392064,44196397,2013-05-25 20:39:58+00:00,Sat May 25 20:39:58 +0000 2013,,,,
+8211,elonmusk,,"Am not suggesting shutting down CO2 production, but rather to price in environmental cost & shift to sustainable energy",133,85,68,338390383434276864,https://twitter.com/elonmusk/status/338390383434276864,44196397,2013-05-25 20:25:29+00:00,Sat May 25 20:25:29 +0000 2013,,,,
+8212,elonmusk,elonmusk,"Even if the answer is only on the order of 1%, we should still take immediate action, as there is only one atmosphere.",79,78,48,338384388091940864,https://twitter.com/elonmusk/status/338384388091940864,44196397,2013-05-25 20:01:39+00:00,Sat May 25 20:01:39 +0000 2013,,,,
+8213,elonmusk,elonmusk,Right question to ask Dyson or others: what is probability that human actions could cause catastrophic climate change?,52,34,25,338383967009009664,https://twitter.com/elonmusk/status/338383967009009664,44196397,2013-05-25 19:59:59+00:00,Sat May 25 19:59:59 +0000 2013,,,,
+8214,elonmusk,,What most serious scientists have a problem with is the notion of certainty about *any* subject. That is not the point.,57,48,26,338383504339505152,https://twitter.com/elonmusk/status/338383504339505152,44196397,2013-05-25 19:58:08+00:00,Sat May 25 19:58:08 +0000 2013,,,,
+8215,elonmusk,ian_algie,@kn0xvi11ain Very few. Scientific consensus at time of Columbus was world was round http://www.amazon.com/gp/aw/d/0307278247/ref=redir_mdp_mobile,3,7,6,338367123455885312,https://twitter.com/elonmusk/status/338367123455885312,44196397,2013-05-25 18:53:03+00:00,Sat May 25 18:53:03 +0000 2013,,,,http://www.amazon.com/gp/aw/d/0307278247/ref=redir_mdp_mobile
+8216,elonmusk,,"Sorry for all the heavy stuff abt climate change, but I really thought world wd take action sooner. No time for subtlety",167,188,174,338360832410939392,https://twitter.com/elonmusk/status/338360832410939392,44196397,2013-05-25 18:28:03+00:00,Sat May 25 18:28:03 +0000 2013,,,,
+8217,elonmusk,1stHubbleFan,@1stHubbleFan @keithwarren Exactly,2,4,6,338359304216256512,https://twitter.com/elonmusk/status/338359304216256512,44196397,2013-05-25 18:21:59+00:00,Sat May 25 18:21:59 +0000 2013,,@1stHubbleFan @keithwarren,,
+8218,elonmusk,,"In reality, 97% of scientists agree that we face serious human generated climate change http://skepticalscience.com/97-percent-consensus-cook-et-al-2013.html",507,173,98,338357776889823232,https://twitter.com/elonmusk/status/338357776889823232,44196397,2013-05-25 18:15:55+00:00,Sat May 25 18:15:55 +0000 2013,,,,http://skepticalscience.com/97-percent-consensus-cook-et-al-2013.html
+8219,elonmusk,,"Climate change deniers claim ""scientists disagree"", same rebuttal used by tobacco industry about lung cancer for decades",492,169,79,338356013583441920,https://twitter.com/elonmusk/status/338356013583441920,44196397,2013-05-25 18:08:54+00:00,Sat May 25 18:08:54 +0000 2013,,,,
+8220,elonmusk,,"Good article on ""Climate Change"" vs ""Global Warming"" referred by @ForrestTanaka http://www.skepticalscience.com/climate-change-global-warming.htm",146,139,35,338199136635604992,https://twitter.com/elonmusk/status/338199136635604992,44196397,2013-05-25 07:45:32+00:00,Sat May 25 07:45:32 +0000 2013,,@ForrestTanaka,,http://www.skepticalscience.com/climate-change-global-warming.htm
+8221,elonmusk,,"Was beat up pretty badly as a kid & left me w jagged septum. Harder to breathe as I got older, so time to fix.",68,125,190,338135523765919745,https://twitter.com/elonmusk/status/338135523765919745,44196397,2013-05-25 03:32:45+00:00,Sat May 25 03:32:45 +0000 2013,,,,
+8222,elonmusk,,"Had a minor operation, so am in bed in meds. Probably shouldn't be tweeting :)",61,149,226,338129661307531264,https://twitter.com/elonmusk/status/338129661307531264,44196397,2013-05-25 03:09:28+00:00,Sat May 25 03:09:28 +0000 2013,,,,
+8223,elonmusk,,Sign of a good design is that it feels and is much bigger on inside than looks on outside,163,160,103,338127750126764032,https://twitter.com/elonmusk/status/338127750126764032,44196397,2013-05-25 03:01:52+00:00,Sat May 25 03:01:52 +0000 2013,,,,
+8224,elonmusk,CosmicRami,@CosmicRami Awesome. We really need to promote that fact in the US. A CO2 tax will not cause economy to grind to a halt!,9,15,4,338123049465421824,https://twitter.com/elonmusk/status/338123049465421824,44196397,2013-05-25 02:43:11+00:00,Sat May 25 02:43:11 +0000 2013,,@CosmicRami,,
+8225,elonmusk,,"Would love to do a pickup truck. Something w ultra low cg for sports car handling, dynamic air suspension & mega torque.",219,249,248,338117807910813696,https://twitter.com/elonmusk/status/338117807910813696,44196397,2013-05-25 02:22:21+00:00,Sat May 25 02:22:21 +0000 2013,,,,
+8226,elonmusk,,"Technically, I ""got rich"" from Zip2 & PayPal w zero govt anything, then put 100% of that into SpaceX, Tesla & SolarCity.",290,349,91,338115331891556352,https://twitter.com/elonmusk/status/338115331891556352,44196397,2013-05-25 02:12:31+00:00,Sat May 25 02:12:31 +0000 2013,,,,
+8227,elonmusk,,"If consumption is low, then the tax is proportionately low. We should prob not have tax on basic foods & critical meds.",95,94,53,338112989578293248,https://twitter.com/elonmusk/status/338112989578293248,44196397,2013-05-25 02:03:13+00:00,Sat May 25 02:03:13 +0000 2013,,,,
+8228,elonmusk,ponder68,"@ponder68 Carbon produced by a @SpaceX rocket flight is roughly equal to one 747 flight. No, we should not be exempt.",9,13,4,338110772167184385,https://twitter.com/elonmusk/status/338110772167184385,44196397,2013-05-25 01:54:24+00:00,Sat May 25 01:54:24 +0000 2013,,@ponder68 @SpaceX,,
+8229,elonmusk,,"Net of gas savings, a Tesla is $550 to $600/month with down payment taken care of by tax credits. Maybe less costly then it first seems.",129,92,73,338110231005499394,https://twitter.com/elonmusk/status/338110231005499394,44196397,2013-05-25 01:52:15+00:00,Sat May 25 01:52:15 +0000 2013,,,,
+8230,elonmusk,,"Yes, am arguing against subsidies and in favor of a tax on the end bad created. Market will then achieve best solution.",62,65,42,338108608430632960,https://twitter.com/elonmusk/status/338108608430632960,44196397,2013-05-25 01:45:48+00:00,Sat May 25 01:45:48 +0000 2013,,,,
+8231,elonmusk,,"Trees are net consumers of CO2, so technically we would pay them money :)",124,83,43,338107634668412928,https://twitter.com/elonmusk/status/338107634668412928,44196397,2013-05-25 01:41:56+00:00,Sat May 25 01:41:56 +0000 2013,,,,
+8232,elonmusk,,Exactly. Seems crazy to risk the CO2 chemical experiment when we have to find another solution anyway.,29,29,17,338106902946910208,https://twitter.com/elonmusk/status/338106902946910208,44196397,2013-05-25 01:39:02+00:00,Sat May 25 01:39:02 +0000 2013,,,,
+8233,elonmusk,,Big difference between taxing people and taxing purchases (ie consumption). Much better to emphasize the latter.,120,75,56,338105723139543040,https://twitter.com/elonmusk/status/338105723139543040,44196397,2013-05-25 01:34:20+00:00,Sat May 25 01:34:20 +0000 2013,,,,
+8234,elonmusk,MaxMBerger,@MaxMBerger The collective wisdom of the market is usually (not always) better than the smartest govt regulator.,10,12,2,338104612521385984,https://twitter.com/elonmusk/status/338104612521385984,44196397,2013-05-25 01:29:55+00:00,Sat May 25 01:29:55 +0000 2013,,@MaxMBerger,,
+8235,elonmusk,,"Me & other private money funded Tesla for first 7 years, got IPO+ govt money for 3, now paid back. Yes, carbon tax would be a better way.",152,99,43,338103612943241218,https://twitter.com/elonmusk/status/338103612943241218,44196397,2013-05-25 01:25:57+00:00,Sat May 25 01:25:57 +0000 2013,,,,
+8236,elonmusk,grayj_,"@grayj_ There should be a constitutional amendment to redo the tax code every ten years, just like we do a census.",19,26,3,338102635930468352,https://twitter.com/elonmusk/status/338102635930468352,44196397,2013-05-25 01:22:04+00:00,Sat May 25 01:22:04 +0000 2013,,@grayj_,,
+8237,elonmusk,,"Weight of scientific evidence. Taxes don't ban a purchase, they just increase cost. Am against bans, except in extreme cases.",34,38,20,338101143047639042,https://twitter.com/elonmusk/status/338101143047639042,44196397,2013-05-25 01:16:08+00:00,Sat May 25 01:16:08 +0000 2013,,,,
+8238,elonmusk,,"Exactly. Better to tax known bad thing and incent desired outcome, instead of subsidizing particular solution paths. Let market decide.",96,84,31,338099836404527104,https://twitter.com/elonmusk/status/338099836404527104,44196397,2013-05-25 01:10:57+00:00,Sat May 25 01:10:57 +0000 2013,,,,
+8239,elonmusk,,"Perhaps. I am in favor of fair, simple taxes that are neutral on most things, incent good & disincent bad.",51,64,27,338098445808201728,https://twitter.com/elonmusk/status/338098445808201728,44196397,2013-05-25 01:05:25+00:00,Sat May 25 01:05:25 +0000 2013,,,,
+8240,elonmusk,,"Great article on Tesla-dealer battle by Leilani Munter (@CarbonFreeGirl), who lives in NC http://www.huffingtonpost.com/mobileweb/leilani-munter/tesla-north-carolina_b_3327721.html?utm_hp_ref=email_share",185,94,32,338097360519442432,https://twitter.com/elonmusk/status/338097360519442432,44196397,2013-05-25 01:01:06+00:00,Sat May 25 01:01:06 +0000 2013,,@CarbonFreeGirl,,http://www.huffingtonpost.com/mobileweb/leilani-munter/tesla-north-carolina_b_3327721.html?utm_hp_ref=email_share
+8241,elonmusk,VarunG_,@VarunG_ Belief in climate change isn't necessary. Even a small probability of a severe outcome justifies a carbon tax.,7,8,10,337908857198235649,https://twitter.com/elonmusk/status/337908857198235649,44196397,2013-05-24 12:32:04+00:00,Fri May 24 12:32:04 +0000 2013,,@VarunG_,,
+8242,elonmusk,karlbrauer,@karlbrauer Making rockets,21,69,6,337884269521281026,https://twitter.com/elonmusk/status/337884269521281026,44196397,2013-05-24 10:54:22+00:00,Fri May 24 10:54:22 +0000 2013,,@karlbrauer,,
+8243,elonmusk,tonykatz,@tonykatz Don't like having a zillion tweets in the log. Makes it tough to wade through if someone wants to read my tweet history.,0,8,2,337826546104537088,https://twitter.com/elonmusk/status/337826546104537088,44196397,2013-05-24 07:04:59+00:00,Fri May 24 07:04:59 +0000 2013,,@tonykatz,,
+8244,elonmusk,SapientCapital,"@SapientCapital We created electric cars to help solve the problem, not because we thought it was easy money. Still isn't.",9,29,7,337795753797898240,https://twitter.com/elonmusk/status/337795753797898240,44196397,2013-05-24 05:02:38+00:00,Fri May 24 05:02:38 +0000 2013,,@SapientCapital,,
+8245,elonmusk,elonmusk,"And, since we will run out of oil anyway, why risk the future of all life on Earth simply to delay sustainable energy?",723,298,142,337791672295501824,https://twitter.com/elonmusk/status/337791672295501824,44196397,2013-05-24 04:46:25+00:00,Fri May 24 04:46:25 +0000 2013,,,,
+8246,elonmusk,,Those who would deny climate change should ask themselves what happens if they are wrong,476,205,104,337789653233041408,https://twitter.com/elonmusk/status/337789653233041408,44196397,2013-05-24 04:38:23+00:00,Fri May 24 04:38:23 +0000 2013,,,,http://thehill.com/blogs/e2-wire/e2-wire/301649-tesla-ceo-musk-reframe-climate-argument
+8247,elonmusk,FiatChrysler_NA,"More importantly, @Chrysler failed to pay back $1.3B. Apart those 2 points, you were totally 1st http://www.detroitnews.com/article/20130522/AUTO0101/305220440/1361/Tesla--Chrysler-spar-over-loan-repayment",227,194,76,337594277666377730,https://twitter.com/elonmusk/status/337594277666377730,44196397,2013-05-23 15:42:02+00:00,Thu May 23 15:42:02 +0000 2013,,@Chrysler,,http://www.detroitnews.com/article/20130522/AUTO0101/305220440/1361/Tesla--Chrysler-spar-over-loan-repayment
+8248,elonmusk,FiatChrysler_NA,"As many have already noted, @Chrysler is a division of Fiat, an Italian company. We specifically said first *US* company.",151,150,50,337592840743968768,https://twitter.com/elonmusk/status/337592840743968768,44196397,2013-05-23 15:36:20+00:00,Thu May 23 15:36:20 +0000 2013,,@Chrysler,,
+8249,elonmusk,,Interview with @BloombergNews about Tesla and DOE loan gets into some of the details http://bloom.bg/16PjlJm,103,88,33,337506956875010048,https://twitter.com/elonmusk/status/337506956875010048,44196397,2013-05-23 09:55:03+00:00,Thu May 23 09:55:03 +0000 2013,,,,http://bloom.bg/16PjlJm
+8250,elonmusk,,Tesla wired the funds to repay the DOE loan today. Only US car company to have fully repaid govt,1841,760,251,337323464241319936,https://twitter.com/elonmusk/status/337323464241319936,44196397,2013-05-22 21:45:55+00:00,Wed May 22 21:45:55 +0000 2013,,,,http://www.teslamotors.com/about/press/releases/tesla-repays-department-energy-loan-nine-years-early
+8251,elonmusk,Gizmoman0,@Gizmoman0 Physics,2,23,3,336599845643108354,https://twitter.com/elonmusk/status/336599845643108354,44196397,2013-05-20 21:50:31+00:00,Mon May 20 21:50:31 +0000 2013,,@Gizmoman0,,
+8252,elonmusk,yes_andre,@yes_andre I'm a big fan of ultracapacitors. Was going to do my PhD at Stanford on them. But we need a breakthrough in energy density...,26,126,39,336598500156518400,https://twitter.com/elonmusk/status/336598500156518400,44196397,2013-05-20 21:45:10+00:00,Mon May 20 21:45:10 +0000 2013,,@yes_andre,,
+8253,elonmusk,McBartVolgers,@McBartVolgers @SpaceX High pressure helium pneumatic bolts and pistons. No explosives.,2,8,3,336164986172882945,https://twitter.com/elonmusk/status/336164986172882945,44196397,2013-05-19 17:02:33+00:00,Sun May 19 17:02:33 +0000 2013,,@McBartVolgers @SpaceX,,
+8254,elonmusk,xyrth,"@xyrth Cool, will get one plus another chicken",2,10,2,335935115274354689,https://twitter.com/elonmusk/status/335935115274354689,44196397,2013-05-19 01:49:07+00:00,Sun May 19 01:49:07 +0000 2013,,@xyrth,,
+8255,elonmusk,TalulahRiley,@TalulahRiley You're welcome. It did seem like the chicken of destiny xx,3,9,1,335904330374860801,https://twitter.com/elonmusk/status/335904330374860801,44196397,2013-05-18 23:46:47+00:00,Sat May 18 23:46:47 +0000 2013,,@TalulahRiley,,
+8256,elonmusk,,Petting zoo left a chicken behind at the park. Now we have a pet chicken.,111,227,119,335903656287289344,https://twitter.com/elonmusk/status/335903656287289344,44196397,2013-05-18 23:44:07+00:00,Sat May 18 23:44:07 +0000 2013,,,,
+8257,elonmusk,elonmusk,@DanaBrunetti Soon Model S will feature druidic dwarves dancing around a miniature stone henge,18,22,7,334595687041875968,https://twitter.com/elonmusk/status/334595687041875968,44196397,2013-05-15 09:06:42+00:00,Wed May 15 09:06:42 +0000 2013,,@DanaBrunetti,,
+8258,elonmusk,DanaBrunetti,"@DanaBrunetti Well, you see, by making it go to 11, that makes it louder than loud :)",6,28,10,334405162489769984,https://twitter.com/elonmusk/status/334405162489769984,44196397,2013-05-14 20:29:38+00:00,Tue May 14 20:29:38 +0000 2013,,@DanaBrunetti,,
+8259,elonmusk,,Supercharger announcement pushed to next week. Something else this week.,121,81,125,334372943041798144,https://twitter.com/elonmusk/status/334372943041798144,44196397,2013-05-14 18:21:36+00:00,Tue May 14 18:21:36 +0000 2013,,,,
+8260,elonmusk,bryanclarke,"@bryanclarke physics + a broad range of engineering. Worth taking humanities courses too, particularly history.",12,21,7,334035602183962624,https://twitter.com/elonmusk/status/334035602183962624,44196397,2013-05-13 20:01:08+00:00,Mon May 13 20:01:08 +0000 2013,,@bryanclarke,,
+8261,elonmusk,vicorly,"@vicorly Yes, usually several times more energy over the course of the year than is needed by the Model S",1,8,6,334028716260872192,https://twitter.com/elonmusk/status/334028716260872192,44196397,2013-05-13 19:33:46+00:00,Mon May 13 19:33:46 +0000 2013,,@vicorly,,
+8262,elonmusk,malkosh,@malkosh we do,0,3,1,334028430779744256,https://twitter.com/elonmusk/status/334028430779744256,44196397,2013-05-13 19:32:38+00:00,Mon May 13 19:32:38 +0000 2013,,@malkosh,,
+8263,elonmusk,itsokayyouknow,"@itsokayyouknow Harder than that, but it is a software vs hardware change",1,3,0,334028253159378944,https://twitter.com/elonmusk/status/334028253159378944,44196397,2013-05-13 19:31:56+00:00,Mon May 13 19:31:56 +0000 2013,,@itsokayyouknow,,
+8264,elonmusk,,"Btw, vast majority of credit for SolarCity should go to Lyndon & Peter Rive & their awesome team. I'm just a small part.",51,65,32,334025141044535296,https://twitter.com/elonmusk/status/334025141044535296,44196397,2013-05-13 19:19:34+00:00,Mon May 13 19:19:34 +0000 2013,,,,
+8265,elonmusk,SeanChin,@SeanChin @RaimisJ Over the air upgrade coming in a few months to allow tethering (and other things).,4,9,9,333414433802043394,https://twitter.com/elonmusk/status/333414433802043394,44196397,2013-05-12 02:52:50+00:00,Sun May 12 02:52:50 +0000 2013,,@SeanChin @RaimisJ,,
+8266,elonmusk,,Improving service and honing manufacturing efficiency are the biggest short term challenges. Not sales constrained.,107,106,59,333387477412876288,https://twitter.com/elonmusk/status/333387477412876288,44196397,2013-05-12 01:05:43+00:00,Sun May 12 01:05:43 +0000 2013,,,,
+8267,elonmusk,annabananastand,@annabananastand It can do hands free right now. Being able to text people via voice while driving would be a good feature to add...,0,4,7,333384944388808704,https://twitter.com/elonmusk/status/333384944388808704,44196397,2013-05-12 00:55:39+00:00,Sun May 12 00:55:39 +0000 2013,,@annabananastand,,
+8268,elonmusk,enggirl,"@enggirl Mostly water or coffee at home. When I'm out, will have Macallan neat or vodka with something.",1,10,5,333384295882317825,https://twitter.com/elonmusk/status/333384295882317825,44196397,2013-05-12 00:53:04+00:00,Sun May 12 00:53:04 +0000 2013,,@enggirl,,
+8269,elonmusk,danielmarshal15,@danielmarshal15 It can dig up almost anything.,0,3,1,333382427647025154,https://twitter.com/elonmusk/status/333382427647025154,44196397,2013-05-12 00:45:39+00:00,Sun May 12 00:45:39 +0000 2013,,@danielmarshal15,,
+8270,elonmusk,JasonPolstein,"@JasonPolstein Yeah, we don't do a good job of telling people about this feature. Requires hardware unfortunately.",0,2,4,333382233450741760,https://twitter.com/elonmusk/status/333382233450741760,44196397,2013-05-12 00:44:53+00:00,Sun May 12 00:44:53 +0000 2013,,@JasonPolstein,,
+8271,elonmusk,grimmerkimmer,"@grimmerkimmer @dpinsen Given the extreme burn, shorts are pushing every possible fear, uncertainty &amp; doubt story",1,3,3,333381955674587137,https://twitter.com/elonmusk/status/333381955674587137,44196397,2013-05-12 00:43:46+00:00,Sun May 12 00:43:46 +0000 2013,,@grimmerkimmer @dpinsen,,http://www.thestreet.com/story/11919380/1/cramer-wont-wait-for-tesla.html
+8272,elonmusk,RaimisJ,"@RaimisJ Tesla software knits together Google Voice, Slacker, Gracenote &amp; others and streams over 3G (will be LTE later)",3,12,6,333379008005804032,https://twitter.com/elonmusk/status/333379008005804032,44196397,2013-05-12 00:32:04+00:00,Sun May 12 00:32:04 +0000 2013,,@RaimisJ,,
+8273,elonmusk,dpinsen,"@dpinsen People tell me Cory Johnson is a shill for the shorts. Don't know if true, but he sure behaves that way.",0,7,7,333376615180562432,https://twitter.com/elonmusk/status/333376615180562432,44196397,2013-05-12 00:22:33+00:00,Sun May 12 00:22:33 +0000 2013,,@dpinsen,,
+8274,elonmusk,elonmusk,"Would also recommend the Cheese Shop, Spam or Fish License by Monty Python.",29,52,41,333374189161558016,https://twitter.com/elonmusk/status/333374189161558016,44196397,2013-05-12 00:12:55+00:00,Sun May 12 00:12:55 +0000 2013,,,,
+8275,elonmusk,,"Hold down voice button & say ""Play Amish Paradise by Weird Al Yankovic"". Model S can play almost any song via Internet.",345,236,85,333373448355196928,https://twitter.com/elonmusk/status/333373448355196928,44196397,2013-05-12 00:09:58+00:00,Sun May 12 00:09:58 +0000 2013,,,,
+8276,elonmusk,realbhuwan,@realbhuwan Don't forget the mystery announcement. Part 5 of the trilogy.,9,13,18,332516849080209409,https://twitter.com/elonmusk/status/332516849080209409,44196397,2013-05-09 15:26:09+00:00,Thu May 09 15:26:09 +0000 2013,,@realbhuwan,,
+8277,elonmusk,,There is a way for the Tesla Model S to be recharged throughout the country faster than you could fill a gas tank.,501,297,362,332516435488280577,https://twitter.com/elonmusk/status/332516435488280577,44196397,2013-05-09 15:24:30+00:00,Thu May 09 15:24:30 +0000 2013,,,,
+8278,elonmusk,HowardReiter,@HowardReiter Totally agree. Tesla will circle back and do something cool for Roadsters next year.,2,14,7,332298579781767168,https://twitter.com/elonmusk/status/332298579781767168,44196397,2013-05-09 00:58:49+00:00,Thu May 09 00:58:49 +0000 2013,,@HowardReiter,,
+8279,elonmusk,mjasandoval,@mjasandoval Stay tuned,1,4,3,332287909413650433,https://twitter.com/elonmusk/status/332287909413650433,44196397,2013-05-09 00:16:25+00:00,Thu May 09 00:16:25 +0000 2013,,@mjasandoval,,
+8280,elonmusk,,"Just want to say thanks to customers & investors that took a chance on Tesla through the long, dark night. We wouldn't be here without you.",479,457,224,332282461344124931,https://twitter.com/elonmusk/status/332282461344124931,44196397,2013-05-08 23:54:46+00:00,Wed May 08 23:54:46 +0000 2013,,,,
+8281,elonmusk,westcoastbill,@westcoastbill Thanks Bill!,1,4,0,332270252832460800,https://twitter.com/elonmusk/status/332270252832460800,44196397,2013-05-08 23:06:16+00:00,Wed May 08 23:06:16 +0000 2013,,@westcoastbill,,
+8282,elonmusk,,"Am a fan of Larry, Sergey & Google in general, but self-driving cars comments to Bloomberg were just off-the-cuff. No big announcement here",76,51,43,331797405840338944,https://twitter.com/elonmusk/status/331797405840338944,44196397,2013-05-07 15:47:20+00:00,Tue May 07 15:47:20 +0000 2013,,,,
+8283,elonmusk,,"Tesla priority is electrification of cars, so priority is Model S, Model X, then mass market third gen vehicle & truck",262,203,105,331796308631367681,https://twitter.com/elonmusk/status/331796308631367681,44196397,2013-05-07 15:42:59+00:00,Tue May 07 15:42:59 +0000 2013,,,,
+8284,elonmusk,rebel_sal,@rebel_sal exactly,0,10,1,331795766937018368,https://twitter.com/elonmusk/status/331795766937018368,44196397,2013-05-07 15:40:49+00:00,Tue May 07 15:40:49 +0000 2013,,@rebel_sal,,
+8285,elonmusk,,"Creating an autopilot for cars at Tesla is an important, but not yet top priority. Still a few years from production.",175,150,73,331794886368055296,https://twitter.com/elonmusk/status/331794886368055296,44196397,2013-05-07 15:37:20+00:00,Tue May 07 15:37:20 +0000 2013,,,,
+8286,elonmusk,DJFrustration,@DJFrustration Tested it myself this weekend and was working well. Some songs have licensing prohibiting direct request.,0,2,1,331792738339127296,https://twitter.com/elonmusk/status/331792738339127296,44196397,2013-05-07 15:28:47+00:00,Tue May 07 15:28:47 +0000 2013,,@DJFrustration,,
+8287,elonmusk,,"Anyone interested in doing ultra hardcore vehicle engineering at Tesla, please apply!",329,151,234,331490556574326785,https://twitter.com/elonmusk/status/331490556574326785,44196397,2013-05-06 19:28:02+00:00,Mon May 06 19:28:02 +0000 2013,,,,
+8288,elonmusk,,Chris Porritt from Aston Martin just joined as head of vehicle engineering at Tesla http://ir.teslamotors.com/releasedetail.cfm?ReleaseID=762317,223,106,38,331489911842689025,https://twitter.com/elonmusk/status/331489911842689025,44196397,2013-05-06 19:25:28+00:00,Mon May 06 19:25:28 +0000 2013,,,,http://ir.teslamotors.com/releasedetail.cfm?ReleaseID=762317
+8289,elonmusk,alanrderk,"@bdcs Yup, it is super far. Moon is basically in our back yard relative to Mars.",1,5,2,331486802462531584,https://twitter.com/elonmusk/status/331486802462531584,44196397,2013-05-06 19:13:07+00:00,Mon May 06 19:13:07 +0000 2013,,,,
+8290,elonmusk,bbqueue0,"@nirdthebird Definitely a lot of potential for geothermal, but depends on well depth. Too expensive in most places.",2,4,3,331082832187363329,https://twitter.com/elonmusk/status/331082832187363329,44196397,2013-05-05 16:27:53+00:00,Sun May 05 16:27:53 +0000 2013,,,,
+8291,elonmusk,DetlefKroeze,"@DetlefKroeze Yeah, that probably makes sense.",0,3,0,330884627927560192,https://twitter.com/elonmusk/status/330884627927560192,44196397,2013-05-05 03:20:17+00:00,Sun May 05 03:20:17 +0000 2013,,@DetlefKroeze,,
+8292,elonmusk,DouglasBullard,@DouglasBullard @teslamotors Most people have never heard of Nikola Tesla. That will hopefully change over time.,12,11,4,330877283793530880,https://twitter.com/elonmusk/status/330877283793530880,44196397,2013-05-05 02:51:06+00:00,Sun May 05 02:51:06 +0000 2013,,@DouglasBullard,,
+8293,elonmusk,flyguynscc,"@flyguynscc @teslamotors yes, that has been the goal from the beginning",2,3,0,330869907640184832,https://twitter.com/elonmusk/status/330869907640184832,44196397,2013-05-05 02:21:47+00:00,Sun May 05 02:21:47 +0000 2013,,@flyguynscc,,
+8294,elonmusk,fink_justin,"@fink_justin It can definitely strain relationships, but I loved doing my first company with my brother",2,7,1,330708114854793217,https://twitter.com/elonmusk/status/330708114854793217,44196397,2013-05-04 15:38:53+00:00,Sat May 04 15:38:53 +0000 2013,,@fink_justin,,
+8295,elonmusk,Vangsgutane,@Vangsgutane Norway rocks!,4,6,0,330707889729712131,https://twitter.com/elonmusk/status/330707889729712131,44196397,2013-05-04 15:37:59+00:00,Sat May 04 15:37:59 +0000 2013,,@Vangsgutane,,
+8296,elonmusk,WehbyJammin,"@WehbyJammin Earnings call next week, then Supercharger week after and then... the mystery announcement/demonstration :)",7,10,5,330572086668046336,https://twitter.com/elonmusk/status/330572086668046336,44196397,2013-05-04 06:38:21+00:00,Sat May 04 06:38:21 +0000 2013,,@WehbyJammin,,
+8297,elonmusk,TeslaTrip,@TeslaTrip you're welcome :),2,2,0,330571811358117888,https://twitter.com/elonmusk/status/330571811358117888,44196397,2013-05-04 06:37:16+00:00,Sat May 04 06:37:16 +0000 2013,,@TeslaTrip,,
+8298,elonmusk,thebradholt,@thebradholt we need a compelling video that convinces TX lawmakers to pass the direct sales law just approved by their committee.,1,5,9,330425498406633474,https://twitter.com/elonmusk/status/330425498406633474,44196397,2013-05-03 20:55:52+00:00,Fri May 03 20:55:52 +0000 2013,,@thebradholt,,
+8299,elonmusk,,@Rocco_TheStreet Guaranteeing the world's best resale value in industry is unprecedented and backed up my other assets. Why isn't that good?,1,6,5,330424811035705344,https://twitter.com/elonmusk/status/330424811035705344,44196397,2013-05-03 20:53:08+00:00,Fri May 03 20:53:08 +0000 2013,,@Rocco_TheStreet,,
+8300,elonmusk,ChrisCowan_,"@ChrisCowan_ Chris is great. Took a long time for me to find someone w truly hardcore engineering skills, who fully understood the system.",2,5,0,330423366802632706,https://twitter.com/elonmusk/status/330423366802632706,44196397,2013-05-03 20:47:24+00:00,Fri May 03 20:47:24 +0000 2013,,@ChrisCowan_,,
+8301,elonmusk,,Am getting lots of questions about the big Supercharger announcement. Aiming to do that the week after next.,75,66,42,330403426003472384,https://twitter.com/elonmusk/status/330403426003472384,44196397,2013-05-03 19:28:10+00:00,Fri May 03 19:28:10 +0000 2013,,,,
+8302,elonmusk,stoneymonster,"@stoneymonster Yes, this does put an indirect floor on resale value. Should help all owners.",1,2,1,330397865337835520,https://twitter.com/elonmusk/status/330397865337835520,44196397,2013-05-03 19:06:04+00:00,Fri May 03 19:06:04 +0000 2013,,@stoneymonster,,
+8303,elonmusk,,Tesla raises Model S resale value guarantee to highest in auto industry,117,63,41,330396427647868929,https://twitter.com/elonmusk/status/330396427647868929,44196397,2013-05-03 19:00:21+00:00,Fri May 03 19:00:21 +0000 2013,,,,http://www.teslamotors.com/about/press/releases/tesla-improves-financing-product-best-resale-value-guarantee-and-lower-monthly-
+8304,elonmusk,yatpay,@yatpay Side boosters fall short &amp; center core goes too far + Florida is heavily populated. Landing permission tricky :),2,8,4,330395232564826112,https://twitter.com/elonmusk/status/330395232564826112,44196397,2013-05-03 18:55:36+00:00,Fri May 03 18:55:36 +0000 2013,,@yatpay,,
+8305,elonmusk,pataneous,"@pataneous We can't formally provide a guarantee w/o restating accounting, but I feel confident about the value anyway.",1,3,0,330394570737192960,https://twitter.com/elonmusk/status/330394570737192960,44196397,2013-05-03 18:52:58+00:00,Fri May 03 18:52:58 +0000 2013,,@pataneous,,
+8306,elonmusk,,"@2552nsf Yeah, that is super tricky. Will have to sacrifice a lot of payload to boost back or land on ocean platform.",3,3,4,330394051637547010,https://twitter.com/elonmusk/status/330394051637547010,44196397,2013-05-03 18:50:54+00:00,Fri May 03 18:50:54 +0000 2013,,,,
+8307,elonmusk,rebel_sal,"@rebel_sal Yes, your article (and many others) rightly identified that we made a mistake. New financing is not perfect, but much better.",1,2,2,330387481616855040,https://twitter.com/elonmusk/status/330387481616855040,44196397,2013-05-03 18:24:48+00:00,Fri May 03 18:24:48 +0000 2013,,@rebel_sal,,
+8308,elonmusk,Alan_Nestos,"@Alan_Nestos The legs are nested tight against the body of the rocket in flight, so rotate about 120 degrees to deploy",3,3,2,330364975300358144,https://twitter.com/elonmusk/status/330364975300358144,44196397,2013-05-03 16:55:22+00:00,Fri May 03 16:55:22 +0000 2013,,@Alan_Nestos,,
+8309,elonmusk,darma_setia,@darma_setia More likely that pigs will fly over the frozen wastes of Hell. Clarkson doesn't understand technology.,16,29,7,330241115670327296,https://twitter.com/elonmusk/status/330241115670327296,44196397,2013-05-03 08:43:12+00:00,Fri May 03 08:43:12 +0000 2013,,@darma_setia,,
+8310,elonmusk,grub_down,@JSONberland We did a ton of testing until they could handle 4X legally required impact energy. Extremely tough.,1,4,1,330240665483096064,https://twitter.com/elonmusk/status/330240665483096064,44196397,2013-05-03 08:41:24+00:00,Fri May 03 08:41:24 +0000 2013,,,,
+8311,elonmusk,BigBalli,@BigBalli High pressure helium. Needs to be ultra light. All 4 legs together (~60 ft span) weigh less than Model S.,10,25,7,330054002148515841,https://twitter.com/elonmusk/status/330054002148515841,44196397,2013-05-02 20:19:40+00:00,Thu May 02 20:19:40 +0000 2013,,@BigBalli,,
+8312,elonmusk,,"F9R (pronounced F-niner) shows a little leg. Design is a nested, telescoping piston w A frame.",166,211,98,330053450261987328,https://twitter.com/elonmusk/status/330053450261987328,44196397,2013-05-02 20:17:29+00:00,Thu May 02 20:17:29 +0000 2013,,,,
+8313,elonmusk,roulezelectric,@roulezelectric This is about getting a prior announcement right. Not part 4 yet.,3,6,4,330019280206831616,https://twitter.com/elonmusk/status/330019280206831616,44196397,2013-05-02 18:01:42+00:00,Thu May 02 18:01:42 +0000 2013,,@roulezelectric,,
+8314,elonmusk,,Time to up the ante (and fix some mistakes). Tesla announcement tomorrow.,247,109,89,330017552120033282,https://twitter.com/elonmusk/status/330017552120033282,44196397,2013-05-02 17:54:50+00:00,Thu May 02 17:54:50 +0000 2013,,,,
+8315,elonmusk,astrostephenson,"@astrostephenson We're aiming for late 2015, but NASA needs to have overlapping capability to be safe. Would do the same",3,5,1,329765200590929920,https://twitter.com/elonmusk/status/329765200590929920,44196397,2013-05-02 01:12:05+00:00,Thu May 02 01:12:05 +0000 2013,,@astrostephenson,,
+8316,elonmusk,MelissaMontoyaO,@MelissaMontoyaO Anne's role is launch site engineering. Don't think she has anything against media -- just not her role.,0,3,2,329764204716380160,https://twitter.com/elonmusk/status/329764204716380160,44196397,2013-05-02 01:08:07+00:00,Thu May 02 01:08:07 +0000 2013,,@MelissaMontoyaO,,
+8317,elonmusk,realbhuwan,@realbhuwan @teslamotors Cool :),1,5,1,329652668547072001,https://twitter.com/elonmusk/status/329652668547072001,44196397,2013-05-01 17:44:55+00:00,Wed May 01 17:44:55 +0000 2013,,@realbhuwan,,
+8318,elonmusk,rebel_sal,@rebel_sal Just read it. Good piece.,0,5,1,329642240353894401,https://twitter.com/elonmusk/status/329642240353894401,44196397,2013-05-01 17:03:29+00:00,Wed May 01 17:03:29 +0000 2013,,@rebel_sal,,
+8319,elonmusk,RealTomLangel,@RealTomLangel Maybe a v long time from now. Paying div is a sign that a company cannot find good ways to spend money.,1,6,2,329635321824309248,https://twitter.com/elonmusk/status/329635321824309248,44196397,2013-05-01 16:35:59+00:00,Wed May 01 16:35:59 +0000 2013,,@RealTomLangel,,
+8320,elonmusk,wfww,"@wfww Our software is requesting the right song, but Slacker has a bug in their code. Supposed to be fixed by tomorrow.",1,4,3,329634523744718848,https://twitter.com/elonmusk/status/329634523744718848,44196397,2013-05-01 16:32:49+00:00,Wed May 01 16:32:49 +0000 2013,,@wfww,,
+8321,elonmusk,eirene_inc,@eirene_inc @sciam Interesting piece,0,3,1,329633910898167808,https://twitter.com/elonmusk/status/329633910898167808,44196397,2013-05-01 16:30:23+00:00,Wed May 01 16:30:23 +0000 2013,,@eirene_inc @sciam,,
+8322,elonmusk,,Auto Dealer Sterling McCall makes the case for Tesla direct sales in Texas,67,41,18,329339716933664770,https://twitter.com/elonmusk/status/329339716933664770,44196397,2013-04-30 21:01:22+00:00,Tue Apr 30 21:01:22 +0000 2013,,,,http://www.chron.com/opinion/outlook/article/Let-s-drive-business-in-Texas-forward-4473447.php
+8323,elonmusk,,Congrats to @VirginGalactic and @RichardBranson on supersonic test flight!,307,180,25,329026923932033025,https://twitter.com/elonmusk/status/329026923932033025,44196397,2013-04-30 00:18:26+00:00,Tue Apr 30 00:18:26 +0000 2013,,@virgingalactic @richardbranson,,
+8324,elonmusk,,First test of the Falcon 9-R (reusable) ignition system. Not long now before the hold down fire,439,350,87,328386732934430720,https://twitter.com/elonmusk/status/328386732934430720,44196397,2013-04-28 05:54:33+00:00,Sun Apr 28 05:54:33 +0000 2013,,,,
+8325,elonmusk,technicallytc,"@tcmeggs Am for good public transit in LA, but the pace of that construction makes the 405 look fast.",1,5,3,327594252211200000,https://twitter.com/elonmusk/status/327594252211200000,44196397,2013-04-26 01:25:30+00:00,Fri Apr 26 01:25:30 +0000 2013,,@tcmeggs,,
+8326,elonmusk,technicallytc,@tcmeggs This argument is a bit silly. A city will not grow to infinite size just because there isn't traffic.,0,6,2,327593152133361665,https://twitter.com/elonmusk/status/327593152133361665,44196397,2013-04-26 01:21:08+00:00,Fri Apr 26 01:21:08 +0000 2013,,@tcmeggs,,
+8327,elonmusk,NycomWireless,"@NycomWireless @TeslaMotors Cool, thanks for buying our car!",2,5,2,327493831283056640,https://twitter.com/elonmusk/status/327493831283056640,44196397,2013-04-25 18:46:28+00:00,Thu Apr 25 18:46:28 +0000 2013,,@NycomWireless,,
+8328,elonmusk,Tapp697,"@Tapp697 Thanks, important clarification. Tesla announcements are always about making product experience better. Market follows eventually.",1,9,3,327493652274372608,https://twitter.com/elonmusk/status/327493652274372608,44196397,2013-04-25 18:45:45+00:00,Thu Apr 25 18:45:45 +0000 2013,,@Tapp697,,
+8329,elonmusk,,Announcement of new @TeslaMotors strategy tomorrow. Tesla owners will like this.,274,119,98,327450627397537792,https://twitter.com/elonmusk/status/327450627397537792,44196397,2013-04-25 15:54:47+00:00,Thu Apr 25 15:54:47 +0000 2013,,,,
+8330,elonmusk,driversside,@wheelseditor Cool. Just read and watched!,1,6,4,327448476604583936,https://twitter.com/elonmusk/status/327448476604583936,44196397,2013-04-25 15:46:15+00:00,Thu Apr 25 15:46:15 +0000 2013,,,,
+8331,elonmusk,,Seems to be some stormy weather over in Shortville these days,171,232,47,327446760219889665,https://twitter.com/elonmusk/status/327446760219889665,44196397,2013-04-25 15:39:25+00:00,Thu Apr 25 15:39:25 +0000 2013,,,,
+8332,elonmusk,,@Rocketrichardp @ct_la Exactly. DMV Comm overruled good recommendation of Hearing Officer.,2,4,3,326902082504384512,https://twitter.com/elonmusk/status/326902082504384512,44196397,2013-04-24 03:35:05+00:00,Wed Apr 24 03:35:05 +0000 2013,,@ct_la,,
+8333,elonmusk,Trekker56,@Trekker56 @TeslaMotors Please contact DMV Commissioner and Governor. This is not good for the people of Virginia.,3,6,1,326882270982057984,https://twitter.com/elonmusk/status/326882270982057984,44196397,2013-04-24 02:16:21+00:00,Wed Apr 24 02:16:21 +0000 2013,,@Trekker56,,
+8334,elonmusk,,"Not all good news. Virginia DMV Commissioner just denied Tesla a dealer license, despite Hearing Officer being in favor.",101,24,119,326828343100076034,https://twitter.com/elonmusk/status/326828343100076034,44196397,2013-04-23 22:42:03+00:00,Tue Apr 23 22:42:03 +0000 2013,,,,
+8335,elonmusk,In_Sight_Full,@In_Sight_Full @juliewestfall we have great neighbors!,1,6,2,326725362123935745,https://twitter.com/elonmusk/status/326725362123935745,44196397,2013-04-23 15:52:51+00:00,Tue Apr 23 15:52:51 +0000 2013,,@In_Sight_Full @JulieWestfall,,
+8336,elonmusk,TheMilns,@TheMilns Try this: http://m.youtube.com/#/watch?feature=youtu.be&amp;v=se7_JpbtPwA&amp;desktop_uri=%2Fwatch%3Fv%3Dse7_JpbtPwA%26feature%3Dyoutu.be,4,2,3,326615354040283136,https://twitter.com/elonmusk/status/326615354040283136,44196397,2013-04-23 08:35:43+00:00,Tue Apr 23 08:35:43 +0000 2013,,@TheMilns,,http://m.youtube.com/#/watch?feature=youtu.be&v=se7_JpbtPwA&desktop_uri=%2Fwatch%3Fv%3Dse7_JpbtPwA%26feature%3Dyoutu.be
+8337,elonmusk,,Wringing water out of a towel in zero g is way trippy http://www.youtube.com/watch?v=o8TssbmY-GM&amp;sns=tw via @youtube,469,220,61,326532755028602880,https://twitter.com/elonmusk/status/326532755028602880,44196397,2013-04-23 03:07:30+00:00,Tue Apr 23 03:07:30 +0000 2013,,@YouTube,,http://www.youtube.com/watch?v=o8TssbmY-GM&sns=tw
+8338,elonmusk,clprenz,@clprenz evolving,1,1,1,326520007741808640,https://twitter.com/elonmusk/status/326520007741808640,44196397,2013-04-23 02:16:50+00:00,Tue Apr 23 02:16:50 +0000 2013,,@clprenz,,
+8339,elonmusk,kirkburgess,@kirkburgess yes,1,7,1,326519925386661889,https://twitter.com/elonmusk/status/326519925386661889,44196397,2013-04-23 02:16:31+00:00,Tue Apr 23 02:16:31 +0000 2013,,@kirkburgess,,
+8340,elonmusk,,@justinchace Good idea!,1,2,0,326509932797116416,https://twitter.com/elonmusk/status/326509932797116416,44196397,2013-04-23 01:36:48+00:00,Tue Apr 23 01:36:48 +0000 2013,,,,
+8341,elonmusk,,"Grasshopper rocket flies up 250m, holds against wind and lands. Vid taken from our hexacopter",1215,451,245,326500735233712129,https://twitter.com/elonmusk/status/326500735233712129,44196397,2013-04-23 01:00:16+00:00,Tue Apr 23 01:00:16 +0000 2013,,,,http://www.youtube.com/watch?v=NoxiK7K28PU&feature=youtu.be
+8342,elonmusk,dbhyslop,@dbhyslop Will post a video of the latest Grasshopper flight tomorrow (taken from the camera on our new hexacopter).,16,6,6,326155183623118849,https://twitter.com/elonmusk/status/326155183623118849,44196397,2013-04-22 02:07:10+00:00,Mon Apr 22 02:07:10 +0000 2013,,@dbhyslop,,
+8343,elonmusk,elonmusk,Now with actual picture :),519,691,102,326152872708419585,https://twitter.com/elonmusk/status/326152872708419585,44196397,2013-04-22 01:57:59+00:00,Mon Apr 22 01:57:59 +0000 2013,,,,
+8344,elonmusk,,Cool picture of Io crossing Jupiter sent to me by @shervin. Would be amazing to visit in person one day.,81,55,32,326152475205857281,https://twitter.com/elonmusk/status/326152475205857281,44196397,2013-04-22 01:56:24+00:00,Mon Apr 22 01:56:24 +0000 2013,,@shervin,,
+8345,elonmusk,CNETNews,Congratulations to @OrbitalSciences! “@CNETNews: Orbital's Antares rocket makes successful test flight http://cnet.co/17QCmKa”,128,69,12,326118739483451392,https://twitter.com/elonmusk/status/326118739483451392,44196397,2013-04-21 23:42:21+00:00,Sun Apr 21 23:42:21 +0000 2013,,@OrbitalSciences @CNETNews,,http://cnet.co/17QCmKa
+8346,elonmusk,eirene_inc,@eirene_inc @archforhumanity @AFHDisasterTeam We have a lot of heavy lifting equipment. Will ask my team to send it over.,11,14,6,325011704582901760,https://twitter.com/elonmusk/status/325011704582901760,44196397,2013-04-18 22:23:23+00:00,Thu Apr 18 22:23:23 +0000 2013,,@eirene_inc @archforhumanity @AFHDisasterTeam,,
+8347,elonmusk,,"Heart goes out to people of central Texas, home of SpaceX TX. All resources at disposal to help in any way.",176,139,17,324990048523141120,https://twitter.com/elonmusk/status/324990048523141120,44196397,2013-04-18 20:57:20+00:00,Thu Apr 18 20:57:20 +0000 2013,,,,
+8348,elonmusk,,A @WhiteHouse petition to allow direct sales of cars by manufacturers: https://petitions.whitehouse.gov/petition/overturn-franchise-laws-limit-auto-manufacturers-selling-their-vehicles-directly-consumers/rlShbLzr Please vote here too!,338,99,56,324575593796612096,https://twitter.com/elonmusk/status/324575593796612096,44196397,2013-04-17 17:30:26+00:00,Wed Apr 17 17:30:26 +0000 2013,,@WhiteHouse,,https://petitions.whitehouse.gov/petition/overturn-franchise-laws-limit-auto-manufacturers-selling-their-vehicles-directly-consumers/rlShbLzr
+8349,elonmusk,,"If you live in Texas and are pro Tesla, please vote in the @MyABJ opinion poll!",178,40,47,324388037117214720,https://twitter.com/elonmusk/status/324388037117214720,44196397,2013-04-17 05:05:09+00:00,Wed Apr 17 05:05:09 +0000 2013,,@MyABJ,,http://www.bizjournals.com/austin/poll/results/11461812
+8350,elonmusk,,"Interesting... ""Putin unveils $50B drive for Russian space supremacy http://phys.org/news/2013-04-putin-unveils-bn-russian-space.html"" via @physorg_com",208,112,107,322906572814696448,https://twitter.com/elonmusk/status/322906572814696448,44196397,2013-04-13 02:58:20+00:00,Sat Apr 13 02:58:20 +0000 2013,,@physorg_com,,http://phys.org/news/2013-04-putin-unveils-bn-russian-space.html
+8351,elonmusk,batasrki,@batasrki Stay tuned for a big Supercharger announcement in a few weeks. Definitely have you covered.,19,31,8,322416386037141504,https://twitter.com/elonmusk/status/322416386037141504,44196397,2013-04-11 18:30:31+00:00,Thu Apr 11 18:30:31 +0000 2013,,@batasrki,,
+8352,elonmusk,JBSiegelMD,@JBSiegelMD Thanks! Hearing from constituents is super important to counteract the influence of the dealer lobby.,3,22,1,322414424570859520,https://twitter.com/elonmusk/status/322414424570859520,44196397,2013-04-11 18:22:43+00:00,Thu Apr 11 18:22:43 +0000 2013,,@JBSiegelMD,,
+8353,elonmusk,,"New York judge states: ""... dealers cannot utilize the Franchised Dealer Act as a means to sue their competitors"". Exactly!",112,99,33,322410144409481217,https://twitter.com/elonmusk/status/322410144409481217,44196397,2013-04-11 18:05:43+00:00,Thu Apr 11 18:05:43 +0000 2013,,,,
+8354,elonmusk,,"New York judge just ruled in favor Tesla, dismissing the legal attack by auto dealers to prevent direct sales!",504,360,119,322409574248357888,https://twitter.com/elonmusk/status/322409574248357888,44196397,2013-04-11 18:03:27+00:00,Thu Apr 11 18:03:27 +0000 2013,,,,
+8355,elonmusk,,"Yay for democracy! @latimes asks: Should Tesla Motors be able to sell directly to consumers? http://www.latimes.com/business/autos/la-fi-hy-tesla-ceo-takes-dealer-fight-to-texas-says-he-can-sell-more-cars-20130410,0,1676772.story",160,89,72,322170049316139009,https://twitter.com/elonmusk/status/322170049316139009,44196397,2013-04-11 02:11:40+00:00,Thu Apr 11 02:11:40 +0000 2013,,@latimes,,"http://www.latimes.com/business/autos/la-fi-hy-tesla-ceo-takes-dealer-fight-to-texas-says-he-can-sell-more-cars-20130410,0,1676772.story"
+8356,elonmusk,twittelator,"@twittelator Yup, you're right",0,5,2,322163054601179136,https://twitter.com/elonmusk/status/322163054601179136,44196397,2013-04-11 01:43:52+00:00,Thu Apr 11 01:43:52 +0000 2013,,@twittelator,,
+8357,elonmusk,,Just wanted to say thanks to everyone for testifying yesterday in Austin. Will hang around after press conf to thank people in person.,51,50,24,321987888055201793,https://twitter.com/elonmusk/status/321987888055201793,44196397,2013-04-10 14:07:49+00:00,Wed Apr 10 14:07:49 +0000 2013,,,,
+8358,elonmusk,derrickgott007,"@derrickgott007 already partly here with rocket development, but will make it a lot bigger with the launch site",3,4,1,321985069235453953,https://twitter.com/elonmusk/status/321985069235453953,44196397,2013-04-10 13:56:37+00:00,Wed Apr 10 13:56:37 +0000 2013,,@derrickgott007,,
+8359,elonmusk,,Just had Texas BBQ for lunch in Capitol Building. About to head to House Committee hearing to advocate for Tesla in TX.,45,81,87,321710007223726080,https://twitter.com/elonmusk/status/321710007223726080,44196397,2013-04-09 19:43:37+00:00,Tue Apr 09 19:43:37 +0000 2013,,,,
+8360,elonmusk,,In TX to make the case for allowing Tesla to sell cars. Pls come to Capitol Room E2.014 at 1:30!,147,50,35,321637861147426816,https://twitter.com/elonmusk/status/321637861147426816,44196397,2013-04-09 14:56:56+00:00,Tue Apr 09 14:56:56 +0000 2013,,,,http://www.teslamotors.com/blog/tesla-approach-distributing-and-servicing-cars
+8361,elonmusk,,Which leads me to my next subject of gun control ... just kidding,66,200,77,321440099348934656,https://twitter.com/elonmusk/status/321440099348934656,44196397,2013-04-09 01:51:06+00:00,Tue Apr 09 01:51:06 +0000 2013,,,,
+8362,elonmusk,,No more political comments for me now that I've shot off both my feet.,46,87,73,321438436168974336,https://twitter.com/elonmusk/status/321438436168974336,44196397,2013-04-09 01:44:29+00:00,Tue Apr 09 01:44:29 +0000 2013,,,,
+8363,elonmusk,TaniaPalme,"@TaniaPalme When a person dies, the right thing to do is remember the good more than the bad. Not a day for hate (if there is ever such).",10,17,8,321434227914727424,https://twitter.com/elonmusk/status/321434227914727424,44196397,2013-04-09 01:27:46+00:00,Tue Apr 09 01:27:46 +0000 2013,,@TaniaPalme,,
+8364,elonmusk,,"At the risk of losing more ""cool points"", I like Reagan too! However, I also like Obama, Clinton & JFK. Good people on both sides...",64,115,45,321430023296913411,https://twitter.com/elonmusk/status/321430023296913411,44196397,2013-04-09 01:11:04+00:00,Tue Apr 09 01:11:04 +0000 2013,,,,
+8365,elonmusk,ticeestes,"@ticeestes Am not trying to accumulate cool points. She was far from perfect, but her actions, on balance, were good.",3,11,4,321427493661859840,https://twitter.com/elonmusk/status/321427493661859840,44196397,2013-04-09 01:01:00+00:00,Tue Apr 09 01:01:00 +0000 2013,,@ticeestes,,
+8366,elonmusk,richardmatthias,"@richardmatthias Her later years are debatable, but her early years are not imo. Britain went from dreary to Great again.",4,8,2,321425821405429760,https://twitter.com/elonmusk/status/321425821405429760,44196397,2013-04-09 00:54:22+00:00,Tue Apr 09 00:54:22 +0000 2013,,@richardmatthias,,
+8367,elonmusk,,"Always admired Margaret Thatcher -- she was tough, but sensible & fair, much like my English Nana",68,80,36,321423079089766400,https://twitter.com/elonmusk/status/321423079089766400,44196397,2013-04-09 00:43:28+00:00,Tue Apr 09 00:43:28 +0000 2013,,,,http://www.guardian.co.uk/politics/interactive/2013/apr/08/margaret-thatcher-i-knew
+8368,elonmusk,ryanjoyce88,@ryanjoyce88 We went through literally hundreds of variants of red trying to find something original that didn't suck.,4,15,2,321409229565075456,https://twitter.com/elonmusk/status/321409229565075456,44196397,2013-04-08 23:48:26+00:00,Mon Apr 08 23:48:26 +0000 2013,,@ryanjoyce88,,
+8369,elonmusk,,"@quietlybear Do all the intro courses for mech, EE, aero and physics, then specialize in the one you like most.",9,29,1,321408906331041793,https://twitter.com/elonmusk/status/321408906331041793,44196397,2013-04-08 23:47:09+00:00,Mon Apr 08 23:47:09 +0000 2013,,,,
+8370,elonmusk,,New Tesla red going down assembly line for the first time. We spent a lot of time on this color!,385,506,192,321407591584509952,https://twitter.com/elonmusk/status/321407591584509952,44196397,2013-04-08 23:41:56+00:00,Mon Apr 08 23:41:56 +0000 2013,,,,
+8371,elonmusk,,"Sarah Palin calls Tesla a loser. Am deeply wounded. http://www.rawstory.com/rs/2013/04/07/sarah-palin-echoes-romney-tesla-motors-losers-who-build-bricks/ Btw, Model S warranty does cover ""bricking"".",428,195,335,321342187067543552,https://twitter.com/elonmusk/status/321342187067543552,44196397,2013-04-08 19:22:02+00:00,Mon Apr 08 19:22:02 +0000 2013,,,,http://www.rawstory.com/rs/2013/04/07/sarah-palin-echoes-romney-tesla-motors-losers-who-build-bricks/
+8372,elonmusk,DreWeathers,@DreWeathers Exactly,3,5,9,319291625731940352,https://twitter.com/elonmusk/status/319291625731940352,44196397,2013-04-03 03:33:50+00:00,Wed Apr 03 03:33:50 +0000 2013,,@DreWeathers,,
+8373,elonmusk,,Great explanation of the @TeslaMotors announcement by @TechCrunch,197,96,56,319239040429862912,https://twitter.com/elonmusk/status/319239040429862912,44196397,2013-04-03 00:04:53+00:00,Wed Apr 03 00:04:53 +0000 2013,,@TechCrunch,,http://techcrunch.com/2013/04/02/tesla-motors-partners-with-wells-fargo-and-us-bank-to-finance-model-s-electric-cars/
+8374,elonmusk,sightalignment,"@sightalignment Hoping to open the Century City Tesla store this month. It is my neighborhood mall, so I'm there all the time.",5,4,1,319221613314834432,https://twitter.com/elonmusk/status/319221613314834432,44196397,2013-04-02 22:55:38+00:00,Tue Apr 02 22:55:38 +0000 2013,,@sightalignment,,
+8375,elonmusk,,@fleijerstam @gronnbilnorge We are working hard to make that happen!,1,2,0,319221229724770305,https://twitter.com/elonmusk/status/319221229724770305,44196397,2013-04-02 22:54:06+00:00,Tue Apr 02 22:54:06 +0000 2013,,@fleijerstam @gronnbilnorge,,
+8376,elonmusk,BjarteReve,@BjarteReve Should be late 2014 for US and early 2015 for Europe.,1,4,0,319156297780039680,https://twitter.com/elonmusk/status/319156297780039680,44196397,2013-04-02 18:36:05+00:00,Tue Apr 02 18:36:05 +0000 2013,,@BjarteReve,,
+8377,elonmusk,BjarteReve,@BjarteReve July!,2,3,2,319153517111676928,https://twitter.com/elonmusk/status/319153517111676928,44196397,2013-04-02 18:25:02+00:00,Tue Apr 02 18:25:02 +0000 2013,,@BjarteReve,,
+8378,elonmusk,,Am headed to TX next week to thank people personally for supporting Tesla. Please head to SB 1659 @8am tomorrow #TeslaTX,69,47,41,319144496187187202,https://twitter.com/elonmusk/status/319144496187187202,44196397,2013-04-02 17:49:11+00:00,Tue Apr 02 17:49:11 +0000 2013,#TeslaTX,,,
+8379,elonmusk,,Certainly true that many people believe that Tesla and SpaceX are powered by the #hhgttg Infinite Improbability Drive :),150,127,43,319121972212690945,https://twitter.com/elonmusk/status/319121972212690945,44196397,2013-04-02 16:19:41+00:00,Tue Apr 02 16:19:41 +0000 2013,#hhgttg,,,
+8380,elonmusk,,Today's Tesla announcement is actually the 2nd in a 5 part trilogy (love Douglas Adams),111,90,38,319119973366784002,https://twitter.com/elonmusk/status/319119973366784002,44196397,2013-04-02 16:11:45+00:00,Tue Apr 02 16:11:45 +0000 2013,,,,
+8381,elonmusk,mpauldine,@mpauldine You never know ...,3,3,2,318888865668681728,https://twitter.com/elonmusk/status/318888865668681728,44196397,2013-04-02 00:53:24+00:00,Tue Apr 02 00:53:24 +0000 2013,,@mpauldine,,
+8382,elonmusk,stopman,@stopman Thanks Michael. Beauty of over the air software updates is that the product keeps improving even after you buy it.,5,12,2,318826190725074944,https://twitter.com/elonmusk/status/318826190725074944,44196397,2013-04-01 20:44:22+00:00,Mon Apr 01 20:44:22 +0000 2013,,@stopman,,
+8383,elonmusk,jeremys,@jeremys Thanks Jeremy! Good seeing you in LA. Awesome job with Yelp!,1,5,0,318820033839128576,https://twitter.com/elonmusk/status/318820033839128576,44196397,2013-04-01 20:19:54+00:00,Mon Apr 01 20:19:54 +0000 2013,,@jeremys,,
+8384,elonmusk,,"To be clear, Tesla is in California, so it is not April Fool's yet! Also, some may differ, but imo the Tues news is arguably more important.",77,63,51,318588682070269952,https://twitter.com/elonmusk/status/318588682070269952,44196397,2013-04-01 05:00:35+00:00,Mon Apr 01 05:00:35 +0000 2013,,,,
+8385,elonmusk,,First profitable Q for Tesla thanks to awesome customers & hard work by a super dedicated team,558,312,122,318586284065054720,https://twitter.com/elonmusk/status/318586284065054720,44196397,2013-04-01 04:51:03+00:00,Mon Apr 01 04:51:03 +0000 2013,,,,http://www.teslamotors.com/about/press/releases/tesla-model-s-sales-exceed-target
+8386,elonmusk,,About to do chocolate egg hunt with all the kids. Candy bonanza! Happy Easter!,20,55,21,318435934246944768,https://twitter.com/elonmusk/status/318435934246944768,44196397,2013-03-31 18:53:37+00:00,Sun Mar 31 18:53:37 +0000 2013,,,,
+8387,elonmusk,BobMetcalfe,"Thanks Bob “@BobMetcalfe: Tesla Takes on TX Dealer's Association (MA too) - Repeal anti-competitive dealer laws - http://bit.ly/169r2Fs""",48,19,15,318164425251110912,https://twitter.com/elonmusk/status/318164425251110912,44196397,2013-03-31 00:54:44+00:00,Sun Mar 31 00:54:44 +0000 2013,,@BobMetcalfe,,http://bit.ly/169r2Fs
+8388,elonmusk,elonmusk,"Sorry, correct link is: http://en.wikipedia.org/wiki/Eighty-third_Texas_Legislature",47,16,11,318122230758391808,https://twitter.com/elonmusk/status/318122230758391808,44196397,2013-03-30 22:07:04+00:00,Sat Mar 30 22:07:04 +0000 2013,,,,http://en.wikipedia.org/wiki/Eighty-third_Texas_Legislature
+8389,elonmusk,,"If you support Tesla in Texas, please contact your state Senate or House member. Free enterprise! http://en.wikipedia.org/wiki/Eighty-first_Texas_Legislature",126,44,34,318120401148465154,https://twitter.com/elonmusk/status/318120401148465154,44196397,2013-03-30 21:59:48+00:00,Sat Mar 30 21:59:48 +0000 2013,,,,http://en.wikipedia.org/wiki/Eighty-first_Texas_Legislature
+8390,elonmusk,,Auto dealers in Texas are trying to stop Tesla. Would appreciate your help in fighting for what's right http://wot.motortrend.com/tesla-takes-on-texas-dealers-association-349795.html#axzz2P3te9cYC,508,94,117,318118700806983680,https://twitter.com/elonmusk/status/318118700806983680,44196397,2013-03-30 21:53:03+00:00,Sat Mar 30 21:53:03 +0000 2013,,,,http://wot.motortrend.com/tesla-takes-on-texas-dealers-association-349795.html#axzz2P3te9cYC
+8391,elonmusk,,Rocket fairing almost ready for deployment test in vacuum chamber. Man lift on right for scale,179,217,46,317665357819154432,https://twitter.com/elonmusk/status/317665357819154432,44196397,2013-03-29 15:51:38+00:00,Fri Mar 29 15:51:38 +0000 2013,,,,
+8392,elonmusk,ErneX,Can't make this stuff up: “@ErneX: hah and that's the name of a fire extinguisher https://fireextinguisherdepot.com/fire-extinguishers-1/abc-fire-extinguishers-1/amerex-b456-abc-fire-extinguisher-10-lb-rechargeable-ul-rating-4a-40b-c.html”,12,14,7,317661456751550464,https://twitter.com/elonmusk/status/317661456751550464,44196397,2013-03-29 15:36:07+00:00,Fri Mar 29 15:36:07 +0000 2013,,@ErneX,,https://fireextinguisherdepot.com/fire-extinguishers-1/abc-fire-extinguishers-1/amerex-b456-abc-fire-extinguisher-10-lb-rechargeable-ul-rating-4a-40b-c.html
+8393,elonmusk,,A123 battery company renames itself B456 after bankruptcy (really).,314,127,60,317659286660595712,https://twitter.com/elonmusk/status/317659286660595712,44196397,2013-03-29 15:27:30+00:00,Fri Mar 29 15:27:30 +0000 2013,,,,
+8394,elonmusk,,Recovery ship has secured Dragon. Powering down all secondary systems. Cargo looks A ok.,170,100,48,316595382622765056,https://twitter.com/elonmusk/status/316595382622765056,44196397,2013-03-26 16:59:55+00:00,Tue Mar 26 16:59:55 +0000 2013,,,,
+8395,elonmusk,,Telemetry says main parachutes deployed ... now visually confirmed,76,38,24,316588335885856768,https://twitter.com/elonmusk/status/316588335885856768,44196397,2013-03-26 16:31:55+00:00,Tue Mar 26 16:31:55 +0000 2013,,,,
+8396,elonmusk,,Recovery ship just heard the sonic booms from Dragon reentry and has data transmission lock.,114,45,6,316588058021609472,https://twitter.com/elonmusk/status/316588058021609472,44196397,2013-03-26 16:30:49+00:00,Tue Mar 26 16:30:49 +0000 2013,,,,
+8397,elonmusk,,Dragon deorbit burn was good. All thrusters operating. On target for splashdown.,119,60,21,316585896814194688,https://twitter.com/elonmusk/status/316585896814194688,44196397,2013-03-26 16:22:14+00:00,Tue Mar 26 16:22:14 +0000 2013,,,,
+8398,elonmusk,,"Future will indeed be rooftop solar + battery pack, w utility company just providing backup power",383,227,85,316446454963122176,https://twitter.com/elonmusk/status/316446454963122176,44196397,2013-03-26 07:08:08+00:00,Tue Mar 26 07:08:08 +0000 2013,,,,http://www.fool.com/investing/general/2013/03/25/the-end-of-utilities.aspx
+8399,elonmusk,,Slight change of date to ensure no end of quarter distractions -- will be Tues next week.,59,35,39,316358938419400706,https://twitter.com/elonmusk/status/316358938419400706,44196397,2013-03-26 01:20:23+00:00,Tue Mar 26 01:20:23 +0000 2013,,,,
+8400,elonmusk,,Really exciting @TeslaMotors announcement coming on Thursday. Am going to put my money where my mouth is in v major way.,740,278,152,316260319360061440,https://twitter.com/elonmusk/status/316260319360061440,44196397,2013-03-25 18:48:30+00:00,Mon Mar 25 18:48:30 +0000 2013,,,,
+8401,elonmusk,,"There's crazy, there's batsh*t crazy, then there's North Korea crazy...",308,108,47,316229109862776833,https://twitter.com/elonmusk/status/316229109862776833,44196397,2013-03-25 16:44:29+00:00,Mon Mar 25 16:44:29 +0000 2013,,,,http://news.yahoo.com/blogs/lookout/north-korea-video-propaganda-us-troops-rockets-125355219.html
+8402,elonmusk,MichaelLindahl,@MichaelLindahl It will be slightly smaller w fewer features as std. Think Audi A4 or BMW 3 vs Model S being S7 or M5,4,11,3,315689366557188096,https://twitter.com/elonmusk/status/315689366557188096,44196397,2013-03-24 04:59:44+00:00,Sun Mar 24 04:59:44 +0000 2013,,@MichaelLindahl,,
+8403,elonmusk,FearlessFalk,@DeanJFalkenberg yep,1,6,2,315688846731902976,https://twitter.com/elonmusk/status/315688846731902976,44196397,2013-03-24 04:57:40+00:00,Sun Mar 24 04:57:40 +0000 2013,,,,
+8404,elonmusk,Nezheim,@Nezheim @jbmeicher sure :),2,2,1,315609388335366144,https://twitter.com/elonmusk/status/315609388335366144,44196397,2013-03-23 23:41:56+00:00,Sat Mar 23 23:41:56 +0000 2013,,@Nezheim @jbmeicher,,
+8405,elonmusk,jbmeicher,.@jbmeicher Model S works great in cold. Highest sales/capita are in Norway and we have a ton of customers in Canada.,43,23,32,315590420203700224,https://twitter.com/elonmusk/status/315590420203700224,44196397,2013-03-23 22:26:34+00:00,Sat Mar 23 22:26:34 +0000 2013,,@jbmeicher,,
+8406,elonmusk,,"But when considering savings of gas v electricity, true cost vs gas cars is more like $25k for a v sweet ride",38,37,28,315587700063363073,https://twitter.com/elonmusk/status/315587700063363073,44196397,2013-03-23 22:15:45+00:00,Sat Mar 23 22:15:45 +0000 2013,,,,
+8407,elonmusk,benmacy,.@benmacy $30k in 2013 $(ie + inflation) w 200+ mile range w some really cool tech that we can't talk about yet.,81,73,46,315587176597426176,https://twitter.com/elonmusk/status/315587176597426176,44196397,2013-03-23 22:13:40+00:00,Sat Mar 23 22:13:40 +0000 2013,,@benmacy,,
+8408,elonmusk,joshj_gt,".@joshj777 It has always been my dream to produce a low cost, compelling electric car. We are 3 to 4 years away. Wish it could be sooner.",153,88,55,315583897448632322,https://twitter.com/elonmusk/status/315583897448632322,44196397,2013-03-23 22:00:39+00:00,Sat Mar 23 22:00:39 +0000 2013,,,,
+8409,elonmusk,malkosh,@malkosh was this in a test drive car (those are all about to be upgraded) or a current customer car?,1,2,4,315571855752851456,https://twitter.com/elonmusk/status/315571855752851456,44196397,2013-03-23 21:12:48+00:00,Sat Mar 23 21:12:48 +0000 2013,,@malkosh,,
+8410,elonmusk,,Review of Tesla Model S by @RoadandTrack. Good article w minor errors addressed in reader comments http://www.roadandtrack.com/car-reviews/road-tests/road-test-2013-tesla-model-s,130,83,21,315568818833477633,https://twitter.com/elonmusk/status/315568818833477633,44196397,2013-03-23 21:00:44+00:00,Sat Mar 23 21:00:44 +0000 2013,,@RoadandTrack,,http://www.roadandtrack.com/car-reviews/road-tests/road-test-2013-tesla-model-s
+8411,elonmusk,,"When Shoemaker-Levy comet hit Jupiter in 94, it made an Earth size hole. We wd be super dead if it actually hit Earth http://en.wikipedia.org/wiki/Comet_Shoemaker%E2%80%93Levy_9",190,85,69,315258192949022720,https://twitter.com/elonmusk/status/315258192949022720,44196397,2013-03-23 00:26:25+00:00,Sat Mar 23 00:26:25 +0000 2013,,,,http://en.wikipedia.org/wiki/Comet_Shoemaker%E2%80%93Levy_9
+8412,elonmusk,BBCScienceNews,Probably true imo “@bbcscitech: Dinosaur-killing rock 'was a comet' http://bbc.in/15zdItz”,25,19,10,315252557884825601,https://twitter.com/elonmusk/status/315252557884825601,44196397,2013-03-23 00:04:01+00:00,Sat Mar 23 00:04:01 +0000 2013,,@bbcscitech,,http://bbc.in/15zdItz
+8413,elonmusk,,My talk at TED with @TEDchris http://on.ted.com/jU8R,409,430,67,314262567084249088,https://twitter.com/elonmusk/status/314262567084249088,44196397,2013-03-20 06:30:09+00:00,Wed Mar 20 06:30:09 +0000 2013,,@TEDchris,,http://on.ted.com/jU8R
+8414,elonmusk,Anthropic,"@Anthropic Yeah, Plum Brook Space Power Facility @NASA Glenn Research Center. Help from the Glenn team much appreciated.",3,9,0,314179636445712384,https://twitter.com/elonmusk/status/314179636445712384,44196397,2013-03-20 01:00:37+00:00,Wed Mar 20 01:00:37 +0000 2013,,@Anthropic @NASA,,
+8415,elonmusk,,Testing separation of F9 rocket fairing (can hold a city bus) in world's largest vacuum chamber,321,271,45,314177889245466625,https://twitter.com/elonmusk/status/314177889245466625,44196397,2013-03-20 00:53:40+00:00,Wed Mar 20 00:53:40 +0000 2013,,,,
+8416,elonmusk,,Sharing a metaphysical milkshake with @RainnWilson,232,158,40,313848068900532224,https://twitter.com/elonmusk/status/313848068900532224,44196397,2013-03-19 03:03:05+00:00,Tue Mar 19 03:03:05 +0000 2013,,@rainnwilson,,http://www.youtube.com/watch?v=Ns0IHCj2q-E&feature=youtu.be&a
+8417,elonmusk,JBSiegelMD,"@JBSiegelMD Cool, I'm glad you like it!",2,2,0,313357288985460740,https://twitter.com/elonmusk/status/313357288985460740,44196397,2013-03-17 18:32:54+00:00,Sun Mar 17 18:32:54 +0000 2013,,@JBSiegelMD,,
+8418,elonmusk,,Craig Venter talks about flu vaccines and the Tesla Model S. Gesundheit!,70,44,18,313354143152607232,https://twitter.com/elonmusk/status/313354143152607232,44196397,2013-03-17 18:20:24+00:00,Sun Mar 17 18:20:24 +0000 2013,,,,http://www.medscape.com/viewarticle/780324_2
+8419,elonmusk,,Using Über to order a Tesla Model S @SXSW with @shervin and @travisk,206,287,46,310550326900051969,https://twitter.com/elonmusk/status/310550326900051969,44196397,2013-03-10 00:39:02+00:00,Sun Mar 10 00:39:02 +0000 2013,,@sxsw @shervin @travisk,,
+8420,elonmusk,,The Johnny Cash hover slam!,422,207,115,310517571524915200,https://twitter.com/elonmusk/status/310517571524915200,44196397,2013-03-09 22:28:52+00:00,Sat Mar 09 22:28:52 +0000 2013,,,,http://youtu.be/2Ivr6JF1K-8
+8421,elonmusk,,Will show Johnny Cash hover slam rocket video for the first time in about 15 mins. Test footage only 36 hrs old. #SXSW,137,49,47,310478997077258241,https://twitter.com/elonmusk/status/310478997077258241,44196397,2013-03-09 19:55:35+00:00,Sat Mar 09 19:55:35 +0000 2013,#SXSW,,,
+8422,elonmusk,,Check out Model S at Tesla Austin Gallery at The Domain opening today! I will stop by this eve and tomorrow morning.,80,37,33,310079304602107904,https://twitter.com/elonmusk/status/310079304602107904,44196397,2013-03-08 17:27:21+00:00,Fri Mar 08 17:27:21 +0000 2013,,,,
+8423,elonmusk,sdvillella,@sdvillella nice pic!,4,7,0,310051925024452608,https://twitter.com/elonmusk/status/310051925024452608,44196397,2013-03-08 15:38:34+00:00,Fri Mar 08 15:38:34 +0000 2013,,@sdvillella,,
+8424,elonmusk,RebeccaJarvis,@RebeccaJarvis Not yet. I look forward to giving that a try.,0,4,0,310048970342809601,https://twitter.com/elonmusk/status/310048970342809601,44196397,2013-03-08 15:26:49+00:00,Fri Mar 08 15:26:49 +0000 2013,,@RebeccaJarvis,,
+8425,elonmusk,,Random trivia: my grandfather & great grandfather were both born in Minnesota. I was named after my GGF.,29,52,27,310047260958416897,https://twitter.com/elonmusk/status/310047260958416897,44196397,2013-03-08 15:20:02+00:00,Fri Mar 08 15:20:02 +0000 2013,,,,
+8426,elonmusk,,Minnesota auto dealers tried to pass legislation to block Tesla stores. Bill was just defeated in Senate. Thanks MN!,263,132,74,310046392653582336,https://twitter.com/elonmusk/status/310046392653582336,44196397,2013-03-08 15:16:35+00:00,Fri Mar 08 15:16:35 +0000 2013,,,,
+8427,elonmusk,Asherlaw,@Asherlaw SpaceX is expanding launch ops at Canaveral too. Need 2 locations to handle flight rate and avoid weather risk,4,2,3,310038397253210113,https://twitter.com/elonmusk/status/310038397253210113,44196397,2013-03-08 14:44:48+00:00,Fri Mar 08 14:44:48 +0000 2013,,@Asherlaw,,
+8428,elonmusk,,"Arrived Austin. Talking with TX House about creating an orbital launch complex near Brownsville, then #SXSW keynote tmrw",136,83,62,310036546327834625,https://twitter.com/elonmusk/status/310036546327834625,44196397,2013-03-08 14:37:27+00:00,Fri Mar 08 14:37:27 +0000 2013,#SXSW,,,
+8429,elonmusk,navidob,@navidob Pretty much. Couldn't leave the country of Ibsen without doing something cultural!,5,5,2,310031964663078913,https://twitter.com/elonmusk/status/310031964663078913,44196397,2013-03-08 14:19:15+00:00,Fri Mar 08 14:19:15 +0000 2013,,@navidob,,
+8430,elonmusk,,Saw a play about Stalin in Norwegian. Like watching mimes with emoticons doing Solzhenitsyn.,55,129,29,310027926668197889,https://twitter.com/elonmusk/status/310027926668197889,44196397,2013-03-08 14:03:12+00:00,Fri Mar 08 14:03:12 +0000 2013,,,,
+8431,elonmusk,,Am in Oslo to thank the Norwegian customers of @TeslaMotors personally. Highest Model S orders per capita in the world.,214,121,72,309435481165279233,https://twitter.com/elonmusk/status/309435481165279233,44196397,2013-03-06 22:49:02+00:00,Wed Mar 06 22:49:02 +0000 2013,,,,
+8432,elonmusk,,Just received #Dragon docking clearance from @NASA. Will begin orbital maneuvers to Space Station at 11pm Pacific time.,331,152,60,307958110474104832,https://twitter.com/elonmusk/status/307958110474104832,44196397,2013-03-02 20:58:29+00:00,Sat Mar 02 20:58:29 +0000 2013,#Dragon,@NASA,,
+8433,elonmusk,,Would also like to thank @USAirForce for allowing us to use their long range comm system for Dragon in free drift.,144,90,29,307633403195449344,https://twitter.com/elonmusk/status/307633403195449344,44196397,2013-03-01 23:28:13+00:00,Fri Mar 01 23:28:13 +0000 2013,,@usairforce,,
+8434,elonmusk,,Just want to say thanks to @NASA for being the world's coolest customer. Looking forward to delivering the goods!,411,245,37,307627922783600640,https://twitter.com/elonmusk/status/307627922783600640,44196397,2013-03-01 23:06:26+00:00,Fri Mar 01 23:06:26 +0000 2013,,@NASA,,
+8435,elonmusk,,Orbit raising burn successful. Dragon back on track.,637,240,110,307615430154022912,https://twitter.com/elonmusk/status/307615430154022912,44196397,2013-03-01 22:16:48+00:00,Fri Mar 01 22:16:48 +0000 2013,,,,
+8436,elonmusk,,Thruster pods one through four are now operating nominally. Preparing to raise orbit. All systems green.,540,246,124,307597163582590977,https://twitter.com/elonmusk/status/307597163582590977,44196397,2013-03-01 21:04:13+00:00,Fri Mar 01 21:04:13 +0000 2013,,,,
+8437,elonmusk,,Pods 1 and 4 now online and thrusters engaged. Dragon transitioned from free drift to active control. Yes!!,614,270,180,307580263637061633,https://twitter.com/elonmusk/status/307580263637061633,44196397,2013-03-01 19:57:04+00:00,Fri Mar 01 19:57:04 +0000 2013,,,,
+8438,elonmusk,,Attempting bring up of thruster pods 2 and 4,162,49,49,307536134215446528,https://twitter.com/elonmusk/status/307536134215446528,44196397,2013-03-01 17:01:42+00:00,Fri Mar 01 17:01:42 +0000 2013,,,,
+8439,elonmusk,,Solar array deployment successful,622,259,149,307533114035535872,https://twitter.com/elonmusk/status/307533114035535872,44196397,2013-03-01 16:49:42+00:00,Fri Mar 01 16:49:42 +0000 2013,,,,
+8440,elonmusk,,Thruster pod 3 tank pressure trending positive. Preparing to deploy solar arrays.,296,97,37,307530281290711042,https://twitter.com/elonmusk/status/307530281290711042,44196397,2013-03-01 16:38:27+00:00,Fri Mar 01 16:38:27 +0000 2013,,,,
+8441,elonmusk,,About to pass over Australia ground station and command inhibit override,196,42,44,307523715678212096,https://twitter.com/elonmusk/status/307523715678212096,44196397,2013-03-01 16:12:21+00:00,Fri Mar 01 16:12:21 +0000 2013,,,,
+8442,elonmusk,,Holding on solar array deployment until at least two thruster pods are active,232,47,23,307521854166417408,https://twitter.com/elonmusk/status/307521854166417408,44196397,2013-03-01 16:04:58+00:00,Fri Mar 01 16:04:58 +0000 2013,,,,
+8443,elonmusk,,Issue with Dragon thruster pods. System inhibiting three of four from initializing. About to command inhibit override.,593,77,63,307515784610058241,https://twitter.com/elonmusk/status/307515784610058241,44196397,2013-03-01 15:40:51+00:00,Fri Mar 01 15:40:51 +0000 2013,,,,
+8444,elonmusk,,Falcon 9 delivered Dragon to its target orbit. All good on the rocket.,314,119,60,307513668483047424,https://twitter.com/elonmusk/status/307513668483047424,44196397,2013-03-01 15:32:26+00:00,Fri Mar 01 15:32:26 +0000 2013,,,,
+8445,elonmusk,,T minus 22 mins to launch mission 3 to dock with the Space Station,416,235,50,307502809744551936,https://twitter.com/elonmusk/status/307502809744551936,44196397,2013-03-01 14:49:17+00:00,Fri Mar 01 14:49:17 +0000 2013,,,,
+8446,elonmusk,,Computer glitch found by @SpaceX avionics while bench testing on IM. Couldn't replicate on vehicle. Launch proceeding...,76,44,13,307406661688127488,https://twitter.com/elonmusk/status/307406661688127488,44196397,2013-03-01 08:27:14+00:00,Fri Mar 01 08:27:14 +0000 2013,,@SpaceX,,
+8447,elonmusk,,Launch on track for tomorrow morning at 10:10 am Cape Canaveral time,176,74,53,307361875782402048,https://twitter.com/elonmusk/status/307361875782402048,44196397,2013-03-01 05:29:16+00:00,Fri Mar 01 05:29:16 +0000 2013,,,,
+8448,elonmusk,andrewliebchen,"@andrewliebchen @_chrissimmons Exactly. Then no need for clean energy subsidies, as externality is priced into mkt behavior",7,4,7,306612536973856768,https://twitter.com/elonmusk/status/306612536973856768,44196397,2013-02-27 03:51:40+00:00,Wed Feb 27 03:51:40 +0000 2013,,@andrewliebchen,,
+8449,elonmusk,SimmonsWard4,"@_ChrisSimmons A carbon tax would affect coal even more than gasoline, so electricity would also become more expensive",3,2,1,306608592100941824,https://twitter.com/elonmusk/status/306608592100941824,44196397,2013-02-27 03:35:59+00:00,Wed Feb 27 03:35:59 +0000 2013,,,,
+8450,elonmusk,,"One often hears that there is no point in a US carbon tax unless China acts. Well, they just did http://slate.me/ZGAPVz",545,152,54,306591715077271553,https://twitter.com/elonmusk/status/306591715077271553,44196397,2013-02-27 02:28:55+00:00,Wed Feb 27 02:28:55 +0000 2013,,,,http://slate.me/ZGAPVz
+8451,elonmusk,,"Rocket static fire @SpaceX Cape Canaveral launch pad looks good. Engines generated 433 tons of thrust, parameters nominal.",252,184,25,306193893890863104,https://twitter.com/elonmusk/status/306193893890863104,44196397,2013-02-26 00:08:07+00:00,Tue Feb 26 00:08:07 +0000 2013,,@SpaceX,,
+8452,elonmusk,FaeLoba,"@FaeLoba Best is winning competitions like Formula SAE, design/build/fly or other evidence of exceptional eng ability",5,4,1,305971647561752576,https://twitter.com/elonmusk/status/305971647561752576,44196397,2013-02-25 09:25:00+00:00,Mon Feb 25 09:25:00 +0000 2013,,@FaeLoba,,
+8453,elonmusk,EricIdle,"@EricIdle Cool! Btw, thought you might appreciate that 1st flight of Dragon spacecraft carried a large wheel of cheese :)",9,13,6,305172926762725376,https://twitter.com/elonmusk/status/305172926762725376,44196397,2013-02-23 04:31:10+00:00,Sat Feb 23 04:31:10 +0000 2013,,@EricIdle,,
+8454,elonmusk,,Thanks @CNBC! “@Lebeaucarnews: The Model S delivered what @elonmusk promised. A ride to make you re-think going electric.”,99,50,12,304004275921625090,https://twitter.com/elonmusk/status/304004275921625090,44196397,2013-02-19 23:07:22+00:00,Tue Feb 19 23:07:22 +0000 2013,,@CNBC @Lebeaucarnews @elonmusk,,
+8455,elonmusk,,Appreciate thoughtful @Sulliview article. Faith in @nytimes restored.,96,49,34,303585941304537090,https://twitter.com/elonmusk/status/303585941304537090,44196397,2013-02-18 19:25:03+00:00,Mon Feb 18 19:25:03 +0000 2013,,@Sulliview @nytimes,,
+8456,elonmusk,,Revolutions don't happen if you just roll over to the powers that be. Got to fight for what you believe. That's why,386,183,77,302591854262767616,https://twitter.com/elonmusk/status/302591854262767616,44196397,2013-02-16 01:34:54+00:00,Sat Feb 16 01:34:54 +0000 2013,,,,http://www.mercurynews.com/breaking-news/ci_22601708/tesla-ceo-elon-musk-is-right-battle-bad
+8457,elonmusk,,"Genius move “@cdabel114: @CNN Well, to be fair, they did use the controversial gimmick of actually charging up the car”",88,49,12,302341780479823872,https://twitter.com/elonmusk/status/302341780479823872,44196397,2013-02-15 09:01:12+00:00,Fri Feb 15 09:01:12 +0000 2013,,@cdabel114 @CNN,,
+8458,elonmusk,,CNN about halfway through East Coast Supercharger test drive of @TeslaMotors Model S w @PeterDrives &amp; @AbigailBassett,62,27,32,302235336514342912,https://twitter.com/elonmusk/status/302235336514342912,44196397,2013-02-15 01:58:14+00:00,Fri Feb 15 01:58:14 +0000 2013,,@PeterDrives @AbigailBassett,,
+8459,elonmusk,,Testing the Model S on a surface of pure ice and snow,91,86,42,302179853388619777,https://twitter.com/elonmusk/status/302179853388619777,44196397,2013-02-14 22:17:45+00:00,Thu Feb 14 22:17:45 +0000 2013,,,,http://www.youtube.com/watch?v=i0sflIrq_UM
+8460,elonmusk,,"Btw, more free East Coast Superchargers coming soon. Will allow lower initial charge, v high speed trip & long detours, like NYTimes drive.",96,56,41,301064882655207426,https://twitter.com/elonmusk/status/301064882655207426,44196397,2013-02-11 20:27:16+00:00,Mon Feb 11 20:27:16 +0000 2013,,,,
+8461,elonmusk,batasrki,"@batasrki Yeah, Top Gear pretended the Tesla Roadster ran out of charge and they had to push it home. Logs showed 50 miles range left.",34,14,8,301054791432417280,https://twitter.com/elonmusk/status/301054791432417280,44196397,2013-02-11 19:47:10+00:00,Mon Feb 11 19:47:10 +0000 2013,,@batasrki,,
+8462,elonmusk,tomleykis,@tomleykis Thanks Tom! Support of real Tesla customers like yourself who drive the car every day is v much appreciated.,7,6,2,301054021928640512,https://twitter.com/elonmusk/status/301054021928640512,44196397,2013-02-11 19:44:06+00:00,Mon Feb 11 19:44:06 +0000 2013,,@tomleykis,,
+8463,elonmusk,,"Tesla data logging is only turned on with explicit written permission from customers, but after Top Gear BS, we always keep it on for media.",363,169,75,301053361157988352,https://twitter.com/elonmusk/status/301053361157988352,44196397,2013-02-11 19:41:29+00:00,Mon Feb 11 19:41:29 +0000 2013,,,,
+8464,elonmusk,,"Tesla blog coming soon detailing what actually happened on Broder's NYTimes ""range test"". Also lining up other journalists to do same drive.",201,96,76,301050531923779585,https://twitter.com/elonmusk/status/301050531923779585,44196397,2013-02-11 19:30:14+00:00,Mon Feb 11 19:30:14 +0000 2013,,,,
+8465,elonmusk,,NYTimes article about Tesla range in cold is fake. Vehicle logs tell true story that he didn't actually charge to max & took a long detour.,962,331,136,301049593385340928,https://twitter.com/elonmusk/status/301049593385340928,44196397,2013-02-11 19:26:30+00:00,Mon Feb 11 19:26:30 +0000 2013,,,,
+8466,elonmusk,,"Busted “@TheOnion: Barack Obama: 'Look, I'm Just Going To Say It: I Collect Antique Nazi Memorabilia' http://onion.com/Wtrvzw”",57,28,9,300664934663061505,https://twitter.com/elonmusk/status/300664934663061505,44196397,2013-02-10 17:58:01+00:00,Sun Feb 10 17:58:01 +0000 2013,,@TheOnion,,http://onion.com/Wtrvzw
+8467,elonmusk,,Next Grasshopper rocket test is called the Johnny Cash Hover Slam (yeah baby!). Might be our first smoking crater...,222,98,60,300234184193105920,https://twitter.com/elonmusk/status/300234184193105920,44196397,2013-02-09 13:26:22+00:00,Sat Feb 09 13:26:22 +0000 2013,,,,
+8468,elonmusk,,SpaceX software engineering is doing an AMA on Reddit,162,80,12,299961897426505729,https://twitter.com/elonmusk/status/299961897426505729,44196397,2013-02-08 19:24:24+00:00,Fri Feb 08 19:24:24 +0000 2013,,,,http://www.reddit.com/r/IAmA/comments/1853ap/we_are_spacex_software_engineers_we_launch/
+8469,elonmusk,,Our Great^n Grandfather,21,34,5,299961175490297856,https://twitter.com/elonmusk/status/299961175490297856,44196397,2013-02-08 19:21:31+00:00,Fri Feb 08 19:21:31 +0000 2013,,,,http://www.nytimes.com/2013/02/08/science/common-ancestor-of-mammals-plucked-from-obscurity.html?_r=0
+8470,elonmusk,,"No, they are not “@AutoblogGreen: Are electric vehicles really a 'dead end'? @Reuters sure thinks so http://aol.it/Y9nYoz”",105,58,45,299779101366030336,https://twitter.com/elonmusk/status/299779101366030336,44196397,2013-02-08 07:18:02+00:00,Fri Feb 08 07:18:02 +0000 2013,,@AutoblogGreen @Reuters,,http://aol.it/Y9nYoz
+8471,elonmusk,,"Wow, 180,000 American killed by other Americans since 9/11 vs only 33 by muslim terrorists",1643,363,69,298338092652318720,https://twitter.com/elonmusk/status/298338092652318720,44196397,2013-02-04 07:51:58+00:00,Mon Feb 04 07:51:58 +0000 2013,,,,http://www.wired.com/dangerroom/2013/02/american-muslim-terrorism/?cid=co5626214
+8472,elonmusk,,Great spirit here in the Superdome. Awesome rally by the @49ers!! #SB47,27,31,15,298266134128496641,https://twitter.com/elonmusk/status/298266134128496641,44196397,2013-02-04 03:06:02+00:00,Mon Feb 04 03:06:02 +0000 2013,#SB47,@49ers,,
+8473,elonmusk,,I love indoor flamethrowers,113,631,43,298252558332485635,https://twitter.com/elonmusk/status/298252558332485635,44196397,2013-02-04 02:12:06+00:00,Mon Feb 04 02:12:06 +0000 2013,,,,
+8474,elonmusk,,My thoughts on the nature of the issue with the battery pack supplied to Boeing,357,152,45,296466962899402752,https://twitter.com/elonmusk/status/296466962899402752,44196397,2013-01-30 03:56:46+00:00,Wed Jan 30 03:56:46 +0000 2013,,,,http://www.flightglobal.com/news/articles/elon-musk-boeing-787-battery-fundamentally-unsafe-381627/
+8475,elonmusk,,Desire to help Boeing is real & am corresponding w 787 chief engineer. Junod's Esquire article had high fiction content.,207,108,35,295162137297428480,https://twitter.com/elonmusk/status/295162137297428480,44196397,2013-01-26 13:31:52+00:00,Sat Jan 26 13:31:52 +0000 2013,,,,
+8476,elonmusk,,"Maybe already under control, but Tesla & SpaceX are happy to help with the 787 lithium ion batteries.",579,245,71,292321606376779776,https://twitter.com/elonmusk/status/292321606376779776,44196397,2013-01-18 17:24:36+00:00,Fri Jan 18 17:24:36 +0000 2013,,,,
+8477,elonmusk,,What it feels like to ride a rocket,177,119,42,291332638407528448,https://twitter.com/elonmusk/status/291332638407528448,44196397,2013-01-15 23:54:48+00:00,Tue Jan 15 23:54:48 +0000 2013,,,,http://youtu.be/nUV6oqCFrFU
+8478,elonmusk,,"To be super clear, I don't wish to (nor could I) mandate anything about a Mars Colony. Am just working on the tech to get people there.",181,89,60,289423253859082240,https://twitter.com/elonmusk/status/289423253859082240,44196397,2013-01-10 17:27:35+00:00,Thu Jan 10 17:27:35 +0000 2013,,,,
+8479,elonmusk,,"Also, I am not the kale eating overlord of Mars (altho kale has its moments) http://www.thejanedough.com/peta-mars-vegan/",64,56,45,289281686548647936,https://twitter.com/elonmusk/status/289281686548647936,44196397,2013-01-10 08:05:03+00:00,Thu Jan 10 08:05:03 +0000 2013,,,,http://www.thejanedough.com/peta-mars-vegan/
+8480,elonmusk,,"Nice story about a Model S coast to coast road trip. By end of year, it will be Superchargers all the way!",155,62,31,287261992476098560,https://twitter.com/elonmusk/status/287261992476098560,44196397,2013-01-04 18:19:30+00:00,Fri Jan 04 18:19:30 +0000 2013,,,,http://www.greencarreports.com/news/1081387_tesla-model-s-owner-drives-coast-to-coast-electrically-again
+8481,elonmusk,,This gives a sense of what Mars would look like after changing the climate to sustain life,302,156,36,287033019255115777,https://twitter.com/elonmusk/status/287033019255115777,44196397,2013-01-04 03:09:39+00:00,Fri Jan 04 03:09:39 +0000 2013,,,,http://m.theatlantic.com/technology/archive/2013/01/a-martian-dream-heres-what-the-red-planet-would-look-like-with-earth-like-oceans-and-life/266791/
+8482,elonmusk,,Death Valley restored to position of world's hottest place,44,19,15,285026647151894528,https://twitter.com/elonmusk/status/285026647151894528,44196397,2012-12-29 14:17:02+00:00,Sat Dec 29 14:17:02 +0000 2012,,,,http://www.nytimes.com/2012/12/29/science/earth/death-valley-temperature-record-is-restored.html?nl=todaysheadlines&emc=edit_th_20121229&_r=0
+8483,elonmusk,,CA's Death Valley is #1 again! Tesla hot weather testing was done there. Model S was fine but gas tow truck overheated.,122,41,22,285026400078016512,https://twitter.com/elonmusk/status/285026400078016512,44196397,2012-12-29 14:16:03+00:00,Sat Dec 29 14:16:03 +0000 2012,,,,
+8484,elonmusk,KarlSchroeder,@KarlSchroeder Interesting premise. I will read it.,2,3,4,283703150123315200,https://twitter.com/elonmusk/status/283703150123315200,44196397,2012-12-25 22:37:56+00:00,Tue Dec 25 22:37:56 +0000 2012,,@KarlSchroeder,,
+8485,elonmusk,TristanLaurent,@TristanLaurent V cute! Merry Xmas.,1,2,1,283694250980429824,https://twitter.com/elonmusk/status/283694250980429824,44196397,2012-12-25 22:02:34+00:00,Tue Dec 25 22:02:34 +0000 2012,,@TristanLaurent,,
+8486,elonmusk,,Cowboy riding the rocket no problemo,167,171,30,283040346538115075,https://twitter.com/elonmusk/status/283040346538115075,44196397,2012-12-24 02:44:12+00:00,Mon Dec 24 02:44:12 +0000 2012,,,,
+8487,elonmusk,,Single camera view of the 40 meter rocket hover,206,107,31,283037363763032066,https://twitter.com/elonmusk/status/283037363763032066,44196397,2012-12-24 02:32:20+00:00,Mon Dec 24 02:32:20 +0000 2012,,,,http://youtu.be/Zz-NYeH-CEY
+8488,elonmusk,,Then we took him for a ride: 40 meter hover flight vid of the SpaceX Grasshopper test rocket,321,142,49,283034463372464129,https://twitter.com/elonmusk/status/283034463372464129,44196397,2012-12-24 02:20:49+00:00,Mon Dec 24 02:20:49 +0000 2012,,,,http://youtu.be/B4PEXLODw9c
+8489,elonmusk,,"To provide a little perspective on the size of Grasshopper, we added a 6 ft cowboy to the rocket",212,223,27,283032287602413568,https://twitter.com/elonmusk/status/283032287602413568,44196397,2012-12-24 02:12:11+00:00,Mon Dec 24 02:12:11 +0000 2012,,,,
+8490,elonmusk,,Very much agree with this great review of Chasing Ice on Ars Technica,51,28,9,281541900916371457,https://twitter.com/elonmusk/status/281541900916371457,44196397,2012-12-19 23:29:54+00:00,Wed Dec 19 23:29:54 +0000 2012,,,,http://arstechnica.com/science/2012/12/glacier-documentary-chasing-ice-is-stunning-somber/
+8491,elonmusk,,"Thanks! “@ev: Have driven a Tesla Model S 50 miles now. It's clearly the iPhone of cars—by far the best car ever made.""",91,68,27,281207435140685824,https://twitter.com/elonmusk/status/281207435140685824,44196397,2012-12-19 01:20:51+00:00,Wed Dec 19 01:20:51 +0000 2012,,@ev,,
+8492,elonmusk,,A beautiful and awe-inspiring view of Earth from the International Space Station,338,198,20,280739170903789568,https://twitter.com/elonmusk/status/280739170903789568,44196397,2012-12-17 18:20:08+00:00,Mon Dec 17 18:20:08 +0000 2012,,,,http://youtu.be/3burujJOWRA
+8493,elonmusk,,Good piece on volcanoes “@DanRetz: The USGS would seem to disagree. http://volcanoes.usgs.gov/hazards/gas/climate.php”,13,20,6,279598935641833474,https://twitter.com/elonmusk/status/279598935641833474,44196397,2012-12-14 14:49:15+00:00,Fri Dec 14 14:49:15 +0000 2012,,@danretz,,http://volcanoes.usgs.gov/hazards/gas/climate.php
+8494,elonmusk,prbowman,@prbowman Roughly equivalent to a 747 flight from LA to London (one way).,0,6,2,279597699945361408,https://twitter.com/elonmusk/status/279597699945361408,44196397,2012-12-14 14:44:20+00:00,Fri Dec 14 14:44:20 +0000 2012,,@prbowman,,
+8495,elonmusk,ImprobableToad,@ImprobableToad That's why I'm a believer in solar power. We have a giant fusion reactor conveniently located in the sky.,10,9,1,279597307673067520,https://twitter.com/elonmusk/status/279597307673067520,44196397,2012-12-14 14:42:47+00:00,Fri Dec 14 14:42:47 +0000 2012,,@ImprobableToad,,
+8496,elonmusk,,"Exactly MT ""@DanRetz IMHO: continuing the uncontrolled experiment of adding co2 to atmosphere is a bad idea.”",59,21,20,279591897473896448,https://twitter.com/elonmusk/status/279591897473896448,44196397,2012-12-14 14:21:17+00:00,Fri Dec 14 14:21:17 +0000 2012,,@danretz,,
+8497,elonmusk,,It is hard to argue with a thermometer. Global warming is real and accelerating. Wish it wasn't.,151,43,26,279586009954516992,https://twitter.com/elonmusk/status/279586009954516992,44196397,2012-12-14 13:57:53+00:00,Fri Dec 14 13:57:53 +0000 2012,,,,http://news.yahoo.com/ap-gfk-poll-science-doubters-world-warming-080143113.html
+8498,elonmusk,,Cool video recap of the big events of the year by Google #Zeitgeist2012 http://google.com/zeitgeist/2012,123,63,13,278953918338326528,https://twitter.com/elonmusk/status/278953918338326528,44196397,2012-12-12 20:06:11+00:00,Wed Dec 12 20:06:11 +0000 2012,#Zeitgeist2012,,,http://google.com/zeitgeist/2012
+8499,elonmusk,Neowolf2,"@Neowolf2 Relative to kerosene, methane is not prone to coking, but we would run v high purity anyway for max Isp.",0,4,0,278918251730305025,https://twitter.com/elonmusk/status/278918251730305025,44196397,2012-12-12 17:44:27+00:00,Wed Dec 12 17:44:27 +0000 2012,,@Neowolf2,,
+8500,elonmusk,chrisbrandow,"@chrisbrandow @TEA_in_Space Yup or Douglas Aircraft, creator of the awesome DC-3 http://en.wikipedia.org/wiki/Douglas_Aircraft_Company",0,3,2,278917332657651712,https://twitter.com/elonmusk/status/278917332657651712,44196397,2012-12-12 17:40:48+00:00,Wed Dec 12 17:40:48 +0000 2012,,@chrisbrandow @TEA_in_Space,,http://en.wikipedia.org/wiki/Douglas_Aircraft_Company
+8501,elonmusk,TEA_in_Space,"My big worry would be long (hopefully) term when I'm dead, eg v sad situation with once great HP @TEA_in_Space",10,6,6,278915899501727744,https://twitter.com/elonmusk/status/278915899501727744,44196397,2012-12-12 17:35:07+00:00,Wed Dec 12 17:35:07 +0000 2012,,@TEA_in_Space,,
+8502,elonmusk,,"SpaceX will go public at some point, as I think it should ultimately be owned primarily by the public ""@bm_ will SpaceX go public?""",157,68,29,278913921891586049,https://twitter.com/elonmusk/status/278913921891586049,44196397,2012-12-12 17:27:15+00:00,Wed Dec 12 17:27:15 +0000 2012,,,,
+8503,elonmusk,BudapesTourist,"@IntlManOfRealty Best to study some form of engineering, which is the art of creating useful things that didn't exist before.",10,13,4,278910847768739840,https://twitter.com/elonmusk/status/278910847768739840,44196397,2012-12-12 17:15:02+00:00,Wed Dec 12 17:15:02 +0000 2012,,,,
+8504,elonmusk,,"Tesla articles 30 mins apart: ""This Stock is Screaming Buy"" http://bit.ly/W6cBOV and ""This Stock Could Get DESTROYED"" http://bit.ly/UU2xK4",61,43,38,278910105804734464,https://twitter.com/elonmusk/status/278910105804734464,44196397,2012-12-12 17:12:05+00:00,Wed Dec 12 17:12:05 +0000 2012,,,,"http://bit.ly/W6cBOV,http://bit.ly/UU2xK4"
+8505,elonmusk,,Tesla was just approved for a full Class 1 Massachusetts Auto Sales License by a vote of 4 to 1. Much appreciated!,217,104,53,278331899133452288,https://twitter.com/elonmusk/status/278331899133452288,44196397,2012-12-11 02:54:30+00:00,Tue Dec 11 02:54:30 +0000 2012,,,,
+8506,elonmusk,,"Told my kids (age 8 and 6) that we were going to see the Nutcracker, which somehow got translated as the Buttcracker.",122,116,47,277913865688346624,https://twitter.com/elonmusk/status/277913865688346624,44196397,2012-12-09 23:13:23+00:00,Sun Dec 09 23:13:23 +0000 2012,,,,
+8507,elonmusk,,Congrats to @dmetcalf for being the first to drive a Tesla Model S over 400 miles on a single charge!,174,66,26,277693768583491584,https://twitter.com/elonmusk/status/277693768583491584,44196397,2012-12-09 08:38:48+00:00,Sun Dec 09 08:38:48 +0000 2012,,@dmetcalf,,
+8508,elonmusk,,Interesting possible answer to the Fermi Paradox http://news.discovery.com/space/do-robots-rule-the-galaxy-121201.html,165,120,48,276194361442705408,https://twitter.com/elonmusk/status/276194361442705408,44196397,2012-12-05 05:20:41+00:00,Wed Dec 05 05:20:41 +0000 2012,,,,http://news.discovery.com/space/do-robots-rule-the-galaxy-121201.html
+8509,elonmusk,,Am happy to report that Tesla was narrowly cash flow positive last week. Continued improvement expected through year end.,708,358,124,275821969415483393,https://twitter.com/elonmusk/status/275821969415483393,44196397,2012-12-04 04:40:56+00:00,Tue Dec 04 04:40:56 +0000 2012,,,,
+8510,elonmusk,,Uranium ore now available on Amazon! So much more convenient than Uzbekistan #AwesomeXmasGifts,699,151,68,275346615634624514,https://twitter.com/elonmusk/status/275346615634624514,44196397,2012-12-02 21:12:03+00:00,Sun Dec 02 21:12:03 +0000 2012,#AwesomeXmasGifts,,,http://www.amazon.com/gp/product/B000796XXM/ref=oh_details_o03_s00_i00
+8511,elonmusk,shervin,@shervin Thanks Shervin!,2,3,3,274090388669734912,https://twitter.com/elonmusk/status/274090388669734912,44196397,2012-11-29 10:00:15+00:00,Thu Nov 29 10:00:15 +0000 2012,,@shervin,,
+8512,elonmusk,,"Can't put my finger on it, but for some reason the newsstand is looking particularly good right now",684,607,126,273596976526942209,https://twitter.com/elonmusk/status/273596976526942209,44196397,2012-11-28 01:19:37+00:00,Wed Nov 28 01:19:37 +0000 2012,,,,
+8513,elonmusk,,"But if humanity wishes to become a multi-planet species, then we must figure out how to move millions of people to Mars.",364,173,153,273486358411087872,https://twitter.com/elonmusk/status/273486358411087872,44196397,2012-11-27 18:00:03+00:00,Tue Nov 27 18:00:03 +0000 2012,,,,
+8514,elonmusk,,"And, yes, I do in fact know that this sounds crazy. That is not lost on me. Nor I do think SpaceX will do this alone.",136,76,80,273485219162648576,https://twitter.com/elonmusk/status/273485219162648576,44196397,2012-11-27 17:55:32+00:00,Tue Nov 27 17:55:32 +0000 2012,,,,
+8515,elonmusk,,"Millions of people needed for Mars colony, so 80k+ would just be the number moving to Mars per year",641,203,84,273483420468932608,https://twitter.com/elonmusk/status/273483420468932608,44196397,2012-11-27 17:48:23+00:00,Tue Nov 27 17:48:23 +0000 2012,,,,http://news.yahoo.com/huge-mars-colony-eyed-spacex-founder-elon-musk-120626263.html
+8516,elonmusk,,Short vid of the recent @SpaceX mission to the Intl Space Station http://www.youtube.com/watch?v=K0wZ1MOzFSU&amp;feature=youtu.be,209,138,27,272518429368541184,https://twitter.com/elonmusk/status/272518429368541184,44196397,2012-11-25 01:53:51+00:00,Sun Nov 25 01:53:51 +0000 2012,,@SpaceX,,http://www.youtube.com/watch?v=K0wZ1MOzFSU&feature=youtu.be
+8517,elonmusk,cthorm,@cthorm SS Heart of Gold powered by the Infinite Improbability Drive!,2,9,1,272129332565123072,https://twitter.com/elonmusk/status/272129332565123072,44196397,2012-11-24 00:07:43+00:00,Sat Nov 24 00:07:43 +0000 2012,,@cthorm,,
+8518,elonmusk,,My talk for the Royal Aeronautical Society is now online. This gets a little more technical. http://bit.ly/Y8Enhz,106,148,17,272063241780338688,https://twitter.com/elonmusk/status/272063241780338688,44196397,2012-11-23 19:45:06+00:00,Fri Nov 23 19:45:06 +0000 2012,,,,http://bit.ly/Y8Enhz
+8519,elonmusk,,"Liam Neeson's ""Life's Too Short"" sketch is super funny http://www.youtube.com/watch?v=lldrizLu_d8",94,128,11,271814339969826817,https://twitter.com/elonmusk/status/271814339969826817,44196397,2012-11-23 03:16:03+00:00,Fri Nov 23 03:16:03 +0000 2012,,,,http://www.youtube.com/watch?v=lldrizLu_d8
+8520,elonmusk,,On the plus side...“@newscientist: #Climate change has a silver lining: supersized sweet potatoes http://bit.ly/Sd3dcy”,67,14,15,271652314744487936,https://twitter.com/elonmusk/status/271652314744487936,44196397,2012-11-22 16:32:13+00:00,Thu Nov 22 16:32:13 +0000 2012,#Climate,@newscientist,,http://bit.ly/Sd3dcy
+8521,elonmusk,,Gave a talk on energy and transport at Oxford Univ,107,115,19,271642966442000385,https://twitter.com/elonmusk/status/271642966442000385,44196397,2012-11-22 15:55:04+00:00,Thu Nov 22 15:55:04 +0000 2012,,,,http://ow.ly/fuDdG
+8522,elonmusk,Thomas_Tregner,@Thomas_Tregner Exactly!,0,2,2,271119275673145344,https://twitter.com/elonmusk/status/271119275673145344,44196397,2012-11-21 05:14:07+00:00,Wed Nov 21 05:14:07 +0000 2012,,@Thomas_Tregner,,
+8523,elonmusk,,Love this picture of the Curiousity rover on Mars. Landscape looks just like the California desert.,357,373,85,271085808155500544,https://twitter.com/elonmusk/status/271085808155500544,44196397,2012-11-21 03:01:08+00:00,Wed Nov 21 03:01:08 +0000 2012,,,,
+8524,elonmusk,,"Btw, I don't think Apple is doomed. Just won't unseat Google from 1st place with Larry P in charge.",105,72,40,270972990756364288,https://twitter.com/elonmusk/status/270972990756364288,44196397,2012-11-20 19:32:50+00:00,Tue Nov 20 19:32:50 +0000 2012,,,,http://www.businessinsider.com/elon-musk-apple-is-doomed-without-steve-jobs-2012-11
+8525,elonmusk,,"Mass. judge denies auto dealers' demand to kill our little Tesla store. Yay, justice prevails! http://www.autonews.com/apps/pbcs.dll/article?AID=/20121120/RETAIL07/121129989/mass-judge-denies-dealers-request-for-injunction-on-tesla-store",178,86,38,270970389394518016,https://twitter.com/elonmusk/status/270970389394518016,44196397,2012-11-20 19:22:29+00:00,Tue Nov 20 19:22:29 +0000 2012,,,,http://www.autonews.com/apps/pbcs.dll/article?AID=/20121120/RETAIL07/121129989/mass-judge-denies-dealers-request-for-injunction-on-tesla-store
+8526,elonmusk,YOUSRC,"@YOUSRC Amos's article was fair, but his editor chose a more sensational headline &amp; used quotes even though I didn't actually say that.",3,3,2,270781533739175937,https://twitter.com/elonmusk/status/270781533739175937,44196397,2012-11-20 06:52:03+00:00,Tue Nov 20 06:52:03 +0000 2012,,@YOUSRC,,
+8527,elonmusk,,These articles in Space News describe why Ariane 6 vs 5: http://www.spacenews.com/article/citing-spacex-threat-lawmakers-in-france-urge-early-ariane-6-start and,39,34,8,270778128643809282,https://twitter.com/elonmusk/status/270778128643809282,44196397,2012-11-20 06:38:31+00:00,Tue Nov 20 06:38:31 +0000 2012,,,,"http://www.spacenews.com/article/citing-spacex-threat-lawmakers-in-france-urge-early-ariane-6-start,http://www.spacenews.com/article/next-generation-ariane-tops-agenda-esa-ministerial"
+8528,elonmusk,,"Was misquoted by BBC as saying ""Europe's rocket has no chance"". Just said the [Franco-German] Ariane 5 has no chance, so go with Ariane 6.",102,34,22,270776170184847360,https://twitter.com/elonmusk/status/270776170184847360,44196397,2012-11-20 06:30:44+00:00,Tue Nov 20 06:30:44 +0000 2012,,,,
+8529,elonmusk,,"Just returned from a trip to London and Oxford, where I met with many interesting people. I really like Britain!",48,77,36,270421087202992128,https://twitter.com/elonmusk/status/270421087202992128,44196397,2012-11-19 06:59:46+00:00,Mon Nov 19 06:59:46 +0000 2012,,,,
+8530,elonmusk,,Original article on Model S from @consumerreports: http://bit.ly/ZKeMKf,85,33,10,269259128277463040,https://twitter.com/elonmusk/status/269259128277463040,44196397,2012-11-16 02:02:33+00:00,Fri Nov 16 02:02:33 +0000 2012,,@ConsumerReports,,http://bit.ly/ZKeMKf
+8531,elonmusk,,Sounds like Consumer Reports had a good experience with the Tesla Model S http://m.usatoday.com/article/news/1706165,90,36,37,269249710949289984,https://twitter.com/elonmusk/status/269249710949289984,44196397,2012-11-16 01:25:08+00:00,Fri Nov 16 01:25:08 +0000 2012,,,,http://m.usatoday.com/article/news/1706165
+8532,elonmusk,,"Cool story about a @SolarCity installation after hurricane Sandy. Good going, guys! http://www.teslamotors.com/forum/forums/solar-city-story",74,47,9,268210066300235776,https://twitter.com/elonmusk/status/268210066300235776,44196397,2012-11-13 04:33:57+00:00,Tue Nov 13 04:33:57 +0000 2012,,@solarcity,,http://www.teslamotors.com/forum/forums/solar-city-story
+8533,elonmusk,,Alexander Hamilton was awesome,102,85,16,267909403469021184,https://twitter.com/elonmusk/status/267909403469021184,44196397,2012-11-12 08:39:13+00:00,Mon Nov 12 08:39:13 +0000 2012,,,,http://www.nytimes.com/2012/11/12/opinion/mr-hamiltons-growth-strategy.html?nl=todaysheadlines&emc=edit_th_20121112
+8534,elonmusk,,View of Grasshopper test rocket from the water tower. Note SUV and person nearby for sense of size.,212,144,31,266295618702553088,https://twitter.com/elonmusk/status/266295618702553088,44196397,2012-11-07 21:46:38+00:00,Wed Nov 07 21:46:38 +0000 2012,,,,
+8535,elonmusk,,"Good skit by Henri, Le Chat Noir. Camus in cat form!",46,60,13,265708137435258880,https://twitter.com/elonmusk/status/265708137435258880,44196397,2012-11-06 06:52:11+00:00,Tue Nov 06 06:52:11 +0000 2012,,,,http://youtu.be/R_fUsssnHPw
+8536,elonmusk,Jack_JL,"@Jack_JL Engine gimbals for pitch and yaw, gas thrusters for roll.",1,3,1,264832219040845824,https://twitter.com/elonmusk/status/264832219040845824,44196397,2012-11-03 20:51:36+00:00,Sat Nov 03 20:51:36 +0000 2012,,@Jack_JL,,
+8537,elonmusk,,First flight of 10 story tall Grasshopper rocket using closed loop thrust vector & throttle control http://yfrog.us/f362mloybjbosdefkdeoytqsz,222,126,41,264829895899762688,https://twitter.com/elonmusk/status/264829895899762688,44196397,2012-11-03 20:42:22+00:00,Sat Nov 03 20:42:22 +0000 2012,,,,http://yfrog.us/f362mloybjbosdefkdeoytqsz
+8538,elonmusk,KrapelsMarco,Reply to @mkrapels: Our avg speed was ummm a little too high. Got a ticket at 92 mph on I-5. We need the Autobahn in CA!,42,44,32,262609273878622208,https://twitter.com/elonmusk/status/262609273878622208,44196397,2012-10-28 17:38:24+00:00,Sun Oct 28 17:38:24 +0000 2012,,@mkrapels,,
+8539,elonmusk,,V proud of Tesla team for completing 1000th Model S body. More cars made this month than entire rest of year,343,286,79,262605962005868544,https://twitter.com/elonmusk/status/262605962005868544,44196397,2012-10-28 17:25:15+00:00,Sun Oct 28 17:25:15 +0000 2012,,,,
+8540,elonmusk,Astro_yyz,"Reply to @Astro_yyz: Yes, Model S seats 5 adults + 2 kids with room for luggage in the front trunk. My kids love the rear facing seats best.",34,17,19,262374155700289536,https://twitter.com/elonmusk/status/262374155700289536,44196397,2012-10-28 02:04:08+00:00,Sun Oct 28 02:04:08 +0000 2012,,@Astro_yyz,,
+8541,elonmusk,,Pic of the Model S getting supercharged with the lovely @TalulahRiley,107,239,31,262371488181665794,https://twitter.com/elonmusk/status/262371488181665794,44196397,2012-10-28 01:53:32+00:00,Sun Oct 28 01:53:32 +0000 2012,,@TalulahRiley,,
+8542,elonmusk,,Doing LA to SF road trip in Model S with all 5 kids & Talulah. Supercharger finished charging b4 we finished our burgers!,152,90,31,262365909757358080,https://twitter.com/elonmusk/status/262365909757358080,44196397,2012-10-28 01:31:22+00:00,Sun Oct 28 01:31:22 +0000 2012,,,,
+8543,elonmusk,,Just wrote a blog piece about Tesla stores http://www.teslamotors.com/blog/tesla-approach-distributing-and-servicing-cars,141,67,17,260475462952824834,https://twitter.com/elonmusk/status/260475462952824834,44196397,2012-10-22 20:19:24+00:00,Mon Oct 22 20:19:24 +0000 2012,,,,http://www.teslamotors.com/blog/tesla-approach-distributing-and-servicing-cars
+8544,elonmusk,,Long exposure shot of Dragon and the Space Station arcing across the night sky over Texas,347,237,36,256529467911073793,https://twitter.com/elonmusk/status/256529467911073793,44196397,2012-10-11 22:59:26+00:00,Thu Oct 11 22:59:26 +0000 2012,,,,
+8545,elonmusk,,Falcon 9 rocket booster has delivered Dragon to its target orbit!,740,191,139,255107883853819904,https://twitter.com/elonmusk/status/255107883853819904,44196397,2012-10-08 00:50:33+00:00,Mon Oct 08 00:50:33 +0000 2012,,,,
+8546,elonmusk,,Time lapse video of rocket roll out http://www.youtube.com/watch?v=2T1dfNoNV7k&amp;feature=youtu.be Now 3 hours 45 mins to lift off...,114,47,15,255046270975094784,https://twitter.com/elonmusk/status/255046270975094784,44196397,2012-10-07 20:45:44+00:00,Sun Oct 07 20:45:44 +0000 2012,,,,http://www.youtube.com/watch?v=2T1dfNoNV7k&feature=youtu.be
+8547,elonmusk,,An update about Tesla,338,104,37,253683768236322817,https://twitter.com/elonmusk/status/253683768236322817,44196397,2012-10-04 02:31:38+00:00,Thu Oct 04 02:31:38 +0000 2012,,,,http://www.teslamotors.com/blog/update-elon-musk
+8548,elonmusk,elonmusk,"@elonmusk Sorry, meant to say EDT.",5,6,8,253290635400986624,https://twitter.com/elonmusk/status/253290635400986624,44196397,2012-10-03 00:29:28+00:00,Wed Oct 03 00:29:28 +0000 2012,,@elonmusk,,
+8549,elonmusk,,Launching our Falcon 9 rocket and Dragon spacecraft to the Space Station on Sunday at 8:35pm EST!,593,155,61,253280601069719553,https://twitter.com/elonmusk/status/253280601069719553,44196397,2012-10-02 23:49:35+00:00,Tue Oct 02 23:49:35 +0000 2012,,,,
+8550,elonmusk,,Review of the Model S by @nytimes,120,57,20,252870369487233024,https://twitter.com/elonmusk/status/252870369487233024,44196397,2012-10-01 20:39:28+00:00,Mon Oct 01 20:39:28 +0000 2012,,@nytimes,,http://www.nytimes.com/2012/09/30/automobiles/autoreviews/one-big-step-for-tesla-one-giant-leap-for-evs.html?_r=1&
+8551,elonmusk,,View from landing leg camera on Falcon rocket test rig (aka Grasshopper Project) http://yfrog.us/09qmmivexdorhtchxitvhjzsz,61,41,10,252827753643126784,https://twitter.com/elonmusk/status/252827753643126784,44196397,2012-10-01 17:50:08+00:00,Mon Oct 01 17:50:08 +0000 2012,,,,http://yfrog.us/09qmmivexdorhtchxitvhjzsz
+8552,elonmusk,,"Now test firing our most advanced engine, the Merlin 1D-Vac, at 80 tons of thrust.",635,325,100,252528724602400768,https://twitter.com/elonmusk/status/252528724602400768,44196397,2012-09-30 22:01:54+00:00,Sun Sep 30 22:01:54 +0000 2012,,,,
+8553,elonmusk,,The Tesla Supercharger will over time allow you to travel anywhere on pure sunlight for free http://finance.yahoo.com/news/tesla-motors-launches-revolutionary-supercharger-032000226.html,874,253,77,250453089562263552,https://twitter.com/elonmusk/status/250453089562263552,44196397,2012-09-25 04:34:04+00:00,Tue Sep 25 04:34:04 +0000 2012,,,,http://finance.yahoo.com/news/tesla-motors-launches-revolutionary-supercharger-032000226.html
+8554,elonmusk,,Model S review by @Wired. Totally agree with criticisms. Corrections coming soon. http://www.wired.com/reviews/2012/09/tesla-model-s/,122,63,23,250291772859752449,https://twitter.com/elonmusk/status/250291772859752449,44196397,2012-09-24 17:53:03+00:00,Mon Sep 24 17:53:03 +0000 2012,,@WIRED,,http://www.wired.com/reviews/2012/09/tesla-model-s/
+8555,elonmusk,,First test flight hop of our Grasshopper VTVL rocket! http://yfrog.us/0wusutopshpepnbpmodbgnosz,191,87,38,249306225177669632,https://twitter.com/elonmusk/status/249306225177669632,44196397,2012-09-22 00:36:50+00:00,Sat Sep 22 00:36:50 +0000 2012,,,,http://yfrog.us/0wusutopshpepnbpmodbgnosz
+8556,elonmusk,,The first owner to drive coast to coast in a Model S is about to complete the journey @XCTeslatrip!,107,26,13,248564996022345728,https://twitter.com/elonmusk/status/248564996022345728,44196397,2012-09-19 23:31:27+00:00,Wed Sep 19 23:31:27 +0000 2012,,@XCTeslatrip,,
+8557,elonmusk,,Tesla made 100 vehicle bodies this week for the first time. Really proud of the team! Pic of S/N 396:,293,139,91,247510274918199296,https://twitter.com/elonmusk/status/247510274918199296,44196397,2012-09-17 01:40:23+00:00,Mon Sep 17 01:40:23 +0000 2012,,,,
+8558,elonmusk,,Tesla Supercharger unveiling event set for Sept 24. It will feel like alien spaceships landed at highway rest stops.,360,103,54,246419783136976897,https://twitter.com/elonmusk/status/246419783136976897,44196397,2012-09-14 01:27:09+00:00,Fri Sep 14 01:27:09 +0000 2012,,,,
+8559,elonmusk,,Amazing series of space pics assembled by @theatlantic http://www.theatlantic.com/infocus/2012/09/around-the-solar-system/100368/,326,291,20,246352069332721665,https://twitter.com/elonmusk/status/246352069332721665,44196397,2012-09-13 20:58:05+00:00,Thu Sep 13 20:58:05 +0000 2012,,@TheAtlantic,,http://www.theatlantic.com/infocus/2012/09/around-the-solar-system/100368/
+8560,elonmusk,,Tesla Model S driven 285 miles from Vegas to the beach in LA on a single charge by @motortrend,219,62,27,243800936240279552,https://twitter.com/elonmusk/status/243800936240279552,44196397,2012-09-06 20:00:47+00:00,Thu Sep 06 20:00:47 +0000 2012,,@MotorTrend,,http://www.motortrend.com/features/travel/1209_tesla_model_s_las_vegas/viewall.html
+8561,elonmusk,,This piece about Mars in the NYT is worth a read,251,137,14,240909270764359680,https://twitter.com/elonmusk/status/240909270764359680,44196397,2012-08-29 20:30:20+00:00,Wed Aug 29 20:30:20 +0000 2012,,,,http://www.nytimes.com/2012/08/28/opinion/the-man-in-the-moon.html?_r=2&emc=eta1
+8562,elonmusk,ticketwaxter,"@ticketwaxter Extending life to Mars would ensure humanity's survival and be the greatest, most exciting adventure ever!",18,9,7,240620571589738496,https://twitter.com/elonmusk/status/240620571589738496,44196397,2012-08-29 01:23:09+00:00,Wed Aug 29 01:23:09 +0000 2012,,@ticketwaxter,,
+8563,elonmusk,JoeBeernink,"@JoeBeernink Back of the envelope calc: Merlin wd accelerate Model S at 25 g's, so wd break sound barrier in &lt;1.5 sec",6,5,5,240174623948419072,https://twitter.com/elonmusk/status/240174623948419072,44196397,2012-08-27 19:51:07+00:00,Mon Aug 27 19:51:07 +0000 2012,,@JoeBeernink,,
+8564,elonmusk,,"For their test drive, the Motor Trend team drove from LA to San Diego and back without recharging",127,56,16,240172289746939904,https://twitter.com/elonmusk/status/240172289746939904,44196397,2012-08-27 19:41:50+00:00,Mon Aug 27 19:41:50 +0000 2012,,,,http://www.motortrend.com/roadtests/alternative/1208_2012_tesla_model_s_test_and_range_verification/
+8565,elonmusk,,Motor Trend tests Model S as fastest American sedan at 3.9 sec 0-60 mph and tied for 1st worldwide in stopping distance,261,51,30,240171772014624768,https://twitter.com/elonmusk/status/240171772014624768,44196397,2012-08-27 19:39:47+00:00,Mon Aug 27 19:39:47 +0000 2012,,,,
+8566,elonmusk,,Neil Armstrong was a hero to all of humanity. His spirit will carry us to the stars.,814,206,34,239461912121843712,https://twitter.com/elonmusk/status/239461912121843712,44196397,2012-08-25 20:39:03+00:00,Sat Aug 25 20:39:03 +0000 2012,,,,
+8567,elonmusk,,I love the sight of Teslas in the morning. Production line review is looking good!,305,227,71,238308173990223873,https://twitter.com/elonmusk/status/238308173990223873,44196397,2012-08-22 16:14:31+00:00,Wed Aug 22 16:14:31 +0000 2012,,,,
+8568,elonmusk,,Glad to contribute to the Tesla museum and will do more in the future. He was a great man. http://www.indiegogo.com/teslamuseum,163,90,17,238307391215648769,https://twitter.com/elonmusk/status/238307391215648769,44196397,2012-08-22 16:11:24+00:00,Wed Aug 22 16:11:24 +0000 2012,,,,http://www.indiegogo.com/teslamuseum
+8569,elonmusk,,About to go through my first jury selection process. Trial concerns an alleged gang related murder. Hardcore.,32,19,75,235130471745454084,https://twitter.com/elonmusk/status/235130471745454084,44196397,2012-08-13 21:47:27+00:00,Mon Aug 13 21:47:27 +0000 2012,,,,
+8570,elonmusk,JustBe74,"@JustBe74 V important to make all of humanity proud, but in this case a particular duty is owed to the American taxpayer",6,8,2,231545784494084096,https://twitter.com/elonmusk/status/231545784494084096,44196397,2012-08-04 00:23:11+00:00,Sat Aug 04 00:23:11 +0000 2012,,@JustBe74,,
+8571,elonmusk,,Deeply appreciate @NASA's faith in @SpaceX. We will do whatever it takes to make NASA and the American people proud.,314,133,62,231517918733672449,https://twitter.com/elonmusk/status/231517918733672449,44196397,2012-08-03 22:32:27+00:00,Fri Aug 03 22:32:27 +0000 2012,,@NASA @SpaceX,,
+8572,elonmusk,UrgentSpeed,@UrgentSpeed Sure. To be clear that number would include all US solar energy (thermal+PV).,1,1,0,231443998395473920,https://twitter.com/elonmusk/status/231443998395473920,44196397,2012-08-03 17:38:43+00:00,Fri Aug 03 17:38:43 +0000 2012,,@UrgentSpeed,,
+8573,elonmusk,,1st pure solar gigawatt hour day just achieved by @SolarCity! Predict 1st terawatt hour day from all US solar &lt; 15 years.,188,66,29,231210590675279872,https://twitter.com/elonmusk/status/231210590675279872,44196397,2012-08-03 02:11:15+00:00,Fri Aug 03 02:11:15 +0000 2012,,@solarcity,,
+8574,elonmusk,tonywolfnow,@bryanwolfnow I'm neither anti-conservative nor anti-liberal. Just don't like group think. Ideas should be considered on their own merits.,17,14,1,230507510929440768,https://twitter.com/elonmusk/status/230507510929440768,44196397,2012-08-01 03:37:27+00:00,Wed Aug 01 03:37:27 +0000 2012,,,,
+8575,elonmusk,dansitu,"@dansitu Individuals set the vector for the tides. The Life of Brian points out that we are all individuals, except for that one guy.",2,5,0,230496786182205440,https://twitter.com/elonmusk/status/230496786182205440,44196397,2012-08-01 02:54:50+00:00,Wed Aug 01 02:54:50 +0000 2012,,@dansitu,,
+8576,elonmusk,,People ought to think more about who wrote the software that's running in their head (sigh). It probably wasn't them.,434,202,57,230491286489161729,https://twitter.com/elonmusk/status/230491286489161729,44196397,2012-08-01 02:32:59+00:00,Wed Aug 01 02:32:59 +0000 2012,,,,
+8577,elonmusk,dansitu,"@dansitu Don't know about ""dark manipulators"", but Adbusters played a major role in creating Occupy http://www.newyorker.com/reporting/2011/11/28/111128fa_fact_schwartz",0,4,1,230490756966662144,https://twitter.com/elonmusk/status/230490756966662144,44196397,2012-08-01 02:30:53+00:00,Wed Aug 01 02:30:53 +0000 2012,,@dansitu,,http://www.newyorker.com/reporting/2011/11/28/111128fa_fact_schwartz
+8578,elonmusk,,"@DJjodes Would love to make a Tesla supertruck with crazy torque, dynamic air suspension and corners like its on rails. That'd be sweet...",513,7390,178,230487450882019328,https://twitter.com/elonmusk/status/230487450882019328,44196397,2012-08-01 02:17:45+00:00,Wed Aug 01 02:17:45 +0000 2012,,@DJjodes,,
+8579,elonmusk,,"Good assessment of the Dark Knight Rises in the Atlantic. Dickens, not Rand.",59,54,10,230486103923236864,https://twitter.com/elonmusk/status/230486103923236864,44196397,2012-08-01 02:12:24+00:00,Wed Aug 01 02:12:24 +0000 2012,,,,http://www.theatlantic.com/entertainment/archive/2012/07/no-the-dark-knight-rises-isnt-a-right-wing-opus/260511/
+8580,elonmusk,patrickdorey81,@patrickdorey81 Model S starts at $50k after federal rebate. Gen3 will be ~$30k. Need to optimize design and scale volume.,12,383,12,230423954618204161,https://twitter.com/elonmusk/status/230423954618204161,44196397,2012-07-31 22:05:26+00:00,Tue Jul 31 22:05:26 +0000 2012,,@patrickdorey81,,
+8581,elonmusk,,Goal for Model S is to show that electric is way way better than gas. Combine w solar power & the future looks bright.,2005,35665,423,230421989112807424,https://twitter.com/elonmusk/status/230421989112807424,44196397,2012-07-31 21:57:37+00:00,Tue Jul 31 21:57:37 +0000 2012,,,,
+8582,elonmusk,,Worth noting that Muller's research confirming global warming is real was funded by Koch. Fate loves irony.,204,62,15,230140622625968130,https://twitter.com/elonmusk/status/230140622625968130,44196397,2012-07-31 03:19:34+00:00,Tue Jul 31 03:19:34 +0000 2012,,,,
+8583,elonmusk,,Olympics opening is excellently British. Jolly good show!,72,80,14,228953015082684416,https://twitter.com/elonmusk/status/228953015082684416,44196397,2012-07-27 20:40:28+00:00,Fri Jul 27 20:40:28 +0000 2012,,,,
+8584,elonmusk,,Abandoned car and biked across London. Super fun! Next time minus the tweed jacket.,63,199,32,228909546880520192,https://twitter.com/elonmusk/status/228909546880520192,44196397,2012-07-27 17:47:44+00:00,Fri Jul 27 17:47:44 +0000 2012,,,,
+8585,elonmusk,walalm,"@walalm Yes, my absolute goal w Tesla has always been mass market electric cars. Will finally get there with Gen3 program.",11,14,5,228695905338019842,https://twitter.com/elonmusk/status/228695905338019842,44196397,2012-07-27 03:38:47+00:00,Fri Jul 27 03:38:47 +0000 2012,,@walalm,,
+8586,elonmusk,,Now it's just a song that you used to know http://slate.me/MISvtR,49,24,6,228694597524680704,https://twitter.com/elonmusk/status/228694597524680704,44196397,2012-07-27 03:33:35+00:00,Fri Jul 27 03:33:35 +0000 2012,,,,http://slate.me/MISvtR
+8587,elonmusk,PadKeeMao,"@nopev Biggest risk is that we take too long to solve the sustainable energy problem, causing climate change meltdown.",8,5,1,228690043949158401,https://twitter.com/elonmusk/status/228690043949158401,44196397,2012-07-27 03:15:29+00:00,Fri Jul 27 03:15:29 +0000 2012,,@nopev,,
+8588,elonmusk,,"Compared to past, today's world is fantastic & likely will be for many decades. Just need to cover future downside risk.",195,69,22,228677717632098304,https://twitter.com/elonmusk/status/228677717632098304,44196397,2012-07-27 02:26:31+00:00,Fri Jul 27 02:26:31 +0000 2012,,,,
+8589,elonmusk,iproducefodrake,@iproducefodrake Asimov's Foundation points out that all civilizations fall. Must ensure dark period is short &amp; finite.,2,9,0,228659334513573888,https://twitter.com/elonmusk/status/228659334513573888,44196397,2012-07-27 01:13:28+00:00,Fri Jul 27 01:13:28 +0000 2012,,@iproducefodrake,,
+8590,elonmusk,,Big oil is pulling same trick about smoking the atmosphere ... diff is we only have 1 atmosphere: http://www.rollingstone.com/politics/news/global-warmings-terrifying-new-math-20120719#ixzz21AfoYqt6,222,65,21,227294010274873344,https://twitter.com/elonmusk/status/227294010274873344,44196397,2012-07-23 06:48:09+00:00,Mon Jul 23 06:48:09 +0000 2012,,,,http://www.rollingstone.com/politics/news/global-warmings-terrifying-new-math-20120719#ixzz21AfoYqt6
+8591,elonmusk,,"30 years ago, when 98% of scientists said smoking caused cancer, tobacco industry response was still ""scientists disagree""",394,76,20,227291748798455809,https://twitter.com/elonmusk/status/227291748798455809,44196397,2012-07-23 06:39:10+00:00,Mon Jul 23 06:39:10 +0000 2012,,,,
+8592,elonmusk,,"Now debating the nature of citizen and state, effective democracy & necessary revolution, moderated by @FareedZakaria.",19,13,15,226725493922201600,https://twitter.com/elonmusk/status/226725493922201600,44196397,2012-07-21 17:09:04+00:00,Sat Jul 21 17:09:04 +0000 2012,,@FareedZakaria,,
+8593,elonmusk,,"Heard an interesting comment at the debate: ""If we see no angels in others, we harbor none in ourselves.""",206,117,13,226714911756136449,https://twitter.com/elonmusk/status/226714911756136449,44196397,2012-07-21 16:27:01+00:00,Sat Jul 21 16:27:01 +0000 2012,,,,
+8594,elonmusk,,Am in Yellowstone at an Oxford style debate about women and society. I'm in favor :),22,22,23,226703106170318850,https://twitter.com/elonmusk/status/226703106170318850,44196397,2012-07-21 15:40:07+00:00,Sat Jul 21 15:40:07 +0000 2012,,,,
+8595,elonmusk,,"""Welcome qwerty monkey Jesus love"" are the top 5 most popular passwords after ""password"". http://mobile.slate.com/blogs/future_tense/2012/07/14/yahoo_mail_password_leak_the_most_commonly_used_words_.html",88,17,31,225187179763220480,https://twitter.com/elonmusk/status/225187179763220480,44196397,2012-07-17 11:16:22+00:00,Tue Jul 17 11:16:22 +0000 2012,,,,http://mobile.slate.com/blogs/future_tense/2012/07/14/yahoo_mail_password_leak_the_most_commonly_used_words_.html
+8596,elonmusk,,Will publish something on the Hyperloop in about four weeks. Will forgo patents on the idea and just open source it. Not a vac tunnel btw.,272,160,67,224406502188916739,https://twitter.com/elonmusk/status/224406502188916739,44196397,2012-07-15 07:34:14+00:00,Sun Jul 15 07:34:14 +0000 2012,,,,
+8597,elonmusk,,"""Most of us live in a semi-somnambulistic state & the days fly by. The 2 exceptions are childhood and when we are in love."" - RG",284,198,17,224405461938601984,https://twitter.com/elonmusk/status/224405461938601984,44196397,2012-07-15 07:30:06+00:00,Sun Jul 15 07:30:06 +0000 2012,,,,
+8598,elonmusk,,"Headed to a (ahem) volcano caldera. Since I didn't finish my PhD, it's actually ""Mr."" Evil.",125,195,56,224005741810417665,https://twitter.com/elonmusk/status/224005741810417665,44196397,2012-07-14 05:01:46+00:00,Sat Jul 14 05:01:46 +0000 2012,,,,
+8599,elonmusk,n23mc,@n23mc I think we will see people on Mars in less than 20 years. 12 to 15 years most likely. #OccupyMars,24,15,5,223430899004485634,https://twitter.com/elonmusk/status/223430899004485634,44196397,2012-07-12 14:57:32+00:00,Thu Jul 12 14:57:32 +0000 2012,#OccupyMars,@n23mc,,
+8600,elonmusk,,"Going at full speed! MT “@iansomerhalder: Elon- you are my hero my friend.Please!Ramp up production on cars that use NO gas.""",41,12,17,223429211443036160,https://twitter.com/elonmusk/status/223429211443036160,44196397,2012-07-12 14:50:49+00:00,Thu Jul 12 14:50:49 +0000 2012,,@iansomerhalder,,
+8601,elonmusk,,Now back to work. Intense months ahead as we ramp production of rockets and cars.,297,181,82,221503107182501889,https://twitter.com/elonmusk/status/221503107182501889,44196397,2012-07-07 07:17:10+00:00,Sat Jul 07 07:17:10 +0000 2012,,,,
+8602,elonmusk,,"Moonbow's are real, btw. I'm not on acid :) Here is what we saw:",238,181,53,220824194672369666,https://twitter.com/elonmusk/status/220824194672369666,44196397,2012-07-05 10:19:25+00:00,Thu Jul 05 10:19:25 +0000 2012,,,,
+8603,elonmusk,,Am standing on the beach in Maui and looking at a moon rainbow for the first time in my life. Incredibly beautiful.,34,41,45,220784395282432001,https://twitter.com/elonmusk/status/220784395282432001,44196397,2012-07-05 07:41:16+00:00,Thu Jul 05 07:41:16 +0000 2012,,,,
+8604,elonmusk,,"After 2008 meltdown, vacation for me just meant email with a view, but SpaceX & Tesla are now strong enough that I can make it real (yay!!)",70,63,67,219270969666174977,https://twitter.com/elonmusk/status/219270969666174977,44196397,2012-07-01 03:27:27+00:00,Sun Jul 01 03:27:27 +0000 2012,,,,
+8605,elonmusk,,"Screening of Baseball in the Time of Cholera (dir: @brynmooser @daviddarg, prod @oliviawilde &amp; me) at WME July 12. @rainnwilson hosting",12,9,5,219266223895093248,https://twitter.com/elonmusk/status/219266223895093248,44196397,2012-07-01 03:08:36+00:00,Sun Jul 01 03:08:36 +0000 2012,,@brynmooser @daviddarg @oliviawilde @rainnwilson,,
+8606,elonmusk,,"Thanks Dan, you are a good sportsman. I will still donate to DWB as though I'd lost.",382,132,40,218897974242181121,https://twitter.com/elonmusk/status/218897974242181121,44196397,2012-06-30 02:45:18+00:00,Sat Jun 30 02:45:18 +0000 2012,,,,http://on.wsj.com/L8t2JC
+8607,elonmusk,,"""The Girl Who Fixed the Umlaut"" @NewYorker http://nyr.kr/MBPRRr”",47,32,9,218357987385933825,https://twitter.com/elonmusk/status/218357987385933825,44196397,2012-06-28 14:59:35+00:00,Thu Jun 28 14:59:35 +0000 2012,,@NewYorker,,http://nyr.kr/MBPRRr
+8608,elonmusk,,"She was a great woman “@VanityFair: In Memoriam, Nora Ephron, 1941-2012 http://vnty.fr/OwlYHZ”",22,10,1,217991440830173184,https://twitter.com/elonmusk/status/217991440830173184,44196397,2012-06-27 14:43:04+00:00,Wed Jun 27 14:43:04 +0000 2012,,@VanityFair,,http://vnty.fr/OwlYHZ
+8609,elonmusk,,Meant to post this link for Merlin:,47,38,11,217974021562712065,https://twitter.com/elonmusk/status/217974021562712065,44196397,2012-06-27 13:33:51+00:00,Wed Jun 27 13:33:51 +0000 2012,,,,http://www.youtube.com/watch?v=976LHTpnZkY
+8610,elonmusk,,"Merlin fired at full thrust! Engine weighs half a ton, but has power equal to several Hoover Dams",89,42,11,217973460348047360,https://twitter.com/elonmusk/status/217973460348047360,44196397,2012-06-27 13:31:37+00:00,Wed Jun 27 13:31:37 +0000 2012,,,,http://www.youtube.com/watch?v=PUUnYgo1-lI
+8611,elonmusk,,Model S review by Motor Trend http://m.motortrend.com/roadtests/alternative/1206_2012_tesla_model_s_first_drive/index.html,183,63,29,216294180014661632,https://twitter.com/elonmusk/status/216294180014661632,44196397,2012-06-22 22:18:45+00:00,Fri Jun 22 22:18:45 +0000 2012,,,,http://m.motortrend.com/roadtests/alternative/1206_2012_tesla_model_s_first_drive/index.html
+8612,elonmusk,,About to deliver the first ten Model S cars from @TeslaMotors!,158,57,41,216293624734953472,https://twitter.com/elonmusk/status/216293624734953472,44196397,2012-06-22 22:16:33+00:00,Fri Jun 22 22:16:33 +0000 2012,,,,
+8613,elonmusk,,@RichardGarriott Dragon will use four pairs of side mounted Superdraco engines. Can function with up to four out.,5,5,5,215478323147575297,https://twitter.com/elonmusk/status/215478323147575297,44196397,2012-06-20 16:16:50+00:00,Wed Jun 20 16:16:50 +0000 2012,,@RichardGarriott,,
+8614,elonmusk,,Just fired our Superdraco escape rocket engine at full thrust! Needed to carry astronauts on Dragon,360,194,60,214831794103664640,https://twitter.com/elonmusk/status/214831794103664640,44196397,2012-06-18 21:27:46+00:00,Mon Jun 18 21:27:46 +0000 2012,,,,
+8615,elonmusk,,Wore Marquis de Sade outfit for a party last night. Was v popular with women who'd read 50 Shades :),151,402,47,214636339474345984,https://twitter.com/elonmusk/status/214636339474345984,44196397,2012-06-18 08:31:06+00:00,Mon Jun 18 08:31:06 +0000 2012,,,,
+8616,elonmusk,,"""Any sufficiently advanced technology is indistinguishable from magic"" - Arthur C Clarke. Thanks for the quote, RIP.",325,138,21,214006215641022467,https://twitter.com/elonmusk/status/214006215641022467,44196397,2012-06-16 14:47:12+00:00,Sat Jun 16 14:47:12 +0000 2012,,,,
+8617,elonmusk,,"While in Austin, had a great time doing a cameo in @rodriguez latest movie, Machete Kills. Cool studio on old airport.",33,14,11,213177461180071936,https://twitter.com/elonmusk/status/213177461180071936,44196397,2012-06-14 07:54:02+00:00,Thu Jun 14 07:54:02 +0000 2012,,@Rodriguez,,
+8618,elonmusk,,"Charlie Bolden, NASA Administrator, checks out Dragon at our central Texas test site http://img.ly/jwGy",39,14,11,213170504364863488,https://twitter.com/elonmusk/status/213170504364863488,44196397,2012-06-14 07:26:23+00:00,Thu Jun 14 07:26:23 +0000 2012,,,,http://img.ly/jwGy
+8619,elonmusk,,Spacecraft arrives at Port of Los Angeles for transfer to SpaceX test facilities in Texas http://www.spaceflightnow.com/falcon9/003/120605port/,130,26,17,210057533073797120,https://twitter.com/elonmusk/status/210057533073797120,44196397,2012-06-05 17:16:33+00:00,Tue Jun 05 17:16:33 +0000 2012,,,,http://www.spaceflightnow.com/falcon9/003/120605port/
+8620,elonmusk,,Dragon floating in the Pacific near California. Reentry scorch marks visible on the heat shield,550,157,85,208304203708375040,https://twitter.com/elonmusk/status/208304203708375040,44196397,2012-05-31 21:09:28+00:00,Thu May 31 21:09:28 +0000 2012,,,,
+8621,elonmusk,,Splashdown successful!! Sending fast boat to Dragon lat/long provided by P3 tracking planes #Dragon,370,46,74,208223378782420993,https://twitter.com/elonmusk/status/208223378782420993,44196397,2012-05-31 15:48:16+00:00,Thu May 31 15:48:16 +0000 2012,#Dragon,,,
+8622,elonmusk,,Thrusters will also fire during reentry to adjust touchdown point. Next version will land w helicopter precision #Dragon,134,35,23,208204036258803712,https://twitter.com/elonmusk/status/208204036258803712,44196397,2012-05-31 14:31:25+00:00,Thu May 31 14:31:25 +0000 2012,#Dragon,,,
+8623,elonmusk,,Spaceship has departed from the International Space Station. Firing thrusters to deorbit in ~30 mins #Dragon,176,25,11,208201556271697922,https://twitter.com/elonmusk/status/208201556271697922,44196397,2012-05-31 14:21:33+00:00,Thu May 31 14:21:33 +0000 2012,#Dragon,,,
+8624,elonmusk,,Space Station tracking spaceship docking approach vector #Dragon,149,89,39,206118185173389312,https://twitter.com/elonmusk/status/206118185173389312,44196397,2012-05-25 20:23:00+00:00,Fri May 25 20:23:00 +0000 2012,#Dragon,,,
+8625,elonmusk,,Dragon captured by the International Space Station! Just awesome ... http://img.ly/iHdp,602,135,116,206047350240714752,https://twitter.com/elonmusk/status/206047350240714752,44196397,2012-05-25 15:41:31+00:00,Fri May 25 15:41:31 +0000 2012,,,,http://img.ly/iHdp
+8626,elonmusk,,Dragon flies over the SpaceX #GrasshopperProject at our central Texas test site. It will jump soon.,125,99,28,205723666590334976,https://twitter.com/elonmusk/status/205723666590334976,44196397,2012-05-24 18:15:19+00:00,Thu May 24 18:15:19 +0000 2012,#GrasshopperProject,,,
+8627,elonmusk,,The head of the Russian Space Agency and some Russian diplomats are visiting @SpaceX today. Looking forward to meeting.,62,24,24,205713390335827969,https://twitter.com/elonmusk/status/205713390335827969,44196397,2012-05-24 17:34:28+00:00,Thu May 24 17:34:28 +0000 2012,,@SpaceX,,
+8628,elonmusk,,About 110 miles away and the spacecraft is now in direct communication with the Space Station #Dragon,227,47,35,205544630199132160,https://twitter.com/elonmusk/status/205544630199132160,44196397,2012-05-24 06:23:53+00:00,Thu May 24 06:23:53 +0000 2012,#Dragon,,,
+8629,elonmusk,,"The President just called to say congrats. Caller ID was blocked, so at first I thought it was a telemarketer :)",2650,855,163,205502360112476161,https://twitter.com/elonmusk/status/205502360112476161,44196397,2012-05-24 03:35:55+00:00,Thu May 24 03:35:55 +0000 2012,,,,
+8630,elonmusk,,Dragon fly by of Space Station planned for 12:47 am California time. All systems green. #dragonlaunch,210,27,25,205314559542693888,https://twitter.com/elonmusk/status/205314559542693888,44196397,2012-05-23 15:09:40+00:00,Wed May 23 15:09:40 +0000 2012,#dragonlaunch,,,
+8631,elonmusk,,Launch video of Falcon 9 from Cape Canaveral tracking cameras http://www.youtube.com/watch?v=4vkqBfv8OMM&amp;feature=youtube_gdata_player #dragonlaunch,479,178,83,204911319260987392,https://twitter.com/elonmusk/status/204911319260987392,44196397,2012-05-22 12:27:20+00:00,Tue May 22 12:27:20 +0000 2012,#dragonlaunch,,,http://www.youtube.com/watch?v=4vkqBfv8OMM&feature=youtube_gdata_player
+8632,elonmusk,,Navigation bay pointing to deep space and star map being generated by star tracker one. Yes! #DragonLaunch,122,37,20,204883910654570496,https://twitter.com/elonmusk/status/204883910654570496,44196397,2012-05-22 10:38:25+00:00,Tue May 22 10:38:25 +0000 2012,#DragonLaunch,,,
+8633,elonmusk,,Dragon spaceship opens the navigation pod bay door without hesitation. So much nicer than HAL9000 :) #DragonLaunch,456,115,27,204882126884188160,https://twitter.com/elonmusk/status/204882126884188160,44196397,2012-05-22 10:31:20+00:00,Tue May 22 10:31:20 +0000 2012,#DragonLaunch,,,
+8634,elonmusk,,"Also big thanks to the Air Force, FAA and all of our partners for their support of this mission.",34,15,12,204858156801732608,https://twitter.com/elonmusk/status/204858156801732608,44196397,2012-05-22 08:56:05+00:00,Tue May 22 08:56:05 +0000 2012,,,,
+8635,elonmusk,,"Huge appreciation for @NASA, without whom we could not even have started, let alone reached this far.",157,45,23,204857362782224384,https://twitter.com/elonmusk/status/204857362782224384,44196397,2012-05-22 08:52:56+00:00,Tue May 22 08:52:56 +0000 2012,,@NASA,,
+8636,elonmusk,,"Falcon flew perfectly!! Dragon in orbit, comm locked and solar arrays active!! Feels like a giant weight just came off my back :)",1492,353,429,204845069772128256,https://twitter.com/elonmusk/status/204845069772128256,44196397,2012-05-22 08:04:05+00:00,Tue May 22 08:04:05 +0000 2012,,,,
+8637,elonmusk,,T minus 60 seconds. Terminal autosequence initiated. #DragonLaunch,105,26,43,204839936464134144,https://twitter.com/elonmusk/status/204839936464134144,44196397,2012-05-22 07:43:41+00:00,Tue May 22 07:43:41 +0000 2012,#DragonLaunch,,,
+8638,elonmusk,,T minus 10 minutes ... Entering terminal count #dragonlaunch,113,17,14,204837633766076418,https://twitter.com/elonmusk/status/204837633766076418,44196397,2012-05-22 07:34:32+00:00,Tue May 22 07:34:32 +0000 2012,#dragonlaunch,,,
+8639,elonmusk,,Major Tesla milestone: All crash testing is complete for 5* (max) safety rating. Cars can now be built for sale to public!,308,65,53,204769845630337024,https://twitter.com/elonmusk/status/204769845630337024,44196397,2012-05-22 03:05:10+00:00,Tue May 22 03:05:10 +0000 2012,,,,
+8640,elonmusk,,Just did an interview with Spaceflight Now. Some of your questions may be answered here: http://www.spaceflightnow.com/falcon9/003/120518musk/,88,29,11,204356879789473793,https://twitter.com/elonmusk/status/204356879789473793,44196397,2012-05-20 23:44:11+00:00,Sun May 20 23:44:11 +0000 2012,,,,http://www.spaceflightnow.com/falcon9/003/120518musk/
+8641,elonmusk,,"Simulations show launch ok with bad valve. Still, better to stop & fix. Recalling rockets after launch is not an option.",165,37,35,204349174618128385,https://twitter.com/elonmusk/status/204349174618128385,44196397,2012-05-20 23:13:34+00:00,Sun May 20 23:13:34 +0000 2012,,,,
+8642,elonmusk,,Launch aborted: slightly high combustion chamber pressure on engine 5. Will adjust limits for countdown in a few days.,609,44,94,203773618222678016,https://twitter.com/elonmusk/status/203773618222678016,44196397,2012-05-19 09:06:31+00:00,Sat May 19 09:06:31 +0000 2012,,,,
+8643,elonmusk,,"Whatever happens today, we could not have done it without @NASA, but errors are ours alone and me most of all.",137,48,47,203760858332016642,https://twitter.com/elonmusk/status/203760858332016642,44196397,2012-05-19 08:15:48+00:00,Sat May 19 08:15:48 +0000 2012,,@NASA,,
+8644,elonmusk,,Must remember not to refer to Chimpanzees as deadly killing machines when taking little kids to see a movie about them,44,26,16,201856175644491777,https://twitter.com/elonmusk/status/201856175644491777,44196397,2012-05-14 02:07:17+00:00,Mon May 14 02:07:17 +0000 2012,,,,
+8645,elonmusk,,... which is the critical breakthrough needed for life to become multiplanetary.,46,19,32,200751709339926528,https://twitter.com/elonmusk/status/200751709339926528,44196397,2012-05-11 00:58:31+00:00,Fri May 11 00:58:31 +0000 2012,,,,
+8646,elonmusk,,Making large scale rocket propulsion landing work well is a critical step towards a fully reusable Mars transport system,77,20,11,200750929602019328,https://twitter.com/elonmusk/status/200750929602019328,44196397,2012-05-11 00:55:26+00:00,Fri May 11 00:55:26 +0000 2012,,,,
+8647,elonmusk,,Landing gear of the mega thrust propulsive landing rocket done (next gen Falcon). First hops soon. http://img.ly/i5JQ,126,27,25,200748923239940096,https://twitter.com/elonmusk/status/200748923239940096,44196397,2012-05-11 00:47:27+00:00,Fri May 11 00:47:27 +0000 2012,,,,http://img.ly/i5JQ
+8648,elonmusk,,"Meant to say: prizes for first 10 who do 400 miles in Tesla w/o recharging, not nonstop, which would require diapers :)",43,16,18,200622424037933056,https://twitter.com/elonmusk/status/200622424037933056,44196397,2012-05-10 16:24:47+00:00,Thu May 10 16:24:47 +0000 2012,,,,
+8649,elonmusk,,Model S exceeds 300 mile range target! Prize for the 1st person to do LA-SF nonstop (400 miles),103,23,23,200373235748052994,https://twitter.com/elonmusk/status/200373235748052994,44196397,2012-05-09 23:54:36+00:00,Wed May 09 23:54:36 +0000 2012,,,,http://www.teslamotors.com/blog/model-s-efficiency-and-range
+8650,elonmusk,,Saw The Dictator yesterday. Reminded me of Putin's reelection. Seems like only yesterday since he was last in power.,46,16,10,199736675537125376,https://twitter.com/elonmusk/status/199736675537125376,44196397,2012-05-08 05:45:09+00:00,Tue May 08 05:45:09 +0000 2012,,,,
+8651,elonmusk,geoffeg,@geoffeg Dragon code is written in C++ on Linux.,66,28,11,198579161382649857,https://twitter.com/elonmusk/status/198579161382649857,44196397,2012-05-05 01:05:36+00:00,Sat May 05 01:05:36 +0000 2012,,@geoffeg,,
+8652,elonmusk,,"Almost done reviewing Dragon code with @NASA. Looks good so far. Target launch date is May 19, right after Soyuz docks.",78,28,16,198577657959563264,https://twitter.com/elonmusk/status/198577657959563264,44196397,2012-05-05 00:59:37+00:00,Sat May 05 00:59:37 +0000 2012,,@NASA,,
+8653,elonmusk,love_to_dream,"For humanity to have an exciting & inspiring future, we cannot be confined to Earth forever. @love_to_dream #APSpaceChat",178,46,14,198116544855801856,https://twitter.com/elonmusk/status/198116544855801856,44196397,2012-05-03 18:27:19+00:00,Thu May 03 18:27:19 +0000 2012,#APSpaceChat,@love_to_dream,,
+8654,elonmusk,Weaverwerx,Definitely. Long term goal of SpaceX making life multiplanetary. #OccupyMars @Weaverwerx #APSpaceChat,99,49,13,198115378759610368,https://twitter.com/elonmusk/status/198115378759610368,44196397,2012-05-03 18:22:41+00:00,Thu May 03 18:22:41 +0000 2012,#OccupyMars #APSpaceChat,@Weaverwerx,,
+8655,elonmusk,WHester,"Ignition by John Clarke, Huzel & Wang book on propulsion, Asimov's Foundation, Heinlein's MiaHM @WHester #APSpaceChat",10,32,1,198113448628981760,https://twitter.com/elonmusk/status/198113448628981760,44196397,2012-05-03 18:15:01+00:00,Thu May 03 18:15:01 +0000 2012,#APSpaceChat,@WHester,,
+8656,elonmusk,,"Woohoo, rocket hold down firing completed and all looks good!!",146,29,35,197058383088586753,https://twitter.com/elonmusk/status/197058383088586753,44196397,2012-04-30 20:22:34+00:00,Mon Apr 30 20:22:34 +0000 2012,,,,
+8657,elonmusk,,T minus five minutes to flame,55,15,11,197055314246385666,https://twitter.com/elonmusk/status/197055314246385666,44196397,2012-04-30 20:10:22+00:00,Mon Apr 30 20:10:22 +0000 2012,,,,
+8658,elonmusk,,Flight computer aborted rocket hold down firing. Anomaly addressed. Cycling systems to countdown,219,80,21,197049032286281729,https://twitter.com/elonmusk/status/197049032286281729,44196397,2012-04-30 19:45:25+00:00,Mon Apr 30 19:45:25 +0000 2012,,,,
+8659,elonmusk,,Am excited to announce that SolarCity has filed for an IPO. Mission is to bring affordable solar power to the people!,111,37,25,196984965114761216,https://twitter.com/elonmusk/status/196984965114761216,44196397,2012-04-30 15:30:50+00:00,Mon Apr 30 15:30:50 +0000 2012,,,,
+8660,elonmusk,,Just confirmed with @NASA that May 7th is go for launch of Falcon 9 &amp; Dragon to the Space Station,455,53,30,194882663599968256,https://twitter.com/elonmusk/status/194882663599968256,44196397,2012-04-24 20:17:02+00:00,Tue Apr 24 20:17:02 +0000 2012,,@NASA,,
+8661,elonmusk,,Am pushing launch back approx a week to do more testing on Dragon docking code. New date pending coordination with @NASA.,141,7,29,194529917654941696,https://twitter.com/elonmusk/status/194529917654941696,44196397,2012-04-23 20:55:21+00:00,Mon Apr 23 20:55:21 +0000 2012,,@NASA,,
+8662,elonmusk,,Just completed the rocket rollout review at SpaceX HQ in California. Almost time to launch. Pucker factor increasing...,80,35,19,194275062193463298,https://twitter.com/elonmusk/status/194275062193463298,44196397,2012-04-23 04:02:38+00:00,Mon Apr 23 04:02:38 +0000 2012,,,,
+8663,elonmusk,,In NYC for the premiere of Baseball in the Time of @Cholera. Great work by @brynmooser and @daviddarg!,7,1,0,193855140254580736,https://twitter.com/elonmusk/status/193855140254580736,44196397,2012-04-22 00:14:01+00:00,Sun Apr 22 00:14:01 +0000 2012,,@Cholera @brynmooser @daviddarg,,
+8664,elonmusk,,I feel compelled to state the obvious fact that Coachella is excellent.,21,55,5,193617277231443968,https://twitter.com/elonmusk/status/193617277231443968,44196397,2012-04-21 08:28:51+00:00,Sat Apr 21 08:28:51 +0000 2012,,,,
+8665,elonmusk,,Basic premise is that it's better to try to address some of the world's problems than to create an aristocracy of wealth,116,45,14,193078352117108736,https://twitter.com/elonmusk/status/193078352117108736,44196397,2012-04-19 20:47:21+00:00,Thu Apr 19 20:47:21 +0000 2012,,,,
+8666,elonmusk,,Just signed Giving Pledge with 11 others. I hope this announcement convinces others to do the same. http://bloom.bg/HSEoPu,43,26,11,193076303426097152,https://twitter.com/elonmusk/status/193076303426097152,44196397,2012-04-19 20:39:12+00:00,Thu Apr 19 20:39:12 +0000 2012,,,,http://bloom.bg/HSEoPu
+8667,elonmusk,,"When holding my new white cat, I feel a strange desire for Bob's Big Boy and sharks with lasers",687,3061,114,192701084932907009,https://twitter.com/elonmusk/status/192701084932907009,44196397,2012-04-18 19:48:14+00:00,Wed Apr 18 19:48:14 +0000 2012,,,,
+8668,elonmusk,,Great work by APJ “@brynmooser: The foundation is nearly complete at the @artistsforpeace school http://instagr.am/p/JaCtPXpX8m/”,7,11,5,191297895339794432,https://twitter.com/elonmusk/status/191297895339794432,44196397,2012-04-14 22:52:27+00:00,Sat Apr 14 22:52:27 +0000 2012,,@brynmooser @artistsforpeace,,http://instagr.am/p/JaCtPXpX8m/
+8669,elonmusk,,Great to meet Jon Stewart this eve. Have been a fan of @TheDailyShow for a billion years.,39,14,31,189870469908938752,https://twitter.com/elonmusk/status/189870469908938752,44196397,2012-04-11 00:20:22+00:00,Wed Apr 11 00:20:22 +0000 2012,,@TheDailyShow,,
+8670,elonmusk,,Friend told me about the amazing work of Brazilian plastic surgeon Evil Picante. He was actually saying Ivo Pitanguy.,18,20,2,189440053674655745,https://twitter.com/elonmusk/status/189440053674655745,44196397,2012-04-09 19:50:03+00:00,Mon Apr 09 19:50:03 +0000 2012,,,,
+8671,elonmusk,,"Besides ensuring the continuance of life, creating a base on Mars would be the most exciting adventure ever!",81,33,24,189171997425664001,https://twitter.com/elonmusk/status/189171997425664001,44196397,2012-04-09 02:04:53+00:00,Mon Apr 09 02:04:53 +0000 2012,,,,
+8672,elonmusk,,Interview in Nature describing why we should extend life to Mars,60,29,5,189171083809800194,https://twitter.com/elonmusk/status/189171083809800194,44196397,2012-04-09 02:01:15+00:00,Mon Apr 09 02:01:15 +0000 2012,,,,http://www.nature.com/news/backing-up-the-biosphere-1.10395
+8673,elonmusk,,"Wow, a Tesla owner in Europe just passed 200,000 km while racing his Roadster!",54,80,10,188047168844730368,https://twitter.com/elonmusk/status/188047168844730368,44196397,2012-04-05 23:35:14+00:00,Thu Apr 05 23:35:14 +0000 2012,,,,
+8674,elonmusk,,"Judge dismisses lawsuit to take the happy out of ""Happy Meal""",10,3,1,187953184063492096,https://twitter.com/elonmusk/status/187953184063492096,44196397,2012-04-05 17:21:45+00:00,Thu Apr 05 17:21:45 +0000 2012,,,,http://www.cbsnews.com/8301-201_162-57409940/s.f-judge-tosses-happy-meals-lawsuit/
+8675,elonmusk,,Huge tornadoes in Texas tossing truck trailers through the air. Hope people are ok.,6,1,7,187358429902417922,https://twitter.com/elonmusk/status/187358429902417922,44196397,2012-04-04 01:58:25+00:00,Wed Apr 04 01:58:25 +0000 2012,,,,http://www.telegraph.co.uk/news/worldnews/northamerica/usa/9184494/Emergency-declared-as-tornadoes-hit-Texas.html
+8676,elonmusk,,Also dig Mass Effect. It's all fun & games until the AI decides people suck. Maybe we can be their limbic system.,29,30,15,187106340995477504,https://twitter.com/elonmusk/status/187106340995477504,44196397,2012-04-03 09:16:42+00:00,Tue Apr 03 09:16:42 +0000 2012,,,,
+8677,elonmusk,,Bioshock is an Ayn Rand dystopia and Fallout New Vegas is a Hegelian dialectic. Games have come a long way since Pong.,329,742,38,187098437328699393,https://twitter.com/elonmusk/status/187098437328699393,44196397,2012-04-03 08:45:18+00:00,Tue Apr 03 08:45:18 +0000 2012,,,,
+8678,elonmusk,,"UN must take responsibility & help people of Haiti. MT ""@brynmooser: Front page NYTimes. http://www.nytimes.com/2012/04/01/world/americas/haitis-cholera-outraced-the-experts-and-tainted-the-un.html?hp”",9,2,0,186524431231889408,https://twitter.com/elonmusk/status/186524431231889408,44196397,2012-04-01 18:44:24+00:00,Sun Apr 01 18:44:24 +0000 2012,,@brynmooser,,http://www.nytimes.com/2012/04/01/world/americas/haitis-cholera-outraced-the-experts-and-tainted-the-un.html?hp
+8679,elonmusk,,Having dinner where a dude is hanging giant underwear with a cherry picker. http://yfrog.us/n6s9cz,3,18,11,186146615311077377,https://twitter.com/elonmusk/status/186146615311077377,44196397,2012-03-31 17:43:06+00:00,Sat Mar 31 17:43:06 +0000 2012,,,,http://yfrog.us/n6s9cz
+8680,elonmusk,,Happy bday to my old and dear friend @adeoressi! U do parties better than a rockstar. For Berlin ...,8,20,4,186131367808073729,https://twitter.com/elonmusk/status/186131367808073729,44196397,2012-03-31 16:42:30+00:00,Sat Mar 31 16:42:30 +0000 2012,,@adeoressi,,http://www.youtube.com/watch?v=FiDvZemFMRM
+8681,elonmusk,,"The Model S beta endurance car just passed 150,000 miles on a single battery pack!",171,29,26,184799999043964928,https://twitter.com/elonmusk/status/184799999043964928,44196397,2012-03-28 00:32:07+00:00,Wed Mar 28 00:32:07 +0000 2012,,,,
+8682,elonmusk,,Interesting interview with Vinge about superhuman AI and optimistic apocalypses,28,31,3,182725843959820288,https://twitter.com/elonmusk/status/182725843959820288,44196397,2012-03-22 07:10:10+00:00,Thu Mar 22 07:10:10 +0000 2012,,,,http://bit.ly/GEkktb
+8683,elonmusk,,Support @Polar_Broadband as they try to save a good satellite from becoming space junk. Let it live! http://bit.ly/FPYnNN #antarctica,39,4,3,182211270479577088,https://twitter.com/elonmusk/status/182211270479577088,44196397,2012-03-20 21:05:26+00:00,Tue Mar 20 21:05:26 +0000 2012,#antarctica,@Polar_Broadband,,http://bit.ly/FPYnNN
+8684,elonmusk,,Lovely poster about wishes that explains one of the many reasons to make life multiplanetary,149,208,15,180226195206569984,https://twitter.com/elonmusk/status/180226195206569984,44196397,2012-03-15 09:37:28+00:00,Thu Mar 15 09:37:28 +0000 2012,,,,
+8685,elonmusk,,"10 years ago today, SpaceX was founded. Many battles fought. Physics always won. http://ow.ly/9FdXR",144,93,27,180105275133538306,https://twitter.com/elonmusk/status/180105275133538306,44196397,2012-03-15 01:36:58+00:00,Thu Mar 15 01:36:58 +0000 2012,,,,http://ow.ly/9FdXR
+8686,elonmusk,,"Why I'm leaving the Empire, by Darth Vader",54,12,2,180067296201547777,https://twitter.com/elonmusk/status/180067296201547777,44196397,2012-03-14 23:06:03+00:00,Wed Mar 14 23:06:03 +0000 2012,,,,"http://www.thedailymash.co.uk/news/society/why-i-am-leaving-the-empire,-by-darth-vader-201203145007/"
+8687,elonmusk,,"If something is physically possible, not only is someone doing it, but there is also an award show.",38,19,6,179468649038479361,https://twitter.com/elonmusk/status/179468649038479361,44196397,2012-03-13 07:27:14+00:00,Tue Mar 13 07:27:14 +0000 2012,,,,
+8688,elonmusk,,"Mountain lions eat cats, which means we *actually* live in a cat eat cat world ... an apology is owed to dogkind!",52,38,10,179095691468095489,https://twitter.com/elonmusk/status/179095691468095489,44196397,2012-03-12 06:45:14+00:00,Mon Mar 12 06:45:14 +0000 2012,,,,
+8689,elonmusk,,"I think if you go there, they just feed you delicious candy all day and ask nothing in return.",6,3,12,178878446137647105,https://twitter.com/elonmusk/status/178878446137647105,44196397,2012-03-11 16:21:59+00:00,Sun Mar 11 16:21:59 +0000 2012,,,,
+8690,elonmusk,,Just passed a place called the Sugar Shack in a Louisiana swamp. I wonder what happens there?,21,77,22,178865792371277825,https://twitter.com/elonmusk/status/178865792371277825,44196397,2012-03-11 15:31:43+00:00,Sun Mar 11 15:31:43 +0000 2012,,,,
+8691,elonmusk,,The President of Serbia came by our booth at the Geneva Motor Show and talked about Nikola Tesla,82,296,31,177210012911927299,https://twitter.com/elonmusk/status/177210012911927299,44196397,2012-03-07 01:52:14+00:00,Wed Mar 07 01:52:14 +0000 2012,,,,
+8692,elonmusk,,Dawn at Cape Canaveral http://instagr.am/p/HpmMA8QETD/,19,19,6,175377364551868416,https://twitter.com/elonmusk/status/175377364551868416,44196397,2012-03-02 00:29:56+00:00,Fri Mar 02 00:29:56 +0000 2012,,,,http://instagr.am/p/HpmMA8QETD/
+8693,elonmusk,ProdigyPreme,"@TomMao1 Studied physics in college, read a lot of books and was taught by the world's leading domain experts at SpaceX.",1,10,5,174751268215066625,https://twitter.com/elonmusk/status/174751268215066625,44196397,2012-02-29 07:02:03+00:00,Wed Feb 29 07:02:03 +0000 2012,,@tommao1,,
+8694,elonmusk,,"Falcon 9 and Dragon now vertical on the launch pad, surrounded by 300 ft tall lightning towers",131,49,17,174621355436802049,https://twitter.com/elonmusk/status/174621355436802049,44196397,2012-02-28 22:25:50+00:00,Tue Feb 28 22:25:50 +0000 2012,,,,
+8695,elonmusk,realJanOleA,"@LooperNor Yes, this will, if all goes well, be the first commercial spaceship to dock with the Space Station. T zero ~ end of April.",11,1,2,173531986529497089,https://twitter.com/elonmusk/status/173531986529497089,44196397,2012-02-25 22:17:04+00:00,Sat Feb 25 22:17:04 +0000 2012,,,,
+8696,elonmusk,,Dragon spaceship and Falcon 9 rocket just completed final assembly at Cape Canaveral,231,86,35,173528867699568641,https://twitter.com/elonmusk/status/173528867699568641,44196397,2012-02-25 22:04:41+00:00,Sat Feb 25 22:04:41 +0000 2012,,,,
+8697,elonmusk,,Supporting the drive to get a #PlutoStamp for the @NASA New Horizons mission,11,4,5,173476402748854274,https://twitter.com/elonmusk/status/173476402748854274,44196397,2012-02-25 18:36:12+00:00,Sat Feb 25 18:36:12 +0000 2012,#PlutoStamp,@NASA,,
+8698,elonmusk,,@NASA launched a rocket into the northern lights,168,132,9,172122797852725248,https://twitter.com/elonmusk/status/172122797852725248,44196397,2012-02-22 00:57:28+00:00,Wed Feb 22 00:57:28 +0000 2012,,@NASA,,
+8699,elonmusk,,"Iran's nuclear weapons facility is apparently called ""Frodo"". Watch out for Gollum! My precious... http://slate.me/z87kbj",27,14,6,171994406587604992,https://twitter.com/elonmusk/status/171994406587604992,44196397,2012-02-21 16:27:16+00:00,Tue Feb 21 16:27:16 +0000 2012,,,,http://slate.me/z87kbj
+8700,elonmusk,,Important point highlighted by @kqed: an electric car in California produces only 1/4 CO2 of gasoline http://blogs.kqed.org/climatewatch/2012/02/16/tesla-and-california-the-x-factor/comment-page-1/,29,3,4,170309322037919744,https://twitter.com/elonmusk/status/170309322037919744,44196397,2012-02-17 00:51:21+00:00,Fri Feb 17 00:51:21 +0000 2012,,@KQED,,http://blogs.kqed.org/climatewatch/2012/02/16/tesla-and-california-the-x-factor/comment-page-1/
+8701,elonmusk,,Model X review by Jim Motavalli. I think he likes the car.,56,13,15,169232412990115840,https://twitter.com/elonmusk/status/169232412990115840,44196397,2012-02-14 01:32:06+00:00,Tue Feb 14 01:32:06 +0000 2012,,,,http://www.forbes.com/sites/eco-nomics/2012/02/13/why-the-tesla-model-x-is-a-home-run/
+8702,elonmusk,,"At the Samovar having tea called ""monkey picked iron goddess of mercy"". Those monkeys sure know their tea.",21,179,30,168795974800654336,https://twitter.com/elonmusk/status/168795974800654336,44196397,2012-02-12 20:37:52+00:00,Sun Feb 12 20:37:52 +0000 2012,,,,
+8703,elonmusk,,Do not search for purple squirrels! Giving them attention only makes them want to be more purple.,969,3919,165,168060414398177281,https://twitter.com/elonmusk/status/168060414398177281,44196397,2012-02-10 19:54:59+00:00,Fri Feb 10 19:54:59 +0000 2012,,,,
+8704,elonmusk,,"Tesla Model X is 3rd most searched term on Google, right after purple squirrel. Damn you squirrel!",142,300,36,168056133708283904,https://twitter.com/elonmusk/status/168056133708283904,44196397,2012-02-10 19:38:00+00:00,Fri Feb 10 19:38:00 +0000 2012,,,,
+8705,elonmusk,,Tesla Model X video http://onforb.es/AnzX7A,47,13,10,168022238061268993,https://twitter.com/elonmusk/status/168022238061268993,44196397,2012-02-10 17:23:17+00:00,Fri Feb 10 17:23:17 +0000 2012,,,,http://onforb.es/AnzX7A
+8706,elonmusk,TeslasBigFan,"@TeslasBigFan Don't worry, we've got a cool solution for ski storage on the X with the Falcon wing doors",1,1,0,168014307009892354,https://twitter.com/elonmusk/status/168014307009892354,44196397,2012-02-10 16:51:47+00:00,Fri Feb 10 16:51:47 +0000 2012,,@TeslasBigFan,,
+8707,elonmusk,,"Btw, Foster the People is playing the Model X event tonight. Seemed like the right vibe.",42,9,10,167699464134475776,https://twitter.com/elonmusk/status/167699464134475776,44196397,2012-02-09 20:00:42+00:00,Thu Feb 09 20:00:42 +0000 2012,,,,
+8708,elonmusk,,Model X sketch showing just a bit more leg. Unveiling tonight...,115,147,38,167648387313840128,https://twitter.com/elonmusk/status/167648387313840128,44196397,2012-02-09 16:37:45+00:00,Thu Feb 09 16:37:45 +0000 2012,,,,
+8709,elonmusk,,"Cool new @NASA pic of the most powerful type of solar flare, called X-class. Am not making this up!",47,59,7,167325254451081216,https://twitter.com/elonmusk/status/167325254451081216,44196397,2012-02-08 19:13:44+00:00,Wed Feb 08 19:13:44 +0000 2012,,@NASA,,
+8710,elonmusk,,Russia and China are blocking UN action. Can't imagine why they wouldn't support a democratic uprising...,43,31,12,167105458753118208,https://twitter.com/elonmusk/status/167105458753118208,44196397,2012-02-08 04:40:20+00:00,Wed Feb 08 04:40:20 +0000 2012,,,,
+8711,elonmusk,,Wish there was something we could do to help the people of Syria.,20,25,5,167104295504838656,https://twitter.com/elonmusk/status/167104295504838656,44196397,2012-02-08 04:35:43+00:00,Wed Feb 08 04:35:43 +0000 2012,,,,http://www.youtube.com/watch?v=Cxt4ZT1GspA
+8712,elonmusk,BPitkowsky,"@BenToBeWild Yes, we will unveil a fully functional advanced prototype of the Model X -- almost identical to production.",6,1,1,166781555950354432,https://twitter.com/elonmusk/status/166781555950354432,44196397,2012-02-07 07:13:16+00:00,Tue Feb 07 07:13:16 +0000 2012,,,,
+8713,elonmusk,,The sheer size of Falcon Heavy is mind-blowing. It could literally send a fully loaded London bus to the moon.,84,14,22,166336380820144128,https://twitter.com/elonmusk/status/166336380820144128,44196397,2012-02-06 01:44:18+00:00,Mon Feb 06 01:44:18 +0000 2012,,,,
+8714,elonmusk,,The London Sunday Times created a chart showing how Falcon compares to the Saturn V and Shuttle,141,85,10,166333716359168000,https://twitter.com/elonmusk/status/166333716359168000,44196397,2012-02-06 01:33:43+00:00,Mon Feb 06 01:33:43 +0000 2012,,,,
+8715,elonmusk,,Just posted a photo http://instagr.am/p/obKUg/,3,16,9,166251564032471040,https://twitter.com/elonmusk/status/166251564032471040,44196397,2012-02-05 20:07:16+00:00,Sun Feb 05 20:07:16 +0000 2012,,,,http://instagr.am/p/obKUg/
+8716,elonmusk,,"@MacDeviant Yeah, we will stream the whole mission realtime with no buffer. You see what we see.",4,2,1,165898145841168385,https://twitter.com/elonmusk/status/165898145841168385,44196397,2012-02-04 20:42:54+00:00,Sat Feb 04 20:42:54 +0000 2012,,@macDeviant,,
+8717,elonmusk,,Docking with Space Station now likely to happen in April. Hopefully will look something like this:,108,57,18,165622701631868928,https://twitter.com/elonmusk/status/165622701631868928,44196397,2012-02-04 02:28:24+00:00,Sat Feb 04 02:28:24 +0000 2012,,,,
+8718,elonmusk,,The most interesting view of the Model X is really with the doors open,47,63,31,165117415460569092,https://twitter.com/elonmusk/status/165117415460569092,44196397,2012-02-02 17:00:34+00:00,Thu Feb 02 17:00:34 +0000 2012,,,,
+8719,elonmusk,,Just test-fired the Superdraco rocket engine. Enables launch escape and landing on thrusters. SpaceX.com,63,67,13,164740558374445056,https://twitter.com/elonmusk/status/164740558374445056,44196397,2012-02-01 16:03:05+00:00,Wed Feb 01 16:03:05 +0000 2012,,,,
+8720,elonmusk,,"Um, while awesome in its own way, that was not actually the SpaceX theme song. It seems that irony is sometimes lost in a tweet.",5,19,12,164637208769339392,https://twitter.com/elonmusk/status/164637208769339392,44196397,2012-02-01 09:12:24+00:00,Wed Feb 01 09:12:24 +0000 2012,,,,
+8721,elonmusk,,The SpaceX theme song by Total Ghost is just too good ... ooh ooh ooh,32,79,14,164389972688908289,https://twitter.com/elonmusk/status/164389972688908289,44196397,2012-01-31 16:49:58+00:00,Tue Jan 31 16:49:58 +0000 2012,,,,http://www.youtube.com/watch?v=MezkEiS-6jA
+8722,elonmusk,,The lady doth protest too little. http://finance.yahoo.com/news/topless-protesters-detained-davos-forum-134449002.html,4,2,1,163349291790893056,https://twitter.com/elonmusk/status/163349291790893056,44196397,2012-01-28 19:54:40+00:00,Sat Jan 28 19:54:40 +0000 2012,,,,http://finance.yahoo.com/news/topless-protesters-detained-davos-forum-134449002.html
+8723,elonmusk,,The Model X unveiling will be webcast live on http://teslamotors.com at 8pm on Feb 9th. Most cars are pretty blah. This is not.,110,23,18,163084140386861056,https://twitter.com/elonmusk/status/163084140386861056,44196397,2012-01-28 02:21:03+00:00,Sat Jan 28 02:21:03 +0000 2012,,,,http://teslamotors.com
+8724,elonmusk,,Beautiful picture of Earth from the new NASA satellite,103,161,12,162997068040904706,https://twitter.com/elonmusk/status/162997068040904706,44196397,2012-01-27 20:35:04+00:00,Fri Jan 27 20:35:04 +0000 2012,,,,
+8725,elonmusk,,Rough cut simulation of the SpaceX next gen rocket & spaceship design,699,18383,139,161663679694241792,https://twitter.com/elonmusk/status/161663679694241792,44196397,2012-01-24 04:16:39+00:00,Tue Jan 24 04:16:39 +0000 2012,,,,http://www.youtube.com/watch?v=sSF81yjVbJE
+8726,elonmusk,,Design completed for bringing rocket back to launchpad using only thrusters. Yay. Wings r just dead weight in space.,154,340,34,161660285659267072,https://twitter.com/elonmusk/status/161660285659267072,44196397,2012-01-24 04:03:10+00:00,Tue Jan 24 04:03:10 +0000 2012,,,,
+8727,elonmusk,,Strongest solar radiation storm in 7 years is blasting Earth. This huge eruption hits us tomorrow:,450,105,11,161645598037123073,https://twitter.com/elonmusk/status/161645598037123073,44196397,2012-01-24 03:04:49+00:00,Tue Jan 24 03:04:49 +0000 2012,,,,
+8728,elonmusk,,Bought some wood and built a little treehouse with my boys. Few more beautiful ways to spend an afternoon.,9,15,15,161262600800313344,https://twitter.com/elonmusk/status/161262600800313344,44196397,2012-01-23 01:42:54+00:00,Mon Jan 23 01:42:54 +0000 2012,,,,
+8729,elonmusk,TheOnion,@TheOnion I heard Lars von Trier optioned the movie rights,2,1,0,160885484120322048,https://twitter.com/elonmusk/status/160885484120322048,44196397,2012-01-22 00:44:23+00:00,Sun Jan 22 00:44:23 +0000 2012,,@TheOnion,,
+8730,elonmusk,,"That said, even though they cause me grief, I would defend the right of shorts to exist. They are often unreasonably maligned.",445,7635,195,159453674517692416,https://twitter.com/elonmusk/status/159453674517692416,44196397,2012-01-18 01:54:53+00:00,Wed Jan 18 01:54:53 +0000 2012,,,,
+8731,elonmusk,,That's not just paranoia (a healthy trait at times). Tesla really is under massive attack by short sellers,15,15,22,159396536621596672,https://twitter.com/elonmusk/status/159396536621596672,44196397,2012-01-17 22:07:50+00:00,Tue Jan 17 22:07:50 +0000 2012,,,,http://www.nasdaq.com/symbol/tsla/short-interest
+8732,elonmusk,,Will communicate better in the future. Too many people want us to fail and are willing to twist any bit of news against Tesla.,22,12,20,159330976378519552,https://twitter.com/elonmusk/status/159330976378519552,44196397,2012-01-17 17:47:19+00:00,Tue Jan 17 17:47:19 +0000 2012,,,,
+8733,elonmusk,,"TSLA down ~$500M Friday, but back up ~$500M today. Sorry for the roller coaster.",26,11,11,159330380955136001,https://twitter.com/elonmusk/status/159330380955136001,44196397,2012-01-17 17:44:57+00:00,Tue Jan 17 17:44:57 +0000 2012,,,,
+8734,elonmusk,,"Somebody needs to tell Kim Jong-un that the showbiz phrase ""break a leg"" doesn't mean what he thinks it does",7,8,2,158284645656571904,https://twitter.com/elonmusk/status/158284645656571904,44196397,2012-01-14 20:29:34+00:00,Sat Jan 14 20:29:34 +0000 2012,,,,
+8735,elonmusk,,"Once more, with feeling! ""North Korea Punishes Insincere Mourners""",16,3,3,158284167891791872,https://twitter.com/elonmusk/status/158284167891791872,44196397,2012-01-14 20:27:41+00:00,Sat Jan 14 20:27:41 +0000 2012,,,,http://www.newser.com/story/137399/north-korea-punishes-insincere-mourners.html?utm_source=syn&utm_medium=goognews&utm_campaign=chan3_feed
+8736,elonmusk,,"A Tesla Roadster just passed the 100,000 mile mark for the first time and still has over 200 miles of range.",51,15,3,157700726515183616,https://twitter.com/elonmusk/status/157700726515183616,44196397,2012-01-13 05:49:17+00:00,Fri Jan 13 05:49:17 +0000 2012,,,,
+8737,elonmusk,,What is more magical than cowboys herding cats? Livin' the dream...,23,92,17,157599662159835136,https://twitter.com/elonmusk/status/157599662159835136,44196397,2012-01-12 23:07:42+00:00,Thu Jan 12 23:07:42 +0000 2012,,,,http://www.youtube.com/watch?v=Pk7yqlTMvp8
+8738,elonmusk,,"Kids these days are so grown up! RT ""Second-Graders Wow Audience With School Production Of Equus""",2,2,0,157569537548623872,https://twitter.com/elonmusk/status/157569537548623872,44196397,2012-01-12 21:07:59+00:00,Thu Jan 12 21:07:59 +0000 2012,,,,http://onion.com/bXDbyJ
+8739,elonmusk,,Model S Performance powertrain produced so much torque today that we broke the dyno. 4.4 sec 0-60 mph will not be a problem.,110,30,14,157292663601758208,https://twitter.com/elonmusk/status/157292663601758208,44196397,2012-01-12 02:47:48+00:00,Thu Jan 12 02:47:48 +0000 2012,,,,
+8740,elonmusk,,"The exec conf room at Tesla used to be called Denali, but I decided to move a few letters around. Seemed more apt :)",68,328,28,156927468836630528,https://twitter.com/elonmusk/status/156927468836630528,44196397,2012-01-11 02:36:39+00:00,Wed Jan 11 02:36:39 +0000 2012,,,,
+8741,elonmusk,,Model S Signature series sold out as of today,50,9,18,155380533533220864,https://twitter.com/elonmusk/status/155380533533220864,44196397,2012-01-06 20:09:40+00:00,Fri Jan 06 20:09:40 +0000 2012,,,,https://www.teslamotors.com/own
+8742,elonmusk,,Next month is also when our Dragon spaceship docks with the Space Station for the first time. Major pucker factor...,40,12,9,155340355884167169,https://twitter.com/elonmusk/status/155340355884167169,44196397,2012-01-06 17:30:01+00:00,Fri Jan 06 17:30:01 +0000 2012,,,,
+8743,elonmusk,,Feb is huge month. Model X world premier and public reveal of our LA design studio on the 9th. Stay tuned for more details.,26,16,11,155339851812700160,https://twitter.com/elonmusk/status/155339851812700160,44196397,2012-01-06 17:28:01+00:00,Fri Jan 06 17:28:01 +0000 2012,,,,
+8744,elonmusk,,Just finished Massie's book on Catherine. An amazingly expansive and compelling portrait of an incredible woman. Highly recommend.,2,11,2,154313189079777280,https://twitter.com/elonmusk/status/154313189079777280,44196397,2012-01-03 21:28:25+00:00,Tue Jan 03 21:28:25 +0000 2012,,,,
+8745,elonmusk,om,"@om Respectfully disagree. Larry made awesome moves last year, which laid the foundation for G+ to kick butt in 2012. He's a stud.",10,11,6,154307255536324608,https://twitter.com/elonmusk/status/154307255536324608,44196397,2012-01-03 21:04:51+00:00,Tue Jan 03 21:04:51 +0000 2012,,@om,,
+8746,elonmusk,,"What everyone really thinks ... RT “@jonlovett: If Mayans were good at predicting the future, there'd be Mayans.”",93,21,3,154094195089473536,https://twitter.com/elonmusk/status/154094195089473536,44196397,2012-01-03 06:58:13+00:00,Tue Jan 03 06:58:13 +0000 2012,,@jonlovett,,
+8747,elonmusk,,"On a lighter note, the RHCP are f* awesome. No better way to bring in the New Year...",14,96,3,153594528908058624,https://twitter.com/elonmusk/status/153594528908058624,44196397,2012-01-01 21:52:44+00:00,Sun Jan 01 21:52:44 +0000 2012,,,,
+8748,elonmusk,,I said *information* weapons for a reason. The bit is mightier than the bomb.,12,15,4,153578511687368704,https://twitter.com/elonmusk/status/153578511687368704,44196397,2012-01-01 20:49:05+00:00,Sun Jan 01 20:49:05 +0000 2012,,,,
+8749,elonmusk,,"If we are not careful, we will find that knife against liberty's neck. Fate has a great sense of irony.",10,13,3,153576623101313025,https://twitter.com/elonmusk/status/153576623101313025,44196397,2012-01-01 20:41:34+00:00,Sun Jan 01 20:41:34 +0000 2012,,,,http://boingboing.net/2011/12/31/aclu-fights-kafkaesque-secret.html?utm_source=dlvr.it&utm_medium=twitter
+8750,elonmusk,,"We built powerful information weapons to fight enemies of liberty. Now those enemies are largely defeated, but the weapons remain.",29,20,5,153574532031070208,https://twitter.com/elonmusk/status/153574532031070208,44196397,2012-01-01 20:33:16+00:00,Sun Jan 01 20:33:16 +0000 2012,,,,
+8751,elonmusk,FareedZakaria,"@FareedZakaria However, China's real estate crisis will explode in a way that makes ours look puny. They can't hide it for much longer.",2,5,3,153519464653127680,https://twitter.com/elonmusk/status/153519464653127680,44196397,2012-01-01 16:54:27+00:00,Sun Jan 01 16:54:27 +0000 2012,,@FareedZakaria,,
+8752,elonmusk,FareedZakaria,"@FareedZakaria Yeah, 2012 will be great for the American economy &amp; jobs, as we've mostly dealt with the overbuilt housing crisis.",1,4,0,153518263001808896,https://twitter.com/elonmusk/status/153518263001808896,44196397,2012-01-01 16:49:40+00:00,Sun Jan 01 16:49:40 +0000 2012,,@FareedZakaria,,
+8753,elonmusk,,"My first prediction of 2012 has come true: ouch, my head hurts.",10,7,6,153515940707975169,https://twitter.com/elonmusk/status/153515940707975169,44196397,2012-01-01 16:40:27+00:00,Sun Jan 01 16:40:27 +0000 2012,,,,
+8754,elonmusk,,World violence being super low is probably counter-intuitive to most people. That's because modern media is a misery microscope.,66,28,5,153236159361847298,https://twitter.com/elonmusk/status/153236159361847298,44196397,2011-12-31 22:08:42+00:00,Sat Dec 31 22:08:42 +0000 2011,,,,
+8755,elonmusk,,Here's a happy thought for 2012: world violence is at an all time historical low. Excellent piece by Stephen Pinker http://j.mp/sLFDtN,85,32,6,153235426126213120,https://twitter.com/elonmusk/status/153235426126213120,44196397,2011-12-31 22:05:47+00:00,Sat Dec 31 22:05:47 +0000 2011,,,,http://j.mp/sLFDtN
+8756,elonmusk,,Hacked my Tesla charge connector on a small island in the rain last night #whatcouldpossiblygowrong,10,10,3,153099684280410112,https://twitter.com/elonmusk/status/153099684280410112,44196397,2011-12-31 13:06:23+00:00,Sat Dec 31 13:06:23 +0000 2011,#whatcouldpossiblygowrong,,,
+8757,elonmusk,,"Not that this really matters. All current rocket tech, including ours, sucks. Only when it becomes fully reusable, will it not suck.",190,1338,20,152774892591398913,https://twitter.com/elonmusk/status/152774892591398913,44196397,2011-12-30 15:35:47+00:00,Fri Dec 30 15:35:47 +0000 2011,,,,
+8758,elonmusk,,"SpaceX has Boeing, Lockheed, Europe (Ariane) and Russia (Proton/Soyuz) near checkmate in rocket technology. End game is all about China.",47,21,6,152763084488982531,https://twitter.com/elonmusk/status/152763084488982531,44196397,2011-12-30 14:48:52+00:00,Fri Dec 30 14:48:52 +0000 2011,,,,
+8759,elonmusk,,China unveils ambitious space strategy,16,10,1,152759917621690368,https://twitter.com/elonmusk/status/152759917621690368,44196397,2011-12-30 14:36:17+00:00,Fri Dec 30 14:36:17 +0000 2011,,,,http://www.nytimes.com/2011/12/30/world/asia/china-unveils-ambitious-plan-to-explore-space.html
+8760,elonmusk,,"To be clear, CtG absolutely did *not* bang her horse. They were just close friends who liked to take showers together and spoon at night.",50,96,24,152614233278910464,https://twitter.com/elonmusk/status/152614233278910464,44196397,2011-12-30 04:57:23+00:00,Fri Dec 30 04:57:23 +0000 2011,,,,
+8761,elonmusk,,"Right mood, scented candles, Barry White singing ""Can't Get Enough of Your Love, Baby"" and the magic (by that I mean horsef*ing) happens ...",345,493,52,152602438807994369,https://twitter.com/elonmusk/status/152602438807994369,44196397,2011-12-30 04:10:31+00:00,Fri Dec 30 04:10:31 +0000 2011,,,,
+8762,elonmusk,,I'm just saying that u shouldn't pass judgment based on one night of passion. Sometimes things just happen and u go with the moment :),30,56,35,152600724222656512,https://twitter.com/elonmusk/status/152600724222656512,44196397,2011-12-30 04:03:42+00:00,Fri Dec 30 04:03:42 +0000 2011,,,,
+8763,elonmusk,,"Sew one button, doesn't make u a tailor; cook one meal, doesn't make u a chef; but f* one horse and u r a horsef*er for all of history...",50498,178093,1893,152599413813018624,https://twitter.com/elonmusk/status/152599413813018624,44196397,2011-12-30 03:58:30+00:00,Fri Dec 30 03:58:30 +0000 2011,,,,
+8764,elonmusk,,"Am reading Robert Massie's book on Catherine the Great. Yeah, I know what you're probably thinking ... did she really f* a horse?",48,80,7,152598246475317248,https://twitter.com/elonmusk/status/152598246475317248,44196397,2011-12-30 03:53:51+00:00,Fri Dec 30 03:53:51 +0000 2011,,,,
+8765,elonmusk,,"Am not saying that is *necessarily* good or bad, but reality will force us to live with the consequences of our actions",6,13,2,152520590719336448,https://twitter.com/elonmusk/status/152520590719336448,44196397,2011-12-29 22:45:17+00:00,Thu Dec 29 22:45:17 +0000 2011,,,,http://j.mp/tDhcer
+8766,elonmusk,,Interesting Economist article about how humanity's collective actions have created a fundamentally new geological age -- the Anthropocene.,7,19,3,152517033207136256,https://twitter.com/elonmusk/status/152517033207136256,44196397,2011-12-29 22:31:09+00:00,Thu Dec 29 22:31:09 +0000 2011,,,,
+8767,elonmusk,om,"@om Cool personal essay. It really resonated with me, as I felt the same way after coming very close to dying from malaria ten years ago.",8,24,5,152394000857448448,https://twitter.com/elonmusk/status/152394000857448448,44196397,2011-12-29 14:22:15+00:00,Thu Dec 29 14:22:15 +0000 2011,,@om,,
+8768,elonmusk,,"@richardbranson Liked ""Screw Business as Usual"" a lot. This approach should be taken to heart by all, as it really is the smart move.",4,21,4,152315925167742977,https://twitter.com/elonmusk/status/152315925167742977,44196397,2011-12-29 09:12:01+00:00,Thu Dec 29 09:12:01 +0000 2011,,@richardbranson,,
+8769,elonmusk,kanyewest,"@kanyewest Just returned from Haiti. For those who want to help, I recommend donating to MSF, UNICEF and Artists for Peace &amp; Justice.",8,18,5,152311993636892672,https://twitter.com/elonmusk/status/152311993636892672,44196397,2011-12-29 08:56:23+00:00,Thu Dec 29 08:56:23 +0000 2011,,@kanyewest,,
+8770,elonmusk,TheOnion,@TheOnion So true :),0,5,2,152153637639028736,https://twitter.com/elonmusk/status/152153637639028736,44196397,2011-12-28 22:27:08+00:00,Wed Dec 28 22:27:08 +0000 2011,,@TheOnion,,
+8771,elonmusk,,If you ever wanted to know the *real* truth about the moon landings ...(best Onion article ever) http://j.mp/vLhhov,34,29,4,151809315026636800,https://twitter.com/elonmusk/status/151809315026636800,44196397,2011-12-27 23:38:55+00:00,Tue Dec 27 23:38:55 +0000 2011,,,,http://j.mp/vLhhov
+8772,elonmusk,,Walked around a neighborhood recently rebuilt with help from APJ and others,18,152,3,151338939389706242,https://twitter.com/elonmusk/status/151338939389706242,44196397,2011-12-26 16:29:50+00:00,Mon Dec 26 16:29:50 +0000 2011,,,,
+8773,elonmusk,,"It was Xmas, so we brought presents for the kids at the orphanage. They don't usually get much.",14,158,7,151337237429239808,https://twitter.com/elonmusk/status/151337237429239808,44196397,2011-12-26 16:23:04+00:00,Mon Dec 26 16:23:04 +0000 2011,,,,
+8774,elonmusk,,"Met with UNICEF, Doctors Without Borders and Artists for Peace & Justice. I support them and would recommend others do too.",32,18,1,151327734843445249,https://twitter.com/elonmusk/status/151327734843445249,44196397,2011-12-26 15:45:18+00:00,Mon Dec 26 15:45:18 +0000 2011,,,,
+8775,elonmusk,,Just returned from a trip to Haiti. Covered a lot of ground and saw many tough situations. They need a lot of help.,12,14,4,151322293174419456,https://twitter.com/elonmusk/status/151322293174419456,44196397,2011-12-26 15:23:40+00:00,Mon Dec 26 15:23:40 +0000 2011,,,,
+8776,elonmusk,,Single character Tweets are the ulitmate extension of the Twitmeme...,5,6,4,151317672217419777,https://twitter.com/elonmusk/status/151317672217419777,44196397,2011-12-26 15:05:19+00:00,Mon Dec 26 15:05:19 +0000 2011,,,,
+8777,elonmusk,,I,104,189,21,151151777662779392,https://twitter.com/elonmusk/status/151151777662779392,44196397,2011-12-26 04:06:06+00:00,Mon Dec 26 04:06:06 +0000 2011,,,,
+8778,elonmusk,,The Russians are having some challenges with their rockets. Too many of the engineers that designed them have retired: http://ow.ly/89k5F,11,6,6,150390624552615937,https://twitter.com/elonmusk/status/150390624552615937,44196397,2011-12-24 01:41:33+00:00,Sat Dec 24 01:41:33 +0000 2011,,,,http://ow.ly/89k5F
+8779,elonmusk,,We had a long and interesting conversation on many subjects. He has exciting ideas for extending his creative talents beyond music.,6,15,2,150388617246801920,https://twitter.com/elonmusk/status/150388617246801920,44196397,2011-12-24 01:33:35+00:00,Sat Dec 24 01:33:35 +0000 2011,,,,
+8780,elonmusk,,Kanye stopped by the SpaceX rocket factory today.,3250,8167,64,150387544402575360,https://twitter.com/elonmusk/status/150387544402575360,44196397,2011-12-24 01:29:19+00:00,Sat Dec 24 01:29:19 +0000 2011,,,,
+8781,elonmusk,,Model S options are out! Performance in red and black for me. I will deliver my car in June/July.,44,347,25,149813972915339264,https://twitter.com/elonmusk/status/149813972915339264,44196397,2011-12-22 11:30:10+00:00,Thu Dec 22 11:30:10 +0000 2011,,,,
+8782,elonmusk,,"Hi, I'm Art Garfunkel. Have you heard the sound of silence? Because, you know, it makes a sound...",148,769,72,149787827712958464,https://twitter.com/elonmusk/status/149787827712958464,44196397,2011-12-22 09:46:16+00:00,Thu Dec 22 09:46:16 +0000 2011,,,,
+8783,elonmusk,,Raul Campos invited me to do a guest DJ gig on KCRW. Hear my random holiday season music selections at http://ow.ly/87gEb,3,6,1,149688828599349251,https://twitter.com/elonmusk/status/149688828599349251,44196397,2011-12-22 03:12:52+00:00,Thu Dec 22 03:12:52 +0000 2011,,,,http://ow.ly/87gEb
+8784,elonmusk,,Yum! Even better than deep fried butter:,0,4,0,149629518267695104,https://twitter.com/elonmusk/status/149629518267695104,44196397,2011-12-21 23:17:11+00:00,Wed Dec 21 23:17:11 +0000 2011,,,,http://ow.ly/877EB
+8785,elonmusk,,"Yeah, this really is me, as my Mom @mayemusk will attest. Not sure I can handle just doing 140 char missives. Will put longer thoughts on G+",5,29,7,149447517325635584,https://twitter.com/elonmusk/status/149447517325635584,44196397,2011-12-21 11:13:59+00:00,Wed Dec 21 11:13:59 +0000 2011,,@mayemusk,,
+8786,elonmusk,,"Got called randomly by Kanye West today and received a download of his thoughts, ranging from shoes to Moses. He was polite, but opaque.",595,1125,9,149444078210256896,https://twitter.com/elonmusk/status/149444078210256896,44196397,2011-12-21 11:00:19+00:00,Wed Dec 21 11:00:19 +0000 2011,,,,
+8787,elonmusk,,His singing and acting talent will be sorely missed: http://www.youtube.com/watch?v=jdug6yHJB40&amp;feature=related South Park sequel coming soon...,2,27,2,149441101684686848,https://twitter.com/elonmusk/status/149441101684686848,44196397,2011-12-21 10:48:29+00:00,Wed Dec 21 10:48:29 +0000 2011,,,,http://www.youtube.com/watch?v=jdug6yHJB40&feature=related
+8788,elonmusk,,Why does the crowd cry over the glorious leader Kim Il Sung's death? Fear of being shot may play a role:,1,4,0,149439686702661632,https://twitter.com/elonmusk/status/149439686702661632,44196397,2011-12-21 10:42:52+00:00,Wed Dec 21 10:42:52 +0000 2011,,,,http://ow.ly/86gDA
+8789,elonmusk,,Sam Harris also wrote a nice piece on the awesomeness of Hitchens: http://www.samharris.org/blog/item/hitch/ May the good man RIP.,22,105,9,149436471764459520,https://twitter.com/elonmusk/status/149436471764459520,44196397,2011-12-21 10:30:05+00:00,Wed Dec 21 10:30:05 +0000 2011,,,,http://www.samharris.org/blog/item/hitch/
+8790,elonmusk,,"Read ""Lying"", the new book by my friend Sam Harris. Excellent cover art and lots of good reasons not to lie!",12,32,9,149435658115612672,https://twitter.com/elonmusk/status/149435658115612672,44196397,2011-12-21 10:26:51+00:00,Wed Dec 21 10:26:51 +0000 2011,,,,
+8791,elonmusk,,Am reading a great biography of Ben Franklin by Isaacson. Highly recommended.,9,24,7,143171132814671872,https://twitter.com/elonmusk/status/143171132814671872,44196397,2011-12-04 03:33:52+00:00,Sun Dec 04 03:33:52 +0000 2011,,,,
+8792,elonmusk,,That was a total non sequitur btw,4,7,0,142881284019060736,https://twitter.com/elonmusk/status/142881284019060736,44196397,2011-12-03 08:22:07+00:00,Sat Dec 03 08:22:07 +0000 2011,,,,
+8793,elonmusk,,"Great Voltaire quote, arguably better than Twain. Hearing news of his own death, Voltaire replied the reports were true, only premature.",25,27,2,142880871391838208,https://twitter.com/elonmusk/status/142880871391838208,44196397,2011-12-03 08:20:28+00:00,Sat Dec 03 08:20:28 +0000 2011,,,,
+8794,elonmusk,,I made the volume on the Model S http://ow.ly/i/mtD7 go to 11. Now I just need to work in a miniature Stonehenge...,8,23,9,142188458125963264,https://twitter.com/elonmusk/status/142188458125963264,44196397,2011-12-01 10:29:04+00:00,Thu Dec 01 10:29:04 +0000 2011,,,,http://ow.ly/i/mtD7
+8795,elonmusk,,"Went to Iceland on Sat to ride bumper cars on ice! No, not the country, Vlad's rink in Van Nuys. Awesome family fun :)",18,167,15,142179928203460608,https://twitter.com/elonmusk/status/142179928203460608,44196397,2011-12-01 09:55:11+00:00,Thu Dec 01 09:55:11 +0000 2011,,,,
+8796,elonmusk,,"Please ignore prior tweets, as that was someone pretending to be me :) This is actually me.",121,407,37,15434727182,https://twitter.com/elonmusk/status/15434727182,44196397,2010-06-04 18:31:57+00:00,Fri Jun 04 18:31:57 +0000 2010,,,,
diff --git a/DataSets/Twitter_data/top_200_TSLA_tweets_interactions.csv b/DataSets/Twitter_data/top_200_TSLA_tweets_interactions.csv
new file mode 100644
index 00000000..4728eea9
--- /dev/null
+++ b/DataSets/Twitter_data/top_200_TSLA_tweets_interactions.csv
@@ -0,0 +1,201 @@
+date,text,retweets,replies,favorites,tweet_interactions,permalink,to,hashtags,mentions
+2019-11-24,Cybertruck pulls F-150 uphill,116793,16494,670614,803901,https://twitter.com/elonmusk/status/1198751258384818176,,,
+2019-11-22,Nobody *expects* the Cybertruck,48265,14548,438698,501511,https://twitter.com/elonmusk/status/1197768038415659008,,,
+2020-01-29,A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago,37648,4488,366829,408965,https://twitter.com/elonmusk/status/1222597315023654912,,,
+2019-11-23,Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvements to make before production haha.,38694,8478,328580,375752,https://twitter.com/elonmusk/status/1198090787520598016,,,
+2020-01-07,At Tesla Giga Shanghai NSFW!!,37175,7420,306826,351421,https://twitter.com/elonmusk/status/1214483582363693057,,,
+2019-04-23,"Tesla is going to develop a quiet, electric leafblower",24939,10392,314387,349718,https://twitter.com/elonmusk/status/1120831425169674240,,,
+2019-11-23,"146k Cybertruck orders so far, with 42% choosing dual, 41% tri & 17% single motor",24714,7734,303872,336320,https://twitter.com/elonmusk/status/1198344195317985280,,,
+2019-02-20,4000 Tesla cars loading in SF for Europe,17929,5107,217917,240953,https://twitter.com/elonmusk/status/1098009983931707393,,,
+2019-03-30,Tesla Semi delivering Tesla cars,16803,3115,203911,223829,https://twitter.com/elonmusk/status/1112106548363292672,,,
+2018-11-29,"You can summon your Tesla from your phone. Only short distances today, but in a few years summon will work from across the continent.",26440,3364,183792,213596,https://twitter.com/elonmusk/status/1067967799547449344,RodneyHansen,,
+2019-12-19,Tesla Moth Mode (better late than never),21216,1329,190633,213178,https://twitter.com/elonmusk/status/1207572562466738177,,,
+2019-04-24,Tesla blows haha,18694,1979,190543,211216,https://twitter.com/elonmusk/status/1120842338836725760,,,
+2019-05-03,Changing Tesla horn sound to ,16309,3899,184086,204294,https://twitter.com/elonmusk/status/1124124507273175040,,,
+2018-01-07,"Gonna put an old school drive-in, roller skates & rock restaurant at one of the new Tesla Supercharger locations in LA",16592,4430,181209,202231,https://twitter.com/elonmusk/status/949831212326993920,,,
+2018-10-12,"Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Earth. Even if your faith in humanity is faltering, this is worth caring about. Support makes a difference. Thank you.",26692,3787,169664,200143,https://twitter.com/elonmusk/status/1050809258659344384,,,
+2018-04-18,Tesla batteries are currently live & delivering power at 662 locations in Puerto Rico. Team is working 24/7 to activate several hundred more.,33313,2095,154907,190315,https://twitter.com/elonmusk/status/986746909153869824,nowthisnews,,
+2019-11-22,"Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at",17197,11615,159333,188145,https://twitter.com/elonmusk/status/1197986509950861312,,,
+2020-01-01,Congratulations Tesla & SpaceX on great 2019! You rock!! Looking forward to epic 2020 ,8245,2192,168096,178533,https://twitter.com/elonmusk/status/1212264717617639424,,,
+2020-01-12,Teslas will soon talk to people if you want. This is real.,14586,3446,156577,174609,https://twitter.com/elonmusk/status/1216198285792358400,,,
+2019-11-24,"Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected technology announcements next year",8144,4015,159615,171774,https://twitter.com/elonmusk/status/1198723473708699648,,,
+2019-12-07,Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you! ,5559,4399,161012,170970,https://twitter.com/elonmusk/status/1203463366968135680,,,
+2017-12-26,"Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new company that all experts said would fail. So much blood, sweat & tears from the Tesla team went into creating cars that you’d truly love. I hope you do. How can we improve further?",12759,15185,134409,162353,https://twitter.com/elonmusk/status/945712432416137217,,,
+2018-07-01,"7000 cars, 7 days Tesla Team ",12972,4833,143059,160864,https://twitter.com/elonmusk/status/1013519243030253570,,,
+2018-05-22,Just wanted to say thanks to all Tesla supporters. I damn well love you.,8920,4551,142280,155751,https://twitter.com/elonmusk/status/998786412970369024,,,
+2018-11-10,"If Tesla can help people in California wildfire, please let us know. Model S & X have hospital grade HEPA filters. Maybe helpful for transporting people.",15199,2627,133823,151649,https://twitter.com/elonmusk/status/1061123924354875393,,,
+2018-04-01,"Tesla Goes Bankrupt Palo Alto, California, April 1, 2018 -- Despite intense efforts to raise money, including a last-ditch mass sale of Easter Eggs, we are sad to report that Tesla has gone completely and totally bankrupt. So bankrupt, you can't believe it.",22333,3862,124192,150387,https://twitter.com/elonmusk/status/980566101124722688,,,
+2019-02-20,"Tesla made 0 cars in 2011, but will make around 500k in 2019",9573,2393,137915,149881,https://twitter.com/elonmusk/status/1098013283372589056,,,
+2019-12-22,"If Tesla & SpaceX go bankrupt, so will I. As it should be.",8068,2091,136779,146938,https://twitter.com/elonmusk/status/1208831048026509312,,,
+2017-11-12,Tesla Semi Truck unveil to be webcast live on Thursday at 8pm! This will blow your mind clear out of your skull and into an alternate dimension. Just need to find my portal gun ...,25094,2754,114368,142216,https://twitter.com/elonmusk/status/929823757635481600,,,
+2018-10-29,Deleted my Tesla titles last week to see what would happen. I’m now the Nothing of Tesla. Seems fine so far.,9183,3710,128903,141796,https://twitter.com/elonmusk/status/1057010155332628481,,,
+2017-11-17,Tesla Semi,22722,2059,116082,140863,https://twitter.com/elonmusk/status/931412020016029696,,,
+2019-11-21,Tesla Cybertruck (pressurized edition) will be official truck of Mars,10818,2439,126224,139481,https://twitter.com/elonmusk/status/1197627433970589696,,,
+2018-05-14,"It’s super messed up that a Tesla crash resulting in a broken ankle is front page news and the ~40,000 people who died in US auto accidents alone in past year get almost no coverage https://www.washingtonpost.com/business/tesla-with-autopilot-slams-into-truck-stopped-at-red-light/2018/05/12/18d2e740-563e-11e8-a6d4-ca1d035642ce_story.html?noredirect=on&amp;utm_term=.7466cb626644",22987,4154,109034,136175,https://twitter.com/elonmusk/status/996131586469842945,,,
+2018-04-01,"Elon was found passed out against a Tesla Model 3, surrounded by ""Teslaquilla"" bottles, the tracks of dried tears still visible on his cheeks. This is not a forward-looking statement, because, obviously, what's the point? Happy New Month!",18887,3293,113590,135770,https://twitter.com/elonmusk/status/980566116614291456,,,
+2019-07-27,"Ability to stream YouTube & Netflix when car is stopped coming to your Tesla soon! Has an amazingly immersive, cinematic feel due to the comfy seats & surround sound audio.",9304,2277,121750,133331,https://twitter.com/elonmusk/status/1155179932474957825,,,
+2018-03-11,"Why Falcon Heavy & Starman? Life cannot just be about solving one sad problem after another. There need to be things that inspire you, that make you glad to wake up in the morning and be part of humanity. That is why we did it. We did for you.",28944,3143,99303,131390,https://twitter.com/elonmusk/status/972628124893671432,,,
+2019-11-24,"Reason Cybertruck is so planar is that you can’t stamp ultra-hard 30X steel, because it breaks the stamping press",8205,3233,117217,128655,https://twitter.com/elonmusk/status/1198700591465156608,,,
+2018-02-07,Last pic of Starman in Roadster on its journey to Mars orbit and then the Asteroid Belt https://www.instagram.com/p/Be6VZEzgAEk/,21808,4613,101820,128241,https://twitter.com/elonmusk/status/961359174230773765,,,
+2019-06-29,"Yes, but still a bit too limited on range. That will change in coming years as battery energy density improves.",4231,1306,121022,126559,https://twitter.com/elonmusk/status/1145115024114896896,Ninja,,
+2020-02-02,Tesla will hold a super fun AI party/hackathon at my house with the Tesla AI/autopilot team in about four weeks. Invitations going out soon.,6122,7391,110508,124021,https://twitter.com/elonmusk/status/1224087317364854785,,,
+2019-05-31,New Tesla Summon will ur ,6343,1977,113382,121702,https://twitter.com/elonmusk/status/1134578076661141504,,,
+2018-08-11,Short shorts coming soon to Tesla merch,15442,2528,102469,120439,https://twitter.com/elonmusk/status/1028121465785405441,,,
+2018-08-07,Am considering taking Tesla private at $420. Funding secured.,16006,6222,90260,112488,https://twitter.com/elonmusk/status/1026872652290379776,,,
+2020-02-09,Order at https://www.tesla.com/solarroof,7987,2551,101468,112006,https://twitter.com/elonmusk/status/1226634613151412224,Tesla,,
+2020-01-22,Want to play The Witcher game on your Tesla? (you can already watch the show on Tesla Netflix theater),9382,4368,87424,101174,https://twitter.com/elonmusk/status/1219881215156801537,,,
+2020-01-08, Tesla China Team Such amazing progress!!,3097,1692,95192,99981,https://twitter.com/elonmusk/status/1214956305808527361,,,
+2017-12-02,Payload will be my midnight cherry Tesla Roadster playing Space Oddity. Destination is Mars orbit. Will be in deep space for a billion years or so if it doesn’t blow up on ascent.,15834,3846,79087,98767,https://twitter.com/elonmusk/status/936782477502246912,,,
+2018-02-06,Live view of Starman,23718,3376,70361,97455,https://twitter.com/elonmusk/status/960994034960416768,,,
+2019-11-01,Tesla Solarglass vs Happy Halloween!!,5078,1259,88326,94663,https://twitter.com/elonmusk/status/1190094817084051456,,,
+2018-10-25,Massive thanks to Tesla owners & supporters. We wouldn’t be here without you.,3920,2100,88559,94579,https://twitter.com/elonmusk/status/1055362206798307328,,,
+2018-08-01,"If you’re into video game development, consider applying to Tesla. We want to make super fun games that integrate the center touch screen, phone & car irl.",11532,4384,74545,90461,https://twitter.com/elonmusk/status/1024758123406323712,,,
+2019-11-06,Cybertruck unveil on Nov 21 in LA near SpaceX rocket factory,7899,2348,77951,88198,https://twitter.com/elonmusk/status/1192113294036754432,,,
+2017-09-13,Tesla Semi truck unveil & test ride tentatively scheduled for Oct 26th in Hawthorne. Worth seeing this beast in person. It's unreal.,14265,1805,69286,85356,https://twitter.com/elonmusk/status/908108029777686528,,,
+2018-06-26,"What would you love to see in a Tesla pickup truck? I have a few things in mind, but what do you think are small, but important nuances & what would be seriously next level?",4753,26580,53240,84573,https://twitter.com/elonmusk/status/1011672532838055937,,,
+2019-10-23,Tesla Q3 results: - Shanghai Giga ahead of schedule - Model Y ahead of schedule - Solar installs +48% from Q2 - GAAP profitable - Positive free cash flow,6819,2195,74760,83774,https://twitter.com/elonmusk/status/1187113794234793984,,,
+2017-07-03,Wanted to say thanks to all that own or ordered a Tesla. It matters to us that you took a risk on a new car company. We won't forget.,7923,3556,71622,83101,https://twitter.com/elonmusk/status/882007043472728064,,,
+2018-11-09,Please lmk what you’d most like improved/fixed about your Tesla. Thanks!,2193,22527,58147,82867,https://twitter.com/elonmusk/status/1060759329039515648,,,
+2019-01-01,Congratulations @Tesla team!!,3192,1088,78487,82767,https://twitter.com/elonmusk/status/1080000130407776264,,,@Tesla
+2017-06-01,India commits to sell only electric cars by 2030. It is already the largest market for solar power.,24806,1815,55884,82505,https://twitter.com/elonmusk/status/870411649621999617,,,
+2018-12-09,"If you have a Tesla built in past 2 years, definitely try Navigate on Autopilot. It will blow your mind. Automatically passes slow cars & takes highway interchanges & off-ramps.",5318,1739,73970,81027,https://twitter.com/elonmusk/status/1071844948553609216,,,
+2018-06-12,"Difficult, but necessary Tesla reorg underway. My email to the company has already leaked to media. Here it is unfiltered:",10132,1865,68809,80806,https://twitter.com/elonmusk/status/1006597562156003328,,,
+2019-10-28,"If you’re directly affected by wildfire power outages, Tesla is reducing Solar+Powerwall prices by $1000 as of today",4862,854,71656,77372,https://twitter.com/elonmusk/status/1188880437067665408,,,
+2019-02-27,Some Tesla news,2052,2154,70778,74984,https://twitter.com/elonmusk/status/1100672354932256773,,,
+2019-05-19,"Tesla does not advertise or pay for endorsements. Instead, we use that money to make the product great.",6243,1577,64520,72340,https://twitter.com/elonmusk/status/1129924410339495937,Teslarati,,
+2018-06-09,"SpaceX option package for new Tesla Roadster will include ~10 small rocket thrusters arranged seamlessly around car. These rocket engines dramatically improve acceleration, top speed, braking & cornering. Maybe they will even allow a Tesla to fly …",8786,2109,61413,72308,https://twitter.com/elonmusk/status/1005577738332172289,,,
+2019-12-20,"Tesla holiday software update has FSD sneak preview, Stardew Valley, Lost Backgammon & a few other things",3224,1910,66533,71667,https://twitter.com/elonmusk/status/1207865226604863488,,,
+2019-05-25,Beautiful solar sail,5657,1523,63011,70191,https://twitter.com/elonmusk/status/1132342021031464960,SpaceX,,
+2018-12-19,Tesla in @boringcompany tunnel with retractable wheel gear that turns a car into a rail-guided train &amp; back again,8842,1580,59303,69725,https://twitter.com/elonmusk/status/1075227467239940096,,,@boringcompany
+2019-01-27,Tap Tesla logo at top of your car’s touchscreen & wait 10 secs to open special features box,3066,1698,64195,68959,https://twitter.com/elonmusk/status/1089621398409011200,,,
+2019-11-16,Cybertruck unveil Thursday night,6105,1992,60685,68782,https://twitter.com/elonmusk/status/1195504767818055680,,,
+2017-04-13,Tesla Semi truck unveil set for September. Team has done an amazing job. Seriously next level.,14922,1825,51612,68359,https://twitter.com/elonmusk/status/852580027178696704,,,
+2019-08-20,Might make sense to have thousands of solar reflector satellites to warm Mars vs artificial suns (tbd),3614,2313,62217,68144,https://twitter.com/elonmusk/status/1163874793113866240,,,
+2019-12-26,"Just swipe down on Tesla nav button for car to automatically navigate to home, work or destination in calendar",2341,1229,62579,66149,https://twitter.com/elonmusk/status/1210270551236730880,,,
+2017-08-05,Officially verified as the first production electric car to exceed 1000km on a single charge! Congratulations Tesla Owners Italia!!,14050,927,50662,65639,https://twitter.com/elonmusk/status/893920554821931008,TeslaOwnersIT,,
+2019-07-02,Congratulations Tesla team & thanks to all the new Tesla owners!! ,4409,1726,59501,65636,https://twitter.com/elonmusk/status/1146152051434381313,CNBCnow,,
+2019-10-25,"Maybe call Tesla solar roof tiles product Solarglass? Like Dragonglass, but solar!",2856,1816,60585,65257,https://twitter.com/elonmusk/status/1187814633496690688,,,
+2017-02-15,"In appreciation, Tesla is providing all repair costs free of charge and expedited.",14578,854,49695,65127,https://twitter.com/elonmusk/status/831972613912080384,elonmusk,,
+2018-09-25, Tesla Owners ,2941,2705,58197,63843,https://twitter.com/elonmusk/status/1044688678042271744,elonmusk,,
+2017-10-06,Tesla Semi unveil now Nov 16. Diverting resources to fix Model 3 bottlenecks & increase battery production for Puerto Rico & other affected areas.,9175,2027,52098,63300,https://twitter.com/elonmusk/status/916395155120205825,,,
+2019-10-09,Tesla software V10.0 comes with karaoke ,4156,1416,57625,63197,https://twitter.com/elonmusk/status/1181988180326633472,,,
+2018-05-20,Will soon enable Tesla owners to request service from their phone with a few taps. Tesla Ranger will come to you to take care of your car. No need to bring the car in yourself & zero paperwork.,4730,1226,57173,63129,https://twitter.com/elonmusk/status/998082149356994560,,,
+2019-04-23,"Over a million combustion engine (it’s right there in the name!) car fires per year & thousands of deaths, but one Tesla car fire with no injuries gets biggest headlines. Why the double standard? This is a real question.",5905,1231,55216,62352,https://twitter.com/elonmusk/status/1120801643115663360,,,
+2019-08-30,https://twitter.com/Teslarati/status/1167410401878974465,4621,501,54572,59694,https://twitter.com/elonmusk/status/1167438474972139521,,,
+2019-07-09,Would be cool if car took you to a random fun place traveled to by other Tesla owners in the area,1464,857,56737,59058,https://twitter.com/elonmusk/status/1148672538186137601,kvlly,,
+2017-06-09,Few people know that we started Tesla when GM forcibly recalled all electric cars from customers in 2003 & then crushed them in a junkyard,13744,1481,43531,58756,https://twitter.com/elonmusk/status/873116351316938753,,,
+2019-05-17,This is why we put extra filters in all Tesla cars. S & X even have hospital operating room grade HEPA filters.,4160,1126,53143,58429,https://twitter.com/elonmusk/status/1129459107952332800,elonmusk,,
+2018-12-09,"Already testing traffic lights, stop signs & roundabouts in development software. Your Tesla will soon be able to go from your garage at home to parking at work with no driver input at all.",5317,1431,51591,58339,https://twitter.com/elonmusk/status/1071845439140327424,,,
+2020-02-16,"Tesla is ramping up Solar Roof installation across the USA! Training will be provided, so no prior experience needed. Apply at",5362,1976,50923,58261,https://twitter.com/elonmusk/status/1228849721013346304,,,
+2018-10-23,"Get this question a lot, so need to clarify that there’s no such thing as a Tesla “refresh”. Other car companies do this every ~3 years, but Tesla constantly upgrades vehicle hardware every week.",3188,1205,53859,58252,https://twitter.com/elonmusk/status/1054812318096216064,,,
+2018-10-18,"Just released lower cost, mid-range Tesla Model 3 & super simple new order page",5505,3380,47660,56545,https://twitter.com/elonmusk/status/1053060766771761152,,,
+2018-05-22,"We’re going to include some fun games as hidden Easter eggs in Tesla S, X & 3. What do you think would be most fun in a car using the center touch screen?",2554,13444,40400,56398,https://twitter.com/elonmusk/status/998988641702526977,,,
+2018-12-09,"Tesla history trivia: we didn’t actually come up with the Tesla Motors name. Bought trademark off Brad Siewert for $75k in late 2004. He’d originally filed for it in 1994. Our alternative name was Faraday, which was used by a competitor several years later.",5067,1180,49616,55863,https://twitter.com/elonmusk/status/1071613648085311488,60Minutes,,
+2019-01-22,Tesla Sentry Mode coming soon for all cars with Enhanced Autopilot,3613,1377,50862,55852,https://twitter.com/elonmusk/status/1087849475622588416,dmbfanmd,,
+2019-08-18,Tesla Solar just relaunched. Lmk what you think …,3352,4959,47518,55829,https://twitter.com/elonmusk/status/1163020430136844288,,,
+2018-10-27,Tesla Autopilot Drive on Navigation going to wide release in North America tonight,3747,1611,50353,55711,https://twitter.com/elonmusk/status/1056001102385049601,,,
+2019-04-23,"Reality is a Tesla, like most electric cars, is over 500% *less* likely to catch fire than combustion engine cars, which carry massive amounts of highly flammable fuel. Why is this never mentioned?",3999,1246,49672,54917,https://twitter.com/elonmusk/status/1120802953130995714,,,
+2020-01-14,T-shirt is bulletproof & makes u buff! https://shop.tesla.com/en_ca/product/men_s-cybertruck-bulletproof-tee?sku=7654399-00-A,3172,2003,49683,54858,https://twitter.com/elonmusk/status/1217144162757120000,,,
+2020-01-25,"A Tesla works as a boat for short periods of time, as an electric car has no air intake or exhaust to block & battery/motor/electronics are water-sealed. Submarines are just underwater EVs. https://m.youtube.com/watch?v=cBYFo6fXPvU",5210,1312,48328,54850,https://twitter.com/elonmusk/status/1221176639339425792,ThingsWork,,
+2019-04-08,The Tesla Full Self-Driving Computer now in production is at about 5% compute load for these tasks or 10% with full fail-over redundancy,5690,1090,48022,54802,https://twitter.com/elonmusk/status/1115337505824432128,DrCamiloOrtiz,,
+2020-02-15,Tesla Model S estimated EPA range is now above 390 miles or ~630 km,3717,1769,48937,54423,https://twitter.com/elonmusk/status/1228540886826418178,,,
+2018-10-12,Teslaquila coming soon …,6268,1476,46552,54296,https://twitter.com/elonmusk/status/1050788043907448834,CNBCi,,
+2020-02-02,"“At Tesla, using AI to solve self-driving isn’t just icing on the cake, it the cake” - @lexfridman Join AI at Tesla! It reports directly to me &amp; we meet/email/text almost every day. My actions, not just words, show how critically I view (benign) AI.",5362,1775,46915,54052,https://twitter.com/elonmusk/status/1224043531951583233,,,@lexfridman
+2019-12-07,"Super strong roof that generates clean energy, looks great & costs less than a normal roof plus solar panels! http://Tesla.com/solarglass",4035,1699,48248,53982,https://twitter.com/elonmusk/status/1203173838378323973,Tesla,,
+2018-06-16,Amazing work by Tesla team. Built entire new general assembly line in 3 weeks w minimal resources. Love u guys so much! Pic of 1st Model 3 dual motor performance coming off the line …,4458,1463,47826,53747,https://twitter.com/elonmusk/status/1008081295090450432,,,
+2018-06-24,Tesla Semi Truck in Mad Max Mode,5768,662,47233,53663,https://twitter.com/elonmusk/status/1011021456526987266,jongold,,
+2018-06-01,"Cool, Tesla S/X have hospital operating room air quality when BWD mode is activated, so shd protect against even a weaponized virus",6111,666,46756,53533,https://twitter.com/elonmusk/status/1002372491514441728,OlofTenghoff,,
+2019-10-02,"Over 550,000 Tesla Smart Summon uses in first few days!",2144,1468,49705,53317,https://twitter.com/elonmusk/status/1179520622004588544,,,
+2018-12-11,"Love that people are buying a Tesla for the product itself, even if they don’t believe in climate change. Not everyone can be convinced about global warming, but if an electric car is simply the best product, they don’t need to be.",4955,1775,46049,52779,https://twitter.com/elonmusk/status/1072488092089618432,InsideEVs,,
+2019-10-06,"Customized horn & movement sounds (coconuts being one, of course) coming to Teslas soon",2635,2043,46906,51584,https://twitter.com/elonmusk/status/1180877114226008064,,,
+2018-08-24,"Goal is to service your car wherever you are, quietly & quickly. No need to bring it to a Tesla service center.",4879,1427,44871,51177,https://twitter.com/elonmusk/status/1032804122330845184,Tesla,,
+2019-02-09,"Just left Zeebrugge, now Tilburg, then Tesla HQ in Amsterdam & Oslo tonight to review service in Norway. Exciting to see thousands of Model 3’s on their way to owners in Europe!",2655,2169,46254,51078,https://twitter.com/elonmusk/status/1094232094912512000,,,
+2018-04-01,"There are many chapters of bankruptcy and, as critics so rightly pointed out, Tesla has them *all*, including Chapter 14 and a half (the worst one).",4623,321,45426,50370,https://twitter.com/elonmusk/status/980566103356194816,,,
+2018-05-23,"Problem is journos are under constant pressure to get max clicks & earn advertising dollars or get fired. Tricky situation, as Tesla doesn’t advertise, but fossil fuel companies & gas/diesel car companies are among world’s biggest advertisers.",5819,1766,42309,49894,https://twitter.com/elonmusk/status/999364333674024960,,,
+2018-05-26,Can’t believe someone leaked this schematic of the Tesla production system!!,3929,951,44757,49637,https://twitter.com/elonmusk/status/1000332404618227712,,,
+2019-10-15,Anyone who’s interested in working on cutting edge manufacturing — designing & building the machine that makes the machine — please consider working at Tesla or SpaceX. We’re gonna take this to a whole new level!,2808,2790,43931,49529,https://twitter.com/elonmusk/status/1184232118223822848,,,
+2018-05-20,Tesla dual motor means there is a motor in front & a motor in rear. One is optimized for power & one for range. Car drives fine even if a motor breaks down. Helps ensure you make it to your destination & don’t get stuck on side of road in potentially unsafe conditions.,4053,1111,44261,49425,https://twitter.com/elonmusk/status/998088849636016128,,,
+2019-05-18,"Because a Tesla produces no emissions & filters most toxins, pollen, spores & viruses, it actually cleans up surrounding air as it travels",4319,759,43643,48721,https://twitter.com/elonmusk/status/1129618550161731584,,,
+2019-06-20,Kids playing Beach Buggy in Tesla store,1820,711,45891,48422,https://twitter.com/elonmusk/status/1141779311155744768,,,
+2019-02-13,Tesla Model X first SUV to receive a perfect crash test rating https://www.businessinsider.com/tesla-model-x-perfect-safety-crash-test-rating-2019-2?utm_source=twitter&amp;utm_medium=referral&amp;utm_content=topbar&amp;utm_term=mobile&amp;referrer=twitter via @businessinsider,4677,1054,42462,48193,https://twitter.com/elonmusk/status/1095737018137534465,,,@businessinsider
+2018-04-13,"Yes, excessive automation at Tesla was a mistake. To be precise, my mistake. Humans are underrated.",7382,1240,39560,48182,https://twitter.com/elonmusk/status/984882630947753984,timkhiggins,,
+2017-11-12,Sunset at the Gigafactory,2995,966,44113,48074,https://twitter.com/elonmusk/status/929564225164464128,,,
+2019-08-18,Which means a small corner of Texas (or anywhere) with solar panels could power the entire United States,3750,1248,42767,47765,https://twitter.com/elonmusk/status/1163018466871263234,,,
+2017-11-23,Congratulations to the Tesla crew and South Australian authorities who worked so hard to get this manufactured and installed in record time!,7464,1145,39058,47667,https://twitter.com/elonmusk/status/933576358793318401,,,
+2019-03-30,We’ve been so mired in production & logistics for past 18 months. Really looking fwd to getting Semi into production.,1215,928,45138,47281,https://twitter.com/elonmusk/status/1112123741574586368,,,
+2019-10-24,Tesla Solar Tile Roof V3 launch tomorrow at 2pm,2617,973,43600,47190,https://twitter.com/elonmusk/status/1187488267551137793,,,
+2018-11-01,"Tesla advanced Summon ready in ~6 weeks! Just an over-the-air software upgrade, so will work on all cars made in past 2 years (Autopilot hardware V2+).",3603,894,42500,46997,https://twitter.com/elonmusk/status/1057871356367269888,,,
+2019-06-29,Huge thanks to all Tesla supporters around the world helping the cause. We you!!,2340,1064,43542,46946,https://twitter.com/elonmusk/status/1145044275916234752,teslaownersSV,,
+2019-06-19,"Starting next month, Tesla will charge $1000 for color black (same price as silver)",1372,2566,42586,46524,https://twitter.com/elonmusk/status/1141409584457768960,,,
+2018-11-01,Car will drive to your phone location & follow you like a pet if you hold down summon button on Tesla app,4771,873,40738,46382,https://twitter.com/elonmusk/status/1057881371174035456,,,
+2019-03-16,Reminder to buy our S3XY cars before midnight on Monday! Prices rise slightly worldwide on Tuesday. You can order online at http://Tesla.com.,3110,1729,41485,46324,https://twitter.com/elonmusk/status/1107026609268113408,,,
+2016-07-10,Today is Nikola Tesla's birthday. I hope he likes what we've done in his name.,11881,582,33736,46199,https://twitter.com/elonmusk/status/752184088111362048,,,
+2018-08-19,Ford & Tesla are the only 2 American car companies to avoid bankruptcy. I just got home from the factory. You think this is an option. It is not.,3498,1585,40552,45635,https://twitter.com/elonmusk/status/1031111742103814144,ariannahuff,,
+2018-05-20,"Tesla dual motor, all-wheel drive performance Model 3: 3.5 sec 0-60mph 155 mph Top Speed 310 mile Range",4624,1083,39589,45296,https://twitter.com/elonmusk/status/998084314200862720,,,
+2019-01-09,"Btw, you can buy a Tesla online in less than 2 mins & give it back for a full refund for any reason http://Tesla.com",4224,2707,38324,45255,https://twitter.com/elonmusk/status/1083121972857487360,,,
+2019-09-07,Tesla doing laps at Nerdburgering,2831,700,41664,45195,https://twitter.com/elonmusk/status/1170395921831493632,Tesla,,
+2019-04-13,Please note that the price of the Tesla Full Self-Driving option will increase substantially over time,1967,2355,40802,45124,https://twitter.com/elonmusk/status/1117116982778679297,,,
+2017-10-26,"Btw, just want to express a word of appreciation for the hard work of the Tesla Gigafactory team. Reason I camped on the roof was because it was less time than driving to a hotel room in Reno. Production hell, ~8th circle …",3298,1205,40480,44983,https://twitter.com/elonmusk/status/923657991664095232,,,
+2017-02-15,Congrats to the Tesla owner who sacrificed damage to his own car to bring a car with an unconscious driver safely to a stop!,7618,444,36692,44754,https://twitter.com/elonmusk/status/831969536584806400,,,
+2018-04-02,"Tesla policy is to issue a recall *before* there are injuries. This is absolutely the right thing to do. Yet there were dozens of recalls by other car companies last month, incl w injuries & deaths, but you only wrote an article about Tesla. Why so?",4650,1264,38820,44734,https://twitter.com/elonmusk/status/980883549074018304,WSJ,,
+2018-07-12,Just finished an amazing 3 day visit to China. The world has never seen human energy & vigor at such scale. Incredibly impressed with Tesla China team & potential for the future.,2684,1150,40252,44086,https://twitter.com/elonmusk/status/1017333757077008385,,,
+2018-10-17,Just reviewed Tesla’s service locations in North America & realized we have major gaps in geographic coverage! Sorry for this foolish oversight. Tesla will aim to cover all regions of NA (not just big cities) within 3 to 6 months.,2445,1621,39633,43699,https://twitter.com/elonmusk/status/1052356093534302208,,,
+2017-10-05,"The Tesla team has done this for many smaller islands around the world, but there is no scalability limit, so it can be done for Puerto Rico too. Such a decision would be in the hands of the PR govt, PUC, any commercial stakeholders and, most importantly, the people of PR.",9409,1195,32592,43196,https://twitter.com/elonmusk/status/915939199718531072,stapf,,
+2017-07-07,This will be the highest power battery system in the world by a factor of 3. Australia rocks!!,8814,1375,32743,42932,https://twitter.com/elonmusk/status/883169447472750592,Tesla,,
+2018-09-28,Huge thank you to all Tesla supporters for helping with car deliveries all around the world. You rock!!,1804,1115,39635,42554,https://twitter.com/elonmusk/status/1045788510039371777,,,
+2018-12-11,"Incorrect. “Chairman” is an honorific, not executive role, which means it’s not needed to run Tesla. Will retire that title at Tesla in 3 years. 60 Mins edited out end of my sentence, where I said I could do whatever I want. They cut “provided I have the support of shareholders”.",2984,847,38400,42231,https://twitter.com/elonmusk/status/1072528643488972802,business,,
+2018-05-04,Please ignore this thread unless you’re interested in a tedious discussion about Tesla stock,3772,1569,36765,42106,https://twitter.com/elonmusk/status/992361223793487872,,,
+2019-01-07,Looking forward to breaking ground on the @Tesla Shanghai Gigafactory today!,2151,1036,38874,42061,https://twitter.com/elonmusk/status/1082103637990625281,,,@Tesla
+2018-12-28,Excited to have Larry Ellison & Kathleen Wilson-Thompson join the Tesla board!,2336,1098,38616,42050,https://twitter.com/elonmusk/status/1078716366591483904,,,
+2016-04-09,"Just wanted to write a note of appreciation for all those who have supported Tesla, SpaceX & SolarCity over the years. Thank you.",6367,1334,34185,41886,https://twitter.com/elonmusk/status/718598132888702976,,,
+2019-04-23,Tesla Full Self-Driving,3300,870,37257,41427,https://twitter.com/elonmusk/status/1120479950828703745,,,
+2018-11-26,"Join to create exciting new worlds of technology!! If getting things done matters to you, then @SpaceX, @Tesla, @BoringCompany &amp; @Neuralink are the places to be.",3177,1511,36552,41240,https://twitter.com/elonmusk/status/1067173241800650752,WSJ,,@SpaceX @Tesla @boringcompany @neuralink
+2019-10-30,Thank for helping grow sustainable energy through solar!,1767,433,38948,41148,https://twitter.com/elonmusk/status/1189602825220702210,cleantechnica,,
+2019-01-10,Tesla *with* Autopilot engaged is twice as safe & continues to make steady improvements,3290,961,36431,40682,https://twitter.com/elonmusk/status/1083252225449840642,Teslarati,,
+2020-02-10,"Tesla April company talk will be from our Giga New York factory, where we make SolarGlass & several other products. Will also offer customer & media tours.",1949,1016,37323,40288,https://twitter.com/elonmusk/status/1226926073532862465,,,
+2019-03-16,"About a minute in, we flashed a teaser pic of Tesla cyberpunk truck",2563,1290,36284,40137,https://twitter.com/elonmusk/status/1106714774694297601,,,
+2018-11-29,"Super fun software Easter eggs coming to all Tesla S/3/X cars before the holidays! Romance mode, toilet humor & more video games.",2322,1368,36418,40108,https://twitter.com/elonmusk/status/1068211597095559168,,,
+2019-10-16,Tesla wins best headlights award https://twitter.com/Teslarati/status/1184548399028285443,2446,745,36593,39784,https://twitter.com/elonmusk/status/1184551948818632705,,,
+2018-08-01,Some of best classic @Atari games coming as Easter eggs in Tesla V9.0 release in about 4 weeks. Thanks @Atari!,3787,1458,33955,39200,https://twitter.com/elonmusk/status/1024726529304027137,,,@atari @atari
+2019-10-28,"Apologies to those waiting for Solar/Powerwall outside California, as we are prioritizing those affected by wildfires",1338,405,37189,38932,https://twitter.com/elonmusk/status/1188879156332785664,,,
+2016-10-10,"Real fraud going on is denial of climate science. As for ""subsidies"", Tesla gets pennies on dollar vs coal. How about we both go to zero?",11494,659,26672,38825,https://twitter.com/elonmusk/status/785485969705140224,,,
+2018-12-18,Honored to work with amazing teams at SpaceX & Tesla!,2175,689,35772,38636,https://twitter.com/elonmusk/status/1075047498379653120,Teslarati,,
+2019-01-31,Exciting to see all the new electric vehicles coming to market! We created Tesla to accelerate a sustainable future & it’s happening!,3659,1014,33933,38606,https://twitter.com/elonmusk/status/1091077858947035136,,,
+2018-12-16,Tesla app almost done. Important to get every note right!,1490,859,36173,38522,https://twitter.com/elonmusk/status/1074175529413074944,,,
+2018-03-07,"First production cargo trip of the Tesla Semi heavy duty truck, carrying battery packs from the… https://www.instagram.com/p/BgCJlKbFckb/",4309,899,33077,38285,https://twitter.com/elonmusk/status/971466308855332864,,,
+2012-07-31,Goal for Model S is to show that electric is way way better than gas. Combine w solar power & the future looks bright.,2005,423,35665,38093,https://twitter.com/elonmusk/status/230421989112807424,,,
+2019-04-23,"When you read double standard articles about Tesla, please ask why. Maybe there’s a good reason that isn’t obvious.",1768,966,35279,38013,https://twitter.com/elonmusk/status/1120803630595002368,,,
+2019-03-03,First public Tesla V3.0 Supercharger Station goes live Wed 8pm,2319,767,34790,37876,https://twitter.com/elonmusk/status/1102332191462195201,,,
+2019-01-03,Great work by Tesla Team!,2529,735,34586,37850,https://twitter.com/elonmusk/status/1080636120159870976,InsideEVs,,
+2018-11-28,"Cool! Actually, if you buy a Tesla without a test drive, you have 3 days to return it. If you buy after a test drive, you still have 24 hours. Trying to incent buying with no test drive.",2303,1023,34270,37596,https://twitter.com/elonmusk/status/1067927074797629440,crock23a,,
+2018-11-23,"If you don’t want a Tesla, here’s a list of all electric cars in North America https://cleantechnica.com/2018/01/07/electric-vehicles-for-sale-usa/ via @cleantechnica",3887,2202,31115,37204,https://twitter.com/elonmusk/status/1066066012385103873,,,@cleantechnica
+2017-12-23,"When you get the new Tesla software update, go Ho Ho Ho. There’s an Easter egg inside the Easter egg, but it’s not funny.",2543,935,33684,37162,https://twitter.com/elonmusk/status/944718722555453446,,,
+2019-05-24,"All 60 Starlink satellites online, solar array deployment coming up soon",2462,682,33867,37011,https://twitter.com/elonmusk/status/1131782173785116672,SpaceX,,
+2019-08-09,Tesla software V10 is lookin real good! Releasing to early access list soon …,1488,1059,34355,36902,https://twitter.com/elonmusk/status/1159727724287520768,,,
+2019-05-29,I paid most of my Tesla-related expenses too. Tesla last year was actually net negative comp for me.,1653,485,34525,36663,https://twitter.com/elonmusk/status/1133860016690122753,Everman,,
+2018-06-26,The Tesla Truck will have dual motor all-wheel drive w crazy torque & a suspension that dynamically adjusts for load. Those will be standard.,2466,1885,32044,36395,https://twitter.com/elonmusk/status/1011678031801249793,,,
+2019-01-27,Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe),3650,1211,31193,36054,https://twitter.com/elonmusk/status/1089354757188120578,,,
+2018-06-26,"Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field all day. No generator needed.",2378,2237,31383,35998,https://twitter.com/elonmusk/status/1011724688706318337,,,
+2018-10-31,"For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready soon. By next year, a Tesla should be able to drive around a parking lot, find an empty spot, read signs to confirm it’s valid & park.",3438,579,31570,35587,https://twitter.com/elonmusk/status/1057690425710891009,elonmusk,,
+2018-11-19,Adding functionality to Tesla phone app allowing owners to request service for top issues with 1 or 2 taps,2418,594,32043,35055,https://twitter.com/elonmusk/status/1064524270984867840,cjk7216,,
+2019-01-17,"The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Tesla & give them 6 months of free Supercharging, please do so before then.",2121,1775,30812,34708,https://twitter.com/elonmusk/status/1085771520058679297,,,
+2018-10-09,A reminder of why it’s important to accelerate advent of cars powered by electricity made from solar power,5891,1096,27679,34666,https://twitter.com/elonmusk/status/1049679307839131648,IPCC_CH,,
+2019-03-03,"Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more & have slightly less range for same battery",1972,688,31507,34167,https://twitter.com/elonmusk/status/1102338251497431040,,,
+2019-11-23,Riding in the Cybertruck,1661,879,31545,34085,https://twitter.com/elonmusk/status/1198094738739486720,Teslarati,,
+2016-07-21,"Tesla Master Plan, Part Deux",11723,1210,21080,34013,https://twitter.com/elonmusk/status/755929747763245061,,,
+2018-09-12,"Due to a large increase in vehicle delivery volume in North America, Tesla customers may experience longer response times. Resolving this is our top priority.",1583,1406,30934,33923,https://twitter.com/elonmusk/status/1039982911322087429,,,
+2018-11-19,Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to 100% of population in all active markets.,2235,823,30709,33767,https://twitter.com/elonmusk/status/1064656745635569664,,,
+2018-09-28,Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environmentally sustainable is financially sustainable.,1935,1118,30563,33616,https://twitter.com/elonmusk/status/1045786144422543361,,,
+2019-03-16,"To be clear, orders are fully refundable, even after you’ve had your Tesla for a week",1066,916,31127,33109,https://twitter.com/elonmusk/status/1107029046095810561,,,
+2019-02-08,Joe Rogan describes Tesla for 4 mins & 20 secs,2417,862,29636,32915,https://twitter.com/elonmusk/status/1094004442708525056,,,
+2019-03-01,Exact Tesla Model 3 in my profile pic costs $35k before incentives & takes 1 minute to buy online at,2910,1716,28220,32846,https://twitter.com/elonmusk/status/1101289621537808384,,,
+2019-10-23,Super proud of Tesla team for great execution & support of Tesla customers greatly appreciated!!,1274,628,30784,32686,https://twitter.com/elonmusk/status/1187114871231377408,,,
+2018-04-04,Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on center screen & wait. Easy access to most of discovered ones. More coming …,2158,1053,29402,32613,https://twitter.com/elonmusk/status/981581215344939008,,,
+2018-10-08,"The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight is taken into account, order is more like X,S, then 3, but they are all very close.",3198,941,28243,32382,https://twitter.com/elonmusk/status/1049324111367815169,Tesla,,
+2016-10-20,"Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds a parking spot",12325,911,19019,32255,https://twitter.com/elonmusk/status/789019145853513729,,,
+2019-03-03,Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.,2629,504,28613,31746,https://twitter.com/elonmusk/status/1102147486909526017,,,@Space_Station
+2019-10-10,All Tesla Supercharger stations in regions affected by California power outages will have Tesla Powerpacks within next few weeks. Just waiting on permits.,1654,653,28778,31085,https://twitter.com/elonmusk/status/1182089226826813440,,,
+2019-07-01,"Yep, order online at http://Tesla.com in 2 mins &amp; car delivered direct to home",1850,1105,28061,31016,https://twitter.com/elonmusk/status/1145805587969478657,gursel_mutlu,,
+2019-10-28,"Unfortunately, it’s hard to google Tesla solar links due to tons of ads & SEO. Go to http://tesla.com/solar to add solar to an existing roof &amp; http://Tesla.com/solarglass for a new roof with integrated solar.",1912,1206,27794,30912,https://twitter.com/elonmusk/status/1188889708266315776,,,
+2017-05-22,Excited about the Tesla Autopilot software release rolling out next month. New control algorithm feels as smooth as silk.,4230,871,25510,30611,https://twitter.com/elonmusk/status/866470387248316416,,,
+2018-10-05,Tesla owners can refer someone to buy a Tesla & get any image they want laser etched in glass & sent to deep space for millions of years,3295,1375,25609,30279,https://twitter.com/elonmusk/status/1048114562694696966,Teslarati,,
diff --git a/DataSets/Twitter_data/tweets_groupby.csv b/DataSets/Twitter_data/tweets_groupby.csv
new file mode 100644
index 00000000..f8b850e6
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+++ b/DataSets/Twitter_data/tweets_groupby.csv
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diff --git a/Notebooks/Scraping & Dataframe creations notebooks/TSLA_Car_Tech_global_Stock_values_Scraping.ipynb b/Notebooks/Scraping & Dataframe creations notebooks/TSLA_Car_Tech_global_Stock_values_Scraping.ipynb
new file mode 100644
index 00000000..64b79fe8
--- /dev/null
+++ b/Notebooks/Scraping & Dataframe creations notebooks/TSLA_Car_Tech_global_Stock_values_Scraping.ipynb	
@@ -0,0 +1,2220 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Importing plotly failed. Interactive plots will not work.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pandas_datareader as web\n",
+    "from pandas.plotting import scatter_matrix\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from fbprophet import Prophet\n",
+    "from fbprophet.plot import add_changepoints_to_plot\n",
+    "\n",
+    "plt.style.use('fivethirtyeight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating Functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating several needed functions for the study : \n",
+    "- get_stock_rates in order import stock exchange rates for a given company\n",
+    "- plotting functions to create linear plot of the stock price evolution \n",
+    "- stock prediction functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_stock_rates(company_name):\n",
+    "    \"\"\"get the stock exchange rate for the given company from Yahoo! Finance for the studied period  \n",
+    "    i.e. from 2010-01-01 to 2020-03-08\n",
+    "    \n",
+    "    Input : the official company name, as quoted on the Stock Exchange \n",
+    "    Output : DataFrame of the given company's stock exchange price evolution with finance KPIs : \n",
+    "            Highest price, Lowest price, Opening Price, Closing Price, Volume of stocks \n",
+    "            + new column 'avg_price' i.e. average of the Highest & Lowest price of the day\"\"\"\n",
+    "    \n",
+    "    df = web.DataReader(f'{company_name}', data_source='yahoo', start='2010-01-01', end='2020-03-08')\n",
+    "    df['avg_price'] = df[['High','Low']].mean(axis=1)\n",
+    "    df.to_csv(f'{company_name}_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "    df.head()\n",
+    "    \n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing Tesla daily stock exchange values from 2010 IPO onwards"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA = get_stock_rates('TSLA')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>17.540001</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>18766300</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>21.270000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>30.420000</td>\n",
+       "      <td>23.299999</td>\n",
+       "      <td>25.790001</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>17187100</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>26.860000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>25.920000</td>\n",
+       "      <td>20.270000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>8218800</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>23.095000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>18.709999</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>5139800</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>20.905000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>15.830000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>6866900</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>17.915000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.400000</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>6921700</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.520000</td>\n",
+       "      <td>15.570000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>7711400</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>16.545000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>16.549999</td>\n",
+       "      <td>17.580000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>4050600</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>17.224999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>18.070000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>17.950001</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>2202500</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>17.535000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.639999</td>\n",
+       "      <td>16.900000</td>\n",
+       "      <td>17.389999</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>2680100</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>17.770000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>20.150000</td>\n",
+       "      <td>17.760000</td>\n",
+       "      <td>17.940001</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>4195200</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>18.955000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>3739800</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>20.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>20.700001</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>2621300</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>20.674999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>21.370001</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>2486500</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>21.585000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>1825300</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>20.950000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>19.500000</td>\n",
+       "      <td>20.660000</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>1252500</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>20.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.250000</td>\n",
+       "      <td>20.370001</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>957800</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>20.810000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.559999</td>\n",
+       "      <td>21.059999</td>\n",
+       "      <td>21.190001</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>653600</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>21.309999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>922200</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>20.900000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>21.180000</td>\n",
+       "      <td>20.260000</td>\n",
+       "      <td>20.910000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>619700</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.720000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>20.510000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>467200</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>20.705000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.879999</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>20.770000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>616000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>20.440000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>20.440001</td>\n",
+       "      <td>19.549999</td>\n",
+       "      <td>20.200001</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>426900</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.995000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.969999</td>\n",
+       "      <td>20.330000</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>718100</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>20.650000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>1230500</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.385000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-04</th>\n",
+       "      <td>22.180000</td>\n",
+       "      <td>20.850000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>913000</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>21.515000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-05</th>\n",
+       "      <td>21.549999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.540001</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>796200</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>20.799999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-06</th>\n",
+       "      <td>20.160000</td>\n",
+       "      <td>19.520000</td>\n",
+       "      <td>20.100000</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>741900</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>19.840000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-09</th>\n",
+       "      <td>19.980000</td>\n",
+       "      <td>19.450001</td>\n",
+       "      <td>19.900000</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>812700</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>19.715000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-10</th>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>18.820000</td>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>1281300</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>19.235000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>573.859985</td>\n",
+       "      <td>554.260010</td>\n",
+       "      <td>570.630005</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>14353600</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>564.059998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>564.440002</td>\n",
+       "      <td>539.280029</td>\n",
+       "      <td>541.989990</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>13608100</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>551.860016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>576.809998</td>\n",
+       "      <td>558.080017</td>\n",
+       "      <td>568.489990</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>11788500</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>567.445007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>589.799988</td>\n",
+       "      <td>567.429993</td>\n",
+       "      <td>575.690002</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>17801500</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>578.614990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>650.880005</td>\n",
+       "      <td>618.000000</td>\n",
+       "      <td>632.419983</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>29005700</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>634.440002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>653.000000</td>\n",
+       "      <td>632.520020</td>\n",
+       "      <td>640.000000</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>15719300</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>642.760010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>786.140015</td>\n",
+       "      <td>673.520020</td>\n",
+       "      <td>673.690002</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>47233500</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>729.830017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>833.880005</td>\n",
+       "      <td>882.960022</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>60938800</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>901.434998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>845.979980</td>\n",
+       "      <td>704.109985</td>\n",
+       "      <td>823.260010</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>48423800</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>775.044983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>795.830017</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>699.919983</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>39880800</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>741.415009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>769.750000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>730.549988</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>17063500</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>749.875000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>819.989990</td>\n",
+       "      <td>752.400024</td>\n",
+       "      <td>800.000000</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>24689200</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>786.195007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>783.510010</td>\n",
+       "      <td>758.000000</td>\n",
+       "      <td>768.789978</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>11697500</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>770.755005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>789.750000</td>\n",
+       "      <td>763.369995</td>\n",
+       "      <td>777.869995</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>12022500</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>776.559998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>818.000000</td>\n",
+       "      <td>735.000000</td>\n",
+       "      <td>741.840027</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>26289300</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>776.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>812.969971</td>\n",
+       "      <td>785.500000</td>\n",
+       "      <td>787.219971</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>15693700</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>799.234985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>860.000000</td>\n",
+       "      <td>832.359985</td>\n",
+       "      <td>841.599976</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>16381700</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>846.179993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>944.780029</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>25423000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>912.000000</td>\n",
+       "      <td>859.940002</td>\n",
+       "      <td>911.950012</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>17634900</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>885.970001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>913.059998</td>\n",
+       "      <td>880.450012</td>\n",
+       "      <td>906.979980</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>14314800</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>896.755005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>863.500000</td>\n",
+       "      <td>822.200012</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>15192200</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>842.850006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>856.599976</td>\n",
+       "      <td>787.000000</td>\n",
+       "      <td>849.000000</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>17290500</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>821.799988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>813.309998</td>\n",
+       "      <td>776.109985</td>\n",
+       "      <td>782.500000</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>14085500</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>794.709991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>739.770020</td>\n",
+       "      <td>669.000000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>24277200</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>704.385010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>690.520020</td>\n",
+       "      <td>611.520020</td>\n",
+       "      <td>629.700012</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>24564200</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>651.020020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.690002</td>\n",
+       "      <td>686.669983</td>\n",
+       "      <td>711.260010</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>20195000</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>715.179993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>806.979980</td>\n",
+       "      <td>716.109985</td>\n",
+       "      <td>805.000000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>25784000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>761.544983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>766.520020</td>\n",
+       "      <td>724.729980</td>\n",
+       "      <td>763.960022</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>15049000</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>745.625000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>745.750000</td>\n",
+       "      <td>718.070007</td>\n",
+       "      <td>723.770020</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>10852700</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>731.910004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>707.000000</td>\n",
+       "      <td>684.270020</td>\n",
+       "      <td>690.000000</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>12635500</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>695.635010</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  High         Low        Open       Close    Volume  \\\n",
+       "Date                                                                   \n",
+       "2010-06-29   25.000000   17.540001   19.000000   23.889999  18766300   \n",
+       "2010-06-30   30.420000   23.299999   25.790001   23.830000  17187100   \n",
+       "2010-07-01   25.920000   20.270000   25.000000   21.959999   8218800   \n",
+       "2010-07-02   23.100000   18.709999   23.000000   19.200001   5139800   \n",
+       "2010-07-06   20.000000   15.830000   20.000000   16.110001   6866900   \n",
+       "2010-07-07   16.629999   14.980000   16.400000   15.800000   6921700   \n",
+       "2010-07-08   17.520000   15.570000   16.139999   17.459999   7711400   \n",
+       "2010-07-09   17.900000   16.549999   17.580000   17.400000   4050600   \n",
+       "2010-07-12   18.070000   17.000000   17.950001   17.049999   2202500   \n",
+       "2010-07-13   18.639999   16.900000   17.389999   18.139999   2680100   \n",
+       "2010-07-14   20.150000   17.760000   17.940001   19.840000   4195200   \n",
+       "2010-07-15   21.500000   19.000000   19.940001   19.889999   3739800   \n",
+       "2010-07-16   21.299999   20.049999   20.700001   20.639999   2621300   \n",
+       "2010-07-19   22.250000   20.920000   21.370001   21.910000   2486500   \n",
+       "2010-07-20   21.850000   20.049999   21.850000   20.299999   1825300   \n",
+       "2010-07-21   20.900000   19.500000   20.660000   20.219999   1252500   \n",
+       "2010-07-22   21.250000   20.370001   20.500000   21.000000    957800   \n",
+       "2010-07-23   21.559999   21.059999   21.190001   21.290001    653600   \n",
+       "2010-07-26   21.500000   20.299999   21.500000   20.950001    922200   \n",
+       "2010-07-27   21.180000   20.260000   20.910000   20.549999    619700   \n",
+       "2010-07-28   20.900000   20.510000   20.549999   20.719999    467200   \n",
+       "2010-07-29   20.879999   20.000000   20.770000   20.350000    616000   \n",
+       "2010-07-30   20.440001   19.549999   20.200001   19.940001    426900   \n",
+       "2010-08-02   20.969999   20.330000   20.500000   20.920000    718100   \n",
+       "2010-08-03   21.950001   20.820000   21.000000   21.950001   1230500   \n",
+       "2010-08-04   22.180000   20.850000   21.950001   21.260000    913000   \n",
+       "2010-08-05   21.549999   20.049999   21.540001   20.450001    796200   \n",
+       "2010-08-06   20.160000   19.520000   20.100000   19.590000    741900   \n",
+       "2010-08-09   19.980000   19.450001   19.900000   19.600000    812700   \n",
+       "2010-08-10   19.650000   18.820000   19.650000   19.030001   1281300   \n",
+       "...                ...         ...         ...         ...       ...   \n",
+       "2020-01-24  573.859985  554.260010  570.630005  564.820007  14353600   \n",
+       "2020-01-27  564.440002  539.280029  541.989990  558.020020  13608100   \n",
+       "2020-01-28  576.809998  558.080017  568.489990  566.900024  11788500   \n",
+       "2020-01-29  589.799988  567.429993  575.690002  580.989990  17801500   \n",
+       "2020-01-30  650.880005  618.000000  632.419983  640.809998  29005700   \n",
+       "2020-01-31  653.000000  632.520020  640.000000  650.570007  15719300   \n",
+       "2020-02-03  786.140015  673.520020  673.690002  780.000000  47233500   \n",
+       "2020-02-04  968.989990  833.880005  882.960022  887.059998  60938800   \n",
+       "2020-02-05  845.979980  704.109985  823.260010  734.700012  48423800   \n",
+       "2020-02-06  795.830017  687.000000  699.919983  748.960022  39880800   \n",
+       "2020-02-07  769.750000  730.000000  730.549988  748.070007  17063500   \n",
+       "2020-02-10  819.989990  752.400024  800.000000  771.280029  24689200   \n",
+       "2020-02-11  783.510010  758.000000  768.789978  774.380005  11697500   \n",
+       "2020-02-12  789.750000  763.369995  777.869995  767.289978  12022500   \n",
+       "2020-02-13  818.000000  735.000000  741.840027  804.000000  26289300   \n",
+       "2020-02-14  812.969971  785.500000  787.219971  800.030029  15693700   \n",
+       "2020-02-18  860.000000  832.359985  841.599976  858.400024  16381700   \n",
+       "2020-02-19  944.780029  901.020020  923.500000  917.419983  25423000   \n",
+       "2020-02-20  912.000000  859.940002  911.950012  899.409973  17634900   \n",
+       "2020-02-21  913.059998  880.450012  906.979980  901.000000  14314800   \n",
+       "2020-02-24  863.500000  822.200012  839.000000  833.789978  15192200   \n",
+       "2020-02-25  856.599976  787.000000  849.000000  799.909973  17290500   \n",
+       "2020-02-26  813.309998  776.109985  782.500000  778.799988  14085500   \n",
+       "2020-02-27  739.770020  669.000000  730.000000  679.000000  24277200   \n",
+       "2020-02-28  690.520020  611.520020  629.700012  667.989990  24564200   \n",
+       "2020-03-02  743.690002  686.669983  711.260010  743.619995  20195000   \n",
+       "2020-03-03  806.979980  716.109985  805.000000  745.510010  25784000   \n",
+       "2020-03-04  766.520020  724.729980  763.960022  749.500000  15049000   \n",
+       "2020-03-05  745.750000  718.070007  723.770020  724.539978  10852700   \n",
+       "2020-03-06  707.000000  684.270020  690.000000  703.479980  12635500   \n",
+       "\n",
+       "             Adj Close   avg_price  \n",
+       "Date                                \n",
+       "2010-06-29   23.889999   21.270000  \n",
+       "2010-06-30   23.830000   26.860000  \n",
+       "2010-07-01   21.959999   23.095000  \n",
+       "2010-07-02   19.200001   20.905000  \n",
+       "2010-07-06   16.110001   17.915000  \n",
+       "2010-07-07   15.800000   15.804999  \n",
+       "2010-07-08   17.459999   16.545000  \n",
+       "2010-07-09   17.400000   17.224999  \n",
+       "2010-07-12   17.049999   17.535000  \n",
+       "2010-07-13   18.139999   17.770000  \n",
+       "2010-07-14   19.840000   18.955000  \n",
+       "2010-07-15   19.889999   20.250000  \n",
+       "2010-07-16   20.639999   20.674999  \n",
+       "2010-07-19   21.910000   21.585000  \n",
+       "2010-07-20   20.299999   20.950000  \n",
+       "2010-07-21   20.219999   20.200000  \n",
+       "2010-07-22   21.000000   20.810000  \n",
+       "2010-07-23   21.290001   21.309999  \n",
+       "2010-07-26   20.950001   20.900000  \n",
+       "2010-07-27   20.549999   20.720000  \n",
+       "2010-07-28   20.719999   20.705000  \n",
+       "2010-07-29   20.350000   20.440000  \n",
+       "2010-07-30   19.940001   19.995000  \n",
+       "2010-08-02   20.920000   20.650000  \n",
+       "2010-08-03   21.950001   21.385000  \n",
+       "2010-08-04   21.260000   21.515000  \n",
+       "2010-08-05   20.450001   20.799999  \n",
+       "2010-08-06   19.590000   19.840000  \n",
+       "2010-08-09   19.600000   19.715000  \n",
+       "2010-08-10   19.030001   19.235000  \n",
+       "...                ...         ...  \n",
+       "2020-01-24  564.820007  564.059998  \n",
+       "2020-01-27  558.020020  551.860016  \n",
+       "2020-01-28  566.900024  567.445007  \n",
+       "2020-01-29  580.989990  578.614990  \n",
+       "2020-01-30  640.809998  634.440002  \n",
+       "2020-01-31  650.570007  642.760010  \n",
+       "2020-02-03  780.000000  729.830017  \n",
+       "2020-02-04  887.059998  901.434998  \n",
+       "2020-02-05  734.700012  775.044983  \n",
+       "2020-02-06  748.960022  741.415009  \n",
+       "2020-02-07  748.070007  749.875000  \n",
+       "2020-02-10  771.280029  786.195007  \n",
+       "2020-02-11  774.380005  770.755005  \n",
+       "2020-02-12  767.289978  776.559998  \n",
+       "2020-02-13  804.000000  776.500000  \n",
+       "2020-02-14  800.030029  799.234985  \n",
+       "2020-02-18  858.400024  846.179993  \n",
+       "2020-02-19  917.419983  922.900024  \n",
+       "2020-02-20  899.409973  885.970001  \n",
+       "2020-02-21  901.000000  896.755005  \n",
+       "2020-02-24  833.789978  842.850006  \n",
+       "2020-02-25  799.909973  821.799988  \n",
+       "2020-02-26  778.799988  794.709991  \n",
+       "2020-02-27  679.000000  704.385010  \n",
+       "2020-02-28  667.989990  651.020020  \n",
+       "2020-03-02  743.619995  715.179993  \n",
+       "2020-03-03  745.510010  761.544983  \n",
+       "2020-03-04  749.500000  745.625000  \n",
+       "2020-03-05  724.539978  731.910004  \n",
+       "2020-03-06  703.479980  695.635010  \n",
+       "\n",
+       "[2439 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "High         float64\n",
+       "Low          float64\n",
+       "Open         float64\n",
+       "Close        float64\n",
+       "Volume         int64\n",
+       "Adj Close    float64\n",
+       "avg_price    float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b5799fda90>]"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_TSLA['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing S&P, Dow Jones & NASDAQ daily stock exchange values from 2010 onwards"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hereafter are being imported the evolution of the three main US stock markets : S&P500, NASDAQ and Dow Jones Industrial.\n",
+    "\n",
+    "Tesla is quoted on NASDAQ, which should be our reference stock market to check whether the general evolution of NASDAQ has any influence on Tesla stock as a whole.\n",
+    "\n",
+    "S&P500 & DJI have very similar evolution to NASDAQ, therefore keeping all 3 indicators would not be quite useful, since there would be a very strong correlation between those 3.\n",
+    "Therefore, only NASDAQ evolution will be kept for this study."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### S&P500"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b57937df28>]"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_SP500 = get_stock_rates('^GSPC')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_SP500['Adj Close'], c=np.random.choice(color_list))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### NASDAQ"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b56fc64d30>]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_NASDAQ = get_stock_rates('^IXIC')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_NASDAQ['High'])\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Dow Jones Industrial"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b570ae3fd0>]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_DowJones = get_stock_rates('^DJI')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_DowJones['High'])\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing Car competitors daily stock exchange values from 2010 onwards"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To evaluate the evolution of Tesla's stock prices, it will be compared to other car companies in order to be able to measure the performance of Tesla as a car making company versus other international competitors\n",
+    "\n",
+    "For this study, we have chosen 5 major car companies, both US based & international :\n",
+    "- **General Motors** - main US car company\n",
+    "- **Ford** - historical US car company\n",
+    "- **Toyota** - #1 car making company - main international car company specialised historically in electric hybrid cars\n",
+    "- **VW VolskWagen Group** - 2nd car making company\n",
+    "- **Nissan** - important car maker historically important in the electric car market"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### General Motors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-11-18</th>\n",
+       "      <td>35.990002</td>\n",
+       "      <td>33.889999</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>34.189999</td>\n",
+       "      <td>457044300.0</td>\n",
+       "      <td>26.155519</td>\n",
+       "      <td>34.940001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-11-19</th>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>33.110001</td>\n",
+       "      <td>34.150002</td>\n",
+       "      <td>34.259998</td>\n",
+       "      <td>107842000.0</td>\n",
+       "      <td>26.209070</td>\n",
+       "      <td>33.805000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-11-22</th>\n",
+       "      <td>34.480000</td>\n",
+       "      <td>33.810001</td>\n",
+       "      <td>34.200001</td>\n",
+       "      <td>34.080002</td>\n",
+       "      <td>36650600.0</td>\n",
+       "      <td>26.071363</td>\n",
+       "      <td>34.145000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-11-23</th>\n",
+       "      <td>33.990002</td>\n",
+       "      <td>33.189999</td>\n",
+       "      <td>33.950001</td>\n",
+       "      <td>33.250000</td>\n",
+       "      <td>31170200.0</td>\n",
+       "      <td>25.436413</td>\n",
+       "      <td>33.590000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-11-24</th>\n",
+       "      <td>33.799999</td>\n",
+       "      <td>33.220001</td>\n",
+       "      <td>33.730000</td>\n",
+       "      <td>33.480000</td>\n",
+       "      <td>26138000.0</td>\n",
+       "      <td>25.612371</td>\n",
+       "      <td>33.510000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 High        Low       Open      Close       Volume  \\\n",
+       "Date                                                                  \n",
+       "2010-11-18  35.990002  33.889999  35.000000  34.189999  457044300.0   \n",
+       "2010-11-19  34.500000  33.110001  34.150002  34.259998  107842000.0   \n",
+       "2010-11-22  34.480000  33.810001  34.200001  34.080002   36650600.0   \n",
+       "2010-11-23  33.990002  33.189999  33.950001  33.250000   31170200.0   \n",
+       "2010-11-24  33.799999  33.220001  33.730000  33.480000   26138000.0   \n",
+       "\n",
+       "            Adj Close  avg_price  \n",
+       "Date                              \n",
+       "2010-11-18  26.155519  34.940001  \n",
+       "2010-11-19  26.209070  33.805000  \n",
+       "2010-11-22  26.071363  34.145000  \n",
+       "2010-11-23  25.436413  33.590000  \n",
+       "2010-11-24  25.612371  33.510000  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_gm = get_stock_rates('GM')\n",
+    "\n",
+    "df_gm.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b57ba70f98>]"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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7Emq2Hc8EDAsZqnZIiXHzb0+P6ZfGhyueZ8QIHc09E3ebr8W4bLlUEMImqLWeKcYIQwUhAAAAAKBpzBZjawWhEdL9f5s563OZFYTRU4wrHe5N+0JGfwVhvKrwPOP8lZ+BkVS8w03sjqDW+/OF+A3hQXwQEAIAAAAAmsas4rMMMfbtQRhk2Kg0nC+U9JmV9cD7m5VUtupFX0AYs5DNP6Tk0rkyz0cmZmtH6xU9M1K+ZKPkxW4ID+KDgBAAAAAA0DQFs4JQ/jDQNtnYZijlf+wfnlnUuYCWZP/+h/77tFvIVv4S+hJmRWVr14L4iaqq/dnvn9Uds8uR90P3ISAEAAAAADSNbw9CS0hnO2YzkkwqZRzzJH1xbVOStF4s6auZrM7mChd+d3Q4GfshJSG3pX0BIaFPtytEXAJrJU8fWFjTP6xutGZBaBsMKQEAAAAANE3JDOksYeBUjxn72SUt+xdKUrbkaalQ1EtPzOn4VkH9iYTuvGJKZl2h7XfHfR8/M/MrX60ZrBIQImhAiekPzizqmWND1ts8z9P/WtnQ/Zs5PXGoT08bHWzkEhFTBIQAAAAAgKYxxyLYqvjGHQNC2/NJ2621fzG/quNb25Fg1vP0ieV1/x6EloBxxGgx/vZGTp7nKREQRrZa2BRjs4IwqnoMna8RbeYfXszov8wuS5L+eimj/3JIuomQsOPRYgwAAAAAaBoztLJV8UnSz4/bq5lcLBeL+shipuLY19azTu3NZovxd7M5/eiDp/XxpYz/zrvAP6TkEl+LcWhDMlpltVjSu+dW9J65lZZXpJp7ftbi74z243ti8llAcxEQAgAAAACaxmUfQEkaiJhk/NK9o5Kky9L+asOVYsn3rDP5oooOA1LGU/6vxXlPeuu5JeVK8QvcKgPCyttoMY6H152a113zq3rf/Kr+8MxCS393I66B72zmKn7+2vpW3c+J+CMgBAAAAAA0ja/FOCAHNCfylnvO+JBeMbUdEL54YsR3e87zrLGjyxTjHx7os/7OgqSTuXzgmlqluiElzV0Lom2VPH1941Kg9sVM1nlfwEbINiDUZi+67kRACAAAAABoGl8FYUAQ2B9SQfiM0YGLewK+YGJYTx7qr7h9q2QPCM1gxva7e5OJgJpGfwC3GzwjIgxrMW5lEAW7jGUK9nIL24zP5MzRPNWzfU48rq2OR0AIAAAAAGga/5ASu/6QMG6wbJBIMpHQv50crrg978keEBo/B1VGTVvaliX7UJNW808xvrQmphjHT8YSBi4UbKN1muNUnQFhwfO0ZbmOqE7tfASEAAAAAICmMSsIg0K3wWTw11Oz/bjX+NkWaEj+irqg3x0UHLZ2vIRd2BRj8/UwxXj32SoI5/JFfXtjS+fzzQ8KTxoB4TV96aoeHzRUZcPyutBZaC0HAAAAADSNuQ9gUAw43hMcEJrtx2ZA+E8bW9YKQjOQCdr/MBkQHM4Xijrcu7tfm6uZYtzKVlbYZcwLXtKrTs1LkoaSCd15+ZRuGLTve9kIZgXh9QO9+sGW+16aq4EBoafxulaGuKOCEAAAAADQNGbDY1BIZ5smvMOsILQNNLEVz/l+d8Bug0Ftzy95eE5fzWQD17XbzCnGkvSDbM5/EC1jqyDcsV7y9LHl9ab+frOC8PqB3qoevxaw/s0YTvRGYxEQAgAAAACaxrXFeCwkIDQrCNMhA03CBIWTQYNTJOmu+dWaflejVFNBKEl/s9TcAArh1iOCtE82MSDMFEuaKdvvMCHp0f3BAaFt8EhwBSHVqZ2OgBAAAAAA0DRmXhJUrbcnFXSLWwWhi6BwMig4lLbbl82Qs5XCAkJbsHkuX/8UW9TONqSkFTzP0y8cO1dxbDqd0lRP8Odq0xoQ2q/1DSoIOx4BIQAAAACgaYpGxBVUrbe3J6n9AWFGX8QehK7Mqb87or4Y372wVtPvawT/FONw31jfatpausFMvqBPLmf0cBX79pULatHdMVRj9WuUr69vab5Q+bsnUkmNhlTmrljCzKAKwlUqCDseASEAAAAAoGnMybpB1XqJREI/NtLvO94jf+Vfb40ZS/AehOFPeN/aZm2/sAHCphhL/r0bs56nv23yPned6kyuoOcem9Ebzy7phcdn9e2N6sLWE1t5/fn58Jb0y5s09OYzK/73fDCZVF8yof6AQN0WBgYFhEuF5k9gxu4iIAQAAAAANI1ZQRj2JfTHhwd8x8zqQUnqraEKK6HgCsKwFmNJ+vbmbg7+CG/tfNvBSd+xPzq72KzFdLQPLa5d3EMw63l6z9xKVY9/g8N5H0w2PobxPE9ftgzTGbzwOQna33O54B4QLlrui85CQAgAAAAAaJq8kSuEtQf/sGXiatay99lgMqlH96erWseeVDKwvTlZY8tyK/j3IKxc696QPebgLu95+oQx4OUbG1sqOe4/uVEq6TsOQXKhCftZ/utmTguWYG9niE1Qm7GtbTiolXixSAVhpyMgBAAAAAA0TdYIRGwVgTuGLNVVQbHEOw7trWodkyFBmkvTZ97zdC5fUL7FA0vChpRI0p4evtbXYqFQ1MncpX0Gbzu76LtWJelM3i0YWw8Y7mFyvFtVvhaw7+ROGBkUENoqCNcCpxjXv/CHtvL61PK6zjueU7QWf0kAAAAAAE2TMwPCkGo9296CL9s7ar3vgd4e/dlh95AwbJqrS8fyC47P6OeOntO/e2g2MERphqiA0NyDENG+uLapZx09p+f8YEZvPreobKmkT61sWO+74Lj33objEA+z5b4R1gN+907FbNBnzmwn9jxPD2TtVZBbdQaE9yxl9NxjM3rD2UU9//gMexrGEH9JAAAAAABNYwYLYRWECUuQEfal9RF97m3GkyGVdlFDSiTp+FZBkvRANq+/X7WHSc0QNcU4zu3RcfWHZxYuVgt+bGld94a8n67B2Kbj/cyhPY0QVNX6uME+Sf7BNju+v1UZBmZKns4FVPeZQX81vpzZ1FvOLWknjlwulvSPuzj4B3YEhAAAAACApvA8T1tGsBC2B6FN2N0PpFNKOz5dWItx1JAS019ETKptKvLAuq0ZYd53Q/YONK/fIEFVfKZm7EGYtzzlZCqpnxkdlCQtBlTrfW51s2I9Ya/V9TzY/O9Vfxh44kLgjvggIAQAAAAANEVBlS2yPZJ6GljxlkokdHmvyw6C4cM8qv1iHDQVthmiWoxRv7Br0jUYM/fou6rPfl02IxYzKwifMTqgT1xzmabS29f8s8aGAh/7zbL9C8PCy3pajGctVYmn8gSEcUNACAAAAABoCjNU6HXZ7M8Q9YhDabeAMLyCsLp1jbdwMAgBYfOFBWO2Kdo2ZovxVb329vdiEyoIzfX/2PCAhstC7J8eHQjcq3KtrPLRVom4o54KwnlLBWOmhft4wg0BIQAAAACgKcxQIWxASZArAoKWHQOWycc2e8P2IKxyWa0cDOISEL7l4ITv2A8Chk3ALxeSfbkGhA+XTUSWpLGA6605exBW/my23U+ne/TRq/brVydHfI/dU3YthwWlte5B6Hmevr+V9x1nREn8EBACAAAAAJrCN6DEISB83fT4xX9P9aT0tNGB0PuHDT0pF9Zi7DKkpNyeVPBzNZpnRIS2ld40Mug7ds/SepNW1HmChnxI7pVz38tWhmDX9vda79eoCsJvb2zpdafm9c6ZJd80YlvL9FQ6pZcGTATfERoQ1ljw96dzK9bjpSZUUqI+brXYAAAAAABUyVdB6BDmvXBiWJM9KZ3OFfTs8SGlI0JFW+h4IJ3SWWPfs0YOKal20Eo9/FOM/b/bNqhlzXFoRrexBVNhVYIfXcroxZbKO5MZ0h0MaH1vROXcWrGk15ya10pAm27QZ2bEUvla/gxh1Y217hn43xfWrMe5OuOHCkIAAAAAQFOYbYkuwVoikdDPjA3qN6ZGtS8dXanXa3nKR1qqt4ZDwslq6wGLvsbfFrK8jITlvO5pYRt0O7G1ygYFbZJ0KucWjH1zY6vi58GA660RU4z/51ImdM1hk72fONRX8XN5NhpWSSlJd1U5vXstZI3NmOaM+vAXAwAAAADQFLW0GFer37IHoe232EK0Hckq11VsYbZR65CSacfhLd3Gtt/gMcseeeUWLUM2yn1zPes7NphM6klD/b7jjdiD8KvrW6G3h1Xdmu30pbIrLGpt7z6/4twafDKX1/OPzwTeTgVh/BAQAgAAAACaopYW42rZKgir/S1xriB0DQifMlwZRnlUaFmZobUkLUdM1H0gYuDL75xa8B0bSCb06ukxX+VqIyrn7o9YT1hAaN5SHnYXHK7rmbxbk/Sbzi6F3tdx9gtaiIAQAAAAANAUraggtLUtP2WkcrDJVETwYRvqECaOFYRX9lVOe85rO4xaL5YIC8u4TOM93FtZffnRxUzgfY9t5bVq2e9xMJnQD/X36n9dc1nF8Xr3IFwpFkPbi6XwFmNzv83ys+ESXp50bLn+543wKsddbdOHFQEhAAAAAKApzDCmGRWE65ZSpJ8ZHdTBC/sXpiT9Ziq8hXSgynW1sj3SNSA0Q86ZfEEvOj6rH//eGb361LxyJY+gUNEB4XgqqV81hpJ8MZPVZsDQl38OaPcdvND6Pt6TqgjsPCnwuVwc34oO6KqqICz7d97h8mjU8BsqCOOHgBAAAAAA0BRmi3Ezpv/OWfaH60sm9OGr9uv2Q5P6yFXTekwyPNTorzIgbOmABcdf1WO8hHuW1vX9C3vr3ZfJ6kcfPK1fOjajhyL22+t0GxHJ1NV9aT26P+07/uQHz+jZR8/q20Zl3NmA6b7loeBEqrKJ/RPL646r9VuI2A9RCq+ITRm3lYfGLtf1ZoOSvVZW4cINASEAAAAAoCn8LcaN/x2PNFprd37FSCqpp48O6hrLRGNTf5XBZSurnzwjIQxaqjl8wuahXEF3zVc3ibaTFD1P/2QZKFLu6r60dQq2JJ3OF3XH7HLFMVtA+LiB3oqhOBM9ldHL7TPLNVdzRg1MkcKD+LAKQpcBKlmHCkKX10aLcfwQEAIAAAAAmqIVQ0qeOTaogbJA5O2HJqt+jmorCOM4pMTcWy7IZ1Y26llOW/v90wv6k7mV0Ptc3dejdCKhqR776Jpvb1YOCDEHnPRI+qMDExXH9qT8z5WpMWVeKEQHdOZglHLmdVK+DJcKwqgKTMmtBZ8W4/ghIAQAAAAANEUrWoz39KT0V1dN6xVTo7rj8F49fXSw6ucICgh/2hh2ssOl0qpR/AGhfa3VDFrpxr0Iz+UL+oe1zcj7XXWhIvWGgejKU8lfJfsXj9inK4yqVlswHjVoJMhCMbqCcCgZHPWYKymVXWH5BrUYu7yyeoe1oPEICAEAAAAATZEzkoJqK/VcXdmX1sumxvSTAYFelP6E/6vxD/Wn9UjLXnRSPIeU2Ovd7Na6sHxrNu8WSR1Ib08wdg2zs2aVrOVxtmdadgj6bBYdKgh7wyoIjdVUVBA6/H6XgLDo0mJcY0h9/2ZOv3NqXncVe7RWY8gKOwJCAAAAAEBTtKKCsBFsweVjB/o0lrJ/Za413Ggmc0hJmI0GTaJtJ67v2OSF1uJex/NpVhC6huC/e3qhpkrOeYc9CMOYyyu/Elyu6w3PYQ9Ch3W4XIGZYkmfXl7X19ez8jxPec/Tvz95Xv+4tqnPlXr0TmM/SNSHgBAAAAAA0BT+ISUxDQgt60ompGeMDlZMo93RygmsZmYTvAeh+7k135dukHN8zTvtwGFVeOVBWtYMCB3fh3P5ov7F2M/QxVK9AaHxc3mLsct1bb5eG5fniQojPc/Ty0/M6Q/PLurlJ87rgwtr+momq6WyqsFP1jENGn4EhAAAAACApsi1YEhJI9iqvpLa3t/wDy+b8N22m0NKglRTQWi2xXYD81q02Vc2mCQszC7fq888l7ZrKeiZ3lfDROmoISHjAVWvO5KJ4BZjl+jx0ysb+sjiWmjg6jSkJOL2E7mC7s/mL/78J3MrOrqVD3kE6kVACAAAAABoCjM8aacW450jt4wP6b1XTFXc1soCPN8ehAGn0NxbLoxrNV0nMdvdbV4+NXrx32HXar7sqcyKOtc9CCW3qcEmcw/A106PV/z8u/srfzb5KwjL/u24nrfPLOuNZxcDb3fbgzD89lXL/oKfomKwqQgIAQAAAABNYU/5rIMAACAASURBVAZRzRpSUi97i/GlY+YXZ5dhDo3iPKSkilN7rAsrsVwqCH9xz/DFf4cFhCdz2+fP8zxf8FhNlWy1reqe5/lC9xdODOstByf07LFB3X5oUj8bMcXbtwdhlRWEOz67uhEYKLpNMQ5/8bbneCjXyk9e9+nZ7QUAAAAAADrPVsnTZ1c3Ko7FtYJwIKDFeEePse7WDimp/F1BZ9BcY5g3nVvSiVxBr54OrzZrd4uFoj61vK6z+aL+eilT1WPD9iB88UNz+k+X7dHPjQ1VvDs9sr8PQW9NtddRzqu8GtKJ7d/3c2ND+rmxIafnCN+DsLr1vOrUvN51eK8Svs9H9GOjiljjOAio01FBCAAAAABouL9b9bcDxnZISdL/1bh8pSnjtt1sMQ5SbfXPBxbWlLG0cXaKoufp1x6a05/MrTiFg5elK9/lqGEjbz635KseDKqQDWwxjlxVpU1j+rTrQJRySWM1pYB/u/hyJluxT+Cl53FoMY64vUA+2HIEhAAAAACAhvvG+pbvWFyHlFgrCBPl/zYqpFo5pKQJU4x3LNQ5ETfOvrOZ06m8ewR3ZW+64ufRiGEfJVkmGAdc3786OWI9Xu0ehGZ78YAl2I4S1mJcSyh3znKOgwJ08+yE7XnYys8YthEQAgAAAAAaztZmGNcWY1v1XXnIkTaW3crqJv8ehPZzeCBt1jlGC2ujbXfzEeHn/rKJxft7Urp132jF7WMRAaEkZT23ir5r+3v1k8P9vuNmNV/k72vAnp7mqyoP4lyHlJSzhYFBZ968QsPeISoIW489CAEAAAAADWerADIDjrgw91CTKodapI3b8y3cH811SMk1/b26vr9X/5rNOT93TN+OhoiK9549PqRX7BsLvN0lINwyJxgHtRgnEnr7oUk96cEzlWusMt8zJxg3osW4/FKupZ7U9jkPChpTiURF1WTR83yfrR21THhGfaggBAAAAAA03N+vbvqO7e1pn6+gW3ENCEMyobcemqzquTu5jXM9Iv18RF94vZRTBaEvsAt+jG2fy2o/DfVMTN5hTrsuDwVrGQxiqxQOChr9A1JCntfx93sEiQ3TPn+dAQAAAABtYTGgvfPqvrT1eBzlSuUBYeVt+ZhmEtUOgenkbGW9FBw/PWN0QDeNDIY+ftqhZbvawO6VU5UVixtVlnCawXQtLfvmI+qtILSd5eAKwsqfw6Ydu1YQdu6YndYjIAQAAAAANNTJnH9wwUeumra28sbVVlk+0ROnCsKQ+wbtSfc70+P62qMOadyoiuvcESXhFYRvP7Q3cv/F/mRSzxoLDxGrbfn9yZHKfQiPbuWrupbM+5rBtQtzmE3lHoSV9416/ZK96jAotKvmc+S6B2FYyIjqEBACAAAAABpqreiPCB7ZRtWDUoz2IHScYizZKwj39iT14skR9SYTmjBavGsZStEu1i3XoCRN9bgPc/n9/Xt089igHjPQqz8+OOG73awAjBoaYqv4+9+WVvwgOePtCtq/L4yvgrDs3wUjjr5hoE+vmBrV5b3B7di2kNmWzb5076jv/ITtSepaQWiuGbUjIAQAAAAANNSa0d755KH+tqoelCoHUOzuFOPKXxZ2Fm0VZe86PHXx3ynj0Z3cnmm2/+6oZrDHUCqpNx+c1AeunNYzx4Z853fFCCFrCQg/s7LuvB5/BWH9exD++flVfW5lQ5I/2EslpJdNjemT11wW+Hy2kNkWGv7q5IgGjfOzEdIG7lrdSgVh4xAQAgAAAAAaatUITg70uldtxUV5BaHZGlnLhFXP8/SPqxu6e341cI9G6+OMn8MiIVsIO1rWVmze2g5TjOfyRX1zPRsaJtkEBYRmeF0NM2D9542tip/NFm6Tra3ZbPkNY153tQSEthX+xzMLWikWfe3CLp9aewVh5fNc19+rkVRSg8YQl7A9GJ0rCDu4CrbVCAgBAAAAAA1lthiPWCa4xl15wGQ2WBZUfXvuXy9l9DunF/Sncyv6lYdma5oYKyl8jLGkJw71Xfz35b09uqxs2EbYBNs4emAzp184dk4vO3FeLz4+q80qwr1cQPhUT3u4ef6Ob+Urfv7Roco9Bk22CsLwWcqVcr4hJVU8+IKkJWIuSPrNh8/7roekQwBpO83+59n+3wEjIH3Yslfpxedw3YPQ7W5w0H5/pQEAAAAAsWZWEI5GVFbFUXmQlEgk6mozLnqe3j6zfPHns/mivrOZc3psNRWEkvSGyyb0tJEBPXmoX28/OFlRVejffy7e1VdvObd0scrsoVxBX1irfb++RjArCM8blaAHIiYf2wK9aioIzenZNVUQBjzk+1t5zeQrX0+Pw9Nbh5SYrcoX/nfWOF//ZWYp8HmpIGy9asJqAAAAAAAirRkJwUgbBoRmu2g6kagIDfOep97IuE76aiar3zu94Ds+79hmXG1AeKi3R+88vNd6m2+Cbcyzle9mK0PUz69t6pljQ06PNavtGsGsIFw2gvCJiAEo1grCKjI+syqyUS3GO/7JaJm2VRuarC3GxlW7U4loTjfPhLYYR/7q7d8f82u4nbTfX2kAAAAAQKyZLcbtUEH45gOVU2r//b6xip9rmWRc8Dz9/pkFrVpaY8P2XytXzRTjKOa70G7ZSjUTiLeasMGiGRCWS0gai7jObS271Xwy/HsQVvHgC6qpWAx7vTvM0+x5nn771Hzl81z438cN9PoevxAQlLtOJ6aCsHGoIAQAAAAANFQ77kH4jLFBnc4X9O2NLT19dFDX9leGGWYYY7Z72szli75JtzvMNuwg1VYQhjHfhZr3QWwBz7K2agLCplQQhpz9sVTSKXwbTyUrKg+rGZnSiBbjakLF8rP9UyMD1hbv4oUrdC5f0N+vbirveb7KwJ1f+eLJEX3LqKZ9YDOnHx8Z8D2vWUH4a5MjmskX9XerG5X3c3spcEBACAAAAABoKLNirh1ajNOJhF4+NRZ4uznJ2KWCMCz8MUNUV3UFhMZrqH2eb/PZgtXBKoLmoCnG9QirqNvjeI3/wWV79LtlIdmnVzb0wwO9ev7ESOjjPM/TlzOVAZ2tZTlKNaFieeD5W1Oj+s7GlhaM96XoSRulkn75+Kyv5XrHTqv400YHNZxcrAgQH8jaA0Iz4B1OJfXW6XEdP5bX98uGw1QzuAbh4v9XGgAAAADQVnwVhC69ijGXNqI5lxbIsAq9Ncdgw/cMdZxKs/6uCV24DWMOtJCqG6oSVKFZz0vOhpywccfqxgFLQPfWmWUdMyYim/7b/Jq+ZQy2qa2C0P0x5YHRD/X36pPXXKafH6/cA7Ik6eNL64HhoCQ9YfDSZO3XTI9X3PZg1v66zxsDUyYvBLBTxiCYuTxzjBuFgBAAAAAA0FC+KcZt0GIcxZz+6hKuhbU/uu6dZoZi9UStZjYU59qrWUvw47reuXxRJ3KNbz5dDAnBJhwrCPsDxgh/yxgQYrpnOeM7NhA0kjhELaHijqFUUofSlY2oRc/Tv0ZM5H7ycP/Ff1/dl664zfY+b5ZK+qzRSrzvQjA4bQSxtiAZtWn/v9IAAAAAgNgoeZ7WS/72wHbn27/P4TFhFYSu01cbuQehuYdenPcgnLEFhI7L/aQlTNtRXs3WSHt63K7xgYCwPKw6seh51vPxo2XBm6veKi4g29AVsxi4qOjKzufuGb74b7MVe6VY+bo8z9NLHp7zPcd0z3YwuY8KwqZp/7/SAAAAAIDYyJQq44KhZMK3f187MgdQuIRrYSGga6zhn2Jc+7k034b4xoPSXMFfAehaQfie86vW4ylJr9o3br2tXntSbi3GQRWE94dU4S0W/K/8zy+f8lXjuXCtILyit0fXW6YOm8sveuHx4FOG+yv2vjRDR7M1+Z83tqxtxzvB4H4jILRVIKI2DCkBAAAAADRMO04wdmG+CpdqtmJIdOLeYlypvgrCSnGOVsw96KTt6tRa/dbUqH5suF9X91cfqrlwriAMCOg+u7qhg3M9euU+/6CcWSMsfURvT03Vg5JbQDjdk9L/uGraN9RG8lehllTdXpYjqaQSunRdZ0qeCp538T8i2FrD+xMJDV9IJncqCXfM0GLcMJ3xlxoAAAAAEAvm/oPtMMHYha21MkohJDgJu61ZfFOMY9xivGVZmmsFobnn5b8Z6tPLp8Z0/UBz2osl9wrCsH0D75pftU7HNqsLH1FD5eCOtEPC/Nw9w4ETo217cYZdReZtqUTC9x8Nyv+jgq3aeDqdUuLCcX+LceP3muxWnfGXGgAAAAAQC+Z03o4JCM3KKacW4/B95Vz4KgjrKCH0VUHW/lRNZzs/TlWbnqcN4xq87cBko5YVaDpdX4vxDttehA8bVXXX9/tbf125VBD2hazR/BwUqpotva3XuBDLw/Iey6/eVzaYxBxSMlcoxjrobied8ZcaAAAAABALvgnGHRIQ+vZec3hM2H2c9yA0fq6nxbiWNundYjs/JYcoaqFQrJgePZ5KasoxvKtVj2Tdr8+mPyKgs73CLeONGnNsZ7Yx99K06Qu5j1lJW/LCw3LbLb5hOWX36rFc4eVVg0Op5MV2Y0nKe/59DFGbzvhLDQAAAACIBf8ehO0/oETy79/nVs0Wdlv0E3x0MaPXnJqvOFZXQGiGO3U8VzN9L5vT59c2fcdd1mtO+3Wt7HOxNyCY25tOOQ//SETcz3ZdbBnHwgK8KC71fmFVjrYqVNtehWHMkPHZR8/pFSfOazZfiKwglKQp4+fz7EPYEASEAAAAAICGMQPCzqkgDK56ChI2iCRsD8LFQlGfXl7XW2eWfLfVV0FoDpiIZwnhbWcXrcddQtlZIywyW1Lr8Rt7R63H03W9K5VsIahZQVhPQOhyDsMrCP3TvMPCbtst5j6DBUlfWc/qz+ZWrJWj40Ywa+6PmItzKWwb6Yy/1AAAAACAWFjt2D0IK4VVB+4Iq3h7MJvT/1nbVNY4X//fxpae84Nz+sOAkKweZuXWQ1uF2IUrnufp/mzeeptLBeE5Y2jFZemegHtW75F99jbiUw0clGG7rnJGANdbR1XukMPnMXwPwkpFLzzstrcY231mZcN6PZpDZ8zXb54f1KYz/lIDAAAAAGJhvlAZ47hOd407f3tufUNKFoslvebUvF7y8FzFHm7vmFlWJiS0a+QehHfNr+rfPTzrq/rcTfmQ0+oyjGLBuP4auf+grf210WzXVSNbjK/q7dHVfeGhadg+if69OD3r5OUwtknFO76bzfmOmVXIvcbD713d0HOPndNLHprVsYBwGdEiA8L3ve99evKTn6zDhw/r8OHDevrTn65777334u233nqrxsfHK/7fTTfd1NRFAwAAAADi52Qur08ur1ccm6pjoEKcmO25LhWELjujPZDN69sbl0KRf7UEJOWi9rALY9sr7sFsXveubtT8nI1mhmHlXGJMM5StJ0wzue4zWA9bNmxW1dXzmhKJhO68fJ9+ZWIk8D7VTDEueQoNCG03mZWs5T68mPEd+5Gh/sr1Ga//b5bWdWyroG9t5vQnc8vBT45QkbW2Bw4c0Jve9CZdffXVKpVK+vCHP6wXvehF+sIXvqDrr79ekvRTP/VTeu9733vxMb29tY/cBgAAAAC0nxNbeT3v+Izv+GQD94DbTb7prQ6PCduDsNyD2ZweP9TndN9GVhDueP/8qp67Z7iOZ26csHZRl3Nu3qeR8XQrKgjNUPnEVl7/slkZGvfV+aKm0im9dv+4BpMJvXd+1Xd7NVOMiwqv+rQ+R5VXsblNQVhQ++VM1nfM8zx9cHFN965s6DGDfXrVvjH1JzvjP1w0UmRAePPNN1f8/IY3vEF/+Zd/qW984xsXA8K+vj5NT083Z4UAAAAAgNh7/8KaNSjY2zEBoVk5tT2cYb3kaSiZ8N2eLZX0saXKasog1YSozQgIz+aLKnqe7zWsFUt6aCuvK/vSLdtL0hzIUc6lxdh8eCOL/sJaYxul/DXes5TRH59b8jUd9zZoHUGVfGEVhL5hPV54i7F1D8Iqlv+CCX9wHbY+afu6Lb9e/3Uzpz+ZXZEk3Z/N66q+dGwC8Tip6hNeLBb1sY99TOvr63riE5948fhXvvIVXXPNNbrxxhv1qle9SufPn2/4QgEAAAAA8WW2Fu/olIDQ/PK8Uizp1x+e01O+d0YveXjOt4/ffzg5r3/a2HJ67p0QxWvysIWwXOUJD5zWg2WVanP5op5/fEb/7uE5Pf/YjObyLg3T9au3xdh8dGMrCO0n8JaxwYb9jvKz/BZLOCg1MiC0P89AWAWh8XNJ4S3GNtUErbaqtqjXP2sMjflvC2sVP7/lnH86OBwqCCXpu9/9rp7xjGcom81qaGhIH/rQh3TddddJkm666SY9+9nP1hVXXKGTJ0/qzW9+s2655RZ94QtfUF9fcIn00aNHG/MKOhDnpnvwXncH3ufuwXvdHXifuwfvdXfgfW6kft+RIXk6cewHu7AWv3rf641CWuXxyEdmFvQ9bzt++pfNnJ7+vdN6f8+WehLSsid9s+A/H0FOzczo6FxROU+yncdy65mMjh6tLeBYK/YoLAa49aEZvefCa/hQsUczpe37zhSK+tNjJ/XrqcZN6w3ysJeQZM8SFpeXdXRtPvTxSyvLKn+N83PndXTB3/pei/mA9+ep60s6etR96vRPJXr0Bc/+Pjx04oSKCe/CHpf2a+HsiYeVa0BGOFtMSUr7jp95+CGtBzz/TCkp6dK2cmvr69rwEgqKYn82u6KjRyv3BcwZn6Uwa5b3fCPiOv7nE6fkJS/FybOFXt/6uvFv/5EjR0JvdwoIjxw5ovvuu08rKyv627/9W91666361Kc+pWuvvVa/9Eu/dPF+1113nR772Mfqhhtu0L333qtbbrml5oV1q6NHj3JuugTvdXfgfe4evNfdgfe5e/Bedwfe58YaefC01oz+zmQyGYtz3Ij3euz0glQ2zGMnHNyxpYRO7z+op48O6sRWXjrmHkqNT+3TkYnh7SrE750Jve/I8LCOHN5b3eIvmJhZkixDIHYsKyEdvkJHBnr1qftPVdz22VKP/vhRV9b0e6uxsbElPTxnvW10bFxHLtsT+NijR49qdHRMKqtmnZ7epyMNaicdyxelo2crjn30qmkd6a9uDsNrtvL63snzOmepyjx0+eU60t+ruXxBOnrO+vjHXnO1Bhqwh976mQVpxT+g5tFXX63hgJbyhUxWOnmpa7RvcFCJrYJUuPRa9vWktFgo6pbxIT3rskO+tuSRE+eldf9egTZTExM6sm+s4ti+iOs4uW+64j2fPHleMvYmfGG+X78yOaJXT487raMbOF1Rvb29uuqqq/S4xz1Of/RHf6QbbrhB73nPe6z3veyyy3TgwAEdP368oQsFAAAAAMRXwdJluB6yn1y7cdk37aMXQotqm3F3BnOYE3ht6ukudWntnLkQ9LRiIIdN+JAShz0IjZ8b2WI8ZOnRvqbPX4EX5Yq+tD529X599shleqTx+J2PzPmC/SoaTyUbEg5K0pOG7BWK4XsQVv5c8i5dMzv+6qppfePaw3rDgQnr5Oxq9iBMW+4b3WJcuZ5By+spSvrAwtp2mA9JNX5WSqWScjn76PWFhQWdO3eOoSUAAAAA0CU8z7PuHfe8DhoE4PLlef5CUOI6vXjHzrlzaeCtJ7dzaSE8l9teRSsGctiEDymJfrwZEDbyVQylknrm6KX9Bn9ralSJGs/TQDKp/ekey3Ts7Rc5V7DvuLivgXt6/viIPSAMmxJsfg6+adln0xbqlavmFdiuw96IISXnjD0IwwLFjwfsndqNIv8+vPGNb9QznvEMHTx4UJlMRvfcc4++9KUv6aMf/agymYze9ra36ZZbbtH09LROnjyp2267TVNTU3rWs57VivUDAAAAAHZZQfbKredbJpC2q6CBDuV2wptilYWTuZJ7BWE9wV1Y8LNj48JaepSQfQZtc9U9pMR4fESWVLX/fHBCzxwb1EAyoRsHg+cuuEoZEebOtXM+YCjM/nTjAsKxVEp/ecU+/cYJe0u3jcvnIOo6c3mOHcOWasm+iMfPGOcu7CpuzWzu9hAZEM7Ozuo3f/M3NTc3p9HRUV133XW655579NM//dPa3NzU/fffr4985CNaWVnR9PS0fuInfkLvf//7NTIy0or1AwAAAAB2ma3q64NXTuuqGtov48olSNgJ74pVBmtbF1uMo+8bNmE2iku4uFP9WE0baCOFthg7BKj+CsLGvpBUIqGfGBlo2PP5WnYv/G9Qi/F0AwNCSTrc6zSa4iKX3x4VEFbTvj5u2QuxminGec9TphgcLe/WdR5HkVfCnXfeGXjbwMCAPv7xjzd0QQAAAACA9mKGOuOppK4dqG5wQ9y5VKL93/Ws1ool636MYXYCwrxDANZfR0mcSzCzs4Zmtxh7nqc75lb0ieV1Pao/rT8+OKmJnlR4i7HL8xo/xz3/MQO3nSrS4ICwukAvylQ6paeODOjza5uSpJfuHQ29f1Sgtr8nFRk0VXNtXWf5OxLVYjyTL6rkefp+Nq/XnJrXbMC5lPwVnN2MakoAAAAAQF2yRqjTv0v71zVTj2OQ8OsPz1r3ILzj8N7AgRY7bb1mjDFl2W+ungEVLi3GO7VXUfvI1ev+bF53L6xppVjS19a39JELA17Ch5REM/PFuIce5h6GFysIA1qMpxu4B+GO2w9N6vZDk3rX4b16xVR4QJiM+Bz8zv7xyH0Zba/gTQcm9Hv7x/WU4f6Lv+HmsUEdtFQ4RlUQFiQtFkt619xKaDgoNb4FvZ01NnoGAAAAAHQdM9SJqvBpR64v6dhWQd9c9w9u+MmRAd2X2dQPLFNT1y60QJrB4lgqGVhJVguXl7Czhu2934y93Dyv5qEcprsXVit+ft/8ql6xb0zZ0Bbj6Of17YUZ80vRX0G4/b9B7/uensZHnj2JhJ5eNnwlTFgF4WgyqZscnse2B+Ej+9J61ECvXjAxomNbeWWKJf1wQBVyVEAoSSe28vq/69notVBBeBEBIQAAAACgLuZgiaghAu2omljmrDFF9UlD29Nif3PvmM7ni/o/mcrgYicgNPcgtLUEZ0sudXS122mPtlUbrpc8DTdo07agNuxcyMsrOezt6Bn3afQehI3m34MwvMV4bxMqCKsRFqi57i1ou4Qmy17X1RF7l/a5tPtnosNBKf4BcivFvdoWAAAAABBzG2aLcQd+665m8qoZY+0EIlPplP708il96MrpitvXSvYKQltbc1iFXbXrstlZg63Vd6GB1YxBMVfoFGOHF2DeJe6hh22Kca7kadkyWKMvkdCRXR78E/bRdt1b0HZdV/M3w6VV/ouOAaHL5PBuEffPCgAAAAAg5swpoSN17JMXV9XUbfkCQuPnUWMy6+pOBaH5OEsOUk9LpEsUsjOkxBbU1RNO7siVPP3Z7LL+4cJQDFO9Q0rMh8e9mNU2xdi2b971/b3666umldzlFxT2yXatILS1CLu0De9wCQiXHMPsHPngRZ33VxsAAAAA0FIZo+21UW2ocTJURejpryCsPB+jxvlZDdiDMJVI6NcmRyqOPW/PsPM6otZlU/C2KwVP5gq+23IuJXwRPri4pvcvrAXeXu+QknarIDTXV5L0e6fnK449uj+tD141rSt2uXpQCq8SdK0g7LW8KdUMxXG5CsMqUcu5TA7vFuxBCAAAAACoy1oXVBAOBoSeE6mkFo3Xb2YOZmXVsHF+MiVPRc/zhWM9CelFkyP6Xjavo1s5PXfPsK7ub25IdDpf0M//4Jz1tnwDspT/d24l9PbwFuPoBfiGlLgsaheZ4XHR8/RA1j/IJi7CW4zdnsO2L2Q1lZFFh4gwLGiu5X7dgIAQAAAAAFCXNaOybDgV91imerYKwpdMjug7mzktblROLTYjB7OyKpVIaDiZUKbsvH14MaN3zi5XPk4J7e1J6T1XTNW3+Ivrig5DvrOZC7yt2dVWJc8LbTF2CSjNELFRU5ebxbyqzloqN5s7lqY6Ya32tr0Fm8GlkNW1dZiA8JLO+6sNAAAAAGgpcw9Cs0KuEwxbSqd+ZKhfA5bjvlZhy/ONGCGqGQ5K7hVZrurNQpodphS88ArC5WL0vnLt1mJsFqaezPsDwjhlWGGVfu4VhPV5/GCf79jv7h+vqk15RyPa5jtF3D8rAAAAAICYM4dXDHbgFGPbEIVH9qet01fNIM02AdkcVGJTzeTkVjCDz4Y/v/xt1uWWCtG1dOY94nUG/ZLGCm2BVZwirNAKwhZdr0OppF6UvNSGPZxM6OfHh9RXw+933auwG9BiDAAAAACoi9kW2teJAaHlNU30pKzBoRk62CqrXPZpbHQF4dV1DrloxB6E4c/vhVZ0LRVL8jwvtG3YzHvifimaFYQFy8uPU4QVFlq7BoSNeEuekyrq/3nUVSp5nhLabiXf/ixWd7bCWtq7DRWEAAAAAIC6mIFYLZU8cfeYgb6KNuPn7hmSJHsFYclsMa6xgrDB9W9PHu7XNXWEhI1oMQ67Ngqevxq13JbnaSMi0CkZAZFZoRc35lVg2+fxx4f7W7MYB2FXbatajMslE4mLgbEtxI9CBeElBIQAAAAAgLpku6CCsC+Z0Hsun9JPjwzohRPD+g/7xiVJUz3+pksz5LJWEDq1GNe21iDJREJ3X7lP//nARE2Pb8SQElugWv78USHkUjG8zbjdWozNUGvT8vpfPDnSquVECrsmXYeUNOu/H9TUYkwF4UW0GAMAAAAA6mIGhP0dWEEoSTcM9ukdxoCER/f3+u7nsgfhiEOI2oy9HAeTST1rfEhfymR17+pGVY81W4wf2Mzpi5lN3TjYpycMuVW5RVUQmoFNb6JyIu2ZXEEH06nANmMzX4v7lThgvI4NIwA90pfWpCWE3i1hVa2Nbomvlq3dPwoVhJcQEAIAAAAA6mJ+yQ6rEus0T7K0f+aMMjbbF2+XFmOXfQpr9Xv7xzWUTOhsvqCvrm85Paa8gvDEVl6/+tCsCtoO4e66Yp8eP+SfLmsKqy7Ne57vWtqfRj3O2gAAIABJREFU7tHJ3KXJvr918ryeOjKg2w9NWve8MysI434pDhjv8boRkB7sjVdsE1pB6BjQ2apuG6GWvzsEhJfQYgwAAAAAqItvSEmHVhDa9CQS+lEjGDNDh1qnGA873KdWe3pSesOBCd15xT6NOgaR5QHhn82taCe28yS9Y3bJ6TnCqksLlhbj/ZYw6fNrm7pvbdP6HO3WYjxghFobpcpXELfQJpVI6OaxQettrhV8Pzc2WLGf5yumRhuytloqbmkxviRu1xoAAAAAoM34hpTEvWyrwS43qrz8AaH/MS57EA616Dwe7HWr6CoPCL+xnq247YFs3uk5wqq83nh2UcuFyoAsKCT9b/Nr9ifx2mtIiRkQZozAKo6rf+OBCT3bEhK6fu77k0l94BHTet6eIf32vjH9+t7GBITDDkG3+R8vtsgHLyIgBAAAAADUJO95+tPZZR3dqgyHOnUPwiBmhaBZlWQb3uDSPrxWbE16cTDt1sZaHnya+xG6Cosi78/mVTCOBVWFFWVfQLu1GA/6WowrX0GjB9U0Qk8ioVvGh3zHq/ncX92f1h9cNqFf3Tvq3JocxaXi9rJ05RVIBeElBIQAAAAAgJp8bmVDdy/4K7lc2mc7iRl6mW2ytuENLufoRoc9/RrhkOM+d5mywLLWvdvCZxBXSkkaCghSg7LTdm8xNoPXRExfgS3Uq2VISCMNO6TB+82AkD0IL+quv9oAAAAAgIZ549lF37E9qaT2xGjqaiuYYYkZUtWyB+ETh/r0wwP+CcnNcMCxgjBTVt1mxiqu4UI1ccxETypwMm5QBaGZ98Q99IiqJI3r+m3vy25vLeDStn9Z2r8dgEdIKCm+1xoAAAAAIObMdlBJuqov3fJ17LaoOLTaPQgPpFN69+VTSraoIsu1gnCtGFz/51o9Vk0Ws7cnqXTA8wZ1hpaM4DDuLcaPGQwPgeO6ftv7sttbC7i07U/2pJQ2lpkjH5REQAgAAAAAaKCr+tzCpk5iqxCsuN3SJho2OfhR/b0N25fNxQ/1u4W6ayH7tQVV+pnMAC/MVE8q8DzYwmnJX6EY1xbdHQPJpJ5j2c9vR1xDG9u+mrtdQeiyB+GeVNIyqISEUIrvtQYAAAAAaENXd2MFYUQuYgvPekPClEKLA4sJx5bw1WIx8DbXQLOaV7a3JxVYnVkKOEe+ISVV/L7d8nOWicA7WlVFWi3rNd0GexBO9KT8ASGDSiS1x2cFAAAAABBDtq/j3dhibKumqri9yuDkS5lsPctpmjO5YmAw5/oKq4liwioIg6LK72UrJ2rHNF+r8NiBvsD23LiGNrb3pb8NKggnepK+SkcqCLfF9VoDAAAAAMSc7Ws1FYSW26t8vmeGVJQ1i8v+cVnP07m8PZqrNSD8vf3jgffdm04Fntvlgn8/xGXLBdkOoUdvMqEfCZhYHdf1m/v4SfJV5rXasMMehBO2FmMqCCXF91oDAAAAAMScbbdB13bVThK5B2GVwclTRgbqWU5N/tOBPU73O7aVtx53fYVmFjMZcr2MpZKBFYRZS9XXl0r+50rGfA/CHU8a7rcej2sFpO19GY5KypvM5fdP9KSoIAxAQAgAAAAAqMn1A5UTWF2HXXSaqEg0aIDHobT/kW8/OKmnj7a+gvCm0UG9cGI4cshMYEBYYzYUVnU2kEiEDj9ZLFRWM9oGl8Q1YDM9NSAUtg24iQNbQDjm0OLbTC4VhGMMKQlEQAgAAAAAZVaKRb3u1Lye84Nz+uDCmvPj8p7X8uESu80coPDKqbFdWsnuiprgG1RB+NZDkxVVmLcfmtQzdqG9WJLSiYR+d/8efezqy0LvF1xB6BZkmVOMwwLC/mQiNCC7d3Wj4mfbpy+e8Zrf/rQ9mI1rwGm75kccArpmGnEIKFOJhL+CkBZjSQSEAAAAAFDhwwsZ/cPapk7mCvqvs8t6OCAQKXf7zJKe+MBp/eIPZnTc4f6dIm8Eoi5f0DtRVAtxUE3e9QN9uv3wXv3M6KBev39PYBVZnARd37W2GJthTbmBZDI0fL19ZlmfW7kUEtpinna6Ivf2+Fcb1/XbBvPsdgVhOuJz+LK9o5L8oTQVhNvieq0BAAAAwK547/xqxc93GT+bHt7K68OLGUnSqXxB7z2/0rS1xclHF9f0nc1cxbHeuJY7NVl0i3HweXnqyIDedmhSz58Yrnra8W54aKvgC4YlaaPkHxriIuya6U8mIs/Jp1fWL/7btoI2OKUX2aol47p8W3DrMkV4t9xxeK9unQoICKkglERACAAAAAChNiO+PH5tPVvx8+dWN5u5nFhYLBR1+8yy77htsmk3iAqxdnl2Q9V+ac/QxX/v7UlquKzKL+t5OmGpIsyUPGUdQkLzHqEVhBF7EErSfZlLn79ibOM0N7brpNoBN62STCT0M2V7Zf7s6GBsA+6pnpR+cmRAiQvrM68528CbbhS++ygAAAAAdLlixJfHIcu+W8uFosY7eJrvQ1t5FS3Ho1r8OlVUANhulTmvnR7XUDKphUJRvzY5ojeeXdJ3s5eqRc/lbe++NF8o6VBv+Ks1P009kh430KtvGdWo0oUKwojQr/z5tiy359qoOsxWQRjna+c/H5zQE4f6lJD0rPGhyPvvFrN1u9/4O5UjIJQU72sNAAAAAJpusVDUZ1bWdTTrDygkWYOwcrbBJN/LdvY+hPmA79PdGhBGVU5FVaHGzWAyqd+eHtebD07qmv5ejRgJ6EIhKCCM+rRItizmbYcmdYtlOMtAMlFV9eWm5bm32ujU24op4/yJSicS+sU9w/qFPcOx+ey/4kIbcTlzAEwvQ0qsCAgBAAAAdK21Ykm/fHxG//HMov7t8Vl902gXlqRixHfHTWtAaA8bO4Wt4qY3IY3HeA+yZoqqFW33vRmHjSrZf7FU+0nSeZeA0KghTCYS2pfu0ZsOTvru25eI3oOw/NZNS5x2RW/7NE7aPj1xbTGOq5fs9QeEv2EcM/cgpMV4W3f+9QYAAAAASfcsZTRf2N4VrSDpj88t+e5jqxCUpBNbeb17bkUfW8r4bnuw4ysI/efkJXtHNdStAWFIiDORSurxQ30tXE3jmdOpzX03d7hUEJp7EJafuddOj1/896v2jSmZSFgn+5YbKt8f0bjtuv7eWA/OMNmuI+LB6qQSCX3oyn3ac+F9f8HEsK4b6K24T79RQdhObejN1D5ROgAAAAA02FeNoOOhXMF3H/8R6VSuoBc/NKtMwBfLGYegpJ2ZFYQ3Dvbp5VNju7Sa3RdWQfiBK6dj035ZK7OC8GzQHoQBx8uZAWH5M//K5IieOjIgT9LhC5V/1/T1Kkx/RUBYeZ5fNd1e16QtymyfeDM+rhvo072PPKCNUkljKf+n06zo3aKCUBIBIQAAAIAuZhsKYLINKfmT2eXAcFCSNhymubYzcw/C/enOHcjiIqgN9pf3DF8MutrZsONGgC4VhOaUEvPUHTLOV18yodFkUqsBn6lc2WFzD8KhkAnJcWQ7zW32EmIjnUhYw0HJ0mJMBaEkwmgAAAAAHejbG1u6Y3ZZ961tht7P5cu3bQ/CL2XCn/dYl7UYt/see/UKys96OuS0DFgmddvstOuHCWsxDnKwNziALq9mNVuMXdcdF/Ypxh1yEcWI2WJMBeG29vq0AAAAAECEh7byeunDc/rAwppedWpeX8vY90uToodLSFLRLHlS8BTfHQU5VlO1KTMgbPcW2noFVaJ2yoAJs+IqiNuQkkouocRjBoP3cMxXBISV62y3CkLrFOP2egltwaz4tVWJdyMCQgAAAAAd5X8srqk8pviDMwuB93UJcMwKQtuADptPL6873a8dmXsQprs8xAiqIOyUxmuz4irIcjG6gtCcYuxSQ/grEyOB+6MVdWmQkFnXO9h2FYRux1Af86ro7A0h3LXXpwUAAAAAIjy4WdneuxgSWrh8ITKnGM84DGKQpD+dW9E/rWfldWB1St44pd1eQRjUStwpFYT9jq/DpRLLvItL9nigt0dvPTSpJwz26Xl7hny35z1PJc/zVRAOtl0Foa3FGI1mBvq2bSS6UfvvlgoAAAAAZSZ63L9Su8xeMOPA05ZJx0FeeuK8XjAxrN/bv8f5Me2APQgrBe0T1ynVX64VhC7ReS17EErSTaODuml0UJL0dysbWisbLJHzPJlzJvoTibYLaG3XS6LNXkM7MLcEsG0j0Y0IowEAAAB0lL09/q/ZuYAplbVMMT5VRUAoSR9ZzGjdofWynfhbjLs7xDDPxw7H4b+x57oHoVMFofFzLafIv4ectGF8xtutelCyV1N2SsgcJ+Z5poJwGwEhAAAAgI4ynvJ/zbnt3KL1vkHBTjnzy2M1FYQ7VkudFRD6Kwh3aSExsRkUQHdIcOpaQVhwCFoaERDaWkQ3jM/YUJvtPyjZr5cOuYRixQxdO+uvc+3a7xMDAAAAACFsX6g/vbJhva9LQFgoizQ2SyV9cHGt6jUFVTDutmNbef37k+d164k5PbiZc36cOcXZrOjqNtcP9FoHtXRK9Zd7i3H0dV4yPnO1FPrZWkTXjc/YQBtWENquF0KbxjODWKYYb+NaAwAAANBRqmkXc7lv+X3ecMZeiRjFpbKq1Qqep9ecPK8vZ7L66vqWfvf0gvMXZTNY7W3DMKaRhlNJvXrfuO94x1QQOrcYR9/HvEvQ/o1hzArC156a18eXMxXHhtrwmrQNKUnUVGOJMGYQRovxNgJCAAAAAB3FbH8NUvSkjEPrb/mXx/+9tlnTmlwqFVspV/L0yhPndbpsIvOpfEHfcawiZEiJ34smR3zHOmUPQtcKwpKke1c29PunF3T7zJK+vbHlu08jPglmBeED2bw+trRecWzQstVA3NlWbNsyAfXxVRAypEQSU4wBAAAAdBiXSarHtvJ6daFXc4XoQKzQgC+PcQsIP7i4pq9bwpuTuYIeO9gX+Xj/kJKGLa2juAzBaQeuQ0ok6ffPLFz894cXM3rfFVN6wlD/xWP+CsLquQSv7VhBaHtdV/QR2zSaeZ5jugNEyxFFAwAAAOgoLm2yf3F+RXOOX4eqbT+7vNf/hd61qrFV7g+oFMw4Tls2W6a7fYpxkJ4OOS2uFYQ2nzeqbs0wppZLx2U5A204pMT2t8b29wT18bUY78oq4qf9PjEAAAAAEMIl0PvcqnurcOFCuGcOVwjyyWsu078ZqqzCi1sFYTagZMal5VqyVRB2SBLWYEf60ru9hIaopoLQ9PV1f6VquZqmGDs8qh0rCM/m/RPS2zHojDuGlNhxpQEAAADoKI2uBilKypZKVT2vuSdfLmbfPzcDvhBnHMsl2YPQ7k0HJi5GV08Y7NMNDu3a7SCRSFgHlSQUPcDk0f2VIWnJaDKu5cpxqcwcbMNg7XTOHxCi8cxp0W7/WaTzUasKAAAAoKMUAsKvkudZp4S6ePO5Jc3l3SPCHuP3xK3FOBtQKeheQVj5M3sQbrtlfEhH+tI6XyjqScP90Q9oI33JhLJGgDyeSsqTfMfDmMWrtUwxdnlMO1YQZoyT4zo9GtUx9yAM+r8Z3YaAEAAAAEBHMffH21FU7S1Un17ZqOr+ZkVd/AJC+3rmC0V9YimjvCc9e3xQ/QFVWPkSLcZBHj3Qq0fv9iKaoD+R0IpxbE9PUiuF8FA5KnKu5dJxGVIy2IYB4VNHBir2bLx5bHAXV9O5zICZCsJtBIQAADg6sZXXZ1Y2dKQ/rX8z1K/7Mpu6sjetRw307vbSAABlgvaTKnpew4OsQ+mUTpdVFj5vz5Akqdf4NbmYjckMajG+L5PVfZmsJOlLmU3dcfmU9X55ERB2mz5L4DaaTCqTCL+2zeJCM4ypaQ9Ch+utHVuMXzQxrPvWNlXQdgXkK/aN7faSOhJTjO0ICAEAcLBUKOpXHprVmvH/g0hK+q+H9+rA7iwLAGAR1Ai8WvTU38DMYDiZ0P86ckB3nV/Vf19Y1SP60vq1yVFJUjoZ7z0IgyoIy30xk1Wu5KnXEgyZgacZiKLz2Fp2k4lEZDWfueegeeXV8pE095CzaccW4xuH+vWBK6f13c2cnjLSr4kel1eKaplDbmgx3tZ+kToAALvgrxbXfOGgtP1fwW+fWWr9ggAAgYIqCH/m6Fm97Vz43+zRKqqOdtrUXjo1qi8+6pD++5XTOtC7XYNh7h224bi3X6u4BIRS8PRls42bCsLO95PDA75jD2/l1RNRA2hWEJpXVG0VhNH3adfpv9cN9Or5E8OaTlPP1Sxmdhyvv867pz0/MQAAtNjfr24G3na2ik3rAQDNF7QHoST99VJGx7bygbf/1r5R598TVqBkVv7MF+LzfytKnqesY8VM8UKc8/m1Td0xu6zvbGxJ8geHBISd72VT/s9GMiF5vsivUnn44lmuu0QN145ZAWbTjhWEaA0zYGZ69DYCQgAAHNDgAQDtoxARWHx2ZT3wtqeNDOjHHKfPhv3fhr1GQLgQMcihlTaq2HCr6ElfXNvUa0/N6wMLa3rJw3M6kyto05y2ShjT8VKJhN50YKLi2G/sHa3Yg9OmvKK3EfsPbq8l+j6DKeIO2JkBc1HSZsyqvHcDnxgAABzwxQcA2ofZ0mjKh9yeTiT0rsN79UeX7Yn8PcmQyqe9PZVfteJUQbhexRfhgif9xzMLl36W9KHFNa0azzFCGNMVnjk2qJ+4EKDfONinm8eGIh9TCvi3VHsg4TakhP+/G+xsl8a9VU6q70Q0tQMA4ID/LyYAtI+oDefDbk8ltlseH+0wob66CsLdDwhP5Qr63MqGb+hIOhEcmhb+f/beO96Vql7/fyZ9J9m979PP4YCAKKCiIqKAwL2iKIoCVyyADVQQ2xUriF6u5aJ4KSoWruV7EREFK+pPRLjSRFEpwult977T2/z+2Dv7JGvWlCSTZJI879eLF2cnk2SSzEzWetbz+TyqiojgFrx1NlL0d5uisMS4RfAqCr66vh8ZVYXH4nduZFgt20FoYRsfj0mig6xE/QBbBlEgJIQQQqwgllIRQghxLhMmEz2jgI78xLHHbS5BGBmURIFwqs4C4UI2i3N3jkvLi9d6Pdil04PLyl530D3YclgVB4GDfSwBrVhYroZnpcTYQ32Q6CA7ftrpOGWJMSGEEGKFKAVCQghpCKLZHMZNxDi9ZF7g4MSx22M+VTIKSuhyu4rcGJGcikQde1zdOhvR7T3Y73XrBjqYuTEBIGxFrSFNyxmdQcP7Cw878XiyEjYiw8rjyn1u0vzIln9CXOigQEgIIYSYsS2RwqTJZPPtaT9+t8jeJYQQUm/E3ngyjATCvDPKikPKyHDiUhRNknE9g0r+Ek3q3hd2uXB2d1h635fG502fe8jLwrRW5sK+Dmz26x8DhSOouHDutZXp2qKDkNgNe1ZSICSEEEIM+frUAt64c8J0u0Uo+ML4fFFSHyGEkNpjFlACGIeUFE6QrhwxDioxm0yJQSX1LDNOG/w+rfd5cNlAJ25a36+570/RhOHzehXgvB65uEhag81+L368ZRibfHKRMFdw7MUEAb9cUcZKSImVbUhrEpa4BTmCp0BICCGE6JJTVXxtatHy9lOZrG75FiGEkOozm8niq5PmjjcjB2HhBKndZTxdMhMgxD6E9UwyNhJFDw14oSgKXhQO4PCA1/JzegDctnkILwm3Vb6DpOHRO8SKHIQ50UFYniRhJaSEvlaih8whbmVxqdmhQEgIIYToMJ8tvRSMDkJCCKkPqqriXXum8NvFuOm2aZ3FHA+WE4zzBE3EC3MHoXOSjDMG/pjhghLhUvq2vbO/Axv91gVF0tw8Ryf5u/B00wqE5bn8AhYep9BBSAw4U+id+YXxOfxqIQq1hcfyFAgJIYQQHcpxesgzIAkhhFSbnckMtifTlrZNqarUgSQ6As1ECLM+aKL48cXxeXxmdBa7LO6nnSQNHO69BUJmKXkjYo9F0tq8q78TPsnxk4P9JcZWUsYJMcIlXO8jORUfOzCLuy0sMjUrFAgJIYQQHcppJk8HIamU+5fi+N7MEibT9XMaEdKILJWQEJxUVYQk7sBnCw4oM/HCZeK2E8vYsgB+Mh/FW3ZNYL7GbsI5A1d8b0GvxFL6trGpPylkxOfB9zcN4tSO4pLzrKGDsDxJosdCyjghRugthlxxYKa2O+IgeFYRQgghOpTjIPxbLIVECZNUQgq5az6K9+2bxrUT83jTrnGN04IQok8pE5u0qk0gPsTvxaeEUBLTEmMTfUwvRTWSU/GD2YjZbtpGWlV122b0uF1F77OUvm0ykZW0NlsDPry9r6PotsIjLyoKhGWWAYvl+4SUSintFFoFXtEJIYQQHcx6Ra2XpPX9+4EZvHnXJKJl9C8k5EcFgsF0JoefzUfruDeENBZGYp2YJpxSVY3j+5sb+7HeV9xPz8whZyZRGE1An06kTB5tH3MGv2dHB/1Ff8ua9+tBByGRIR73hefaRLq4GUu5Qh/L20mllNJOoVWgQEgIIYToYOYgHPK4sVEiEm5PpvF/kUS1dos0MY8LgsFvWrgPDiGlouiIcccG/fifjYNFt+1NaSM7ZOXCZgEKYg8rET0HIQA8lUjVrBn+tEHLjGMFgbCUSTMdhESGeNoUHn3jQvuMIW95Ql8vS4xJhfAI0sLPhBBCCNHBrAehouhPpP4aT1Zhj0gzIxMKxtKMvSHEKnoygweAVyLkRYRSR9nEKGAiAJo6CA0eP53JGQp3dmLkiBcdhOxBSCpFPJcKTzVRIBwuUyBkSAmplFLc0q0CBUJCCCFEB7MSYxcU3fKxTroqSIn8r6Qf2Xg6iyWWqxNiCb25nltR0OF2wW8yGZRpXYqi4NWdwZIeU4iRgxAAFrK1CSp5yqCc+bBAcVl1KbJLu5u/dUSLKDJnC/y645niha9BbyldLw/iozhNKoRXLy38TAghhBAdzEqMjw76dCd/CaYZkxJIqyq+ODGvuV0F8M8a9ikjpJHJ6lx2PQrgdyl4hZCsKqK34POpkR48V0g3NnvM6mub3C8GNlSLpxJp6e3HhwIaF82oRefyZr+HfeCIFD0HoaqqtpUYE1IppbilWwUKhIQQQogORiXGnW4Xzutp1x1cMH2WlMK3phZ174vQQUiIJVRNV8Fl8tfpq0d6sEnSNzaP3lzRoyh4VVdIep+Zicmsn1+sCgLhXCaLXy1EsSt5UBRckFxHfArw/sFOze2jaXNXoxvAJ4d7KtpP0ryIx33+iFrKqUXHvF9R0E0XKqkTlKa18GwkhBBCJGRVFYs6It8Gnwe3bR5Eu9sFvanmfZFEzZrPk8ZmRyKNr0/rC4QpHkaEWELPQZifBCqKgrf1deg+3miyqDdp6jARN8x6XEVtXkxazObw+h3j+NiBWbxuxzgeiy33wxUXGj402IW7t45ga0DrjHyVpKT694eO4DsbB7De50G/x43/WNOr6V1ISB4x8Ce3Mh4aF9ypQ143FLq4SJ1girEWCoSEEEKIhIyBKPO23nYMrPTM0UuwHE9ncfXYXDV2jTQZ35heMLw/SaGZEEvoSW2Fk8B2A8ufUSKx3kRyi98rvyP/OMN77XcQ/mg2grkCMfCC3ZOYyWSxJAiRL29vQ5dOefAbusNFf39hbS+6PW4cHfTjzkOG8ZtDR3CaQV9GQsTzJbUqEBa7UwcrLC8+u1vu7CXECmYp9K1IeR1BCSGEkCYnbSDK9BcMaI1KiX8yH8Xlg11s4k4MGTMp5zM6FgkhB8nqnCuFLr6gToCU2VVadETlOcREIDRzENrdjuJHc9qwo/83s6QRZsIG1pkNfi8efNZaTGayWEuHFymDNkGIX8qpGE1lMCv0du6vsIflhX0deCiSxD6LfTMJKYRimBbOWAghhBAJGZ2J5la/F8eFAqt/myXMzrN/HDHBazL5TtYoxICQRkfvTCmcBIZ0hDFzgVCOmUBoVsJmd0hJRCI4fntmSXNbSEcozeN3KVjn81AcJGXR5nLhcCEde2cyveokzBOoMIl42OvBj7YM4Zdbh3H9+r6i+3jkEjPoINRC0ZQQQgiRIFuL/taGARwV9BUJOot6Ta9WyNH9RUzQS8LOQwchIdbQ7UFYcM3WE8bM0ixlOkbQpWDYpETS1EFo4yKSqqqWBUez/SKkUtb6PEXp2Uu5nKanrs+G49DvUjDs8mDI48ZRbT78I56CC8B/ru2t+LlJc8OQEi0UCAkhhBAJoigz6HHj2JC2IbvY10mE/eOIGaYOQh5DhFjCSg/CkI5jyUymkJUYb/F7TR12ZpMtOx2EzxSkFhNSbzoEMX4uk9M4CP02CtWKouCbGwbwk207ceyGddIAHkIKYUiJFgqEhBBCiAQxpETP5WU2tWN5KDHDbAU7zUOIEEvo9SB0F4h7XW75GWfUkw+QOwh7LPSXNXMm6vUgTOVU7E2lscbnQZtJOXCec3dOWNqOkFog9l/+4sS8ZhuzBbJS8bkUHOvKURwkljC7PrciFAgJIYQQCaKDsNxBLN1fxAyzEBuKzIRYQ+9M8RZcvn06DsJjglqHeCGHSnoNntphnuRr1kJA5iBczObw5l0T2JvKYJ3Xg+9sGkCvSZjDpEnYESG1JmxBQLfTQUhIqTCQQws/E0IIIUSCGFJSbr+mBMUdYoJJG0tNSRYhRI6eRDbiK/ZEnN0d0mzzgmBAc1shG/xe/GuBIDjgceO0TnOB0G1SvByX/Eb8dC6CvanlTrj70hncNR81fR1ZOAkh9aTdgvPVSzWC1BGzsKZWhJ8IIYQQIsFqibFsolkIHYTEDPEYeXGoWKigQEiINfRCoTb6it1/AcmCz3GSHrMi/7G2F/ccOoJvbujHz7cOW3KWmzsItcLelycXiv7+2tSCZhuRxRLCTvo8nAKS6mMlodiOkBJCyqWb10INpp/IzTffjOOPPx7r1q3DunXrcOqpp+Luu+9evV9VVVxzzTV41rOehaGhIZxxxhl46qmnqrrThBBCSLWxWmJ8fk87BlZKv54t6XlDgbC1SeRyuGlyAZ8+MINnEinpNmIJcYdr0rP7AAAgAElEQVRQlvV4PIUlG5NOCWlWZA7CXrcLxwSLr80zGe35tN5nrfNSl8eN54UClttOmIkkMQsuc7NNnk6kcMHuSUv7AwAfG+6xvC0h5SIT4kUoEJJ6YqWPbKth+omMjIzgqquuwr333ot77rkHJ554It70pjfh8ccfBwBcd911uOGGG/D5z38ev//979Hf34+zzjoLS0tLVd95QgghpFpoSox1ttvg9+LHW4ZwrSeJWzYN4DVdxY5Clhi3Nl+bWsQ3phdx10IM79g9hZRwPORUFX+KJopu6xVWtLcl03jt9jHsSDChlBAjZOsx39w4gIBQRnZie1vR3y8OBUzTiMtl2GssPIoOQpkL0khjVFUVH9w3Lb3viqFuzW03rO/DScL7J6Qa+OkgJA6nQye0qpUxFQjPOOMMnHrqqdi8eTMOOeQQfPKTn0Q4HMYjjzwCVVVx00034f3vfz9e85rX4IgjjsBNN92ESCSC22+/vRb7TwghhFQFMTnWqAdh2O3CWkWFW1HQJgyIZf2lSOvwPzMHF0wXczncG4kjlVPxeDyJpWwOf4klNY9ZJ3EyzWZzuG0uUtV9JaTRyQoxJad1tGGjJFzkhHAAG1bOswBUfHCoq2r71G3iUBEdhLMSt3BK1U87ns3mcEAnoOQN3SF8cLALm/0evKYrhIcPX4vjwxQHSW2w4iC0IiISUi36PC6s9VIkLKSkFONsNouf/vSniEajOO6447Bnzx5MTEzg5JNPXt2mra0Nxx9/PB566CFccMEFtu8wIYQQUgtEB6HVcrKw4FRh43hSyP5UBm/YOY69qQwCioKExC2kV+p421wEVwxrHUGEkGXE9Ri9gJCw24UfbBrEU4kUlAP7sEUiItqFmTNxIZtDKqeupivPZuRi34W7J9HhcuHCvg68KHywT6mshyEA/GTLEBRFwfm97Ti/t73MvSekfKyIf1bHVoRUA5ei4DNrevGF8Tn8s6BKoySRrMmw9N6feOIJnHbaaUgkEgiFQvj+97+PI488Eg899BAAoL+/v2j7/v5+jI2NGT7ntm3bytzl5oefTevA77o14PfcmHwp7UOh0T4Ri2LbtnnDx2zbtg2JrBvAwcnmvplZbJu33huKOJ/SzuniwJEfTs5hYuW4komDABAbPQBAHpjA60lt4efdWIzmXAAO9huMLi1h27ZZ3e07AUCpxfdsnJD8/W078VLXstD3dE6B7Px/emXy+ujeSXzRk8I6Zfn6sVvVbv8dTwLpvbvBo1cLz+naMSk5NjXbjI5im8v+hVR+z61Dpd91GMCVKnBuwXU6C7Vpj6GtW7ca3m9JINy6dSvuu+8+LCws4K677sLFF1+Mn//856v3iytjqqqarpaZ7Virsm3bNmzduhUZVTUsZyONT/67Js0Nv+fG5O+xJPYIDd+7wmFsXden+5j8d71pLgKMza3e7unoxNYRNoRvFko5p3OqCjy1v+i2CfPuLnjWxo3AdvlCK68ntYPX78bjyfkIMHrw+tvZ0Y6ta3oNH1OL7/k9U4u4wSCJ+L+zPlx42DoAwM6FGHBgRnfbHBT8NtiNa9Yuv69oLAkU/F4d1ebD0ZvW2bTnzQXP6driSaaBHeOG26xfswZbw8YCeqnwe24d7PquVWG8pkLBlkMOgasF9RhLsS0+nw+bN2/GMcccg09/+tM46qijcOONN2JwcBAAMDlZPImanp7WuAqJNfaqCl67fQwnPX0At84y6IUQQurBF8e1TsGyS4yZPtuyRMvoP/negU4EDcqyZAEGREtOVfFMIoUpnd5spDnJCqeHUyZ3r+sO4VmBZWf5cUG5o2oxm8P1k/P4qIE4mGdH8mApnNjnVuyDS0i98Fs4/3i4EiegKArEToStOnooK9c5l8shlUphw4YNGBwcxD333LN6XyKRwAMPPIAXvvCFtu1kK3Fz1os9qQwiORVfnpjX7UNCCCGkejyeSGluC7stCoTCduxB2LrMZUv/DV/n9WhE5kLE8Bwi58P7Z3DOzgmcuX0MD0QS5g8gTYF4tXVK6/kejxvf3zSIPx62Bjdt6EebRDh5OJrAt6atmQMKry1x4TdG9tyE1IOABfWvLDGCkCogHq6tmjFoek5eeeWV+NOf/oQ9e/bgiSeewFVXXYX7778fb3jDG6AoCi6++GJ85StfwV133YUnn3wSl1xyCUKhEM4+++xa7H9TMZ/J4mn14FeSUoHH49pJKiGEkOpxu05SbLuBaFOIKO48FE3iSV7LW5J9qUzJjwm7FfhcCk5plyeNpgQH4Wgqg7/HkkjTWbjKM4kUfr8UB7Dc5/GSvVO4cNcEPrZ/BgtliLakcRAdtk5yJ7kVBe1uF1yKIk1N/vB+c+dgnkKnpJiCHLT4W0VItel2u7DOa9zRjC21iFMQQ61yaM1xlWkPwomJCbzzne/E5OQkOjo6cOSRR+L222/HKaecAgC47LLLEI/H8eEPfxjz8/N43vOehzvuuAPt7UzLKpUJiVvwW9OLOFFnkkAIIaRyHogk8MXxOQRcCj4x3IMvT8iDSMJuiwKhZLvzd03gmjW9OL0zWNG+ksaiLIFwZXL/4aEuPJFIYVwokS0UAr87vYgvTy73NTsi4MW3Ng4gQHEAf40ltbfFU0A8hVguh6+sZxucZkV0ELp0UozrzeYKU5MTBaIgS4yJU1EUBdeu68U5Oyc052Ye/mIRp+BSgEJNUGxZ0SqYCoQ33XST4f2KouCKK67AFVdcYdtOtSopiY/17/EU/hxN4PmhAOK5HH61EEOH24VT2ttMg2AIIYQYk1VVfHZsFqMrIszl+6Y1bow85ToIgeXxxqdHZykQthjl9CDMC8yDXg9+sGkQpzwzWnR/UlUxlc7i7XsmsbdAgHwykcajsSReEuaiopGD6t5IAsc8uQ9fWtuLUzp4PjYbu5PForxTtbLntvnMNzIgrqpYyubQ7nYhrgolxk5906QlOSTgw1fX9+G9e6el91vs3kJI1RFHDq3aIIiivYMQy4byfHXFHfCePVO4emwOH94/g69PLdZy1wghpCmZzeRWxUEAmDTo+9pucRSrt12yCUtA96cyOHfnOI55ch8+OzaLbBO+x0oo5/MoFJh7PG5NeVYqp+J7M0tF4mCe+UyrDmeLMQp5yfOh/TPYXRD0QJqDHwotIiYdGlLjUhS8OFRZcuubd00gp6oSByGnd8RZGIW8OdXlS1oPt3CctuqYlr8gDkKv8fg/4insSKSXy2NW+Po0BUJCCKmUUkIkrPZ1CkiS0JqVq8dm8XRiWWT58VwUt1hssN8qlNPgWgy58QqHXVpV8b1Z+eecadF+OSI+ixUWnzwwW+U9IfXGyb05ExUGWO1JZfBMIs0SY+J4PAYiIB2ExCkwxXgZCoQOQs9BCADjmdL7GBFCCDFmtgTHldVJl6Io6LDYr7DReTha3Ovt+qmFOu2JMylncCkmkIpiV9JA72jVfjkiVkdMjydSWMzSddnMvMzBfbx3JCsf209msogJQqMVBy0htcRrcEiKwRCE1AttinFrDqpaYwbTIBgJhJnWPD4JIaSqjKetT9ACJfR9fY5Of6lmGWwsZnP42XxUet8Nkwv4+IEZ/HYxVuO9ch6ZMr5vsb+wKBDGDVxH5bxeozKaymCPTolwKWVBUw4tQSXlMeAp9oC8JFxZGW81Ob83XPFzZKQlxhRciLMwLDHm4UocgihWt+rogAKhg9Arg3AB+DZLigkhxHYeimrTTvUIlDCK/ZfOkPT2ckIrnEZaVfG2XRP41Ki8PPOb04v45UIMH9k/g8fj1j/fZkTP0RdQFPzhsBGcYEG8EAXCOQPHW6ssJv5oNoJXbR/Da3eM44ZJrWu1lM8h0UKiarOzK5nW9JEtZWGn1pzaEUS7we/Ku/s7TJ8jmpMIhAqnd8RZeIwchM49RUmLoXUQ1mc/6g1/QRyEnoMwh+U0Y0IIIfZSSg/CUgTCl7XLhR9xIteIPBZLYpckIEPG9RLxppXISXoCHur34qqRHnS63ZYGn6JAeJPBZ2pHD8KJdAZX7J/BxXsm8VjMmQLvd2YWV9/pN6cXMS+IQjIHoZ5QZFS9QRqHrKri8n3alNRSrtu1ZqPfi9u2DEkLLL+3aQDPafObPkc8l6ODkDgeIwchS4yJU9D2IGzN8YHHfBNSK1Jsg0MIITWlFL0uUIIro83lwjFBP/4qCCwywajR2FVC8ms+wKRVEZ1sHxnqwnk97at/W0m2Fif7RuJspQ7CpWwOb9s9ifGVstunEtP43aEj8DjMhTUmlAX/ciGGhWwOg143Xt0V0pQFvboziJQK3C0pe082gWhPlq9LeyTnht9hx67IkNeDIwM+PJ4oNgI8u82PR6IJ08dHcypmhYWuEFOMicNgiTFpBFzCcdqqwwMKhA7CyUlrhBDSjJTSIr5UV8ZVIz04c/tY0W3NECKxz6J7EEDL+wLE1WfRKWHFvdbjsT7ZL6X3nshoKoO37p7AdEFwz0I2h13JNLYG5D0164FsrPTFifnVf189NofXdRWX+LsVBR4dcd6KSEucz5RO4JTY09OJjOn0wrUizC9lc9glhJ1s8HN6R5yFYYlx7XaDEEM0DsIWHR7wF8RBsMyFEEJqSymhIaWWqq3zedDuUrBUsATZDOUKpZRJO39qXl3Ej0rstWTFvdbltj59qsRB+KvFWJE4mMflsG8xYeEzu0MI0HEr+gN9jr0akwOpDK4ancV0JouLBzo1Sb6NxCa/FzMFbvMh7/I5b2WStj2ZLhK5u9wu9LjpICTOwkjsdjeAiE9aA/FYbIYxeznwF8RBcJBKCCG1pZQppVGJjB49QqJmM6xGluK6bPXSIbHUVZT6zu0pTjF9dWdQ8xwDXusCoZXB7K5kGr9ciGrSe/93Zkm6vR19De3EikAo4oGie/5epRO2Q5zNf08u4JGVfqifPjCL3UntlWnQ0xjepLf0thf9feVwDwBrDsL7IsVlyFv93oZwTZLWwqjUn2IEcQrisdiqJcY8Jx3EokEyISGEEPuxWpJ5+WBnWc8vOsYqKQF1CpkS3kOwxXthiZ+VuDr9L51BHB7wAgCGPG68s197nB0bNA8qOPh6xvc/EU/hvJ0T+PiBWbxh5zhmC8I9hr1yv5LTkpHjauljJY+i35ctmlPx28VYSW5iUn8K+0nGVRW3zkY025za0VbLXSqbE8IBfHSoCyeGA/j4cDeOCy2f8+W0Htqycj0hxEmE3C4c0yZvVUEHIXEKmjF7fXaj7rT2yN1hHBBW8y8QVhQJIYTYi9mP/7DXjTsPGcJbejvKen6x51wzDDZKcUEGW9xCKH5W4uCzzeXC/2waxB1bhnD7liGs9WlFus1+Lz413G3p9czE269OzK+WIy5kc7hl+qBrUK/XYSmCcC0oy0GoKAiJH34BH9k/gw/tn6lkt0idSQjH6fGhAN4/2FWnvSkNRVFwTk87rlvfj7O7w6sOwHIqi7b6KRASZ/KV9f1SlzzFCOIUxJYqrbpwyHPSQYwKjd+PKsE1QAghpHTMtIbNfi/W+8qfcGkdhGU/lWMQBaNr1vTio0PyiXgzvN9KEFOrRcEYWC5d3+T3ImTQN+ys7jD6LISVmLn9HhZStb83u4Qn4su3RXVOBqcJhHM6YRRGuGGe7HrPUhw7SkjoJs7mHf0dDe9MeraO48qILRQIiUPpcLvwbolL3mDthpCaIq5pN8OifjlQIHQQYoPlYZPeKarDBu2EENJomPVsq7SDlcZBWMJ1W1VVZFTVMdd6VVVxx1wEv1uKF93uMwiAaNUGz3lEwa6SiVBU8iFfPlA82Srn8/7I/hlkVRVRnZAHp5UY3zanLSU1w60oeGHIfNF1R4ICYTPgQXM46QIuF97QXZzIfZpJ2TQFQuJkZEUFsoUzQuqBWMPRDG2ByoEpxg4iJRyD7SYpZFnwCySEkEowc7hZaRJvRLmrkYlcDh/YN4MHogm8IOjHl9f1GTrMasFvFuO4emxOc7tbUXTDXlrdQSgOLisRnOPCc3kAhIVjohwxbzSdxQ9ml/BPHXHMaSEl4TLK1j0KsDXgwys7g/jlQkx3uwY3nJEV1vg8db9e2sUVQ93Y7Pfij0sJvDDkx7DXg98sxnW3F68JhDgJsYQTYJgZcQ4uYRDQqukQ/BVxEGKvkTaXYjiZcNaQnRBCaseeZBo/mYtgT4UlgWYlxp4KB67lrkb+ciGGB6LL6ZSPxJL4hYGoUSu+Ojkvvd2jACe3y10trZoAl0ccXNpZ8tjrcWsE7HJXu788saB7n9MchOWU/OQ/98+O9OD2zUNo54y0qTFKTG00FEXBuT3tuHFDP97a1wEvj13SwMhc9I2RNU5aAfFYbNVFbgqEDkJMK/MqCvwGA4FWtb0SQlqbXck0zt05gc+MzeHcnRMViYRmJZlmfcvMEAUhq+KG6NT7bx1xrpaMpuV774aCEZ8Hb+7RBms5zX1WS7YlUrgvkii6zc5eSx1ul0bAroaY57QehOWIznmhXlEUbAl4cbhOb7f/Gp/H/Uv67izSGHibSCAUYeUQaTaUJj5fSWMhyi5iH+lWgQKhgxAdhD5FMVwFbVXbKyGktbl5anE1sTKhqnjtjnGMpzMmjzrIfCaLTx+YwQW7JnRFrzyHVNjPSRSErIgbMkEm4mArXl6k+sBQF368ZajoPgfvdtkkVeCK/TM4+ekDuGp0VrO4Bywv4L1n77Tmdjt7LfkVRZKSbf8H7rQV9HLeo9iyxaPzPUxksnjfvmk8JoS5kMbC18R6QzOLn4QQUk/EEninjX9qBQVCh6CqKtLCQehVYOIgrPJOEUKIA/ntorbc9uwd49ibMncSxnM5vG/vNO5aiOGxeEpzf5cgJLzAQrCBEaKAY8WNtT+lFTudUBKpVwZUWOYaFhyXzRhS8ifVjV8vxjCXzeGn81H8UeI4ezKewlRGKz7b6SD0uRSNgzBhosi2lSEuOM0FWo7ofEyw+Dw2ax3wH5Jem6RxaGYRrdK2F4QQQuQcG/Lj1I42nN4RxBmdQfSbBMY2K3SqOwRRHPRguVGm0WC+VW2vhJDWJuBSNI66aE7Ft6YWcdWaXsPH3jYbweMJrTCY58b1/bhhagE7Emmc2xPG1oC8FNEqoiBkpcQ4JlFAnHC1d+mkFRcOn8TJazMuZN2ULXaVfmliHqd0BItuS+oIwXY6CAOKgqAgyP4xksBvF2M4VdifPJ0eF+ImrlkRp/UgNKqe6PO4MJ0p3kIBsN5XPNw1Cx/aVmFvU1JfmrlPX6XBWYTUk263C0MeN8ZXFtAODzB1mziHi/o66r0LjoAOQoegKS9eGdyIg/9CmrF0ixBCzNBrvXCXhSCPuyXuw0IGvW5cv74fvzp0BG+1YaAg9iDMWXAQysSlSE5FNFu/xhJZics9T+GEVfzFaoVWGGnJj7GeMGqng9DvUtAhecKrRmcRyxV/8mlVxVcn5jFeojgIOLAHocF9a7zade8Ot0tzHlpxYU2V8VmR2mFURtzMDkJv87410gK4FAUfH+7GiNeNjT4PPjLUXe9dIoQIUCB0CLL+gwDQ7TEQCKu6R4QQ4kyMWi8YsZTN4amEsTPIbneGeAW30ikxqbP6My4pWa0GsVwO35paxNenFlZFkkei+j3ZCjUqTSiLw8SlaiATI6I5+S+0nQLhRp9H01tv+bVVPCSEo/xsPorvzCyV9TqOEwgN9mdEIhB2Sj4jKwLSBbsnMO+st04KMFokb+YehHQQkkbnhPY2/GLrCH5yyDCODlbWxoUQYj8UCB2CLMEY0J8oAs1ZukUIaV6+O7OIVzx9AO/cPYn5CsQuo/AmI36xEDXdxu4fxXJKbhM6AshECUEslfCJA7O4fmoBX5taxBt3juPRaAJ/jiV0ty+csGpKqlvgd2o8k4WqakveZQxLBCyrXFHgtPAqwJt729GuU2VwQHC/yfokynh9Vwhv6A4V3ea0EmOjK8can/bzFfuKAtZElgPpLP6Qa83+Q42A0XHQzA5CvYAdAPjgYFcN94QQQkgzQoHQIaSEAXh+9fOEcED3MexBSAhpFEZTGXxlYgEz2RweiSXxn+PzZT9XoEwH4S/mzUuQ7XR4Adqec1au27oOwhqVPD5Q4D6bz+bw7/tnsGhQ3lwooYiDimYMKZHxXcGdJ3MQvm+gE70VNLw+uzuEjw514fVdIXxn4wC6PW6pgxCAJiDl3oi+wFvIs9p8GgHeeQ5C/fvWWRUILb7WfpXDZCeSU1XDK0tTC4Q6b+24kB+v7pL3HiWEEEKswpGPQ0jl5CXGZ3SFENaZDLMHISGkUXg8niqa0N29GMPeVBpxnVJMGXcvxPC67WOGZcKik6sQPTGlEDtDJIDlYI9CrLix9AIuJmsgEGZUVeNgnMnm8KM5ffelt8hBKPZctHf/nMpdgjtVDJp5U08YF1bY09KlKDinpx2fGOnBkW3LZVkeRcHzJCVaP56LFAl7IYuieqfbpXHXOS2uw0h03iQRCGUlxlbLNKdsvh4QezC7EvqaWiDUvrdbNw/i6xsG0Omm45UQQkhlUCB0CH+JFfd3yg9oez1u/HzrML60tlfTmDgL4PF4EjuZtkcIcTgZyaT+NdvHcfozo3girt/fLk80m8OVo7PYlTIus100EBzbLIgkdodfipM5Kz35EjqqmtirthoYtbXQo6gHoXBfbYqi68/OZPE7FV135bperfCJ4W60CcdZNKfiot2TSKsqVFXVPaZEOt0uzXli9bG1Qu80eH7Qjw1+bSKmXCC09lozznrrLclMJotPHZjBpXunVn8rzK6jzRzk0etxFRkHhr1ubJUc94QQQkg5UCB0CGKy5kvCbav/7nS7cUpHEENC76KrR2fx5l2TOHvHOG6fi9RkPwkhpFT2pTK4bmJBet9STsVnx+ZMn+OPkbhub75CpjOVCYR2+y/E57tucgFPxlO620+ls7hzXn49r0UwVbwMEdJV4LJySdwtVpKbmw1RU7PbmVrIRr8X16/v19z+93gKxz21HwfSWY3j6lkBuaDQ6XYhLPQ1jJTg8q0F4ns5raMNlw904svr+qTCUJfEVWW1BDVKB2Hd+a/xefxsIYb7IglcuncaWVU1vRY2s4Mw4HLh8sEuBF0K+j1ufHFtn/S6SwghhJQDBUIHsCeZ1jgIT+ts02wnflmPrDxGxfIA6plEChGDPlGEEFJr4rkc3rRzHJMGoST/TKQxaRLAYdXZZlSybBYQoQBQ7E4xFp5uIZvDm3ZNYI/E+T2ayuA128fwpE4JdS16wf2kxMWmkEtBl6f410n8lGvTOdFZiO+5igZCAEDIoHnmpXuniv4OuxSpoAgs9+sTnyvqsHGFKDif092Ot/R1IOx2SYWhTk/5JcYxyeuR2vKrggX02WwOT8ZTpuFHxzR5MurrusO497A1+M2hIziyzVfv3SGEENJEUCB0AL9fihcV3x0e8GK9T7u6b/RlJVQV5+ycwOt3jGO/SQkeIYTUil8txLBkQdz77aJxyqpVicKoHNJMYKtG9ya9xOVvTC8W/Z1VVVw1Omvo4KuFTHPj1KL5RlgWkjwALh3o0rixRDHMSll1oyN+z6KoVE0HIWDsjhXL8gMuRdqTsM/jwoDHjZDgINRLZK4XRuKr2AMTgDTp+VAdB6WICgURh73/VselyK8pzw74cHwogKtHevDSdu0ie7NhVeQmhBBCSsFqkBupInNCSdyLQvLkYtnAV2Qyk8U3pxdx5UiPLftGCCGVsMfigsVD0QTe1Nuue79VcSxegUBYjaWVF4cD+MGs1pX3d8E1funeaTwcM+7F6BSd4usb+nF0mx8uRT5JXRbDDu6ss/xnleOGiqwg+CVVFTlVXS31E99ztR2EQYkIpkeb4pIK188PBqAoirbE2HEOwuK/zYT9oOTDPzFsXUBazObQYSHgiNiPGOAHLIvx4hHZ5Xbhe5sHa7NThBBCSBPDEY8DEBvP93vlw12rX9ad8/ppk4QQUktkk3MZSyYihFVxzKhPoZkAKAY92MFLwm04szOoub1wwWdnMo0/RROmz2WU3lorLuprx3GhAHwuRdfBIla7mpUDNhKqqhUH8xSmT4vvudrZolZTigFgXzojLaU/JuiTPpfTehDmhPPA7K3L3JV+l4I39YQtvd58thWL5GvP/7cYw1t2TeCK/TOYXWlJsSQ59rLQpsFbDZ0hhBBCiDEUCB1AUpjQ6pWkGbQYIoQQRzJt0HuwELOEXqviWCUlxmt91THVv2egS3Nb4fVc1o9QhhMchEe3mff2cgkCWjOVGBuJzIXHnlbEqu4PeKCM539OQe8yv6Lg9BUhO+x2domxxp1pUr49otN79B39HZZebzxNgbDaLGSz+Oj+GfwjnsKvF2P4xkqrg0XJwlFWlZxfDJMhhBBCbIECoQMQJ8Z66WsbJX0J9TBz4xBCSLXZk0zj9jlrjuaUiQZhVDpciLFAaPzYDw5qhTw7kLkoPQUT2gMWBYhayBR9kkCHQjb5zX+HNA7CSnbIYaQNxM4iB6FwX7UdhIqi4FAL3w0AdKyUEF8+2IVBjxthl4KPDnWhcyXtV9uD0FnjCfEUF0+vt/cdFP6ODwUwoiP8d7rduGZNr+nrjVEgrDr3LiWKxPcfroQlyQVCVVtmTn2QEEIIsQX2IHQAYjqnX6de5vzedvx6MWbJR3PPUhxndoVs2DtCCCkdVVXx7j1T5huuYOYgtLroYVhibHDf23rb8cKwvP9rpcgEwsKbZiy6LGuRprrZ78V0Rt4L0a8oGNJpgVFIM5cYG6VpFzkITUSsanDFcDcu2D1put27VpxzRwf9+PWhI0W9EwEgLHyBEYd9gaKbWDwiL+nvwBEBLyI5Fad3aMv7Cwlb+GLGTBLWSeWoOiNbqUAIIGNyDBBCCCGkPOggdABWHYRHtPlwlkXRb5wDWkJIHXk8nsK4ReELkDejz/NYLIlbZpYsPU/CwO1k5CCspgNFVl5a6ES7P2LefxCoTdiHkRa03uexFJYlJk2QpvwAACAASURBVPY6oXdipSxks7hw9yROfmZUd5tMkYOw9iWQRwf9uPOQIcNt3tbbjvOE3nvi8dmmKEV7m1BV0/L8WqIVX4v3X1EUnNQRxKu7QvCZCICycJceocSaDsLqoKoqsqoKVVXRpmi/h6VsTt6DUOogpIWQEEIIsQMKhA7Aag9CADgsYK2EKOawnkGEkNZit8X04jxGDsIbJxcsP89MxkggdM51Mb8QtJTNYbvFHoS1MHIZfUab/NaKDprRQfiL+Rj+apIyXVgmX68SyF63sZfq0oFOaUBJIYqiaIJKnFRmLMp1lQxkZe7eSwY6i/6mg9B+ZjJZvHX3JJ7/1H58ZP+MNAhnNJ3RdRCK1xROZgghhBB74G+qA0jnrDkIAcBrcZWUA1pCSD2Z1XEPvlsnGMBIIHzERJgpZIeB2GZ0Vay2dii6koZWghN+vmA9dV5szF8NjFyWVvvgir9h4iJYI/KliXnTbQpdodogjdpglhpuJg7mCQvOOieVGavC8VRJ+fYGv6eozPiYNh9eKrQaYEiJ/dwxF8E/4ikAwO+W4vjDUlyzzXg6qxtSoikzp4OQEEIIsQUKhA5AnDz5DL4Vvf6EIqMpDmgJIfVjVqdnoF4KrlkPQj3E9NbtybRGQMhj5I6rtvzxieHuor/vWYrjXbsn8e3pRcvPUQuNxqgceKNFB6H4O2VUPt4oWPnlLRQIxeTmWgkYiqLgrb3tFT+PNsnYuQ5CsaS9FNpcLnxyuAfrfR4cG/TjP9b2os/jLmrQvZDNIeag998M3DhVfN27T9JmYXsyLRUIM6qquRYypIQQQgixBwqEDkBM7zRyEBrdVwgdhISQejIncRB2ul26ZaopVe461BP78ryqK1gkEs5nc7riZD1LjGW9zh6OJTFtUBItUguJwshBeGjAZ+k5mtFB2OU2Hy4Vfnb1chACwGUDnbhxfT+ODxU74U5pb7P8HGKJsZMchHYHwJzWGcSdhwzjWxsHMOT1wCUJ4xnjomvN+cNiXBpOlYXWTc3JDCGEEGIP/E11AKX0ILQqEM5kc4bN+gkhpJrI0oQ/MNiFkEQoy/PKbWO4Ryg1MxOXzu1u14iOzyTkZcZG4le15Q+r7m8jRFdaNdB7jS1+Dzb5rDkIRVdnogkchJv95uXVhQ5CUYyupcNJURS8OBzA9ev78OIVkTDkUvBvPdadheJ56iwHYfUTbIe9xcf6KBdda87jiRS2SVpG5CQOQg9LjAkhhBBboEDoAMTyK6PUPasCIcC+OYSQ+pEUrmufX9OLM7tChkJZUlXxqQMzRY81Clx6STiALQEvDhHEm0v2Tq3++7FYEtdNzOO+pbi0XK1WdFhwoBXyqs4grlvXV3RbPRyEz2nz4bSONnx+bZ80jVmGpsS4CRyEVn5NC9+nxuVWgxRjEUVRcP36Pty6eRB3HTKMY0Py8n4ZYUHRlIVI1Avxs1Wq8NkOiw5CjqfqwlOSxZ4s7A2qIYQQQshBrNkBSFWphoMQWF7x3mjB9UAIIXaTFibxoRXBwczpEcmp2J1K47CVcta4RCB8bpsPA143Pja03Ndva8AHLMSKttmbSiOjAm/fPYksgFtmlgxf12oAVLl0WxQIjwn68e9DXTjU78X/CX25amHESwvurGvW9GLEonMwTzOWGMctCGRpoxLjOhmcXIqyei6VgpNDSsTPthruTNFBOJmhg9ApZFQVd8xFim6zunhBCCGEEGMoEDoA0V1hJAL6S1gm5Yo3IaRelHJdE9mZPCgQiqWNW/we3LJpsOi2k9rbcK2QMjubyeHepbgl55cC4OzukOX9K4dOtwsuGLsAT+8I4po1PatJs2KwRUZSCP23WBJ/WIrj2KAfLy2hx5we2tK90p8jIKhhopu0EZEJ1SKGISW271F1EUNKnOwgrIZ7LCS8/2Yok28WFrI5/FxYEOJkhhBCCLEHuvIdgFhibFSCp5fW5wbwQqF8aDTFFW9CSH0QBcJCh95pHcZCVmF7hLQFoXGtxOF2IJXBX2NJw9c5MRzARp8HHx/uxoC3ulNMl6Kg08RFeGzQvyoOAtofaFGj2JNM48Ldk7hlZgmX7pvGg5Ik0FIRe+eV09urGR2EVnrwFR6rWgdhYzmcxJCSevYgXMzm8JWJefzX+BxmM1lNQEU1EqJFYdyof2mtWMzm8OO5iC3neS2J53L4/Pgc3rJrArfNLmmu6aXyJ8n7r5dDlxBCCGk2uOhWZ7KqikIZT4Fq+KXIBlYfGuzCc4M+PBlP46HowQnxQh37bRFCWhsjYe9Twz3Y4FvCzdOL0scWphmLjja9RZIXhwJ4IHpw4vjZsTmc3NGGv8VT0u2PDfpx3fp+w/dgN90eF+YMrsuiQ1wsnRTdkDdOLRQJUZ8bm8XPto5UtI+az7uMibfYJqPRHYSqqmLeQtp0pshBWHxfwzkIHVRi/IkDM7hvRRR6LJbSCM7VKDH2CNeZeiagA8tjxfN3TWDfysLvp4a7cVZ3uKb7oKpq0QKGVe6Yi+LW2eWS4H/EU9hUYesbmZtT73eBEEIIIaVBB2Gd0bhsAMMBWK9HO814U287nt3mh1dc8bZjBwkhpAxEUchXcH0KuV24ZKBT97GFIpooiumJAXtSxc3sE6rxYsspNpTjlkqP21gmEp13YrDFX2NJvG77GN62awI7kmn8QxA/99vQVkIsYxaFEisEBTuPLIm0kYjmVEu/p6miHoT1SzG2A6eUGKuquioOAsvJtoW9Hr0K0FYFB6HTxlN/XIqvioMA8JmxuZq9tqqq+NzYLI59aj+OeXIfzts5ju0J+cKLyA2TC/iS0P7h2zoLQ1ZphtAjQgghxKlQIKwzMoHQiBGfBy8qKCW+uL9j9d9imY3YA4kQQmqFxkFYQg3YbIFbS7yO6ZVqyhwkRknuJ5uUOVcDsyRj0Xkn+8h2pTL4WzyFKw/MSjoSWufpRArbJJN80SlVjrB1dLC43cXdCzFEDZyTsVyuyDXqNKy68YtKjB2QYlwJ2hLj+own4ibjmF63uyxXmxliaX2lZbGV8kwdRfYHo0ncPhdd/fufiTSuGjUXKHcm0/imRAx8JGrc+sGMecn56KQemYQQQkgjwxLjOpMUxjRWCi+uW9eP3y3F0O5y4YRwYPV2sWeOg0IHCSEtRkq4/pQSUlLY70yc9un9aGUlctnTBpPqoSr3HJTRZiKSiknKRn7Dxy06eERSORU3TC3guyupzu/t78RFKwtNWVWt6HvLc3w4gH6PG1Mrol9cVfGHpTjO6NIGwfw5msAH981gceU7v2KoGy8M+bGhwjJEO5nPWhMvi0JKhPsazkGoKTGujwBjVtrc46nOOrcoENa7xFjGWdvHcNlgF15eZTf0Y5Jero8nUojlcgi69D//bQn59bfSpYBpyWJCPXtkEkIIIc0EHYR1RusgNB+E+lwKXtkZwkvb24pWzkUHjWzCTAghtcBKivFxQrBSHqNebnoamyxEQM/59foqJxbrYSYQigFVdocv3DkfwfH/3L8qDgLA9VMLUFc+75jgEgu5lLLCNTyKogmi2Z+WF2nePLW4Kg4CwDXjczh35wSeLlMArQYyx5KMwtLXnOh8tXOHakDYLToI6yQQmrzuGklAkR1oSowdOJzancrgqtHZqrsbd+ostOxOGhdeV+uYkblZ0w78fgghhJBGpNHGrE2H2GzbV8FziQ4FJw5oCSGtgThpFd1xAHD5QBcCktsLJ3tiibFeM/pSJskbfPVxp7Upxj+5oohql+ssp6q4Yy6CK0fnpO6dfM9HUYwRXWSlIPbLFcXHPA9L3EkJVcVvF2Nlv7bdiELzBuTwyeFunCU4IjOGDsLGshCGHBJSYlSaDgCvlbhS7cBpJcZ6R898NoddVS4/1hPIRSffbCaLWC6H6ybm8e49k7i6hn0SRUGeEEIIIeXBEuM6k8qJDsLyaYSSGEJIa6ANKdFOcZ/V5sNtW4bw64Uobpw62Kuq8NolTk31RLNSrndir79aYeYgFNtE2LWC98O5CL4wPq97/2Q6ix6PW1NGGqpAodT2sNOKDEYuwR/PRfHega6yX99OxATjw1w5vK47jFhuqej2lGEPwsbCKSElEYPeh6/vCuH4cHXKa8Vzsd4LrkYvX23xWVzIzpO/5uZUFRfuntRNjK8Fzu1gSgghhDQWjTZmbTo0JcYVjPPEflUcMBFC6kFKSH31oDjFuJB1Pg9O7wwW3ZYxcBDq/WhdbJCKLFJCXoqtDHqNU4xTggZTTnmvjFumlwzvn1xxAolijOgiKwWxN1lMcKDdPLWAc3dO6D5+PpvD3pQz0o9FB1U+Gkz8vb5rPorRlaRZscVHo/UgFAXeuWxutRS9lsR0hMletwtXDHdX7XXF9O56L7gaCZTV3reEjkib36fb5iK2ioMnldFTkT23CSGEEHugQFhnNH26KugbKDoImWJMCKkHmlJVt8swaVQsP17K5XDPYgxPJ1KWSzVf1Rmy/INWr3LB0zuChvd3CYELxnKiNWK53KoAqEfe3bcoCGHtFQmExd9TodCzlM0VOUb1+H8zkbJf307EkJLwyu+0eNxGcirO3TmO7YmUxvnaaCnGstL/+yOJmu+HXm+5mzcOVNU5J3631bxmZFUVMybnaNzAwSm6te1GVyCEij9HE/i8gTu5VM7rCeO9A53S48+IHHtuE0IIIbZAgbDOiAO7SkqM2YOQEFJNHowk8LrtYzhnxzj+Lukdl0cUCEU3kojo1pnP5vCB/TM4d+cE7pqPFt2n58Rqd7tw5yHDhq+TJ13lCbUeIbcLN6zv071/s5DcK4ps5WCld1xeAPinUPLbb+J4NELjICz4zHdY7JlWr7JWEbEHYbuy/F7ERTkAWMqpuH5yQePqEktWnY5M0L9033TN90NcRAWA9w50YlOVU65rVWJ8IJXBq7eP4RXPjOKyvVO6vfT0ApcA/RJgu0jolhgvhwxVQpui4D/X9OKIgBendwTx9r4ObPZ78dNDhkp6HjoICSGEEHugQFhH0qqKB6LFK/IV9SAUU4zpICSE2MSfowlcvHcKu1IZPJNM46qxWd2Sw6gwWxP7mYkYtVa4T3AtGTmxzHr85en01O+n7/hwGx4+fK3m9s+t6dHc1mHyuckQBQa9Es1C8gLAX6LFou8xwfJjs0RRuFDsG9NJNBZJqypUVcVjsSR2JNN1KXEFtD0I21f+L+urCQD3RhKYEx6jt22jMW7xu7MLWfnshb3tki3tRdPTuUoOtffsncJYetk9+MdIAg9G5S5NMRCkkOo7COXXkIyqSkOGSqHb48LpnUH8YPMQ/nNtL3pWwo0GvR5cu67PspOQAiEhhBBiDxQI64Sqqrhs7zT+32xxCZWtDsIKnosQQvLkVBUfENxDO5OZ1YmtiBhIYdbLTpZwrIeRE8vK87QpCk4zKfWtNrL97JSIgQGXq+RSO7FfXtSCeJDIqfhTJK6Z7B8bDJT02oUMCO7DfanMqsA3mrLWIXcpq+KzY3O4YPckzt4xjh/O1afkWPxM21dLjPUfMys8ppRj3CnI/KMP1rjMWHQQvrE7bNiuwC7E77YaDsIvjc9hT6p4pPZUXO6uncnoC/0yl6Wd6DkIH6tQHASAbre+S/mk9jb8+tBh/PbQEXzcpN8kS4wJIYQQe6BAWGWyqop/xlOYEibSe1MZjXsQqLQHofa1CSGkUqYzWSxJhKa/6kwQxW3Dpum91if8Rj9aZiFPr+wM4uaN/WiroLdetdBLVi7VRfjxAzNFfxv1LsuTyKl4z95iAbjP48LaCkqMBzzuohLpSE7F9IrIoecg/A/BRbkrlcZPCkrMb5xc0C3BrJT9qQzev3cK794ziSfixcf1rNCDsH3lbZUi+jWiQPgxiSgjuw5UE7EHYSVBbqUgXpPs7kGoqip+sRDT3D6l4xScNXIQVrk/ol4fyJ9J9r9Uuk3c3J1uN/o8bpzdHca3NgzobseWOoQQQog9OG+W1ESoqorL9k3jvF0TOHP7GB4uEAT3puQTpEr6FLk1qXvlPxchhOTRmyD+NS4XCOeEyazMHVdIKdc9o2ACM6Hxc2t6cWSb3/qLVZGXhg+689pdCo7S2a9SBcIHo0nsL/h9seIgFB2fADDk8VTk1FIUBYOeYoExH/ah5zw9LFBc0jyeLs4CXsqplvsXlspnx2ZxbySBh6JJXLF/dlWI3JfKrAqbwLKrrkcnpMSIWglbdjLi9Whu21fjZGnRHVcroVVTYmyzCBdXVY0zFdAXCPVcfEB1S4z1AkpK4XKDhHmrbSEA4NiQH0M6ixZ0EBJCCCH2QIGwimxLpvF/K+U4CVXFu/ZM4XNjs1jK5nQHReV3fJI4CDlgIoTYgJ57RVZillNVfHdmqei2bo+xE82tKJYTe42208oZzuXywS4c0+bDZr8Hn1nTC7/Ob0KpJcYAcPdCDAdSGfzbznG830KwhJheDGhLhMtB7D2ZFytHJQ7Cl4YDlsTQPSulyjsSaTwWSyJqEN5QCg8V9F/cl85g34rIevGeyaLtBrzu1d/aUkQ/nw2BM7XmeSGtaP2juahky+ohCnO1EgirXWIs9rXMo9cz1EgEvHFqsWr9OY3CUWR0u13oK3AFvjgUwMkGLR1Kff4XhuRtD+qUO0UIIYQ0HY00n2o4noinNLfdPheFX1FwQrhN+phKvhDRWcOmzYSQSnk8nsRbdk9K79sncUL/YiGm6avVZUH48SiKpbYIRg7CWvQms4tNfi++vWnQdLtyhCWfS8E3pxfxVMKa20s2ST+vJ1zy64qIKcyxXA6qqmochFv9Xlw+2IV2C6XfY+ksrptcwP+siNABRcGnR3rwL5329pXMi5kHhH1dyuZWVepSRKNGLDH2riTMflQoW//+zBLOr0FQCACkBOWnVmEv1S4xlrkHAbkQmFVVw57SU5ks7o8k8NL24nHlZDqLSC6HTb7y3cBzWWv9QvP8eMsQuj1upHIqpjNZDHvduq5IQPv9mvHarhDunNeK1Oy5TQghhNgDHYRVRM8N8YPZiO5gc7GCMagYUkKBkBBSKdeOz+vel1Khca7cuxTXbNdtQSC06sYq14j1mRFtSnAj4Cvj/foU4KeSSbQef5QETzwvWHkpthhOE82peCiaLOqZFnYp+OHmQWzye+F3Kbq9GPNcOzG/Kg4Cy+78GycXKtpPmfsqviJmirQXHMtLFvo75mnU1diT2rWLmf81oX9NsBuxvUE550M5iN+X7Q5CHeFNVkpsJYRELL3//WIMr94+itfvGMfVY3Pl7SSAWYNwFBmBlQu0z6VgZEWYNGr9cE5PaULz0UE//ntdn+b20zrki+6EEEIIKQ0KhFXEqHeL3mrnFqWCkBKhB2GaJcaEkAr5q8QJXchdC8VClKwc+TidsrBCrAaVlFP4en5PGKfXObm4XMpxTFXqVltXgeOoENFBuJDN4eK9U0W39XjcRa/VLq50WWDawKFkhUckpfJLOVXav/Hd/Qf7qR1jUUT1Ko3lbi2k3qXRojhWSqBRJWh6ENo8ntLrDSoLHBE/g3aXohHExMddMz6H1MpNP5mPFvUlLQUxoMcMWUsEo1P6Ze2lJ6Wf0N6Gn24ZWr2+hFwKLunX73NICCGEEOtQIKwiRk2lExLnQZ/HhRe7yp/oaFOMy34qQgixxJWjc0VOq1mhdO7SgU6M+Mz9U2ZJx3mMSoxlbPB58MGh7roLHeVSjkAYKcHZJqOcvocyRAfh3yRC3JRQwmulzFik0i6Enxmd1dy2mM1JezOeWiDM9HncOH+lFLvD5dJ1qdaqLLYZEXsQ1uo8FkV2u0uM9XoKyhaWk8Jh6HcpOFQI9BEfNy04/2Qtb6wQKWEg2e12SYVwMUCvkHIT5Tf4vbht8xA+t6YHt24ewga/t6znIYQQQkgxjVr10hAYOQjFnizdbhd+umUYozt3lP162h6EVAgJIdUnklNXnV+ig/A1XSFLz9HudgE66baFlDqdLMOQ5ihkn8gLgv5V19uLQn48GC0W3iYtfI5G2CVohQQx5+cLMc02G/3Fw5D2ElObgcp+69KqqukzCCy7HcUS4k0+j0bQ+OBQNy7o64BfUXRLQRux/2AhAUUxXPCsJtoU49q8rrjganeJscwpCACj6Sw+fmAGm3xevLWvHV5F0WzrVxS0CceU2fdTbgpzKYsNgzrBRqWk1JfCGp8HaywsPhFCCCHEOvxltZntiRR+thDDBp9HN40O0K7KviQcQKiMiVEh4tCssikiIYRYYyydQbvbh7SqYqlgYcQFoNPide2INp+lUI1SSwyN3CuNgCzM4Pr1/fjNYgztbheOC/lx/D8PFN3/g9mI7vN9YrgbHW4XPrJ/RncbvUTlUgla+O7fLIRdlCMQlqvd5FQV79ozJb1vMZvDhCAc9uqkcfes3O7S+c1vdIHww0NdFfWxqwRRHKuVG9OtKFBw8NhSsSxEl+pg1sMolfiXK0K6WwEu6OuQBrWI5+j9S3EcG/Tj5e1t0uPt0VgSZ1hcrCkkWoKDcFDn/ND7zBr7rCCEEEKaE5YY28hcJot37ZnCd2eWcPXYHG6eXtTdVhQP7eirIw7Cyl0xJoSQUsin0s4J7sEut8vyhPpfLPYILPVHq1rulVoRl4hOPpeCV3WF8LL2NrS5XCWt9PW4XTgxbNzQ374SY/PneYXwvXeUUXJY7mLY3+Mp/FVS9gwsC4S7hOCHDX7jT1ovYKVWrrdqcUK4uE9cb4WLmaUQF8SxYJklqeUgfm92lhlbCR756kr4jsZBKAnz2Z/O4iP7Z3DZ3mlpuM5P5qMYT5fehzBagoNwyCs/P/T6xn5iuLvk/SGEEEJIdaFAaCMPR5NF/bfE9L1CIjn7y2bYg5AQUg/yE08x8bJHx1Ei4/mhAL6+oR/v6OvANzf0625XaslwzMCp0whY2f9/67WeBNrhdsHvUnBUm093m4BdDkITMeeqkR6N26kcByGw7AYslQcl6c15FrI57BKCHTb5jPucuXQEwnANRa1qIC5gVtrzsRS0AmHt1FZNUIlNl5JHoglcV0LytigmyhyEeR6IJvBMUu7E/rSk16YZpZQYD+iUGMvOi/N7wnhdd7jk/SGEEEJIdWnsUavDOKm9zXLJRDRrv4NQO5ht7IkxIaS+yJwoMsZXHITbhIlpT4liz3GhAC4Z6MRzDdJhSy0ZfnG49JRMJ2HUqiJPKQtM/SuT+C+u7dXdZotNDf/NgmdO7dA6GTvKFAjLcRHqCRrAsoNwt3A8i/0SrbK2wfukid9ILQVC8fhvq6VACPvHVF+dmMc7dcra9YgI48WASzF0+f5DJ5Dk4WgSkyW4CLOqij8L/U03GRzLQwbnk8hZFAcJIYQQR0KB0EZ8LgVnWezx8ruleNHfdvQoYg9CQoidGLmgC7llZgkL2Sz+HC12ZJUrjBhNM/tNJqGi8HVcqLEFQrHvnayMtZTfj/6V5xv0ejCk4/B8qU2iqpGD8Jsb+qUJpu1lpsqUYxQ1Wpjbl0pjV7I0B6EejS4Q1jMATXQQlpt6Ww5iVYbV66Eef44m8J2ZpZIfNycIhD1ut6HL93MG/SLF5zLimrE5TSr9V9f3S/vKugAcY7CwI6LXr5AQQggh9YUCoc2cLHFEWMGO6YNrpal2nnxTbUIIKYfxjHW3yQ9nI9gnlGSW695TdISbZwd8OKXd+Br7io4gPjrUheNCflw20Gmb2FUvLh3oLPr76jU9mm2sCoTdbleRwCLrz9jlduEIg/LjUjAqB9VLHx30aG9/c495CXWujKgSo6CI/eksFgvcawFFKckhVcgand5sjYI4UKxl+5IZoW1BLUuMxfMqU3YczjKfKqPEFwDmssXLvd0el26/SzOsuiCXsjncOR8tuu3Ujjas9XmkCziv7Axi2OA4f2//wevYeT3hikP5CCGEEFIdGnvU6kBCZa5u25Vy6AZQOEXPqqX37CKEEAD4e0xeqibjpqlFjYCy1aZS1Tzf3jRg6Vp5Tk87zrEgKjUCLwoF8N7+TtwXieO4UAAnSQRSq78f5wu9CmUBMi8JB2xLaj0k4EXIpSAqEeL0fiu7PdrbLx/sxPdmjZ1X5YhWYviDEet9Ht0eg2asa3gHYfHftSox/nM0USTSArXuQVj8d6U9CMfS5dV1zAkiafdKH9FysOqC3JFMQ1we+tDgcqiI7PrwapPqmYv6O/CicAAZVcVzbFqAIIQQQoj9NPao1YH4ypxA2NGDMP88hSvEWahAiT27CCEEAKYypU1op4QJsFGPt1J5R1+HbQspjYRLUXBRfwcu6u/Q3cav87F4ABwV9KNNUXB2T1gjLsochMfb6LgMuly4eqQHH9g/I7lPvtNHBHzwK8qqeHdEwKvrKC2kHNGqFIHQam/ES/o7cOPUYtFta3yNXU5ZrxJjsVTWjdqmGNvZ13lvSh4cYgVNibHHXXbSuNX38H9CgM+zA77V67ls0dlKEM+RFAYJIYQQx0OPv834ypy/2pUaafeKNyGk9cipKv4vEsfvF+PmGxdQKA92CeWsldLFkjRd9JJ/nx/y49sbB3DDhn6p89AlWTxab7Pb7aSOIP6lI6i5Xc+lGHa7cOlAJzwAOlwuvG+gy9LrlJNinCqhcaFMTJXxfEnPS6PSy0ZAU2Is2WZvKo3HYkmkV76HeC6HqXTWctCRiKqq2C20LDghHKjpIoH4WukKBMIn4xUIhMJCTbfbVfaY0eqY8G+x4nCSlxVcP2RHcy3DYwghhBBSPRp71OpAyh28PitgTyne8qTr4AiQScaEkFL5xIFZ/Goxprl9yOsGVGDcgrNw0Eb3ICAvPSXLyEIDAHNHu5g6DQADkh6AlfKCkB+/lhxPevxbbzte3x2GS7H+m1ptB6FVl7/MadjozlfxHalYFvDyzs57FmP4yP4ZZAAcHwrgHf0duGzvNBZzObyqM4ir1+gnZush6376nwbJ29XAzgXXhaz+NfPd/R34muA6BQ6mgP9dSCXu8bjL7kFoVeSMCKXdxwQPDSanNQAAIABJREFUuv9k4j4FQkIIIaQ54IzLZnw6g6Q1BpPlDT4PnltC+psRTDImhFTCgVRGKg4CwBVD3QhabGpqd0qlLLyCLKMnEJbTp6y3CkKsnsPRCL9LKRLWTjQpfa52D0KrIt9mnweHFyz4vdugNLxRUBTFcGzxo7noqqD3p2gCF+yeXO0d+POFGPZIhGgzRHdnm6IgUMPyYgDwwL4S4wWd9OATwwFc2NeBt/W2Y7O/+BrnURTcNhvBfNa+HoRWY6cSwuff5T54BMh+AmpZ+k0IIYSQ6sFfdJuROTaeFfDi1s1D0hIvAPjyuj7bHAaiy+Ezo7NI5GrVUpwQ0ug8Ek3o3tftdlnuszpUYVnlGZ0Hy1JHvG48N8j+VXp0uOVibDkuI7sCSgo5IRxYdUMBwJmd2pJjMy4R0pxFykkxFkWotQYLeVZLjBVFwTc2DOCKoS58YW0v3tnX+AIhAIh61HemFzG74iR+wOCaAQB7U9bT0POITrd6uDBFIaySBddFHYEw5HLBqyi4bLALt2wcLLovo6r4viScp7sCB6FVkTMuCrQFB4Bb0pqADkJCCCGkOaBAaDOyyfNhAR/CbheuXdeHjw93F913RmcQm2xM+hQHtPdFEvjpfNS25yeENDf/iOsnF3d73JYn6mKican8+1A3/q0njDM6g/jv9f1VEa6ahZDO5LxUEeGoKoUItLlc+OLaPjwv6MfpHUG8b9BaX8FCDgv40G4gQtjhIAwZOB1FN5kRYbcLb+xpx6kdQUsBK42AKArdOLWIC3dPWur9+D8zS/jf2SXEDBYrVVXFw9EE/hxNQFVVpISn9dVhtCouuFYSzqLnICxsnSArad4nEVfbXUrZidpWBcKYgUAYlXyPjV5GTwghhJBlWLNlM17JGGldgZPmzM4QnoqncF8kga1+Ly41cUWUimwSc+tsBOf2tNv6OoSQ5uRRoTl9IT0el+VebJUKhO1uFz481G2+IdGdnOu1vNCj3GRUK7woHMCLKkxI7vW4saTjRiurB6Egghglscp+21sJd3F7YwDAnlQGzyTMy4cfjSXxaCyJZxJpfHqkR7rN58fn8cO5CADgrb3teGN3uOh+q9cdOxEXXCvpQRjVCcQpDF8S36Nev8BKRGer7yGuFp9RhQLhaJrNawghhJBmhQKhzcgchMO+gxNln0vBJ3UGyHYg6w1zoIzyHkJI6xHJ5rBH53rhVxS0KQpe0xXEXw1ExDzsGVg79NpCluogLDcZtVbIAkDylOPuEh2EYYP3Xw+ByknoffIzBuEbIj+dj+JDg10ap2Y0m1sVBwHgezNLOKsrVLRNPRxq4oJrtowy9jx6Yl93Qa9W8YpZDRnOioMwo6pIF2ymwPhaYtRjmxBCCCGNBUuMbUZW9tGt0x+qGoiNpQHg8CqVjRFCmguxrKyQbrcLiqLglZ0hHGEhdb1SByGxjqwnGGCeYiyW7FarxNguugwEQjtSjMNGJcYtLhDqlfg/FS8tgORpieNQTNPOAUgI342vDh+/nQ5CPWGu8JhWFMV01f7kgl7WRoK2/n6YbyP2Hwy6FEPXopFwTwghhJDGgr/qNaCWg6fxjHbNmc2jCSFWMHKX5HtleRUFt2waxK2bB3UnswqAfgqENUPPQWhWYlzoZm93KTjP4a0ojH5LDbTtIlRVxZ+jCTwUSWgW1FhirI/e2XzD1EJJzyPrQygLMREXK+oTUmJfD8K0zkO7hWPa7H2+qeAc/cq6vpLLgDIWXJCTwjjSbAwbYoIxIYQQ0jSwBqwKDHvdGCvo0bLRV9+PWVwNJoQQGXplcECxE9qrKDgs4EOPx62ZTAJAXwlhJqRy9MQbsxLjUzuCuGG9gm2JNE7tCBo66JxAp6GD0Nrv3PWTC/j2jDYZ1uw5Wt1BWG4ohojsGjMjuYZEhVCP+pQYF1NJya/etbXL4xb+diFu0OPv2JB/9d/PCwXwjY0D+Es0icMCXvxkPorfL8WLn8/twnzBZ2nFQTgqCLZrTRLpg1yEJoQQQpoGZ88GGpT3DnTCg2UXzXv7Ow2TEWuBUSppqfxsPorPjs7i0WjCtuckhDgDo8ljj0d7HdNzVbG8uLbolSZa6UF4fLgNb+3rwEidF7KsYCwQmpNTVdxa0OtORNaiI4+YMNtqxA0SiEtBTCcG5AKhEx2EVhOAZej2IBSO6SGP/rVTllZ+TNCPi/o7cEJ7G/5rXZ/mfrEM+cbJBWkyciH708X3rzG5NtBBSAghhDQP/FWvAq/sDOE3h47g11tHcFF/R713BwDwQKRyQe+u+Sg+NTqLH89H8fY9U5pVZkJIY2PVQZhHz1XVbzDJJdVB1iPO32TOnk6Dfr5/sRCcM53JGvbZPKrNr3ufGFjRakRKqEQ43KBHaUpyjZnNaMXHSE50EFp+edsQReFsRT0I5beL5bsDBm49Ky7W4wochl4FOELoK5pQVbxxxzh2rvR9/MNSHGdtH8Nbdk1gx0p/SDHYTnQQvlRII//XzqDpfhFCCCGkMaBAWCW6PW4MOMhFc8v0ouH9qqpifyqDeclKfp5Pj84W/f0AXYSENBWGAqHEQajnqmLJWe2R9SE0CylpNIwchF8anzd9/KhB6SYAnNAe0L2PJfPWGPa68RwDoVVaYixJQhaF3Hocy+II7ubpRUsJ7jJk7/uc7rBG9Bs0GDda8fhe3N+JXrcLHixXswQl7r6EquJb04tIqyquHJ3F7lQG/4incO3E8jl0QDhPRnzF+/Su/s7VcJUXhwI4Iax/3hBCCCGksTAVCK+99lqcdNJJWLduHbZs2YJzzjkHTz75ZNE2F198Mbq6uor+e8UrXlG1nSb6fHiwS3r7wwaD2oyq4r17p/Hq7WM4+ZlR/O+svD+TiLjKTAhpbPQa6QN6JcbySXuAAmHNkckK/ib7GiotMTb7zQooCp6jk+Tc6iXGVulyuww/K5mDcE7iIIxqHIR16EEovObeVAYX7p4sSyQUy5OvGOrCvw9px2uDBu5rKw7Co4N+/PbQETxw+Fq8pbcDx+uId79ciOEfsRQWCvoT/mll0dfMQXhkmw93HjKMO7YM4fr1fYYJx4QQQghpLEwFwvvvvx8XXXQR7r77btx1113weDx47Wtfi7m5uaLtXv7yl+Ppp59e/e9HP/pR1Xaa6HNeTxhXFyRTWuGxWHJ1YKgCuGlyATkLvXbYd4aQ5sIo4VJaYqxTdmml9x2xF1mJsVmKcaPRXmE/3wNpfYEw5FIQdrtWnVEirR5SYpUut3FAkUwgtNKDsB4CrV46+A2TpSU3A9rFl5e1t0mFNaPKE6ufgaIoq8fr84L6bs6vTGpdt/lqkkJkPQg73C5s8nttC68hhBBCiDMwrVi44447iv7++te/jvXr1+PBBx/Ev/7rv67e7vf7MTg4aP8ekpJQFAWv6grhZwtRPBwtXuX+7vQi3tKn7Yk4IZSTLOVUJFUVbQUDPyuCISGksdErMfYAOEzSV0xvwkoHYe2RfRdtSnMt4lR6XBmVGL+9rwNeRdF9jWbr51gtuj0uXWENANKCWTCrqkUpu3nyPfLy1KXEWOc1Hy3DQSheW/VE1EodhCJGizWyALvFXA7xgn1tUxRNkAohhBBCmpeSYwsjkQhyuRy6uopLIx544AEccsgh6OzsxEte8hJ88pOfRH9/v207Skrjor4OPBydKrrty5MLOLkjiLXCarCsaXs8p6KtYEwoW/U3chsRQhoPWYlxl9uFDw12YVDSPF9vwkoHYe2RuTmd1AfXDtZU+H7EYK2vruvDEW0+qAD6VoQZvWOXx7Q1ut0uw0AXcSwxnclKy8PvF4LV6pJibONziQKh3rXTsAdhGR9BqS7ipDAeDLkVlhATQgghLUTJy4If/ehHcdRRR+G4445bve0Vr3gFvva1r+HOO+/EZz/7WTz66KM488wzkUyW18yZVE6bzoDuB5L+grGcdnieEAaJMuHAKNCAENJ4iH2yTmpvw28OHcEZXSHp9nqTdrqtnEGzpUkHXC58cLCrbOFGLDEe8XnQ63GvioMA0KbTOqPVXbEX92urD2Sc2N5m6HQTBUKxgkGPegiEdr6mOIbSS2XutdlBWKoLQLufrX3cE0IIIa1GSWOHj33sY3jwwQfx61//Gu6CflSvf/3rV/995JFH4uijj8ZRRx2Fu+++G2eeeab0ubZt21bmLjc/dnw2E6oCQNt7ZnJuHtuWpotu25/1QDwUnt69G1Hl4EhxXgWA4mbXU7Nz2LZQ7FIkpcHzoDVolO95X84F4GBIQzISwe7tc7rbJzNeyHw2i1PT2DY7UYU9dD71+q5nM35AcG7t3bG9LvtSTV4I4GYPcGFGG75g9NlnVGBc+Izie3Zjm6B/KFk3AG05/ezYGLZNHFxMa5Rz2i5eoAJ3wYcDBuvKH3Cn0D26D1M6nyEATM7NYdviwXHDY8I1R4/owjy2RaZNt7OTBcnYCAD8UFe//5QK3Jtzw6+oOEHJQU9HTqvFx97u7TsMHIHyYJFMMlnmcWc9ZXj77t0oGjum0y1zrP//7N15lGR1ff//1629et+7Zx+WYQYIioqaoBIHFTfiIKCASxT5JgoqGEEBd+NCJAYFDgL+EGN+X4wmOEmGCIIJimgAF1TQITjOwDBrT09P713dtd3vHz3dU3Xr3lu3amqv5+MczqFv3aq6Vberp+pV7/fn3SyPE5zrZsF5bh6c68KsW7fO9XLPAeG1116rzZs365577tHatWtd9122bJmWL1+uHTt2FH1gzWrbtm0leW5C8wlp+/6c7dGODq1b0Zu1be/OEWkmu51nYNVqrcuY5rg3npT+uC9rn7auLq0b6j7qY21WpTrXqG31dJ6fGp+R9h5a+rmnoz3n70Wmrl0HpalYzvZVQwNa19VWlmOsZdU81/Gtu7J+DhqN/e/sn+48oEcz1tldFw5q3XGrbPfdn0jqtpFJpcdnlrYNBfz6kxNyn5+TLa+BRceuXKF1rQtBSz29pktpc9rUlokZfWGf/ZcGF55wrIKGoWUHJyWHQR6tnZ1at+zIILVHR6ek4dxhGVb93d1aN5g79bec+g9MSAcnc7b7DN/S+X//zpGlIW8j3W26Zlnue6KUaSr11O6sbRvWHe/cumt5LS9qi0S07pg1hTwE19uzs2L1amnHkS93ouGQ1h1XxH3WmWZ9TTcjznVz4Dw3D8516XlqMb766qt19913a8uWLTrhhBPy7j86Oqp9+/YxtKSKnNqhvj8xq19mhIGPTc8tvbnNFLO0Hdu1E9NiDDQWa4txvpY2p6my4QYbjlGP3FoVG8F7LAO3og7/5s2k0rpwx7D+IyMclKS1YfvvR4cc1oBjDcKF9eyOD9tXBkpHaonXR5wrApOWtw3DLpOlM1VlDULHasCFB7E/kcx6//TdsWnb/a3Dcbr9vqLW9avEJG1ajAEAaG55P8VdddVV+va3v6077rhDXV1dGh4e1vDwsKanF94ITU9P6xOf+IR+/vOfa+fOnXr44Yd14YUXqr+/X2effXbZHwDsuX2Y+audI3r4cNXPfZOztvtY1yC0G1Jity4hgPplHViUb1H8dia+1qw+f2MHhBHLv3Eph3+PfjA5qwmbKblDNkN33LbzO73AaZqwT5Lv8GUvaQ3r/O5W278PKct7if0e1yCspSnGSS08jl1xb+HmTstE5rWhgucDSpI6KjBN2PpeL+gycAYAADSevO827rjjDk1NTWnTpk1av3790n8333yzJMnv92vr1q1629veptNOO02XXnqpjj/+eD3wwANqb28v+wOAvTa/z/Vt3acPt1BN2nxwkqSYmT8gtFYbAahvT8SyB0stcwhLFjl9YHUakoTK6Q00dhWntZoqqex/j0zT1PfGpvV5h3bYPocKy0GH7dZAslk5DdfIrLbzG4Y+vqxHP9mwUp9b3pO1nzVSO5D0OqSkgIMsEbf7jJumbbhp11kxZnmf5RRC5+NU3VpK89aAkF97AACaSt53KePj7mvDRKNRbd68uWQHhNIIGIZ6/D6NOgSAi29Yrd/mL5rPqSDM3YcKQqCxWCeKPi/qPjzAKSCk2qr6Gr3F2FrduviF1Ugipf2JpLbOxfV3+53fv/Q5BKghn6Fem387m32K8aJOh9d8wOErSWubrvWLRa8VhNVodY26LJUQN03tsakgnE2n1Wmp3rWGbk7t8Iu+sKJHH9+Tuw5msQHhO3ra9H8P2bc/W1nf+1WirRkAANSO4r7GRF3oC/odA8JF1vWAFlkrBv/LphWZNQiB+jaeTOn6/eP643xCHX6fnojFsy6P+tyr0BwDQj5UVpw11DqtNXeKfSPJqSA0pd/Ozuv9z41oJp3/36aVLm2eQ8GARlOFvRaaxUAwIJ8k6zsLa9fBIrvztChhmjrouYKw8n9TWlyCvHha2m2zfuJs2lSnJcezLtmS7wuU13e02AaE68P5pz3buXywS90Bv252GByTaS6ngpC/5QAANBPe8Tawfg8VJCnZv6nPDP/GkyndbbP4Ni3GQH27ZWRC903Oatt8Qr+anc+5PJzns2G3wzp3VBBW3t9kTHhdGwrorI6WKh5N+eUGT6ZuOjDhKRyUpBe1OAeogzaVWm5hUbN59MSVnve1xrCZXQt749bGcGfVaHV1q/RLmKYet/mbGbP5/bNW5eVrV7cbYBIyig/9g4ah9/R16EoPU6CtYWa+dWgBAEBjoYKwgTmtsZTJqYIwsyXmV7Pzti3GTtcFUB/uHptxvTyUJxTpdmjTZL22yntjV6uWhwLaFU/qVe1RxwELjSK3xVi2gY2TiEtFoF1lLK2WRwQNQ2d1RPXAZCzvvrlrRR7xnMchH1L+v0Xl0OLyO3LzgQnts2mPjqWP1FY+MTuvz+47pB3z2Y/TyxcoL2+L6KfTRyYkv6ev46hf06/piOofht2XDfrU3uzKRX7vAQBoLlQQNjAvAaHTGoSJjP6hPTZtNJI04rE1CEB9ytcq3EMFYU15QUtYb+pqVWsFpp1Wm3XNu1JWtNMin9+GiLd2V+sahJnvOazDO5zWN5SqtAahy9+xH9gsuyJpqYLVNE19cm9uOCh5G+L0gYHOpS9algf9uqC7zcshuxoMBvRZy9CYfGgxBgCguTT+p4gmlq/FeFc8KaeIL57VBmS/1/b5hObSuWsc/nxmTrccmNATHqs54mlTD0zM6rGMb8sBVF++D4ddDhWEBCwot5wKwgKuuyzPsIcQv795ndkezfr5ZIfA0G0NQmvr7YDLe5ZqVLIV0167+JgmUmnHCkkvX6Csj4T0H8cP6aZVffrusUPqKtHQoXXhYEH7M8UYAIDmQkDYwPodPrwv+seDk45VF5kB4Y75hO0+aUl7LC02v56d13t3juiOg5O65NkD2j5nf91Ml+8a0dV7RvW+50b0rYOTefcHUBpOk1wX5Qv6goZhW/XDxFeUm90ahF59YKDT9fIQ74zyWhMO6qKehaq2gKR39bXb7meNtTIrCK2Dzty+1AxV4U9KMV90LD6mCZcBcV4D6IFgQK9oj6qthBXBK0KBgkI/KggBAGguvA1uYN15vnHePD7jaYqxU0AoSXss35Bfu3t06f+Tkv59PHe4Sabd8aQemzlSafhVD1P2AJSGtU3Tysu6X+02+7C4LcrNGnJYwyYnHx7s0hs6W133Ob01uzpufaSwqqtm8dGhbv37cUO674Tleo3DUBy3NQjnrQGhS2VnNYKq48JBLcuZ1+xucb1mt4DQ6+9qOXT4fXpff6f8kto8/H1nSAkAAM2FgLCBdXn41tlpivFiQGiapusb3f+cyB5yMGxZl/DJWNz1/kdt1jE0mY4MVITbB1WfvAV9diGi3RROoJSsVVh2g7TsvKYjmnefF7SE9GetEUkLVWRXDOSf/tqs1oSDrusd5w6TOXKi4pa/P71+n+NXFtUICA3D0CcDcb29p03v6+/QceH8fxEXH5P1vVCmk6Le1m8sl/f0deih9Sv04PoVWhV0f0ytLoNaAABA46HQo4GtDOU/vXYLaEsL6wJKUsJ0X9vph5Mx/WQqpsGgX8fbrG2zNs96N9YFzCVpPJXOW/0I4OhZP6BnChmGp6CP9dpQDT7DUNBY+DeqEF7aRg3D0M2r+7Q1Fld/0K+hPCEKnPktkV8q43zFLWsQRnyG2n0+TdqsbVyNFmNJ6jOkq4a6JUnPj4Z16XMjrvvHTVNPz8X10Yxuikybulod12uspMVBRnbvwTKVsr0ZAADUPv7lb2ABw9BHBourfFisxoiZ+dtrrth1UBfuGNaHdx3Mucxt0XFJmkvnfrpjOjJQGW7hitfgj4AQ1VLM757X9TH9hqFTWsKEg0cpd5jMkT86d45OZV0WNgx1OqyLWo0hJVZ/2hbRqXmq/+JpU/+/5XFl+szynpqqsM4XELZTQQgAQFPhX/4Gd1an/bpA+SyuDRSzCfCc/MRmCnG+a9sFhIeSha35A6A4boMdvA5qICBEtRT6u+cr4jo4On7DvoLQbnmDoM9Qp0MgVSvn7Zpl3a6Xx01T35+YrdDRHD3npu4F7fkSRAAA0FAICBtcsSd47HAV36wlwOso8NvkfJMl52wuH0tRQQiUW9o0XZcPiHp8rdfKB3c0n0KnzG7qas0JrFBeTtOm7dcflmMFYa1M010fCelLK3odL3dbtqEW5RtC0kYFIQAATYV/+Rtch99X1EKTo4cHk1grCJeHClsbMF8toF0F4RgVhEDZOU0wXxTx+IH84r72rJ/f3tNW7CEBBfEyZVuS/magUzes7NXH81R/ofSs7xgWKwjt/p2fSad1jMPaydap1dXk1plRbwFhvgrCDtYgBACgqfAvf4MLGIY+tqy74JBw8dv9mGWx8KjPl/OG300qz5vledsKQgJCoNzcJhhLUtRj+PKilrBe27HwgXlNKKALe9rzXAMoDa/Vq6/uaNHGjhaqB6sgp4Lw8MIjh2w6BWbTpp7fEra9nVqpIFz0klb744zX2duXfH/nexkYBwBAUyEgbAJv7m7TTzes1KMbVuqLK3o8XWc2berxmXkdtHzL3+YzdM+6ZZ7vO1+Vkm0FIS3GQNnlCwi9tm8ahqG/W9mrn65fobuPG/I0PR0oBa+TbfO1UaJ8coaUHP6zY7fWcKvPp1WOFYS1dRI/7DAArt4qCPNVCPY6tHwDAIDGxL/8TSLsMxT2GZ7XFZOky54b0f/OxbO2rQ0FtayAqY7pPGNK7Iag0GIMlJ/bBGPJvsLHTavfVxOTRtE8vIbY/F5WjzXYS5imts8l9G9j0zn7ntPdqk6HwKqWWoylhbUIr7NZi9BuXeVa1pUnICzkPSMAAKh//MvfZKIFfFCaN03dNTqVtW19JChJeqPH6cipPO+VJ23aiWkxBsovXwXh3jiVvKhtQY9t8ASE1ROxnKOZtKm37tivX8eyv3x8fjSkvoDfJSCsvXP4us4W/f3K7JBw3Gb4yqJarK12er4l6U8d2qgBAEDjIiBsMl7XFVuUOeW01WfojPaoJHmuIswXMUymc8NAtzfYAEojX0AYq7NKGDQfrxNWaTGunoByB5XYfQX4pq5WSQsVa3anq1bXj7RW4D00Pee47+dcph9Xi1MF4Z+1RnTNEEN9AABoNgSETabQgDDTW7vb1H74zeSmrlb1eVibJpknZLCrIDxEBSFQdvnWB31PL8NGUNu8rndZi9VnzcIwFpY3ySdzGIbXCeq1IF+L7qIvrejV6zx2XlRSp837uOdFQ/ramn6tCQercEQAAKCaarHjAWXktp5MQNkVg1YXZUwnXRkK6N+OW6Y9iaQSpql3PnPA9jo2SwxmmbAJAydSaSVNk7YwoIz+e2o26+eVQb9MSXsSKXX7ffqLwxU9QK1a4bGSnTc61RUxDM3mWY+4JyNoi/gMxfKtT1IjOv35p/w+umGlp5C0GuyOv6VGjxUAAJQf75ubjHU9oEynt0X0E5f2mB7LN81tfp/W+0OuVYIplw8FCdPUNssQlEU/n5nT6W1Rx+sCKN5wIqlbRyaztk2k0nrghOXaGktobTignkD+D75ANa0M5f8d7fL7ZPBlU1WFfUbe9UYy/95EfYbG6mSlEev7IquQoZoNByX7CsgWBpMAANC0eBfQZJxad97Q2aITIiHH6/nlvAaQW6WfWxvjL2bmNOVQYnjt7kPOVwRQtOFEUq/bti9n+1TaVMTn0wtbw4SDqAteKgj/klb5qvPSMpwZtLl9kVlr/Iah01qch3l0eGxBrha746OCEACA5lXb71xQci0+Q62WN3+fWd6tzyzv0UU9bY7Xy9fu+84e+w9hbqsJ/vdkzPEyu+ElQL3bFU/qmt2jumb3qPbE3Rr6y+e7h6arcr9AqS13WYPwpa1h3bSqTxf3dVTwiGDHS+CXufxJPa1BKEnvcgmh+2v8yxYqCAEAQCbeBTQZn2Hoo0PdChkLb8KvW9GrTV1tChqGegJ+vbbDfhHtYJ7363/Z1277y5RyaD9OmqY2j88UePRAffv4nlHdPzmr+ydnde2e0aocw/fGeN2hMTgNH/nOsYO6bc2AXtHOMhW1oNDAL1JnAdXL26N6oUMVYV+NB4R2FYTWL5EBAEDzqK93YSiJN3W16qH1K/Sj9ctzpuqd0R6xvU6+CsK+gF8fHuzK2e60zvg7nhnOvn3L5fxiotH8ZnZeT8aOrLn5ZCyudJ4p3+UQ4LMfGly3h8ERqJxC1+CrtwpCSTo2bF/NWusBod17O6Z+AwDQvMhhmlTE57P9lr7TYb0cL6HC23vbdevq/qxtdkNK9sSTenoukbXtT6LZ6x+mJZlVCE+Acnh4KqaLn82d9F2NdfgpDkEjeV9/bguxXdskqqfQisCVLq3jtSrkEKrVekBox8+/EQAANC3eRSNLl0PlhddvlK1vLO0qCJ+2mVw8EPQrZLnuPAEhGsS9E7O2290mgJdLbx1+YAWcvMeyxmBfwKcQKXhNyVcReLalk+HdliVL/mawswxHVVqNFBCuDgWrfQgAAKCk9LLvAAAgAElEQVRKCAiRxanywmtAaL223RqECZtMJOrzKWy5DwJCNIofTDoFhBU+EElxh8nhQD0KGoY+uaxbAS0EUR8Z7K72IcEiX4vxu3uzQ95lwYC+vKpPL2+L6D297bqwu/YnUTu9R+oL1P7b7Pf3Hwlge/w+ncnanQAANK366+NAWR1Ni7Ek+S1vku3mtI4mcxsrT46E9LPpmKYywov5tCnV35fvQI4uv0/jqdzJ3E5DfMopRvCOBnNud5tef7gKLVpnAy6aQb4KwuMiuRVrG9uj2lhHQZXTILd6qCC8uK9dnX6f9iaSOq+7jQpcAACaGAEhsrT6DAWN3Co/rxWE1iDRGoD8YS6uvx8ez7ne2V0t+qfRyaxt35+Y1YmRkF7aGpbBotmoY4NBv21AaBegl9scFYRoQASDtSvSBIFTPbcY+w1Db+lpq/ZhAACAGsA7amQxDEPrw6Gc7UF5e4Ofr034pgMTOde5dqhrocXY8iHipgMTuvS5Ed1xcDLnOkA9iTmEctWoIHQKCF9dR9U6AOqHWwXh5QO1v76gF84txrUfEAIAACwiIESO01rDOdu8thhbpxVag5GfTc/lXOdVHQutYdZwcdHXRggIUd+cAsJKr0FomqbmbELJdp+hyxrkgzqA2uK0BuEr2iI6t7u1wkdTHnYBYaefgTkAAKC+EBAix4ttAkKvLcZRy5vhzGqlKZsWS+nIVNU2h/UPJSnBummoY3Np+9/9Sk8xjtvc3U2r+nT3cUM6JszkSgClZ9diPBDw66bV/er0N0aFXbvN+5d6GFACAACQiXcvyHFqS25AmDtWxJ61lSizcmo44b7imtOAFEk6kPB6BEDtmEmldWMymDV8J1Ol1yCcM7ODynafoVe0RzUQZDlaAOVh1x3Q0mCVdStDuUEn7cUAAKDeEBAiR4vNYu9eK/islQJzpinz8HXtQpIrMtoaO1wWmd+fJ1wEatEX94/pZ6bzh8RKVxBa1x+0LgkAAKVm7SyQGi8gXG7zJUsvASEAAKgzlI3AE69v5QNG9hRkUwuDSiKGoWmbFuPzuo9MzrNr0Vk0nKSCEPUlaZq6d2LWdZ9UBfLBX8zM6esjk+oJ+HR+d/akSrfhAQBQCvYVhI315USrzeOxC0YBAABqGQEhPCnkrXzU8CmR0co4lzYV8UnTlnXYXtUezQoF3VqM99FijDrjNC04U7krCBOmqQ/vOqjpw8fy9Fwi63K7tcEAoJTs/s40WgVh0ObhBDx/tQoAAFAbGusrXJSNUUClkfXDQGyxxdhSQdhlCQTd2nHyrV8I1Jp5D+FfuWPv7XOJpXBQknbGs19HBIQAyi1i5L7VbLQKQp/NeyT+vAIAgHrTWO/QUDahAt7oOk0ynrAEhNaW4n7XgJAKQtSX+RqoIMyX69NiDKDcwjZJGV9OAAAA1B4CQtj6676OrJ//j+VnN9Y3/m/Zvl9fH5nQL2bms7ZbA8GBoHNAuJ+AEHXGSwXhQ1Oxsh5DvjUO7T64A0Ap2YWBdusSAgAAoLoICGHrLT1tOjUaUtCQzu1q1Ytawp6vG7W88U9JunVkUr+YzQ4I/6wtkvWzWwXhQYaUoM7EPQSEdx2aLusxpPIcAxWEAMrN7u+M3Zp9AAAAqC6GlMBWX8Cvbx4zWNR1vbQOBSStCmX/+rX5DEUNY2nNwkwzHto1gVriZUhJueVbuZM2PwDlZvd3JtQEX040/iMEAACNhgpClFzUw+LjQ0G/ApYPCIZhqNVv/5Z63jSVKPN6bUApeakgLJWEaWo4kcxZ0zBfBSEtxgDKza6dONgEASHvWAAAQL0hIETJeWlbXBGyL151G+wwYxlyAtQyrxWERxt8jyZTetuOYb1u2z69+5kDms54nSTz3DQtxgDKze6LiCBfTgAAANQcAkKUnHWKsZ0VQfuA0OcSWEzXQMsm4JW1grA/4Nedawdy9rt/Yvaophn/66Fp/XE+IUn6/Vxc/zY+s3RZvttdHQoWfb8A4IVdtWAzxIPN8BgBAEBjISBEyXkKCB0qCN2uOZOmghD1w1pB+MKWsF7QEtYp0VDW9k/uPaR3PjOseJEB+O0HJ7N/HplY+n+30T7dfp9e19lS1H0CwNHg+z4AAIDaQ0CIkuvw5/+1cqogfG9/h+N1ZlJ8okD92JPIHhHSG1h4XRwXzq3a+9+5hP49o/LvaGRWLrqtQfjGzhZPr1UAKLUUK/QBAADUHD4douSWOYR/mVaE/Lbb39jZqmMcqgsZUoJ6sjOeHRCuOdzOa53evegrw+Mlud9ExsvEbQ3CVbQXA6iSRqwgbLd0TzwvGq7SkQAAABSHgBAltyxoH/5l6g3Y79Pu9+mfjx3Sd44d1KmWVkwCQtSTZw+vC7hobXghGHQKCOdMs6i1CN1ebW5VOq/qiBZ8XwBQCo24YMjnVvQu/T0+JhTgbywAAKg7+Uu9gAIt91BB2OZzzqbDPkPrIyF1WtofEw77A7XGNM2cCsK1h4PBVS6vj9/F4jq1pbCqk6BhOLYSO1UQvq+/wzGkB4BySzfgF35/3h7VXccOanc8qdPbIgowJR4AANQZKghRcv0eKghbPAwysU4+PJpJr0AlzaRNzWT00IUNQ/2HA7mVDhWEkrQzvhCDz6XTenByVtvm4nnvK+jyUrJ7zVw52KX39nfmvV0AKJdGrCCUpPWRkF7V0aKoy5egAAAAtYp3MCg5a7Bnx+9hH+vt0GKMejGZyv742+X3yTj8+9zm9yns8Pv/3HxSY8mU3vnMAV25e1QX7RjWj6dirvfl9nqzTjE+t6tV7+htz/8AAKCEXteRPTH9TV2tVToSAAAAOCEgRM2yVkYREKJeTFgCQuu0YKeA8M7RKZ35h7364+H1C1OS/uXQtOt9hdwCQstrhpY3ANXw1/0dWn24evrtPW06xmaaOwAAAKqLNQhRs4KWNuR4o/YkoeFYA0LrepoDQb8m5739Qj8yM+d6ufV1ksm6BqGffBBAFRwTDurfjhuSKW8dBAAAAKg8KghRFh8ccF7j7Pxub61FtBijXllbjK0VhB8aLN0agG5rEForCBlLAqBafIZBOAgAAFDDCAhRFpu6WnVMxjCGxQqqTV2tunygy9NtBMWQEtSnybR7QHh6a0Tv8rgW4DEOQ002j03rTdv2acd80vZySbJeQosxAAAAAMAOLcYoi96AX985dkgjyZQGgn5Pg0usctcgLNHBAWWWr8XYMAx9aLBLL2oJ6/JdB11vy67iZvt8Ql/YN+Y4CTRlmvIbRk6oTkAIAAAAALBDBSHKJuQztCIUKCoclGgxRv3K12K8qM1heya73/uvj0w4hoOSFEubh6+bvT1APggAAAAAsEFAiJpFQIh6la+CcFHUQ3get/m9f2ou4Xqd20YmJOW+ZooN6wEAAAAAjY2AEDUraPntvHN0SvsTzuutAbXCawVh1GUC8SJryJcyTe2Ju78O7jo0rV/NzOWEiyECQgAAAACADQJC1Kx2X+6v5zufGVY8TSUhapvnCkKb33GrpOXXfft8wrW9eNG9E7M2AaGHKwIAAAAAmg5DSlCzTm0J52w7mEzrF7NzellbtApHBORnmqYen53P2uYcEBbeYvxELO7pODaPz6jNcvu0GAMAAAAA7FBBiJq1MmSfX48lvdRPAdXxpE2AZ1cNKxXXYvyFfWOej2U6TYsxAAAAACA/AkLULKdqJ6f13IBa8IPJ2ZxtThWEAcNQME9mlzAXqhIl6dn53OEkQ0G/TomG9JqO/FW1IQ+BJAAAAACg+ZC0oO4wzRi1zG6NzBaXYO69fZ1ZP58cCeXsM3X4NvfaDOm565hB/dMxg7p+ZZ+68oTntBgDAAAAAOywBiHqjnVoA1BLDiRTOdsMl2Dukv4Ovbw9opQpnRgJyjAM/dlTuzWXEYS/+5lh/eMxg5qxCR97Av6l/18XDuoXlvUPMzGkBAAAAABghwpC1B0qCFGrRhIpPTw9l7XtHb7ctmCr9ZGQToqGloLEVZb1N5+JJ3XryISmLdORN3W1Zv182UCnBjMCQyvWIAQAAAAA2CEgRE2zW1eNgBC16oc26w/2GYX/vn5goDNn2x/mEjkVhK2W1uVTW8LacvyynOBwES3GAAAAAAA7BISoae/u7cjZRosxatXWudwJxquKCAjPaI/qplV9Wdvm0umcCsJWm+nIIZ+hV7XbDywhIAQAAAAA2CEgRE07KRrSeZZqKCoIUauesgSEp0RDRQWE0sJ04kxb5xK6/eBk1rY2h+En1usu6gnwJx8AAAAAkItPi6h5UUsIkmzigDCWTusrw+N677MH9MBEbjsrqudAIqUd89lThm9Z3V/07UVsqgOt2hymFh8fDuqEcDBr25+3RTQUZC4VAAAAACAXnxZR86xtkYnmzQf13UPT+qfRKUnS47PzOjYc0PGRUJWPCpJ0ze6DWT+vCQXU7vdpf5G3F/HQDmzXYiwtTE2+Y+2A7puY1Uw6rVOiIb2oJVzkkQAAAAAAGh0BIWqeNSBMqnkTwu+OTS/9f1LSLSOT+oplrTpUx5ylsrXHZZqwFxGH9uFM1iElmdr9Pr21p+2ojgEAAAAA0BxoMUbNC1gykG8dnKrOgdSA/YlU1s8/norJbOKW61phmqZ2x7Pbi8/vtp8k7JWXgNCpxRgAAAAAgELw6RI1b8wyuTXWpIFY2uFx/2E+UeEjgVXMNDWVzj4/r+toOarbDBqG8kWETkNKAAAAAAAoBAEhat7vYvH8OzWBlMP2/56MVfQ4kMs6WbvdZ8jnYQ3BfPJF4S0eBpkAAAAAAJAPny5R815zlJVYjSLlUEG4nQrCqktZTo2/BOFgPsuDfg0Fj26dQwAAAAAAJAJC1IHXdESrfQg1wamaLJZuzpbrWpITEJb5/lYE/bp+ZW9JqhQBAAAAACAgRM0bsJkG24yDOawh1KJHZuY838Z4MqUnZ+cVS6fz7wzPUpb4ttwVhHesHdDJ0XBZ7wMAAAAA0DwC1T4AIB+fYcgnKTPSSql5fnknU2n9z/ScazvpgURSA0H3Z+TZ+YTe8+wBjaXSOiYU0D8dM8gU3BKxFnGWe3ZIhMpBAAAAAEAJNUvGgjoXMKR4RgiTNE0FmiAkmUmldf72/RpJOo0oWfCvYzN6/0Cn6z43HZhYmgj9TDyp70/M6IKe9pIdazNLWisIy3x/UYaTAAAAAABKiE+ZqAvWMDDZJB3G3xmbzhsOStIhD/v8aCp72vGW8ZmijwvZrBWE5W4xDjV+Ng4AAAAAqCACQtSFgKwBYXMkhPdOeAvx2v2+gtdlpAqtdCo9pMRogupZAAAAAEDlkBCgLgQseUhK0ra5uJ6dT5TtPn8zO6+rdx/UzcPjVRvqMZb0dr/fGp3Sedv3a0cBz0e03AvlNZFKDykBAAAAAKCUWIMQdcHaYnzD8LjunZiVJH1ksEtv6y3tWnqTqbQ++NyIpg/3jpqSLh/sKul9eLG4ZqAXz8STunr3qP71uCFP+7cQEJZMzpCSEt3u6a0R/U8BU6oBAAAAAChG3s+xN9xwgzZu3KhVq1bpuOOO0wUXXKCtW7dm7WOapq677jpt2LBBQ0NDeuMb36innnqqbAeN5mOtIFwMByXpH4bHS35/903MLIWDkvTN0amS30c5/HE+oSdm53XlroO6/LkR/WEu7rgvLcalk1tBWJrbvWLQffAMAAAAAAClkDch+OlPf6pLLrlE999/v7Zs2aJAIKBzzjlHY2NjS/vceOONuuWWW/SlL31JDz74oPr7+/XmN79ZU1P1Eaqg9u1NOA/hKEfz7x/myte67FWxbc3vefaAHpyK6eHpOV2ze9RxbcIIbbAlk7sGYWme2xMiIf1FZ0tJbgsAAAAAACd5A8LNmzfrHe94h0466SSdfPLJuv3223Xw4EE9+uijkhaqB2+99VZ96EMf0qZNm3TSSSfp1ltv1fT0tO6+++6yPwBAKv3QErvsbK7C6xC6haJuMq/1TDypsVRaCZvnJ0RAmCNpmrpxeFznb9+nv98/Zvu82bGeqVJVEErS+/o7s+LGN3e1lu7GAQAAAABQEUtlTU9PK51Oq6trYT22nTt3anh4WGeeeebSPtFoVKeffroee+yx0h0p4GLeugjcUbLLhYaLDOyKtSeeLMntjKfSmrJZy9DaFgvpkek5/ePolLbPJ/XtQ9N6cDKWs89vZud178RMVoVnyvIL4yth+Lo8FNAVA53q8vt0SjSk9/R1lOy2AQAAAACQihhScs011+iUU07RS17yEknS8PCwJKm/vz9rv/7+fu3bt68EhwjkN2eaKmVdlV0UOJxMaU04WMJ7cTdewIASN4eSKflttlvbYiF9du+hrJ8/vfeQXpvR4vuf4zP65OF9jg8H9Z1jB+U3jJznstTTn97V16F3EQwCAAAAAMqkoM+xH/vYx/Too4/qBz/4gfz+7MjBsFTMmKaZsy3Ttm3bCrnrpsJzYyfieun/7nhGA0bpEq+xZFCyxGq/3b1H3b7Sthm7neu9ab+kow8kt+7eo36ZksJZ20cnxrVt+uBR334jGU+FpYyG3nnTzDpHX04cufyP8wn98x926KW+tHalfZJCS/vNxWazrsdrunlwrpsD57l5cK6bA+e5eXCumwPnuXlwrguzbt0618s9B4TXXnutNm/erHvuuUdr165d2j44OChJOnDggFauXLm0/eDBgzlVhYUcWLPatm0bz42drbtcLx5avUbHRUpX3RfdPSpNzmZv7OnTuv7STZXNd65/OzYt7RtzvNyr1oFBdQcD0nMj2ds7OrVuec9R334jSdn8nmWeownL5fs6e7RuqFv7p2LSriNha3tLq9atWfj7x2u6eXCumwPnuXlwrpsD57l5cK6bA+e5eXCuS8/TGoRXX3217r77bm3ZskUnnHBC1mVr1qzR4OCgfvSjHy1tm5ub0yOPPKKXvvSlpT1aNK0NecK/ObO0lX3WNeWkyq9BmC7R4JXZtKlJm3blUg92aUT5/kCOJReeV+uzW8ohJQAAAAAAlFvegPCqq67St7/9bd1xxx3q6urS8PCwhoeHNT09LWmhtfjSSy/VV7/6VW3ZskVbt27VZZddptbWVp1//vllfwBoDpfmqdyLlXhIid14kH0VDgjz3duJkaAeP3Glvrqqz3W/2XRaUzYTmL1O6G0WO+YTOdvyBX0jyYWzZA2U/UyIBgAAAADUkbwtxnfccYckadOmTVnbr776al177bWSpCuuuEKxWEwf+chHND4+rhe96EXavHmz2tvby3DIaEbH5RkOMl/isMuugnDaJmQrp3xDRPwyZBiG/rw9qnafoSmHkDSWNu2nGJMPZvnq8HjONr/cg75nDoeK1jC34PHwAAAAAABUUd6AcHw890OzlWEYuvbaa5cCQ6DUIj73oCZe4rDLLjyrdJ6Wr8U4s0htoWLNfv/ZdNp2ijEtxkckTVMPT8/lbA/kKQQcTaX1yPRczvTjfNcDAAAAAKCWFDTFGKiWSJ6WzVKHXXa3V+Iu5rzytRhnhn5ugdTjs/PaPp/bNG3XRt0sEqapb49O6VAqrbf1tGnW4eQGLL93dpWal1mGv0iSL0/lIQAAAAAAtYSAEHUhnK+CsAJrEKYrXEOY7yH5MsIrt1ZYu3BQau4Kwq8Oj+vbhxbWUX1wclYfHer2dL2Ex6eMISUAAAAAgHrCUlmoC9ZKLqtSD9ywW4OwsisQSqk8gWTmi7eYQMpr2NWIFsNBSdqdSOn+yVnb/foD2c3ZcY+/Z3Yt3QAAAAAA1CoCQjSEUq9BmLS5vUq3GOetIMz4/2Km5sYqPHSllj3rUGXZEzjyLCdN03NIzBRjAAAAAEA9ISBEQyh1u6xd9V6lC+7yrUH4m9j80v8XU7HmtO5eM3KqDHx6LrEUpHqtHpTyt8QDAAAAAFBLCAjREAoJb7ywqyC0azsup3xTjDOrJu2mLucz06QVhKbN8+r0+zOeSust2/drOJHUf03GPN9HvqE6AAAAAADUEoaUoG4Ycq7iq8QahLVWQZipmMc/U0yq2ADmbJ6rqZRzWLonkdIlzx7QnoT3MxImIAQAAAAA1BEqCFE3Qi6hS8nXILTZVvEhJQWEfsUEhDHTzFul2IhiNq3VEy4BoaSCwkGJFmMAAAAAQH0hIETdCLhkLqWuILS7vefiSb3q6T36/N5DJb8/aaGl+OGpmH4xMyezgIEYUvETiWeacB1Cu7UXC4v/8qOCEAAAAABQT2gxRt3wuzQZlzKwG02mtN+hYuxQKq3vjc/oz9ujekV7tGT3KUmf3HtI907MSpKeHw1pdcj7y7PYxz+VSqvd31zfE1Ri7cUIFYQAAAAAgDrSXMkA6prfJXMp5ZCSzWPTefe5bv9Yye5PkiZTad13OByUpN/G4ron4+d87ALC9/V3ZP18fDiokOU5HM/TWtuIJivwmAkIAQAAAAD1hIAQdcMtICy2xdbO10YmS3djHu2KJ/MOQWmxhE6Zbax2aya+t79TVw52aSDg1zldrbpz7YBObQln7TOeKnVzbfWZpqmHpmK6d2JmKTiNpdP6z/EZPT4zr7Fk+QNCWowBAAAAAPWEFmPUjYCcQ5dCBnqUgr/Et7c3YRfxZbukr0NfH5nU/OHH+pnlPY77Bg8/Ve/obdc7etuXtndZ2okbrYIwbZo68w97l4aO3Dsxq5tW9emSZw/oqbmEJOnkSKjsx0FACAAAAACoJwSEqBtuFYSpEuaDnX5f3qm2/hIFQKZp6r+mYrreQ8tyb8Cnu44Z1L0TM9oQDek1HS2O+7b67IuDewLZ0eZwgdN5a92DU7Gsc/ez6TndNzG7FA5K0u/n4kd1HydGgjqYTGsk6fzcrSpg/UgAAAAAAKqNT7GoG26hXP4GXW/SpqkZD1V1bmFlIf5lbFp/t3/c074+GTouEtQHI11593UaPLIqmP2Sfy6ev3KxnnxhX27Qem8Bazl6YSj/+S9kwAwAAAAAANXGGoSoG4EKVBAeSqVt1/Oz8ru0OxfCazgoFRZKtjkMybAGVzvnE7b71Su7lulfz86X9D4MGa7frJwQDsqgxRgAAAAAUEcICFE3Oh3aZiUpWaI1CL223FZjSK2vgFDymHDQdvsay/adDVZBaCdW4O/GyqBff93X4Xj5SdGgugPOq1C+u6/d8TIAAAAAAGoRASHqxocGnVtrS7WS3gEPw0Kk0gwpKbTq0a2C8GND3Uv/b0i6rL/Tdr9lQX9W9duhVFpTDTao5Gh1B/y6dKDTsUpwU1erPuzwu/iCaEhnuawNCQAAAABALWKhLNSNU6LO02dLNcV42GXwRKZSDCmZKnB/tzT/3O5WTabT2hqLa1NXq1Y4rIEXMAytCgX0TEbl4DPzCT2vJVzg0TSulsPloSGfoWQ6+/fq7M4WnRwNyzRNvb+/Uw9Mzur5LSG9vaddY6m0nhcNlWyADQAAAAAAlUJAiLrhtq5bskRrEHptMS5JBWGB+7s9Rr9h6BKXtthMa8LBrIDwXc8e0HeOHdT6iHMA20wWJ0CHDUOzluE3LzwcpBqGof/T36H/03/kOV9bsSMEAAAAAKC0aDFGQyhVBeFU2lu7bSmqxFIFDjppKdHCh2tsqgvvPDhZktuutlAJnqLF5zls83w7TYcGAAAAAKCe8WkXDeFoR238YmZOZ/1hr743NuNp/1JUEBZ6zCe7tFgXwjrJWJIemIzpiudGPK/BWIt+OTOneAly4sUKwohNCNzuMigHAAAAAIB6xaddNITFCsKEaWqmiKEbXxke14jH9Qel0lQQOh3lUMCvDpsgqsdlcm4h7AJCSfrJ9JxuOTBRkvuotKlUWn+1c6Sg65zT1Wq7nQpCAAAAAECz4dMuGkLSXBi2ce4f9+nlT+/RJ/aMyiyg7fipuURB91eKbl+nWr2LetrUEyjfS9Mt5NoyMVu2+y2nR2fmPO97XDigi3vb9cr2qO3lrYefH7tqwQ4CQgAAAABAA+LTLhpCSqZuH5nU7sNDRr4/MavfxeJlu7+SDCmxyS//+ZhB/WVfh/pKVC1oJ5on3Yx5XIexliQ9hsFRw9Ddxy3T5YNdjms6th7e3m0T0rb7mVAMAAAAAGg8BIRoCClTun8yu/rt38a9rSdYSKXhomgJ1qKzNjT/SSSkDYfXGXxff/ZE4g/0dx71/S1qyXPshbRa1wqfx4EvkYxQMOTQJr74/NhVC7ayBiEAAAAAoAHxaRcNwa4azykAyrluEffXUYJKMuv9BjJu8oUtYb2zp13dfp/OaIvo/B779fKKkW8a8qzdk1nj5j2GvGEPAeFiBWHQ5vJACdaeBAAAAACg1hAQoq783Ype2+3DydwV/YIes5xEERWEpWjCTVmq3jLDJ8Mw9OGhLj24foVuXN2vTn/pWo7tpvNm+vvhcf0+Nl+y+6uEOY9t0ZmP3bnFeOHP4omR7KnRK4Pla/sGAAAAAKCaCAhRV17b2aJvrh3Q+y0tt3GbjM9uCq2dZBEFc0Vkirn3a/k5UKHiNF+egPDx2Xn95TMHtGO+sMEt1TRXRAXhUNB+mvNicPjajhatjwSXtr++s3RVnAAAAAAA1BL7T8hADTu1JaxVoYBuGZlw3c+uRdROtSoIrbdRS+2raUk3Do/rxtX91T4UT+bSHgPCjOc47DPUF/DpYDL7TCxOMQ77DP3j2gH9YGJWHX6fNjpMPQYAAAAAoN5RQYi65KXZ0+sahEUFhCUoIbRWEFaygfXCnra8+/xkeq4CR1Ia8x4DQmt79XpLG7F0ZA1CSYr4fDqnu01ndrTIqKEAFwAAAACAUiIgRF3yewhrvMY5xbQYl2YNwmyVrCC8arBLL20NV+z+yq2YFmNJekE09zlgUjEAAAAAoNnwSRh1yct6fV4rA0eShc8xnkmbRVUeZqpmQOg3DH1kqLti91dO2+cTuntsOmtbq8P6k2HLc9wVyP0TGPW4diUAAAAAAI2CgBB1ye+hPjDhMb+zhkte/Ggqptf/Ya+enC1+2m9uQFj0TRVlTQbcEWAAACAASURBVCj/EqTjRYSnlfTE7LzetmN/zpCak21ah6XcCkK7dSpraS1IAAAAAAAqgYAQdamUFYTfn5gt6hhGU2l9/eBkUdeVpJQl5Kx0MBUwDJ3RFnHd55zt+2WWYmRzmXxvbNp2gvXzWuzbp61rEFY6lAUAAAAAoBYREKIu+Qwjbw3h0bYAe/HToxjkYV37sBojxa9Z1q0XOoRpkjSRSmvbfKKCR1SYLQ7h7rpw0Ha7tYIwynqDAAAAAAAQEKJ+5Zv6W8zwkUqyTjGuRmvrsmBAt6/pd/1DMJosxUiW8mhzWC9wTThg+/thXYPwT1vDWbfxhs6WUh4eAAAAAAB1gYAQdStfoJZZQfiLmTl9bPeovnlwUqkCKgvP724t+vjyiVl+dhqsUW4Bw1CPzbCOerAmZF8p2OH3qSeQGxHaVRD+3cpenRIN6ZXtUV0+0FmW4wQAAAAAoJZVo6sRKAm/Ickl61sMCA8kUnr/cyNKmNJ9k1LIMPT23val/U6MBPXUnH0b7YXd7XountTPZ4ofRuJk1tIk3eavXkjX4ffpoEOl4HS6disInYLNLr9P7X5DI5YyTesahJL0sraoXtYWLcfhAQAAAABQF+qzbAhQ/knGi1OM7zw4mTXR+OYDE1n7tbqsQ9fh9+m21f26YVVf0cdpZzqV1j3p7Hze7TjKze2+p1O1GxA6tZFHfT7bx7Tcw+RmAAAAAACaDZ+WUbfyTaD9weSszN3SE7Hs6r95S4ux2zCTkE8yDCPveoeFun1kImdbu796I3VbXNqbp9P2z8+/HprWQ9Mx/WlrRG/vaZNRhTUU4zbn7sWHh65EbY7n5Eio7McEAAAAAEC9ISBE3fJ7CKTun7SfcpvJKSA8NRpSp38hGnS7J9M0Cw7HnozFc7ZVs4LwxS0RPebQRj1r02L82PScvrh/TJL0s+k5rQj6tbGj8gM+7M7d+d1tkqSDqVTOZcuCpY56AQAAAACof7QYo26VquAuYcmY3tzVqg8OdOqm1f1L29zmh1inEXtxyGa9vz6boRqVckFPm1Y6hGdzNhWEn9p7KOvn743PlOW48rEGhNcOdemsw5OIn5vPPTPVqHIEAAAAAKDWERCibhVb/jpoCeImLWvsvbO3Xe/p61B7xtAQn0sNYdyhBdeNdZpuq8/QiRH7ibyV0Ob36dY1A7q0v0MnhLOPI2bz+A4ks6vztjsMeSk3a7h76uH2Ykl6aVsk67IXRGkvBgAAAADADgEh6paXFmM7mdlc0jQ1bAm7Qja363ZP1jUNvbCunffNtQNVr25bGQror/s7dUFPW9b2Ocux2rUcHxuuTrhprSAMZjyHF3RnP46rl3VX5JgAAAAAAKg3rEGIupVvSImT+YyKuF/arLsXtLldtxZjtyEnTqwBYUsV1x+0iloebMwSCP7eZv3EkNsTVEbW5zEzIHxFe1RfXNGjX8zMa2N7VOsZUAIAAAAAgC0CQtQtv2tdn7PMirjHZuZyLg8UWMlXTAVh0iXYqraIJax8YDKmZcPjem9/h6I+n56YzQ0I7aoKK8EazoYsT+PrO1v1+s7WCh4RAAAAAAD1p3bKloACFTukJLOCcG8id5CF3TThWZd1BhNFZGNxy3WswVY1RW3Cym+NTunL+8clSU/Ecqsu7dYprISk5W4LDXcBAAAAAAABIepYsWFQSguVZ7+ZndcDk7Gcy60DRCT3CrliKgjd1s6rtohDu/Dm8RnF0mnttglVq1VBOJ+2VhDWzvMIAAAAAEC9ICBE3fLn38VR0jT1t3sP5Wz/yqo+2/1nUs4hoHUdPC9yWmOrtIafnYGA8zO7O57UtM1zMZasTkBofe7twl0AAAAAAOCOgBB1q9gpxtJCa+oz8dxKuGVB+3Ds5e0Rx9sqNCBMm6as91xLi4EuDwV0VkfU9rKplKnJVG4YeCiV1mgypS/vH9Pf7DqoX9ms7VhqSdNU5vxpn2rreQQAAAAAoF4QEKJuFTvFWHKePOxUPbcsGNA7etpsL4sXuP5ewrJ70JCMGmuNvW5Fr06MBHO2704ks4a8ZPr03kO669C0fjwV0wefO6gZmyCxlKztxWHDqLnnEQAAAACAekBAiLoVPqoKQvuQq8vv/JK4cqhbP12/Qqe3ZlcTFlpBaN2/FtfN8xmGbbv1/x2dcrzOz6aPVA3GTFMPTuWu71isnfMJ/dfkrA4lj9QMWtd+pL0YAAAAAIDiEBCibq0IFd9Q6jR1N18FWqvfpzbL+OS45aa2xuJ6eCrmWKVYywNKMg0Gc1uNt80nPF9/okQVhL+endf52/frI7tH9e5nDiyFhNaAsBaDVgAAAAAA6gEBIerW2qMICGcLbAvOZA30MisC/31sWm9/ZliX7zqoDz43Ynv9egkIJWlFsPjnuFR/XL4/PrO0ZuOuRFLX7RuTlNvaTQUhAAAAAADFISBE3VoTyl0jz6vZdG512yeXdXu6rrW1OTMg/Ozh8EqSHpuZ13abiju7NQhr1dFUaR5NCJvpMcvAk/+aimksmcptMa7hoBUAAAAAgFpGQIi6tSZc2vDqzV2tnq6bU0HoEoTtsZmUXA9rEC46IVx8CHvLyIRtQFqo5TZVjI/NzNsOKQEAAAAAAIUjIETdsps47LUazxoQrgj6PU/AtbayLt5WymbNwTZf7kusnlqMj48Ej+qPxPnb9+v3sfhRHYNd/PrJPaO5axDSYgwAAAAAQFEICFG3fDbBmte2Y2uLcSFVfIOWYPKPh6vkxm2GcqRt4q3cgNDzXVdc1OfT6qNoM5akmw+MH9X152yC16SkKUvIG6nhoBUAAAAAgFpGQIi6dmFPW9bPl/R12O53UiQ7OLROMS6kiu+kaCjr58U22l027cRJm/K3uCVHrOUWY0laFym+zVhaaAc+GtaW7EXDieznu4UKQgAAAAAAikJAiLp2cW+HXtoa1kDArysGOvXytkjOPp9c1q02f/avurXFuJCQbpWlom4xqPrtbG4QZq0WtNtWyy3GkrTyKCYZl4J1rcFFw4lU1s+tBIQAAAAAABSlup/8gaM0EPTrtjUDrvscSqYVkHXdwOwyvmAB4VK336eAFtpcpYVW11g6rd/YrLVnFxBaK+JqPSDs9Ff3ewTrWoOLDiSzA8KWKh8nAAAAAAD1ik/UaHgJ08xZ5y+3gtD77fkMQ/3B7HUIhxMphwrC3Osn62y4RrtL8FaJqj2nCsJ7J2YrfiwAAAAAADQiAkI0nIt727N+fl1niwKWKr2YpYLQenk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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_gm['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Ford"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b5755c7860>]"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_ford = get_stock_rates('F')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_ford['Adj Close'], c=np.random.rand(3))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Toyota"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b57bc55a58>]"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_toyota = get_stock_rates('TM')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_toyota['Adj Close'], c=np.random.rand(3))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Nissan"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b57946e0f0>]"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_nissan = get_stock_rates('NSANY')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_nissan['Adj Close'], c=np.random.rand(3))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### VW VolksWagen Group"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b5788c82e8>]"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_VW = get_stock_rates('VLKAF')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_VW['Adj Close'], c=np.random.rand(3))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## XXXX Importing other US Tech companies' daily stock exchange values from 2010 IPO onwards"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tesla is considered a Tech company ; therefore it may be compared to other Tech companies.\n",
+    "Here it will be compared to two famous groups of US Tech companies:\n",
+    "- the GAFAM i.e. Google, Amazon, Facebook, Apple & Microsoft. Over the past decade, those 5 companies have seen their stock values skyrocketed, up to a point where Google, Microsoft, Amazon & Apple regularly set new record on the highest stock value ever reached (the symbolic $1 trillion has been overpassed by all of those companies in the past decade)\n",
+    "- Tesla is considered part of the so-called NUTA (Netflix, Uber, Tesla, AirBnB), an acronym grouping those \"new\" Tech companies. Therefore, the values of the public companies in that group will also be compared to Tesla (AirBnB is still a \"Unicorn\", a high-value private company waiting to do its IPO) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### XXX-1. Importing GAFAM stocks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Aside from car competitors, Tesla being considered an important Tech company, it is relevant to compare its evolution to other tech companies' stocks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Google"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b57b1bfba8>]"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_google = get_stock_rates('GOOG')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_google['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Apple"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-01-04</th>\n",
+       "      <td>30.642857</td>\n",
+       "      <td>30.340000</td>\n",
+       "      <td>30.490000</td>\n",
+       "      <td>30.572857</td>\n",
+       "      <td>123432400.0</td>\n",
+       "      <td>26.538483</td>\n",
+       "      <td>30.491428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-05</th>\n",
+       "      <td>30.798571</td>\n",
+       "      <td>30.464285</td>\n",
+       "      <td>30.657143</td>\n",
+       "      <td>30.625713</td>\n",
+       "      <td>150476200.0</td>\n",
+       "      <td>26.584366</td>\n",
+       "      <td>30.631428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-06</th>\n",
+       "      <td>30.747143</td>\n",
+       "      <td>30.107143</td>\n",
+       "      <td>30.625713</td>\n",
+       "      <td>30.138571</td>\n",
+       "      <td>138040000.0</td>\n",
+       "      <td>26.161509</td>\n",
+       "      <td>30.427143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-07</th>\n",
+       "      <td>30.285715</td>\n",
+       "      <td>29.864286</td>\n",
+       "      <td>30.250000</td>\n",
+       "      <td>30.082857</td>\n",
+       "      <td>119282800.0</td>\n",
+       "      <td>26.113146</td>\n",
+       "      <td>30.075001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-08</th>\n",
+       "      <td>30.285715</td>\n",
+       "      <td>29.865715</td>\n",
+       "      <td>30.042856</td>\n",
+       "      <td>30.282858</td>\n",
+       "      <td>111902700.0</td>\n",
+       "      <td>26.286753</td>\n",
+       "      <td>30.075715</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 High        Low       Open      Close       Volume  \\\n",
+       "Date                                                                  \n",
+       "2010-01-04  30.642857  30.340000  30.490000  30.572857  123432400.0   \n",
+       "2010-01-05  30.798571  30.464285  30.657143  30.625713  150476200.0   \n",
+       "2010-01-06  30.747143  30.107143  30.625713  30.138571  138040000.0   \n",
+       "2010-01-07  30.285715  29.864286  30.250000  30.082857  119282800.0   \n",
+       "2010-01-08  30.285715  29.865715  30.042856  30.282858  111902700.0   \n",
+       "\n",
+       "            Adj Close  avg_price  \n",
+       "Date                              \n",
+       "2010-01-04  26.538483  30.491428  \n",
+       "2010-01-05  26.584366  30.631428  \n",
+       "2010-01-06  26.161509  30.427143  \n",
+       "2010-01-07  26.113146  30.075001  \n",
+       "2010-01-08  26.286753  30.075715  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_Apple = get_stock_rates('AAPL')\n",
+    "df_Apple.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b5789df198>]"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_Apple['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Facebook"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b5789b0438>]"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_fb = get_stock_rates('FB')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_fb['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Amazon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b578944b70>]"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_amazon = get_stock_rates('AMZN')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_amazon['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Microsoft"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b5795767b8>]"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_msft = get_stock_rates('MSFT')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_msft['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### XXX-1. Importing NUTA stocks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Netflix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b5740d1518>]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_netflix = get_stock_rates('NFLX')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_netflix['Adj Close'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Uber"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Uber made its IPO in May 2019, therefore it has low backdata when compared to other Tech companies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1b57899e6d8>]"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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7/S26OfVPWuneqN+kvqTt/isTvmeXHb1vYimzFVMKZyrmH1SMm6RazYLAXof/WlHOVS6uHdQdqW+qT12B/bcn/lYHmMMCe2v86slWzDXYR5LSGtB96e8X9fc9AAAAAGByI6gIaPRMxelmtuo03GMxrX51j5LVVaj1/uOBoSqveH+a8D3DfRNnmPbAuquEfRVTNpypmH/5syTNCZVAd/hrI9ds8J7W8+696rd7Cz9gCVlrdX/6Ou2wwUDoCbH3aUnszTos9tbA/sveg1XTrzAcVJyu2YH1FvuinvHuKueRAAAAAABVjKAiIGlglExFY4xmO4sCrxezr2I4MNY9wSxCz6bVY3cF9hY6ywPrLr86MxUlqd0Eg4ovePcpbQcy6yfc3+p36a/qAfc63ZK6Sq4dHP9hQ/b6O/RQ+nqtTP9qXNOZn/Zuj2QfLnKO1ynxD0iSlsROlaN45rVuu10dNho0rYRwUPG4+IU6yDk6sPeo+3Pt9reU81gAAAAAgCpFUBFTnmtT8pTKrI0cJVQfuKYtXAJdxL6KAwoGr7pHKUPNR7ftkNVwmWqT2tRmFoauKWFQMTyopcBMxUWx4xQb0X9wn/boae8OSVKnv0kr3V9lXtttNxUls1Pan2V4V/pqPePdqdXezfpj+ocFvX+j96z+5P5/gb0WM0/nJv5Oxuz/VltvmnSwc3zgmpe9Byd28CIJ93dsNnN1TuIzgaCwp5TuS18j33rhtwMAAAAAphiCipjyov0Um2SMCexFhrUUMVNxMJQRt9d2TKh3XbifYoszVy3mgFGvKabIoJYCMxWnmZk6JvYXgb0n3dvUZ7v1QPq/AsNPJOk57+7xHTSkV7sCZcuv+ivVn+dAm26/Q3envxMI5ibVqHcm/iFQSi9Jh8bOCKzXen+SZ6NTl8stnKk4w8xRk2nVGYmPB/Y77Kt6wru1nEcDAAAAAFQhgoqY8gZDmXV1WaYVh4e1bPPXFC0QFA5qekprn/aM+37hISwt5gC1OOGg4vaS9fKbaE9FSTo+/u5AH8uU+nRL6ipts2si1+6wr2l7lr6LhQqXjFv52ug/Neb7UrZfd6S/Eco4NTo38TnNdOZHrl/kLFf9iK9tQL3a6D8z7nMXg2fT6lVnYG+62d9T8VDnrTrEOSnw2ir35pJMQQcAAAAATB4EFTHlDYbKj0cGs4bMMvPVoObMOq1+bbcTn9IsKWvvvokMggkPYWk2B2iaZimuusxeSn3qV2mGnER7KhYeVKw3TToh/p7A3h67Oef1z7kTz1YMBxUlab335KjvsdbqvvQP1Gk3BvZPiX9QB8eOz/qemEloaey04HP8Jwo8bXHt/9qHg8zTNEtxs78E3RijtyUuU4NmZF735ere9DVVkWEJAAAAAKgMgoqY8sKTn+tD5aqSZIyjhc6xgb0N3tNFen40qLjXH39QMdwvcaaZJ2NMlhLobUrZPj3v3qPXvSeKkrnoW09pDQT2xhNUlKSjY+er3m3O+poJfeta6/9pwpOgswUVN/pPB/oHejat7f4r2uK/oC3+C3rU/Zle81cG3rPEebNOiL131Gcd7JwQWG/wnqroFOi9oSD2DDMnsG40zToz8cnAXqfdqMfcm0p+NgAAAABAdSKoiCkvXH6cVDSoKEkLY8EJyhvyKI3NR3jytLR/KvB47fGD/RKb3wgmtpi5gf3Xvcf1s8HL9YD7Q92e/pqe9G4b9zOHhAOKCTVkhpQUKm6SWtL99qyvnR7/q0Dgy1NaL3kPjOs5Q3qzBBUH1JuZztxrd+tnqc/p5tQXdUvqKt2Suiry76zVLNQ5ic9EenKGzXeWBYbR9GjXqJmYpZatn2LYktgpOtR5a2DvSe82bfOjJekAAAAAgNpHUBFTXj6ZipJ0kHO0pOFg0S67Xvvs+HsfSpJnXaVDg02k8Zc/p+2g9ml3Zm3kqPmNAFFzKFPxSe/WwLWr3JsnnO1XjNLnkeb3Ldcsc1Bgr90s0dGx83VkLBhwfM67e0IDbnrszqz7QyXQf07/IhJ8G6le03VB4u+VMPU5rxkSN3U60Dki+Bx/9FLrUgpPHJ9h2rNed0bi45qmWZm1la/70t9X2g5kvR4AAAAAULsIKmLKyzdTscHMULtZHNib6ICNVJYsRWn8QcVw6fN006aYSUhSpPw5zNWgnnbvGNdzh0SHtBQ2+TnMyNFb4x+To5ik/ZmPZyU+JcfEtCx2tmJKZK7da3dogz/+kvRs5c/S/mBfl79Na/yHRj3neYnPq9nJHozLZqFTmszX8QgHS5uzZCpKUp2ZpnMSfxPY67Lb9Kj785KdDQAAAABQnQgqYsoL9zTMlakoSQvCgSBvYoGgAZs9qBjucZev3XZLYN1i5g3/2pkXvjziWe+uSOZmIYqdqShJB8WO0kXJr+mt8Y/pA8lvqM1ZJGl/kHeJ8+bAtc95vx/3c3ptZ9b9XXa9HnT/W1bDWZD1mqF5ZpnmmWU62DlB70p8UQfFjiroeeGg4lb/5UhQtlwiPRVHCY4uiB2rI2PnBvae9e7Sdr84g4sAAAAAAJNDvNIHACptMBQIq8uRqShJC2PHarV3c2a9yX9GvvXkmNg4nx0d0iJJ/dqrlO1X0uQXlBu0+/SEe6ue9oKZhiOzE3NlKho5mYBZSn16zrtbJ8RHHzSSSzRTceJBRUma4xyiOc4hkf2j4+dpTWo4g3C9/5S6/Y6CMgYlKWX7IhmrI4UzUs9IfExvip1e0DPCWpwD1GzmZvpn+nK12X9Oh8ROmtB9xyOfnoojnRb/sDb6zwSCkWu8hzXXeVNJzgcAAAAAqD5kKmLKC2cq1pmmnNe2myWq0/DrA+rVDvvauJ89kGXy85B8S6Bf8R7RTwf/Vk94v5WnVOC1NrMw8+sGzQj0w5Ok42Lv1snxiwN7T7u3K20H83p2WCrUH7JOEyt/Hku7WarZZmSw0ep5756C79OTI0sxm5nmwEiG5HhVogTaWl87/fWZAHDK9mtAPZnXHcU1TTNHvUfSNOiU+AcDe+Mt2QcAAAAATE4EFTHlhTPURguEOSb2xsCWYRPp45crU1HKbwL0a94q3Z3+Dw0oOmBlrnmTlsZOy6yNMTo98RHFlVRcSZ0W/7BOjV+io2PnKzGiTLlfe/WCd1+BX8l+KRsqf55gT8WxGGN0dOwdgb0Xvfvl2lSOd2QXHtLSoBk5rz0p/v5xZ6aGRYKK3lOy1hbl3tl41tUtqat0Y+oKXT94qXb66yOlz9NNW15fXzjzNdv0bAAAAABA7SKoiCkv3ENwtExFSVroHBtYT6SvYq6eitLYfRV3+5t1b/qayH6jWvS2+GV6X/L/RMqP3xQ7TZ+su0GfqLtex8VXyBijOjNNR8fOC1z3pHubPJsu4CvZL1xKXoyeimNZGjs9ULI+oB6t9R8t6B7hgNgC51g1qiVy3awiZilK0oHOEYopmVn3aJd22016zr1bvxy8QjcOXqlt/pqC77vZe16ve49Hgquv+I9oq31JkpTWgB5x/29k8nNzjsnPYU2mNbDO1ZMSAAAAAFCbCCpiyotmKubuqSjtH1QxUod9Vf22J8fVYz17fOXPKdunO9LfVHpEubGjmE6KX6wP112jI+Nvz5ltFjMJJUx9YO/Y+DsVHxHc2qfdetl7MN8vY8S5guXPiRKXP0tSwtTp8NjbAnvPuXcXdI9w+fMMM1uLYsdFrjsxflHRshQlKW7qNN9ZFti7JfUv+qP7I+2y67XTvq770t/PO3vRWqv709fpt+l/1e3pr+v36e8E3hv+TDf7z2tjKNN2rH6KQxrVLGdEW95B7avYoBkAAAAAQPkRVMSUF81UHD2o2GRmqc0sGrFjtSk0yCP/Z+cOKubKVLTW1z3pa9Rltwb23xL/qE6OXzyu4SiNpllHxM4J7D3h3SrfegXdJx3OVCzSoJaxHBUqge6wa7XDz7/XZbj8ucm0aZFzfGBvf5biKeM/ZA6LQiXQA6FAc5fdpk67Ma97Pe7dohe8ezPr1/3Htcl/VtL+TMLN/vOR97zo/SGwzjeoaIyjJhPs0Um2IgAAAABMHQQVMaVZ6xc0/XnIgkgJ9Pj6Ko5W/pwrU/Fx7xa97q8O7B3mnKmjQiXMhVoevzCQedZttxdcRhwe1FKO8mdp/yTlBc4xgb3nvPyzFcPlz9PNbB3snKB55nBJUlxJvS3xqaJmKQ5Z6EQzIsPC06ezecX7k1a6v4zsP+3dLmn/dGYpmvHoKxg4npFn+bMkNYkSaAAAAACYqggqYkrbHwQbDrQkVJ9X4CjcV3Gj/7Ss9Qt+/mjlzz12ZyRTcL33pFa6vwrszTaH6G2JS2WMKfj5I003bTosdkZg73H3loK+rnIPahkpHFRd4z0y6nTtkXoUDiruH1by3uT/1sXJr+ujdf+lec5hRTvrSC3OAWo2c0e9ZqxM2G3+y7ov/f2sr23wn9Juf7PWeA/ldZ58MxWlbH0VGdYCAAAAAFMFQUVMaeGgU51GH9Iy5ADnUCU03JewT13aZTdM+Pkj+fLUMyJI0+Vv093p/9DIIGi9ZugvklcqbuoKfnY2x8feLTPi28Juu0mv+4/n/f5wpuJok7SLbZFznKarLbP2lMprirVvPfXa3YG9oWCZMY7anSVqMLmnQRfDyfEPZH49XbP11vjHAq9v8V+Sawezvrfb367bU9+Up9yDde5P/1feJdQFZSqatsC6R2QqAgAAAMBUQVARU1oqPKQlz8y6mEnoQOeowN4Gv/AS6HCm4shApTTcVzFl+3Vn+ltKjSjVNnJ0XuJ/aYaZXfBzc2lxDtBS59TA3mr3lrwHhQxGMhXLU/4sSY6J6cj4uYG9Ve5N6vQ3jfq+PnXLl5tZ16mprOeWpENjb9Elye/q3Yl/0V/WfVdHx87XdA1/rp5S2uq/FHnfgO3V79L/pgHtDeyHP8Nt9uXAutUsyHqOhBpUn2dgXZKmMwEaAAAAAKYsgoqY0sI9DfPNVJSylEB7TxX8/PCQmDnmkMC623bIWqs/pK+NZJqdGv9LHRQLBjaL4YT4ewPrHfbVzLCPsUR7KpYvU1GSlsXODgRmXaV0V/rqUacSR/sptuW4srRmOfN1UOxoxU1SxhgtiAV7RIb7Kno2rbvS344M7Dkx9n6dm/icmpT76zgh/l7NN8si+zPMnILK6MOZipQ/AwAAAMDUQVARU9rgODMVpeiwlm12TaSn4FgGQs+f7SwOrLtth57yfqdXQwNTljqnaXnsXQU9K1+tzgId7JwY2Hvc/U1e7432VCxvxl+jaY6UDu+xm/XH9I9yZlv2VElQMSw8eGZkUNFaqwfcH0amOb/JOV0nxz8gx8R0TPz8rPdNqEGHOCdGsjolqbmA0mcpmqnYQ6YiAAAAAEwZBBUxpYUzBQvJVGx22tVi5mXWvjxtCgV5RuPaQXlKZdaOYmpzFgauWec/pkfdnwf2Ws0CnZ349IQHs4wmnK24xb6orf7LOa4eVulMRUlaFj9LhzlnBvbW+A/pJe/+rNeHg4rh7LtKOdA5KtDfstNu1D67R5L0hPdbveQ9ELj+AHOYzk78Teb3RThrc8iS2CmKmzotdk5WvYK9IgsZ0iJlH9SSb6k8AAAAAGByI6iIKS2aqTitoPcvdJYH1hv8/Eugw1mKdWqKZIp12W2y8kdcM00XJP5eCRMNFhXTXGepDnKODuw97t4y6nus9ZUOBRWzBbXK4czEJzTLHBjY+6P7Y+3yo8N0ouXPrZFrKqHeNKndLAnsbfSf0VrvUf3Z/UVgf4Zp1wXJKxU3ycD7D4udGbnvYc7+Cd8xk9Cy2FmB1+aEMmXHPKNmKKbhZ6Y1EOj7CQAAAACoXQQVMaVFMhULDipG+yrmP9QkNHnaTBtj8q7ROxKXq9mZW9AZx+uEWDBbcYP/pHb663JeH85STKhejomV5GxjSZh6nZ/4guIanort5eivGC1/Lt7gm4k6KFQC/ax7p+5NXxPYq9M0vSvxRTWY5sj7j41dIGk4o3W62jTfGe6leFL8/ZmMyEOck7TEeXNB5zPGqMnMCuwxrAUAAAAApgaCipjSwpmK9SosqDjfWRbI1OrRLu2xW/J670Bo8nO9mjRNMwP3G+mU+Ae1MLY862ulMN85QgeYQwN7o2UrVkPp80iznIN0ZuLSwF6X3fL9IeYAACAASURBVKoH0tcFAr/hTMVqKX+WFBnWssOuk6d0Zu0opr9IXKlZzvys729xDtDp8b+So7jq1KSzEp+WMcPf9hOmXu9JXqVP1/1cFyT/XjETL/iM4R6U4SAtAAAAAKA2EVTElBbOFkwWmKkYN3WBzC8p/xLoaJZkk4wxas7S1+4Q5ySdEHtPQWebKGOMjg/1VnzVf0y7/c1Zrw9nAJZ7SEs2h8fOjJT4vuI/ohe8+zLrah3UIklzzdJRg7NnxT+lA2NHjnqP5fF36ZN1N+jjdT+KBCmHxExi3GdsUrivIpmKAAAAADAVEFTElBbNVMx/UMuQcF/Fjf7T+T3bhjMV9wc0m80Bgf2ZZr7envhsIMOsXBY5x6nNLBqxY/WE+9us14Z76SVV+aCiJL01/nG1mgWBvYfc67XTXy/XDqpfezP7Ro6maWa5j5iTY2I60MkeNDwh9j4dHn9bXvdJmLoJBQ5HE87sDGd+AgAAAABqE0FFTGnhbMGkKbxkN9xXcYv/otJ2cMz3hcuf68z+gOZhsTMye/Vq0l8k/n5c5yoGY0xkEvQa/2Ht9XdEro1mKla2/HlIwtTpvMQXAkNjPKX1+/TV2m2DWZfTNKtifSBzWeBEswuXOqfqlPgHKnCaqPBgmx4yFQEAAABgSii8gRZQQ4qRqdhi5mmGmaO9dn+gzVNaW/wXtCh23OjPDg9qeePZS2Kn6D36V3XaDVocO0VNFZ5GvNg5WS1mnrrsVkmSla+bU1/MBA1nm0U6Jf6hqs1UlKRZzny9LfFJ3ZP+Xmavy27T3envBq6rptLnIQfHTtQj7g1ylZIkzTVv0jkVylzNZlro92evyFQEAAAAgKmgOv6vFKiQiU5/lvZn8y0IT4HOowR6IBzQNMMBzQNjR+qY+AUVDyhK+0tww9mKfepSl92qLrtVa/1H9Yf0fyplQ0HFKslUHHJo7K1aFjs7sDcUKB1SjUHFJjNL5yeu0EHO0Toy9na9K/lFxU32YT6VEM5UpKciAAAAAEwNBBVrXLffoWfcu9Thv1rpo1SlcKZiXYHTn4eES6A35BFUjGQqjiOgWS5vck7XdM3O+fpW+5L2hAJ0lZ7+nM0Z8Y+p1SzM+Xo1BHGzWRQ7Tu9O/ovelrgsEHyuBuGeij22MzBdGwAAAABQmwgq1rA+26Vfpq7QQ+6PdVPqn7TFf6HSR6oqrk3JUzqzdhRTXHXjuteBzlFyNNyLr8tuVbffMep7wj0Vx1N6XS4xE9fbk387aqBwvf9EYF1N5c9D4qZO5yc+H+ivOFI1ZipWuzpNC/WrTEV+b5eTtVbPu/fqntT3tM5bVbFzAAAAAECtI6hYw9Z5q5XW0PAMq5e9hyp6nmqTLUvRGDOueyVNgw5wDgvsbfCfGv35kdLr6g0qStJ8Z5k+Ufdj/WXyu7ok+V0dGTs38PoeuyWwTprqCypK0kxnvs5KfCrra9NN7mxMZGeMiWR4VnIC9Dp/lR5wr9Ma/yHdkf6mdvrrK3YWAAAAAKhlBBVr2D7tCay7/W0VOkl1KnZQb6GzPLAeq6/iYCRTsXrLn4fETEIznfma5czXwc4Jo15bjeXPQ94UO11Hxt4e2Q+X8iI/0aBi5foqbvKfC6w3h9YAAAAAgOIgqFjD+m13YN39xnRi7BcO6tVNMAgW7qu42X9enk3nuFoamGSZimHznMNkRvkWUq2ZikPeEv9rtZlFmfU0zdQsM79i55nMwmXjPRXMVEzb/sA6pf4cVwIAAAAAJoKgYg0LBxV71TlqkGuqKXZQr9Us1DTNzKzTGtBW/+Ws11prs2QqTq6gYtI0arZZlPv1Ks5UlKS4SerdyX/RstjZOsQ5SRck/0Exk6j0sSalJlVPpmJag8G1JagIAAAAAKVAULGG9du9oR2rvXZnRc5SjVKRnooTC4IZY7QgFsxWzFUCnVa/rPzMOq66SRnQmucckfO1pKnuoKIkNZgZOjvxaV2Q/Hu1O0sqfZxJq5p6KqY1MOoaAAAAAFAcBBVrWJ/CQUWp226vwEmqUynKj8N9FXMNaxnIMiRmMprvLMv5WjVOf0ZphHtR9lQyU9EGg4gpMhUBAAAAoCQIKtawcPmzJO21HRU4SXWKZipOPLB3kHNUoM9gp92YtRR00PYE1vWTrJ/ikHnO4ZKyT8yeDJmKKI7p4UxFVS5T0Q2XP5OpCAAAAAAlQVCxRvnW04B6IvsMaxnWFwq6FiOwV2+mq90Ey2g3etES6EiW5CTrpzik3jSpzSzM+hqZilNHOFOx1+6WtX6Oq0srHERkUAsAAAAAlAZBxRrVn6X0WSJTcaQ+uyewnmZm5riyMAtj4RLoaFAxMnnaTM7yZ0man6OvIkHFqSNpGgKDeXy5Ob8HlVrahge1kKkIAAAAAKVQcFDx6quvVktLi6688kpJUjqd1lVXXaVTTz1V8+bN06GHHqpPfOIT2rRp06j3efjhh9XS0hL555VXXhnfV4KA6JCW/boJKmbss12BdaOKE1Rc4ISHtTyjlO0L7A3Y0OTnSVr+LGXvqxhXnRwTq8BpUCnTI30VK1MCTaYiAAAAAJRHQUHF1atX64YbbtARRwxnJvX19emZZ57RFVdcoQcffFC/+MUvtGXLFr3//e+X67pj3nPlypVas2ZN5p/FixcX/lUgIls/RWl/pqK1tsynqU77VJpMxTnmENVremadUp/uSH9Trk1l9gYj/Rwnb1Bxf1/FILIUp57wBOhKBBWttdHpz2QqAgAAAEBJ5B1U7O7u1qWXXqprrrlGLS0tmf3m5mbdeuuteu9736ulS5fq+OOP17//+79ngoRjmT17ttrb2zP/xGJkNxVDrtLDtAY0UKGyxGpirS1Z+bNjYjosdkZgb7P/vO5Jf0++9STVVqZig5mhVrMgsMeQlqmn2cwNrDf5z5b9DL5cWQV7OZKpCAAAAAClkXdQ8fLLL9eKFSt0xhlnjHltT8/+ASEjg4+5nHnmmTr00EN14YUX6qGHHsr3OBhDeAjJSJRA788edDWcORhTMtATbqJOiX9Q7WZpYO81f6UedH8sa22WTMXJ21NRkuaFSqCL+e8Sk0O47H+dtyoTRC+XVJZJz2kNkJ0NAAAAACUQz+eiG264QevWrdN111035rWpVEpf+tKXdN5552n+/Pk5r5s7d66+853v6LjjjlMqldKvfvUrrVixQrfffrtOO+20nO9bu3ZtPkcuWKnuWylbml+XZmR/bc22Z9TTZ8p7oAoY7TPtje+UDhheJ91penXTq0V9/hHOB9Q75zrtS+zM7D3v3aNUp1F3cptGxt32dPRobd/k/T0Ya5gljWip5/c5WruxOF9Prf3ZrFW+GhWfXyfX2T8opU9dWr3xD5qVOjhybak+0/5YlzQvvGv18msvKm6TJXkm9uPPaW3gc6w9fKa1gc+x9vCZ1h4+08mJzy0/S5cuzfnamEHFtWvX6itf+YruuusuJZOj/0+Z67r65Cc/qe7ubv3yl78c81AjD3bSSSdp48aNuuaaa0YNKo72xYzX2rVrS3LfStqU/oOUI0mosd1oaby2vt6wsT7Tzd6glB5etyTmlOT3wAL7Ff168EvqVWdm77WW+9Vs2qURyVOL5i7Vwtjk/UwOtgu0LnWf9todkqTlM96hpTMn/vXU4p/NWrY+daJe8R/JrAfnbdHSxLmBa0r5me72N2tEAnLGgsXzitbeAFH8Oa0NfI61h8+0NvA51h4+09rDZzo58bkVx5jlz6tWrVJnZ6fe/OY3q7W1Va2trfrTn/6k//7v/1Zra6sGB/dnpbiuq49//ON64YUXdNttt2nWrFkFH+b444/XunXrCv8qEEH58+j6FJr8bMYu1R+P6Wa2ViS/FBjE4imt3XZz4Lo6M7nLn+OmThcnv64z45fq3YmrIj0lMTUsjp0SWL/mPVbW0uPwkJbMPsNaAAAAAKDoxsxUvOCCC7R8+fLA3mc+8xktXrxYn//855VMJpVOp/Wxj31ML730km6//Xa1t7eP6zDPPffcuN+LoFzTnyVpr09QcV9oSEtjCbOYZjkH6dT4JXrAzd0+oH4ST38e0mBm6Kj4Oyp9DFTQQme54kpm+pX2apd22NfUbpaU5fm5godphrUAAAAAQNGNGVRsaWmJDFxpbGzUzJkztWzZMrmuq4985CN66qmn9Mtf/lLGGHV07A9azZgxQw0NDZKkyy67TJIyfRn/8z//UwsWLNDhhx+uVCqlm266SXfccYd++tOfFvULnKpyTX+WpO43SlSnsnBQsdSlkYfH3qYnvdvUbbdnfb1uEk9/BoYkTJ0WOsv1mv9YZu9Vb6XanTIFFXNkKmYb4AIAAAAAmJi8BrWMZsuWLbrzzjsl7Z/kPNIPfvADXXLJJZKkzZuD5Z7pdFpf/vKXtW3bNtXX1+vwww/XTTfdpHPPDfbfwvj029xBxV51yrNpxUyijCeqLn3hoKJKU/48JGbiOil+se5Nfy/r63VMS0aNWBw7JRBUfM1fqVPtJTKm9MOh0hrMup+yZCoCAAAAQLGNK6h4xx13ZH69cOFCdXV1jXJ19D2S9LnPfU6f+9znxvN4jMG1KaXUl1kbOWpUi/Zp9xs7VnvtDs00uadz17p9kZ6KpR/i8CbnND1hbon0U0yqUY6Jlfz5QDkc7BwvR3H5ciVJ3Xa7Ou0GtZlFJX+2S/kzAAAAAJTNmINaMPmES58bNEMtZm5gb6oPa4lkKpYhqOiYmE6OfzCyX0/pM2pI0jRqgXN0YO9V77EcVxdXzvJnMhUBAAAAoOgIKtag8JCWBtOsGU5wAM7eKR5U3GeDmYrlCCpK0mLnZM0xhwT26mpgSAsw0mInOAV6nV+uoGL28udcwUYAAAAAwPgRVKxBfaGgYqNpVrMJBhWn8rAW16Y0qN7M2shRvaaX5dnGGJ0S/38Ce63moLI8GyiXg2Mnyoz4z0un3ai9dmfJn5t7+jNBRQAAAAAoNoKKNShb+fMMQ6bikL5QlmKjmsva03CBc4xOil+suOrUahbo+Ph7y/ZsoBwazHTNNW8K7O3y15f8uQxqAQAAAIDymfD0Z1SfbOXP0UzFKRxUrMCQlpGMMTo5frFOil0kycoYYvuoPW3OQm3zXs6sO+1GHaITS/rMXBmJDGoBAAAAgOIjmlGD+m0oU9Fkz1S01pbzWFVjX2RIS0tFzmGMIaCImtVqFgTWnf6Gkj8zZ/lzjn0AAAAAwPgR0ahBkZ6KalaDZiih+sxeWgORMumpIhxULHemIjAVtDoLA+tOu7Hkz3RzlT+TqQgAAAAARUdQsQb1K1r+bIyJZCvuKkPmUDXqC2cqiqAiUGzhAUR77FZ5Nl3SZ+YufyZTEQAAAACKjaBiDcpW/iwp0lfxzvQ3tcZ7qGznqhb7Ij0VK1P+DNSyOjNNTWrLrK187bZbSvrMXGXODGoBAAAAgOIjqFiDwoNaGtUsSZrrBKexpjWge9Lf033pH0yp/+mO9lQkUxEohVYn2Fdxd4lLoHNNfyZTEQAAAACKj6BijbHWqk/hTMX9QcVjYxdoiXNK5D0veQ/oV6l/0E7/9bKcsdL6bDBTkaAiUBrhYS27/BIHFclUBAAAAICyIahYY9IakKdUZh1TMjOgJWYSOi/xBZ0Zv1QxJQLv67JbdVPqn/SMe1fNT4UO91RkUAtQGm2hTMVSD2shUxEAAAAAyoegYo0J91Ns1AwZYzJrY4yOir9DFye/rpnmwMC1vlw95P5Yd6S/qX7bU5bzlptvPfWFBtlMEz0VgVIIZyp2ljhT0R1lUEut/7AEAAAAAMqNoGKNiU5+npH1ujZnoT6Q/LqWxc6OvPa6v1o3Dl6hLf6LJTljJfVrr6z8zLpeTYqZxCjvADBeM818OYpl1r3apbQpTSmybz25I7K0R7Lyc74GAAAAABgfgoo1ps+Gg4rNOa9NmHqdnfi03pG4XAk1BF7rVad+m/pXrXJvlm+9kpy1Eih9BsonZhJqMfMCe72JjpI8a6ygYVr0VQQAAACAYiKoWGPCk58blDuoOORNsdP1oeS31W6WBPatfD3m/kq3pv63uv3tRT1npewLDWlpNJQ+A6XUag4KrHsSpfleMlbfRIa1AAAAAEBxEVSsMeF+gY2jZCqO1Oy0633J/6PjYisir22xL+rnqc9rtftreTZdlHNWSjhTcZrIVARKqdVZGFj3JEsUVMwx+TnzOpmKAAAAAFBU8UofYKrzradOu1H77B712T1KaUDHxi8Y9/0GQoNacvVUzCZmEjot8WEd6Byle9PfU7+G7+UppZXujVrjPay3JS7TfGfZqPfa6a/XE+4tqjfTdWL8/ZpWJWXG+xTMVKyWcwG1KjyspTdemvLnXJOfh6SYAA0AAAAARUVQscJ8uboxdWVm7SimY2Lny5jxJZEW0lMxl4WxY/Uh52rdm75Gm/xnA6/tsVt0a+orek/yKs1zDs/6fs+6+p/Uv2mfdkuSNvhP6z2JqzTDmVPwWYptX6SnIuXPQCmFg4o9ye2y1gam0hfDWOXPY2UyAgAAAAAKQ/lzhcVNnZJqzKx9eRpQz7jvNzK7UJIalH+m4kjTzEytSHxZ5yQ+q/rQPXy5+mP6RzkHuOy2GzMBRUnaazv0m9S/qMvfNq6zFFOk/JlMRaCkZpjZSqg+s3adgcD3h2Jxxwgapih/BgAAAICiIqhYBcKBrXA2XSHCmYr59lTMxhijw2Nn6i/rvqsjYucEXuu0G/W8d2/W93XZaM+0Xu3Sb1Jf1m5/07jPUwzhf7cEFYHSMsaJZCvu8jcU/TljlTenGdQCAAAAAEVFULEKRIOKXTmuHFu0p+L4g4rD95iusxKf0qHOWwP7j7k3asBGsyq7swQVJalPXfpN6irt9F+f8JnGqy/UU7FRlD8DpTbLCU6A7rQbi/4Md8yeigQVAQAAAKCYCCpWgXBgK1yimy9r/aKVP2dzauIvA2WMA+rVSvdXkeu6be5BDAPaq9+m/lXb/bVFO1e+rLWRgC2ZikDptYUyFTv94gcVx57+TE9FAAAAACgmgopVIJKpqPEFFQe1T76G+xwm1KC4SU7obCM1mVk6If7ewN7z3j2RUsbuUO/EOWZJ5Jy3pr6iLf6LRTtbPlLqk6dUZh1XnRJqKOsZgKmo1SwMrEuRqcigFgAAAEDybFovuH/QE+6tWus9qh3+Og3afZU+FmoU05+rQGOReir2hUqfJ9JPMZdjY+/UC94ftPeNbEQrXw+7P9G7E1dlprmGeyqem/hbPe/dp6e9/8nspdWv36X+X12Q+ActiB1d9HNmk62fYrEn0AKIanWCmYp77Bb51pNjYkV7RjpU/lyvJg2oN7Om/BkAAABTwT3pa/Sq/2hkf545XOckPqtmp70Cp0KtIlOxCoQzFcdb/rzPBieqNqr4QcW4Seot8Y8E9jb7z2uHfU2SlLaDgcmuRo5mmDk6Pf5XOjH2vsD7XA3q9vTX9Lr3RNHPmc1uGxwSQz9FoDwazIxAKwZPae21O4r6jHAmYoNpCb1OUBEAAAC1zbUpveavzPraVvuSVrk3lflEqHUEFavANBVnUEuvOgPrJtM67jON5mDnRB3oHBnY2+6/IkmZDMYh002bYiYhY4xOSXxIp8Q/FHjdU1p3pr+lV73s3/iKxVpfj7u3BPZmOQeW9JkAhs00wT9ve+yWot4/PKhlWiioONZ0aAAAAGCy67WdsvJzvr7NrinjaTAVEFSsApHy53H2VOy15QkqGmO00Fke2Ntl10uKlj43m7mB9Ynx9+kt8Y8G9ny5+n36O1rjPVT0sw551V+pnTY4dfqo2DtK9jwAQbOc+YH1bru5qPcPZyqGM5HTlD8DAACgxoVjAkk1BtY9dpeszR10BApFULEKhDNq+uweWWsLvk+4/LlUQUVJajOLAuud/npJUvcYQUVJOjb+Tr0t/snAnpWve9LX6AX3vmIeU5LkW0+PhaZUL3FO1Wzn4KI/C0B2pc5UDA9qCf+wJsWgFgAAANS4Hu0KrBc6x6peTZm1L3fcSUxANgQVq0BSjYpreEqzq5RS6iv4PuXKVJSkNmdRYL3bbpJn3byCipJ0ZPxcnZP4rEzgt6DV/e5/6Rn3zqKedY3/cCCAYeTo5PgHivoMAKObZUKZin6RMxXHKH8mUxEAAAC1rtcGg4pNpk3TzZzA3l67syTPTtl+PZj+sW5LfVWveatK8gxUH4KKVcAYk2UCdOF9FcsZVGw0zYFekJ7S6rJbI0HFlhxBRUk6PHam3pG4XI6CE2Afcq/XE+6tRTmnZ9ORZrSHxc6IlGICKK2ZTjRTcTwZ2blEyp8jg1rIVAQAAEBt6wkFFaebNs0ws0PXFHdg4pDV7q/1rHeXNvpP6870N7Xa/XVR/76P6kRQsUqEh7WMZwJ0OYOKUjRbcaddn3em4pClsVN1fuIKOYoH9h91f6bH0r+a8DehF737A1NmHcV1UuyiCd0TQOGa1KqE6jPrlPqKWnoRKX9WeFALmYoAAACobeGgYjkzFTf4TwfWK90b9Uf3R/KtV5LnoToQVKwS4VK9Qv9n27Up9WtvZm3kRP6nutjCfRU7/LWRb2IzTPuY9zkkdqLelfjHQAm4JK3ybtaz3vhLoV07qNXubwJ7R8TO1gxnTo53ACgVY4xmmnmBvT1+8foqhqc/RzIVNcBPSgEAAFDTwuXP2TIV95YgU9G3Xtae6c979+jO9Lfl2sEs70ItIKhYJaLlz4UFFcPXN6pFjonluLo4woNOXvdWB8bXT9MsJUxdXvdaEDtWFyb/OZDJJEmr3JvH/ZONZ727tU/Dw2tiSuqE+PvGdS8AExcd1lK8vorh8uZ606SYEpm1lS9XqaI9DwAAAKgm1tos5c+tmhHKVOwpQaZit+2QLzfra6/7q3VH+ltMna5RBBWrxDQzsfLnXpW39FmS2szCwDo8aWq0forZzHeO0IrklwMZiwPqjZR158M1g5G+jEfHzlOTmVXwvQAUx8xQL9PdRZwAHR7UEldd5IcUDGsBAABArUqpL9ASKKak6jUjElQsRabibrtp1Nc3+k/rSe93RX8uKo+gYpUI91QsNFOx3P0Upf39EuPKnYnY7BxQ8D0PcA6NlFV32W0F32f99Ec0MKIcPKEGHR9/d8H3AVA8s0qUqWitjfRUTKhOSdMQ2GNYCwAAAGpVOANxummTMUbTI4NadhW9z2E4qLjEOUWtZkFgb6X7S2331xb1uag8gopVIlz+3KfCpj9XIqjomFgkW3Gk5jz6KWZ/XzDDsdCg4oDt0frpDwf2jo29Uw1mxrjOA6A4IuXPReqp6CkdaL3gKK6YSUQyFRnWAgAAgFoVHdKyPyaQNA2q1/TMvi+34HjDWDr9YFDxIOdoXZj8Z9WracRzPd2d/g+lbF9Rn43KIqhYJSKDWiacqVieMt/wBOiRxpr8nEtLKMOxu8Cg4pPu7+Q6w6WQdWrS8vg7x3UWAMXTbNpl7PB/dvZpjwbtvgnfN1z6nHgjgzqpYKYiQUUAAADUqnBMYLppy/y61MNawpmKM50D1WRadXbib0LP7dAD6R8yQLGGEFSsEuGeipOh/FmK9lUcqdCeisPvCwYVC8lU3Gf36BnvjsDe8fEVqjPTxnUWAMUTM3E1um2BvWxT4goVLn0easuQMKGeipQ/AwAAoEZFMhU1/Pfu6ZG+isUb1rJ/8vPWwF6rOUiSdEjsJB0VOy/w2iv+I3rFf6Roz0dlEVSsEvWaLkfD05pT6ito7Hqv3R1YlyuoGJ4APdK4MxUjQcXteb/3cfeWwITXRrXo6Nj54zoHgOJrSgd/Srrbn3hfRTcULBwKJiZCmYrh4CMAAABQK3ojk59zZyr2FDFTsdtuD0x+blSL6s1wufXp8b+K9Fd82r29aM9HZRFUrBLGOGpUuAQ6/z4H+8KZiipPUHH/NwcT2W9Qs5KmcVz3DAcV99odeTWS7bE79bx3b2DvhPh7I9lKACpnWjr4U9LiZCqGy5/3/5kPD2pJWcqfAQAAUP02ec/q14Nf0u2pb0QyEHMJXzd9RKJRKTMVO0Olz7OcgwLruEnqHYn/FdjbZTfIs+minQGVQ1CxioSHtexTfiXQnnW1L9Bo1UTKqUslYeojQUBp/ENaJClpGtWg5szal5vXN9JV7q8DPyGZrjYdGXv7uM8BoPia3FCmYhEmQIfLmoeCiuFBLWl6KgIAAKDKeTat36e/o232Zb3ur9Ztqa/mVcXYq3BLtOG/d5eyp2K4n+JQ6XNgzzlI0zQ898GXGymZxuREULGKhIe19OXZV7FPeyQNNzptVLNiJlHMo42qzSyK7I239HlIuB/jWH0Vu/xtesl7ILB3Uvyisv57ADC20mQqhsuf3+ipyPRnAAAATDLddrsG1JtZ77Gb9Sf3Z6O+x7delkEtw5mKM0JJPz1FzFTcHZr8PMscmPW6Nic4j6HTbijaGVA5BBWryHiHtVRqSMuQ2VkmQIcnOBequcBhLY+5v5KVn1k3ptt0WOzMCZ0BQPFNc6M/JXVtKsfV+YkEFYemP4fKnxnUAgAAgGoXbu0jSc96d2m992TO9/SpS76GW4bVqynQBmxkf0Vpf6l0Pi3G8hGuPAqXPw9pDQ153eUTVKwFBBWrSKT8Oe+gYmWGtAwpSaZiKCjZPUpQcZe/Qa/4fwrsLe0+R46J5XgHgEqJ26SmaziwaOWra4KlD+lQOUjijWAig1oAAAAw2bhZgoqS9If0f6rfdmd9LZpoFAwiJk2D6jUjs/bl5t1ubTSejZYxz8pS/ixFk5F2kalYEwgqVpFpCgYV+5TfoJbI6PiyZypGJ0BPvPw5/0zFle6NGln+3WoWam7/URN6PoDSmenMD6x3T7AE2g0FC+M5MhUZ1AIAAIBqF/6B+ZA+den+9HWy1kZeiw5paYtcU4q+it22IzDXYJpmqt40Zb02nKnYSaZiTSCoWEXGW/4cmfxsZuW4sjQa1RJouuoolnV4SyHy7am43V+r1/3Vgb1T4h+UgVM2QQAAIABJREFU4bc2ULXCfVb2+BMb1pKKlD9nH9RCT0UAAABUu1yZipK0zl+lF737I/vRRKOxg4rF6KsYHtKSq/RZkmaaeXIUz6z3aU/OzEtMHkReqkhjaFDLZOmpaIzRSfGLMoG8Y2J/kfOnE/kK91TssTvlWTdy3QvevYF1u1mig50TJvRsAKU10wQzFTtDfxkpVHga3tCglmRk+jPlzwAAAKhu2XoqjvSw+xN1+cGkm95IpmI0JjDdBAcmFiNTMRJUzDGkRZIcE4tMhqav4uRHULGKhDMV853+XOmeipJ0ZPzt+nDyGl2S/A+dnvjIhO+XNA1q1HCQ1ZeX9ScpW/wXA+sT4++XMWbCzwdQOuHJb5v8Z+XZ9LjvF/6LVyZTMTKohUxFAAAAVLfwD8wPdI4MVOCkNaB70t8LJN1Ey5+DWYlSaTIVOyOTn3NnKkpZhrXQV3HSI6hYRfYH0YYDYv3amzU7LyySqajyBxUlqdlp1ywn908mCjVWX8Veu1vddntm7SiuAx16KQLVbo5ZrAY1Z9Yp9WmT/9y47xed/rz/L13J0KCWcJk0AAAAUG3CPzBvMwv1lvhHA3sddq0ed3+TWYczFbMlGpUlU3GU8mcpmlxApuLkR1CxijgmpoYRE5kkqV+j9xjwrReZ2jStzD0VS2WsCdBb/ZcC6znmkEzZI4Dq5ZiYDomdFNh7zX9s3PdL21BQ8Y3vA+GeimQqAgAAoNqFeyrGVa9lsbN1sHNiYH+19xtt89dIym9QS3MkqDixTEXPupHEn3B5c1hbeFgLmYqTHkHFKlPosJY+dcnKz6zrNUNxkyzJ2cot3Fexa0RWohQNKs5zDi/5mQAUxxLn5MB6nbdavvXGda9cmYrh8mcGtQAAAKDahac/x01SxhidnfhUoEWYla9709eo33arX3sz+0ZOYJDqkHBJdK/dNe6/f0tSt90emvw8S3Vm2qjvCWcqdtpNeVVnonoRVKwyhQ5riQ5pqY0sRWnsCdAEFYHJa75zhOo0/JeOAe2N/JnOV7af5krZB7VYa8f1DAAAAKAcwn+3HfqBeYNp1tmJvwm81m236/fpfw/sTdNMOSYWuW/C1AcqI31Fqx4LscuuD6zzaYXWYJo1TcOJVL6i2Y6YXAgqVplCh7VUw5CWUolmKg5/sxm0+9RpN4541egA57AynQzARMVMIjKp/VV/5bjulav8OWYSchTP7Fv58pQa1zMAAACAcoj+wHy4EnFR7DgdFTsv8Ppm//nAerSYQLH6Km71X9If0z8K7I01pGVIayRbkRLoyazgoOLVV1+tlpYWXXnllZk9a62+9rWv6bDDDtPcuXN1wQUX6KWXxs44ue2223TyySdrzpw5Ovnkk/U///M/hR6n5oyM2kvjyVSsnaBiOFOxx+7MTIjd6r8saTjjqNUcpHrTVM7jAZigxbFTAut13mOy1s9xdW65yp+laLYiw1oAAABQzaI/MA/+ffa0+Ic108zP+f5s/RSHhCdAjyeo+Kq3UremvqJB7QvshxMGcgn3Vdzpry/4DKgeBQUVV69erRtuuEFHHHFEYP+73/2ufvCDH+gb3/iG7r//fs2ePVvvec971NPTk/Neq1at0sc+9jFddNFFevjhh3XRRRfpox/9qB5//PHxfSU1ojHcU1Fdo15fy0HFhKkP9IKw8jPNZCl9Bia/Bc4xgQDgPu3Rdru24PuE+86MvGciNAGaYS0AAACoZm6osiau4DDShKnTuYnPBSpyRmoaNagYzFTs9jsKOtuz7l26K321PKUD+0fFztNBsaPyuke0ryKZipNZ3kHF7u5uXXrppbrmmmvU0jKiOai1uvbaa3X55ZdrxYoVWrZsma699lr19vbq17/+dc77XXvttXrLW96iK664QoceeqiuuOIKnX766br22msn9hVNcoWXP9duUFHK3VdxG0FFYNKLm6QWOccF9l7zCi+BjmQqjvhpbjIyrIVMRQAAAFSvaBVOXeSaOc4hOiX+gazvHy1TsTn0/9cb/afyOpO1Vo+mf64H3R9rZMWgJJ0S/6DOiH88r/tIUmsoU3GXT1BxMss7qDgUNDzjjDMC+xs2bFBHR4fOOuuszF5DQ4NOPfVUPfbYYznvt3r16sB7JOnss88e9T1TwbSJDmrJMuVpMmt2gn0Vu+02uXZQHfa1wD5BRWByCpdAv+Y/VvAwlXSkmfXwX7zqFGyLMNYPagAAAIBKcm0oU9FEg4qStDx2oeaZZZH90YKKi2LBH+h32FfHzFb0rKv70j/QE95vA/tGjs6Of1onxt8vY8yo9xhpppkfyLLcp93qt7mrXFHd8goq3nDDDVq3bp3++Z//OfJaR8f+34CzZwdr82fPnq0dO3LX53d0dBT8nqmgscCeivtUu4NaJKkly7CWDvtqYHT9DDOn5r5uYKpY6CxXbETz6b12h3b+/+zdeZxbd33v//f3HEmz2bN5Ge/7xI6d3SGBQDaSwCXhEiiUUqC/XtpbKL2U+2sLXOivtNDl19JCf7/epk37oA2lC1AgKUlDSFogK0lISEIWJ3HGjvdtPGN79hlJ53zvH5ORdc6RRpoZaSSNXs/HI49Hvl8dHX0nim35o89i9xX9fN96keEr2c2s25yuwGNn7PFZnhQAAAAov2IyFSXJMa5uSPy6EmoO7E/Xb3GRWaKVJjjgdI//WN7rk3ZMd6f+RC/7DwT2Y2rQ2+Of1vbYdXmfm49rYuo0wUnR/WQr1qzcRfhZenp69Pu///v63ve+p0Qikfe6cGTaWlswWj2b5/T0zLzfVjHKdd+Z8pSSsoYmjdozeqVnt0ye+O/wmlNS1n+y46+eVp8dLfMp589Yk6SsL1peTj6ivvHjUsvZvUXDq9VzMPr+Vct7irnhfVx4wu/pkiVb1Nv8Ymb9ZN89OmfgrUXdK23GpazPJK6f0J49ZzOZ04vjUlYC+IHTL6n5zJbZHRx58et0YeB9XHh4TxcG3seFh/d04Snlezq2YliKn10fOXBMZ9LpvNef1/gePbvkG/KcpFaNXKK+Q6PqU/7ztC/q1rGOlzPrF0Z/qNYTOyLXTThDemrZVzWYOBLYj3st2tn3i0olF6tnmteZTqKzQ2rZn1m/1PukxoZzB0/LiV+Lxenu7s77WMGg4hNPPKH+/n694Q1vyOx5nqdHH31Ut912mx5/fLL/VW9vr9asOfs3u76+vkgmYraurq5IVmKh50jT/zCz1dPTU5b7ztZD4y2ZSUrW+FqzZYWaTVvkOs+m5E+c/c3FyNG2zTtmlHpc7VbYDv104muympwIm3JHdKzl2cA129ouV/eS4PtXbe8pZof3ceHJ9Z563nX6z9TZoOLpth51L/9YUfcbsaeVXf2ccJqC9/dOqif1H2fXbWPqXsb/U6XEr9OFgfdx4eE9XRh4Hxce3tOFp9Tv6UPjfmC9ZcPWaSvzutWtS+y1mrDDam9cKRUo4ltll+qlibs11RtxMHFUyzYvUntW67Ez/jHdlfoLDYaqfFpNl25u+h21rw9WFM7UUPp8HU2f7edolo6qe+X8/rrg12JpFCx/vummm/Too4/q4Ycfzvxz8cUX693vfrcefvhhbdmyRV1dXbr//vszzxkfH9djjz2myy+/PO99X/e61wWeI0n333//tM+pF5EJ0HlKoJMKTjFNqGlBBRSlyX4QF7v/ddpr6KcI1LYNzk45cjPr0/aITvmHinpuyoaHtAS/4QwPexqg/BkAAABVrND051yazOJAUHA6LaZDq51gL8Ye/9HMv5/w9+jbyf8n8rl5mdmkn038UdGvM52loWEtlD/XroKZiu3t7YFpz5LU3Nysjo4Obd8++T/iRz/6UX3pS19Sd3e3tmzZoi9+8YtqaWnRe97znsxz3vGOd2jnzp36vd/7PUnSr/7qr+rGG2/Un//5n+vtb3+77r77bj388MO69957S/nz1aQW067T9nBmPTlYYEPkuqQNBhXjaopcsxBcEfugPKX0rHdP5LEmtandrKrAqQCUSqNZpDXO+Tro/zSzt8d/XJc5a6d51qRoz5nGwLot1Jd10PbKt54c4woAAACoJtbaonsqzkW3c4WO+Lsy6x7vUb0u9m7t957W91JfUjo0CHGdc5HeFv8tJUxpYg5LnQ2Bdb89xGf0GlX09Ofp/M//+T/1a7/2a/rkJz+pa6+9VsePH9cdd9yhxYsXZ67Zt2+fjh8/G+m+/PLLddttt+nrX/+63vjGN+ob3/iGbrvtNl166aWlOFJNaylyWEsqnKloGnNeV+uMMboy9iHtdN8VeWyVs23BZWcC9WizE8xS3+v9uKjnRSc/B38fTJgmNWc1VfTladDW90AwAAAAVCdf6UzrL2myxZlTOBdsxja7rw/Mbei3B/R46uu6O/UnkYDiNudqvT3+6ZIFFCWp2bQFPqN7SumMPVay+2P+zOr/zu9+97uBtTFGn/nMZ/SZz3wm73Oef/75yN7NN9+sm2++eTZHWNAi5c/KV/4c/AYjPPVpITHG6A2x9ytmEvpx+l8z+93uGyt4KgClstm9TA+kv5z5ENVn92vAP642Z8W0z4uWP0e/XGkzKzRqz2TWA/a42jX3sg0AAACglHJ9YV6OJJpm06Y1znk65D+X2XvSuz1y3U73XXpD7P1lOcMSZ51G/bOf0fvsAXVqzTTPQDUqSaYiSqslFFTM/stwtlS4/HmBZipOMcbostjP6sb4p7TVuUrXxj6iLc4bCj8RQNVrMm2R/qh7/cLZiuHykFw9Z8J9X/gWFAAAANUonCVYjtLnKd3OFdM8anRV7Jd1RfwDZasMXGo2BNZ9/v6yvA7Ki6BiFQoHFWcyqKUebHYv01sSH9d5sRsofQYWkHAJ9B7v8YLPOWOPBtaNZlHkmvZQX0WGtQAAAKAapWwwqBgz5QsqbnIvDwxLnOIqrrfFf0sXxt5WtteWpKVOaFiLZVhLLSKoWIWyewtIU4NaoiKZinUSVASwMG12g0HFE7ZHw7Z/2udkl2xI0gpzTuSattAEaDIVAQAAUI3CmYrFTH6erSazWGuc8wN7DWrRzYnPaov7+rK97pTwBOg+JkDXJIKKVSiSqVhsT8USNk4FgPm2yCyJBAX3TpOtmLITOuq/HNhb61wQuS6cqUhQEQAAANUo2lOxfEFFSboi9gG5ikuSWs1yvTvxh1rtbC/ra07pMKsDmZLD6te4HZqX10bplH6MEOYsWv58RtbaSKlvePpzeOopANSaze7lOp5+JbPe4/1YF8ZuynntMf9l+Upn1q1mudqcrsh14UzFIXtSnk3LNfwRCAAAgOqRnsfyZ0la5mzUhxr+Rv3+Ia10ts3r52PXxNVhVqvfHszs9duDWm12zNsZMHdkKlahuJoCac6ekkpqNHJdMlT+TKYigFq32QmWWhy1L+UdVnXIfz6wDpdvTEmYpkBbCV+ehuzJOZ4UAAAAKK35zlSUJgcmrnHPq8gX7gxrqX0EFauQMaaoYS3hqaf0VARQ69qcrtCHC6tXvSdzXns41E8xV+nzFEqgAQAAUO3ms6diNQgPa+nLylpEbSCoWKXCw1pyBRXJVASwEIUbQ+/1o30Vx+yQeu2+wN5a57y892xzgiXQTIAGAABAtUnZUOJQmcufK20Jw1pqHkHFKhXOVBzNMawlSU9FAAtQuAT6sP+Cxu1wYO+I/4Ikm1kvNRvUZNry3pNMRQAAAFS7es9UPGUPyrdehU6D2SCoWKWKK38OZSpS/gxgAeh01qjDrMmsfXna5/8kcE24n+LaPP0UpxBUBAAAQLUL91Rc6EHFZrWrSa2ZdVpJKopqDEHFKtWcYwJ0WDKUGk35M4CFYrNzeWC91wuWQB8K9VPMN6RlSngCNB9WAAAAUG3C058XevmzMUZLnQ2BvT5LCXQtIahYpSLlz0VkKjKoBcBCscUNBhUP+s9m+sgO+r2BoKCjmFY55057v3BQcdD2yrPpEp0WAAAAmLt6K3+W6KtY6wgqVqmW8KCWXD0VI4Na6KkIYGFYajaq1SzPrD2ltN9/WlK09HmFOadgpnbCNKlFZ7+ssfI1ZE+W8MQAAADA3ITLn+N1EFQM91XsJ1OxphBUrFLR8udcmYqhyVBkKgJYIIwxkYEtUyXQh8P9FN3pS5+nhLMV6asIAACAahIuf44t8PJnSVoayVTcX5mDYFYIKlapaPlzsKeitTYSVGRQC4CFZHOoBPqA/4wOey/ogP9MYL/QkJYp7U5wWMsAQUUAAABUkWim4sKvRuw0a2SyQlND6tOEHangiTATBBWrVKMWy1Ess05qVKmsby3SmpCVn1m7Ssgx7ryeEQDKaYXpVos6M+uUxvVvqc9pQmc/ZMTVpOVmS1H3a4tMgGZYCwAAAKpHtKdiokInmT+uiavDrA7sMayldhBUrFLGGDWH+ipmD2tJhoa0JOrgGwwA9cUYJ5KtGNbtXiHXxKa9Zko75c8AAACoYqnI9Of6+Ht+tASaoGKtIKhYxVpM/mEtKRvqp1hgSAEA1KLNTv6g4g73Bl0d+6Wi7xXOVBwgUxEAAABVpB4zFSWGtdSy4tI7UBHNpkOyZ9cj02YqElQEsPCscs5Vk9o0poHMXos69Ob4R7XBvWRG92ozXYH1oO2VZ9NFZzoCAAAA5VSPPRUlaanZEFgzrKV2kKlYxaLDWrIyFUNBxXr5zQZAfXGMq6vjvyxXcRk5Osd5k97f8OczDihKUsI0qUVnf1+18jVkT5byuAAAAMCshac/x+tg+rMkLYlkKh6Sb70KnQYzQXpGFQsHFUeyJkAnbShTkfJnAAtUt3uF1jsXyVNaTaZ1TvdqMysDWd9n7DG1a+U0zwAAAADmRzhTMab6CCq2qEONWqxxDUmaLAMftL1qN3xOr3ZkKlax8KCWkUCmYqinIuXPABawhGmec0BRktqd4LCWAYa1AAAAoEqEeyrG6ySoaIyJ9FXss/srcxjMCEHFKhYpf84a1EKmIgDMXHhYyxmGtQAAAKAK+NaTp1TWjpFbJ4NaJCZA1yqCilUsWv483aAWeioCQCHhEoozZCoCAACgCqSVDKzjapAxpkKnmX9LwkFFJkDXBIKKVax5mp6KKRse1EKmIgAU0mbC5c9kKgIAAKDywi3OYnWUpShJS50NgXU/QcWaQFCxijWrTdLZbybGNSjPTqZDJ0O/4VD+DACFtYeCioO2V55NV+g0AAAAwKS0DWUqmvqqRuw0a2SyQlSDtlcTdqSCJ0IxCCpWMce4rwUWzxrVgCQppXCmYn39hgMAsxE3jWpRZ2Zt5WvInqzgiQAAAAAyFWMmoQ6zKrDXbw9W6DQoFkHFKtdsck+AZlALAMxOuASavooAAACotPDk51gdJg5F+ioyrKXqEVSscpEJ0K8FFaOZigQVAaAY7Q7DWgAAAFBdUjYYVIzXWaaiJC11gkFF+ipWP4KKVS7fBOikDfVUJKgIAEVhWAsAAADmW8pOqNffG6k6nBLJVKyznoqStNRsCKzJVKx+sUofANNrVu4J0JFMxTr8DQcAZqPdkKkIAACA+TNmB/XN5Kc1aHvVapbrPYk/iiQQpUSmYjRT8aCs9WUM+XDVinemyrWEeiqO6rVMxVBQkUxFAChOeAI0QUUAAACU00ve/Rq0vZImpxrv9h6OXJO29FRsUacatSizTmk8898N1YmgYpVrzlv+HM5UJKgIAMUIlz8P2ZPybKpCpwEAAMBC1+fvD6xzBcoimYqmoZxHqkrGGC0JZSuetPsrcxgUhaBilSt2UAuZigBQnLhpVIs6M2srX4P2ZAVPBAAAgIXstD0aWI/Zgcg10enP9RdUlKSloQnQ/fRVrGoEFatcS46eir71lFYysB+v099wAGA2KIEGAADAfLDW6rQ9Etgb02DkuvD0Z4KKk/qYAF3VCCpWueZIT8UzSmo0sBdXI41LAWAG2pzgsBYmQAMAAKAcRnRaKY0H9orJVKzH8mdJkfJngorVjUhUlYuZhBqyGpVOlukF+y9Q+gwAM0OmIgAAAObDaf9IZG/URjMVKX+etMSslckKVQ3aE5GZEqgeBBVrQHgCdPgvvwxpAYCZaTNkKgIAAKD8wqXPkjSuIfnWC+yFy5/rtcVZzDREBivyWb16EVSsAeEJ0OEmr2QqAsDMkKkIAACA+XAm9Pf3SVbjGg7spEMl0nHTWMZTVbdmtQXWE3akQidBIQQVa0B4WMsZPxRUJFMRAGYknKk4ZE/Ks6kKnQYAAAALVa5MRSnaVzEVGsYaU6JsZ6p2CdMcWIfnSqB6EFSsAS2hTMVI+bPq9xsMAJiNuGlQizoz68l+tScreCIAAAAsRLl6KkrSWKivYtqGMhXr+O/5DWoJrCcIKlYtgoo1IDwBOhxUpPwZAGaOEmgAAACUU8pOaEh9OR8bVYFMRUOm4pQk5c9Vi6BiDQhnKoZTfxnUAgAz1+aEh7UQVAQAAEDp5O6nOClc/hzpqVjXmYrBoCKZitWLoGINCAcVw8hUBICZi2YqMlUOAAAApZOvn6KUo/w50lOxPqc/S1KDCZU/W4KK1YqgYg1o1vRBxXqeCgUAsxUe1kKmIgAAAErp9HSZiuHy53BPRVO/QcWEGNRSKwgq1gAyFQGg9NpDQUV6KgIAAKCU8g1pkaTRSPkzmYpTwj0VJ+ipWLUIKtaAhGmatp9CnKAiAMxYW6j8ecj2ybOpCp0GAAAAC830PRXPlj9ba5XSRODxmOp3UEt4+jOZitWLoGKNCE+AzpZgUAsAzFjcNKhFnZm1la9B21vBEwEAAGChsNYvUP58Nqg4maVoM2tXcTnGLefxqlpDJFORoGK1IqhYI1qm6atYz1OhAGAu2p1wCTTDWgAAADB3w+pXOiv70FEwSJg9/TkdylKM13HpsyQlIpmKlD9XK4KKNaJ5mr6KZCoCwOyES6AZ1gIAAIBSOO0HsxSXmo0yWSGYCY1kWu9ES5/rO6hIpmLtIKhYI6Yb1kJPRQCYHYa1AAAAoBxO2+CQlk6zRo1aFNgb05AkKW1DQcU6nvwsRac/T5CpWLUIKtaIlul6KhJUBIBZCQcVByh/BgAAQAmEg4odzmo1mbbA3lQJdErjgf16L3+OKSFHsczaV1ppm5zmGagUgoo1YvryZ3oqAsBshMufyVQEAABAKYSHtHSY1WrOE1ScHNRyVr2XPxtjItmKTICuTgQVa8T0g1rIVASA2QgHFYdsX6a3DQAAACqn1j+TnfZDmYpmlRrVGtibmgCdsqFMxTovf5Zy9VWkBLoaFQwqfvnLX9YVV1yhtWvXau3atbrhhht03333ZR5vb2/P+c8nPvGJvPc8cOBAzud8//vfL81PtQDl66noyJWr+DyfBgAWhrhp0CItyaytfA3a3gqeCAAAoL751tN3k3+qWyc+oO8kfz/Sb7AWJO2YRnQqszZy1Ga6IpmKo2Qq5tUQ6atIpmI1ihW6YNWqVfr85z+vzZs3y/d9ff3rX9cHPvABPfDAAzrvvPO0e/fuwPXPPPOM3ve+9+md73xnwRe//fbbdd5552XWHR35s/HqXb7y57iaZIyZ59MAwMLR5qzQsN+fWZ+xx9Sh1RU8EQAAQP16yXtAr/pPSJIO+c/pWe8e7Yy9q8KnmplwP8U2s0KuiavJhDIV7WuZivRUjEiYZsmeXSfJVKxKBYOKN910U2D92c9+Vn//93+vJ598Uuedd566uroCj99zzz3asmWL3vSmNxV88c7OzsjzkVujFslRTL7Sgf2E6KcIAHPRblbqiHZl1vRVBAAAqJyD/rOB9X7v6ZoLKu73ngqsO80aSVJTnvLn6PRn/p7foJbAmkzF6jSjnoqe5+n222/XyMiILrvsssjjQ0NDuuOOO/SLv/iLRd3vF37hF7Rlyxa99a1v1Z133jmTo9QdY4xaFJ0AHTf0UwSAuQj3VWQCNAAAQGVYa3XMfzmwd9z2RHoOVjNrrXr8xwJ7G5ydkjTN9OdgUJFMxdcyFbMkLUHFalQwU1GSdu3apbe85S0aHx9XS0uL/vmf/1k7duyIXHf77bdrYmJCP//zPz/t/RYtWqQ/+IM/0Otf/3rFYjHdc889+tCHPqRbb71VP/dzPze7n6QONJsODdm+wF6CIS0AMCftZmVgTaYiAABAZQza3kAvQknyldZR/2Wtdy+q0Klm5pQ9pNP2cGbtyNUmdzIpK39PxVCmIkHFHD0VKX+uRubMmTO20EXJZFKHDx/WwMCA7rrrLn31q1/V3Xffre3btweuu/baa7V+/Xr9wz/8w4wP8lu/9Vt67LHH9Oijj057XU9Pz4zvvVA8veSf1Nv8YmBvyfgWve7kL1foRABQ+4bix/WjFX+RWTelO3T1sU9V8EQAAAD16Ujz03p+ybci+xsHr9LWgbdJksbc03qx406lnHF1D9ygJROb5/uY0+pp/U/tbfthZr107Bxd2vchSdJw7KQeWfnnmcea0p26+tgntbvtXu1rfTCz333mrdo8dM28nbka7Wn9vva0/SCz3jxwrboH31LBE9Wv7u7uvI8VlamYSCS0adMmSdLFF1+sp59+Wn/913+tW265JXPNc889p2eeeUa/+7u/O6tD7ty5U//yL/9S8LrpfpjZ6unpKct9S+1Iaq16vWBQsb15SU2cfb7VynuK6fE+LjzV+J6m7Dr9KOvL4fHYgDZt2SDXxCt3qBpSje8pZo73ceHhPV0YeB8XHt7T6R1K/UDyovsjbYfVvbxb1lp9K/nbOmknk412Lf+2frHhrxQzlcvsy35PrbV6PPmXgQEjFy6+Xt0dk4+P25V6JOtzZzo2qu7ubh1NPRT4uVcsXaXuFfX9/8lIerf2ZI2UaOlsVHdX6f6b8GuxNGbUU3GK7/tKJoMjz7/61a9q3bp1uuaaa2Z1kOeff56hLQU0mxw9FSl/BoA5iZsGLdKSzNrK14DtreCJAAAA6tNR/6Wc+712n8btsE7YHp2wZ6sXR3VGx/3qqWbstwd0xh7NrB3FMqXP0uTwEUcGHRiaAAAgAElEQVRuZp3SuNJ2IlL+TE/FHINamP5clQpmKn7uc5/TW97yFq1evVrDw8P69re/rUceeUTf/OY3M9eMjo7qW9/6lj7+8Y/LGBO5x+c//3k99dRTuuuuuyRJX/va1xSPx3XBBRfIcRzde++9+ru/+zt97nOfK91PtgC1qCOyl2BQCwDMWbuzUsN+f2Y9YI+pU6sreCIAAID6MmYHdNoeyfOo1RF/l/b5P4k8csS+qDU6r7yHK1KPFxzQsta5QI1mUWZtjFGTWjWi05m9MQ0qFZn+TFAxMqiF6c9VqWBQ8cSJE/rwhz+s3t5etba2aseOHfr2t7+t6667LnPNHXfcoZGREX3gAx/IeY/jx49r3759gb0vfvGLOnTokFzX1ebNm3XLLbcwpKWAZhMNKsbFqHkAmKs2s0KH9UJmzbAWAACA+XXM3z3t43u9H2uv/3hk/6j/Yo6r55+1Vnv84IyIbveKyHVNpk0j9mxQcdQOkKmYQyI8qIXpz1WpYFDx1ltvLXiTD37wg/rgBz9Y9D3e//736/3vf38Rx0O2lhxBRTIVAWDuwhOgB+zxCp0EAACgPoVLn9vNysAXvbv9h3I+77j/ijybqng/7D67P3BeRzFtcl4Xua7JtAZ6Lo7ZQaWY/hzRYILlz2QqVqdZ9VREZeQKKtJTEQDmri0UVCRTEQAAYH4d9V8OrHe675QpImSRVlK99tVyHatoPV4wS3Gdc2EkMCZJTWoNrMc0qHSo/DlO+bMaIpmK9FSsRgQVa0iTWiO/qZKpCABz125WBNZkKgIAAMyflJ3QyVBgcL17iZabzUU9/0iFS6AnS5+D/RRzlT5LUrNpC6zH7ACZijkkyFSsCQQVa4hj3Mi3GvRUBIC5azNdgfWQ7ZNnUxU6DQAAQH054ffIl5dZt5kVajEdWuPkHsASDrpVuq/iSbsv8KW0o5g2OpfmvLYpFFTM3VORv+cnQlWZSY3JWr9Cp0E+BBVrTLgEOvwLDQAwczHToEVamllb+RqwvRU8EQAAQP04aoP9FFc550qS1jrn57z+DbHgjIaj/svyrZfz2vkQLn1e71yUs/RZipY/j9ozkdLemEmU9oA1yDWxQPDYyldK4xU8EXIpOKgF1WWFs1UnvclJ2o5cLXU2VPZAALBAtDsrNOz3ZdYD9pg6tbqCJwIAAKgPx0L9FFeZbZKklc5WuYrL09kKklbTpQvc/6In07drXIOSpJTG1GcPaLnZNKPXHbIn9eP0NzVmB9VqlqvNrFCb6dIKZ6uazOKi7mFVfOmzFM1UfNV/IhAscxRTo4p77YWuQS2BLM4JjUamQqOyCCrWmMti79GoPaMBe1yXxN4R6ccAAJidNrNSh/VCZs2wFgAAgPLzradj/u7A3srXMhVjpkErna067J/9jHaee4Mc42qVs02v+k9k9o/6L2q5M7Og4n3J/1/H7O7Ivqu4box/UhvcSwreYzB+VIP2ROC5+UqfpWhPxXD2XbdzBZmKr0mYZo3YU5l10o5KpoIHQgTlzzWm2bTrxsQn9PMNX9RW96pKHwcAFozwsJaT/r4KnQQAAKB+9NkDgcBak9rUblZm1he778j8e6vp0g73eknSamd74D4zHdYyZgdzBhQlyVNKD6S+LM+mC97nePNzgfV652IlTP5sunD5czZHri6Pvbfga9aLyARoMQG62pCpCACApC6nO7A+7D8va62M4etQAACAcjnmh/spbgt8/trgXqL3mT9Vn39A69yL1GgWvXZdMKh41H9pRp/dev1Xp318SCe1x3902mQea62ONz8f2Juu9FmKlj9nO9d9s9qcFXkfrzcJ0yzZs+sJywToakOmIgAAklaY7kAz6BGd1ml7uIInAgAAWPiOhoKKK51tkWuWOZt0buzawODSpWa94lmDS8c1NKPPbr12T2DdZbq10mwN7D2V/s60E4d77V6NxU5n1q4S2uDsnPZ142qUq2h5s6u4Lou9p5ij141wpmKSTMWqQ1ARAABJrolHymgO+c/nuRoAAABzZa3V0fCQltf6KRYy1Vcx20xKoE/4ewPr7e6bdUP812WywiT99qD2+0/nvUd46vMG52IlTFOeqycZY3KWQJ/vvkWLzJJijl43whO0yVSsPgQVAQB4zRrn/MD6kP9cnisBAAAwV4P2hEZ1JrOOq1HLzMainx8ugZ7JF8K9oaBil7NZbc4KbXHeENh/Kv2dnM+31mpPKKi4pUDp85RmEwwqxtWonbGfKeq59SQ86TkpgorVhqAiAACvWetcEFgf9nfJt16FTgMAALCwhUufu5xuOcYt+vmrQ1mNe/3H9bL3YMHnDdtTGtHZqcKu4uo06yRJO2PvDFx7zL4cOacknbA9GlJfZh1TQhucwtOiJakllJF4oXtjZCo0FBl4M2Epf642BBUBAHjNUrMuUI6S0phOhPrtAAAAoDSO2lDps4n2U5zOcrNFi7UssPeD1K065E2fsRjOUlxqNsg1k3Nslzkbtc65KPD4U+l/i9yjx3sssN7gXFKw9HnKDvc6SZMDZTrMGl0Su7mo59WbBgXLn8lUrD4EFQEAeI0xTqQE+jB9FQEAAMoinAFYbD/FKa6J6YbEr8tRLLPnK617Un+mfv9Q3ueFg4rLnc2B9aWxdwXW+/2n1efvz6yt9bUnFFQstvRZkja6l+p9iS/ov8R/U+9O/EGkdyAmNZCpWPUIKgIAkGVtuK+iR19FAACAUhu1Azpjj2bWRo66nO4Z32e1s103xH89sJfUqO5K/pGG7amczwlXonQ5WwLrVWa7VphzAnvPefdm/v247dFwoPS5oejS5ynLnE3qdq9Qk1k8o+fVk0QoU3GCTMWqQ1ARAIAs4b6Kx+wrStnxCp0GAABgYToWmvq8zGwsunw47Bz3jboi9sHA3rD6dHfyj5W0Y4F9a616/VcDe8tNMFPRGKNLQr0Ve7xHlbYTkhQZ0LLB2am4aZzV2ZFfOFMxyfTnqkNQEQCALK3OcrWZFZm1r7SOhj70AgAAYG7Cn69mWvocdol7s85z3xLYO2n36XupLwUG7w3ZkxrXYGYdV6M6zKrI/TY4l6hZ7Zl1UqN61X9S1vqRfordMyh9RvHC05/JVKw+BBUBAAiJlED7lEADAACUUrif4kpnZkNawowxujr2y5Ey5IP+T/VA+suy1kqSem2wn+IyszHnxGnXxHSOe2Vg7yXvAR2zrwQnR/sJrXcuntPZkVu41ySZitWHoCIAACHhYS0EFQEAAEonZcd10gZLkFfNMagoSY5x9db4b2iZ2RTY3+V9X095kxOcT/jBforhIS3ZznWvDqwP+c/pp+m7A3vLxrYpbhrmcmzk0RDJVGRQS7UhqAgAQMga5zxJJrPus/s1ZgcqdyAAAIAF5LjfIys/s243K9Vs2qd5RvESpkn/NfEZLdaywP5j6a9pt/dwJFMxPKQl21Jng5aZjZm1la+9/uOBa1aOXRB+GkokrkaZrLBVWhPybLqCJ0IYQUUAAEKaTGvgA6QkHfN3V+g0AAAAC8tRGyx9nms/xbAW06F3JH5bDaHpwd9P/ZWO+68E9sJDWsLOda/J+1hcjVo6fk7exzE3xjhKKDi8J6mxPFejEggqAgCQwzJnQ2A9SqYiAABASYQnP680cy99Dut01uqmxKfkKJbZ85VWWsnMOqHmwIC+XM5x3yRH0Z6LkrTRuVSujZfmwMgpPKwlaSmBriYEFQEAyCHyAYZpcwAAAHPmWy+SLVjqTMUpq50duj7+P/I+vtzZLGNM3sclqcm0aYOzM+djW5j6XHbhYS1MgK4uBBUBAMghYcLfivIBBgAAYK5O2n1KaTyzblZ7wWzBudjqXqnXx34+52NdJn8/xWzbcpRAx9Wo9c5FczkaihD+on+CTMWqQlARAIAcotPmCCoCAADMVaT02dlWMFtwri51f0Y73Osj+9NNfs62wblYjWoN7G1yXqeYSZTkfMivIfxFP5/JqwpBRQAAcog0hSZTEQAAYM6OhoKKq5zS91MMM8bomtivaF1WZmGDWrTWOb+o57smHhnYstW9upRHRB7Rnop8Jq8mscKXAABQfxL0bwEAACgpa62O+uWd/JyPY1zdFP+UnvHu0oA9ofPdt0b69U3n8tjPacj26rjfo+3um7XepfR5PkR7KlL+XE0IKgIAkAODWgAAAEprwB7XmAYy67gatdRsmLfXj5mEXhd7z6yeGzcNelviEyU+EQqhJVF1o/wZAIAcIv1bKLUAAACYk3CW4grnHDnGrdBpUAuiwxPJVKwmBBUBAMghMmmOb0UBAADm5KitTOkzahefyasbQUUAAHIgUxEAAKC0IpOfTfmHtKC2hXsq8pm8uhBUBAAgh1w9Fa21FToNAABAbRu1Z3TGHsusHbla4XRX8ESoBdGeipQ/VxOCigAA5BAzCTlZ88x8eUorWcETAQAA1K6joSzFZWaj4qaxQqdBrUiQqVjVCCoCAJBH+JtRJkADAADMzrHQkJaV9FNEEZj+XN0IKgIAkEd42twE34wCAADMSjhTcZVDP0UUxufx6kZQEQCAPKKZivRwAQAAmKmkHdNJuy+wR1ARxWhQsPx5QsOy1q/QaRBGUBEAgDzC34zSwwUAAGDmjvs9sjobCGo3q9Rk2ip4ItSKmEkEAotWvsY0WMETIRtBRQAA8ghPgKaHCwAAwMyF+ymuop8iZqDFdATWI/ZUhU6CMIKKAADk0cC0OQAAgDk7agkqYvZaTGdgPWxPV+gkCCOoCABAHuFMxaTGKnQSAACA2uTZtI77PYG9VYZ+iihei4KZiqMEFasGQUUAAPKIlD+TqQgAADAjfXa/0prIrJvVrlbTVcETodaEMxVHRFCxWhBUBAAgj4bwoBZ6KgIAAMzI0Ug/xW0yxlToNKhF9FSsXgQVAQDII1r+TFARAABgJqJBRfopYmYimYqUP1cNgooAAOQRzlScsCMVOgkAAEDtsdbqmP9yYG8lQUXMEJmK1YugIgAAeZCpCAAAMHtn7FGNaTCzjqtRS836Cp4ItSg8qIVMxepBUBEAgDwS4Z6KDGoBAAAo2tFIluJWOcat0GlQq8KZiqMakG+9Cp0G2QgqAgCQR0N4+jOZigAAAEU7ZsNBxW0VOglqmWviatTizNrK16gGKngiTCGoCABAHmQqAgAAzF5kSIuhnyJmJ5KtSAl0VSCoCABAHvOZqWitLdu9AQAA5tuIPa0BezyzduSqy+mu4IlQy5gAXZ1ilT4AAADVylVCjmLylZYk+UorbZOKmURJX2dX+vt6LP01NZsOvS3+m+pwVpf0/gAAAPMtPPV5mdmkuGmo0GlQ65gAXZ3IVAQAIA9jTNEToCfsiF5K36/j/iszeo1RO6AH07dpTIPqtwf0n6m/nPV5AQAAqkWk9Jl+ipiDFgUzFYfJVKwKZCoCADCNBtOscTuYWU/YUTWb9sA1nk3p6xOf0JBOSjJ6c+wj2hG7vqj7H/VfkqdkZn3C7tFJf7+WORtKcXwAAICKCE9+XuXQTxGzF8lUFJmK1YBMRQAAplFMpuJh/4XXAoqSZPVg+jad8g8Vdf8Tfk9k7yXv/hmfEwAAoFok7Zj67P7A3kpna2UOgwUhWv5MpmI1IKgIAMA0GkIToCdyTIAetWcCa09J3Zf6C3k2VfD+uYKKu72HinouAABANTru75aVn1l3mNVqMm0VPBFqHT0Vq1PBoOKXv/xlXXHFFVq7dq3Wrl2rG264Qffdd1/m8Y9+9KNqb28P/HP99YVLvh555BFdffXV6urq0oUXXqjbbrttbj8JAABlUEym4piGInt9dr8eT39j2nv71lOvfTWyP64h7fN/MsOTAgAAVIcjkX6KlD5jbsLTn8Nf6qMyCgYVV61apc9//vN68MEHdf/99+uqq67SBz7wAb3wwguZa6655hrt3r0788+3vvWtae+5f/9+vfe979Vll12mhx56SL/5m7+pT33qU7rzzjvn/hMBAFBCCTUF1kk7Erlmwg7nfO7T3l067L2Q8zFJOmUPKaXxnI+96P1wBqcEAACoHvv8JwNrgoqYq2YFe5qPakCeTVfoNJhScFDLTTfdFFh/9rOf1d///d/rySef1HnnnSdJamhoUFdXV9Ev+pWvfEUrVqzQn/3Zn0mStm7dqp/85Ce65ZZbdPPNN8/k/AAAlFUiXP6cI1NxPEem4iSr/0zdovc7X1KDaYk8ejxH6fOUg/6zGrb9WmSWzOi8AAAA86HfP6in0t9Ri+nQ5bH3KmYaJEmn/aPqtwcz1xk5Wu9cXKljYoFwTUxNatOYBl7bsRrTgBaJz8qVNKOeip7n6fbbb9fIyIguu+yyzP5jjz2mLVu2aOfOnfr4xz+ukydPTnMX6YknntCb3/zmwN51112nZ555RqkUPaQAANWjIVz+nKOn4nieTEVJGlafHkh9OedjJ+yevM+z8vWS90BxhwQAAJhHJ/w9+mby09rtP6SnvTv1w9TfZB7b6z8euHa1s11NpnW+j4gFKNxXcZi+ihVXVFBx165dWr16tZYvX67f+I3f0D//8z9rx44dkqTrr79ef/M3f6M777xTf/iHf6innnpK73jHOzQxMZH3fr29vVq2bFlgb9myZUqn0+rv75/DjwMAQGmFMxVz9VQMZyouN5sD61f8R7TbezjyvPCQlo3OpYH1S979stbO6LwAAADlNGRP6u7knyitZGZvt/+IzvjHJEl7vR8Hrt/svH5ez4eFK9xXkQnQlVew/FmSuru79fDDD2tgYEB33XWXPvrRj+ruu+/W9u3b9e53vztz3Y4dO3TRRRfp/PPP13333ad3vOMdee9pjAmsp/7SFN4P6+nJXyo2F+W6LyqH93Rh4H1ceGrtPT3TMixlfX45OXBcPaeDP8NAV7+UOLveePx6jXWMaChxPLP3w4m/1cTxBjV5k9+wps2E+lcfkrL+2Ft7+FrtX/mMrPEm72uP64lD/6nOiY2l/8FKqNbeU+TG+7jw8J4uDLyPC08tv6dpM67Hl/+tRhPhIRlWD/Z/TRuHrlTvqr1Z20bmwDL1TNPyZSGo5fe0lngdjrTo7Hp/78vyhzvyP6EA3rfidHd3532sqKBiIpHQpk2bJEkXX3yxnn76af31X/+1brnllsi1K1eu1KpVq/Tqq9FpllOWL1+u3t7ewF5fX59isZg6OzvzPGvSdD/MbPX09JTlvqgc3tOFgfdx4anJ99Q7qV1ZnTkaW2PqXhr8GR4ZD7bu2Lr2Am3WVv1r8n/J0+RjaWdce1bfrXcmfk+OcScHuKTOZiG2m1W6cNPlOpa8XD3+o5n9sZUH1R1/Sxl+sNKoyfcUEbyPCw/v6cLA+7jw1PJ76ltP/576Yw37x3M+fmzxM1rRvkbyzu6tdLbq/M075+mElVHL72mt6U9t0GHvJ5l189K4ulfO7r8971tpzKin4hTf95VMJnM+1t/fr2PHjk07uOWyyy7TAw88ENi7//77dfHFFysej8/mSAAAlEVChQe1TCjYU7HRLNISZ52uiH0wsH/EvqhnvH+XJJ2wwW9GV5jJDzVb3CsC+6f8gwIAAKi0J9Lf1EH/p3kfT2lcT3q3B/Y2u5eX+1ioI+GeiqOi/LnSCgYVP/e5z+nRRx/VgQMHtGvXLn3+85/XI488op/92Z/V8PCwfud3fkdPPPGEDhw4oIcffljve9/7tGzZMr397W/P3OMjH/mIPvKRj2TWH/rQh3T06FF9+tOf1u7du/WP//iP+trXvqaPfexj5fkpAQCYpYZwT8XQoBbPppTSeGZt5GQCkRe6b9M658LA9Y+nv6GT/quRyc9dzhZJ0lKzPrB/yh6Z2w8AAAAwR7719Kz3vcDecrNFO913Bfas/MB6s0NQEaUT7qnIoJbKK1j+fOLECX34wx9Wb2+vWltbtWPHDn3729/Wddddp7GxMb344ov6xje+oYGBAXV1denKK6/UV77yFS1evDhzj8OHDwfuuWHDBn3zm9/Ub//2b+u2227TihUr9IUvfEE333xz6X9CAADmIJypGB7UMh7OUtSiTH9gYxxdF/8f+vrEb2au85XWfan/rYnQxOguZzJTsdUsl6OYfKUlSWMa0LgdUqNZLAAAgEo4bY8EPgMl1Ky3J/6XHLn6qfddeYpWMi43m9TqLJ/PY2KBC2cqMqil8goGFW+99da8jzU1NemOO+4o+CLf/e53I3tvetOb9NBDDxV8LgAAlRSe/jwRylQct8HJz+Hg3yLTqWvjv6rvpb6Y2Tttg1+2uYpnMhQd46rDrFK/PVv2fMoe0SqzbfY/BAAAwByc8PcE1iudrZkAzzb3Ku3yvh95zmaXqc8oLaY/V59Z9VQEAKBeNBTMVAwFFbNH0r1mi/t6netem/c1lpmNcs3ZnsIdZnXg8dP+4fBTAAAA5k2v3RtYLzdbMv9+kXtTzudsdggqorSa1SaTFcYa16A8m5rmGSg3gooAAEwjpobAhxdPqcCHl3EbHtKSu0z5qtgvqdXkHmI2Vfo8pcOsCazpqwgAACopnKnY5WzO/HunszbSQ3qJWacOZ9W8nA31wzGumtUW2BvRmQqdBhJBRQAApmWMiWQrZk+ADpc/N+TIVJSkhGnSW+IfDwQop6wIBRU7nVCmoiVTEQAAVIZnU+qzBwJ7UwPmplzivjOwnq5CA5iL5khfRYa1VBJBRQAACgj3VcyeAB0Z1DLNQJWVzlZd6r47st9lps9UPE2mIgAAqJCTdn9mgJwkLdZSNZv2wDVr3fN1XeyjWm226xL3nbrQvXG+j4k6Md/DWkbtgPr9Q7LWlvV1alXBQS0AANS76SZARwe15M5UnPK62Lt1yH9Wx+0rkqQV5hy1muBkxA6zUpKRNPnhZdCeVMpOKG4aZvkTAAAAzE5vqPR5eShLccr22HXaHrtuPo6EOjafw1oOec/ru6kvKKVxbXIu002JT5XttWoVQUUAAAqIlD9Pl6mYp/x5imtiujnxWT3j/bs8m9KFsRtljAlcEzMNajXLNGh7X9uxOmOPaJnZNPsfAgAAYBZO+MEhLdn9FIH5Fs1ULF/58zPevyulcUnSq/4T6vcPaYmztmyvV4sIKgIAUEDCNE8lDUoqlKmYv/z57P2adHnsvdNe02HWZAUVJ4e1LBNBxfk0Zgf1nHevrPV0QexGNZu2wk8CAGCB6bWhIS2hti3AfGrR/JU/D9hjgfWQPaklIqiYjaAiAAAFRMqfszIVJ8LTnwtkKhar06zWAT2dWZ/2D0tuSW6NIlhrdW/q/9Nh/3lJ0kveg3pX4vfU7qys8MkAAJg/STumU4HezkbLHb7kROVEyp9VvkzFcMByQiNle61axaAWAAAKaDAtgXVg+vMMBrXMRHhYyymGtcyrk3ZfJqAoScPq0x3J39Upn0ncAID60evvVXa5RodZFRlgB8yncOVIuGqoVJJ2LFP6PGXCElQMI6gIAEAB0w9qCQcVS5Sp6KwOrE9bglnz6WXvgcjeiE7rjuTv6qS/f97PAwBAJfTaYD/F5YZ+iqiscFVQ+LN4qYzaM5E9MhWjKH8GAKCABpN7UIu1VuMK9VRUeTIVz9jj8q0nx1ADXW6eTWm390jOx8Y0qNuTv6OVzjZ1mc1a7mzRWucCJnMDABakE6HJz115Jj8D8yVcFRT+LF4qI4r2asxugYRJBBUBACggX6ZiWkl5SmX2HcUUU2mCS41mkZrVrlFNfkvqK60Be0IdZlVJ7o/8DvjPaFyDWTtG2aVfKY3roP9THdRPJW+yYfjPNvyxFpul835WAADKKZypSFARlZZQs4wcWfmSJj+XeTYl18RL+jq5BsCQqRhF+TMAAAWEewclX+unEv5mtEmLZYwp2et2UAJdES97DwbWO9zrdZH79rzXj+i0fpK+o9zHAgBgXo3ZAQ3a3szakaulZkPFzgNIkjFGDeESaJW+BHo0V1CRnooRBBUBACigIZSpODWoJdzDpaFE/RSndDKsZd6N2SHt858K7J3rXqM3xX5RV8b+W97p3nu9H8u33nwcEQCAeXHCD2YpLjHrFTOJCp0GOCvcw7wcfRXJVCwO5c8AABQQzVScCiqWp5/ilA4TylRk8nDZ9XiPyFc6s243K7XCnCNjjC6KvV0XuG/TGXtUJ+xePZS6LVMKP6YBHfVf0hr3vEodHQCAkhi2p7Tfe0ovej8I7Hc5DGlBdYgMaylDX8WcQUV6KkYQVAQAoIB8mYoTKs/k5ynhYS1kKs6cbz3120NKqEltTlfB68Olz9vcawIl7Y5x1WnWqlNrdch7Trv9hzKP7fEfI6gIAKg51vrqta9qv/eU9vtPqde+mvO6LkM/RVSHRrM4u911WTIVp/qaZ0uSqRhBUBEAgAKKzlQ0pc1U7Iz0VDwia21J+zYuVJ5N6SXvAT3lfUeD9oSMHF0f/5i2uVflfc4p/4hO2OCUy63TXL/FfUMgqLjX+7Guiv0SE7oBAFUvZcd1yH9O+/yndMB7Ouek22yOXK1xL5in0wHTC1cHhT+Tl0LuTEWCimEEFQEAKCDf9OdwU+h8/fZmq0WdiqtJKY1JklIa04hOaZGWlPR1FhLfenre+w89nf6OhtWf2bfy9ZP07dMGFV/2Hgis1zjnqdUsy3v9OufCwPszqjM6Zndrtdk+tx8CAIASs9bqtD2ig/6zOuA/oyP+LnlKFfXcRVqiK+IfnPbPRGA+hauDwtVDpZBzUItG+YI/hKAiAAAFxNUoI0dWviQpraQ8m86RqVjaoKIxRp1mdSB77pR/WItcgor5PJT+ip737s352Gl7VEk7poRpijzmWy9n6fN0Yiahjc5OveI/ktnb4z2m1Q5BRQBA5Y3bIR3yn9dB/1kd9J7VsPqKfm6X2aKN7qXa4OzUUrOBIAqqSrg6aKzEmYqeTeWcKO0rrbSSiquhpK9XywgqAgBQgDFGCTUFJr4lNRr5sNFQ4kxFabKvYnZQsde+qnW6sOSvsxCk7HikqXyQ1Sl7SCvMOcEsh0wAACAASURBVJFHDvu7NKJTmXVMDdrsXF7wNbe4VwSCinu9x3VV7EMyxpnR2QEAKAVrfb3o/VC7vO/rhN2rQOO5acTVqHXOhdrg7NQG9xI1m/byHhSYg3IPahnJ0U9xyoRGCCpmIagIAEARGkxLoI/KqD1T9p6KkrTC6dbL/gOZ9RH/BV2qd5X8dRaCw/4LgVIuV3E1anEgWNjvH9QKJxpUDJc+b3Yuz5nRGLbeuVBxNSqlcUnSiE7rmN2tVebcWf4UAADM3kveA/ph+m+KurbVLNdGZzIbcbWzXa6Jl/l0QGmEP3NPhAa1WOvLlzfr/6dzlT6ffa0RLTKds7rvQkRQEQCAIrSblRq0vZn1Sbs/Mmmu1D0Vpcm+ftmO+i/Lsyk++Oewz38qsN7hXq9Gs1hPpL+Z2euzByLPS9ox7fV/HNg7t0Dp85SYadAGZ6d6/B9l9vZ4j2mVQ1ARADD/XvWfyPtYTAmtcrZrnXOh1jsXqcOsoawZNSmSqZj1Rf+g36vvpv5Up+xh7XCv09Wx/z7j/89zDWmZMsEE6ACCigAAFGGZ2aSDejazPunvjQ5qKUOmYrtZpRZ1ZKYypjWhE3avVpltJX+tWmat1X4vGFTc4OxUWhOBvX57MPLcPd5jgesWaWkkmDudLe4bQkHFx3Vl7L9RAg0AmHfZX4BKUqdZqw3OJVrrXKhVzjbFTKJCJwNKJ9zHPPsz+TPev6vP7pckPe/dpzXO+drivn5G9582qMgE6AA+7QIAUITlzqbAutffFym1KEdQ0Rij1c6OwN5h//mSv06t67P7AmXOcTVqtbNdS8y6wHX9/kFZG+wv9bIfHtBy1YwCguudixXL6q0zolOBPpgAAMwHa20kqPgzic/pjfFf0Dr3AgKKWDDCn7mzq4f6/P2Bx55L3zPj+09X/pwkUzGAoCIAAEVYZoJBxZN2XzRTsQzlz1K0BPqIv6ssr1PLwqXPa53Jvzy1ma5AwG9cQ5msT2myRCb833Obe/WMXjtuGrTeuSiw1+dHy6yBUkjbpP4z+Ze6bfxX9IPUrfJsqvCTANSFMQ1mevxKk1+wNaq1gicCyqNRoaCihjJfGmd/zpOkI/bFSKCxkGkHtZCpGEBQEQCAIrSa5WpQS2ad0ph8pTPrmBrKlgGwxjk/sD7m71baJsvyWrUqV+mzJBnjaIlZG3is3z9bAh3OUuwy3epwVs/49TvNmsB6yJ6c8T2AYvT4j+pl/0GN6LRe9H6gV/0nK30kAFVi0J4IrFvNcnomYkGKqUFOVjc/TymllZS1ViP2VOT6Z73vzej+0/dUHJ3RvRY6gooAABTBGKNlzsa8j5crS1Ga/EvBYi3NrD2ldNx/pWyvV2tG7ZlIufEG95LMvy9x1gce639tWIu1Vi97waBisQNawhaZpYH1kO2b1X2AQk74PYH1TLMvACxc4dLnVrO8QicByssYo6Yc2YoTGlFa0S/ed3sPayxrmEshhaY/4yyCigAAFGm52Zz3sXL0U5wy2VcxWAJ92H+hbK9Xa/Z7TwfWy81mtZiOzHppqK/iVGnycbtbA/Z4Zt9RTN3uFbM6Q6tZFliTqYhyGbb9gTVTKAFMiQYVuyp0EqD8on0Vh/JmGHpK6kXvB0Xfm+nPxSOoCABAkabNVDTly1SUpDUuQcV89of6KW5wdwbWS0w4U3Gy/PmlUJbiRufSWQeHFxFUxDwZDpV1kTEBYMpAjvJnYKFqCFUJjdvhnKXPU55P3yvfegXv61tPYxrM+3iSP3cDCCoCAFCk8LCWbOUsf5aiw1pO2D1K2fE8V9cPz6Z00H82sLfRCQUVnWCm4il7WEk7ph7vR4H92ZY+S9LiUPnzsE4V9cEVmKlwpmJ4YBSA+kX5M+pJ+Av98DC+sCH1aZ//k4L3HdOgrPy8j9NTMYigIgAARWo3KxRXU87HGspY/ixNBq3azIrM2ldax/yXy/qateCI/2Jg0mWLOrTMBDNKm0yrWnS2HNpXWk+n71Iy60Nhk1q1LjTBeSbipiEwYdPK14jyf1sOzIZnUxrTQGAvafnLDYBJ4aBiG+XPWMBylT+Hv3gzoZDXs949Be87XemzRIVAGEFFAACKZIwTCVhNKXemohTNVjzs7yr7a1a7/X6wn+J69xIZE/14Ex7W8ox3V2B9jnulXBPTXLQyrAVlFi59lshUBDDJt16k9cbiUGsOYCEJf/Ye13AkILjVuSqwPuLvKjjgLHyPRQp+vqOnYhBBRQAAZmB5nr6K5e6pKEWDivv9pyLfyNabPn9fYL3euTjndUtCw1rSmgisz3WvnvNZwn95o68iSm1Y0V/vZCoCkCZbI2SXbDapVQmTu7oCWAiimYrRnorr3Yu02mwP7D3n3TvtfcOTnzud1YH1BH/uBhBUBABgBpY5uSdAN6q85c+StNrZEVj324P6ysRH9C8T/7ceTv2DDnjPKGUn8jx7YRoKBVk6zOqc1y0NZSpmW2LWaWmeDNSZCPdVJFMRpZarAf24hmWtrcBpAFQTJj+j3oQzFSdyZCq2mE5dELsxsLfbe0jjdijvfcN9GTvMmsA6qRH+3M0ytzofAADqzPJ85c/zkKnYYjrUadbolD0c2D9lD+uUd1g/9e6Wq7hWOedqnXOh1jkXaolZL2NM2c9WCdb6kUzNxWZJzmvDmYrZtrnXlOS/EZmKKLdcmcm+0vKUVEwNFTgRgGoxyORn1JlcPRXDX74tUqdWOlu1SEs1rMkve9NK6kXvh1qsYAbjlFF7JrBuNcvkKiFPSUmSL09pTSiuxlL9KDWNTEUAAGag3azK+Zf38Aebcnld7D2RptPZPKV0yH9OP0r/k76e/IRum/gV/Ufyf6vX3zsv55tPoxqQr3RmnVCzEqY557WdZk3O/25Gjra6V5bkPIvIVESZ5Wt3ME5/J6DuDTD5GXUm/Nl7zA5GsgybTYcc4+qC2FsD+8+l78074Tmc7dhsOtSg4OdL+iqeRVARAIAZcIyrZWZDZH8+BrVI0jnum/TziS/psth7tdJsnTbAKEmjOqPd/kP6VvK3tdd7Yl7OOF+iWYpL81wpuSauDrMqsr/OuVAtpiPHM2aulUxFZDnmv6zvJf9cj6T+sWR9D/MFFZNMogTqHpmKqDfhz96n7dFAoLBBLYqbyUSA7e71cpXIPDakk+pteinnfaMl1B1qMC2BPfoqnkX5MwAAM7TM2aRj3u7A3nxlKkrSEmetljhrdXnsvZqwIzrkP69D/rM66D8b6ak0xZenH6T+SsudjQtmGmQ4E3BRntLnKUvMukjp+Db3mpKdJ1dPRWvtgi0/R36n/SP6t+TvB0qlrop/aEb3GLGn5SimpqzfW8hUBJBP+M//NnoqYoELf/ae0HBg3WI6M//eZBZrq3ulXvR+kNk7sOhRvUnvjNw3PKilRR1qUCioyJ+7GWQqAgAwQ8vNpshewzxlKkZe17Roi/t6XRv/iP6vxF/pFxJ/qatjv6yNzqWRXi8TGtF9yb+Qb72KnLXUhkNBxekyFSVpSWhYS0LN2uRcWrLzNKpVsaxvwVMaj3zAxcJnra8fpv42E1CUpFe8R4pu6m6t1Y9S/6TbJn5FX5n4sF7xHsk8NpxjUIskTVj+PwPqHYNaUG8KVQmFK1EucN8WWJ9qfFV9/oHAnrVWIwr2VGw27ZH2OhNUCGQQVAQAYIaWOcFhLXE1yTWVT/43xqjdWakLYm/T2xOf1q80fEWvj70vcM0x+7KeTH+7QicsraFQ1la4p2HYmtD07K3ulYqZ0g23MMbk6KtICXS9edG7X0fti4G9MQ1EsmTzedr7jp727pQ02SP1sfTXJv/dpiO9oqZMiDIsoJ6l7IRGswIhRk7B7H2g1rkmPu2wlBZ1BtbLnA1aZYLDWZ7z7g2sxzUc6NcdV6MSpolMxWkQVAQAYIY6zdpABsBq59wKniY/18R1qfszWudcFNh/0rtdR/wX8zyrdoQzFQv9BWqls02Xuj+jRi3SOuciXRH7YMnPFO2ryLCWejJqz+hH6X/M+dhh/4WCz9/jPaZH0/8S2Bu0vRqzg68FDHJnO5KpCNS3oVCW4mKztCq+7ATKbbpsxVw9sy+M3RhY7/Ye1Lgdyqwjpc+v3SPaU5Gg4hSCigAAzJBjXN0Y/6Q2O5drm3O1ro3/aqWPlJcxjm6If0zNas/sWfn6j+RfKGUnKniyuQsH7BZr+kxFSXpD/P367w1f0c2J31HCNJX8TOF+lWQq1peHUl/Jm71wpEBQ8bj/iv4j9Zc5H+vzD+TtpyiRMQHUOyY/o141mOmCip2RvU3O67Qo6/NiWkm96P0ws45MftZrQcVQpmKSP3czCCoCADALy5wNujHxSd2Q+HUtyvGhpZo0m3bdEP9YYG9Y/XrV/3GFTlQaM5n+nK2cg1NyDWtBfdjvPa0e/0d5Hz/i75K1fs7HBv1e3Z38QqAPY7Z+WyCoSMYEUNei/RQJKqI+TDcoMdfnc8e4Oj/21sDe8959mX7j4TYjLWbyS/kGeirmRVARAIA6sM69SOe7wQ9RB7yfVug0c5erv1w19I+ababiKf+Inkvfq1P+kXIcC2VmrdUj6a8G9paZjYHMhnENq88eCD9VE3ZE/576fzWmgbz37ysUVCRjAqhrg/ZEYE1QEfWiUfmDirnKnyVph3ud3KzBeoO2V/v9pyRFP7dlyp8jPRXpZTyFoCIAAHWi231jYH3QfzZv5lS1G7GnlN1frlntck28cgd6zWwyFV9M/0BfS/6GHkz/nf41+UmdJrBYc07bwzptz75vRo7eHP9VrXKCDeHDfRU9m9b3Ul+KDHFZ45wXWPf5+/NOfpbImADqHZOfUa8aZ1j+LElNplVb3TcF9p717tEZ/5ieTt8V2J8awJegp2JeBBUBAKgTK8w5Suhs+caYBnTS7q/cgeZgSDMb0jJfFqv4QS3WWj2V/jf9IH2rrCaDu2kltbfGy9Lr0QE/mPW71rlAy53NWhsKDmYHFa21ejD9dzrkPxe4ZovzBr01/huBvX57KDKIIRuZikB9o/wZ9Sp/pqIJ9BMPu8B9W2B92H9Bd6b+UCmNZfYcxbTZuVxSrkxF/tydQlARAIA64ZpYJAPqgP9MhU4zN+FS0GoJKraYTpmsj1ejOqO0jfbJs9bXj9L/GJn0K0WbhKP6HQwFFdc7F0vS/2Hv3uPjqsr98X/W3nsm93uTNE2TtGnT+73QQlsQKKXcpEVElIqIeFQ8X0WPcBR/XL3r8aAehX5R5Kg/jiiWHikFASsFyqVQ6IXem9I2SS9Jr7lfZmbv9f0jZpK190wyk8xkMjOf9+vF65W19mXWdJKQeeZZz4NS28/bcWuvv27TNnMddpsblOOjxaTuxkoiBxno3bZlwYdj1u6gj8+MCaLkJaVkUJGSVrBMxXTk9NsBvVAbj7zOccqcvYzAEuNWZGvdP0v2mooe/n/Xj0FFIiKiJNIT7OhRa+6I0UqGxtH52VbLMFZ0YSjBIMAZADWlDxu8j2Kb+VzAe7TL4LX1aOTxyS4cs/YqcxXaHABAgShDGrL98x6046Q8hIPmZrzpe1K5JlsU4Rr3N2GIlO5rtQrleCdag66hSwY/RkSJrROt8PSp72bA3W+GFlEiCdaoJVg9xb4qWhcFPValLcIs/Ur/mDUVg2NQkYiIKImU63OUcb3cD4+Mvz+MWuXI3P4MOOsqNvcp+u2VXXjB+x/YZ70a9Pr+GnbQyHPM2qN0bc5CIXLFGACAEBpKtenK+dt9z+Hv3v9C35qgbqTjo657kC5y/HOjhBpU7A/f3BAlr0BNWoQQMVoN0fBKReBMxVCCikUd05AJ59+PuWIMLnPdofwcpbCmYlAMKhIRESWRbFGIPFHqH1swUdenzluT1RAX22/t2X/2QF4s2bMmW/8ZVOySbXjW811/h8EeRp8OhADQwUzFuGKvp1ihz1HeiNhLDlRbb8HXJwipQcdVrruQr5Up543SxgV9zL61UYHuDMiebdVElFy49ZmSWbDtz8GatPSlQcdMY7kyZyAFV7vuhlukKfOBaipKKUEMKhIRESWdnq2ZPWqtbZDSwkbvr/EHz7/id113YLfvHzFaXWic259HblCxWZ5GmzyHZzz34YTcpxzLFkW4zn2vMtcum6O+Roocez3FctvPlz2oaHeJ8S8o12c55vvLVMwShQEDi0SUfFr6ZMMD7PxMySVYo5ZQgooAMFNf7g/EC2hY6roDBbYP+QBAFy7lQ2AJC150DmLFiSd45UoiIiJKSOXaXGw3n/ePa8zteBtPYZf5MoDuphAbfY8hTxuDMdrUWC2zX/G0/fmE3Iv9ntcc2SQFogIr3Pc6/iDuRAssaUITetTXSkPTLE/hnDzmH2vQHUHEXDEGGchDG5wZwPP0FZhuXB7w3rliDDQYsOBzHMsUBfDIdiWQ2CXbgtaWIqLE1WwLKo6kD9mIoi1oTUUMvP0Z6N7WfJP7J6i1tiNflGGUFvwDvRRkKDsNPGiHG2lBz08WzFQkIiJKMqXaVOh9Pm1twSm8b/6vco6EhRc9D6NdNg738gbklZ1K0woN+ogqSm/PVDxq7XIEFEvEFNzg/g4yRB50YdhqAsl+m3LQyFFrqlmKo8VkR90lIYSjriIATNAuwCJjVdB768JAvhgb8FimKHDWdwLrOxElI/uHbCOlcRnRcLBvS+4RaqYi0L2FepK+pN+AIgC4WVcxIAYViYiIkowhUlCqTRvwvDacw0ven4+4Wm0ttnqKGcgfUVl9A2WJjNfOw0r3fUpQKK1Pgw6AdRWjRUoLB83NeMf7Z5y1jg18wQBqrG3KuFyfHfC8cfo8ZVwsJuIK11cgRP9/io8S4wLOZ4p8R1Cxk29uiJLSSC4HQhRtmtADBhYzQ2jUEq4UW9kRfpjXbcCg4m9+8xssWrQIZWVlKCsrw7Jly/DSSy8BALxeLx544AEsWrQIY8aMweTJk/H5z38edXV1/d5z06ZNyM3Ndfx34MCByDwrIiIi6pe9rmIwR61deNf3lyivJjwjeesz0P8buinaJbjadTcMkaLMp0ENKrYzqBgV+6zX8TfvT/Gu+Rf81fMgOuXgM0JN6UOdtVOZq9DmBjy3SluMKm0xBDSM1WbgWve3HN8DgQTLmshEgeNNlIdvboiSkr2mIjMVKdmkBGjWEk6mYuiPw0zFQAasqThmzBg89NBDmDBhAizLwlNPPYVVq1bh1VdfRVlZGXbs2IG77roLM2fORHNzM+699158/OMfx5tvvgnD6P/2mzdvRl5ebwR51Ch+qkJERDQc7M0keix3fR27fC/hmNzjn9tirsFYbQbG6v03nBguzq1eI+vvB7dIRwoyHJ9gz9Wvw2LjFqUzcI90kQ30aSLYAQYVo2G3b4P/6zacw4fmO5huLB3UverlAXjR4R+nIRuFYlzAczWh40r31yHl1wK+/sEEa9YSaPvzUAKkRBSfPLJd+X+NBgPptg+piBJdKrLQjAb/WIOONGRH/HGcHaDZIA0IIah4zTXXKOP77rsPv/3tb7FlyxbMmDEDf/3rX5XjP/vZz3DBBRdg//79mD7dWT+mr8LCQhQUjKzsAiIiomSQJ0qRLYqUWn+LjFWYpC9GqTYNf+q6G+3orae41Xw2YkFFKSU+MF/ACWs/JusfwXh9fljX27d6ZY6woCIAjNYmo8ba6h8vNm7BPGNF0PO5/Tn6pLRwWh5R5o5aOzEdgwsq2usplmtzBtzOHE5AEegnU1EUIAVqZga3YRElH3s5kCwxasDfQ0SJJlVkKh/MpiMvKj8HzFQMLKx/adM08cwzz6CtrQ0LFiwIeE5LSwsAIDd34ILpl1xyCSZPnozrrrsOr7/+ejhLISIioiEQQuAi47NwIRUAME9fiXn6SgBAhsjDMtdXlfPrrJ3wyA7HfQZjr/kKXvf9N6qtt/CC9z9wLszadq2wv4kaeR9QXmzchrHaDIwS43Cl69/6DSgCzqBiu2yO4uqSU6M8AS86lbmj1i5IKYNc0b9j1h5lXKGHVlIgHGkiJ2AHy0xRgFS+uSFKes6tzyPvQzaiaEu1fciWEYV6igDgttVUZNmRbgNmKgLA7t27ccUVV6CzsxMZGRl48sknA2Yhejwe3HvvvbjyyitRWloa9H6jR4/Gww8/jHnz5sHj8eDPf/4zVqxYgfXr12Px4sWDfzZEREQUskp9AT6n/RomTKSJLOVYmTYT2aIYzbJ7O4kFH2qsbajSFw35cfeYr/i/tuDDQWszztduCPl6Z1H6kVc/KlcrwfXuB0M+375Nh9ufI++UPOyYa0cjzsqjKBBlYd+vSdYr49Fi0qDX1p8CrQJt1jn/2I10uEUa3I5tWHxzQ5Rs7EHFTDCoSMkn1fY3bLSCimyQFlhIQcWqqips2rQJTU1NWLduHe644w6sX78e06b1do70+Xz4whe+gKamJjz11FMD3q+qqso/XrBgAWpra/HLX/5ywKBidXV1KEsOW7TuS7HD1zQx8HVMPHxNR6p6x0x+bhWas3pr1OxofAU46wzghfOaekUHTpQeAPrsAv2wZStyT88K+R5nR58AXH3GdW3weeP7+6oprR193wueajmO6jPD+5wS/WfzQM5WBCqxtK3hFVS0hhcsN4UH7WN7ywNACtR/2IiTaBniKp30nGxl3W5vFqrrqtGY3gL0SdI93VyP6rPqa5jor2my4OuYeCL1mtbmVCu/H7znNFQ38/slFvhzGjvt2R70LSXqa9JR3Rja6xHO69aU0Qb06f9yqukEqs8lx+veN35nF1JQ0e12o7KyEgAwd+5cbN26FY8++ih+9atfAegOKN5+++3Ys2cP1q9fj/z88DvtzJ8/H2vXrh3wvP6ezGBVV1dH5b4UO3xNEwNfx8TD1zS+pFtX4IjnDf/4TMYBVOaPhy56/3wI9zU9aL4NeNXtpi1pxzBx4sSQ6s1JKbGhS90aPK1iniPTMt6kW15s9/SOtQwfqvKH72clGX42d3n+CFjO+c6CelSVhPfcz1p1QJ/XK1srxOSqKUNcYWCWWY/D3t4yQfkpJaiqqoJhNuMDb+957iwNVQW9zyMZXtNkwNcx8UTyNT3seUH5vVZRMBlVxfx+GW78OY2tVLMTB73/8I+n5y/GxMKBX4+wXzfzFHb3+f9uaraOqlF83QdVvdKyLHg83X9Jeb1e3Hbbbdi9ezeee+45FBcXD2ohO3fuHPS1REREFHklYjJS+6RAeNDuqCMXrhpru2OuE61olMdDur4LrfChyz82kOKopROP0mzdOjvAmoqRJKXEKcu5/RkAjlm7YUkzrPs19WlwBADZomjQaxvIOG2e0nFygrYQAFhTkYjQzJqKRBirzcDFxudQps3ChcYqVGrnR+VxUmw1FVl2pNuAmYoPPvggrrjiCpSWlqK1tRVr1qzBG2+8gaeffho+nw+33nortm3bhqeeegpCCDQ0dG+Tys7ORlpaGgDgi1/8IgDgscceAwA8+uijKC8vx9SpU+HxePD000/j+eefxx/+8IdoPU8iIiIKkyZ0jNfnY6+50T932NqCcj30rcp9SSkdHXN71FsHkKcFr8fcw9n5uSDsjrojUbpQ9+W2s/tzRLXgNLrQGvCYB+04JQ+jWEwM+X49tUZ7RDOomCIy8An3j7DPfBX5WhmqtO5SQSmsqUiU9FrjoMYwUbQJITDbuBqzcXVUH8ft+DCvPaqPFy8GDCo2NDTgC1/4Ak6ePIns7GxMnz4da9aswdKlS1FTU4MXXngBQHcn574eeeQRrFq1CgBw9OhR5ZjX68V9992HEydOIDU1FVOnTsXTTz+NK664IkJPi4iIiCKhUlugBBUPme/iYuNzgwrknZVHHZ2be5yQBzAVlw54j1Zp7/ycGFkZKciABh0WujPmvOiAT3bBECkxXlliOGUd6vf4UWsnirVwgor2TMXo7rbJ1UpwgfYpZS5FqBm6zFQkSi6WNNGKs8pcligIcjYRDRU/zAtswKDi6tWrgx6rqKhAY2Nj0OM9nn/+eWV855134s477wxheURERBRL5dosGEjxbzluxRmckodQJCaEfa8aa1vQY/XW/gGvN6UX+8zXlLlECSoKoSEN2WhDb5ffDjQjC8w6iQR7UDEFmUrmYp21E/Nxfcj3cwYVo5epGEygNzdSyoTI3CWigbXhHGSfgoppyOYHUURRZO/+7OGHeQAGWVORiIiIkoMhUlCuzVbmDplbBnWv2gD1FHuckXX9Zlp1yTas834fB623lfloZ4gNpzSh1lXkFujIOSXVeoozdXV3zAlrH0zpRahGQlDREG7ofdqgW/Ap9UaJKLG1sJ4i0bBy1lRsD7smcyJiUJGIiIj6VakvUMaHrHfDvodXdjqavKgNViQarIMBr22Rp7DGcy+OWrts12djin5x2GsZqdJsdRU7JJu1RIq9SUuVvgiZ6N0m6IMH9fJASPeSUqJpGGsq9odbsYiSl73GMOspEkWXLlxI69PAUMLCSflhDFc0MjCoSERERP0ap82H6PMnwxlZiyarPqx7HLP2wILPP84WRajUFyrnnJDOLdAnrUN4uusenJV1ynyOGI0b3d9PqDdR6ewAHRVt8pyyrVyHC3liLMZqM5Tz6sydId2vE63wosM/NuBGOnIjs9gw2bdisa4iUfJwBhWZqUgUbfa/HWqtHTFaycjBoCIRERH1K01kYYyYoswdssLbAm3f+lyhzUWJmKzM1VtqptgRcyvWeu5HO9T6zaPFJNzo/j5ytZKw1jDS2bc/d3D7c0TYsxQLRAV0YWCsPlOZt2fCBhOo83Os6hgyU5Eoedm3P2cyqEgUdfaSQLUmg4oMKhIREdGAHFugw6yrWGMLKpZrszFacwYVpewuOr/T9xLWe38ELzqVcyZoF+B69wOOAFwiYE3FyOiQzdjlexlHzV2QUjrqKRZq4wEAZZoaVKyXB4Juwe9rJNRT7MFMRaLkxe3PRMOvTFeDivXyQNL/v3fA7s9ERERE47XzsQm/Ll52DQAAIABJREFU849PyH0hZ9I1WQ1olMf9Yw06xmoz4UKK0oXXg3aclUexz/catprPOu4zR/8olhi3QIjE/Ey0b50egJmKg+GTHvy565toQXcGz0x9OVrlWeWcItEdVMwUBSgQ5TgjawF010ba4H0En3T/BLpwIRhnpmLsmgUxU5EoebVy+zPRsMsSo5AnxuKcPAqg+2+Ho9ZuTLB9+J5MEvOvciIiIoqoHK0Yo8Q4/1jCwmHz/ZCuPW5r0FKiTYFbpEEIDaO1KuXYeu+PHAFFAQ0XG7fjItetCRtQBIB0e6YiGFQMV531gT+gCAA7zZdw2LZVv1Cr9H99oXGzcuysrMM7vqf7fYyRnanYGqOVENFwY6YiUWxU2LdA23bjJJvE/cuciIiIImq8dr4yDrWuYpMtCDNaTPJ/XWLbAm0P2Bhw42rX3ZhtXBXOUuMSuz8Pnb2hj52AhgJR7h+P18/DFO0S5Zyt5rOot6qD3sMZVIxlpmKmMu5Ce4xWQkTDqUu2wdPn512H25HtTkTRUeYIKiZ3XUUGFYmIiCgkE3Q1qFhn7YApPANe14rgW7T6Bhjt0pCDj7m/g0rb4yaqNHv3Z25/DttZ62i/x/PFWBjCrcxd7LoNGcj3j7u3Qf8KPhn4e5uZikQUa/YmLVliVMwaRhElm1JtGrQ+lQSbZQOarPoYrii2GFQkIiKikIwS45GF3oCgDx6cTg2e0dWjVZ5RxpmiwP91sVYFEeDPkTxRihvdP0CxNnEIK44vgbY/SyljtJr4NFCmYqGodMyliAxc5vqSMndOHsM7vj87zrWkiWbbm/mcWAYVbTUVO5O8WDxRsnBufWY9RaLh4hKpGKNNUebsDQmTCYOKREREFBIhBMbbsgZPpu0d8Dr7m5++QUW3SEORmKAcLxXT8HH395GjxW5baSy4RCoMpPjHFnzK9jbqn5QWzspjylyRLYhYps8KeO04fR6m6Zcpc1vNdThh7Vfm2nAOFnz+cSqy4BbpQ1n2kDgyFdmohSgpBMpUJKLhU67NUcbJvAWaQUUiIiIKWaWmdrc7mboXljSDni+lDJCpqL75uch1K9KQDQ0GZujLsMJ9H1KFWisuWdizFVlXMXQt8jR86PKPU5CBG9zfw1z9o8gXYzFHvxaTtMVBr19i3IpMFPSZkdjgfQQ+2XvPkbT1GQjQ/ZmZikRJwflhHYOKRMOp3FZX8ai1C6b0BTk7sTGoSERERCEbo01VmkN49XackPuCnt+FViXQY8CNVFtziRJtCj6X8ht8PuW3uNT1RejCFfmFxwl7of2eDtA+6YFHMmuxP2dsW5/zRRkM4cYS161YlfJzXOT6LDShB70+RWRgqesOZa5RHsfbvj/5xyMtqJjKTEWipGQPKmaDnZ+JhtMoUaHUwvaiAw1y4JJAiYhBRSIiIgqZLgyM0+Ypc4fM4F2gA2UpBiomrwndsZUzGaU5MhWbcNDcjN903YbHu27H694nYEpvjFY3sp2TapOWfG1s2Pco1+dgur5Mmdtursdxq3ubf7PVoByLdVDRzUxFoqTUykxFopgSQkO5ppZUqTWTs64ig4pEREQUlkpd3QJ9yHo3aEORln6atJCTfftzizyNV7z/Fz50wYQXO8wXsMZzL5pswS0CztqDiqJsUPdZYnwGWUrWT/c2aK/sRJNU/91zRGzrftrLBDBTkSg52BtGsaYi0fAr07u3QKchG5O0JRitTY7ximKDQUUiIiIKS7k2Gzp6tyg3y5M4I2sCnmvPpuAbn/713UoDALvNDehCqzJ3Un6IP3v+HYfMd4dzaSPeGcu+/Tn8TEWgu3mQfRt0k6zH274/jrjtz26kAejN/PWio98ap0QU/0zpQxvOKXP8wI5o+FVq5+Mm909we8rjWO7+Gsbp8wa+KAExqEhERERhcYs0lNm2fByyAm+Bdmx/Bt/49CdNqDUVz9rqBPboQhue9/4Ee81Xh2FVI5+UMiLbn3uU6bMwU1+uzO0wX8ApeUiZy45xpqIQGlKgdp/uYsdwooTVYB3E37w/BdC7OyAduTCEO3aLIkpSKSIDRVolhEjusFpyP3siIiIalErtfGUcrK6is0Mlg4r9sddUHMgO3/NRWkl8acVpeNHpH7uRjgzkD+mei4xPOzIRffD0GYkRkXlrr0XaJVuDnElE8eqYtQd/9XwHT3u+hcPWe8qxWGdME1FyY1CRiIiIwjZePw99t12ekofQYqvxBACtYE3FcKTbuj/3VSQmYLHxGWXOXuMvWQXa+hyoIVA43CINl7v+NejxTBSMiE7lKbZmLfbakkQUn6SUqDG3YU3XvVjruR911gcBz5uuLx3mlRER9WJQkYiIiMKWLnJRItSC1IfM9xzn2bc/j4TMrpGsv0zFafplmKtfCw2Gf86Ddngkt7s6mrRog2vSYleqTcds/eqAx0ZKdlCqyFLGL3l/jsPm+zFaDRENlZQWDpqb8bTnm1jn/T5OyH0BzysSE3Ct6x5MMxhUJKLYMQY+hYiIiMipUj8fJ3y9b3YOWe9iNq7yj6WUzpqKzFTsV7Cgog43JulLIISGTFGA5j4Zii3yDApEesDrkoWjnuIgm7QEcqFxM45YW9Ek65X5kRJUrNQWKBlMPnThee+PMT1jJapQFcOVEVE4LGnigPUm3vet7TfjeIyYhvONj6FMmz3kjGwioqFipiIRERENSqW2QBkfs3ajs089t040w4TXP3YhzVH/jVRpyAo4P1Fb6P+3y7I1u7F32E5Gzu3PkclUBACXSP3nNmj1zXuOFtsmLT1m6stxnn6DMidhYVf+Wmzy/h4+2RWjlRFRqNplE/7kuRt/9/5X0IBiuTYHN7i/ixtSvoNyfQ4DikQ0IjCoSERERIOSq5Ug09ubrSVhocba6h+3OLY+M0txILpwIQWZjvmp+mX+rzNtW8jtzXCSjZQywPbnyGUqAsAYbSrm6Ncqc2O1GRF9jMESQuBC16dwifEvsAc+t5vP4SnP3Thh7Y/N4ogoJO/71uKMrA14rFJbgE+4f4QV7nsxRps6zCsjIuoftz8TERHRoBV1TEOr66R/fMh8F5P1iwE4M+jswTAKLE1kKx18s0URxmrT/WN7XUr7FvNk04az8KLDP3YhDZmIfAB7kbEKGnQct/agSl+EEjEl4o8xFDON5UgXuXjJ+wuYfbpUN8rjWOO5F3P1a3GB8UkYIiWGqyQiO1N6sc98XZkT0DBJW4z5xsdQEKEasURE0cCgIhEREQ1aUcc0HMp+1T+usbbDJz0whNuRqch6iqFJRw4acdw/nqpfCiF6N5fY/x3tHbaTTTQ6PweiCwOLXZ+O+H0jaYK+ENeL+/Gi5+doRd+gvsQ28zkctt7HUteXMUYbWQFRomR22HoPnWjxj1OQiU+4f4hcrSSGqyIiCg23PxMREdGg5XhKkYF8/9iLThy1dgFwZiqy83Noxuvn+b9OQQam9dn6DATa/nxqWNY1Up2VtqBihLc+x5sSbQpWpTyMsa0LHMca5XE847kPm7y/g5e1FolGhD3mK8p4sn4RA4pEFDcYVCQiIqJBE9BQqZ+vzB2y3gXg3Jab2Sf4SMHN0q/CYuMzmK4vw3Xu/8+RmWivTZns258d9RQj2KQlXrlFOmacux4rXPchC/ZgvsR2cz2e8nwDx6w9MVkfEXVrlWdQa+1Q5qbpl8ZoNURE4WNQkYiIiIZkvKYGFQ+b70FKyxlUZKZiSAzhxjzjOlzm+iJGa5Mcx52ZimcgpRyu5Y04ZwNsf6Zu5fps3JzyMGboVziONcl6rPU8gNe9/w2v7IzB6ohor/kqJCz/eJQYh0KtMnYLIiIKE4OKRERENCRjtelwI90/bkcj6mW1o9Yfg4qRkYIMuJDqH5vwKPW4komUVoDOz8xU7Mst0nGp6wtY6bofWSi0HZXYYT6Ppzx34bi1LybrI0pWUkrsNTcqc/ZyF0REIx2DikRERDQkunChQpurzH1ovoNWeVaZs2/bpcERQjibtdjqVyaLGms7PGj3j11IC7DdlwCgTJ+Fm1Mexkx9ueNYk6zHs57voMmqj8HKiJLTcbkXTbL3Z06DgUn6RTFcERFR+BhUJCIioiGz11Xca74KCz7/OAWZcIlU+2U0SPagor3TdrLYbq5XxpXaeVHp/Jwo3CINl7j+BStdDyBbFCnHfPCgztoZo5URJZ89PrVBS6W2AGkiK0arISIaHAYViYiIaMgqtLnQYPjHnWhWjtuDYDQ09k7ayZipeNqqQZ31gTI327gmRquJL2X6THzK/Z8o12Yr832zPokoejyyHQett5U5bn0monjEoCIRERENWYrIwFhtRtDj3PocWYGatSSbHebzyrhETEGxNjFGq4k/bpGGYqE2AvKwYQvRsDhibYUPXf5xJkahTJsZwxUREQ0Og4pEREQUEZW2LtB9sUlLZGUhuWsqtssm7Dc3KXNzjGtjtJr45baVJPCCQUWi4XDc2quMq/RF0IQeo9UQEQ0eg4pEREQUEeP184Ie4/bnyHJmKiZXUHGn+RJMeP3jbFHUb1CbAuvbRRxgUJFouJyw9ivjUm1ajFZCRDQ0DCoSERFRRGSKAhSLwNtPGVSMLHtQsTWJtj/7pAc7fS8pc7P0q5jlMwgukaaMvbIjRishSh5e0YnTskaZK9Emx2g1RERDw6AiERERRUylviDgfBa4/TmS7DUq23AWljRjtJrhVW2+iQ40+ccupGG6vjSGK4pfzFQkGn6NKbUApH+cL8YilV2fiShOMahIREREERNsCyozFSPLJVKRgkz/2IKJ9j6BtkQlpcQ2c70yN12/DG6RHqMVxTcGFYmGX6P7iDIu0abGZiFERBHAoCIRERFFTJ4Yi1xR4phnUDHy7P+mydCs5ai1C2f6bBsU0DBLvzqGK4pv9kYt7P5MFH3nUrj1mYgSB4OKREREFDFCCFRq6hboNGTDEO4YrShx2bdAJ0Ndxe22LMVK7XzkaMUxWk38Y6Yikeq0dQTPe36Cv3R9G0fMrRG/vyl9aHTXKXNjBDMViSh+MahIREREEVWpq1ugc8WYGK0ksSVbB+hz1nEcsd5X5uYY18ZoNYnBEVRkpiIlsf3mJvzF820cst5FvTyAl7w/R4dsiehjnJKHYWm9neszkIdsURTRxyAiGk4MKhIREVFEjRaTMVFbBADQYGCesSLGK0pMzu3PiZ2puMN8XhkXiQkoEVNitJrE4Oj+zExFSkKm9OF173/jZe8v4IPHP+9BO2qtbRF9rBPWPmVcok2GECKij0FENJyMWC+AiIiIEosQAle6vobT8nqkiWzWU4ySLFGojBO5pmKnbMFe81Vlbo5xDd+MD5Gb258pybXLRvzN8zCOyz0Bjx8xt2KyfnHEHs8ZVOTWZyKKbwwqEhERUcQJoaFQjI/1MhKavaZiSwJnKu42N8CHLv84A/mYqF0YwxUlBg0GNOiwYAIALPhgSi904Yrxyoiir946gBc8P0UbzgY9p9baDkua0IQ+5MeTUuJ4gExFIqJ4xqAiERERURzKhFpTcaBMRSkljlq7cNjaAg0G5hsrkSayo7nEiDClDzt8f1PmZhlXMvAVAUIIuJCKLrT55zzoRBr4b0sjmyl9aEcj0pELXYT3llZKid3m3/Ga7wlY8CnHsjAKXWiHB+0AgE60okFWR6TUQpOsRwea/GMXUvnhGxHFPQYViYiIiOJQpshXxm1oDJhl1iXbsNd8FbvMl3FOHvPPn5PH8FH3PcOy1qH40NqsZBIZcGOGviyGK0os9qCiF51IQ1YMV0TUvw7ZjDWee9Eoj8OFVIzVZqBcm41ybQ5yxOh+yyL4ZBde8z2BPeY/HMfGajNxpetreN373zhgveGfP2JuRYk29KCifetzsVYVkQxIIqJYYlCRiIiIKA7pwoV05KIdjf+ckWiT5/ydRE9aH2Kn+TIOmJuU5gM9aqxtMKUv7CyfcAz1/lJKbPetV+am6JcgVTDoFSkukQrI3rFXdgIsVUkj2Fbfs2iUxwF0B8EPW+/hsPUeACBbFKFcm4NybTbGajOQIjL8152zjuNv3v/EGVnjuOc8fQUuNG6GJnSM0+epQUVrKy7EzUNe93Fp2/rMRlNElAAYVCQiIiKKU5miAO2y0T9ulMdxzLcbO82X0CAP9nuthIV2nEMWCvs9bzA6ZQte8PwHjsk9GK+dh6tc3xjUduV6ud/xPObo10RqmQTABXsH6I4YrYRoYFJKfGi9E/R4szyJXebL2GW+DAENo8UklOuzkYZsvOl70vH97UIqlrq+jCp9kX+uXJuD7sh6d7T9tDyCVnlmyE3H7JmKYyKQ/UhEFGsMKhIRERHFqUxRgJPyQ/94nfcHkLBCvr5VnnF0kY6E17y/xbF/dlM9bL2Hg9bbg+qgas9SrNDmIU8rjcgaqZs7UKYi0Qh1RtaiSdaHdK6EhRNyH0749gU8nitKcLXrbhRo5cp8msjGaFGFennAP1djbsN04/JBr7tDNivlJwQ0jNYmDfp+REQjhRbrBRARERHR4GQJtVlLsIBiJkbhAuNTKBXTlPlWGbzr6WDVmNuVrYMAcNI6FPZ9mq2T+NB6V5mbo187pLWRkwupytgDBhVp5Dpk+51QIqZgsXELxmozoYWRL1OlLcZN7p84Aoo9xunzlPERa2v4i+3jhLVfGY8SFXCLtCBnExHFD2YqEhEREcWpgbbjlWtzMFNfjnHaPGhCR5s8i2PmHv/xVnkmouvxyi686vu1Y75JNoR9rx3m35QgaYEoR5k2c0jrIyd7UNHLoCKNYB+a6tbnqfolmG5cjnlYAa/swnFrD2qt7ai1duCsPOq4XoOBi43bMEO/ot+GLuO0ediMP/nHddYHARthhcq+9TkSjV+IiEYCBhWJiIiI4lSg7XOpyMRU/TLM0JchVytRjtmDkJEOKm7xrUGzPOmYbw4zqOiRHY7urLP1a/oNAtDguIQtqChZU5FGpiarAaflEf9YQMN4/Xz/2CVSUKHPRYU+F0D377daszvA2CAPIhMFuMj1WRRpEwZ8rFFiPDKQhzacA9AdbD9m7UW5PmtQa2dQkYgSFYOKRERERHGqREzBefrHsNd8FTmiGNOMpajSLoQhUgKen2nbLt0qT0dsLWesOmwz1wU81ixPQkoZclBwj/kKPGj3j9OQjcn6RRFZJ6mYqUjxwrn1eTLSRU7Q8zNFAaYZSzENS8N+LCEEKvR5yocbNdbWQQUVfbILDX1q3wJs0kJEiYNBRSIiIqI4JYTAha6bcaHr5pDOz0S+Mo5UTUUpLWz0PgYLZsDjXnSiA01IR+6A97KkiR3m88rcDH05DOGOyFpJ5ej+zEYtNAKcsPbhXd8auJGOC4xPIk8bg0OmGlSs1BdEdQ3jNDWouNvcgAn6QozRpoZ1nwb5ISz4/OM0Xx4yU4fWSZqIaKQIqVHLb37zGyxatAhlZWUoKyvDsmXL8NJLL/mPSynxwx/+EFOmTMHo0aNxzTXXYO/evQPe99lnn8XChQtRVFSEhQsX4rnnnhv8MyEiIiKifkVr+/Nu8x84IdXtfTrUIGCodRWPWjuVLdQaDMwylg99kRSQ2779mZmKFGMe2Y71np+g1tqOg9ZbWOO5F7Xmdhy3/Y6ZoC2M6jrKtFkw+vwe86IT6zzfxzFrTz9XOdmbtOR2VURkfUREI0FIQcUxY8bgoYcewmuvvYaNGzfi4osvxqpVq7Br1y4AwC9+8Qs88sgj+PGPf4xXXnkFhYWFuP7669HS0hL0nu+++y4+97nP4cYbb8SmTZtw44034rOf/Szee++9yDwzIiIiIlJkCjVTsQ3nYMnA2YWhapeNeMv3pDI3TpuPCm2OMhdqXcVT8rAyrtIuRLoYOMORBofdnykWTOnFZu+fsN7zYxw21fd/B8w30Ylm/7gTzXjW+30A0j83SoxDtlYU1TW6RRouNFYpcz2BxaPmrpDvc8JSk23yusZFYnlERCNCSEHFa665BsuWLUNlZSUmTpyI++67D5mZmdiyZQuklFi9ejW+9rWvYcWKFZg2bRpWr16N1tZWrFmzJug9V69ejYsuugh33XUXJk+ejLvuugtLlizB6tWrI/bkiIiIiKiXIVKQimz/WMJCOxqHdM83vL9HF9p6HwMp+Ijr88gRxcp5oWYqttjqPI7Sxg9pfdQ/NmqhWNhmPoct5hoctrbgBe9Pcco65D+219wY4AqpjCbo0c1S7DHHuAYXGJ9S5nzownPeH6DW/GDA66W0cMI6oMzleZipSESJI6SgYl+maeKZZ55BW1sbFixYgJqaGjQ0NOCyyy7zn5OWloZFixbhnXfeCXqfLVu2KNcAwNKlS/u9hoiIiIiGxp6tOJQt0LXmDuy3NilzC42bkC0KkW0LKgbqCh2IfT1ZtuYyFFls1EKxsM983f+1BR+2+J4BAJy16lAvDwS7zK9Si249xb7ON27AIlvGog8erPf+CDXm9n6vPSuPoQut/nEKMpDpjW6GJRHRcAo5qLh7926UlpaiqKgIX//61/Hkk09i+vTpaGjo/tS5sLBQOb+wsBAnTwb/47GhoSHsa4iIiIhoaCJVV9Enu/Cq7zfK3CgxDnP0awDAmalo1Yd0X3umIoOK0cWgIg23FnkK5+RRZe5D6x2cseqwx5almIpMx/U5YjQKRHlU12g337gei43PKHMmPHje+2McMbcGvc6+9Xm0Nhki/LweIqIRK+Tuz1VVVdi0aROampqwbt063HHHHVi/fr3/uBBCOV9K6ZizG8w11dXVoS45LNG6L8UOX9PEwNcx8fA1TTx8TeOLmWeg7/v0wyf3YRyWhP06Vme/jKacPoFCKTCx4Sp86OnexthmdAAlvYfPeI+hunbgx2ga0wDoveNTR5rRYvJ7bDBCeU0b3aeBPvHflo5GVNfw33skSbTfsXUZ78LWiB4A8ErjEzibclj5+Z905mp06E2ozu1tElp8bg4OthwchpWqsjAVUzKvxb683vfAJrxY7/kx5p5ehaJOZ1fo/flbgIzesfts94ckifaaEl/TeMXXLTRVVVVBj4UcVHS73aisrAQAzJ07F1u3bsWjjz6Ku+66CwBw8uRJjB071n/+6dOnHZmIfRUXFzuyEge6Buj/yQxWdXV1VO5LscPXNDHwdUw8fE0TD1/T+NPoq0Sdr7fcTNooDWgN72+ss9ZRvOxRtz3PNK7A+RVL/WNTjsOmLoGeWmhdRjPGT6yAIdSu0H15ZSe8Xb01/TTomD5+LjShB72GAgv1Z/OMlYLNnt6xnhqdv7dpcBLxd2y156+A5ZyvT9+pjN1Ix6IxK+ASKZhkzsEe8xUUauNxfvEN0EbH5ndCFapQ7CvGa77f+uekMLG98I+40vVvmKCr27Lf6jqmlIOcWbQE7S38GUs0ifhzmgz4ukXGoHOvLcuCx+NBRUUFiouLsXFjb6p6Z2cn3n77bSxcGLyA7vnnn69cAwAbN27s9xoiIiIiGhr79ueWMLc/S2lho/cxWPD559KRiwuNm5XzdOFCJtTHapan+r23fS2ZooABxShzdH+W3P5M0WNKH+qsnQOfCGCSvhgukQIAqNTPx7Xub2Kh8YmY/06YZVyFS4x/UeYs+PCi9z9x0Nzsn2uVZ5VashoMFIsJw7ZOIqLhEFJQ8cEHH8Rbb72Fmpoa7N69Gw899BDeeOMN3HjjjRBC4I477sDPf/5zrFu3Dnv27MGXv/xlZGRk4OMf/7j/Htdddx0eeugh//hLX/oSXn/9dTz88MM4cOAAHn74YWzatAl33HFH5J8lEREREQGAI9DXFmZQca+5EcelWifsYtfnkCIyHOfmaPZmLf13gG61BR3ta6XIc3R/Zk1FiqIGWQ0P2vvMBC99NVW/LOixWJtpLMdlxpfQd/0WTLzofRjV5lsAgBPWPuWaIlEJ459BUiKiRBHS9ueGhgZ84QtfwMmTJ5GdnY3p06djzZo1WLq0e4vLnXfeiY6ODtx9991obGzE/PnzsXbtWmRlZfnvcfjwYZSWlvrHCxcuxBNPPIHvfe97+OEPf4jx48fjiSeewHnnnRfhp0hEREREPcJp1OKVXehECzKQB03o6JBNeNP3/yvnVGhzMVG7MOD1OaIYx7DbP24aIKjIJi3Dj41aaDjZuyVXaYtwSh5CozyhzOeLMhSLicO5tLBNNy6HgIZ/+FajZ4+zhIWXvD/HHvMfjt93JdqUGKySiCi6Qgoqrl69ut/jQgjcc889uOeee4Kes3OnM819xYoVWLFiRShLICIiIqIIsAcV23AOMkCBs7NWHf7q+Q7acA7pyEWVvgjN8hQ60eo/x4AbHzE+H7TRXrawZyr23wHauf2ZQcVo0+GCgOb/HrDggym90IUrxiujRFRrbVPG4/T5qJBzsMH3iDI/Tb9swAaeI8E04zJoQscG7yP+nyEJC7XWDse5DCoSUSJiP3siIiKiJOISKUjt0/7ZgokurdVx3nu+/0UbzgEA2tGIHeYLOGxtUc5ZYHzCscW5rxxbUHGgTMVWMFNxuAkh4EaaMsdsRYqGdtmEk/KQMleuzcYk/SJkiyL/nA4XJusXD/fyBm2K/hEsc30Fop+31gIaxmiTh3FVRETDg0FFIiIioiSTYctW7DSaHOfUywP93qNAlGOOfm2/5/QNFABQmhYEYt/+zEzF4cEt0DQc6mzZe4WiEukiB7owcJXrG8gVY5COXCx1fRnpIidGqxycyfpFWO76GnQE7m4/X1+JtDh7TkREoQhp+zMRERERJY5MUYAzssY/7tTVoGKnbEXTAFuVL3V9Ebro/0/JQJmKUsqg2xpbHTUV2ahlOLhEak9JOAD/7AA98neeRk1/36NDZUkTddZO7DVfwRFrG3QYWOq6A5X6gqg83khir6dYoc3xf12kTcAtKf8V1X/7aKvSF2GMNhWnrRqlpESuKEGuVhLDlRERRQ+DikRERERJxh6sswcVT1rqFsUsjEKxVoUj1vuwYOEjxu0oCWErXyqy4UIb08zrAAAgAElEQVQavOgAAPjQhQ40IR25jnOllI6ailmiMKTnQ0PjzFTsiNFKYqvJasBrvsdRZ32AMm02rnB9Bakia+AL/8mSJs7IGqSLPGSIPOVYo3UCe82N2Ge+hlb0fp97Abzo/Rk+IX6EUVpFpJ7KiCOls85guT7HcV68BhR7ZIg8ZOh5A59IRJQgGFQkIiIiSjL2Zi1derMyPiU/VMZj9Zm43PWvYT+OEAI5ohin5RH/XJNsQLpwBhU70QwTHv/YhVS4kR72Y1L47JmKXplc25+llNhtbsAbvt/7t37XWFvxrOd7WOm+HykiY8B7mNKLNZ77cFIeBNBdHqBcm41sUYQD5ps4IfcFvxZevOz9BT7h/hEMEXj7bLw7JY+gA70fXriQhtFiUgxXREREkcCaikRERERJJhMDZSqqQcUiMWHQj2WvqxisWYu9nmKWGBX3WUvxIplrKrbJc3jO+wNs9D3meN4n5YdY5/k+PHLgzM195uv+gCIAnJG12GY+h9d8v+03oNj3/Ld9T4X/BOJEraVufS7TZg5YPoGIiEY+BhWJiIiIksxAjVrsHVqLtMEHFe11FZuDBhXVrc9s0jJ8krX7s0924RnPfaixtgU9p14ewHrPD+GVXf3e64D1RsiPayAFU7SPYLx2njK/3XwOteYHId8nnvRXT5GIiOIXg4pERERESaa/moodskXp0qxBxygx+Fpv2fZmLVbgoGKrPGVbI4OKw8UlbJmKSbL9+YS139GQyIVU5IsyZe6Y3IPnvT+GT3oQSJs8h2PW7gEfr0RMwVLjDtye8jiWub+CZa6vIAvq9/kG76/QKVvCfCYjm0e2o17uV+bKGVQkIkoIzDknIiIiSjIZIl8Zd+rNkNKCEBpO2bY+54uyIdV5G2ymIoOKw8e+/dmTJI1a7Fvu80UZrnV9C6kiE3/1fAcn+9QWrbM+wN+8P8XVrruhC5dy3UHzLaXbb4GowALjRtRa29Ehm5EvyjBVv8TRAThFZGCZ+6tY63kAPUUt23AWG72P4UrXNxJm+3+dtQsWTP84T5QiWyvq5woiIooXzFQkIiIiSjJukYYU9DafkMJEB7qbtTTYmrQMZeszAOSI0co41JqK3P48fBw1FZMkU7EN55TxOG0ecrRipIgMrHDfi1FinHL8iLUVL3p/BlP6lPkD5pvKeLJ+ESbqF+Ay15dwjfvfcaHrU46AYo9SbRrm6yuVuYPWZuyzXhvckxqBam3by5mlSESUOBhUJCIiIkpC9g7Qrf/MFLQ3aSkeQpMWoCfjsDfjqg1nA24jbbU3agGDisPFsf05SWoqtsmzyrhvBm+qyMJK933IF2OVcw5Z7+Lv3v+CJbsz75qtk6iXB5RzJumLw1rHQuMTKBSVytxr3seDlgqIJ1JK1lMkIkpgDCoSERERJSF7ULHFH1SMXJMWANCFC1m2btP2RjDdj2/PVCxwnEPRkazdn9ukmqmYIfKUcZrIwUr3A8gVY5T5aust/MP7KKS0cMBSsxRLxBRkicKw1qELF65w3QkDvWUGvOjE372/VLYNx6NGeRwt6K2XqsONUm1aDFdERESRxKAiERERURIKlKnYLpvQit7gngYDBaJ8yI+Vp6nZXq96f61kK5rSh3Y09rs+ih63sHV/Tpbtz/1kKvbO5eF69wOOhkP7rNfwiu8xHDDVrs9VYWYp9sjXSrHY+Iwyd0Luw+Gs1wd1v5GixlKzFEu1qTBESoxWQ0REkcagIhEREVESChRUtG99HiXKHU0pBmOWfqUyPiNrsdn3lH/chnNKo4s05AypOQyFx9moJVmCirZMReQFPC9TFOB694OOLfl7zH/gjKzxjwU0VOkXDno9M/XlqNDmKXMHczagwTo46HvGWg3rKRIRJTQGFYmIiIiSUCbUrKwmeULpdgsMfetzj/H6eZisXazMbTPX45i1GwDQIk8px9j5eXg5tz8nfvdnS5qORi327c99ZYtCXO9+EBlwZjP2GKvNQLrIHfSahBC43PVlpCHbPyeFhZe9v4jL7FGf7MJxa48yV6HNjdFqiIgoGhhUJCIiIkpCmba6bx9a72Cn7yVlrmiITVr6+ojrdluml8TfPb9El2zzN4npwaDi8HI0aonDAFa4OtCsZMemInPA7NgcbTSudz+AdAQOHE7Slgx5XekiF0tdX1bmGuUJvOH7/ZDvPdyOW3vhQ2+Zg0yMQp4ojeGKiIgo0hhUJCIiIkpCpdpUx3ZPe13DIk3tSDsUKSIDl7v+jzLXgtN43ftEgCYtDCoOp2Rs1OJs0hI8A7GvPK0UK933IxVZyrwGAxP0hRFZ23j9PMzQlylzu8y/45C5xT+WUuK0VYOtvnV41vNd/N/OT+N3nV/CMVtmYCzZ6ylW6HMghAhyNhERxSMj1gsgIiIiouHX03F2nfcHMPtkE/mPw4V8URbRxxyrz8Ac61psN9f75/ZZryFHjlbOY6bi8HIEFZMgU9HZpCX41me7Aq0cK9334389D6ILbQCA6fpSpIiMiK1viXErjlq70ChP+Of+4V2NLtmKo9Zu1Fk7HNu3vejEP7yP4hb3L0dE8K7WFlRkPUUiosTDTEUiIiKiJDVWn4FrXf8OIXXHsVGiIiJNWuwuNG52BCubZL0yZufn4eXo/sxMxQEVauPxqZSfYp6+AouNz+Ai47MRXF33lvQrXHdCyN63a51oxgbfI9hnveoIKPZokvWol/sjupbBaJGncVYe9Y8FNJRpM2O4IiIiigYGFYmIiIiSWLk+B3NPr4Jm28ASqSYtdoZwY7nrTugIHrBkpuLwSsbuz45MxSCdn/uTJQqx2HUL5hnXRSUAX6xNxMSmy8O+br+5KeJrCVetqWYpjhaTIprJSUREIwODikRERERJrqhzKpa7vgYNPRmLAlP1S6P2eKO0cVhifCbocdZUHF46XBB93hZY8MGU3hiuKPrC6fwcS5UtH0GJmBLwmIEUjNPmOeovVptvw5S+4VheUM56iuz6TESUiFhTkYiIiIgwUb8AeeKnqLG2olSbjmJtYlQfb6Z+JWqtD3DY2qLMazCQEaS7LkWHEAIupMKDdv+cF539ZpPGO2dNxfC2Pw8XAQ1Xuv8NL3l+hpPyEPJEKcq12SjXZqNEmwxduGBKL6rNt/z1HTvRjFprB8br82OyZkuaqLM+UObKtdkxWQsREUUXg4pEREREBAAo0MpQoEW2OUswQggsdX0ZT3V9A23oDfBkinwIwc00wy1QUNHe4TiROGsqjsxMRaD7Z+KGlO8GPa4LFybqF2K3ucE/d8DcFLOgYr2sVr6XUpGNIhG5TvJERDRy8C82IiIiIoqJNJGF5e47AfR2qg221ZOiyyWSqwP0UBu1jDST9YuU8SFrCzyyIyZrqTW3KeNybRY/KCAiSlD87U5EREREMVOqTcfVrrtRKCoxXjsPF7pujvWSkpIbagfoRG7WYkof2tGkzKXH+Zb7MWIqMtFbi9SHLhyylRYYLqynSESUPLj9mYiIiIhiaoK+ABP0BbFeRlJziVRA9o4TOVOxA03o+2TTkANdxPfbIiE0TNIXY6v5rH9uv/k6pugXR/VxG6yDaJeNKNfmQBcGOmQTTspDyjmsp0hElLji+/+eREREREQ0ZC7Ytj8jNltnh0Oro0nLyK2nGI7J+kVKULHO+gDtsgnpIicqj7fL93ds9D0GABgtJmGl+wHUWh+gb8C2UIxHuojvLFAiIgqO25+JiIiIiJKcM6iYuJmKiVZPsccobRwKRLl/LGGh2nwzKo/VJs/hDd/v/eN6eQBv+H6HGkc9xTlReXwiIhoZGFQkIiIiIkpyydSopS1BMxUBYJK+RBnXWNuCnDk0W3xrHIHnXebfcdDarMyxniIRUWJjUJGIiIiIKMklU6MWR1ARiZGpCADjtPnK+LRVE/HHaLROYLe5IeAxEx7/1y6kYbSYFPHHJyKikYNBRSIiIiKiJJdU25+hbn/OTKBMxTxRCq1P2fw2nEWHbOrnivC97XsKFswBzyvTZsZ9AxwiIuofg4pEREREREkuubc/J06moi4M5IuxytypCGYrNlgHcdB6S5kLVjexgvUUiYgSHoOKRERERERJLpm6PzsbtSROpiIAjBLjlPFpeSQi95VS4i3fk8pcoajER133oEJz1k5kkxYiosTHoCIRERERUZJjpmLiGKVVKOPT1pGI3LfO+gBHrV3K3CLj09CEjstd/wfpyPXPl4jJyNaKIvK4REQ0crHIBRERERFRkrNnKiZqoxaf9KATrf6xgIY0ZMdwRZFXKMYr49MyMtuf95oblXGZNgvl+iwAQLrIwQ3u72Kz70/QoGOhcVNEHpOIiEY2BhWJiIiIiJKcvftzojZqsW99TkcuNKHHaDXRYc9UPCePwZRe6MI16HtKaaHW+kCZO9+4QRnnaiW40v31QT8GERHFH25/JiIiIiJKcsmy/dne+TnR6ikCQKrIQiYK/GMLPpyVx4Z0z1PyCDrR7B+7kY4SMWVI9yQiovjHoCIRERERUZJzNmpJ0KCio55i4gUVgQB1FYfYrKXW2qGMx2ozEi7Dk4iIwsegIhERERFRknMEFWVidn92dn5OrCYtPRwdoIfYrKXOFlQs12YP6X5ERJQYGFQkIiIiIkpybvv2Z2YqxrVR2jhlPJRMRY/swHFrnzJXrs0Z9P2IiChxMKhIRERERJTkkqX7syNTEYmaqWjb/mzVQEo5qHsds/bAgs8/zhGjkaMVD2l9RESUGBhUJCIiIiJKcjrcEH3eGljwwZTeGK4oOtqQHJmKOWI0DLj94060OJ57qLj1mYiIgmFQkYiIiIgoyQkhAjRr6YrRaqLHnqmYmaA1FTWhoyBAtuJg2Ju0MKhIREQ9GFQkIiIiIqKk6ACdLI1agMjUVWyRp3BOHvOPNegYq80Y4sqIiChRMKhIRERERERw2Zu1JFgHaI/sgAft/rEGA6nIiuGKostZV/FI2PeoNdUsxdFiEtwifSjLIiKiBMKgIhERERERIQ3ZyrhVDq4G30jVJE8o42xRCCFEjFYTffZMxVODyFR0bH3WufWZiIh6MahIRERERETIFkXKuEnWx2gl0XHOFlTMFSUxWsnwsGcqNsl6eGXodTItaaLO2qnMlbGeIhER9cGgIhERERERIUcUK+NmeTJGK4mORnlcGeeKMTFayfBwizRk93lNJSwctXaFfP0xaze60OofpyITRaIyomskIqL4xqAiEREREREhRxutjJtkQ4xWEh2NVnJlKgLObMX13h/ima77ccB8A6b0Br3OKzux0fdrZW6sNgua0KOyTiIiik9GrBdARERERESxl23LVEy07c/JlqkIAKO1Khyy3lXmjss9OO7dgzTkYLq+FDOMZcgShco5b/j+4Hj9Z+pXRH29REQUX5ipSEREREREAbc/SyljtJrIklKi0VZTMU9L/KDiNP1yFIjygMc60IT3zLX4fde/Yr3nR6gxt0FKC0fMrdhlvqycO1NfjrH6jOFYMhERxRFmKhIREREREdKRCwMp8KG7mYcH7ehEi6MrdDzqRDO60OYfG0hBBvJiuKLhkSaycJP7xzhkbcFO8yUcs3Y7zpGwcNh6D4et95AtiuGVHcrxXFGCxcYtw7VkIiKKIwwqEhERERERhBDIEcU4I2v9c02yAWki/oOKgTo/C5Ecm7Z04UKVvghV+iKcteqw03wZ+8zX4EG749xmWx1NAQ3LXF+BS6QO13KJiCiOJMf/SYmIiIiIaEDZokgZ24NM8arRstdTTPwmLYHka2X4iOt23JbyGC41vohRYly/55+nfwyjtUnDsjYiIoo/AwYVH374YVx66aUoKyvDhAkTcNNNN2HPnj3KObm5uQH/u+uuu4Let6amJuA1GzZsGPqzIiIiIiKisOWIxOwAba+nmAxNWvrjFmmYYSzDJ93/gY+7v4/J2sXQbJvYikQlzjc+HqMVEhFRPBhw+/Mbb7yB22+/HfPmzYOUEj/4wQ+wcuVKvPPOO8jL665Dsn//fuWabdu24ZOf/CRWrlw54AKeeeYZzJjRW/S3555ERERERDS8ErUDtKPzs5acmYp2QgiUiMkocU/GRfJW7DE34qi1C2nIxkWuz0IXrJZFRETBDfh/ibVr1yrjxx57DOXl5di8eTOuuuoqAEBxsfrHxwsvvICJEydiyZIlAy4gPz/fcT0REREREQ0/RwdoKzEzFfOSPFMxkDSRg/nGSszHwIkhREREwCBqKra2tsKyLOTm5gY83tLSgrVr1+LWW28N6X633HILJk6ciOXLl+PZZ58NdzlERERERBQh9qBiImx/ltIKsP2ZmYpERERDFXY++7e+9S3MnDkTCxYsCHj8mWeeQVdXFz71qU/1e5/MzEx897vfxQUXXADDMPDCCy/gtttuw+rVq3HTTTeFuywiIiIiIhqi7kYtAoAEALTiLHzSA0O4Y7quoWjBGZjw+sepyEKqyIrhioiIiBKDaGxslKGe/O1vfxtr167Fiy++iHHjxgU859JLL0VFRQV+97vfhb2Yb3zjG3j77bfx1ltvBT2nuro67PsSEREREVFoXi35ETqNJv94yYmvI9NXBAsmzqUcQZovH+lm/NRBP51SjfeKnvCPc7vKccHJO2K4IiIiovhRVVUV9FjImYr33HMP1q5di+eeey5oQPGDDz7Atm3bcP/994e9SACYP38+/ud//qffc/p7MoNVXV0dlftS7PA1TQx8HRMPX9PEw9c0MfB1TDxDeU13esbimNUbVMwrT0O5Von/9TyI43IvAIGPuu7BOH1ehFYbXR2+g4Cvdzw6rTJuvt/5s5l4+JomHr6m8YmvW2SEVFPxm9/8JtasWYN169Zh0qRJQc/7/e9/j/LyclxyySWDWszOnTvZtIWIiIiIKIacdRXrccR6/58BRQCQ2OT7HaQMecNTTDnqKbLzMxERUUQMmKl411134c9//jOefPJJ5ObmoqGhu1hzRkYGMjMz/ee1t7fjL3/5C7761a9CCOG4z0MPPYT3338f69atAwD88Y9/hMvlwqxZs6BpGl588UU8/vjjePDBByP01IiIiIiIKFzZ9g7QsgEN1kFlrlEex3G5F6Vi2nAubVDOyePKmJ2fiYiIImPAoOLjjz8OAFixYoUy/81vfhP33HOPf7x27Vq0tbVh1apVAe9TX1+Pw4cPK3M//elPUVdXB13XMWHCBPzqV79ikxYiIiIiohiyZyqelUdRbznrmu/2bUCpe+QHFdn5mYiIKDoGDCo2NjaGdKNPf/rT+PSnPx30+OrVq5XxzTffjJtvvjmkexMRERER0fDIEaOVcZ21ExKW47yD1mZ8RN6OFJExXEsLmym9aJGnlLn/1969x0VV538cf58ZEPGKCgwi4v1SXshE1DZ/Zq66lpF5Y/u1W6G51iO3h5Xrlce6Kq5ZZuaW1KaV9tB0U1shLbeH4gUvkeVqN11RIcpEQSjvyMz8/vDnrCPXEdCZw+v5eMxDznfOfM/nfD8wwme+53wbUlQEAKBKVOieigAAAABqhusvfy6poChJdhXqkH17hfstchbK7rxcqdg89bMzxy3+egqWvxFwU2MAAMCsKrz6MwAAAADzq616qqU6KtT5cvf9xr5ZXay/KfGe6k6nU7nOYzrm+EKZ9i+U48xQbdXTIP9nFWmNqo7Qiym47n6KLNICAEDVoagIAAAAwMUwDDU0bDrlPFbsuQDVVaEuuGb/5TozddJ5RDajrSTpsvOSfnB8pUzHFzpm/0LndNrt9Rd1VluL3tLvLX8rsRBZ1a6/nyKLtAAAUHUoKgIAAABwU1pRsZ31Lp115inT8aWrbV9RippZblem4wtlO76WXYVl9v2z84ROOY8q1GhT5XFf7/qVn4MoKgIAUGUoKgIAAABwc/19Fa9qY+mtIl10KyoeduzUYcdOj/rPsO9RqKX6i4qnHdlu26z8DABA1WGhFgAAAABurl8BWpJqq74iLJ3UwnKn6iioQv34KUCtLD3Uyfprt/YMx245nc4qibU0Jx1HdML5H7e2xpbm1XpMAABqEmYqAgAAAHBT0kzF1tYYWQyrJOk2az99Yf+wxNfWV7BaWqPVytJdzSyd5GfUUqHzvL6zb5VDRZKuXAKd6zymEKN1tZ3D50Vr3babGh3VwAiptuMBAFDTUFQEAAAA4KZhCUXFdpberq+7+cXqsGOnfnGelGQozGinVtZotbR0VxMjstgiLLWMOmphuUPHHHtdbYftuxViqZ6iYq4jS0cd6W5tPfxGVMuxAACoqSgqAgAAAHBT3whWHQXpvAokSYFqqGaWzq7nA436+l2tV5XrzFIDI0SBRsNy+2xr7e1WVMxw7FZv5/9WyyrQe4vWuW2HGm0UaYmq8uMAAFCTcU9FAAAAAG4shlX/4z9atdVAdRSkAf5/lNVwn49gNfxls7StUEFRklpZomW5Zk7DlUugsyocU0XvwZjv+FGHHbvc2nr4Da+W4iUAADUZMxUBAAAAFNPOepdaW2JkkbVKCnIBRl1FWrq6rRydYd+tEEvLMl/3vf2AtlxerHMqUB01VB2joeoYQapjBClQDVXXCFKgEXTlXwVpb9EaSf8tQDYxItXKEl3p+AEAgDuKigAAAABKdP3sxMpqa73Lvajo2K1ezt+WWrR0Op1KLXpDZ5QrSTqrPJ115l1bMyxXtN9wGQYXaAEAUNUoKgIAAAC4Ka5eAn11FegC53G9XzhRl3VBDqddbay9dLffo65Vps8p//8Xg7kxQUa42lp6VUnsAADAHR/ZAQAAALgpahv11NzSxa0tz5mlX5wndVZ52m/foKOOz13P5ToyK3W8aL9hrgIlAACoWsxUBAAAAHDTtLX0VpZjX6nP/+D4Sm2tV2YXXr+QSzvLrxTld5/OOwv++9DPxb42ZNHt1n7qaOlbrecCAEBNRlERAAAAwE3TwdpHX9n/pZPOjBKfP+k44vo6z+FeVAy3dFRTS4dyj+F0OlntGQCAakZREQAAAMBNYzX8NaLWbOU4M1TkvCTJ0PrLs13P5zqzZHdeltXwV64z0+21weWsFH0VBUUAAKofRUUAAAAAN5XV8Fe4cZtru+7lxjqn05Ikuy7rtDNbjRShfOdxt9c1MSJvapwAAKB0LNQCAAAA4JYKtbR22z7pOKrTzh/klMPV1sAIVYBR92aHBgAASkFREQAAAMAtFWpp47Z90nmk2MrPzFIEAMC7cPkzAAAAgFs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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_uber = get_stock_rates('UBER')\n",
+    "\n",
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "plt.plot(df_uber['Adj Close'], c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## XXXX Merging all Tech Values into One Tech value Dataframe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In order to compare stock evolution of the aforementioned various Tech companies, all of the imported values will be merged into one dataframe, in order to measure stock correalation and their eventual impact on Tesla's stock evolution."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### XXX-1. Merging All Car Companies into One Car Maker Dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_car_companies_merged = pd.concat([df_TSLA['Adj Close'] , df_gm['Adj Close'] , df_ford['Adj Close'], df_toyota['Adj Close'] , df_nissan['Adj Close'] , df_VW['Adj Close']], axis=1)\n",
+    "\n",
+    "df_car_companies_merged.columns = ['Tesla_ADJ_Close', 'GM_ADJ_Close', 'Ford_ADJ_Close', 'Toyota_ADJ_Close', 'Nissan_ADJ_Close', 'VW_ADJ_Close']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_car_companies_merged.to_csv('df_car_companies_merged.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scatter_matrix(df_car_companies_merged, figsize=(30,20), alpha=0.5, hist_kwds={'bins':70})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scatter_matrix(df_car_companies_merged, figsize=(30,20), alpha=0.5, hist_kwds={'bins':50})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### XXX-2. Merging All Tech Companies into One Tech Dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_Tech_merged = pd.concat([df_TSLA['Adj Close'] , df_google['Adj Close'] , df_Apple['Adj Close'], df_fb['Adj Close'] , df_amazon['Adj Close'] , df_msft['Adj Close'], df_netflix['Adj Close'], df_uber['Adj Close']], axis=1)\n",
+    "\n",
+    "df_Tech_merged.columns = ['Tesla_ADJ_Close', 'Google_ADJ_Close', 'Apple_ADJ_Close', 'FB_ADJ_Close', 'Amazon_ADJ_Close', 'Microsoft_ADJ_Close', 'Netflix_ADJ_Close', 'UBER_ADJ_Close']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_Tech_merged.to_csv('df_Tech_merged.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1b5737d1160>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_Tech_merged.plot(figsize=(20,10))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr_tech = df_Tech_merged.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1b5755c0d30>"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,10))\n",
+    "sns.heatmap(corr_tech, annot=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### XXX-1. Importing GAFAM stocks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### XXX-1. Comparison of Car Stock Values stocks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This section will compare various value of the previously imported value to measure how Tesla stocks evovle in comparison to other value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "df_TSLA['Adj Close'].plot(label='Tesla')\n",
+    "df_gm['Adj Close'].plot(label='General Motors')\n",
+    "df_ford['Adj Close'].plot(label='Ford')\n",
+    "df_VW['Adj Close'].plot(label='VW')\n",
+    "df_toyota['Adj Close'].plot(label='Toyota')\n",
+    "df_nissan['Adj Close'].plot(label='Nissan')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tesla has a stock evolution way higher than its competition, which makes its stock reading hard"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### XXX-2. Importing GAFAM stocks"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_Tech_merged = pd.concat([df_TSLA['Adj Close'] , df_google['Adj Close'] , df_Apple['Adj Close'], df_fb['Adj Close'] , df_amazon['Adj Close'] , df_msft['Adj Close'], df_netflix['Adj Close'], df_uber['Adj Close']], axis=1)\n",
+    "\n",
+    "df_Tech_merged.columns = ['Tesla_ADJ_Close', 'Google_ADJ_Close', 'Apple_ADJ_Close', 'FB_ADJ_Close', 'Amazon_ADJ_Close', 'Microsoft_ADJ_Close', 'Netflix_ADJ_Close', 'UBER_ADJ_Close']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "df_TSLA['Adj Close'].plot(label='Tesla')\n",
+    "df_google['Adj Close'].plot(label='Google')\n",
+    "df_Apple['Adj Close'].plot(label='Apple')\n",
+    "df_fb['Adj Close'].plot(label='FB')\n",
+    "df_amazon['Adj Close'].plot(label='Amazon')\n",
+    "df_msft['Adj Close'].plot(label='MSFT')\n",
+    "df_netflix['Adj Close'].plot(label='Netflix')\n",
+    "df_uber['Adj Close'].plot(label='Uber')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Notebooks/Scraping & Dataframe creations notebooks/Tesla_sales_car_dataframe.ipynb b/Notebooks/Scraping & Dataframe creations notebooks/Tesla_sales_car_dataframe.ipynb
new file mode 100644
index 00000000..7621c07f
--- /dev/null
+++ b/Notebooks/Scraping & Dataframe creations notebooks/Tesla_sales_car_dataframe.ipynb	
@@ -0,0 +1,2969 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Presentation of the DataSet scope"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This Dataset of Tesla sales car has been created by combining three differetn sources :\n",
+    "- A cleaned dataset from [Data.World](https://data.world/gpal/tesla-vehicle-deliveries/workspace/file?filename=tesla_vehicles.csv) presenting the total sales of Teslas from 2008 Q3 to 2018 Q1\n",
+    "- A cleaned dataset from [Kaggle](https://www.kaggle.com/eduardopedron/tesla-vehicle-sales-by-quarters), presenting the total sales of all Tesla from 2015 Q4 to 2019 Q4\n",
+    "- A scraping from the [Tesla Model 3's Wikipedia page](https://en.wikipedia.org/wiki/Tesla_Model_3#Production) in order to get a DataFrame of all Model 3's sales from 2017 onwards\n",
+    "\n",
+    "Once the three datasets collected, the three of them will be melted in one clean dataset, in order to measure the eovlutions of sales of Tesla cars, and notably the evolution of Model 3 sales compared to the other models.\n",
+    "Therefore the final dataset will measure the sales of Telsa sales from 2008Q3 to 2019Q4, with two columns : \n",
+    "- Tesla car sales as a whole\n",
+    "- Tesla Model 3 sales from 2017 onwards\n",
+    "\n",
+    "\n",
+    "Even if Tesla sales so far 4 different car Models (Model S, Model X, Model 3 & the Roadster), the Dataframe is only isolating the Model 3 sales, sold from 2017 onwards :\n",
+    "- other Models sales are only easily findable - and they may be considered as \"niche market\" cars, due to their pricetag and their luxury target\n",
+    "- on the contrary, the Model 3 aimed to be the first and main mass-market Tesla car. Tesla strategy has always been first to sale luxury car (Models S & X), in order to build the brand reputation and prove the viability of the project. Once that goal was fulfiled, the technology was mature and enough cashflow entered, the second phase of the project was to launch the Model 3."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Libraries for Data Gathering & Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "from datetime import datetime as dt\n",
+    "import re\n",
+    "\n",
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing CSVs of Tesla sales"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales_2008_2018_raw = pd.read_csv(r'D:\\IronHack\\IronHack_Classes\\TSLA_project\\DataSets\\tesla_car_sales_2008_2018.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales_2015_2019_raw = pd.read_csv(r'D:\\IronHack\\IronHack_Classes\\TSLA_project\\DataSets\\Tesla_car_sales_2015_2019.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Cleaning both DataSets to be merge them later on.\n",
+    "\n",
+    "Columns kep will feature : \n",
+    "- Year\n",
+    "- Quarter\n",
+    "- Amount of sold vehicles"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 1 - Data Wrangling"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1 - 1. Wrangling of 2008-2018 sales DataFrame :\n",
+    "- Droping unused columns \"Months\" & \"Total Vehicles sold\" (cumulating all passed sales)\n",
+    "- renaming columns \"New Vehicles \"Car sales\"\n",
+    "- Keeping only 3 columns : \"Year\", \"Quarter\" & \"Car sales\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Months</th>\n",
+       "      <th>Total Vehicles</th>\n",
+       "      <th>New Vehicles</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Apr-Jun</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Jul-Sep</td>\n",
+       "      <td>30</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Oct-Dec</td>\n",
+       "      <td>100</td>\n",
+       "      <td>70</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jan-Mar</td>\n",
+       "      <td>320</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Apr-Jun</td>\n",
+       "      <td>500</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year  Quarter   Months  Total Vehicles  New Vehicles\n",
+       "0  2008        2  Apr-Jun               3             3\n",
+       "1  2008        3  Jul-Sep              30            27\n",
+       "2  2008        4  Oct-Dec             100            70\n",
+       "3  2009        1  Jan-Mar             320           220\n",
+       "4  2009        2  Apr-Jun             500           180"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_car_sales_2008_2018_raw.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Droping unused columns \"Months\" & \"Total Vehicles sold\" (cumulating all passed sales)\n",
+    "tesla_car_sales_2008_2018 = tesla_car_sales_2008_2018_raw.drop(columns=['Months', 'Total Vehicles'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales_2008_2018.columns=(['Year', 'Quarter', 'All Model Sales'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>All Model Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>4</td>\n",
+       "      <td>70</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>1</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>4</td>\n",
+       "      <td>300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>4</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>1</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>2</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>4</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>1</td>\n",
+       "      <td>99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>2</td>\n",
+       "      <td>89</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>321</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7579</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10045</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11532</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14402</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>4</td>\n",
+       "      <td>22252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>25051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>29967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>29997</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Year  Quarter  All Model Sales\n",
+       "0   2008        2                3\n",
+       "1   2008        3               27\n",
+       "2   2008        4               70\n",
+       "3   2009        1              220\n",
+       "4   2009        2              180\n",
+       "5   2009        3              200\n",
+       "6   2009        4              300\n",
+       "7   2010        1              100\n",
+       "8   2010        2              100\n",
+       "9   2010        3              100\n",
+       "10  2010        4              100\n",
+       "11  2011        1              198\n",
+       "12  2011        2              198\n",
+       "13  2011        3              198\n",
+       "14  2011        4              200\n",
+       "15  2012        1               99\n",
+       "16  2012        2               89\n",
+       "17  2012        3              321\n",
+       "18  2012        4             2400\n",
+       "19  2013        1             4900\n",
+       "20  2013        2             5150\n",
+       "21  2013        3             5500\n",
+       "22  2013        4             6892\n",
+       "23  2014        1             6457\n",
+       "24  2014        2             7579\n",
+       "25  2014        3             7785\n",
+       "26  2014        4             9834\n",
+       "27  2015        1            10045\n",
+       "28  2015        2            11532\n",
+       "29  2015        3            11603\n",
+       "30  2015        4            17478\n",
+       "31  2016        1            14810\n",
+       "32  2016        2            14402\n",
+       "33  2016        3            24821\n",
+       "34  2016        4            22252\n",
+       "35  2017        1            25051\n",
+       "36  2017        2            22026\n",
+       "37  2017        3            26137\n",
+       "38  2017        4            29967\n",
+       "39  2018        1            29997"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_car_sales_2008_2018"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1 - 2. Wrangling of 2015-2019 sales DataFrame:\n",
+    "- pd.melt() to transpose \"Quarter\" columns into rows\n",
+    "- renaming columns \"variable\" into Quarter & \"Value\" into \"Car sales\"\n",
+    "- str.replace() to get rid of the \"Q\" string in order to only keep the Quarter number in the Quarter column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Q1</th>\n",
+       "      <th>Q2</th>\n",
+       "      <th>Q3</th>\n",
+       "      <th>Q4</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>14820</td>\n",
+       "      <td>14370</td>\n",
+       "      <td>24500</td>\n",
+       "      <td>22200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>25000</td>\n",
+       "      <td>22000</td>\n",
+       "      <td>26150</td>\n",
+       "      <td>29870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>29980</td>\n",
+       "      <td>40740</td>\n",
+       "      <td>83500</td>\n",
+       "      <td>90700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>63000</td>\n",
+       "      <td>95200</td>\n",
+       "      <td>97000</td>\n",
+       "      <td>112000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year     Q1     Q2     Q3      Q4\n",
+       "0  2015      0      0      0   17400\n",
+       "1  2016  14820  14370  24500   22200\n",
+       "2  2017  25000  22000  26150   29870\n",
+       "3  2018  29980  40740  83500   90700\n",
+       "4  2019  63000  95200  97000  112000"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_car_sales_2015_2019_raw.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_sales_2015_2019 = pd.melt(tesla_car_sales_2015_2019_raw, id_vars='Year')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_sales_2015_2019.columns=(['Year', 'Quarter', 'All Model Sales'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_sales_2015_2019['Quarter'] = tesla_sales_2015_2019['Quarter'].str.replace('Q','', regex=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Sorting Values by Year & Quarter and Reseting Index of the Dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_sales_2015_2019.sort_values(by=['Year', 'Quarter'], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_sales_2015_2019.reset_index(drop=True, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>All Model Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>4</td>\n",
+       "      <td>22200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>25000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>29870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>29980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>83500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>90700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>63000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>95200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>112000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Year Quarter  All Model Sales\n",
+       "0   2015       1                0\n",
+       "1   2015       2                0\n",
+       "2   2015       3                0\n",
+       "3   2015       4            17400\n",
+       "4   2016       1            14820\n",
+       "5   2016       2            14370\n",
+       "6   2016       3            24500\n",
+       "7   2016       4            22200\n",
+       "8   2017       1            25000\n",
+       "9   2017       2            22000\n",
+       "10  2017       3            26150\n",
+       "11  2017       4            29870\n",
+       "12  2018       1            29980\n",
+       "13  2018       2            40740\n",
+       "14  2018       3            83500\n",
+       "15  2018       4            90700\n",
+       "16  2019       1            63000\n",
+       "17  2019       2            95200\n",
+       "18  2019       3            97000\n",
+       "19  2019       4           112000"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_sales_2015_2019"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1 - 3. Scraping Model 3 vehicles production"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#### scraping Wikipedia table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales_raw = pd.read_html('https://en.wikipedia.org/wiki/Tesla_Model_3#Production')[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Model 3 vehicles produced</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2017 Q3[21]</td>\n",
+       "      <td>260(222 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2017 Q4[22]</td>\n",
+       "      <td>2,425(1,542 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2018 Q1[126]</td>\n",
+       "      <td>9,766(8,182 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018 Q2[127][128]</td>\n",
+       "      <td>28,578(18,449 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018 Q3[129][130]</td>\n",
+       "      <td>53,239(56,065 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2018 Q4[131][23]</td>\n",
+       "      <td>61,394(63,359 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2019 Q1[24][132]</td>\n",
+       "      <td>62,975(50,928 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2019 Q2[25][133]</td>\n",
+       "      <td>72,548(77,634 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2019 Q3[26][134]</td>\n",
+       "      <td>79,837(79,703 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2019 Q4[135]</td>\n",
+       "      <td>86,958(92,550 delivered)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Quarter Model 3 vehicles produced\n",
+       "0        2017 Q3[21]        260(222 delivered)\n",
+       "1        2017 Q4[22]    2,425(1,542 delivered)\n",
+       "2       2018 Q1[126]    9,766(8,182 delivered)\n",
+       "3  2018 Q2[127][128]  28,578(18,449 delivered)\n",
+       "4  2018 Q3[129][130]  53,239(56,065 delivered)\n",
+       "5   2018 Q4[131][23]  61,394(63,359 delivered)\n",
+       "6   2019 Q1[24][132]  62,975(50,928 delivered)\n",
+       "7   2019 Q2[25][133]  72,548(77,634 delivered)\n",
+       "8   2019 Q3[26][134]  79,837(79,703 delivered)\n",
+       "9       2019 Q4[135]  86,958(92,550 delivered)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model_3_sales_raw"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Defining functions to clean the DataSets of all unsued string information"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def quarter_cleaner(string):\n",
+    "    \"\"\"\n",
+    "    Clean the Time column by deleting useless reference quotations\n",
+    "    \n",
+    "    Input: raw column\n",
+    "    Output: cleansed\n",
+    "    \"\"\"\n",
+    "    \n",
+    "    return re.findall('\\d+ Q\\d', string)[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# def parenthesis_cleaner(string):\n",
+    "#     \"\"\"\n",
+    "#     Clean the Time column by deleting useless reference quotations\n",
+    "    \n",
+    "#     Input: raw column\n",
+    "#     Output: cleansed\n",
+    "#     \"\"\"\n",
+    "#     string = string.str.split('(').str[0]\n",
+    "#     string = string.str.replace(',','', regex=True)\n",
+    "    \n",
+    "#     return string"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### Data wrangling to have unified clean data with other Tesla delivery datasets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The Dataset imported from Wikipedia differentiate Model 3 produced & those delivered.\n",
+    "To simplify, because all Models 3 were sold upfront to consumers years before the delivery through online commands, the production value will be hereafter be considered the Sales value."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales_raw['Quarter'] = model_3_sales_raw['Quarter'].apply(lambda x : quarter_cleaner(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Model 3 vehicles produced</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2017 Q3</td>\n",
+       "      <td>260(222 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2017 Q4</td>\n",
+       "      <td>2,425(1,542 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2018 Q1</td>\n",
+       "      <td>9,766(8,182 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018 Q2</td>\n",
+       "      <td>28,578(18,449 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018 Q3</td>\n",
+       "      <td>53,239(56,065 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2018 Q4</td>\n",
+       "      <td>61,394(63,359 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2019 Q1</td>\n",
+       "      <td>62,975(50,928 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2019 Q2</td>\n",
+       "      <td>72,548(77,634 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2019 Q3</td>\n",
+       "      <td>79,837(79,703 delivered)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2019 Q4</td>\n",
+       "      <td>86,958(92,550 delivered)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Quarter Model 3 vehicles produced\n",
+       "0  2017 Q3        260(222 delivered)\n",
+       "1  2017 Q4    2,425(1,542 delivered)\n",
+       "2  2018 Q1    9,766(8,182 delivered)\n",
+       "3  2018 Q2  28,578(18,449 delivered)\n",
+       "4  2018 Q3  53,239(56,065 delivered)\n",
+       "5  2018 Q4  61,394(63,359 delivered)\n",
+       "6  2019 Q1  62,975(50,928 delivered)\n",
+       "7  2019 Q2  72,548(77,634 delivered)\n",
+       "8  2019 Q3  79,837(79,703 delivered)\n",
+       "9  2019 Q4  86,958(92,550 delivered)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model_3_sales_raw"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales_raw['Model 3 vehicles produced'] = model_3_sales_raw['Model 3 vehicles produced'].str.split('(').str[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales_raw['Model 3 vehicles produced'] = model_3_sales_raw['Model 3 vehicles produced'].str.replace(',','', regex=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales = model_3_sales_raw['Quarter'].str.split(\" \", n = 1, expand = True) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales['Model 3 produced'] = model_3_sales_raw['Model 3 vehicles produced']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales.columns=(['Year', 'Quarter', 'Model 3 sales'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales['Quarter'] = model_3_sales['Quarter'].str.replace('Q','', regex=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_3_sales['Year'] = pd.to_datetime(model_3_sales['Year'])\n",
+    "model_3_sales['Year'] = model_3_sales['Year'].dt.year"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>28578</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>53239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>61394</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>62975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>72548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>86958</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Quarter Model 3 sales\n",
+       "0  2017       3           260\n",
+       "1  2017       4          2425\n",
+       "2  2018       1          9766\n",
+       "3  2018       2         28578\n",
+       "4  2018       3         53239\n",
+       "5  2018       4         61394\n",
+       "6  2019       1         62975\n",
+       "7  2019       2         72548\n",
+       "8  2019       3         79837\n",
+       "9  2019       4         86958"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model_3_sales"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2 - Melting all 3 dataframe into one global All Tesla cars sales"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales = tesla_car_sales_2008_2018.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales = tesla_total_sales.append(tesla_sales_2015_2019, ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales.drop(tesla_total_sales.index[39:52], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales.reset_index(drop=True, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>All Model Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>4</td>\n",
+       "      <td>70</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>1</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>4</td>\n",
+       "      <td>300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>4</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>1</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>2</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>4</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>1</td>\n",
+       "      <td>99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>2</td>\n",
+       "      <td>89</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>321</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7579</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10045</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11532</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14402</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>4</td>\n",
+       "      <td>22252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>25051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>29967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>29980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>83500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>90700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>63000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>95200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>112000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Year Quarter  All Model Sales\n",
+       "0   2008       2                3\n",
+       "1   2008       3               27\n",
+       "2   2008       4               70\n",
+       "3   2009       1              220\n",
+       "4   2009       2              180\n",
+       "5   2009       3              200\n",
+       "6   2009       4              300\n",
+       "7   2010       1              100\n",
+       "8   2010       2              100\n",
+       "9   2010       3              100\n",
+       "10  2010       4              100\n",
+       "11  2011       1              198\n",
+       "12  2011       2              198\n",
+       "13  2011       3              198\n",
+       "14  2011       4              200\n",
+       "15  2012       1               99\n",
+       "16  2012       2               89\n",
+       "17  2012       3              321\n",
+       "18  2012       4             2400\n",
+       "19  2013       1             4900\n",
+       "20  2013       2             5150\n",
+       "21  2013       3             5500\n",
+       "22  2013       4             6892\n",
+       "23  2014       1             6457\n",
+       "24  2014       2             7579\n",
+       "25  2014       3             7785\n",
+       "26  2014       4             9834\n",
+       "27  2015       1            10045\n",
+       "28  2015       2            11532\n",
+       "29  2015       3            11603\n",
+       "30  2015       4            17478\n",
+       "31  2016       1            14810\n",
+       "32  2016       2            14402\n",
+       "33  2016       3            24821\n",
+       "34  2016       4            22252\n",
+       "35  2017       1            25051\n",
+       "36  2017       2            22026\n",
+       "37  2017       3            26137\n",
+       "38  2017       4            29967\n",
+       "39  2018       1            29980\n",
+       "40  2018       2            40740\n",
+       "41  2018       3            83500\n",
+       "42  2018       4            90700\n",
+       "43  2019       1            63000\n",
+       "44  2019       2            95200\n",
+       "45  2019       3            97000\n",
+       "46  2019       4           112000"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_total_sales"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# tesla_total_sales['Year'] = pd.to_datetime(tesla_total_sales['Year'])\n",
+    "# tesla_total_sales['Year'] = tesla_total_sales['Year'].dt.year"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year                int64\n",
+       "Quarter            object\n",
+       "All Model Sales     int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_total_sales.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>28578</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>53239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>61394</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>62975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>72548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>86958</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Year Quarter Model 3 sales\n",
+       "0  2017       3           260\n",
+       "1  2017       4          2425\n",
+       "2  2018       1          9766\n",
+       "3  2018       2         28578\n",
+       "4  2018       3         53239\n",
+       "5  2018       4         61394\n",
+       "6  2019       1         62975\n",
+       "7  2019       2         72548\n",
+       "8  2019       3         79837\n",
+       "9  2019       4         86958"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model_3_sales"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Merging the All Model DataFrame with Model 3 Sales DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales = pd.merge(tesla_total_sales, model_3_sales, how='left', on=['Year', 'Quarter'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year                int64\n",
+       "Quarter            object\n",
+       "All Model Sales     int64\n",
+       "Model 3 sales      object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_total_sales.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Data Wrangling \n",
+    "- droping duplicate Quarter column\n",
+    "- filling Model 3 Sales \"Nan\" with 0\n",
+    "- adding new columns \"Luxury Car\", which would represent the sales of only Luxury Cars (Model S & Model X), by subscribing \"Model 3 sales\" to \"All Model Sales\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales['Model 3 sales'].fillna(value=0, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales['Model 3 sales'] = tesla_total_sales['Model 3 sales'].astype(int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales['Luxury Models sold'] = tesla_total_sales['All Model Sales'] - tesla_total_sales['Model 3 sales']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
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+       "      <th>3</th>\n",
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+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2</td>\n",
+       "      <td>100</td>\n",
+       "      <td>NaN</td>\n",
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+       "    <tr>\n",
+       "      <th>9</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>100</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
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+       "      <td>4</td>\n",
+       "      <td>100</td>\n",
+       "      <td>NaN</td>\n",
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+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>1</td>\n",
+       "      <td>198</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>2</td>\n",
+       "      <td>198</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>198</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>4</td>\n",
+       "      <td>200</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>1</td>\n",
+       "      <td>99</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>2</td>\n",
+       "      <td>89</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>321</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2400</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4900</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5150</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5500</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6892</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6457</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7579</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7785</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9834</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10045</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11532</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11603</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17478</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14810</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14402</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24821</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>4</td>\n",
+       "      <td>22252</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>25051</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22026</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26137</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>29967</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>29980</td>\n",
+       "      <td>9766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>40740</td>\n",
+       "      <td>28578</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>83500</td>\n",
+       "      <td>53239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>90700</td>\n",
+       "      <td>61394</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>63000</td>\n",
+       "      <td>62975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>95200</td>\n",
+       "      <td>72548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97000</td>\n",
+       "      <td>79837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>112000</td>\n",
+       "      <td>86958</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Year Quarter  All Model Sales Model 3 sales\n",
+       "0   2008       2                3           NaN\n",
+       "1   2008       3               27           NaN\n",
+       "2   2008       4               70           NaN\n",
+       "3   2009       1              220           NaN\n",
+       "4   2009       2              180           NaN\n",
+       "5   2009       3              200           NaN\n",
+       "6   2009       4              300           NaN\n",
+       "7   2010       1              100           NaN\n",
+       "8   2010       2              100           NaN\n",
+       "9   2010       3              100           NaN\n",
+       "10  2010       4              100           NaN\n",
+       "11  2011       1              198           NaN\n",
+       "12  2011       2              198           NaN\n",
+       "13  2011       3              198           NaN\n",
+       "14  2011       4              200           NaN\n",
+       "15  2012       1               99           NaN\n",
+       "16  2012       2               89           NaN\n",
+       "17  2012       3              321           NaN\n",
+       "18  2012       4             2400           NaN\n",
+       "19  2013       1             4900           NaN\n",
+       "20  2013       2             5150           NaN\n",
+       "21  2013       3             5500           NaN\n",
+       "22  2013       4             6892           NaN\n",
+       "23  2014       1             6457           NaN\n",
+       "24  2014       2             7579           NaN\n",
+       "25  2014       3             7785           NaN\n",
+       "26  2014       4             9834           NaN\n",
+       "27  2015       1            10045           NaN\n",
+       "28  2015       2            11532           NaN\n",
+       "29  2015       3            11603           NaN\n",
+       "30  2015       4            17478           NaN\n",
+       "31  2016       1            14810           NaN\n",
+       "32  2016       2            14402           NaN\n",
+       "33  2016       3            24821           NaN\n",
+       "34  2016       4            22252           NaN\n",
+       "35  2017       1            25051           NaN\n",
+       "36  2017       2            22026           NaN\n",
+       "37  2017       3            26137           NaN\n",
+       "38  2017       4            29967           NaN\n",
+       "39  2018       1            29980          9766\n",
+       "40  2018       2            40740         28578\n",
+       "41  2018       3            83500         53239\n",
+       "42  2018       4            90700         61394\n",
+       "43  2019       1            63000         62975\n",
+       "44  2019       2            95200         72548\n",
+       "45  2019       3            97000         79837\n",
+       "46  2019       4           112000         86958"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_total_sales"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "One outlier, i.e misvalue to be corrected manually : Q12019 : 12100 Luxury Models produced instead of 25\n",
+    "cf. [Tesla Q12019 report](https://ir.tesla.com/news-releases/news-release-details/tesla-q1-2019-vehicle-production-deliveries)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \"\"\"Entry point for launching an IPython kernel.\n"
+     ]
+    }
+   ],
+   "source": [
+    "tesla_total_sales['Luxury Models sold'][43] = 12100"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales.drop(columns = 'All Model Sales', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "      <th>Luxury Models sold</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>27</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>0</td>\n",
+       "      <td>70</td>\n",
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+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>89</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>321</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7579</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7785</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10045</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11532</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14402</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>25051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26137</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>29967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9766</td>\n",
+       "      <td>20214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>28578</td>\n",
+       "      <td>12162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>53239</td>\n",
+       "      <td>30261</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>61394</td>\n",
+       "      <td>29306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>62975</td>\n",
+       "      <td>12100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>72548</td>\n",
+       "      <td>22652</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79837</td>\n",
+       "      <td>17163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>86958</td>\n",
+       "      <td>25042</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Year Quarter  Model 3 sales  Luxury Models sold\n",
+       "0   2008       2              0                   3\n",
+       "1   2008       3              0                  27\n",
+       "2   2008       4              0                  70\n",
+       "3   2009       1              0                 220\n",
+       "4   2009       2              0                 180\n",
+       "5   2009       3              0                 200\n",
+       "6   2009       4              0                 300\n",
+       "7   2010       1              0                 100\n",
+       "8   2010       2              0                 100\n",
+       "9   2010       3              0                 100\n",
+       "10  2010       4              0                 100\n",
+       "11  2011       1              0                 198\n",
+       "12  2011       2              0                 198\n",
+       "13  2011       3              0                 198\n",
+       "14  2011       4              0                 200\n",
+       "15  2012       1              0                  99\n",
+       "16  2012       2              0                  89\n",
+       "17  2012       3              0                 321\n",
+       "18  2012       4              0                2400\n",
+       "19  2013       1              0                4900\n",
+       "20  2013       2              0                5150\n",
+       "21  2013       3              0                5500\n",
+       "22  2013       4              0                6892\n",
+       "23  2014       1              0                6457\n",
+       "24  2014       2              0                7579\n",
+       "25  2014       3              0                7785\n",
+       "26  2014       4              0                9834\n",
+       "27  2015       1              0               10045\n",
+       "28  2015       2              0               11532\n",
+       "29  2015       3              0               11603\n",
+       "30  2015       4              0               17478\n",
+       "31  2016       1              0               14810\n",
+       "32  2016       2              0               14402\n",
+       "33  2016       3              0               24821\n",
+       "34  2016       4              0               22252\n",
+       "35  2017       1              0               25051\n",
+       "36  2017       2              0               22026\n",
+       "37  2017       3              0               26137\n",
+       "38  2017       4              0               29967\n",
+       "39  2018       1           9766               20214\n",
+       "40  2018       2          28578               12162\n",
+       "41  2018       3          53239               30261\n",
+       "42  2018       4          61394               29306\n",
+       "43  2019       1          62975               12100\n",
+       "44  2019       2          72548               22652\n",
+       "45  2019       3          79837               17163\n",
+       "46  2019       4          86958               25042"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_total_sales"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Exporting to CSV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_total_sales.to_csv('../DataSets/Tesla_car_sales/tesla_total_sales_2008_2019.csv', index=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Notebooks/Scraping & Dataframe creations notebooks/Twitter_Import_Elon_Musk_tweets.ipynb b/Notebooks/Scraping & Dataframe creations notebooks/Twitter_Import_Elon_Musk_tweets.ipynb
new file mode 100644
index 00000000..2baeeab7
--- /dev/null
+++ b/Notebooks/Scraping & Dataframe creations notebooks/Twitter_Import_Elon_Musk_tweets.ipynb	
@@ -0,0 +1,468 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing needed libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import GetOldTweets3 as got\n",
+    "import pandas as pd\n",
+    "from IPython.display import display_pretty, display_html"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Running Twitter Scrapper"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "With the Module GetOldTweets3, one can import all tweet history from a given account.\n",
+    "I am importing all of ELon Musk's tweets over the 2010 decade.\n",
+    "Tesla went public in 2010 (Initial public offering (IPO) launched on January, 29th, 2010), therefore I am importing all of Musk's tweets on the same time period."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tweetCriteria = got.manager.TweetCriteria().setUsername(\"elonmusk\")\\\n",
+    "                                           .setSince(\"2010-01-01\")\\\n",
+    "                                           .setUntil(\"2020-03-01\")\\\n",
+    "                                           .setMaxTweets(10000)\n",
+    "tweets_musk = got.manager.TweetManager.getTweets(tweetCriteria)\n",
+    "\n",
+    "# for t in tweets:\n",
+    "#     print(t.text)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The raw output of the TweetCriteria function is a dictionary with a list of functions.\n",
+    "\n",
+    "The following for loop aims at looping inside the dictionary, to extract each value, i.e. each tweet, encompassed as an Object."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "values = []\n",
+    "keys = []\n",
+    "\n",
+    "for tweet in tweets_musk:\n",
+    "    values.append(tweet.__dict__.values())\n",
+    "df_musk_tweets = pd.DataFrame(values, columns=tweet.__dict__.keys())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now it is possible to create a raw Dataframe of the result, which is exported as a CSV file to be wrangled in the following Twitter Analytics Notebook"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>username</th>\n",
+       "      <th>to</th>\n",
+       "      <th>text</th>\n",
+       "      <th>retweets</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>replies</th>\n",
+       "      <th>id</th>\n",
+       "      <th>permalink</th>\n",
+       "      <th>author_id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>formatted_date</th>\n",
+       "      <th>hashtags</th>\n",
+       "      <th>mentions</th>\n",
+       "      <th>geo</th>\n",
+       "      <th>urls</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>Universe_SkyArt</td>\n",
+       "      <td>I just sent a note to Twitter to clarify that ...</td>\n",
+       "      <td>319</td>\n",
+       "      <td>4331</td>\n",
+       "      <td>238</td>\n",
+       "      <td>1233516620028530688</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1233516620...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2020-02-28 22:17:34+00:00</td>\n",
+       "      <td>Fri Feb 28 22:17:34 +0000 2020</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>LeeHudson_</td>\n",
+       "      <td>The competitor should be a drone fighter plane...</td>\n",
+       "      <td>359</td>\n",
+       "      <td>5104</td>\n",
+       "      <td>477</td>\n",
+       "      <td>1233478599170195457</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1233478599...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2020-02-28 19:46:29+00:00</td>\n",
+       "      <td>Fri Feb 28 19:46:29 +0000 2020</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>Teslarati</td>\n",
+       "      <td>It’s not that big really</td>\n",
+       "      <td>355</td>\n",
+       "      <td>11029</td>\n",
+       "      <td>536</td>\n",
+       "      <td>1233153286015868928</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1233153286...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2020-02-27 22:13:48+00:00</td>\n",
+       "      <td>Thu Feb 27 22:13:48 +0000 2020</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>SpaceX</td>\n",
+       "      <td>Testing Raptor in vertical configuration (on t...</td>\n",
+       "      <td>419</td>\n",
+       "      <td>9764</td>\n",
+       "      <td>265</td>\n",
+       "      <td>1233115872698351621</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1233115872...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2020-02-27 19:45:08+00:00</td>\n",
+       "      <td>Thu Feb 27 19:45:08 +0000 2020</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>newscientist</td>\n",
+       "      <td>It’s not mine</td>\n",
+       "      <td>2122</td>\n",
+       "      <td>36510</td>\n",
+       "      <td>719</td>\n",
+       "      <td>1232748533486276608</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1232748533...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2020-02-26 19:25:28+00:00</td>\n",
+       "      <td>Wed Feb 26 19:25:28 +0000 2020</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8792</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>None</td>\n",
+       "      <td>That was a total non sequitur btw</td>\n",
+       "      <td>4</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>142881284019060736</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1428812840...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2011-12-03 08:22:07+00:00</td>\n",
+       "      <td>Sat Dec 03 08:22:07 +0000 2011</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8793</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Great Voltaire quote, arguably better than Twa...</td>\n",
+       "      <td>25</td>\n",
+       "      <td>27</td>\n",
+       "      <td>2</td>\n",
+       "      <td>142880871391838208</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1428808713...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2011-12-03 08:20:28+00:00</td>\n",
+       "      <td>Sat Dec 03 08:20:28 +0000 2011</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8794</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>None</td>\n",
+       "      <td>I made the volume on the Model S http://ow.ly/...</td>\n",
+       "      <td>8</td>\n",
+       "      <td>23</td>\n",
+       "      <td>9</td>\n",
+       "      <td>142188458125963264</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1421884581...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2011-12-01 10:29:04+00:00</td>\n",
+       "      <td>Thu Dec 01 10:29:04 +0000 2011</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>http://ow.ly/i/mtD7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8795</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Went to Iceland on Sat to ride bumper cars on ...</td>\n",
+       "      <td>18</td>\n",
+       "      <td>167</td>\n",
+       "      <td>15</td>\n",
+       "      <td>142179928203460608</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1421799282...</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2011-12-01 09:55:11+00:00</td>\n",
+       "      <td>Thu Dec 01 09:55:11 +0000 2011</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8796</th>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Please ignore prior tweets, as that was someon...</td>\n",
+       "      <td>121</td>\n",
+       "      <td>407</td>\n",
+       "      <td>37</td>\n",
+       "      <td>15434727182</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/15434727182</td>\n",
+       "      <td>44196397</td>\n",
+       "      <td>2010-06-04 18:31:57+00:00</td>\n",
+       "      <td>Fri Jun 04 18:31:57 +0000 2010</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8797 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      username               to  \\\n",
+       "0     elonmusk  Universe_SkyArt   \n",
+       "1     elonmusk       LeeHudson_   \n",
+       "2     elonmusk        Teslarati   \n",
+       "3     elonmusk           SpaceX   \n",
+       "4     elonmusk     newscientist   \n",
+       "...        ...              ...   \n",
+       "8792  elonmusk             None   \n",
+       "8793  elonmusk             None   \n",
+       "8794  elonmusk             None   \n",
+       "8795  elonmusk             None   \n",
+       "8796  elonmusk             None   \n",
+       "\n",
+       "                                                   text  retweets  favorites  \\\n",
+       "0     I just sent a note to Twitter to clarify that ...       319       4331   \n",
+       "1     The competitor should be a drone fighter plane...       359       5104   \n",
+       "2                              It’s not that big really       355      11029   \n",
+       "3     Testing Raptor in vertical configuration (on t...       419       9764   \n",
+       "4                                         It’s not mine      2122      36510   \n",
+       "...                                                 ...       ...        ...   \n",
+       "8792                  That was a total non sequitur btw         4          7   \n",
+       "8793  Great Voltaire quote, arguably better than Twa...        25         27   \n",
+       "8794  I made the volume on the Model S http://ow.ly/...         8         23   \n",
+       "8795  Went to Iceland on Sat to ride bumper cars on ...        18        167   \n",
+       "8796  Please ignore prior tweets, as that was someon...       121        407   \n",
+       "\n",
+       "      replies                   id  \\\n",
+       "0         238  1233516620028530688   \n",
+       "1         477  1233478599170195457   \n",
+       "2         536  1233153286015868928   \n",
+       "3         265  1233115872698351621   \n",
+       "4         719  1232748533486276608   \n",
+       "...       ...                  ...   \n",
+       "8792        0   142881284019060736   \n",
+       "8793        2   142880871391838208   \n",
+       "8794        9   142188458125963264   \n",
+       "8795       15   142179928203460608   \n",
+       "8796       37          15434727182   \n",
+       "\n",
+       "                                              permalink  author_id  \\\n",
+       "0     https://twitter.com/elonmusk/status/1233516620...   44196397   \n",
+       "1     https://twitter.com/elonmusk/status/1233478599...   44196397   \n",
+       "2     https://twitter.com/elonmusk/status/1233153286...   44196397   \n",
+       "3     https://twitter.com/elonmusk/status/1233115872...   44196397   \n",
+       "4     https://twitter.com/elonmusk/status/1232748533...   44196397   \n",
+       "...                                                 ...        ...   \n",
+       "8792  https://twitter.com/elonmusk/status/1428812840...   44196397   \n",
+       "8793  https://twitter.com/elonmusk/status/1428808713...   44196397   \n",
+       "8794  https://twitter.com/elonmusk/status/1421884581...   44196397   \n",
+       "8795  https://twitter.com/elonmusk/status/1421799282...   44196397   \n",
+       "8796    https://twitter.com/elonmusk/status/15434727182   44196397   \n",
+       "\n",
+       "                          date                  formatted_date hashtags  \\\n",
+       "0    2020-02-28 22:17:34+00:00  Fri Feb 28 22:17:34 +0000 2020            \n",
+       "1    2020-02-28 19:46:29+00:00  Fri Feb 28 19:46:29 +0000 2020            \n",
+       "2    2020-02-27 22:13:48+00:00  Thu Feb 27 22:13:48 +0000 2020            \n",
+       "3    2020-02-27 19:45:08+00:00  Thu Feb 27 19:45:08 +0000 2020            \n",
+       "4    2020-02-26 19:25:28+00:00  Wed Feb 26 19:25:28 +0000 2020            \n",
+       "...                        ...                             ...      ...   \n",
+       "8792 2011-12-03 08:22:07+00:00  Sat Dec 03 08:22:07 +0000 2011            \n",
+       "8793 2011-12-03 08:20:28+00:00  Sat Dec 03 08:20:28 +0000 2011            \n",
+       "8794 2011-12-01 10:29:04+00:00  Thu Dec 01 10:29:04 +0000 2011            \n",
+       "8795 2011-12-01 09:55:11+00:00  Thu Dec 01 09:55:11 +0000 2011            \n",
+       "8796 2010-06-04 18:31:57+00:00  Fri Jun 04 18:31:57 +0000 2010            \n",
+       "\n",
+       "     mentions geo                 urls  \n",
+       "0                                       \n",
+       "1                                       \n",
+       "2                                       \n",
+       "3                                       \n",
+       "4                                       \n",
+       "...       ...  ..                  ...  \n",
+       "8792                                    \n",
+       "8793                                    \n",
+       "8794               http://ow.ly/i/mtD7  \n",
+       "8795                                    \n",
+       "8796                                    \n",
+       "\n",
+       "[8797 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_musk_tweets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Creating a CSV copy of the raw Twitter import"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_tweets_raw = df_musk_tweets.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_tweets_raw.to_csv('df_musk_tweets.csv')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Notebooks/TSLA_Stock_Analysis_Car_production_&_prediction.ipynb b/Notebooks/TSLA_Stock_Analysis_Car_production_&_prediction.ipynb
new file mode 100644
index 00000000..f8bc75bd
--- /dev/null
+++ b/Notebooks/TSLA_Stock_Analysis_Car_production_&_prediction.ipynb
@@ -0,0 +1,9295 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pandas_datareader as web\n",
+    "from pandas.plotting import scatter_matrix\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn import preprocessing\n",
+    "\n",
+    "from fbprophet import Prophet\n",
+    "from fbprophet.plot import add_changepoints_to_plot\n",
+    "\n",
+    "plt.style.use('fivethirtyeight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Goals & Hypothesis of the Notebook"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This Notebook aims at measuring hypothetical correlation between the evolution of Tesla car production & its stock price.\n",
+    "We shall study past evolution of the stock from 2010 onwards & use Facebook Prophet to make stock prediction for 2020-2022.\n",
+    "\n",
+    "**Hypothesis**\n",
+    "- Stock price should grow slowly from 2012 onwards with the succesful production of Models S & X\n",
+    "\n",
+    "- The anouncement of Model 3 from 2016 and its progressive increase of production from 2018 onwards should have important impact over the stock price evolution\n",
+    "\n",
+    "- Prophet prediction should make positive aligned prediction for both the car production & the stock rise."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing Tesla daily stock exchange values from 2010 IPO onwards"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA = pd.read_csv('../DataSets/Stocks_raw_data/TSLA_stocks_rate_2010-01-01_to_2020-03-08.csv', index_col='Date')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA['PCT_change'] = df_TSLA['Adj Close'].pct_change(fill_method='ffill')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Adding PCT_change i.e. percetange change evolution from one day to another to measure the general trend of each day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>17.540001</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>18766300.0</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>21.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>30.420000</td>\n",
+       "      <td>23.299999</td>\n",
+       "      <td>25.790001</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>17187100.0</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>26.860000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>25.920000</td>\n",
+       "      <td>20.270000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>8218800.0</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>23.095000</td>\n",
+       "      <td>-0.078473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>18.709999</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>5139800.0</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>20.905000</td>\n",
+       "      <td>-0.125683</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>15.830000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>6866900.0</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>17.915000</td>\n",
+       "      <td>-0.160938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.400000</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>6921700.0</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "      <td>-0.019243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.520000</td>\n",
+       "      <td>15.570000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>7711400.0</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>16.545000</td>\n",
+       "      <td>0.105063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>16.549999</td>\n",
+       "      <td>17.580000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>4050600.0</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>17.224999</td>\n",
+       "      <td>-0.003436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>18.070000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>17.950001</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>2202500.0</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>17.535000</td>\n",
+       "      <td>-0.020115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.639999</td>\n",
+       "      <td>16.900000</td>\n",
+       "      <td>17.389999</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>2680100.0</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>17.770000</td>\n",
+       "      <td>0.063930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>20.150000</td>\n",
+       "      <td>17.760000</td>\n",
+       "      <td>17.940001</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>4195200.0</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>18.955000</td>\n",
+       "      <td>0.093716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>3739800.0</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>20.250000</td>\n",
+       "      <td>0.002520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>20.700001</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>2621300.0</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>20.674999</td>\n",
+       "      <td>0.037707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>21.370001</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>2486500.0</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>21.585000</td>\n",
+       "      <td>0.061531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>1825300.0</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>20.950000</td>\n",
+       "      <td>-0.073482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>19.500000</td>\n",
+       "      <td>20.660000</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>1252500.0</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>20.200000</td>\n",
+       "      <td>-0.003941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.250000</td>\n",
+       "      <td>20.370001</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>957800.0</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>20.810000</td>\n",
+       "      <td>0.038576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.559999</td>\n",
+       "      <td>21.059999</td>\n",
+       "      <td>21.190001</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>653600.0</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>21.309999</td>\n",
+       "      <td>0.013810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>922200.0</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>-0.015970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>21.180000</td>\n",
+       "      <td>20.260000</td>\n",
+       "      <td>20.910000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>619700.0</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.720000</td>\n",
+       "      <td>-0.019093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>20.510000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>467200.0</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>20.705000</td>\n",
+       "      <td>0.008273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.879999</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>20.770000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>616000.0</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>20.440000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>20.440001</td>\n",
+       "      <td>19.549999</td>\n",
+       "      <td>20.200001</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>426900.0</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.995000</td>\n",
+       "      <td>-0.020147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.969999</td>\n",
+       "      <td>20.330000</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>718100.0</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>0.049147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>1230500.0</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.385000</td>\n",
+       "      <td>0.049235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-04</th>\n",
+       "      <td>22.180000</td>\n",
+       "      <td>20.850000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>913000.0</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>21.515000</td>\n",
+       "      <td>-0.031435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-05</th>\n",
+       "      <td>21.549999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.540001</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>796200.0</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>20.799999</td>\n",
+       "      <td>-0.038100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-06</th>\n",
+       "      <td>20.160000</td>\n",
+       "      <td>19.520000</td>\n",
+       "      <td>20.100000</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>741900.0</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>-0.042054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-09</th>\n",
+       "      <td>19.980000</td>\n",
+       "      <td>19.450001</td>\n",
+       "      <td>19.900000</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>812700.0</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>19.715000</td>\n",
+       "      <td>0.000510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-10</th>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>18.820000</td>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>1281300.0</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>19.235000</td>\n",
+       "      <td>-0.029082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>573.859985</td>\n",
+       "      <td>554.260010</td>\n",
+       "      <td>570.630005</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>14353600.0</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>564.059998</td>\n",
+       "      <td>-0.012898</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>564.440002</td>\n",
+       "      <td>539.280029</td>\n",
+       "      <td>541.989990</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>13608100.0</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>551.860016</td>\n",
+       "      <td>-0.012039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>576.809998</td>\n",
+       "      <td>558.080017</td>\n",
+       "      <td>568.489990</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>11788500.0</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>567.445007</td>\n",
+       "      <td>0.015913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>589.799988</td>\n",
+       "      <td>567.429993</td>\n",
+       "      <td>575.690002</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>17801500.0</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>578.614990</td>\n",
+       "      <td>0.024854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>650.880005</td>\n",
+       "      <td>618.000000</td>\n",
+       "      <td>632.419983</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>29005700.0</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>634.440002</td>\n",
+       "      <td>0.102962</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>653.000000</td>\n",
+       "      <td>632.520020</td>\n",
+       "      <td>640.000000</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>15719300.0</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>642.760010</td>\n",
+       "      <td>0.015231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>786.140015</td>\n",
+       "      <td>673.520020</td>\n",
+       "      <td>673.690002</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>47233500.0</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>729.830017</td>\n",
+       "      <td>0.198949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>833.880005</td>\n",
+       "      <td>882.960022</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>60938800.0</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>901.434998</td>\n",
+       "      <td>0.137256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>845.979980</td>\n",
+       "      <td>704.109985</td>\n",
+       "      <td>823.260010</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>48423800.0</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>775.044983</td>\n",
+       "      <td>-0.171758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>795.830017</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>699.919983</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>39880800.0</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>741.415009</td>\n",
+       "      <td>0.019409</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>769.750000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>730.549988</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>17063500.0</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>749.875000</td>\n",
+       "      <td>-0.001188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>819.989990</td>\n",
+       "      <td>752.400024</td>\n",
+       "      <td>800.000000</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>24689200.0</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>786.195007</td>\n",
+       "      <td>0.031027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>783.510010</td>\n",
+       "      <td>758.000000</td>\n",
+       "      <td>768.789978</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>11697500.0</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>770.755005</td>\n",
+       "      <td>0.004019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>789.750000</td>\n",
+       "      <td>763.369995</td>\n",
+       "      <td>777.869995</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>12022500.0</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>776.559998</td>\n",
+       "      <td>-0.009156</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>818.000000</td>\n",
+       "      <td>735.000000</td>\n",
+       "      <td>741.840027</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>26289300.0</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>776.500000</td>\n",
+       "      <td>0.047844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>812.969971</td>\n",
+       "      <td>785.500000</td>\n",
+       "      <td>787.219971</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>15693700.0</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>799.234985</td>\n",
+       "      <td>-0.004938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>860.000000</td>\n",
+       "      <td>832.359985</td>\n",
+       "      <td>841.599976</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>16381700.0</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>846.179993</td>\n",
+       "      <td>0.072960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>944.780029</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>25423000.0</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "      <td>0.068756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>912.000000</td>\n",
+       "      <td>859.940002</td>\n",
+       "      <td>911.950012</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>17634900.0</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>885.970001</td>\n",
+       "      <td>-0.019631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>913.059998</td>\n",
+       "      <td>880.450012</td>\n",
+       "      <td>906.979980</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>14314800.0</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>896.755005</td>\n",
+       "      <td>0.001768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>863.500000</td>\n",
+       "      <td>822.200012</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>15192200.0</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>842.850006</td>\n",
+       "      <td>-0.074595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>856.599976</td>\n",
+       "      <td>787.000000</td>\n",
+       "      <td>849.000000</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>17290500.0</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>821.799988</td>\n",
+       "      <td>-0.040634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>813.309998</td>\n",
+       "      <td>776.109985</td>\n",
+       "      <td>782.500000</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>14085500.0</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>794.709991</td>\n",
+       "      <td>-0.026390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>739.770020</td>\n",
+       "      <td>669.000000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>24277200.0</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>704.385010</td>\n",
+       "      <td>-0.128146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>690.520020</td>\n",
+       "      <td>611.520020</td>\n",
+       "      <td>629.700012</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>24564200.0</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>651.020020</td>\n",
+       "      <td>-0.016215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.690002</td>\n",
+       "      <td>686.669983</td>\n",
+       "      <td>711.260010</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>20195000.0</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>715.179993</td>\n",
+       "      <td>0.113220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>806.979980</td>\n",
+       "      <td>716.109985</td>\n",
+       "      <td>805.000000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>25784000.0</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>761.544983</td>\n",
+       "      <td>0.002542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>766.520020</td>\n",
+       "      <td>724.729980</td>\n",
+       "      <td>763.960022</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>15049000.0</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>745.625000</td>\n",
+       "      <td>0.005352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>745.750000</td>\n",
+       "      <td>718.070007</td>\n",
+       "      <td>723.770020</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>10852700.0</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>731.910004</td>\n",
+       "      <td>-0.033302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>707.000000</td>\n",
+       "      <td>684.270020</td>\n",
+       "      <td>690.000000</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>12635500.0</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>695.635010</td>\n",
+       "      <td>-0.029067</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  High         Low        Open       Close      Volume  \\\n",
+       "Date                                                                     \n",
+       "2010-06-29   25.000000   17.540001   19.000000   23.889999  18766300.0   \n",
+       "2010-06-30   30.420000   23.299999   25.790001   23.830000  17187100.0   \n",
+       "2010-07-01   25.920000   20.270000   25.000000   21.959999   8218800.0   \n",
+       "2010-07-02   23.100000   18.709999   23.000000   19.200001   5139800.0   \n",
+       "2010-07-06   20.000000   15.830000   20.000000   16.110001   6866900.0   \n",
+       "2010-07-07   16.629999   14.980000   16.400000   15.800000   6921700.0   \n",
+       "2010-07-08   17.520000   15.570000   16.139999   17.459999   7711400.0   \n",
+       "2010-07-09   17.900000   16.549999   17.580000   17.400000   4050600.0   \n",
+       "2010-07-12   18.070000   17.000000   17.950001   17.049999   2202500.0   \n",
+       "2010-07-13   18.639999   16.900000   17.389999   18.139999   2680100.0   \n",
+       "2010-07-14   20.150000   17.760000   17.940001   19.840000   4195200.0   \n",
+       "2010-07-15   21.500000   19.000000   19.940001   19.889999   3739800.0   \n",
+       "2010-07-16   21.299999   20.049999   20.700001   20.639999   2621300.0   \n",
+       "2010-07-19   22.250000   20.920000   21.370001   21.910000   2486500.0   \n",
+       "2010-07-20   21.850000   20.049999   21.850000   20.299999   1825300.0   \n",
+       "2010-07-21   20.900000   19.500000   20.660000   20.219999   1252500.0   \n",
+       "2010-07-22   21.250000   20.370001   20.500000   21.000000    957800.0   \n",
+       "2010-07-23   21.559999   21.059999   21.190001   21.290001    653600.0   \n",
+       "2010-07-26   21.500000   20.299999   21.500000   20.950001    922200.0   \n",
+       "2010-07-27   21.180000   20.260000   20.910000   20.549999    619700.0   \n",
+       "2010-07-28   20.900000   20.510000   20.549999   20.719999    467200.0   \n",
+       "2010-07-29   20.879999   20.000000   20.770000   20.350000    616000.0   \n",
+       "2010-07-30   20.440001   19.549999   20.200001   19.940001    426900.0   \n",
+       "2010-08-02   20.969999   20.330000   20.500000   20.920000    718100.0   \n",
+       "2010-08-03   21.950001   20.820000   21.000000   21.950001   1230500.0   \n",
+       "2010-08-04   22.180000   20.850000   21.950001   21.260000    913000.0   \n",
+       "2010-08-05   21.549999   20.049999   21.540001   20.450001    796200.0   \n",
+       "2010-08-06   20.160000   19.520000   20.100000   19.590000    741900.0   \n",
+       "2010-08-09   19.980000   19.450001   19.900000   19.600000    812700.0   \n",
+       "2010-08-10   19.650000   18.820000   19.650000   19.030001   1281300.0   \n",
+       "...                ...         ...         ...         ...         ...   \n",
+       "2020-01-24  573.859985  554.260010  570.630005  564.820007  14353600.0   \n",
+       "2020-01-27  564.440002  539.280029  541.989990  558.020020  13608100.0   \n",
+       "2020-01-28  576.809998  558.080017  568.489990  566.900024  11788500.0   \n",
+       "2020-01-29  589.799988  567.429993  575.690002  580.989990  17801500.0   \n",
+       "2020-01-30  650.880005  618.000000  632.419983  640.809998  29005700.0   \n",
+       "2020-01-31  653.000000  632.520020  640.000000  650.570007  15719300.0   \n",
+       "2020-02-03  786.140015  673.520020  673.690002  780.000000  47233500.0   \n",
+       "2020-02-04  968.989990  833.880005  882.960022  887.059998  60938800.0   \n",
+       "2020-02-05  845.979980  704.109985  823.260010  734.700012  48423800.0   \n",
+       "2020-02-06  795.830017  687.000000  699.919983  748.960022  39880800.0   \n",
+       "2020-02-07  769.750000  730.000000  730.549988  748.070007  17063500.0   \n",
+       "2020-02-10  819.989990  752.400024  800.000000  771.280029  24689200.0   \n",
+       "2020-02-11  783.510010  758.000000  768.789978  774.380005  11697500.0   \n",
+       "2020-02-12  789.750000  763.369995  777.869995  767.289978  12022500.0   \n",
+       "2020-02-13  818.000000  735.000000  741.840027  804.000000  26289300.0   \n",
+       "2020-02-14  812.969971  785.500000  787.219971  800.030029  15693700.0   \n",
+       "2020-02-18  860.000000  832.359985  841.599976  858.400024  16381700.0   \n",
+       "2020-02-19  944.780029  901.020020  923.500000  917.419983  25423000.0   \n",
+       "2020-02-20  912.000000  859.940002  911.950012  899.409973  17634900.0   \n",
+       "2020-02-21  913.059998  880.450012  906.979980  901.000000  14314800.0   \n",
+       "2020-02-24  863.500000  822.200012  839.000000  833.789978  15192200.0   \n",
+       "2020-02-25  856.599976  787.000000  849.000000  799.909973  17290500.0   \n",
+       "2020-02-26  813.309998  776.109985  782.500000  778.799988  14085500.0   \n",
+       "2020-02-27  739.770020  669.000000  730.000000  679.000000  24277200.0   \n",
+       "2020-02-28  690.520020  611.520020  629.700012  667.989990  24564200.0   \n",
+       "2020-03-02  743.690002  686.669983  711.260010  743.619995  20195000.0   \n",
+       "2020-03-03  806.979980  716.109985  805.000000  745.510010  25784000.0   \n",
+       "2020-03-04  766.520020  724.729980  763.960022  749.500000  15049000.0   \n",
+       "2020-03-05  745.750000  718.070007  723.770020  724.539978  10852700.0   \n",
+       "2020-03-06  707.000000  684.270020  690.000000  703.479980  12635500.0   \n",
+       "\n",
+       "             Adj Close   avg_price  PCT_change  \n",
+       "Date                                            \n",
+       "2010-06-29   23.889999   21.270000         NaN  \n",
+       "2010-06-30   23.830000   26.860000   -0.002511  \n",
+       "2010-07-01   21.959999   23.095000   -0.078473  \n",
+       "2010-07-02   19.200001   20.905000   -0.125683  \n",
+       "2010-07-06   16.110001   17.915000   -0.160938  \n",
+       "2010-07-07   15.800000   15.804999   -0.019243  \n",
+       "2010-07-08   17.459999   16.545000    0.105063  \n",
+       "2010-07-09   17.400000   17.224999   -0.003436  \n",
+       "2010-07-12   17.049999   17.535000   -0.020115  \n",
+       "2010-07-13   18.139999   17.770000    0.063930  \n",
+       "2010-07-14   19.840000   18.955000    0.093716  \n",
+       "2010-07-15   19.889999   20.250000    0.002520  \n",
+       "2010-07-16   20.639999   20.674999    0.037707  \n",
+       "2010-07-19   21.910000   21.585000    0.061531  \n",
+       "2010-07-20   20.299999   20.950000   -0.073482  \n",
+       "2010-07-21   20.219999   20.200000   -0.003941  \n",
+       "2010-07-22   21.000000   20.810000    0.038576  \n",
+       "2010-07-23   21.290001   21.309999    0.013810  \n",
+       "2010-07-26   20.950001   20.900000   -0.015970  \n",
+       "2010-07-27   20.549999   20.720000   -0.019093  \n",
+       "2010-07-28   20.719999   20.705000    0.008273  \n",
+       "2010-07-29   20.350000   20.440000   -0.017857  \n",
+       "2010-07-30   19.940001   19.995000   -0.020147  \n",
+       "2010-08-02   20.920000   20.650000    0.049147  \n",
+       "2010-08-03   21.950001   21.385000    0.049235  \n",
+       "2010-08-04   21.260000   21.515000   -0.031435  \n",
+       "2010-08-05   20.450001   20.799999   -0.038100  \n",
+       "2010-08-06   19.590000   19.840000   -0.042054  \n",
+       "2010-08-09   19.600000   19.715000    0.000510  \n",
+       "2010-08-10   19.030001   19.235000   -0.029082  \n",
+       "...                ...         ...         ...  \n",
+       "2020-01-24  564.820007  564.059998   -0.012898  \n",
+       "2020-01-27  558.020020  551.860016   -0.012039  \n",
+       "2020-01-28  566.900024  567.445007    0.015913  \n",
+       "2020-01-29  580.989990  578.614990    0.024854  \n",
+       "2020-01-30  640.809998  634.440002    0.102962  \n",
+       "2020-01-31  650.570007  642.760010    0.015231  \n",
+       "2020-02-03  780.000000  729.830017    0.198949  \n",
+       "2020-02-04  887.059998  901.434998    0.137256  \n",
+       "2020-02-05  734.700012  775.044983   -0.171758  \n",
+       "2020-02-06  748.960022  741.415009    0.019409  \n",
+       "2020-02-07  748.070007  749.875000   -0.001188  \n",
+       "2020-02-10  771.280029  786.195007    0.031027  \n",
+       "2020-02-11  774.380005  770.755005    0.004019  \n",
+       "2020-02-12  767.289978  776.559998   -0.009156  \n",
+       "2020-02-13  804.000000  776.500000    0.047844  \n",
+       "2020-02-14  800.030029  799.234985   -0.004938  \n",
+       "2020-02-18  858.400024  846.179993    0.072960  \n",
+       "2020-02-19  917.419983  922.900024    0.068756  \n",
+       "2020-02-20  899.409973  885.970001   -0.019631  \n",
+       "2020-02-21  901.000000  896.755005    0.001768  \n",
+       "2020-02-24  833.789978  842.850006   -0.074595  \n",
+       "2020-02-25  799.909973  821.799988   -0.040634  \n",
+       "2020-02-26  778.799988  794.709991   -0.026390  \n",
+       "2020-02-27  679.000000  704.385010   -0.128146  \n",
+       "2020-02-28  667.989990  651.020020   -0.016215  \n",
+       "2020-03-02  743.619995  715.179993    0.113220  \n",
+       "2020-03-03  745.510010  761.544983    0.002542  \n",
+       "2020-03-04  749.500000  745.625000    0.005352  \n",
+       "2020-03-05  724.539978  731.910004   -0.033302  \n",
+       "2020-03-06  703.479980  695.635010   -0.029067  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "High          float64\n",
+       "Low           float64\n",
+       "Open          float64\n",
+       "Close         float64\n",
+       "Volume        float64\n",
+       "Adj Close     float64\n",
+       "avg_price     float64\n",
+       "PCT_change    float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2df81146470>"
+      ]
+     },
+     "execution_count": 112,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_TSLA['Adj Close'].plot(figsize=(20,10), c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Part 1 - Comparison of Car sales VS. Evolution of the car production\n",
+    "\n",
+    "### Data Wrangling & Data Analytics"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The first part of the Notebook aims at comparing the Car Production dataframe \n",
+    "\n",
+    "- Data wrangling : creating a compatible dataframe with the stock price (merging both KPIs into a Quarter-based dataframe : adapting the daily stock price evolution into a quarter trend to be merged with the quarterly based car production data)\n",
+    "- ploting the parallel evolution of the two indicators\n",
+    "- calculating the correlation of both indicators"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Tesla Car Sales Dataframe to measure its impact"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The car production is divided into three columns :\n",
+    "- sales of so-called \"Luxury car\", encompassing both Model S (launched in 2012) & Model X (launched in 2015), which target a premium audience, in order to prove the viability of the electric car concept and to create strong brand attachment\n",
+    "- sales of Model 3, aiming to be the \"Mass-market\" electric car, which production started in 2017 and became the flagship of the brand. Due to what Musk called \"production hell\", the first quarter of production were complicated, mobilised the entire production lines, and took over the production of the Luxury Car\n",
+    "- All model sales : sum of two previous categories, used in Part 2 to be used with the Prophet Machine Learning algorithm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales = pd.read_csv('../DataSets/Tesla_car_sales/tesla_total_sales_2008_2019.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# #Adding Month name to be able to plot it versus Stock quarter\n",
+    "# condlist = [tesla_car_sales['Quarter'] ==1, tesla_car_sales['Quarter'] ==2, tesla_car_sales['Quarter'] ==3, tesla_car_sales['Quarter'] ==4]\n",
+    "# choicelist = [\"January\", \"April\", \"July\", \"October\"]\n",
+    "# tesla_car_sales['Month'] = np.select(condlist, choicelist)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#adding fusioned year quarter\n",
+    "tesla_car_sales['Year_Q'] = tesla_car_sales[\"Year\"].astype(str) + ' Q'+ tesla_car_sales[\"Quarter\"].astype(str)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "      <th>Luxury Models sold</th>\n",
+       "      <th>Year_Q</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2008 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>2008 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2008</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>2008 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>220</td>\n",
+       "      <td>2009 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>2009 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>200</td>\n",
+       "      <td>2009 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2009</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>300</td>\n",
+       "      <td>2009 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2010 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2010 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2010 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2010 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>198</td>\n",
+       "      <td>2011 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>198</td>\n",
+       "      <td>2011 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>198</td>\n",
+       "      <td>2011 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2011</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>200</td>\n",
+       "      <td>2011 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>99</td>\n",
+       "      <td>2012 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>2012 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>321</td>\n",
+       "      <td>2012 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2012</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2400</td>\n",
+       "      <td>2012 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4900</td>\n",
+       "      <td>2013 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5150</td>\n",
+       "      <td>2013 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5500</td>\n",
+       "      <td>2013 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2013</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6892</td>\n",
+       "      <td>2013 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6457</td>\n",
+       "      <td>2014 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7579</td>\n",
+       "      <td>2014 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7785</td>\n",
+       "      <td>2014 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2014</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9834</td>\n",
+       "      <td>2014 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10045</td>\n",
+       "      <td>2015 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11532</td>\n",
+       "      <td>2015 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11603</td>\n",
+       "      <td>2015 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2015</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17478</td>\n",
+       "      <td>2015 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14810</td>\n",
+       "      <td>2016 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14402</td>\n",
+       "      <td>2016 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24821</td>\n",
+       "      <td>2016 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2016</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22252</td>\n",
+       "      <td>2016 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>25051</td>\n",
+       "      <td>2017 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22026</td>\n",
+       "      <td>2017 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26137</td>\n",
+       "      <td>2017 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2017</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>29967</td>\n",
+       "      <td>2017 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9766</td>\n",
+       "      <td>20214</td>\n",
+       "      <td>2018 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>28578</td>\n",
+       "      <td>12162</td>\n",
+       "      <td>2018 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>53239</td>\n",
+       "      <td>30261</td>\n",
+       "      <td>2018 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>61394</td>\n",
+       "      <td>29306</td>\n",
+       "      <td>2018 Q4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>1</td>\n",
+       "      <td>62975</td>\n",
+       "      <td>12100</td>\n",
+       "      <td>2019 Q1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>2</td>\n",
+       "      <td>72548</td>\n",
+       "      <td>22652</td>\n",
+       "      <td>2019 Q2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79837</td>\n",
+       "      <td>17163</td>\n",
+       "      <td>2019 Q3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>86958</td>\n",
+       "      <td>25042</td>\n",
+       "      <td>2019 Q4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Year  Quarter  Model 3 sales  Luxury Models sold   Year_Q\n",
+       "0   2008        2              0                   3  2008 Q2\n",
+       "1   2008        3              0                  27  2008 Q3\n",
+       "2   2008        4              0                  70  2008 Q4\n",
+       "3   2009        1              0                 220  2009 Q1\n",
+       "4   2009        2              0                 180  2009 Q2\n",
+       "5   2009        3              0                 200  2009 Q3\n",
+       "6   2009        4              0                 300  2009 Q4\n",
+       "7   2010        1              0                 100  2010 Q1\n",
+       "8   2010        2              0                 100  2010 Q2\n",
+       "9   2010        3              0                 100  2010 Q3\n",
+       "10  2010        4              0                 100  2010 Q4\n",
+       "11  2011        1              0                 198  2011 Q1\n",
+       "12  2011        2              0                 198  2011 Q2\n",
+       "13  2011        3              0                 198  2011 Q3\n",
+       "14  2011        4              0                 200  2011 Q4\n",
+       "15  2012        1              0                  99  2012 Q1\n",
+       "16  2012        2              0                  89  2012 Q2\n",
+       "17  2012        3              0                 321  2012 Q3\n",
+       "18  2012        4              0                2400  2012 Q4\n",
+       "19  2013        1              0                4900  2013 Q1\n",
+       "20  2013        2              0                5150  2013 Q2\n",
+       "21  2013        3              0                5500  2013 Q3\n",
+       "22  2013        4              0                6892  2013 Q4\n",
+       "23  2014        1              0                6457  2014 Q1\n",
+       "24  2014        2              0                7579  2014 Q2\n",
+       "25  2014        3              0                7785  2014 Q3\n",
+       "26  2014        4              0                9834  2014 Q4\n",
+       "27  2015        1              0               10045  2015 Q1\n",
+       "28  2015        2              0               11532  2015 Q2\n",
+       "29  2015        3              0               11603  2015 Q3\n",
+       "30  2015        4              0               17478  2015 Q4\n",
+       "31  2016        1              0               14810  2016 Q1\n",
+       "32  2016        2              0               14402  2016 Q2\n",
+       "33  2016        3              0               24821  2016 Q3\n",
+       "34  2016        4              0               22252  2016 Q4\n",
+       "35  2017        1              0               25051  2017 Q1\n",
+       "36  2017        2              0               22026  2017 Q2\n",
+       "37  2017        3              0               26137  2017 Q3\n",
+       "38  2017        4              0               29967  2017 Q4\n",
+       "39  2018        1           9766               20214  2018 Q1\n",
+       "40  2018        2          28578               12162  2018 Q2\n",
+       "41  2018        3          53239               30261  2018 Q3\n",
+       "42  2018        4          61394               29306  2018 Q4\n",
+       "43  2019        1          62975               12100  2019 Q1\n",
+       "44  2019        2          72548               22652  2019 Q2\n",
+       "45  2019        3          79837               17163  2019 Q3\n",
+       "46  2019        4          86958               25042  2019 Q4"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_car_sales"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Year                   int64\n",
+       "Quarter                int64\n",
+       "Model 3 sales          int64\n",
+       "Luxury Models sold     int64\n",
+       "Year_Q                object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_car_sales.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Creating a Quarter based Medium Stock Price"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Importing the TSLA Stock DF, reseting the index to a datebase index & using it to sample on a Quarter basis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_quarter = df_TSLA.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_quarter.reset_index(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_quarter['Date'] = pd.to_datetime(df_TSLA_quarter['Date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_quarter.set_index(df_TSLA_quarter['Date'],inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_quarter = df_TSLA_quarter['Adj Close'].resample('Q').mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_quarter.columns=['Quarter', 'Stock_Mean_Price']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Date\n",
+       "2010-06-30     23.860000\n",
+       "2010-09-30     19.929844\n",
+       "2010-12-31     26.737656\n",
+       "2011-03-31     24.217742\n",
+       "2011-06-30     27.248254\n",
+       "2011-09-30     25.873906\n",
+       "2011-12-31     29.852857\n",
+       "2012-03-31     31.940968\n",
+       "2012-06-30     31.587460\n",
+       "2012-09-30     29.788730\n",
+       "2012-12-31     31.372742\n",
+       "2013-03-31     36.496333\n",
+       "2013-06-30     75.274531\n",
+       "2013-09-30    148.403280\n",
+       "2013-12-31    153.186718\n",
+       "2014-03-31    200.911639\n",
+       "2014-06-30    209.206825\n",
+       "2014-09-30    247.529376\n",
+       "2014-12-31    234.397032\n",
+       "2015-03-31    202.486886\n",
+       "2015-06-30    237.179207\n",
+       "2015-09-30    254.871563\n",
+       "2015-12-31    224.453751\n",
+       "2016-03-31    197.300328\n",
+       "2016-06-30    227.279844\n",
+       "2016-09-30    216.575780\n",
+       "2016-12-31    197.131269\n",
+       "2017-03-31    253.782582\n",
+       "2017-06-30    330.184445\n",
+       "2017-09-30    346.085237\n",
+       "2017-12-31    326.252064\n",
+       "2018-03-31    329.929018\n",
+       "2018-06-30    304.837344\n",
+       "2018-09-30    312.416032\n",
+       "2018-12-31    322.655873\n",
+       "2019-03-31    301.116720\n",
+       "2019-06-30    233.457778\n",
+       "2019-09-30    234.842187\n",
+       "2019-12-31    325.371095\n",
+       "2020-03-31    664.888445\n",
+       "Freq: Q-DEC, Name: Adj Close, dtype: float64"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_quarter"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Data Wrangling : creating new dating system based on Quarter (format YYYY-MM-DD) to be able to compare Quarterly car sales with the stock sampling made by Pandas .resample('Q').mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales = pd.read_csv('../DataSets/Tesla_car_sales/tesla_total_sales_2008_2019.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Adding Month name to be able to plot it versus Stock quarter\n",
+    "condlist = [tesla_car_sales['Quarter'] ==1, tesla_car_sales['Quarter'] ==2, tesla_car_sales['Quarter'] ==3, tesla_car_sales['Quarter'] ==4]\n",
+    "choicelist = [\"-03-31\", \"-06-30\", \"-09-30\", \"-12-31\"]\n",
+    "tesla_car_sales['period'] = np.select(condlist, choicelist)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "string edition & formation to be able to create a new \"Date\" column on a datetime format to be able to merge it with Quarter Stock sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales['Year'] = tesla_car_sales['Year'].astype(str)\n",
+    "\n",
+    "tesla_car_sales['Date'] = tesla_car_sales['Year'] + tesla_car_sales['period']\n",
+    "\n",
+    "tesla_car_sales['Date'] = pd.to_datetime(tesla_car_sales['Date'])\n",
+    "\n",
+    "tesla_car_sales.drop(columns='period', inplace=True)\n",
+    "\n",
+    "tesla_car_sales = tesla_car_sales[['Date', 'Year','Quarter','Model 3 sales','Luxury Models sold']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales.columns = ['Date', 'Year','Quarter','Model 3 sales','Luxury Models sales']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tesla_car_sales['Total_Model_Sales'] = tesla_car_sales['Model 3 sales'] + tesla_car_sales['Luxury Models sales']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Date                   datetime64[ns]\n",
+       "Year                           object\n",
+       "Quarter                         int64\n",
+       "Model 3 sales                   int64\n",
+       "Luxury Models sales             int64\n",
+       "Total_Model_Sales               int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tesla_car_sales.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Merging both dataframes into one featuring Mean Adj Close Price & the Amount of Car Sales "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dfmerged_stock_quarter_car = pd.merge(df_TSLA_quarter, tesla_car_sales, how='left', on='Date')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Quarter</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "      <th>Luxury Models sales</th>\n",
+       "      <th>Total_Model_Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.860000</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>19.929844</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>26.737656</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>24.217742</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>27.248254</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>25.873906</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>29.852857</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>31.940968</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>99.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>31.587460</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>89.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>29.788730</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>321.0</td>\n",
+       "      <td>321.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>31.372742</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>36.496333</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>75.274531</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>148.403280</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>153.186718</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>200.911639</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>209.206825</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>247.529376</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>234.397032</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>202.486886</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>237.179207</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>254.871563</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>224.453751</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>197.300328</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>227.279844</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>216.575780</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>197.131269</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>253.782582</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>330.184445</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>346.085237</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>326.252064</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>329.929018</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>9766.0</td>\n",
+       "      <td>20214.0</td>\n",
+       "      <td>29980.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>304.837344</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>28578.0</td>\n",
+       "      <td>12162.0</td>\n",
+       "      <td>40740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>312.416032</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>53239.0</td>\n",
+       "      <td>30261.0</td>\n",
+       "      <td>83500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>322.655873</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>61394.0</td>\n",
+       "      <td>29306.0</td>\n",
+       "      <td>90700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>301.116720</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>62975.0</td>\n",
+       "      <td>12100.0</td>\n",
+       "      <td>75075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>233.457778</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>72548.0</td>\n",
+       "      <td>22652.0</td>\n",
+       "      <td>95200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>234.842187</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>79837.0</td>\n",
+       "      <td>17163.0</td>\n",
+       "      <td>97000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>325.371095</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>86958.0</td>\n",
+       "      <td>25042.0</td>\n",
+       "      <td>112000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2020-03-31</td>\n",
+       "      <td>664.888445</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Date   Adj Close  Year  Quarter  Model 3 sales  Luxury Models sales  \\\n",
+       "0  2010-06-30   23.860000  2010      2.0            0.0                100.0   \n",
+       "1  2010-09-30   19.929844  2010      3.0            0.0                100.0   \n",
+       "2  2010-12-31   26.737656  2010      4.0            0.0                100.0   \n",
+       "3  2011-03-31   24.217742  2011      1.0            0.0                198.0   \n",
+       "4  2011-06-30   27.248254  2011      2.0            0.0                198.0   \n",
+       "5  2011-09-30   25.873906  2011      3.0            0.0                198.0   \n",
+       "6  2011-12-31   29.852857  2011      4.0            0.0                200.0   \n",
+       "7  2012-03-31   31.940968  2012      1.0            0.0                 99.0   \n",
+       "8  2012-06-30   31.587460  2012      2.0            0.0                 89.0   \n",
+       "9  2012-09-30   29.788730  2012      3.0            0.0                321.0   \n",
+       "10 2012-12-31   31.372742  2012      4.0            0.0               2400.0   \n",
+       "11 2013-03-31   36.496333  2013      1.0            0.0               4900.0   \n",
+       "12 2013-06-30   75.274531  2013      2.0            0.0               5150.0   \n",
+       "13 2013-09-30  148.403280  2013      3.0            0.0               5500.0   \n",
+       "14 2013-12-31  153.186718  2013      4.0            0.0               6892.0   \n",
+       "15 2014-03-31  200.911639  2014      1.0            0.0               6457.0   \n",
+       "16 2014-06-30  209.206825  2014      2.0            0.0               7579.0   \n",
+       "17 2014-09-30  247.529376  2014      3.0            0.0               7785.0   \n",
+       "18 2014-12-31  234.397032  2014      4.0            0.0               9834.0   \n",
+       "19 2015-03-31  202.486886  2015      1.0            0.0              10045.0   \n",
+       "20 2015-06-30  237.179207  2015      2.0            0.0              11532.0   \n",
+       "21 2015-09-30  254.871563  2015      3.0            0.0              11603.0   \n",
+       "22 2015-12-31  224.453751  2015      4.0            0.0              17478.0   \n",
+       "23 2016-03-31  197.300328  2016      1.0            0.0              14810.0   \n",
+       "24 2016-06-30  227.279844  2016      2.0            0.0              14402.0   \n",
+       "25 2016-09-30  216.575780  2016      3.0            0.0              24821.0   \n",
+       "26 2016-12-31  197.131269  2016      4.0            0.0              22252.0   \n",
+       "27 2017-03-31  253.782582  2017      1.0            0.0              25051.0   \n",
+       "28 2017-06-30  330.184445  2017      2.0            0.0              22026.0   \n",
+       "29 2017-09-30  346.085237  2017      3.0            0.0              26137.0   \n",
+       "30 2017-12-31  326.252064  2017      4.0            0.0              29967.0   \n",
+       "31 2018-03-31  329.929018  2018      1.0         9766.0              20214.0   \n",
+       "32 2018-06-30  304.837344  2018      2.0        28578.0              12162.0   \n",
+       "33 2018-09-30  312.416032  2018      3.0        53239.0              30261.0   \n",
+       "34 2018-12-31  322.655873  2018      4.0        61394.0              29306.0   \n",
+       "35 2019-03-31  301.116720  2019      1.0        62975.0              12100.0   \n",
+       "36 2019-06-30  233.457778  2019      2.0        72548.0              22652.0   \n",
+       "37 2019-09-30  234.842187  2019      3.0        79837.0              17163.0   \n",
+       "38 2019-12-31  325.371095  2019      4.0        86958.0              25042.0   \n",
+       "39 2020-03-31  664.888445   NaN      NaN            NaN                  NaN   \n",
+       "\n",
+       "    Total_Model_Sales  \n",
+       "0               100.0  \n",
+       "1               100.0  \n",
+       "2               100.0  \n",
+       "3               198.0  \n",
+       "4               198.0  \n",
+       "5               198.0  \n",
+       "6               200.0  \n",
+       "7                99.0  \n",
+       "8                89.0  \n",
+       "9               321.0  \n",
+       "10             2400.0  \n",
+       "11             4900.0  \n",
+       "12             5150.0  \n",
+       "13             5500.0  \n",
+       "14             6892.0  \n",
+       "15             6457.0  \n",
+       "16             7579.0  \n",
+       "17             7785.0  \n",
+       "18             9834.0  \n",
+       "19            10045.0  \n",
+       "20            11532.0  \n",
+       "21            11603.0  \n",
+       "22            17478.0  \n",
+       "23            14810.0  \n",
+       "24            14402.0  \n",
+       "25            24821.0  \n",
+       "26            22252.0  \n",
+       "27            25051.0  \n",
+       "28            22026.0  \n",
+       "29            26137.0  \n",
+       "30            29967.0  \n",
+       "31            29980.0  \n",
+       "32            40740.0  \n",
+       "33            83500.0  \n",
+       "34            90700.0  \n",
+       "35            75075.0  \n",
+       "36            95200.0  \n",
+       "37            97000.0  \n",
+       "38           112000.0  \n",
+       "39                NaN  "
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dfmerged_stock_quarter_car"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Creating a df_plot copy of the merged for plotting results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_plot = dfmerged_stock_quarter_car"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_plot = dfmerged_stock_quarter_car[['Date','Adj Close','Model 3 sales','Luxury Models sales', 'Total_Model_Sales']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# mergetest.set_index('Date', inplace=True)\n",
+    "df_plot.reset_index(drop=False, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "index                           int64\n",
+       "Date                   datetime64[ns]\n",
+       "Adj Close                     float64\n",
+       "Model 3 sales                 float64\n",
+       "Luxury Models sales           float64\n",
+       "Total_Model_Sales             float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 137,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_plot.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \"\"\"Entry point for launching an IPython kernel.\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \n"
+     ]
+    }
+   ],
+   "source": [
+    "df_plot['Date'] = pd.to_datetime(df_plot['Date'])\n",
+    "df_plot['Date'] = df_plot['Date'].dt.date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "      <th>Luxury Models sales</th>\n",
+       "      <th>Total_Model_Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.860000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>19.929844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>26.737656</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>24.217742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>27.248254</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>25.873906</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>6</td>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>29.852857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7</td>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>31.940968</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>99.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8</td>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>31.587460</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>89.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>9</td>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>29.788730</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>321.0</td>\n",
+       "      <td>321.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>31.372742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>11</td>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>36.496333</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>12</td>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>75.274531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>13</td>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>148.403280</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>14</td>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>153.186718</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>15</td>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>200.911639</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>16</td>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>209.206825</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>17</td>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>247.529376</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>18</td>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>234.397032</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>19</td>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>202.486886</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>20</td>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>237.179207</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>21</td>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>254.871563</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>22</td>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>224.453751</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>23</td>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>197.300328</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>24</td>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>227.279844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>25</td>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>216.575780</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>26</td>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>197.131269</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>27</td>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>253.782582</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>28</td>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>330.184445</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>29</td>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>346.085237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>30</td>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>326.252064</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>31</td>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>329.929018</td>\n",
+       "      <td>9766.0</td>\n",
+       "      <td>20214.0</td>\n",
+       "      <td>29980.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>32</td>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>304.837344</td>\n",
+       "      <td>28578.0</td>\n",
+       "      <td>12162.0</td>\n",
+       "      <td>40740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>33</td>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>312.416032</td>\n",
+       "      <td>53239.0</td>\n",
+       "      <td>30261.0</td>\n",
+       "      <td>83500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>34</td>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>322.655873</td>\n",
+       "      <td>61394.0</td>\n",
+       "      <td>29306.0</td>\n",
+       "      <td>90700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>35</td>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>301.116720</td>\n",
+       "      <td>62975.0</td>\n",
+       "      <td>12100.0</td>\n",
+       "      <td>75075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>36</td>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>233.457778</td>\n",
+       "      <td>72548.0</td>\n",
+       "      <td>22652.0</td>\n",
+       "      <td>95200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>37</td>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>234.842187</td>\n",
+       "      <td>79837.0</td>\n",
+       "      <td>17163.0</td>\n",
+       "      <td>97000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>38</td>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>325.371095</td>\n",
+       "      <td>86958.0</td>\n",
+       "      <td>25042.0</td>\n",
+       "      <td>112000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>39</td>\n",
+       "      <td>2020-03-31</td>\n",
+       "      <td>664.888445</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    index        Date   Adj Close  Model 3 sales  Luxury Models sales  \\\n",
+       "0       0  2010-06-30   23.860000            0.0                100.0   \n",
+       "1       1  2010-09-30   19.929844            0.0                100.0   \n",
+       "2       2  2010-12-31   26.737656            0.0                100.0   \n",
+       "3       3  2011-03-31   24.217742            0.0                198.0   \n",
+       "4       4  2011-06-30   27.248254            0.0                198.0   \n",
+       "5       5  2011-09-30   25.873906            0.0                198.0   \n",
+       "6       6  2011-12-31   29.852857            0.0                200.0   \n",
+       "7       7  2012-03-31   31.940968            0.0                 99.0   \n",
+       "8       8  2012-06-30   31.587460            0.0                 89.0   \n",
+       "9       9  2012-09-30   29.788730            0.0                321.0   \n",
+       "10     10  2012-12-31   31.372742            0.0               2400.0   \n",
+       "11     11  2013-03-31   36.496333            0.0               4900.0   \n",
+       "12     12  2013-06-30   75.274531            0.0               5150.0   \n",
+       "13     13  2013-09-30  148.403280            0.0               5500.0   \n",
+       "14     14  2013-12-31  153.186718            0.0               6892.0   \n",
+       "15     15  2014-03-31  200.911639            0.0               6457.0   \n",
+       "16     16  2014-06-30  209.206825            0.0               7579.0   \n",
+       "17     17  2014-09-30  247.529376            0.0               7785.0   \n",
+       "18     18  2014-12-31  234.397032            0.0               9834.0   \n",
+       "19     19  2015-03-31  202.486886            0.0              10045.0   \n",
+       "20     20  2015-06-30  237.179207            0.0              11532.0   \n",
+       "21     21  2015-09-30  254.871563            0.0              11603.0   \n",
+       "22     22  2015-12-31  224.453751            0.0              17478.0   \n",
+       "23     23  2016-03-31  197.300328            0.0              14810.0   \n",
+       "24     24  2016-06-30  227.279844            0.0              14402.0   \n",
+       "25     25  2016-09-30  216.575780            0.0              24821.0   \n",
+       "26     26  2016-12-31  197.131269            0.0              22252.0   \n",
+       "27     27  2017-03-31  253.782582            0.0              25051.0   \n",
+       "28     28  2017-06-30  330.184445            0.0              22026.0   \n",
+       "29     29  2017-09-30  346.085237            0.0              26137.0   \n",
+       "30     30  2017-12-31  326.252064            0.0              29967.0   \n",
+       "31     31  2018-03-31  329.929018         9766.0              20214.0   \n",
+       "32     32  2018-06-30  304.837344        28578.0              12162.0   \n",
+       "33     33  2018-09-30  312.416032        53239.0              30261.0   \n",
+       "34     34  2018-12-31  322.655873        61394.0              29306.0   \n",
+       "35     35  2019-03-31  301.116720        62975.0              12100.0   \n",
+       "36     36  2019-06-30  233.457778        72548.0              22652.0   \n",
+       "37     37  2019-09-30  234.842187        79837.0              17163.0   \n",
+       "38     38  2019-12-31  325.371095        86958.0              25042.0   \n",
+       "39     39  2020-03-31  664.888445            NaN                  NaN   \n",
+       "\n",
+       "    Total_Model_Sales  \n",
+       "0               100.0  \n",
+       "1               100.0  \n",
+       "2               100.0  \n",
+       "3               198.0  \n",
+       "4               198.0  \n",
+       "5               198.0  \n",
+       "6               200.0  \n",
+       "7                99.0  \n",
+       "8                89.0  \n",
+       "9               321.0  \n",
+       "10             2400.0  \n",
+       "11             4900.0  \n",
+       "12             5150.0  \n",
+       "13             5500.0  \n",
+       "14             6892.0  \n",
+       "15             6457.0  \n",
+       "16             7579.0  \n",
+       "17             7785.0  \n",
+       "18             9834.0  \n",
+       "19            10045.0  \n",
+       "20            11532.0  \n",
+       "21            11603.0  \n",
+       "22            17478.0  \n",
+       "23            14810.0  \n",
+       "24            14402.0  \n",
+       "25            24821.0  \n",
+       "26            22252.0  \n",
+       "27            25051.0  \n",
+       "28            22026.0  \n",
+       "29            26137.0  \n",
+       "30            29967.0  \n",
+       "31            29980.0  \n",
+       "32            40740.0  \n",
+       "33            83500.0  \n",
+       "34            90700.0  \n",
+       "35            75075.0  \n",
+       "36            95200.0  \n",
+       "37            97000.0  \n",
+       "38           112000.0  \n",
+       "39                NaN  "
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_plot"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotting Stock price evolution VS. Car sales"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Plotting on overlap the evolution of stock price from 2010 VS. the evolution of car sales"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###### Below plot represents the evolution of stock price VS. car Sales\n",
+    "- plot line in hundred euros stock price evolution (left y axis)\n",
+    "- barplot of car sales in units sold (right y axis)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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dY87U1qwiyRhV+0t19vRrtei9W0TUPDjcMv68HmMtXr9+cPBFBKH7iCAUAAAAAJB0bl/epLpQV/KXn2n086MLVb9pp8r38sT0dPH9mYVaV9+upzcGFYpIfo909ths3XdKSULrmFKcqYdnBTs//w99vFTPbmzV9W82qDLuoKe3doR1yhM79NVJufrRrAIV+dI/uO6vUMTq3cJJeqVoil4tnKzXC8sV8Pp73GeNR4uLJuuQo2/X7yr+rDm7lhOIprGarEK1mZ6HweVEgvrZBw+5UFFqIwgFAAAAACSVjc3t+sPqZsfYFdPyNTTbq3qXanLbXR8r7lyaPjQ7ebYGOLMsWyeP9Ou3K5p0+/ImBbvloVEr/WlNx3L5Hx9RoIvLWS7fXUt7VEu2h7V4W1iLa0J6e0dYoZk37PXzVdnDdO7063Rcw1rdtOFRnVK/agCrhVvuGn2GIh5nfOePhHXuznf15W10g+4rglAAAAAAQFL5ydJGhboFaiNzPLp0aq57BSUBx9L0JNsawJ9hdN2MAl04IUc/eKtBT1c7l8vvDEV12eJ6PbAuoNuOKdKMIYNzuXxjOKo3t4f1Wk1Ii2vCWlobVrvd83N78lrhJJ0+44c6pW6Frt8W0tHDff3/oEgKTV6//jDqdOegtRoebtA9a+5xp6gURxAKAAAAAEgay3aG9cgHrY6xH8wsOCD7XKa6+KXpyWZ8fob+dlqpnt8Y1HVv1mtD3HL5t3e0dSyXn9yxXL44zZfL14Wieq0mpNdiHZ/Ld7Upuo/B5/BwvU6sX6P1/uFalTdGIU+mPDaiaC9LpV8qPkwvPV2r00f79MNZBYM2cE4nfxp5iuozu34IVNgW0KhwnR5aeQeHZe0nglAAAAAAQFKw1urGtxvVPSs6tChDnz8kx7WasO/OKPPrxJHDdeeKJv16ebNau53yZCXd2225/BfSaLn8tswCLdzQqsXbQlpcE9KquvZ9/hhlwVqdWL9GJzSs0Yn1q1XeWiOjjlPjpx31C230laosuEsPrv6dfjFurp4undnjYyzcHNLCzTt0zli/fjCzQFNLkjM4x+6FjVe/KTvbMXbFpmd1Q9W/XKooPRCEAgAAAACSwotbQlq0xdnldNORhfJ60iMoG0z8GUbXzCjQBbHl8k/FLZffFYrq8sX1emBtQLcdW6SZKdC9uDJntD439TL9feWdmtqyWZt8JXq1cLJeKZqsVwsna03uaGnRrn36mAfle3X8CJ+OG56l40f4NPU7F/d6X240pCeW3+qYf8H7t+n1gkP04/Gf1Qsl03o881R1UE9XB3XeQdm6fka+JhYRiKaSh4Ydp82+rgPRsiMhXbrleRcrSg8EoQAAAAAA10WiVv9vSYNj7MSRPn18NPsdprJx+Rmaf1qp/rMpqGvfqNeHccvl36lt06lP7NC8iTm6YXaBSvw9l3wng0aPX2cefr1qsop03KybNbStQZXZw/f540wqzOgIPkdk6bjhPo3K3fvf79SWzVq+5HrH2LGN6/Xc8p9rUdEU3Tj+s1pcNNnxupX0rw2t+ndlqy44OFvXzSjQQQVEQckuKqPbxp7rGLtk6yINaWvu4wnsLf72AwAAAABc99AHLT2WEt98RIFMmiybHuw+Psav188brrtWNOu2ZU09lsvfv65Fj1e16sbZhfpieY6rXcA7M/K0PG+s3s8t0/uxt0vzxivq6QgtAxl+BTL8e/w4RtLUkkwdPzxLx8W6PodmD0zQe3L9ai167xY98bNn9dOljXqnts3xetRKD33Qqkc/bNXF5Tn63uH5KssjEkpWT5XO0KrcMZ3XXhvRlZuedrGi9MHfegAAAACAq1rao/rp0kbH2AUHZ3PYS5rxeY2+e3i+LpiQrR++1aAFVc7l8nUhqytf6zpdfvbQgf3zb4tarW9o18q6Nq3Y1aaVu9q06tg7HcuR94XXRnT4UH/nUvdjh/tUlMADoYykU0f7dcoon57dGNRP323Sil3OQLTdSg+sa9Hf17do3qRcfXd6vkbkJGcX7mB2W5mzG/SC7W9ofLDWpWrSC0EoAAAAAMBVf1gV0JaWaOd1lkf60ewCFyvCQCrLy9CDp5bqxc1BXftGg9Y3OjuB361t08ef3KEvTszRjbMLVHoAlsvXBiNasSsWeNa1a+WuNq2pb1M4GnfjvoSg1uq4xnU6ob7jYKPjGitk7nu237X2lzFGZ43N1pwyv56oCupnSxu1tsH5OQ5HpXtWB/SXdQF9bXKerpyepyFJui3BYPNaQXmPLQ6+V/2kS9WkH4JQAAAAAIBraoMR3b68yTH2zUPzNJZlu2nv1NF+Lf6UT3evbNaty5rU0u5cLv/guhYtqGzVDbMLNW/i3i2XD0es1sW6PFd2Bp9t2tYan3j2jy8S1u3rH9Q3tr7kGE+mHRw9xmju+GydO9avf25o1c/fbeyxR2swIt21sll/XhvQ/xyaq8sOy1eeS/WiQ/zeoGfsWqbDA9UuVZN++JcFAAAAAOCaX77XpKa2rgCsKMvou9PzXawIieTzGl01PV/nH5ytHy1p1L8rWx2v14etrn69Y7n8ZYfl6WdL/Zo/pE2TizK0vTXauax9RSz4XNfQrrZ+Zp6Z0XYd2rJZ05qrNS1QrenN1bp71OlaWDJNQa9P/khYn9z5To8QNFl5PUYXTMjRpw/K1t/Xt+iXy5q0sdkZiAbarX61vFn3rAnoqnHn6YpNz6og0trHR8RAWVvfpgVDjnCMXUM36AFFEAoAAAAAcMUHDe26b03AMfa9w/MTuq8iksOYvAzdf0qJFm0J6po3GlQRt5R72c42fe3lOklGJz+xXXkZRjtDtvcPtg9GZHs0tSRThxVnampJpo781Tc1qWWLsqwzKDyuoULTjvqFNnpKNTzcoHvW3NPvuRMtw2P0xYm5unBCjv5SEdBty5q0tcWZGjeGrW466LO6c8wcXVP9pC7dvFC50ZBLFQ8+d65w9hQf0fiBTq5f5VI16YkgFAAAAADgipuXNqjabHWLAAAgAElEQVTbamiNzfPq61NYmDuYnTzKr8Vzffr9qmb98r0mBdrjw06jUEQKRfYtBPV5pclFmZoaCzwPK87Q1JLMHvti5gU29vp8bjSkJ5bfqs9NvUx/X3lnSoeDWV6jSybn6fOH5OrPawO6fXmTdgSdgeiuzHx9f8LndHvZ2bqueoG+ueUF+aNtWpkzuvNzMLVls0u/g/S0JRDRwx+0OMau2fik9rwhBPYFQSgAAAAAIOHe2h7S45XOU8NvmF0gn5dv+we7LK/RFdPy9dmDc/Sjtxr0WOW+LdEenePV1JIMTS3O1GElHcHnIQUZytiLPUZ3Z2rLZi1fcn2/PkYyyc4wunRqnuZNzNE9qwP6zftNqg87A+btWYX67iFf1K/LztHV1U/qN2Vna5OvRJ+cdo2WL7kupQPhZPP7Vc2ObR0OaanRp3Ysca+gNDXgQagxxi/pFUm+2HyPWmtvNMYcJOkhSSWSlkr6orU2bIzxSXpQ0mxJOyVdaK2tHOg6AQAAAACJYa3VDUsaHWMzh2Tq0wdlu1QRktHoXK/+fEqJXpy/RQ3h3jtAZw7pWtY+tThTU4szVMLp5/skN9OjK6fn6yuTc/X7lc26++1taszIcdyz2Vei75Z/SbJRyXi0LatQX5/8df1t1V0uVZ1e6kNR3b/WuU3I1Rufklf93/4BTonYeCUk6VRr7eGSZkg60xhzjKRfSLrdWlsuqU7SJbH7L5FUZ609RNLtsfsAAAAAAGniyeqg3tgedozdfEShPIZuUPT00yMLlZPh/Lvh90p3Hl+olz4xTHd+rFj/c2ieThjpIwTth8Isj66fWaD1b1yp66v+rdxIsOdNpiNGCnqz9GTpTN0/4sQEV5me/rw24Dg0bli4QV/c9qqLFaWvAQ9CbYePdnvNjP2ykk6V9Ghs/AFJn4q9Pzd2rdjrpxnDv4YAAAAAkA7aolY3ve3sBp1T5tcJI30uVYRk94WJuZozxqePMk6/Vzq7LFtfnMh+sgOhpD2gn2z4hyreuEpXbnxa/ki41/tavH794OCLElxd+gm2W/1hlfOQpMs2PavsaJtLFaU3Y+3At9kaY7yS3pF0iKTfSbpV0huxrk8ZY8okPWOtPcwYs0LSmdbaTbHXPpB0tLW2VpIaGho6C66oqBjw2gEAAAAAB84/tmbolx9kdV57ZPW3mUFNyGUJKPrWGpEuWOrXtpDRCJ/Vw7OCyqb5MyF2hIxuWJuptxu9Ureje7yy+mF5WJ8YHnGvuDTwWI1XP1vf9YOgHK/VE0e2qiAJT/UpLy/vfL+wsDAlmxYT8mm11kYkzTDGFEl6TNKU3m6Lve3tE9nrv4jd/wASqaKiwrW5k6UG5md+5h+88ydDDczP/MzP1wDmZ37md09/amhqi+q+t7dJ6joR5AsTc3XmjDEJmf9AYH735n9seJsufr5G888YoSnFmQMyR968k/v1fPMDi1J6/r5qOEPS4Uf8r1bmje0ci8jo1Ed+rpkN6w5oDW5/DhI5fyRq9cjy7ZLaO8e+UfmMTnphfkLmH4wSsUdoJ2ttvaRFko6RVGSM+SiIHSNpS+z9TZLKJCn2eqGkXYmsEwAAAABw4N3xfrNqg10haE6G0fdnFrhYEVLJlOJMPTwrOGAhKHbvpXdvUUa03TH27YlfVZuhNXd/PVUd1PrGrs9phpGu2PSMixWlvwEPQo0xQ2OdoDLGZEv6uKTVkl6S9NnYbfMkPR57f0HsWrHXX7SJWL8PAAAAABgwW1si+t1K5z54356ap5E5hChAKiiJtOgP6/7kGFuZW6bbx5zlUkWpzVqr377f5Bg7f0KOykL0Ag6kRHSEjpT0kjFmuaQlkhZaa5+UdJ2kq40x6yWVSro3dv+9kkpj41dLuj4BNQIAAAAABtD/vtuolvauHpehfo8un8ZhN0Aq+XLNq/pSzSuOsVvGf1ob/ENdqih1Ld4W1ju1zgORLj+Mr4kDbcD3CLXWLpc0s5fxDyUd1ct4UNL5A10XAAAAACAxVte16a8VLY6x62fmKz8zobu1ATgAfvHB3/Rk6UztysyXJLV6fbq8fJ4WvH9br4e+oHe/Xe7sBp1T5mfbhwTgXx0AAAAAwID68dsNinbb8Ky8MENfmpjrXkEA9tvQtib9/IO/O8aeKZ2px4Yc6VJFqWfFrjYt3BxyjF1Jh3xCEIQCAAAAAAbMK1tDem6T8xv+G2cXKNND7xiQqr5c84qOr1/jGLuy/Etq8vpdqii13LHC2Q161NAsHTMsy6VqBheCUAAAAADAgIhaqxuWNDjGjh2epXPGEpYAqcwjq7vX3ec4RX6Lr0Q3HvTZ3TwFSapubtc/P2x1jF0xLU/G8MOhRCAIBQAAAAAMiH9+2Kr3djoPA7n5iEK+4QfSwNSWzbp649OOsbtGz9F7tWGXKkoNd69sVqTbViETCzN0Fj8cShiCUAAAAADAAReKWN28tNEx9qnx2TqS5Z9A2vhR1WMa37q98zpqPLrq9XpFum8KjE67ghE9uM55cNxlh+XJww+HEoYgFAAAAABwwP1xdbM2Nkc6rzM90g2zC1ysCMCBlhMN646K+x1j79a26d41AXcKSnJ/WhNQS3tXSDwyx6MLJuS4WNHgQxAKAAAAADig6kJR3bbMeRjIVyfl6uCCDJcqAjBQzt61TJ/Z/qZj7JaljdraEunjicGppT2q/1vlDIi/dWiefF66QROJIBQAAAAAcED9almTGsJdXU8FmUbXzsh3sSIAA+nX6/+i/PauA4Ca2qx+8GbDbp4YfP5W0aKdoWjndUGm0bxJuS5WNDgRhAIAAAAADpiqpnb9cXWzY+yq6fkq9XtdqgjAQBsdrtPNG/7hGHusslX/2RR0qaLk0h61unOF8+viVyfnqjCLWC7R+IwDAAAAAA6YnyxtVLir6Umjc7z6n0Pz3CsIQEJcuvl5zW760DH23dfr1drOwUkLKltV1W3P5CyP+LroEoJQAAAAAMAB8V5tWP/4sNUx9sNZ+crOYA88IN15ZXX32nvl6fafe1VzRLcta3SvqCRgrdVv3nd2g150SI5G5NAl7waCUAAAAABAv1lr9f+WOPcEnFqcoQs5ERkYNGY3V+prk537Xt6xollr6ttcqsh9L28Nafmurt+/kXTZYXSDuoUgFAAAAADQbws3hfRqTdgxdsuRhfJ66AYFBpMfzSrQiOyuuKktKl39Wr2sHZxL5OO7Qc8Z61d5YaZL1YAgFAAAAADQL+1RqxvfdnaDnjLKp1NH+12qCIBbCrI8+vnRRY6x17aFNX99i0sVuee92rAWbQk5xq6cnu9SNZAIQgEAAAAA/fS39S1aXd/eeW0k3XREgXsFAXDV3PF+nT7a5xi7YUmjdgYjfTyRnu6IOyn+uOFZOmJolkvVQCIIBQAAAAD0Q6Atqp8tdR6GcuGEbE0v5Zt9YLAyxujWY4vk73Ye0K5QVDe8PXgOTtrQ2K5/VzoPj7tyGt2gbiMIBQAAAADst7tXNqumNdp57fN27BEIYHAbn5+ha2c4vxbMr2jR4ppQH0+kl9+tbFa027aohxZl6PQxvr4fQEIQhAIAAAAA9sv21oh+G3cQyLcOzdOYvAyXKgKQTL4zNU+Ti5xfD65+rV7hSHofnLSjNaK/VgQcY5dPy5cxHB7nNoJQAAAAAMB++eV7TWpu7wo0Snweln4C6JTlNfr1sc6Dk9Y2tOvOuL0z080fVwfUfTvUMblefebgbPcKQieCUAAAAADAPqtoaNOf1zo7nq45PF9FPr7NBNDluBE+faE8xzF267JGVTa19/FEamtui+qe1c6g99Kpecr00A2aDPgXCgAAAACwz256u1HdV7eOz/fqksm57hUEIGndfESBSrv9kCQYkb73er2sTb8l8g+ua1F9uOv3VZRl9KWJObt5AolEEAoAAAAA2CdvbAvpyeqgY+zG2QXK8tLxBKCnEr9XtxzpPDjpP5tDPU5VT3Vtxqu7Vzq7Qb82JU95mcRvyYI/CQAAAADAXrNWumFJo2Ns9pBMfWo8+98B6NvnDsnR8SOyHGPff7NBDeGoSxUdeA8PO1abAl2bg/q90jen0CmfTAhCAQAAAAB77aWdXr21I+wYu/nIQk5DBrBbxnQcnNS9ObKmNaqfLG3s+6EUYiXdVnauY+zi8lwNzfa6UxB6RRAKAAAAANgr4YjVXZWZjrGzyvw6foTPpYoApJJJRZm64rB8x9ifVgf0bm24jydSxzMlh2tFXlnntcdI35ma52JF6A1BKAAAALCXVte16cKlfq2ua3O7FMAV968NaGOw69tIr5FuOqJgN08AgNN3D8/XQfldXZJW0pWv1as9mtoHJ9021tkNOndctg4qyHCpGvSFIBQAAADYC4G2qD7zfK02tBhdsHCnAm3ps6cZsDcawlH9NG4J65cm5mhiUWYfTwBAT9kZRrcdW+QYW7azTfesDrhUUf+9mT9BrxQd6hi7YhrdoMmIIBQAAADYjVDE6qH1LTrskRptaYnKymhrS0Tf+W+d26UBCfWrZY1qaOvq2MrxStfPoBsUwL47bbRfnz7IecDaT5c2aku3g4ZSya1jP+G4PmmkTzOGZPVxN9xEEAoAAAD0YlNzu255p0FTH6nR/7xap7pwVwDUbqXHq4K6e2WTixUCiVPV1K67Vji7tcbmZ2h4DoeAANg/PzuqUAWZXYesNbdbXf9mvYsV7Z+12SP1+JDZjrEr6QZNWgShAAAAQIy1Vq9sDemLL+7U9Ee36VfLm1Ub7H0JfNRKP3yrUS9uDia4SiCx2qJWc5/dofj/Eqqa2vXXdam7lBWAu0bkeHXDbGdX+YKqoJ4qmeFSRfvn12XnyJqueG16SaZOHsUBcsmKIBQAAGAvcVBO+mpui+reNc069t/b9clna/VEVVB7c2aDlfTp53fq/y1pUDiS2oc8AH35yTuNqmzu+QOB1oh00zuNvTwBAHvnK5NyNWuIc5/hyyd+WS2e1FhWvjWrSH8Z8THH2BXT8mSM6eMJuI0gFAAAYC8E2qI6f+FODspJMxUNbbrujXod+nCNvvt6g9bUt/d6X0GW0YQCr7L6+L/nO1c064ynduiDht6fB1LVfzYF9dsVzb2+lpNh9GNOjAfQD16P0e3HFcnTLTes8g/VLePPc6+ofXDHmDkKe7qC3INat2vu+OzdPAG3EYQCAADshW//t07bWiOyMqppjejSVzkoJ1VFolbPVLfq08/V6sh/bdf/rQ6osa33bs5DizJ0+7FFWnXBCL3yyWEalu2VkVVBplF8r8d7O9t04oLt+vv6FllLdyhS39aWiL75Su9f6/xe6cwxfl1cnpvgqgCkm8NLs/TNKc6vJbePOVsrcse4VNHeafRm6/9GfdwxdtXGp5XhoRs0mRGEAgAA7MFf1jXryaqgPmoCbYt2HJRzyoJtevTDFjWE6Q5NBXWhqO58v0mz/rlNn3thl17cEur1Pq+R5o7368mzhmjxp4bpK5NzlZfpUW6mR/84vVQH5Vg9d85QPXXWEI3JdR4UE2i3+tardfrmK3Vq5O8FUlgkavX1l3dpZ6jr77GRNNTvkZHVUL9Xd36syL0CAaSVH8wq0Ohuh6+1ezJ06cSvKtrjx47J44+jTlVjRk7n9ZBwo75c87KLFWFvZLhdAAAAQDILR6y+93qD2ntp8Ht3Z7u+9nKdMj3SCSN8OmecX2eVZWtULqcoJ5NlO8O6Z3VAj37YomCk7/uG+j2aNylXX5mUq9F9/BlOKc7Uw7OCKi/uWAb36txhunxxnZ6och6Y9MiHrXprR1j3nlSi2UNTY58zoLtblzXpvzVhx9gPZubr3HHZuvj5Gs0/vVS5mfTVADgw8jM9+vkxhfrii7s6x14rnKQ/jzxJl2xd5F5hfQiZDP12zFmOsW9vfl450bB630wEyYIgFAAAoA/NbVF96cVdCu2hsa8tKr24JaQXt4T03dcbNHtIps4dl61zxvo1sShz9w9jQIQjVk9UteqPqwN6c3t4t/ceOTRTX5+Sp7njs+Xz7lvnSbHPowdPKdH9a1v0/bfqHUFrZVNEc57aoR/NKtDl0/Lk4eAEpIhXt4b0y2VNjrGTRvp09fR8eT3G8cMAADhQzh3r15wyv57b2PXDxesP/pw+WfuOhrY17ebJxPvb8OO11VfceZ0TCerSzQtdrAh7iyAUAACgFzuDEV2wcKfeqd33E+LfqW3TO7VtuumdRpUXZuicsX6dOy5bs4ZkEoYNsK0tEd2/NqD71wa0rbXvBNvnlT5zUI6+PiVXM4f0r2PTGKOvTM7VMcOzdMmiXVrV7cCldiv9+J1GLdoa0h9OKNaIHLqFkdxqgxF9/eVdinbrgh/q9+iPJxbLy753AAaQMUa3HlOoVyvr1eL1S5LqMvN07YTP689r/s/l6rpEZXTb2HMdY5dsXaTSdnpBUwFrGQAAAOJsbG7XmU/X9ghBM4xkZFWW69WCOUN0xWF5mlCw+2CroqFdv3m/WR9/cocOfbhGV79Wrxc2BxWOcJjOgWKt1evbQvrqol2a9kiNfvFeU58h6Jhcr348u0CrLhihu08o7ncI2t2U4ky98Ilh+vrknofHLNoS0vH/3u7ocgGSTdRafeuVOtW0OvcF/eOJxRpOiA8gAcbmZeiGyn85xv4y4kS9VHSoSxX19GTpLK3NGdV57bURXbnxGRcrwr4gCAUAAOhmTX2bznyqVhUN7Y7xGaWZWnBmx0E5j5xeqhNH+XTTkYV6+9PD9eZ5w3TD7ALNHrL7paI1rVHdtzagzzy/U4f8fasuWbRLj21o4VCdfbC6rk0XLvVrdV2bWtqjenBdQCcs2KGznq7Vvza09rqXq9SxrHf+qSVa9tnhunJ6vkr9AxPqZGcY3XpskeafWqJin7N7bmcoqgv/s1PXv1mvEEE4ktBdK5q1cLPzELGrpufplNF+lyoCMBhdselZTWuudox9Z+JXFDLuL2q2kn4Z1w164fbXNS5U605B2Gfu/y0CAABIEku2h3XBf2pVF3KGVCeN9Omvp5UoP9PTY288Y4wmFWVqUlGmrp6ery2BiJ6ubtVT1UG9ujXUZzDX2Gb1zw2t+ueGVmV5OuY4Z1y2zirz03nVh0BbVOcv3KnNLUZnPLVDRlaNu9m5IC/D6HOH5OhrU3I1KcF7tZ4zLlszhmTpm6/s6nHgzB9WBbS4Jqx7TypmD1kkjSXbw7r5nUbH2DHDsvSDmQUuVQRgsMq0Ef1u3X06cdaPO8fW5ozSrWPP1Y+q/u1eYZIWF07UG4UTHWPfq37SpWqwP+gIBQAAkLRwU1Bzn+sZgs4d79cjp5cqfy9PRx6V69XXpuTpsTlDtP5zI3XPicX61Phs5Wb0vbdeOCot3BzSla/Va/LDNZrz1A7d8X6TPojrSh3sLn5hl7YEIrIyamrrOwQtL8zQL48u1KoLR+jWY4sSHoJ+ZHSuV4/PGaIfzSpQ/BlM7+9q08lP7NCD6wKylu5QuKs+FNVXX97l+MFNUZbRPScVK4N9QQG44LjGCn1ty4uOsf8dN1frs4e7VFGHG8af77ies3OZpgc2ulQN9gcdoQAAYNB75IMWXfpqXY/uza9OytWtxxTu9wEhRT6Pzp+Qo/Mn5CjYbvXy1pCeqm7VM9VB7Qj2vhzeSnpze1hvbg/rhrcbNbmo47Clc8Zmy++VvrDUr/lD2jRlkJ3Y/K1Xd2nR1lCfr3uMdGaZX9+YkquTRvpkkuRQKq/H6HuH5+vEkVm65OU6bWzuOla+pd3q8sX1emlzSLcfV6QiHz0KSDxrrS5b7Py7KUl3n1Cssjy+XQTgnp99+JAeHzJbO7IKJUkhT5a+PPl/1JiRrb+vvFNTWzYntJ4leeP1SrFzr9JrNj6R0BrQf/zLBgAABrXfr2zW999q6DF+3Yx8XT8j/4AFav4Mozllfs0p8ytyrNWSHWE9VR3Uk1Wt2tAU6fO5NfXtWlPfrF8tb5bXSBFrdN5ztXrnM8OVu5ddqqmsPWr1/5Y06O/rW3t93Ui6YlqevjIpV+Pyk/d/bY8a5tOrnxymq16r12OVzt/LY5Wters2rD+dWKyjh/tcqhCD1b1rAnqiynmI1/8cmquzx2a7VBEAdChpD+i2D+Zr3pRLO8feKJwoY6P65LRrtHzJdcqNdv2Q1EoKeTJVH4oqGLFdv9o73oYiVq0Rq1BEjvH4+yITv6qgJ1OtnizH26X54x31Fbc16aT61Qn6bOBASd7/WwQAABhA1lr9ZGmjfrW82TFuJP3i6EJ949C8AZvb6zE6ZrhPxwz36eYjCrS6vl1PVXXsK/rezr43vew4X8eopjWqM57aoVfnDpMnSTofB0J9KKpLXt6lFzb33gma5en4s/rK5IH7szqQinwe3XdysU6t8Om6NxvU0q0FeWNzRGc/U6vvzyzQVdPy9rsLGdgXy3eG9YO4HwQdXpqpm44odKkiAHD6/LbFun/EiXqp+LDOMWs8qvaXatRxd6sg0toVVnqzOm7429b+TTrqtL26rcXr1wMjTtSXa17p33xIqPRvIwAAAIjTHrW64rX6HiFopkf600nFAxqCxjPG6NDiTF0zo0CLPjlM758/XL88ulAnjvT12Feyu5V17Trx8e2qC6XnifMfNLTr9Kd29BmC+j3SuWOzUyYE/YgxRl+cmKtFnxiqaSXO7Q0iVvrJ0kbNfa5WmwN9dwkDB0JTW1RfXVSncLcvIfmZRn8+uUS+3X3xAYAEMpLuWne/vFHnvunWeBTI8Gurr1h1mXldIWgChTyZ+sHBFyV8XvQPHaEAAGBQCbZbfe3lXXqy2rkUNDfD6C+nlujU0X6XKutQlpehbxyap28cmqe6UFTPbQzq8sXOsOIjK+radeKC7Xrg5BLNGpr4bwAGyqItQX35pV2qDzs3bR2RbWRltL01oqHZGbrzY0UuVdh/E4sy9Z9zh+rHbzfo96sCjtf+WxPWxx7fpruOL9Y541iejAPPWqvvvl6v9Y3OYOE3xxXp4AK+RYS78uadvNvXZ+7h+eYHFh2oUpAkJrVulc+2qyXJIqycSFA/++Aht8vAPkquv0UAAAADqCEc1edf2KnFNWHHeInPo3+cXqrZSRYmFvs8uuiQHLVHra6NW0r9kY3NEZ359A799KhCfW1ybtIcErQ/rLX605qArn+zIbYNQJcjhmbqr6eWqi4U1cXP12j+6aUpv0eqz2v0v0cX6eRRfl366v9n777DpK7u9o/fZ8ruzPZGkaaIi2IXESygWFBEI5qoMRIlJppi1JgnyU+TaDQxUZPniSbRJCZGjRrsJZagQLCioihiAVQQlc6yvU4/vz9mWHa2sGybsvN+XddeM3O+35nzmZmt955So6o2o3tr/FZzXqjWxfvl6oYjCuV1pe/72p9W1wQ1J0M3DOtPD6xt1iOfxq9VO3d8jr6yd06SKgKAXfv92n/p++MvUsQ4d3leViQoT3aWPC6jbKeR19n2UvK2a/c4TbtzpaJ5f5AnEpQ3EpAnEpQnHL38zZ5n6rWi/eR3uOUJB3R61bv6xjamxe9gjHFKelvSJmvt6caYsZIeklQiabmkC6y1AWNMtqT7JB0uqUrSV621n8ce46eSviUpLOkKa+2CWPtMSX+U5JT0D2vtzb2tkyAUAABkhIqWsL6ysEofVMevwTkq16knTi7V+KLUDVW+Pj5Xizf59NwGn3zh6DSxtjlhICL9ZGmdlm4L6A/HFCk/DQPCYMTqqqV1uvvjpg7Hzh3n1Z+OLpbHZTQ8x6mHJ/pUPohCsFNGe/TamUP13Vdr9NLm+KUA/vFRk17f6tdd00syPvhrCkZ0zqIqbWo2OndRlZaeNTTtw/Bk+Lg2qJ8sjV8XdEKRSzdNYV1QAKnrki0vanHxgXqm9HD5nW5lR4I6sfoD/fWTu1tDy+xIUE7ZPo8Kztu8uNP2SR/eqoMm/1Ybsks1LFCnOz+6s0/9DEI/kLRaUkHs9m8l3WqtfcgYc4eiAedfY5c11tp9jDHnxc77qjFmf0nnSTpA0ghJ/zXGjI891p8lzZC0UdIyY8zT1tpVvSmS3xwAAMCg93lDSKf8Z3uHEHTfQpcWnDYkpUPQHW6fWqwyj1NGViNznbpo344jtx7/rEUnPLNdK6u73nApFVX7wjprQWWHENRIuv7wAv1tWjQEHcyG50QD+V9OKlD7p7qqNqTjn6nQPR81aVV1QF9d7tHqmvR6j/vD2YuqtKkpLCujjU1hnfDMdr282aeWTkZKo3MtIauLXqyOG13udRrdc3yJclz8aQggtd310d81LFgrYyMa7q/Vg6tu18hAjUpDjcqJBOTUwP48yI349cz7/6sJzZv09Af/G7djfaYzxoySdJqkf8RuG0knSHosdsq9ks6MXZ8du63Y8RNj58+W9JC11m+t/UzSWkmTYx9rrbXrrLUBRUeZzu51rdam1y8OdXV1rQWvWbMmmaUAAIA08Emj0RUrPaoKxqdLB+WHdcv+fqVBBtrq0yajn32crRv39WtcrtWi7U79em2WmsPxzy3bYXX1uIBOH5b6G+582mT0o9XZ2uSLD2FynFY3jA/o2NLUfw79bWWDQz//OKvDayJF39tARBqebfXwRJ+8u54hOCj4I9L/rMzSW3WdT2ZzG6uD8iOaVBTWpMKIDsyPiIGinbtxrVtPbo3/pnftPn6dMTzzvs6Qug779SV9uv+71/RtlF6m958KNeyq/5U5I/W1Ay7Xgytv0wHNmxLe/+5I9/53pby8vPV6YWFh6y+gxpjHJN0kKV/SjyV9Q9JSa+0+seOjJT1nrT3QGPOhpJnW2o2xY59KmiLp+th9/hVrv0vSc7EuZlprL461XyBpirX2st48h7SeGt/2DUikNWvWJK3vVKmB/umf/jO3/1Sogf7pf3f7f22rX997s0r1wfh//M4Yma1/Hl/Sq2m1yXz+5ZLG5e7sv7xcOvmAoC58sVqranZueuKPGP1yTbbWKUe/O7Ko39eX7K/XYMEGn6Psx9gAACAASURBVC55s1oN7d6fMXlOPXRSqfbvYip4On0O9ka5pBMOjOjHb9TqkXXx6zj6I9H3sjJo9Ictpbr7+JIBq6MriXz9V9cE9Z2Xq7WyLtTlOUFrtLzeqeX1Tv1d0RGOU4Zl6dg9sjVteLYOK3PL5ei/r4F0/fx78rNmPbm1Jq7t3L29+p+pI3q8tnC6vgb0Pzj6706ya8v0/ge6hgOaN+n9ZVcnrf/dkWn9G2NOl1RhrX3HGDN9R3Mnp9pujnXV3tkv7L0e1ZnWQSgAAEBX/vNFi775crX87QY6nTvOqz9PLZa7H4ORZNqnMLr7+E+W1mnemua4Y/evadbyyoDuO75U4wpT59c+a61u/7BRv3i7vsNvsUcPy9J9J5SozJMBQx13oSDLob8fV6ITRjbrx2/UqrHd9O9gRHrqixb9fVWDvr1/fpKqHDg7Ns66dlmdfD0crNgStnpps791vdU8l9HRw7M0bXi2pu2RrYNK3HIOkq//3fVZfUg/eK02rm1cgVO/P7oorTdYAwCkhGMknWGMmSXJo+gaoX+QVGSMcVlrQ5JGSdocO3+jpNGSNhpjXJIKJVW3ad+h7X26au8xJo0AAIBB5/5PmnTBix1D0O/tn6s7pg2eEHSHHJdDf55arNunFql9friyJqTpz1Toqc9bOr9zgvnDVpcuqdW1nYSgF47P0b9PKcv4ELSt8/bJ0ctnDO2wbqgkha109Zv1evaL1Hhv+0ulL6zzFlfrJ0u7DkHdRtozz6k987r/XGkMWS3c6Ne1b9dr+jPbtfeDW3T+4irdsapRK6uDiqTZUmE9FQhbffPl6riR8VkO6e7pJWm5sRoAILVYa39qrR1lrd1L0c2OXrDWzpH0oqSzY6fNlfRU7PrTsduKHX/BRtftfFrSecaY7NiO8+WS3pK0TFK5MWasMSYr1sfTva03dYYGAAAA9JG1Vn/6sFHXvV3f4dh1hxfoyoPyBvXop6+X5+rQ0ix948Vqra3fOZW4IWg198VqfWdCrm44olBZzuS8Btuaw7rghWq9tT0Q1+4w0o2TC/WdCbmD+v3prXGFLv3fUYX68Rt1ar8vUETS11+o1uy9PPrdlCINy0nvEHnxJp++92qNKloiHY6dtZdHb1UEtLk5rOE5Lr1+ZnTX+C8aQnp1q1+vbol+bG7ueN+26gJW89f7NH+9T5JUmu3QtD2yNW2P6HT6fQpcg+rz8Pp36vRuZfzmWr8+olCHlGYlqSIAQIa4StJDxphfS3pX0l2x9rsk3W+MWavoSNDzJMlau9IY84ikVZJCkr5vrQ1LkjHmMkkLJDkl3W2tXdnboghCAQDAoBCxVr9YVq/bVzbGtTuM9Ieji3Th+NwkVZZYB5a49cKXhugHr9XqyXajQP+2uknvVAZ0z/QSjc5L7K+B71UFNGdxtTY2xQ/xK8gy+uf0Ep0w0pPQetLNN/bN08ub/frPep8CneR8T33u08ubt+nGyYX62j45aRfk+cNW179dp7+uaupwLN9t9H9HFemr43K0uiaoOQu3at6M0tY1fvfMd2nPfJe+Xp4ra63W1Yf1yhZ/azi63bfrYLTKH9G/P2/Rv2NfL8O9O4LRbB27R7b2zHO2vp6ra4Kas9yjeWVBTehiDdtU8tz6Fv1lZfxrevoYjy6ZkBnfDwEAiWWtfUnSS7Hr6xTd8b39OT5J53Rx/99I+k0n7fMlze+PGglCAQBA2gtGrC5fUqOHPo0P/rKd0l3Hlej0Pb1Jqiw5CrIcunt6sY5anaWfL6tTsE0O9Pb2oI59ukJ/m1aik0cnJnx86vMWfe/VGjW3G844riC6KVJ5YeoHSqng9qnFWvZkhTY1hZTvdqgpaNU2Vq4NRJcdeGxdi249ukh75qfHr/of1QZ18cs1+rA62OHYEUPcuvO4Eu0Vey4Tit16eKJP5V2EkMYYjSt0aVyhSxftFw1GP6oNRUeLbvVryVa/avy7ngq/tSWiR9e16NHYRlWjcp06do9sTR6apd+uqNfWZqNzF1Vp6VlDe7XhWqJsbAzp0iXxmyONznPq9qnFaReUAwDQX1L3JzcAAMBuaA5F9PXFVR1C0AK30eMnl2VcCLqDMUbf3j9Pz88aotHt1lGs8Vud+98q/eqdOoUiA7c+orVWv1tRr7kvVncIQY8fka3Fpw8lBO2BXLdDj84o1dgcqwWnDdHLs4fqsLKOr98Lm/06+t8VumNVo8ID+P72lbVWd33UqOlPV3QIQR1G+n+H5uu5WUNaQ9DeMMZoQrFb394/T/efUKpPv7aHXjljiH4zuVCnjPaowN19ILixKawH1jbrytdrtaU5IiujLc1hffuV6l7XNdBCEauLX66JC32dRrrruGIVZfMnIAAgc/FTEAAApK1af0RnLajSgo3+uPahXoeePbVMU4dnJ6my1HH4kCy9csZQnTKq42txy/uNOnNBpbY193Bb7t3QHIromy/V6MZ3Gzoc+86EXD06o5RAphd2jIicUOzWgSVuLTptiG6YVNBhk6ymkNXVb9bp1PmV+qi240jLZKv0hXX+4mr96I2OGyKNynXqP6eW6WeHFcjVzxubOYzRwaVZ+v4BeXr4pFKtO38PvXD6EF1/eIFOHJmtnM52pepEyEr/We/X7Oe264uGUPd3SLCb323Q0or4tXh/cXiBJg/leyIAILPx2ycAAEhLm5vCmjV/u95s98f+XvlOLZg1RAezEUir4myHHjypVNcdXqD2udKSrQFNe7pCr27xd37nXoi+N5Ud1ih1xdZr/e2RRf0ecGUql8Po8oPy9fqZwzR1eMfP+be2B3TsUxX63xX1CoRTY3Toi5t8OubfFXpug6/Dsa+M9WrJ7KE6alhiAjuXw2jikCxdeXC+Hj+5TJ+fv4een1Wmnx+Wr2nDs5Tdzd5TL28NaOLj23TJy9X6oJOp/cnw0maffv9+/D8gThyZrcsPzEtSRQAApA6CUAAAkHbW1gV1yvztWlUbPxLrwBK3np81RGML0mNtxERyGKMfHpyvp2eWabg3/lfAipaIZi+o1O/fa1DE9i0se3t7QMc/U6EVVfGhUEm2Q/+eWaZv7MsmLQNh7wKXnp5Zpj8eXdRhuncgIv3m3QZNf6ZCy7cHuniEgecPW/38rTqdtbBK29rtCp/nMvrrtGL9I8lTt7OcRkcOy9ZPDi3QM6cO0Rfnj9AzM8s0c1R2h38i7BC20qPrWjTtqQp9ZWGlXtnil+3j11FvbWsO69uv1Kht78O9Dt0xrVgO1gUFAIAgFAAApI/VNUGducyjE5/Zrg2N8fNpjx6WpWdnlml4TjdDuDLc1OHZemX2UB27R/yIu4iVblher/P+W6Xq9nOVd9MjnzbrtOe2dwi5JhS59MKXhrBUwQBzGKO5++Zq6VnDdGonG2GtqgnppP9s17XL6tQc2vVO6v3t49qgTnp2u/68srHDsUlD3Hp19tCU3O3e4zKatke2HppRptl7erodIbp4k19nPF+pE5/drqc+b0noGq0Ra/WdV2tU0ebrz0j6+3ElGuLl+yIAABJBKAAASBNNwYjOeL5Sm/xGdcH4cGHWGI8eP7mMNSd301CvU0+eXKofH5Lf4djCjX4d+/R2vd2DkYMRa/Wrd+r07Vdq5G+XoZ4y2qMFp/Vtwxv0zIhcpx44sUT3TC9WmSf+ayJipds+bNQx/67QK/24HEJXrLW6+6MmTX96e4ep4w4j/fiQ6IZI6TCK+/apxRriccrIalSuU7ccVah9Czuve3llUHNfrNbkJ7fpnx83yRca+ED01vcb9dLm+Pf0/x2a3+GfHgAAZDL+WgAAAClpW3NYCzb49NsV9Tp/cZXGPbhF230RRcc47fT18hzdd3yJvLu5yQminA6jayYW6LEZpSppFyBvbArr1Pnbdceqxm6n+DYEI/r6C9W65f2OI/2uPChPD5xQooIsfuVMNGOMzhqbo7fOGqqvjvN2OP5ZQ1hnPF+pH7xWo1r/wIwOrfKFNeeFav3PG7Vqabc+6ahcp56dWaZrJhbInSbrxea6HXp0RqnG5lg9OqNU39wvT2+cNVQPnFiiKUM7X5P40/qwrny9Voc8tlW3vt8wYK/1G9v8+s279XFtxwzP0v/r5J8dAABkstT/1ysAABjUrLXa0hzRiqqA3qsKakVVUO9VBrS1pfvAYMbILN12TFHKTadNJyeN8uiVM4bomy/V6K02o0CDEenqN+v0xja/bjumuNMw84uGkL62uEqrauLXas1ySH86pljn7ZMz4PVj10o8Tv3t2BKds7dPV75eq41N8UN27/2kWQs3+vT7o4o0a0zHwLS3Xtrs03dfqen06/jLY7265aiitBzBPaHYrYcn+lRe7JYUXY5g1hivZo3xauk2v/7wQaOe72QTqG0tEf3ynXrd8n6DvrFvrr63f55G5PbPdPVqX1gXv1SjtrPwS7MduvPYEjnTJGQGACBRCEIBAEDCWGu1sSkcDTtjged71cG4Ne16YkVViBC0H4zKc+nZU8t0/Tt1+svKprhjT33u0wdVFbr3hFIdVOJubX99q18XvFCtqnYj3IZ6HZp3QqmO6GKEHJLjpFEevXHWUP3qnXrduTr+Pd7SHNH5i6v15bFe/XZKYZ/Wk/SHrW54p163d7IWaJ7L6HdHFqbkWqD94chh2XpoWLZW1wR124eNeuTTZrWfEd8QtLrtw0bdsapRXx2XoysOzNP4InfnD7gbrLW6dEmtNjXHB9x3HFvcb0ErAACDCUEoAAAYENZafdEYjgaeVQGtqIyGn+2Ds97KcRldP6mgXx4L0d2yb5xcpCOHZuuyJTWqb7MO67qGsGY8W6HfHVmkSWVuzX7Lo5pgZYeQ5+AStx44sUSj8vgVMxXlux363yOL9OWxXl3xWq3W1MWP5H3isxa9uNmnmyYX6avjvD0OKz+pDeril2v0fru1QCXp8DK37jyuRHunwVqgfTWh2K2/TCvWzycW6C8rG3Xvx01qbPfFEoxI/1rTrH+tadasMR5deVCeJg/t+Vqef13V1GEE6hUH5mnGqI6bZQEAAIJQAADQA6trgpqz3KN5ZUFNKN45islaq88bwlqxI/CsjoafNf7ebxCS7ZQOLHbr0LIsHVLq1pOftej1bX75w5LHKc0c5dGc8tz+eFpo44y9vDqwxK25L1bHbW7jC0tXvFYrt0MKRjpOaZ69l0d/mVqsXHf6TXfONEcNy9arZwzV/73XoFs/aFDb5Ttr/FbffbVGj61r1i1HF2nMboTa1lr98+Nm/eytug5rgRpJPzo4X1cdlp82a4H2l5G5Tv1mcqF+cki+7vqoSXesaoytcxxv/nqf5q/36ahhWbryoHydPCp7t0LodysDuu7turi2SUPcuvZw/kEEAEBXCEIBAMBuaQpGdM6iKm1qNvrywkpdM7FAq2tCeq8qOr29PtD70NPrNDqoxK1DSt06pMytQ0uztG+RKy44+cpYr6Y8WaFNTSEN8bh029Si/nha6MTeBS4tPG2Irn6zVvd+0hx3LNjJgN6rD83X/zs0X45BON15sPK4jK45vEBn7OXR5a/V6r2q+FGc/93k19FPVui6SQX61n65Xb631b6wLn+tVv9Z33FdzFG5Tv3t2GIdMzyzdy0vynboR4fk69ID8vTg2mbd9mGDPmsIdzjvjW0BvbGtSvsXuXT5Qfk6e29vl+FxXSCii16qjvt6LMgyuuu4kowLnAEA6IkBD0KNMaMl3SdpuKSIpL9ba/9ojCmR9LCkvSR9Lulca22Nif7784+SZklqlvQNa+3yga4TAADs2jdfqtbm5rCsjLY0R/T9JbW9epxcl9HBpW4dXLJztOf4Qpdc3fzxvmPH5jkLt2rejFJGHg4wr8voj8cU66hh2fqfN2rV3H4efMw3983R1YcxAi1dHVyapcWnD9GfVzbqpnfr5WuTzzWGrH6ytE6Pr2vRn44p6rCW5cubffruqzXa0twxHT9rL69uPTo9N0QaKF6X0Tf3y9Xc8Tl65guf/vBBg1ZUdVxGYFVtSN97tUa/WV6vSw/I04Xjc5TX5vudtdKVr9Xq83Zh6u3HFGvPfMa5AACwK4n4SRmS9CNr7XJjTL6kd4wxiyR9Q9Jia+3NxpirJV0t6SpJp0oqj31MkfTX2CUAAEiS2z9s0MKNfvV0zGe+OzrS89Aytw4pzdKhpW7tU+Dq9U7G7XdsxsA7b58cHVLq1tSnKhTu5BPgmS98uuXoxNeF/uNyGP3goHydPsary1+r0evbAnHHl1YENPWpCl11aIFOHpWtC9/x6Oit1XpgbUuH7wm5LqPfHlmoOYN0Q6T+4HQYnTnWq9l7efTKFr/++EGjXtjs73DexqawfvZWnX63ol4XT8jTdybkqtIX0ZeWeVQZaIk795L9cnXGXt5EPQUAANLWgAeh1totkrbErjcYY1ZLGilptqTpsdPulfSSokHobEn3WWutpKXGmCJjzB6xxwEAAAnWEIzourfruw1BC7KMDimJBZ5lbh1a6tbeBS6mSw8CE4rd+t2UAl31Zn3cBklsWDW4jCt06dlTy3Tvx836xdt1amizYVYgIt2wvF43r5CCEaPP1rZ0uP/EMrfuPLZE4woZlbg7jDE6boRHx43w6L2qgP70QaOe/LxFkXbfbGsDVv/3XoNu+6BBLodRUyj+e+pBJW7dcERhAisHACB9mWjemKDOjNlL0iuSDpS03lpb1OZYjbW22BjzrKSbrbVLYu2LJV1lrX1bkurq6loLXrNmTcJqBwAgE4Ui0g9XZWtprbPDMYesjiwK6/RhYe2XF9FIjxVL0w1uP/0oS69UORWwRlnG6rjSsG7cL9D9HZF2tvmNbl6bpSU1Hb/22zOymjsqpO+MCcrFTPg+2egzemCTS09vc8kf6f4bqtdhdf9hPu3pTdzfdACAzFVeXt56vbCwMC1/80/Yv2uNMXmSHpd0pbW2fhdTZTo70OlP9rZvQCKtWbMmaX2nSg30T//0n7n9p0IN9J+Y/q21uvy1Wi2tbe5wzOOQZo3J0d3Hlwx4He1lyuufiv3fu1ekdcOqYTku/XPmiKSs1ZrJ70Gi+i+X9MwBVo9/1qKrltapyt/JLlmSitxG959Ypml7JG5DpMH8+pdLOv4g6SZfWH9b1aQ7Vzeqdhcb0Z2zT45OOnjUgNSyK4P5PaD/5PefN3d6n+7feO9L9N9Hya6B/pPb/2CXkN9cjTFuRUPQedbaJ2LN24wxe8SO7yGpIta+UdLoNncfJWlzIuoEAAA7/e69Bv1rTXwI6nZER38N8TrZtT0D7diwamyO1SNsWDXoGWN09t45euvLQ9XVnkdOh0loCJopyjxO/XxigT48d7hunFzY5R9tz63vuLYoAADo2oD/9hrbBf4uSauttbe0OfS0pLmx63MlPdWm/UITdaSkOtYHBQAgseatadJN7zbEtY3Jc+rJkwnBMt2ODasmsGFVxij1OPX7o4o6hKE5LulXR7BG7EDKczt06QF5uvXoQmW1e/29TrFGLwAAPZSIv2COkXSBpBOMMStiH7Mk3SxphjFmjaQZsduSNF/SOklrJd0p6dIE1AgAAGJe2OTTD16rjWsryjJ6bEappu7hIQQDMtDXx+dq1hiPPLElQz1OaeYor+aU5ya3sAwxd988ndbu9T91NK8/AAA9lYhd45eo83U/JenETs63kr4/oEUBAIBOfVAd1NwXq+N2Bs92Sg+eVKrxRYSfQCa7fWpx6xqxQzwulsdIMF5/AAD6jjltAABAkrSxMaRzF1WqIbgzBTWS/jatREcNYw1AINOxRmxy8foDANB3Cds1HgAApK5af0TnLKrSlub4naFvOKJAZ471JqkqAKlmxxqx5SyPkRS8/gAA9A3/RgQAIMMFwlYXvFCl1bWhuPbvTMjV9w/IS1JVAAAAANC/CEIBAMhg1lpd9lqNXt0aiGs/fYxHN04ulDFdLfMNAAAAAOmFIBQAgAz26+X1euTTlri2yUOydOdxJXI6CEEBAAAADB4EoQAAZKh/ftyk37/fGNe2d75TD55UIq+LEBQAAADA4EIQCgBABlqwwaf/eaM2rq0026HHTi5TqceZpKoAAAAAYOAQhAIAkGHerQzoopeqFbE727xOo4dnlGrvAlfyCgMAAACAAUQQCgBABvm8IaRzF1WpObQzBXUY6R/HFWvSkKwkVgYAAAAAA4sgFACADFHtC+ucRVXa7ovEtf92SqFO29ObpKoAAAAAIDEIQgEAyAC+kNWcF6q1pi4U137FgXm6ZEJekqoCAAAAgMQhCAUAYJCLWKvvvVqjN7YF4tq/Mtar6ycVJKkqAAAAAEgsglAAAAa5Xyyr15Oft8S1HT0sS3+ZViyHMUmqCgAAAAASiyAUAIBB7G+rGnX7ysa4tn0LXXrgxFJlOwlBAQAAAGQOglAAAAapZ75o0dVv1sW1DfM69OjJpSrK5lcAAAAAAJmFv4IAABiE3qrw65KXq2XbtOW6jB4+qVRj8lxJqwsAAAAAkoUgFACAQebTupDO+2+1fOGdbU4j/fP4Eh1alpW8wgAAAAAgiRgSAgDAILK9JayzF1Wq2h+Ja7/16CLNGOVJUlUAAADpwTV9Xp/uX9tPdQAYGAShAAAMEs2hiL62uEqfNYTj2n98SL4uHJ+bpKoAAEBPFN2zqZszcqQlXZ9Te9HIPvWfN3f6Lo8f1s39G+99qU/9A8BAYmo8AACDQDhidfHLNXp7ezCu/bxxXv38sPwkVQUAAAAAqYMgFACANGet1dVv1Wn+el9c+/QR2frTMcUyxiSpMgAAAABIHUyNBwAgzd3+YaPuXN0U17Z/sUv3Hl+iLCchKAAAQLpgjVJgYDEiFACANPbEumZd+3Z9XNuIHIcenVGmwix+zAMAAADADvyFBABAmnptq1/ffbUmrq3AbfTojDKNzHUmqSoAAAAASE0EoQAApKGPa4M6f3GVApGdbW6HdP8JJTqgxJ28wgAAAAAgRRGEAgCQZioD0tmLqlQXsHHttx1TrONGeJJUFQAAAACkNjZLAgAgjbyz3a/Zy7wK2HBc+zUTC3TePjlJqgoAAAAAUh9BKAAAaSAUsVpXH9Jpz1UqYON3gp87Pkc/OjgvSZUBAAAAQHogCAUAIMmstar0RbSpKayNsY9N7T62NIcVth3vO2Nktn5/VJGMMR0PAgAAAABaEYQCANADq2uCmrPco3llQU0o3r1NieoCkdZAc2Nj7LIptDPobA7LH+7+cdozkmaOzpbLQQgKAAAAAN0hCAUAYDc1BSM6Z1GVNjUbnbuoSkvPGiqHMdrcOpIzFDeKc8fIzoZgJ0M5+4GVdPOKRn1rQv6APD4AAAAADCYEoQAA7KZvvlStLc1hWRltbApr7ANbFIgkr54cl9H1kwqSVwAAAAAApBGCUAAAdsNdqxu0cKNfO8Z2WqlfQ9B8t9GoXKdGtvsYlevSqFynRuQ6demr1Xpug0++sORxSjNHeTSnPLf/igAAAACAQYwgFACA3XDt2w3q7QT3bKc0MqdduJkXH3gWZjm6fZzbpxZrypMV2tQU0hCPS7dNLeplRQAAAACQeQhCAQDoxvrGkAKdbdmu6IZFHUdxxl+WeRz9sqt7rtuhR2eUas7CrZo3o1S57u7DUwAAAABAFEEoAADduP7teoXa5aBZDumEkdn61wmlCd21fUKxWw9P9Kl8N3esBwAAAABEEYQCALALb2zz64nPWtq1Wg3zunTXcSUJDUEBAMDAK7pnUzdn5EhLuj6n9qKR/VsQAKDfEIQCANCFiLX66Zt1cW3jC1wKBQNMTQcAAACANEMQCgBAFx5c26wVVcG4tluPKdLQhvVMTQcAAACANMNQFgAAOtEQjOhX79THtc3ey6NjhmcnqSIAAAAAQF8QhAIA0Ilb32/QtpZI6+1sp/SrSYVJrAgAAAAA0BdMjQcAoJ3PG0L688rGuLbLDsjTnvn82AQADH5sFgQAyeOaPq9P96/tpzoGK/6iAwCgneverpM/vPP2MK9DPzw4P3kFAQAShhAQAIDBi6nxAAC0sWSrX0997otr+8XhBcpjh3gAAAAASGv8VQcAQEw4YvXTN+vi2g4rc+tr++QkqSIAAAAAQH8hCAUAIGbe2mZ9UB2Ma7tpcqEcxiSpIgAAAABAfyEIBQBAUn0gohveqY9r+8pYr44clp2kigAAAAAA/YkgFAAASb9/r0HbfZHW2x6ndP2kgiRWBAAAAADoTwShAICM91l9SH9d1RjXdvmB+Rqd50pSRQAAAACA/kYQCgDIeNcsq1Ng52BQjchx6MqD8pJXEAAAAACg3xGEAgAy2sub/frPel9c23WTCpXr5kckAAAAAAwm/JUHAMhY4YjVz96qjWubNMStc/b2JqkiAAAAAMBAYfEzAEDGuu+TZq2sCcW13TS5SA5jklQRAAAAkNlc0+f16f613Z+CDMaIUABARqr1R/Tr5fVxbefu7dURQ7OSVBEAAAAAYCAxIhQAkJH+770GVfl37pCU4zK6blJhEisCAEAqumdTN2fkSEu6Pqf2opH9WxAAAIMIQSgAION8WhfS31Y3xrX94KA8jcx1JqkiAACwA2EwAGCgMDUeAJBxfr6sTsGdg0E1Ktepyw/MS15BAAAAAIABRxAKAMgoL27y6fkNvri26ycVKMfFj0QAAAAAGMz4qw8AkDFCEaufvVUX1zZlaJa+MtabpIoAAAAAAIlCEAoAyBj//LhJq2tDcW03TS6UMSZJFQEAAAAAEoUgFACQEWr9Ed34bkNc23njvJo4JCtJFQEAAAAAEokgFACQEW5eUa9q/84dknJdRtdNKkxiRQAAAACQ3owxo40xLxpjVhtjVhpjfhBrLzHGLDLGrIldFsfajTHmT8aYtcaY940xE9s81tzY+WuMMXPbtB9ujPkgdp8/mT5M6SMIBQAMep/UBvWP1U1xbT88OF975DiTVBEAAAAADAohST+y1k6QdKSk7xtj9pd0taTF9l3oIgAAIABJREFU1tpySYtjtyXpVEnlsY9vS/qrFA1OJV0naYqkyZKu2xGexs75dpv7zextsa7e3hEAgHRxzbI6hezO26PznPr+AXnJKwgAACBFuabP69P9a/upDgDpwVq7RdKW2PUGY8xqSSMlzZY0PXbavZJeknRVrP0+a62VtNQYU2SM2SN27iJrbbUkGWMWSZppjHlJUoG19o1Y+32SzpT0XG/qTesgdM2aNRnZd6rUQP/0T/+Z238q1LC7/b9e49DCjZ64tktHNWvjZ2sT0v9AoX/6T7Zk10D/9D9wcvp0777Xluz+U6EG+s/k/g/r073T//knv3/eg0x//rtSXl6+y+PGmL0UfQnflDQsFpLKWrvFGDM0dtpISRva3G1jrG1X7Rs7ae+VtA5Cu3sDBsqaNWuS1neq1ED/9E//mdt/KtSwu/0HI1Zz/l2h6GyNqKOGZem7R47o007x6fL86Z/+B2sN9E//A9r/kk19unufa0t2/6lQA/1ndv99lPbPP9n994NMfw0y9fkbY/IkPS7pSmtt/S7+3ursgO1Fe6+wRigAYNC666MmfVK3MwQ1km6aXNinEBQAAAAAsJMxxq1oCDrPWvtErHlbbMq7YpcVsfaNkka3ufsoSZu7aR/VSXuvDHgQaoy52xhTYYz5sE1bj3eOAgCgJ6p9Yd38bn1c25zyHB1alpWkigAAAABgcInt4H6XpNXW2lvaHHpa0o6d3+dKeqpN+4WxDPBISXWxKfQLJJ1sjCmO5YQnS1oQO9ZgjDky1teFbR6rxxIxIvSf6ribU492jgIAoKduWtGg2sDOGRN5LqNrJxYksSIAAAAAGHSOkXSBpBOMMStiH7Mk3SxphjFmjaQZsduSNF/SOklrJd0p6VJJim2SdIOkZbGPX+3YOEnS9yT9I3afT9XLjZKkBKwRaq19JbZYals92jlqx+KqAADsjtU1Qd39UVNc248OydewHGeSKgIAAACAwcdau0Sdr+MpSSd2cr6V9P0uHutuSXd30v62pAP7UGYrE+1/YMWC0GettQfGbtdaa4vaHK+x1hYbY56VdHPsRZQxZrGkq2JPWJJUV1fXWnCyd6sEAKQea6UrVmZrae3O0HNEdkSPHO5TNitjAwAAAECvtN2IqbCwMC03Xki1XeN7tBMUu8YP4t066Z/+6T9l+0+FGnbV/4INPi2trYpru/noMh24lzch/ScC/dM/3wPon/4Hrv+ie/q2W2/tRSPTuv9UqIH+M7v/vLnT+3T/xntf6tP9k/38k92/xHuQ6c9/sEvW2Jie7hwFAEC3AmGrn79VF9c2dXiWvrSnJ0kVAQAAAABSRbKC0J7uHAUAQLfu/KhJa+tDrbeNpBsnFyq6uSAAAAAAIJMN+NR4Y8yDim6MVGaM2SjpOkV3inrEGPMtSeslnRM7fb6kWYruAtUs6aKBrg8AMDhU+sL67Yr6uLYLx+fo4NKsJFUEAAAAAEglidg1/mtdHOrRzlEAAOzKjcsbVB/Yuax0gdvomokFSawIAAAAAJBKUm2zJAAAemxldVD//KQpru0nh+RriNfZxT0AIHV1v0lCjrSk63PYJAEAAKBzBKEAgLRmrdXP3qpTZOdgUI3Nd+rb++clrygAAAAAack1fV6f7l/bT3VgYCRrsyQAAPrF/PU+vbzFH9f26yMKle1kgyQAAAAAwE4EoQCAtOUPW12zrC6u7bg9sjVrjCdJFQEAAAAAUhVBKAAgbf19VaM+awi33nYY6cbJhTKG0aAAAAAAgHgEoQCAtLS9Jaz/fa8hru2ifXN1QIk7SRUBAAAAAFIZQSgAIC39enm96oM7d0gqyDL66WH5SawIAAAAAJDKCEIBAGnn40aj+z5pjmu76tAClXmcSaoIAAAAAJDqCEIBAGnFWqtb1mXJtmnbp8ClS/bLTVpNAAAAAIDURxAKAEgrf13VqOX18SM/fzO5UFlONkgCAAAAAHSNIBQAkDaqWsK6dll9XNsJI7J18qjsJFUEAAAAAEgXBKEAgLRxxoJKhW18241TCmUMo0EBAAAAALvmSnYBAADsjmvfqtXKmlBcm8tIb1cEtF+RO0lVAcDgU3TPpm7OyJGWdH1O7UUj+7cgAACAfsKIUABAynvmixbdtrKpQ3vISr98p76TewAAAAAAEI8RoQCAlHb/J036weu1nR7LcRldP6kgwRUBAAYSI1IBAMBAYUQoACBl3fZBgy5/rVYR2/GYxynNHOXRnPLcxBcGAAAAAEg7jAgFAKQca61++U69/vBBY1y7kVSUbVTrj2iIx6XbphYlp0AAAAAAQNphRCgAIKWEI1ZXvl7bIQTNdkr3n1Ci+acO0dgcq0dmlCrXzY8xAAAAAMDuYUQoACBl+MNW336lWk997otrz3MZPXBSqY7dI1uS9PBEn8qL2SkeAAAAALD7CEIBACmhMRjRBS9U68XN/rj20myHHju5VIeVZSWpMgAAAADAYEAQCgBIumpfWOcsqtI7lcG49lG5Tj1xcqnGFzH6EwAAAADQNwShAICk2twU1pcXVuqj2lBce3mhS0+cXKrRefyoAgAAAAD0HX9dAgCS5tO6kM5cWKkNjeG49kNL3Xrs5FKVeZxJqgwAAAAAMNgQhAIAkuK9qoDOXlil7b5IXPu04Vmad2KpCrLYER4AAAAA0H8IQgEACffaVr++9t8q1QdtXPtpYzy667gSeVwmSZUBAAAgmVzT5/Xp/rX9VAeAwYkgFACQUM9vaNE3XqyWL342vOaU5+iPRxfJ5SAEBQAAAJKFMBqDGfMOAQAJ8/CnzZqzuGMIetkBebr9GEJQAAAAAMDAYUQoACAh7ljVqKvfrOvQ/ovDC/TDg/JkDCEogKiiezZ1c0aOtKTrc2ovGpnW/QMAAGBgEIQCAAaUtVY3rWjQ71Y0xLUbSbceXaRv7JubnMIAAAAAABmFIBQAMGAi1uqqpXW686OmuHa3Q/r7scU6a2xOkioDAAAAAGQaglAAwIAIRqy+92qNHlvXEtee4zK6/4QSnTjSk6TKAAAAAACZiCAUANDvmkMRzX2hWos2+ePai7KMHp1RpiOGZiWpMgAAAABApiIIBQD0q1p/ROf9t0pLKwJx7cO9Dj1xSpn2L3YnqTIAAAAAQCYjCAUA9JttzWF9eWGlVtaE4trH5jv15Cll2iufHzsAAAAAgOTgL1IAQL/4vCGksxZU6rOGcFz7gSVuPT6jVMNynEmqDEBPFd2zqZszcqQlXZ9Te9HI/i0IAAAA6AcEoQCAPltZHdRXFlZqa0skrv2oYVl68MRSFWU7klQZkH76GkJKBJEAAABAZwhCAQB98laFX+csqlJdwMa1nzIqW/ccX6IcFyEoAAAAACD5CEIBAL22eJNPF7xQreZQfAh6zt5e/WVasdwOk6TKAAAAAACIxzAdAECvPLGuWef9t6pDCHrJhFz97VhCUAAAAABAamFEKACgR1bXBPWlNz2qDNZ0OHb1ofm66tB8GUMICgAAAABILQShAIDd1hgIa+b87aoLdpxQ8NsphfrO/nlJqAoAAAAAgO4RhAIAOghFrDY3h7W+MawNjWFtaAxpfWNYz61v6bApktNIf51WrHPH5SSpWgAAAAAAukcQCgAZyB+22tgY1vrGkDY07Qg8Q63B55bmsMK2+8eRpEv2yyUEBQAAAACkPIJQAD2yuiaoOcs9mlcW1IRid8b1n2y7+/wbg5HYSM5Y2NkY1oamnWHntpZIv9X0+GctuvnIon57PAAAAAAABgJBKJBmEhEEWmvVErZqDFo1Ba0aghE1Bq0qfRH98PUaVfuNTn+uUjccUSCvy8hhjIwkh4lOk3YYI4eJ3nbE2ju2mdbzzY7jrefGP86Ox/aHrb6ysFJbmo3OWVSlpWcOUV6Wc0Beg64kM4htCkZ0zqIqbWo2OntRle46rliVvkgnYWdY1f7+Czp3JcdldP2kgoT0BQAAAABAXxCEAmmkbRB27qIqLT1rqHLdDllr1RyKBZehncFlNMiMqDFk1RC0agxG1BRrbwxG1BA7v7H1/Oi5jUGryC6nRRtV+SO6dEltop56h/43NoU1at5W5bhM60dum+s5bkfc7dxetDsd8Tufd/X6t2WtVTAiNYeiYbIvZFuvt4RiH22uN8fOiV6PyBeSmkORTu/7eUNITaHo89/UFNbM+ZUD+ioP8Tg0Js+p0Xkujc5zakyeU4+va9byyqACEcnjlGaO8mhOee6A1gEkWtE9m7o5I0da0vU5tReN7N+CAAAAAPQLglCkncE+Ndpaq7qAVUVLWFtbIqpoiU5jrmgO64nPmrW5KSIbCwLHPbhFWQ6jxlB3weXg1RwLCwdCtlOxUNShHJdRRUtYdQHb+vof8MhWDfM624WZ6fFeGEkjcpytAefodoHnqFyXvC7T4X7n75OjKU9WaFNTSEM8Lt02lSnx6H8EkQAAAAAGAkFoGhrsQeCu7M6IvIHW29c/EI6GmxUtEW2LhZvbYre3Nod3Bp4tYfnC3T+eleQLS77d3dEGPeYPR6fj1/g7viFWUm3AqjYQSnxhu8FlpFF5To3OjQacbcPOMXlOjchxKsvZMejsTq7boUdnlGrOwq2aN6M04V9/AAAAAAD0FkFoGqnyhbWiMqhLXqlWjd/ojOcrde/xJRqe41RBllGB29GrYCNVtISsavwRVfsjrZe17W4v3uTT1uboiMhNTWFNemKbjhmeLY/TxH1kOyWPq32bkdcVu9xxjtN0OM/tkIzp/HVsH8S+ceYQhazR1pawtjVHYqM424SdzTtHdCZqzcb+ku2U8lwO5bmNct1GLSGrLxrDcaMdnUY6uMSt0XlORawUkRS20VGtEaudbRGriKK3bWu7VXjHdStFrJW10ftHz935GGErNQYiqgtaEfvuZCTtV+TUlKHZcaM5R+e5NNzr6DC1v79MKHbr4Yk+lWfYP2IAAAAAAOmNIDTFWGu1pTmiT+qC+qg2pE9qQ/qoNqhP6kKq9LUN0oy2+yKa9Vz8GoFep1FBllFhlmPnpbvN9SyHCtxGhdmxyx1tseP57ujGN7vS3YjIQLhjoFnT5qPz9ug6iD0RkbSlOaLH1rX06H7dcRi1hqneWIC6IzBd3xBStT86NXpDU1ij521NmWDO45RyY8F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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax1 = plt.subplots(figsize=(20, 10))\n",
+    "ax1.set_xlabel('quarter')\n",
+    "ax1.set_ylabel('stock price evolution')\n",
+    "ax1.yaxis.set_label_coords(-0.02, 1)\n",
+    "\n",
+    "ax2 = ax1.twinx()\n",
+    "ax2.set_ylabel('car sold in units')\n",
+    "ax2.yaxis.set_label_coords(1.02, 1.02)\n",
+    "df_plot[['Luxury Models sales', 'Model 3 sales']].plot(kind='bar', ax=ax1,stacked=True)\n",
+    "df_plot['Adj Close'].plot(kind='line', marker='d', ax=ax2)\n",
+    "\n",
+    "ax1.yaxis.tick_right()\n",
+    "ax2.yaxis.tick_left()\n",
+    "plt.title('Evolution of car production VS. stock 2010-2020', fontsize=20)\n",
+    "plt.savefig(f'../DataSets/Tesla_car_sales/car_production_stock_evolution.png' , dpi=300)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Generation of a Correlation Matrix :\n",
+    "- strong correlation between the stock evolution and the Luxury Model Sales / All Model sales\n",
+    "\n",
+    "- the correlation between the Model 3 sales seems weaker ; the fact that the value remains at 0 until 2017 (due to fill NaN procedure) might explain this low correlation, but it should be stronger for the 2017-2020 period."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr_car = dfmerged_stock_quarter_car.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,10))\n",
+    "sns.heatmap(corr_car, annot=True)\n",
+    "plt.title('correlation Matrix Car production VS. Stock')\n",
+    "plt.savefig('../DataSets/Tesla_car_sales/car_correlation.png' , dpi=fig.dpi)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prophet Car Production"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Using Prophet to predict the future Tesla Car productions, based on the current production of Luxury Models & Model 3\n",
+    "\n",
+    "Prophet takes only two variables : 'ds' (for Date - here Quarters from 2010 onwards) and 'y' (for the desired measure - here the quarter amount of total car sold from 2010 onwards)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_plot_date = df_plot.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_plot_date.set_index('Date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_prophet_prod = df_plot_date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "      <th>Luxury Models sales</th>\n",
+       "      <th>Total_Model_Sales</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>0</td>\n",
+       "      <td>23.860000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-09-30</th>\n",
+       "      <td>1</td>\n",
+       "      <td>19.929844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-12-31</th>\n",
+       "      <td>2</td>\n",
+       "      <td>26.737656</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-03-31</th>\n",
+       "      <td>3</td>\n",
+       "      <td>24.217742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-06-30</th>\n",
+       "      <td>4</td>\n",
+       "      <td>27.248254</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-09-30</th>\n",
+       "      <td>5</td>\n",
+       "      <td>25.873906</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-12-31</th>\n",
+       "      <td>6</td>\n",
+       "      <td>29.852857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-03-31</th>\n",
+       "      <td>7</td>\n",
+       "      <td>31.940968</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>99.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-06-30</th>\n",
+       "      <td>8</td>\n",
+       "      <td>31.587460</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>89.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-09-30</th>\n",
+       "      <td>9</td>\n",
+       "      <td>29.788730</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>321.0</td>\n",
+       "      <td>321.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-12-31</th>\n",
+       "      <td>10</td>\n",
+       "      <td>31.372742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-03-31</th>\n",
+       "      <td>11</td>\n",
+       "      <td>36.496333</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-06-30</th>\n",
+       "      <td>12</td>\n",
+       "      <td>75.274531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-09-30</th>\n",
+       "      <td>13</td>\n",
+       "      <td>148.403280</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-12-31</th>\n",
+       "      <td>14</td>\n",
+       "      <td>153.186718</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-03-31</th>\n",
+       "      <td>15</td>\n",
+       "      <td>200.911639</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-06-30</th>\n",
+       "      <td>16</td>\n",
+       "      <td>209.206825</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-09-30</th>\n",
+       "      <td>17</td>\n",
+       "      <td>247.529376</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-12-31</th>\n",
+       "      <td>18</td>\n",
+       "      <td>234.397032</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-31</th>\n",
+       "      <td>19</td>\n",
+       "      <td>202.486886</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-06-30</th>\n",
+       "      <td>20</td>\n",
+       "      <td>237.179207</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-09-30</th>\n",
+       "      <td>21</td>\n",
+       "      <td>254.871563</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-12-31</th>\n",
+       "      <td>22</td>\n",
+       "      <td>224.453751</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-03-31</th>\n",
+       "      <td>23</td>\n",
+       "      <td>197.300328</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-06-30</th>\n",
+       "      <td>24</td>\n",
+       "      <td>227.279844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-09-30</th>\n",
+       "      <td>25</td>\n",
+       "      <td>216.575780</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-12-31</th>\n",
+       "      <td>26</td>\n",
+       "      <td>197.131269</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-03-31</th>\n",
+       "      <td>27</td>\n",
+       "      <td>253.782582</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-06-30</th>\n",
+       "      <td>28</td>\n",
+       "      <td>330.184445</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-09-30</th>\n",
+       "      <td>29</td>\n",
+       "      <td>346.085237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-12-31</th>\n",
+       "      <td>30</td>\n",
+       "      <td>326.252064</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-03-31</th>\n",
+       "      <td>31</td>\n",
+       "      <td>329.929018</td>\n",
+       "      <td>9766.0</td>\n",
+       "      <td>20214.0</td>\n",
+       "      <td>29980.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-06-30</th>\n",
+       "      <td>32</td>\n",
+       "      <td>304.837344</td>\n",
+       "      <td>28578.0</td>\n",
+       "      <td>12162.0</td>\n",
+       "      <td>40740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-09-30</th>\n",
+       "      <td>33</td>\n",
+       "      <td>312.416032</td>\n",
+       "      <td>53239.0</td>\n",
+       "      <td>30261.0</td>\n",
+       "      <td>83500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-12-31</th>\n",
+       "      <td>34</td>\n",
+       "      <td>322.655873</td>\n",
+       "      <td>61394.0</td>\n",
+       "      <td>29306.0</td>\n",
+       "      <td>90700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-03-31</th>\n",
+       "      <td>35</td>\n",
+       "      <td>301.116720</td>\n",
+       "      <td>62975.0</td>\n",
+       "      <td>12100.0</td>\n",
+       "      <td>75075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-06-30</th>\n",
+       "      <td>36</td>\n",
+       "      <td>233.457778</td>\n",
+       "      <td>72548.0</td>\n",
+       "      <td>22652.0</td>\n",
+       "      <td>95200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-09-30</th>\n",
+       "      <td>37</td>\n",
+       "      <td>234.842187</td>\n",
+       "      <td>79837.0</td>\n",
+       "      <td>17163.0</td>\n",
+       "      <td>97000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31</th>\n",
+       "      <td>38</td>\n",
+       "      <td>325.371095</td>\n",
+       "      <td>86958.0</td>\n",
+       "      <td>25042.0</td>\n",
+       "      <td>112000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-31</th>\n",
+       "      <td>39</td>\n",
+       "      <td>664.888445</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            index   Adj Close  Model 3 sales  Luxury Models sales  \\\n",
+       "Date                                                                \n",
+       "2010-06-30      0   23.860000            0.0                100.0   \n",
+       "2010-09-30      1   19.929844            0.0                100.0   \n",
+       "2010-12-31      2   26.737656            0.0                100.0   \n",
+       "2011-03-31      3   24.217742            0.0                198.0   \n",
+       "2011-06-30      4   27.248254            0.0                198.0   \n",
+       "2011-09-30      5   25.873906            0.0                198.0   \n",
+       "2011-12-31      6   29.852857            0.0                200.0   \n",
+       "2012-03-31      7   31.940968            0.0                 99.0   \n",
+       "2012-06-30      8   31.587460            0.0                 89.0   \n",
+       "2012-09-30      9   29.788730            0.0                321.0   \n",
+       "2012-12-31     10   31.372742            0.0               2400.0   \n",
+       "2013-03-31     11   36.496333            0.0               4900.0   \n",
+       "2013-06-30     12   75.274531            0.0               5150.0   \n",
+       "2013-09-30     13  148.403280            0.0               5500.0   \n",
+       "2013-12-31     14  153.186718            0.0               6892.0   \n",
+       "2014-03-31     15  200.911639            0.0               6457.0   \n",
+       "2014-06-30     16  209.206825            0.0               7579.0   \n",
+       "2014-09-30     17  247.529376            0.0               7785.0   \n",
+       "2014-12-31     18  234.397032            0.0               9834.0   \n",
+       "2015-03-31     19  202.486886            0.0              10045.0   \n",
+       "2015-06-30     20  237.179207            0.0              11532.0   \n",
+       "2015-09-30     21  254.871563            0.0              11603.0   \n",
+       "2015-12-31     22  224.453751            0.0              17478.0   \n",
+       "2016-03-31     23  197.300328            0.0              14810.0   \n",
+       "2016-06-30     24  227.279844            0.0              14402.0   \n",
+       "2016-09-30     25  216.575780            0.0              24821.0   \n",
+       "2016-12-31     26  197.131269            0.0              22252.0   \n",
+       "2017-03-31     27  253.782582            0.0              25051.0   \n",
+       "2017-06-30     28  330.184445            0.0              22026.0   \n",
+       "2017-09-30     29  346.085237            0.0              26137.0   \n",
+       "2017-12-31     30  326.252064            0.0              29967.0   \n",
+       "2018-03-31     31  329.929018         9766.0              20214.0   \n",
+       "2018-06-30     32  304.837344        28578.0              12162.0   \n",
+       "2018-09-30     33  312.416032        53239.0              30261.0   \n",
+       "2018-12-31     34  322.655873        61394.0              29306.0   \n",
+       "2019-03-31     35  301.116720        62975.0              12100.0   \n",
+       "2019-06-30     36  233.457778        72548.0              22652.0   \n",
+       "2019-09-30     37  234.842187        79837.0              17163.0   \n",
+       "2019-12-31     38  325.371095        86958.0              25042.0   \n",
+       "2020-03-31     39  664.888445            NaN                  NaN   \n",
+       "\n",
+       "            Total_Model_Sales  \n",
+       "Date                           \n",
+       "2010-06-30              100.0  \n",
+       "2010-09-30              100.0  \n",
+       "2010-12-31              100.0  \n",
+       "2011-03-31              198.0  \n",
+       "2011-06-30              198.0  \n",
+       "2011-09-30              198.0  \n",
+       "2011-12-31              200.0  \n",
+       "2012-03-31               99.0  \n",
+       "2012-06-30               89.0  \n",
+       "2012-09-30              321.0  \n",
+       "2012-12-31             2400.0  \n",
+       "2013-03-31             4900.0  \n",
+       "2013-06-30             5150.0  \n",
+       "2013-09-30             5500.0  \n",
+       "2013-12-31             6892.0  \n",
+       "2014-03-31             6457.0  \n",
+       "2014-06-30             7579.0  \n",
+       "2014-09-30             7785.0  \n",
+       "2014-12-31             9834.0  \n",
+       "2015-03-31            10045.0  \n",
+       "2015-06-30            11532.0  \n",
+       "2015-09-30            11603.0  \n",
+       "2015-12-31            17478.0  \n",
+       "2016-03-31            14810.0  \n",
+       "2016-06-30            14402.0  \n",
+       "2016-09-30            24821.0  \n",
+       "2016-12-31            22252.0  \n",
+       "2017-03-31            25051.0  \n",
+       "2017-06-30            22026.0  \n",
+       "2017-09-30            26137.0  \n",
+       "2017-12-31            29967.0  \n",
+       "2018-03-31            29980.0  \n",
+       "2018-06-30            40740.0  \n",
+       "2018-09-30            83500.0  \n",
+       "2018-12-31            90700.0  \n",
+       "2019-03-31            75075.0  \n",
+       "2019-06-30            95200.0  \n",
+       "2019-09-30            97000.0  \n",
+       "2019-12-31           112000.0  \n",
+       "2020-03-31                NaN  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_prophet_prod"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_prophet_prod.dropna(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_prophet_prod = df_prophet_prod[['Total_Model_Sales']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_prophet_prod.reset_index(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "    .dataframe thead th {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ds</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>99.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>89.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>321.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>2400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>5150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>6892.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>6457.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>7579.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>7785.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>9834.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>10045.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>11532.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>11603.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>17478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>14810.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>14402.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>24821.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>22252.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>25051.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>22026.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>26137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>29967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>29980.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>40740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>83500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>90700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>75075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>95200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>97000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>112000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            ds         y\n",
+       "0   2010-06-30     100.0\n",
+       "1   2010-09-30     100.0\n",
+       "2   2010-12-31     100.0\n",
+       "3   2011-03-31     198.0\n",
+       "4   2011-06-30     198.0\n",
+       "5   2011-09-30     198.0\n",
+       "6   2011-12-31     200.0\n",
+       "7   2012-03-31      99.0\n",
+       "8   2012-06-30      89.0\n",
+       "9   2012-09-30     321.0\n",
+       "10  2012-12-31    2400.0\n",
+       "11  2013-03-31    4900.0\n",
+       "12  2013-06-30    5150.0\n",
+       "13  2013-09-30    5500.0\n",
+       "14  2013-12-31    6892.0\n",
+       "15  2014-03-31    6457.0\n",
+       "16  2014-06-30    7579.0\n",
+       "17  2014-09-30    7785.0\n",
+       "18  2014-12-31    9834.0\n",
+       "19  2015-03-31   10045.0\n",
+       "20  2015-06-30   11532.0\n",
+       "21  2015-09-30   11603.0\n",
+       "22  2015-12-31   17478.0\n",
+       "23  2016-03-31   14810.0\n",
+       "24  2016-06-30   14402.0\n",
+       "25  2016-09-30   24821.0\n",
+       "26  2016-12-31   22252.0\n",
+       "27  2017-03-31   25051.0\n",
+       "28  2017-06-30   22026.0\n",
+       "29  2017-09-30   26137.0\n",
+       "30  2017-12-31   29967.0\n",
+       "31  2018-03-31   29980.0\n",
+       "32  2018-06-30   40740.0\n",
+       "33  2018-09-30   83500.0\n",
+       "34  2018-12-31   90700.0\n",
+       "35  2019-03-31   75075.0\n",
+       "36  2019-06-30   95200.0\n",
+       "37  2019-09-30   97000.0\n",
+       "38  2019-12-31  112000.0"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_prophet_prod.columns = ['ds','y']\n",
+    "\n",
+    "df_prophet_prod"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# scaleddfmerged_stock_quarter_car = dfmerged_stock_quarter_car.set_index('Date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prophet_instance_car = Prophet(interval_width=0.95)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<fbprophet.forecaster.Prophet at 0x2dffec8bda0>"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "prophet_instance_car"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
+      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<fbprophet.forecaster.Prophet at 0x2dffec8bda0>"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "prophet_instance_car.fit(df_prophet_prod)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "future_car  = prophet_instance_car.make_future_dataframe(periods=16, freq = 'q')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "forecast_car = prophet_instance_car.predict(future_car)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ds</th>\n",
+       "      <th>trend</th>\n",
+       "      <th>yhat_lower</th>\n",
+       "      <th>yhat_upper</th>\n",
+       "      <th>trend_lower</th>\n",
+       "      <th>trend_upper</th>\n",
+       "      <th>additive_terms</th>\n",
+       "      <th>additive_terms_lower</th>\n",
+       "      <th>additive_terms_upper</th>\n",
+       "      <th>yearly</th>\n",
+       "      <th>yearly_lower</th>\n",
+       "      <th>yearly_upper</th>\n",
+       "      <th>multiplicative_terms</th>\n",
+       "      <th>multiplicative_terms_lower</th>\n",
+       "      <th>multiplicative_terms_upper</th>\n",
+       "      <th>yhat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>27218.853312</td>\n",
+       "      <td>-47293.062291</td>\n",
+       "      <td>12068.601464</td>\n",
+       "      <td>27218.853312</td>\n",
+       "      <td>27218.853312</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-18361.032408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>29466.306369</td>\n",
+       "      <td>-41349.824512</td>\n",
+       "      <td>18301.037571</td>\n",
+       "      <td>29466.306369</td>\n",
+       "      <td>29466.306369</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-12433.721713</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>31713.759428</td>\n",
+       "      <td>-37852.264974</td>\n",
+       "      <td>23183.436776</td>\n",
+       "      <td>31713.759428</td>\n",
+       "      <td>31713.759428</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-8275.811005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>33912.354817</td>\n",
+       "      <td>-42813.833627</td>\n",
+       "      <td>15540.888136</td>\n",
+       "      <td>33912.354817</td>\n",
+       "      <td>33912.354817</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-12028.264513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>36135.379043</td>\n",
+       "      <td>-30895.748746</td>\n",
+       "      <td>27487.040877</td>\n",
+       "      <td>36135.379043</td>\n",
+       "      <td>36135.379043</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2101.528092</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>38382.832102</td>\n",
+       "      <td>-26932.639762</td>\n",
+       "      <td>33147.697126</td>\n",
+       "      <td>38382.832102</td>\n",
+       "      <td>38382.832102</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3189.954868</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>40630.285166</td>\n",
+       "      <td>-22284.591586</td>\n",
+       "      <td>39672.240925</td>\n",
+       "      <td>40630.285166</td>\n",
+       "      <td>40630.285166</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9600.724426</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>42853.309396</td>\n",
+       "      <td>-44035.510373</td>\n",
+       "      <td>15051.968209</td>\n",
+       "      <td>42853.309396</td>\n",
+       "      <td>42853.309396</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-14369.475300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>45076.333629</td>\n",
+       "      <td>-46472.503021</td>\n",
+       "      <td>14308.708048</td>\n",
+       "      <td>45076.333629</td>\n",
+       "      <td>45076.333629</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-14774.345753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>47323.786701</td>\n",
+       "      <td>-39347.982394</td>\n",
+       "      <td>24546.305724</td>\n",
+       "      <td>47323.786701</td>\n",
+       "      <td>47323.786701</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-8042.608929</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>49571.239774</td>\n",
+       "      <td>-37252.413045</td>\n",
+       "      <td>21301.255067</td>\n",
+       "      <td>49571.239774</td>\n",
+       "      <td>49571.239774</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-8380.869914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>51769.835171</td>\n",
+       "      <td>-32042.693695</td>\n",
+       "      <td>28476.010494</td>\n",
+       "      <td>51769.835171</td>\n",
+       "      <td>51769.835171</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-2017.432271</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>53992.859411</td>\n",
+       "      <td>-27944.709049</td>\n",
+       "      <td>30652.674812</td>\n",
+       "      <td>53992.859411</td>\n",
+       "      <td>53992.859411</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1206.502283</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>56240.312492</td>\n",
+       "      <td>-24944.621892</td>\n",
+       "      <td>35890.585596</td>\n",
+       "      <td>56240.312492</td>\n",
+       "      <td>56240.312492</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7614.164612</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>58487.775545</td>\n",
+       "      <td>-21724.176711</td>\n",
+       "      <td>38437.394751</td>\n",
+       "      <td>58487.775545</td>\n",
+       "      <td>58487.775545</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9520.031337</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>60686.380706</td>\n",
+       "      <td>-20357.349890</td>\n",
+       "      <td>41022.674769</td>\n",
+       "      <td>60686.380706</td>\n",
+       "      <td>60686.380706</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10661.329567</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>62909.414813</td>\n",
+       "      <td>-13266.010985</td>\n",
+       "      <td>48517.910249</td>\n",
+       "      <td>62909.414813</td>\n",
+       "      <td>62909.414813</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17329.529093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>65157.122758</td>\n",
+       "      <td>-8535.122559</td>\n",
+       "      <td>55265.423937</td>\n",
+       "      <td>65157.122758</td>\n",
+       "      <td>65157.122758</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>23257.094676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>67404.959941</td>\n",
+       "      <td>-1969.975751</td>\n",
+       "      <td>56062.348853</td>\n",
+       "      <td>67404.959941</td>\n",
+       "      <td>67404.959941</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27415.389507</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>69604.392023</td>\n",
+       "      <td>-7329.723186</td>\n",
+       "      <td>54824.827929</td>\n",
+       "      <td>69604.392023</td>\n",
+       "      <td>69604.392023</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>23663.772694</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>71828.587928</td>\n",
+       "      <td>4949.628702</td>\n",
+       "      <td>61880.282212</td>\n",
+       "      <td>71828.587928</td>\n",
+       "      <td>71828.587928</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>33591.680794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>74077.287877</td>\n",
+       "      <td>8327.524902</td>\n",
+       "      <td>70122.513212</td>\n",
+       "      <td>74077.287877</td>\n",
+       "      <td>74077.287877</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>38884.410643</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>76325.987826</td>\n",
+       "      <td>14264.639512</td>\n",
+       "      <td>76238.301381</td>\n",
+       "      <td>76325.987826</td>\n",
+       "      <td>76325.987826</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>45296.427086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>78550.302758</td>\n",
+       "      <td>-11345.644942</td>\n",
+       "      <td>50732.950711</td>\n",
+       "      <td>78550.302758</td>\n",
+       "      <td>78550.302758</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>21327.518062</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>80774.880170</td>\n",
+       "      <td>-8449.311212</td>\n",
+       "      <td>51009.623354</td>\n",
+       "      <td>80774.880170</td>\n",
+       "      <td>80774.880170</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>20924.200788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>83024.313988</td>\n",
+       "      <td>-2383.813839</td>\n",
+       "      <td>58215.087023</td>\n",
+       "      <td>83024.313988</td>\n",
+       "      <td>83024.313988</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27657.918357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>85273.780370</td>\n",
+       "      <td>-2175.701750</td>\n",
+       "      <td>58995.874563</td>\n",
+       "      <td>85273.780370</td>\n",
+       "      <td>85273.780370</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27321.670682</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>87474.870924</td>\n",
+       "      <td>3707.388483</td>\n",
+       "      <td>63383.783387</td>\n",
+       "      <td>87474.870924</td>\n",
+       "      <td>87474.870924</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>33687.603482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>89700.418039</td>\n",
+       "      <td>5957.972511</td>\n",
+       "      <td>69001.648203</td>\n",
+       "      <td>89700.418039</td>\n",
+       "      <td>89700.418039</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>36914.060911</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>91950.443129</td>\n",
+       "      <td>15785.146578</td>\n",
+       "      <td>72930.020944</td>\n",
+       "      <td>91950.443129</td>\n",
+       "      <td>91950.443129</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>43324.295248</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>94200.468281</td>\n",
+       "      <td>14799.476324</td>\n",
+       "      <td>74722.789883</td>\n",
+       "      <td>94200.468281</td>\n",
+       "      <td>94200.468281</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>45232.724074</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>96401.776580</td>\n",
+       "      <td>14011.338252</td>\n",
+       "      <td>76131.291563</td>\n",
+       "      <td>96401.776580</td>\n",
+       "      <td>96401.776580</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>46376.725441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>98627.543859</td>\n",
+       "      <td>23360.253379</td>\n",
+       "      <td>83402.084954</td>\n",
+       "      <td>98627.543859</td>\n",
+       "      <td>98627.543859</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>53047.658139</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>100877.770119</td>\n",
+       "      <td>30679.386448</td>\n",
+       "      <td>87939.659278</td>\n",
+       "      <td>100877.770119</td>\n",
+       "      <td>100877.770119</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>58977.742037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>103127.996380</td>\n",
+       "      <td>34022.320053</td>\n",
+       "      <td>93644.034376</td>\n",
+       "      <td>103127.996380</td>\n",
+       "      <td>103127.996380</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>63138.425946</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>105329.304678</td>\n",
+       "      <td>26044.022797</td>\n",
+       "      <td>89097.331097</td>\n",
+       "      <td>105329.304678</td>\n",
+       "      <td>105329.304678</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>59388.685348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>107555.071957</td>\n",
+       "      <td>39212.699507</td>\n",
+       "      <td>99852.410069</td>\n",
+       "      <td>107555.071957</td>\n",
+       "      <td>107555.071957</td>\n",
+       "      <td>-38236.907135</td>\n",
+       "      <td>-38236.907135</td>\n",
+       "      <td>-38236.907135</td>\n",
+       "      <td>-38236.907135</td>\n",
+       "      <td>-38236.907135</td>\n",
+       "      <td>-38236.907135</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>69318.164822</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>109805.298217</td>\n",
+       "      <td>46900.769997</td>\n",
+       "      <td>105730.522660</td>\n",
+       "      <td>109805.298217</td>\n",
+       "      <td>109805.298217</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>74612.420983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>112055.524478</td>\n",
+       "      <td>50147.271515</td>\n",
+       "      <td>113342.860578</td>\n",
+       "      <td>112055.524478</td>\n",
+       "      <td>112055.524478</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>81025.963738</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2020-03-31</td>\n",
+       "      <td>114281.291757</td>\n",
+       "      <td>26999.894365</td>\n",
+       "      <td>88485.797868</td>\n",
+       "      <td>114281.103515</td>\n",
+       "      <td>114281.459245</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>-57222.784696</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>57058.507061</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2020-06-30</td>\n",
+       "      <td>116507.059036</td>\n",
+       "      <td>27626.633494</td>\n",
+       "      <td>89174.907633</td>\n",
+       "      <td>116506.558374</td>\n",
+       "      <td>116507.549521</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>-59850.679382</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>56656.379655</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2020-09-30</td>\n",
+       "      <td>118757.285297</td>\n",
+       "      <td>33287.771578</td>\n",
+       "      <td>94222.532015</td>\n",
+       "      <td>118756.415478</td>\n",
+       "      <td>118758.143626</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>-55366.395630</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>63390.889666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2020-12-31</td>\n",
+       "      <td>121007.511557</td>\n",
+       "      <td>30891.382648</td>\n",
+       "      <td>93731.459710</td>\n",
+       "      <td>121006.263239</td>\n",
+       "      <td>121008.831461</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>-57952.109688</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>63055.401869</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2021-03-31</td>\n",
+       "      <td>123208.819855</td>\n",
+       "      <td>38374.084550</td>\n",
+       "      <td>98191.280537</td>\n",
+       "      <td>123207.102262</td>\n",
+       "      <td>123210.713153</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>-53787.267442</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>69421.552413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2021-06-30</td>\n",
+       "      <td>125434.587134</td>\n",
+       "      <td>42113.245160</td>\n",
+       "      <td>101661.586032</td>\n",
+       "      <td>125432.348193</td>\n",
+       "      <td>125436.989466</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>-52786.357128</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>72648.230006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2021-09-30</td>\n",
+       "      <td>127684.813395</td>\n",
+       "      <td>48166.279894</td>\n",
+       "      <td>110826.437743</td>\n",
+       "      <td>127682.048003</td>\n",
+       "      <td>127687.774705</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>-48626.147880</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>79058.665514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2021-12-31</td>\n",
+       "      <td>129935.039655</td>\n",
+       "      <td>51218.754997</td>\n",
+       "      <td>112745.128536</td>\n",
+       "      <td>129931.705108</td>\n",
+       "      <td>129938.566310</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>-48967.744208</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>80967.295447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>2022-03-31</td>\n",
+       "      <td>132136.347953</td>\n",
+       "      <td>54079.144074</td>\n",
+       "      <td>111596.567024</td>\n",
+       "      <td>132132.368184</td>\n",
+       "      <td>132140.411026</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>-50025.051139</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>82111.296814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>2022-06-30</td>\n",
+       "      <td>134362.115232</td>\n",
+       "      <td>56739.893633</td>\n",
+       "      <td>118991.797405</td>\n",
+       "      <td>134357.530031</td>\n",
+       "      <td>134366.772134</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>-45579.885720</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>88782.229513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>2022-09-30</td>\n",
+       "      <td>136612.341493</td>\n",
+       "      <td>65059.424613</td>\n",
+       "      <td>122823.837275</td>\n",
+       "      <td>136606.929161</td>\n",
+       "      <td>136617.805046</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>-41900.028082</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>94712.313411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>2022-12-31</td>\n",
+       "      <td>138862.567753</td>\n",
+       "      <td>68944.096370</td>\n",
+       "      <td>130705.861863</td>\n",
+       "      <td>138856.412847</td>\n",
+       "      <td>138868.740461</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>-39989.570434</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>98872.997320</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>2023-03-31</td>\n",
+       "      <td>141063.876051</td>\n",
+       "      <td>64536.018623</td>\n",
+       "      <td>125266.756193</td>\n",
+       "      <td>141056.809554</td>\n",
+       "      <td>141071.124255</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>-45940.619329</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>95123.256722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>2023-06-30</td>\n",
+       "      <td>143289.643331</td>\n",
+       "      <td>72953.089283</td>\n",
+       "      <td>134792.495385</td>\n",
+       "      <td>143281.809528</td>\n",
+       "      <td>143297.643177</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>-38236.907134</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>105052.736196</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>2023-09-30</td>\n",
+       "      <td>145539.869591</td>\n",
+       "      <td>80332.001596</td>\n",
+       "      <td>142067.427176</td>\n",
+       "      <td>145531.327042</td>\n",
+       "      <td>145548.512040</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>-35192.877234</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>110346.992357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>2023-12-31</td>\n",
+       "      <td>147790.095851</td>\n",
+       "      <td>84117.728366</td>\n",
+       "      <td>147831.888786</td>\n",
+       "      <td>147780.860770</td>\n",
+       "      <td>147799.623167</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>-31029.560740</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>116760.535111</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           ds          trend    yhat_lower     yhat_upper    trend_lower  \\\n",
+       "0  2010-06-30   27218.853312 -47293.062291   12068.601464   27218.853312   \n",
+       "1  2010-09-30   29466.306369 -41349.824512   18301.037571   29466.306369   \n",
+       "2  2010-12-31   31713.759428 -37852.264974   23183.436776   31713.759428   \n",
+       "3  2011-03-31   33912.354817 -42813.833627   15540.888136   33912.354817   \n",
+       "4  2011-06-30   36135.379043 -30895.748746   27487.040877   36135.379043   \n",
+       "5  2011-09-30   38382.832102 -26932.639762   33147.697126   38382.832102   \n",
+       "6  2011-12-31   40630.285166 -22284.591586   39672.240925   40630.285166   \n",
+       "7  2012-03-31   42853.309396 -44035.510373   15051.968209   42853.309396   \n",
+       "8  2012-06-30   45076.333629 -46472.503021   14308.708048   45076.333629   \n",
+       "9  2012-09-30   47323.786701 -39347.982394   24546.305724   47323.786701   \n",
+       "10 2012-12-31   49571.239774 -37252.413045   21301.255067   49571.239774   \n",
+       "11 2013-03-31   51769.835171 -32042.693695   28476.010494   51769.835171   \n",
+       "12 2013-06-30   53992.859411 -27944.709049   30652.674812   53992.859411   \n",
+       "13 2013-09-30   56240.312492 -24944.621892   35890.585596   56240.312492   \n",
+       "14 2013-12-31   58487.775545 -21724.176711   38437.394751   58487.775545   \n",
+       "15 2014-03-31   60686.380706 -20357.349890   41022.674769   60686.380706   \n",
+       "16 2014-06-30   62909.414813 -13266.010985   48517.910249   62909.414813   \n",
+       "17 2014-09-30   65157.122758  -8535.122559   55265.423937   65157.122758   \n",
+       "18 2014-12-31   67404.959941  -1969.975751   56062.348853   67404.959941   \n",
+       "19 2015-03-31   69604.392023  -7329.723186   54824.827929   69604.392023   \n",
+       "20 2015-06-30   71828.587928   4949.628702   61880.282212   71828.587928   \n",
+       "21 2015-09-30   74077.287877   8327.524902   70122.513212   74077.287877   \n",
+       "22 2015-12-31   76325.987826  14264.639512   76238.301381   76325.987826   \n",
+       "23 2016-03-31   78550.302758 -11345.644942   50732.950711   78550.302758   \n",
+       "24 2016-06-30   80774.880170  -8449.311212   51009.623354   80774.880170   \n",
+       "25 2016-09-30   83024.313988  -2383.813839   58215.087023   83024.313988   \n",
+       "26 2016-12-31   85273.780370  -2175.701750   58995.874563   85273.780370   \n",
+       "27 2017-03-31   87474.870924   3707.388483   63383.783387   87474.870924   \n",
+       "28 2017-06-30   89700.418039   5957.972511   69001.648203   89700.418039   \n",
+       "29 2017-09-30   91950.443129  15785.146578   72930.020944   91950.443129   \n",
+       "30 2017-12-31   94200.468281  14799.476324   74722.789883   94200.468281   \n",
+       "31 2018-03-31   96401.776580  14011.338252   76131.291563   96401.776580   \n",
+       "32 2018-06-30   98627.543859  23360.253379   83402.084954   98627.543859   \n",
+       "33 2018-09-30  100877.770119  30679.386448   87939.659278  100877.770119   \n",
+       "34 2018-12-31  103127.996380  34022.320053   93644.034376  103127.996380   \n",
+       "35 2019-03-31  105329.304678  26044.022797   89097.331097  105329.304678   \n",
+       "36 2019-06-30  107555.071957  39212.699507   99852.410069  107555.071957   \n",
+       "37 2019-09-30  109805.298217  46900.769997  105730.522660  109805.298217   \n",
+       "38 2019-12-31  112055.524478  50147.271515  113342.860578  112055.524478   \n",
+       "39 2020-03-31  114281.291757  26999.894365   88485.797868  114281.103515   \n",
+       "40 2020-06-30  116507.059036  27626.633494   89174.907633  116506.558374   \n",
+       "41 2020-09-30  118757.285297  33287.771578   94222.532015  118756.415478   \n",
+       "42 2020-12-31  121007.511557  30891.382648   93731.459710  121006.263239   \n",
+       "43 2021-03-31  123208.819855  38374.084550   98191.280537  123207.102262   \n",
+       "44 2021-06-30  125434.587134  42113.245160  101661.586032  125432.348193   \n",
+       "45 2021-09-30  127684.813395  48166.279894  110826.437743  127682.048003   \n",
+       "46 2021-12-31  129935.039655  51218.754997  112745.128536  129931.705108   \n",
+       "47 2022-03-31  132136.347953  54079.144074  111596.567024  132132.368184   \n",
+       "48 2022-06-30  134362.115232  56739.893633  118991.797405  134357.530031   \n",
+       "49 2022-09-30  136612.341493  65059.424613  122823.837275  136606.929161   \n",
+       "50 2022-12-31  138862.567753  68944.096370  130705.861863  138856.412847   \n",
+       "51 2023-03-31  141063.876051  64536.018623  125266.756193  141056.809554   \n",
+       "52 2023-06-30  143289.643331  72953.089283  134792.495385  143281.809528   \n",
+       "53 2023-09-30  145539.869591  80332.001596  142067.427176  145531.327042   \n",
+       "54 2023-12-31  147790.095851  84117.728366  147831.888786  147780.860770   \n",
+       "\n",
+       "      trend_upper  additive_terms  additive_terms_lower  additive_terms_upper  \\\n",
+       "0    27218.853312   -45579.885720         -45579.885720         -45579.885720   \n",
+       "1    29466.306369   -41900.028082         -41900.028082         -41900.028082   \n",
+       "2    31713.759428   -39989.570434         -39989.570434         -39989.570434   \n",
+       "3    33912.354817   -45940.619329         -45940.619329         -45940.619329   \n",
+       "4    36135.379043   -38236.907134         -38236.907134         -38236.907134   \n",
+       "5    38382.832102   -35192.877234         -35192.877234         -35192.877234   \n",
+       "6    40630.285166   -31029.560740         -31029.560740         -31029.560740   \n",
+       "7    42853.309396   -57222.784696         -57222.784696         -57222.784696   \n",
+       "8    45076.333629   -59850.679382         -59850.679382         -59850.679382   \n",
+       "9    47323.786701   -55366.395630         -55366.395630         -55366.395630   \n",
+       "10   49571.239774   -57952.109688         -57952.109688         -57952.109688   \n",
+       "11   51769.835171   -53787.267442         -53787.267442         -53787.267442   \n",
+       "12   53992.859411   -52786.357128         -52786.357128         -52786.357128   \n",
+       "13   56240.312492   -48626.147880         -48626.147880         -48626.147880   \n",
+       "14   58487.775545   -48967.744208         -48967.744208         -48967.744208   \n",
+       "15   60686.380706   -50025.051139         -50025.051139         -50025.051139   \n",
+       "16   62909.414813   -45579.885720         -45579.885720         -45579.885720   \n",
+       "17   65157.122758   -41900.028082         -41900.028082         -41900.028082   \n",
+       "18   67404.959941   -39989.570434         -39989.570434         -39989.570434   \n",
+       "19   69604.392023   -45940.619329         -45940.619329         -45940.619329   \n",
+       "20   71828.587928   -38236.907134         -38236.907134         -38236.907134   \n",
+       "21   74077.287877   -35192.877234         -35192.877234         -35192.877234   \n",
+       "22   76325.987826   -31029.560740         -31029.560740         -31029.560740   \n",
+       "23   78550.302758   -57222.784696         -57222.784696         -57222.784696   \n",
+       "24   80774.880170   -59850.679382         -59850.679382         -59850.679382   \n",
+       "25   83024.313988   -55366.395630         -55366.395630         -55366.395630   \n",
+       "26   85273.780370   -57952.109688         -57952.109688         -57952.109688   \n",
+       "27   87474.870924   -53787.267442         -53787.267442         -53787.267442   \n",
+       "28   89700.418039   -52786.357128         -52786.357128         -52786.357128   \n",
+       "29   91950.443129   -48626.147880         -48626.147880         -48626.147880   \n",
+       "30   94200.468281   -48967.744208         -48967.744208         -48967.744208   \n",
+       "31   96401.776580   -50025.051139         -50025.051139         -50025.051139   \n",
+       "32   98627.543859   -45579.885720         -45579.885720         -45579.885720   \n",
+       "33  100877.770119   -41900.028082         -41900.028082         -41900.028082   \n",
+       "34  103127.996380   -39989.570434         -39989.570434         -39989.570434   \n",
+       "35  105329.304678   -45940.619329         -45940.619329         -45940.619329   \n",
+       "36  107555.071957   -38236.907135         -38236.907135         -38236.907135   \n",
+       "37  109805.298217   -35192.877234         -35192.877234         -35192.877234   \n",
+       "38  112055.524478   -31029.560740         -31029.560740         -31029.560740   \n",
+       "39  114281.459245   -57222.784696         -57222.784696         -57222.784696   \n",
+       "40  116507.549521   -59850.679382         -59850.679382         -59850.679382   \n",
+       "41  118758.143626   -55366.395630         -55366.395630         -55366.395630   \n",
+       "42  121008.831461   -57952.109688         -57952.109688         -57952.109688   \n",
+       "43  123210.713153   -53787.267442         -53787.267442         -53787.267442   \n",
+       "44  125436.989466   -52786.357128         -52786.357128         -52786.357128   \n",
+       "45  127687.774705   -48626.147880         -48626.147880         -48626.147880   \n",
+       "46  129938.566310   -48967.744208         -48967.744208         -48967.744208   \n",
+       "47  132140.411026   -50025.051139         -50025.051139         -50025.051139   \n",
+       "48  134366.772134   -45579.885720         -45579.885720         -45579.885720   \n",
+       "49  136617.805046   -41900.028082         -41900.028082         -41900.028082   \n",
+       "50  138868.740461   -39989.570434         -39989.570434         -39989.570434   \n",
+       "51  141071.124255   -45940.619329         -45940.619329         -45940.619329   \n",
+       "52  143297.643177   -38236.907134         -38236.907134         -38236.907134   \n",
+       "53  145548.512040   -35192.877234         -35192.877234         -35192.877234   \n",
+       "54  147799.623167   -31029.560740         -31029.560740         -31029.560740   \n",
+       "\n",
+       "          yearly  yearly_lower  yearly_upper  multiplicative_terms  \\\n",
+       "0  -45579.885720 -45579.885720 -45579.885720                   0.0   \n",
+       "1  -41900.028082 -41900.028082 -41900.028082                   0.0   \n",
+       "2  -39989.570434 -39989.570434 -39989.570434                   0.0   \n",
+       "3  -45940.619329 -45940.619329 -45940.619329                   0.0   \n",
+       "4  -38236.907134 -38236.907134 -38236.907134                   0.0   \n",
+       "5  -35192.877234 -35192.877234 -35192.877234                   0.0   \n",
+       "6  -31029.560740 -31029.560740 -31029.560740                   0.0   \n",
+       "7  -57222.784696 -57222.784696 -57222.784696                   0.0   \n",
+       "8  -59850.679382 -59850.679382 -59850.679382                   0.0   \n",
+       "9  -55366.395630 -55366.395630 -55366.395630                   0.0   \n",
+       "10 -57952.109688 -57952.109688 -57952.109688                   0.0   \n",
+       "11 -53787.267442 -53787.267442 -53787.267442                   0.0   \n",
+       "12 -52786.357128 -52786.357128 -52786.357128                   0.0   \n",
+       "13 -48626.147880 -48626.147880 -48626.147880                   0.0   \n",
+       "14 -48967.744208 -48967.744208 -48967.744208                   0.0   \n",
+       "15 -50025.051139 -50025.051139 -50025.051139                   0.0   \n",
+       "16 -45579.885720 -45579.885720 -45579.885720                   0.0   \n",
+       "17 -41900.028082 -41900.028082 -41900.028082                   0.0   \n",
+       "18 -39989.570434 -39989.570434 -39989.570434                   0.0   \n",
+       "19 -45940.619329 -45940.619329 -45940.619329                   0.0   \n",
+       "20 -38236.907134 -38236.907134 -38236.907134                   0.0   \n",
+       "21 -35192.877234 -35192.877234 -35192.877234                   0.0   \n",
+       "22 -31029.560740 -31029.560740 -31029.560740                   0.0   \n",
+       "23 -57222.784696 -57222.784696 -57222.784696                   0.0   \n",
+       "24 -59850.679382 -59850.679382 -59850.679382                   0.0   \n",
+       "25 -55366.395630 -55366.395630 -55366.395630                   0.0   \n",
+       "26 -57952.109688 -57952.109688 -57952.109688                   0.0   \n",
+       "27 -53787.267442 -53787.267442 -53787.267442                   0.0   \n",
+       "28 -52786.357128 -52786.357128 -52786.357128                   0.0   \n",
+       "29 -48626.147880 -48626.147880 -48626.147880                   0.0   \n",
+       "30 -48967.744208 -48967.744208 -48967.744208                   0.0   \n",
+       "31 -50025.051139 -50025.051139 -50025.051139                   0.0   \n",
+       "32 -45579.885720 -45579.885720 -45579.885720                   0.0   \n",
+       "33 -41900.028082 -41900.028082 -41900.028082                   0.0   \n",
+       "34 -39989.570434 -39989.570434 -39989.570434                   0.0   \n",
+       "35 -45940.619329 -45940.619329 -45940.619329                   0.0   \n",
+       "36 -38236.907135 -38236.907135 -38236.907135                   0.0   \n",
+       "37 -35192.877234 -35192.877234 -35192.877234                   0.0   \n",
+       "38 -31029.560740 -31029.560740 -31029.560740                   0.0   \n",
+       "39 -57222.784696 -57222.784696 -57222.784696                   0.0   \n",
+       "40 -59850.679382 -59850.679382 -59850.679382                   0.0   \n",
+       "41 -55366.395630 -55366.395630 -55366.395630                   0.0   \n",
+       "42 -57952.109688 -57952.109688 -57952.109688                   0.0   \n",
+       "43 -53787.267442 -53787.267442 -53787.267442                   0.0   \n",
+       "44 -52786.357128 -52786.357128 -52786.357128                   0.0   \n",
+       "45 -48626.147880 -48626.147880 -48626.147880                   0.0   \n",
+       "46 -48967.744208 -48967.744208 -48967.744208                   0.0   \n",
+       "47 -50025.051139 -50025.051139 -50025.051139                   0.0   \n",
+       "48 -45579.885720 -45579.885720 -45579.885720                   0.0   \n",
+       "49 -41900.028082 -41900.028082 -41900.028082                   0.0   \n",
+       "50 -39989.570434 -39989.570434 -39989.570434                   0.0   \n",
+       "51 -45940.619329 -45940.619329 -45940.619329                   0.0   \n",
+       "52 -38236.907134 -38236.907134 -38236.907134                   0.0   \n",
+       "53 -35192.877234 -35192.877234 -35192.877234                   0.0   \n",
+       "54 -31029.560740 -31029.560740 -31029.560740                   0.0   \n",
+       "\n",
+       "    multiplicative_terms_lower  multiplicative_terms_upper           yhat  \n",
+       "0                          0.0                         0.0  -18361.032408  \n",
+       "1                          0.0                         0.0  -12433.721713  \n",
+       "2                          0.0                         0.0   -8275.811005  \n",
+       "3                          0.0                         0.0  -12028.264513  \n",
+       "4                          0.0                         0.0   -2101.528092  \n",
+       "5                          0.0                         0.0    3189.954868  \n",
+       "6                          0.0                         0.0    9600.724426  \n",
+       "7                          0.0                         0.0  -14369.475300  \n",
+       "8                          0.0                         0.0  -14774.345753  \n",
+       "9                          0.0                         0.0   -8042.608929  \n",
+       "10                         0.0                         0.0   -8380.869914  \n",
+       "11                         0.0                         0.0   -2017.432271  \n",
+       "12                         0.0                         0.0    1206.502283  \n",
+       "13                         0.0                         0.0    7614.164612  \n",
+       "14                         0.0                         0.0    9520.031337  \n",
+       "15                         0.0                         0.0   10661.329567  \n",
+       "16                         0.0                         0.0   17329.529093  \n",
+       "17                         0.0                         0.0   23257.094676  \n",
+       "18                         0.0                         0.0   27415.389507  \n",
+       "19                         0.0                         0.0   23663.772694  \n",
+       "20                         0.0                         0.0   33591.680794  \n",
+       "21                         0.0                         0.0   38884.410643  \n",
+       "22                         0.0                         0.0   45296.427086  \n",
+       "23                         0.0                         0.0   21327.518062  \n",
+       "24                         0.0                         0.0   20924.200788  \n",
+       "25                         0.0                         0.0   27657.918357  \n",
+       "26                         0.0                         0.0   27321.670682  \n",
+       "27                         0.0                         0.0   33687.603482  \n",
+       "28                         0.0                         0.0   36914.060911  \n",
+       "29                         0.0                         0.0   43324.295248  \n",
+       "30                         0.0                         0.0   45232.724074  \n",
+       "31                         0.0                         0.0   46376.725441  \n",
+       "32                         0.0                         0.0   53047.658139  \n",
+       "33                         0.0                         0.0   58977.742037  \n",
+       "34                         0.0                         0.0   63138.425946  \n",
+       "35                         0.0                         0.0   59388.685348  \n",
+       "36                         0.0                         0.0   69318.164822  \n",
+       "37                         0.0                         0.0   74612.420983  \n",
+       "38                         0.0                         0.0   81025.963738  \n",
+       "39                         0.0                         0.0   57058.507061  \n",
+       "40                         0.0                         0.0   56656.379655  \n",
+       "41                         0.0                         0.0   63390.889666  \n",
+       "42                         0.0                         0.0   63055.401869  \n",
+       "43                         0.0                         0.0   69421.552413  \n",
+       "44                         0.0                         0.0   72648.230006  \n",
+       "45                         0.0                         0.0   79058.665514  \n",
+       "46                         0.0                         0.0   80967.295447  \n",
+       "47                         0.0                         0.0   82111.296814  \n",
+       "48                         0.0                         0.0   88782.229513  \n",
+       "49                         0.0                         0.0   94712.313411  \n",
+       "50                         0.0                         0.0   98872.997320  \n",
+       "51                         0.0                         0.0   95123.256722  \n",
+       "52                         0.0                         0.0  105052.736196  \n",
+       "53                         0.0                         0.0  110346.992357  \n",
+       "54                         0.0                         0.0  116760.535111  "
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "forecast_car"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tsla_car = forecast_car[['ds', 'yhat', 'yhat_lower', 'yhat_upper']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "prophet_instance_car.plot(tsla_car, uncertainty=True, xlabel='quarter-year',ylabel='car production in thousand units')\n",
+    "plt.savefig(f'../DataSets/Tesla_car_sales/Prophet_prediction_car_production.png', dpi=fig.dpi)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prophet Stock Production"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Using Prophet to predict the future of Stocks productions, based on the current quarterly trend\n",
+    "\n",
+    "Since we are working on a Quarterly based Dataframe, the prediction should be different from the dayly stock price prediction made in the other Notebook"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_prophet_prod_stock = df_plot_date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "      <th>Luxury Models sales</th>\n",
+       "      <th>Total_Model_Sales</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>0</td>\n",
+       "      <td>23.860000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-09-30</th>\n",
+       "      <td>1</td>\n",
+       "      <td>19.929844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-12-31</th>\n",
+       "      <td>2</td>\n",
+       "      <td>26.737656</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-03-31</th>\n",
+       "      <td>3</td>\n",
+       "      <td>24.217742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-06-30</th>\n",
+       "      <td>4</td>\n",
+       "      <td>27.248254</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-09-30</th>\n",
+       "      <td>5</td>\n",
+       "      <td>25.873906</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-12-31</th>\n",
+       "      <td>6</td>\n",
+       "      <td>29.852857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-03-31</th>\n",
+       "      <td>7</td>\n",
+       "      <td>31.940968</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>99.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-06-30</th>\n",
+       "      <td>8</td>\n",
+       "      <td>31.587460</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>89.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-09-30</th>\n",
+       "      <td>9</td>\n",
+       "      <td>29.788730</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>321.0</td>\n",
+       "      <td>321.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-12-31</th>\n",
+       "      <td>10</td>\n",
+       "      <td>31.372742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-03-31</th>\n",
+       "      <td>11</td>\n",
+       "      <td>36.496333</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-06-30</th>\n",
+       "      <td>12</td>\n",
+       "      <td>75.274531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-09-30</th>\n",
+       "      <td>13</td>\n",
+       "      <td>148.403280</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-12-31</th>\n",
+       "      <td>14</td>\n",
+       "      <td>153.186718</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-03-31</th>\n",
+       "      <td>15</td>\n",
+       "      <td>200.911639</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-06-30</th>\n",
+       "      <td>16</td>\n",
+       "      <td>209.206825</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-09-30</th>\n",
+       "      <td>17</td>\n",
+       "      <td>247.529376</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-12-31</th>\n",
+       "      <td>18</td>\n",
+       "      <td>234.397032</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-31</th>\n",
+       "      <td>19</td>\n",
+       "      <td>202.486886</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-06-30</th>\n",
+       "      <td>20</td>\n",
+       "      <td>237.179207</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-09-30</th>\n",
+       "      <td>21</td>\n",
+       "      <td>254.871563</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-12-31</th>\n",
+       "      <td>22</td>\n",
+       "      <td>224.453751</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-03-31</th>\n",
+       "      <td>23</td>\n",
+       "      <td>197.300328</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-06-30</th>\n",
+       "      <td>24</td>\n",
+       "      <td>227.279844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-09-30</th>\n",
+       "      <td>25</td>\n",
+       "      <td>216.575780</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-12-31</th>\n",
+       "      <td>26</td>\n",
+       "      <td>197.131269</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-03-31</th>\n",
+       "      <td>27</td>\n",
+       "      <td>253.782582</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-06-30</th>\n",
+       "      <td>28</td>\n",
+       "      <td>330.184445</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-09-30</th>\n",
+       "      <td>29</td>\n",
+       "      <td>346.085237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-12-31</th>\n",
+       "      <td>30</td>\n",
+       "      <td>326.252064</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-03-31</th>\n",
+       "      <td>31</td>\n",
+       "      <td>329.929018</td>\n",
+       "      <td>9766.0</td>\n",
+       "      <td>20214.0</td>\n",
+       "      <td>29980.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-06-30</th>\n",
+       "      <td>32</td>\n",
+       "      <td>304.837344</td>\n",
+       "      <td>28578.0</td>\n",
+       "      <td>12162.0</td>\n",
+       "      <td>40740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-09-30</th>\n",
+       "      <td>33</td>\n",
+       "      <td>312.416032</td>\n",
+       "      <td>53239.0</td>\n",
+       "      <td>30261.0</td>\n",
+       "      <td>83500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-12-31</th>\n",
+       "      <td>34</td>\n",
+       "      <td>322.655873</td>\n",
+       "      <td>61394.0</td>\n",
+       "      <td>29306.0</td>\n",
+       "      <td>90700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-03-31</th>\n",
+       "      <td>35</td>\n",
+       "      <td>301.116720</td>\n",
+       "      <td>62975.0</td>\n",
+       "      <td>12100.0</td>\n",
+       "      <td>75075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-06-30</th>\n",
+       "      <td>36</td>\n",
+       "      <td>233.457778</td>\n",
+       "      <td>72548.0</td>\n",
+       "      <td>22652.0</td>\n",
+       "      <td>95200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-09-30</th>\n",
+       "      <td>37</td>\n",
+       "      <td>234.842187</td>\n",
+       "      <td>79837.0</td>\n",
+       "      <td>17163.0</td>\n",
+       "      <td>97000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31</th>\n",
+       "      <td>38</td>\n",
+       "      <td>325.371095</td>\n",
+       "      <td>86958.0</td>\n",
+       "      <td>25042.0</td>\n",
+       "      <td>112000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            index   Adj Close  Model 3 sales  Luxury Models sales  \\\n",
+       "Date                                                                \n",
+       "2010-06-30      0   23.860000            0.0                100.0   \n",
+       "2010-09-30      1   19.929844            0.0                100.0   \n",
+       "2010-12-31      2   26.737656            0.0                100.0   \n",
+       "2011-03-31      3   24.217742            0.0                198.0   \n",
+       "2011-06-30      4   27.248254            0.0                198.0   \n",
+       "2011-09-30      5   25.873906            0.0                198.0   \n",
+       "2011-12-31      6   29.852857            0.0                200.0   \n",
+       "2012-03-31      7   31.940968            0.0                 99.0   \n",
+       "2012-06-30      8   31.587460            0.0                 89.0   \n",
+       "2012-09-30      9   29.788730            0.0                321.0   \n",
+       "2012-12-31     10   31.372742            0.0               2400.0   \n",
+       "2013-03-31     11   36.496333            0.0               4900.0   \n",
+       "2013-06-30     12   75.274531            0.0               5150.0   \n",
+       "2013-09-30     13  148.403280            0.0               5500.0   \n",
+       "2013-12-31     14  153.186718            0.0               6892.0   \n",
+       "2014-03-31     15  200.911639            0.0               6457.0   \n",
+       "2014-06-30     16  209.206825            0.0               7579.0   \n",
+       "2014-09-30     17  247.529376            0.0               7785.0   \n",
+       "2014-12-31     18  234.397032            0.0               9834.0   \n",
+       "2015-03-31     19  202.486886            0.0              10045.0   \n",
+       "2015-06-30     20  237.179207            0.0              11532.0   \n",
+       "2015-09-30     21  254.871563            0.0              11603.0   \n",
+       "2015-12-31     22  224.453751            0.0              17478.0   \n",
+       "2016-03-31     23  197.300328            0.0              14810.0   \n",
+       "2016-06-30     24  227.279844            0.0              14402.0   \n",
+       "2016-09-30     25  216.575780            0.0              24821.0   \n",
+       "2016-12-31     26  197.131269            0.0              22252.0   \n",
+       "2017-03-31     27  253.782582            0.0              25051.0   \n",
+       "2017-06-30     28  330.184445            0.0              22026.0   \n",
+       "2017-09-30     29  346.085237            0.0              26137.0   \n",
+       "2017-12-31     30  326.252064            0.0              29967.0   \n",
+       "2018-03-31     31  329.929018         9766.0              20214.0   \n",
+       "2018-06-30     32  304.837344        28578.0              12162.0   \n",
+       "2018-09-30     33  312.416032        53239.0              30261.0   \n",
+       "2018-12-31     34  322.655873        61394.0              29306.0   \n",
+       "2019-03-31     35  301.116720        62975.0              12100.0   \n",
+       "2019-06-30     36  233.457778        72548.0              22652.0   \n",
+       "2019-09-30     37  234.842187        79837.0              17163.0   \n",
+       "2019-12-31     38  325.371095        86958.0              25042.0   \n",
+       "\n",
+       "            Total_Model_Sales  \n",
+       "Date                           \n",
+       "2010-06-30              100.0  \n",
+       "2010-09-30              100.0  \n",
+       "2010-12-31              100.0  \n",
+       "2011-03-31              198.0  \n",
+       "2011-06-30              198.0  \n",
+       "2011-09-30              198.0  \n",
+       "2011-12-31              200.0  \n",
+       "2012-03-31               99.0  \n",
+       "2012-06-30               89.0  \n",
+       "2012-09-30              321.0  \n",
+       "2012-12-31             2400.0  \n",
+       "2013-03-31             4900.0  \n",
+       "2013-06-30             5150.0  \n",
+       "2013-09-30             5500.0  \n",
+       "2013-12-31             6892.0  \n",
+       "2014-03-31             6457.0  \n",
+       "2014-06-30             7579.0  \n",
+       "2014-09-30             7785.0  \n",
+       "2014-12-31             9834.0  \n",
+       "2015-03-31            10045.0  \n",
+       "2015-06-30            11532.0  \n",
+       "2015-09-30            11603.0  \n",
+       "2015-12-31            17478.0  \n",
+       "2016-03-31            14810.0  \n",
+       "2016-06-30            14402.0  \n",
+       "2016-09-30            24821.0  \n",
+       "2016-12-31            22252.0  \n",
+       "2017-03-31            25051.0  \n",
+       "2017-06-30            22026.0  \n",
+       "2017-09-30            26137.0  \n",
+       "2017-12-31            29967.0  \n",
+       "2018-03-31            29980.0  \n",
+       "2018-06-30            40740.0  \n",
+       "2018-09-30            83500.0  \n",
+       "2018-12-31            90700.0  \n",
+       "2019-03-31            75075.0  \n",
+       "2019-06-30            95200.0  \n",
+       "2019-09-30            97000.0  \n",
+       "2019-12-31           112000.0  "
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_prophet_prod_stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_prophet_prod_stock.reset_index(drop=False, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>index</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>Model 3 sales</th>\n",
+       "      <th>Luxury Models sales</th>\n",
+       "      <th>Total_Model_Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>23.860000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>1</td>\n",
+       "      <td>19.929844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>2</td>\n",
+       "      <td>26.737656</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24.217742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>4</td>\n",
+       "      <td>27.248254</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>5</td>\n",
+       "      <td>25.873906</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>198.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>6</td>\n",
+       "      <td>29.852857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>7</td>\n",
+       "      <td>31.940968</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>99.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>8</td>\n",
+       "      <td>31.587460</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>89.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>9</td>\n",
+       "      <td>29.788730</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>321.0</td>\n",
+       "      <td>321.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>10</td>\n",
+       "      <td>31.372742</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "      <td>2400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>11</td>\n",
+       "      <td>36.496333</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "      <td>4900.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>12</td>\n",
+       "      <td>75.274531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "      <td>5150.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>13</td>\n",
+       "      <td>148.403280</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "      <td>5500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>14</td>\n",
+       "      <td>153.186718</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "      <td>6892.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>15</td>\n",
+       "      <td>200.911639</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "      <td>6457.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>16</td>\n",
+       "      <td>209.206825</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "      <td>7579.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>17</td>\n",
+       "      <td>247.529376</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "      <td>7785.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>18</td>\n",
+       "      <td>234.397032</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "      <td>9834.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>19</td>\n",
+       "      <td>202.486886</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "      <td>10045.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>20</td>\n",
+       "      <td>237.179207</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "      <td>11532.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>21</td>\n",
+       "      <td>254.871563</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "      <td>11603.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>22</td>\n",
+       "      <td>224.453751</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "      <td>17478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>23</td>\n",
+       "      <td>197.300328</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "      <td>14810.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>24</td>\n",
+       "      <td>227.279844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "      <td>14402.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>25</td>\n",
+       "      <td>216.575780</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "      <td>24821.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>26</td>\n",
+       "      <td>197.131269</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "      <td>22252.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>27</td>\n",
+       "      <td>253.782582</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "      <td>25051.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>28</td>\n",
+       "      <td>330.184445</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "      <td>22026.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>29</td>\n",
+       "      <td>346.085237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "      <td>26137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>30</td>\n",
+       "      <td>326.252064</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "      <td>29967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>31</td>\n",
+       "      <td>329.929018</td>\n",
+       "      <td>9766.0</td>\n",
+       "      <td>20214.0</td>\n",
+       "      <td>29980.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>32</td>\n",
+       "      <td>304.837344</td>\n",
+       "      <td>28578.0</td>\n",
+       "      <td>12162.0</td>\n",
+       "      <td>40740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>33</td>\n",
+       "      <td>312.416032</td>\n",
+       "      <td>53239.0</td>\n",
+       "      <td>30261.0</td>\n",
+       "      <td>83500.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>34</td>\n",
+       "      <td>322.655873</td>\n",
+       "      <td>61394.0</td>\n",
+       "      <td>29306.0</td>\n",
+       "      <td>90700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>35</td>\n",
+       "      <td>301.116720</td>\n",
+       "      <td>62975.0</td>\n",
+       "      <td>12100.0</td>\n",
+       "      <td>75075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>36</td>\n",
+       "      <td>233.457778</td>\n",
+       "      <td>72548.0</td>\n",
+       "      <td>22652.0</td>\n",
+       "      <td>95200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>37</td>\n",
+       "      <td>234.842187</td>\n",
+       "      <td>79837.0</td>\n",
+       "      <td>17163.0</td>\n",
+       "      <td>97000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>38</td>\n",
+       "      <td>325.371095</td>\n",
+       "      <td>86958.0</td>\n",
+       "      <td>25042.0</td>\n",
+       "      <td>112000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Date  index   Adj Close  Model 3 sales  Luxury Models sales  \\\n",
+       "0   2010-06-30      0   23.860000            0.0                100.0   \n",
+       "1   2010-09-30      1   19.929844            0.0                100.0   \n",
+       "2   2010-12-31      2   26.737656            0.0                100.0   \n",
+       "3   2011-03-31      3   24.217742            0.0                198.0   \n",
+       "4   2011-06-30      4   27.248254            0.0                198.0   \n",
+       "5   2011-09-30      5   25.873906            0.0                198.0   \n",
+       "6   2011-12-31      6   29.852857            0.0                200.0   \n",
+       "7   2012-03-31      7   31.940968            0.0                 99.0   \n",
+       "8   2012-06-30      8   31.587460            0.0                 89.0   \n",
+       "9   2012-09-30      9   29.788730            0.0                321.0   \n",
+       "10  2012-12-31     10   31.372742            0.0               2400.0   \n",
+       "11  2013-03-31     11   36.496333            0.0               4900.0   \n",
+       "12  2013-06-30     12   75.274531            0.0               5150.0   \n",
+       "13  2013-09-30     13  148.403280            0.0               5500.0   \n",
+       "14  2013-12-31     14  153.186718            0.0               6892.0   \n",
+       "15  2014-03-31     15  200.911639            0.0               6457.0   \n",
+       "16  2014-06-30     16  209.206825            0.0               7579.0   \n",
+       "17  2014-09-30     17  247.529376            0.0               7785.0   \n",
+       "18  2014-12-31     18  234.397032            0.0               9834.0   \n",
+       "19  2015-03-31     19  202.486886            0.0              10045.0   \n",
+       "20  2015-06-30     20  237.179207            0.0              11532.0   \n",
+       "21  2015-09-30     21  254.871563            0.0              11603.0   \n",
+       "22  2015-12-31     22  224.453751            0.0              17478.0   \n",
+       "23  2016-03-31     23  197.300328            0.0              14810.0   \n",
+       "24  2016-06-30     24  227.279844            0.0              14402.0   \n",
+       "25  2016-09-30     25  216.575780            0.0              24821.0   \n",
+       "26  2016-12-31     26  197.131269            0.0              22252.0   \n",
+       "27  2017-03-31     27  253.782582            0.0              25051.0   \n",
+       "28  2017-06-30     28  330.184445            0.0              22026.0   \n",
+       "29  2017-09-30     29  346.085237            0.0              26137.0   \n",
+       "30  2017-12-31     30  326.252064            0.0              29967.0   \n",
+       "31  2018-03-31     31  329.929018         9766.0              20214.0   \n",
+       "32  2018-06-30     32  304.837344        28578.0              12162.0   \n",
+       "33  2018-09-30     33  312.416032        53239.0              30261.0   \n",
+       "34  2018-12-31     34  322.655873        61394.0              29306.0   \n",
+       "35  2019-03-31     35  301.116720        62975.0              12100.0   \n",
+       "36  2019-06-30     36  233.457778        72548.0              22652.0   \n",
+       "37  2019-09-30     37  234.842187        79837.0              17163.0   \n",
+       "38  2019-12-31     38  325.371095        86958.0              25042.0   \n",
+       "\n",
+       "    Total_Model_Sales  \n",
+       "0               100.0  \n",
+       "1               100.0  \n",
+       "2               100.0  \n",
+       "3               198.0  \n",
+       "4               198.0  \n",
+       "5               198.0  \n",
+       "6               200.0  \n",
+       "7                99.0  \n",
+       "8                89.0  \n",
+       "9               321.0  \n",
+       "10             2400.0  \n",
+       "11             4900.0  \n",
+       "12             5150.0  \n",
+       "13             5500.0  \n",
+       "14             6892.0  \n",
+       "15             6457.0  \n",
+       "16             7579.0  \n",
+       "17             7785.0  \n",
+       "18             9834.0  \n",
+       "19            10045.0  \n",
+       "20            11532.0  \n",
+       "21            11603.0  \n",
+       "22            17478.0  \n",
+       "23            14810.0  \n",
+       "24            14402.0  \n",
+       "25            24821.0  \n",
+       "26            22252.0  \n",
+       "27            25051.0  \n",
+       "28            22026.0  \n",
+       "29            26137.0  \n",
+       "30            29967.0  \n",
+       "31            29980.0  \n",
+       "32            40740.0  \n",
+       "33            83500.0  \n",
+       "34            90700.0  \n",
+       "35            75075.0  \n",
+       "36            95200.0  \n",
+       "37            97000.0  \n",
+       "38           112000.0  "
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_prophet_prod_stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_prophet_prod_stock = df_prophet_prod_stock[['Date','Adj Close']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.860000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>19.929844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>26.737656</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>24.217742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>27.248254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>25.873906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>29.852857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>31.940968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>31.587460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>29.788730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>31.372742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>36.496333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>75.274531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>148.403280</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>153.186718</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>200.911639</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>209.206825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>247.529376</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>234.397032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>202.486886</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>237.179207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>254.871563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>224.453751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>197.300328</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>227.279844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>216.575780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>197.131269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>253.782582</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>330.184445</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>346.085237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>326.252064</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>329.929018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>304.837344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>312.416032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>322.655873</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>301.116720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>233.457778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>234.842187</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>325.371095</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Date   Adj Close\n",
+       "0   2010-06-30   23.860000\n",
+       "1   2010-09-30   19.929844\n",
+       "2   2010-12-31   26.737656\n",
+       "3   2011-03-31   24.217742\n",
+       "4   2011-06-30   27.248254\n",
+       "5   2011-09-30   25.873906\n",
+       "6   2011-12-31   29.852857\n",
+       "7   2012-03-31   31.940968\n",
+       "8   2012-06-30   31.587460\n",
+       "9   2012-09-30   29.788730\n",
+       "10  2012-12-31   31.372742\n",
+       "11  2013-03-31   36.496333\n",
+       "12  2013-06-30   75.274531\n",
+       "13  2013-09-30  148.403280\n",
+       "14  2013-12-31  153.186718\n",
+       "15  2014-03-31  200.911639\n",
+       "16  2014-06-30  209.206825\n",
+       "17  2014-09-30  247.529376\n",
+       "18  2014-12-31  234.397032\n",
+       "19  2015-03-31  202.486886\n",
+       "20  2015-06-30  237.179207\n",
+       "21  2015-09-30  254.871563\n",
+       "22  2015-12-31  224.453751\n",
+       "23  2016-03-31  197.300328\n",
+       "24  2016-06-30  227.279844\n",
+       "25  2016-09-30  216.575780\n",
+       "26  2016-12-31  197.131269\n",
+       "27  2017-03-31  253.782582\n",
+       "28  2017-06-30  330.184445\n",
+       "29  2017-09-30  346.085237\n",
+       "30  2017-12-31  326.252064\n",
+       "31  2018-03-31  329.929018\n",
+       "32  2018-06-30  304.837344\n",
+       "33  2018-09-30  312.416032\n",
+       "34  2018-12-31  322.655873\n",
+       "35  2019-03-31  301.116720\n",
+       "36  2019-06-30  233.457778\n",
+       "37  2019-09-30  234.842187\n",
+       "38  2019-12-31  325.371095"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_prophet_prod_stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_prophet_prod_stock.reset_index(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ds</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.860000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>19.929844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>26.737656</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>24.217742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>27.248254</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>25.873906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>29.852857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>31.940968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>31.587460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>29.788730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>31.372742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>36.496333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>75.274531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>148.403280</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>153.186718</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>200.911639</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>209.206825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>247.529376</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>234.397032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>202.486886</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>237.179207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>254.871563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>224.453751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>197.300328</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>227.279844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>216.575780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>197.131269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>253.782582</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>330.184445</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>346.085237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>326.252064</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>329.929018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>304.837344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>312.416032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>322.655873</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>301.116720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>233.457778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>234.842187</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>325.371095</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            ds           y\n",
+       "0   2010-06-30   23.860000\n",
+       "1   2010-09-30   19.929844\n",
+       "2   2010-12-31   26.737656\n",
+       "3   2011-03-31   24.217742\n",
+       "4   2011-06-30   27.248254\n",
+       "5   2011-09-30   25.873906\n",
+       "6   2011-12-31   29.852857\n",
+       "7   2012-03-31   31.940968\n",
+       "8   2012-06-30   31.587460\n",
+       "9   2012-09-30   29.788730\n",
+       "10  2012-12-31   31.372742\n",
+       "11  2013-03-31   36.496333\n",
+       "12  2013-06-30   75.274531\n",
+       "13  2013-09-30  148.403280\n",
+       "14  2013-12-31  153.186718\n",
+       "15  2014-03-31  200.911639\n",
+       "16  2014-06-30  209.206825\n",
+       "17  2014-09-30  247.529376\n",
+       "18  2014-12-31  234.397032\n",
+       "19  2015-03-31  202.486886\n",
+       "20  2015-06-30  237.179207\n",
+       "21  2015-09-30  254.871563\n",
+       "22  2015-12-31  224.453751\n",
+       "23  2016-03-31  197.300328\n",
+       "24  2016-06-30  227.279844\n",
+       "25  2016-09-30  216.575780\n",
+       "26  2016-12-31  197.131269\n",
+       "27  2017-03-31  253.782582\n",
+       "28  2017-06-30  330.184445\n",
+       "29  2017-09-30  346.085237\n",
+       "30  2017-12-31  326.252064\n",
+       "31  2018-03-31  329.929018\n",
+       "32  2018-06-30  304.837344\n",
+       "33  2018-09-30  312.416032\n",
+       "34  2018-12-31  322.655873\n",
+       "35  2019-03-31  301.116720\n",
+       "36  2019-06-30  233.457778\n",
+       "37  2019-09-30  234.842187\n",
+       "38  2019-12-31  325.371095"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_prophet_prod_stock.columns = ['ds','y']\n",
+    "\n",
+    "df_prophet_prod_stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# scaleddfmerged_stock_quarter_car = dfmerged_stock_quarter_car.set_index('Date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prophet_instance_stock = Prophet(interval_width=0.95)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
+      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<fbprophet.forecaster.Prophet at 0x2dffed84f28>"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "prophet_instance_stock.fit(df_prophet_prod_stock)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "future_stock  = prophet_instance_stock.make_future_dataframe(periods=16, freq = 'q')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "forecast_stock = prophet_instance_stock.predict(future_stock)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ds</th>\n",
+       "      <th>trend</th>\n",
+       "      <th>yhat_lower</th>\n",
+       "      <th>yhat_upper</th>\n",
+       "      <th>trend_lower</th>\n",
+       "      <th>trend_upper</th>\n",
+       "      <th>additive_terms</th>\n",
+       "      <th>additive_terms_lower</th>\n",
+       "      <th>additive_terms_upper</th>\n",
+       "      <th>yearly</th>\n",
+       "      <th>yearly_lower</th>\n",
+       "      <th>yearly_upper</th>\n",
+       "      <th>multiplicative_terms</th>\n",
+       "      <th>multiplicative_terms_lower</th>\n",
+       "      <th>multiplicative_terms_upper</th>\n",
+       "      <th>yhat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>-432.303296</td>\n",
+       "      <td>-82.056974</td>\n",
+       "      <td>99.729487</td>\n",
+       "      <td>-432.303296</td>\n",
+       "      <td>-432.303296</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.314414</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>-423.058596</td>\n",
+       "      <td>-70.813794</td>\n",
+       "      <td>108.415458</td>\n",
+       "      <td>-423.058596</td>\n",
+       "      <td>-423.058596</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>19.103824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>-413.813895</td>\n",
+       "      <td>-69.916258</td>\n",
+       "      <td>115.193912</td>\n",
+       "      <td>-413.813895</td>\n",
+       "      <td>-413.813895</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25.803600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>-404.770165</td>\n",
+       "      <td>-45.551288</td>\n",
+       "      <td>138.508197</td>\n",
+       "      <td>-404.770165</td>\n",
+       "      <td>-404.770165</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>46.093746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>-395.625950</td>\n",
+       "      <td>-50.386905</td>\n",
+       "      <td>133.195394</td>\n",
+       "      <td>-395.625950</td>\n",
+       "      <td>-395.625950</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.189406</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>-386.381249</td>\n",
+       "      <td>-36.551442</td>\n",
+       "      <td>138.350448</td>\n",
+       "      <td>-386.381249</td>\n",
+       "      <td>-386.381249</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>52.994881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>-377.136548</td>\n",
+       "      <td>-19.437506</td>\n",
+       "      <td>163.216805</td>\n",
+       "      <td>-377.136548</td>\n",
+       "      <td>-377.136548</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>70.074209</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>-367.992333</td>\n",
+       "      <td>-42.186482</td>\n",
+       "      <td>129.463968</td>\n",
+       "      <td>-367.992333</td>\n",
+       "      <td>-367.992333</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>42.955941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>-358.848118</td>\n",
+       "      <td>-9.295838</td>\n",
+       "      <td>170.419434</td>\n",
+       "      <td>-358.848118</td>\n",
+       "      <td>-358.848118</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>78.624261</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>-349.603417</td>\n",
+       "      <td>5.691708</td>\n",
+       "      <td>186.716579</td>\n",
+       "      <td>-349.603417</td>\n",
+       "      <td>-349.603417</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>92.613626</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>-340.358717</td>\n",
+       "      <td>-9.838221</td>\n",
+       "      <td>165.145088</td>\n",
+       "      <td>-340.358717</td>\n",
+       "      <td>-340.358717</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>78.309482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>-331.314987</td>\n",
+       "      <td>6.140024</td>\n",
+       "      <td>183.410305</td>\n",
+       "      <td>-331.314987</td>\n",
+       "      <td>-331.314987</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>93.325896</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>-322.170772</td>\n",
+       "      <td>24.380477</td>\n",
+       "      <td>207.772704</td>\n",
+       "      <td>-322.170772</td>\n",
+       "      <td>-322.170772</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>116.003170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>-312.926072</td>\n",
+       "      <td>45.473027</td>\n",
+       "      <td>223.649574</td>\n",
+       "      <td>-312.926072</td>\n",
+       "      <td>-312.926072</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>130.184470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>-303.681371</td>\n",
+       "      <td>36.224191</td>\n",
+       "      <td>214.187182</td>\n",
+       "      <td>-303.681371</td>\n",
+       "      <td>-303.681371</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>126.415795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>-294.637642</td>\n",
+       "      <td>52.203549</td>\n",
+       "      <td>237.242836</td>\n",
+       "      <td>-294.637642</td>\n",
+       "      <td>-294.637642</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>143.314870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>-285.493427</td>\n",
+       "      <td>66.579311</td>\n",
+       "      <td>242.648324</td>\n",
+       "      <td>-285.493427</td>\n",
+       "      <td>-285.493427</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>152.124284</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>-276.248730</td>\n",
+       "      <td>79.768819</td>\n",
+       "      <td>255.593166</td>\n",
+       "      <td>-276.248730</td>\n",
+       "      <td>-276.248730</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>165.913690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>-267.004045</td>\n",
+       "      <td>83.769848</td>\n",
+       "      <td>258.527111</td>\n",
+       "      <td>-267.004045</td>\n",
+       "      <td>-267.004045</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>172.613450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>-257.960334</td>\n",
+       "      <td>101.907673</td>\n",
+       "      <td>285.495733</td>\n",
+       "      <td>-257.960334</td>\n",
+       "      <td>-257.960334</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>192.903578</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>-248.816140</td>\n",
+       "      <td>100.926446</td>\n",
+       "      <td>274.417119</td>\n",
+       "      <td>-248.816140</td>\n",
+       "      <td>-248.816140</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>186.999216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>-239.571832</td>\n",
+       "      <td>105.757121</td>\n",
+       "      <td>291.663871</td>\n",
+       "      <td>-239.571832</td>\n",
+       "      <td>-239.571832</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.804298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>-230.327524</td>\n",
+       "      <td>127.741844</td>\n",
+       "      <td>313.179611</td>\n",
+       "      <td>-230.327524</td>\n",
+       "      <td>-230.327524</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>216.883234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>-221.183697</td>\n",
+       "      <td>104.979696</td>\n",
+       "      <td>283.497383</td>\n",
+       "      <td>-221.183697</td>\n",
+       "      <td>-221.183697</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>189.764577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>-212.039871</td>\n",
+       "      <td>136.138491</td>\n",
+       "      <td>315.346388</td>\n",
+       "      <td>-212.039871</td>\n",
+       "      <td>-212.039871</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>225.432508</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>-202.795572</td>\n",
+       "      <td>151.327403</td>\n",
+       "      <td>330.260415</td>\n",
+       "      <td>-202.795572</td>\n",
+       "      <td>-202.795572</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>239.421471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>-193.551274</td>\n",
+       "      <td>133.242552</td>\n",
+       "      <td>312.189210</td>\n",
+       "      <td>-193.551274</td>\n",
+       "      <td>-193.551274</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>225.116924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>-184.507940</td>\n",
+       "      <td>144.672748</td>\n",
+       "      <td>333.586843</td>\n",
+       "      <td>-184.507940</td>\n",
+       "      <td>-184.507940</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>240.132943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>-175.364124</td>\n",
+       "      <td>174.907292</td>\n",
+       "      <td>351.728507</td>\n",
+       "      <td>-175.364124</td>\n",
+       "      <td>-175.364124</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>262.809818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>-166.119827</td>\n",
+       "      <td>181.594028</td>\n",
+       "      <td>361.413047</td>\n",
+       "      <td>-166.119827</td>\n",
+       "      <td>-166.119827</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>276.990715</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>-156.875542</td>\n",
+       "      <td>192.922733</td>\n",
+       "      <td>362.806747</td>\n",
+       "      <td>-156.875542</td>\n",
+       "      <td>-156.875542</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>273.221624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>-147.832220</td>\n",
+       "      <td>200.184433</td>\n",
+       "      <td>375.910371</td>\n",
+       "      <td>-147.832220</td>\n",
+       "      <td>-147.832220</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>290.120292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>-138.688417</td>\n",
+       "      <td>215.774606</td>\n",
+       "      <td>389.199155</td>\n",
+       "      <td>-138.688417</td>\n",
+       "      <td>-138.688417</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>298.929294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>-129.444132</td>\n",
+       "      <td>225.326441</td>\n",
+       "      <td>402.908997</td>\n",
+       "      <td>-129.444132</td>\n",
+       "      <td>-129.444132</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>312.718288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>-120.199848</td>\n",
+       "      <td>231.771462</td>\n",
+       "      <td>402.060565</td>\n",
+       "      <td>-120.199848</td>\n",
+       "      <td>-120.199848</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>319.417647</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>-111.156526</td>\n",
+       "      <td>248.792190</td>\n",
+       "      <td>432.453628</td>\n",
+       "      <td>-111.156526</td>\n",
+       "      <td>-111.156526</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>339.707385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>-102.012723</td>\n",
+       "      <td>239.468399</td>\n",
+       "      <td>416.374394</td>\n",
+       "      <td>-102.012723</td>\n",
+       "      <td>-102.012723</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>333.802633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>-92.768438</td>\n",
+       "      <td>263.595164</td>\n",
+       "      <td>437.941882</td>\n",
+       "      <td>-92.768438</td>\n",
+       "      <td>-92.768438</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>346.607692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>-83.524153</td>\n",
+       "      <td>276.353889</td>\n",
+       "      <td>456.639779</td>\n",
+       "      <td>-83.524153</td>\n",
+       "      <td>-83.524153</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>363.686604</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2020-03-31</td>\n",
+       "      <td>-74.380350</td>\n",
+       "      <td>244.270207</td>\n",
+       "      <td>430.636056</td>\n",
+       "      <td>-74.380375</td>\n",
+       "      <td>-74.380327</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>410.948275</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>336.567924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2020-06-30</td>\n",
+       "      <td>-65.236547</td>\n",
+       "      <td>282.248757</td>\n",
+       "      <td>463.532092</td>\n",
+       "      <td>-65.236611</td>\n",
+       "      <td>-65.236483</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>437.472379</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>372.235832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2020-09-30</td>\n",
+       "      <td>-55.992262</td>\n",
+       "      <td>295.633512</td>\n",
+       "      <td>476.681747</td>\n",
+       "      <td>-55.992380</td>\n",
+       "      <td>-55.992138</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>442.217043</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>386.224781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2020-12-31</td>\n",
+       "      <td>-46.747978</td>\n",
+       "      <td>277.029966</td>\n",
+       "      <td>457.761865</td>\n",
+       "      <td>-46.748164</td>\n",
+       "      <td>-46.747773</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>418.668198</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>371.920220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2021-03-31</td>\n",
+       "      <td>-37.704656</td>\n",
+       "      <td>299.044266</td>\n",
+       "      <td>476.601494</td>\n",
+       "      <td>-37.704914</td>\n",
+       "      <td>-37.704385</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>424.640883</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>386.936227</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2021-06-30</td>\n",
+       "      <td>-28.560853</td>\n",
+       "      <td>325.070064</td>\n",
+       "      <td>500.368669</td>\n",
+       "      <td>-28.561175</td>\n",
+       "      <td>-28.560517</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>438.173942</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>409.613089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2021-09-30</td>\n",
+       "      <td>-19.316568</td>\n",
+       "      <td>332.918011</td>\n",
+       "      <td>511.488008</td>\n",
+       "      <td>-19.317002</td>\n",
+       "      <td>-19.316160</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>443.110542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>423.793974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2021-12-31</td>\n",
+       "      <td>-10.072284</td>\n",
+       "      <td>328.141740</td>\n",
+       "      <td>504.814367</td>\n",
+       "      <td>-10.072797</td>\n",
+       "      <td>-10.071788</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>430.097166</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>420.024882</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>2022-03-31</td>\n",
+       "      <td>-1.028962</td>\n",
+       "      <td>345.945920</td>\n",
+       "      <td>520.766642</td>\n",
+       "      <td>-1.029595</td>\n",
+       "      <td>-1.028382</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>437.952512</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>436.923550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>2022-06-30</td>\n",
+       "      <td>8.114842</td>\n",
+       "      <td>355.376042</td>\n",
+       "      <td>530.470601</td>\n",
+       "      <td>8.114089</td>\n",
+       "      <td>8.115516</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>437.617711</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>445.732552</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>2022-09-30</td>\n",
+       "      <td>17.359126</td>\n",
+       "      <td>374.688917</td>\n",
+       "      <td>541.906601</td>\n",
+       "      <td>17.358194</td>\n",
+       "      <td>17.359925</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>442.162420</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>459.521546</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>2022-12-31</td>\n",
+       "      <td>26.603411</td>\n",
+       "      <td>380.588518</td>\n",
+       "      <td>555.659967</td>\n",
+       "      <td>26.602358</td>\n",
+       "      <td>26.604325</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>439.617494</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>466.220905</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>2023-03-31</td>\n",
+       "      <td>35.646733</td>\n",
+       "      <td>397.398305</td>\n",
+       "      <td>574.758811</td>\n",
+       "      <td>35.645565</td>\n",
+       "      <td>35.647755</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>450.863911</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>486.510644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>2023-06-30</td>\n",
+       "      <td>44.790536</td>\n",
+       "      <td>397.421148</td>\n",
+       "      <td>573.703365</td>\n",
+       "      <td>44.789252</td>\n",
+       "      <td>44.791682</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>435.815356</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>480.605892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>2023-09-30</td>\n",
+       "      <td>54.034821</td>\n",
+       "      <td>407.839107</td>\n",
+       "      <td>584.396859</td>\n",
+       "      <td>54.033418</td>\n",
+       "      <td>54.036088</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>439.376130</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>493.410950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>2023-12-31</td>\n",
+       "      <td>63.279105</td>\n",
+       "      <td>419.838293</td>\n",
+       "      <td>601.538777</td>\n",
+       "      <td>63.277561</td>\n",
+       "      <td>63.280497</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>447.210757</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>510.489862</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           ds       trend  yhat_lower  yhat_upper  trend_lower  trend_upper  \\\n",
+       "0  2010-06-30 -432.303296  -82.056974   99.729487  -432.303296  -432.303296   \n",
+       "1  2010-09-30 -423.058596  -70.813794  108.415458  -423.058596  -423.058596   \n",
+       "2  2010-12-31 -413.813895  -69.916258  115.193912  -413.813895  -413.813895   \n",
+       "3  2011-03-31 -404.770165  -45.551288  138.508197  -404.770165  -404.770165   \n",
+       "4  2011-06-30 -395.625950  -50.386905  133.195394  -395.625950  -395.625950   \n",
+       "5  2011-09-30 -386.381249  -36.551442  138.350448  -386.381249  -386.381249   \n",
+       "6  2011-12-31 -377.136548  -19.437506  163.216805  -377.136548  -377.136548   \n",
+       "7  2012-03-31 -367.992333  -42.186482  129.463968  -367.992333  -367.992333   \n",
+       "8  2012-06-30 -358.848118   -9.295838  170.419434  -358.848118  -358.848118   \n",
+       "9  2012-09-30 -349.603417    5.691708  186.716579  -349.603417  -349.603417   \n",
+       "10 2012-12-31 -340.358717   -9.838221  165.145088  -340.358717  -340.358717   \n",
+       "11 2013-03-31 -331.314987    6.140024  183.410305  -331.314987  -331.314987   \n",
+       "12 2013-06-30 -322.170772   24.380477  207.772704  -322.170772  -322.170772   \n",
+       "13 2013-09-30 -312.926072   45.473027  223.649574  -312.926072  -312.926072   \n",
+       "14 2013-12-31 -303.681371   36.224191  214.187182  -303.681371  -303.681371   \n",
+       "15 2014-03-31 -294.637642   52.203549  237.242836  -294.637642  -294.637642   \n",
+       "16 2014-06-30 -285.493427   66.579311  242.648324  -285.493427  -285.493427   \n",
+       "17 2014-09-30 -276.248730   79.768819  255.593166  -276.248730  -276.248730   \n",
+       "18 2014-12-31 -267.004045   83.769848  258.527111  -267.004045  -267.004045   \n",
+       "19 2015-03-31 -257.960334  101.907673  285.495733  -257.960334  -257.960334   \n",
+       "20 2015-06-30 -248.816140  100.926446  274.417119  -248.816140  -248.816140   \n",
+       "21 2015-09-30 -239.571832  105.757121  291.663871  -239.571832  -239.571832   \n",
+       "22 2015-12-31 -230.327524  127.741844  313.179611  -230.327524  -230.327524   \n",
+       "23 2016-03-31 -221.183697  104.979696  283.497383  -221.183697  -221.183697   \n",
+       "24 2016-06-30 -212.039871  136.138491  315.346388  -212.039871  -212.039871   \n",
+       "25 2016-09-30 -202.795572  151.327403  330.260415  -202.795572  -202.795572   \n",
+       "26 2016-12-31 -193.551274  133.242552  312.189210  -193.551274  -193.551274   \n",
+       "27 2017-03-31 -184.507940  144.672748  333.586843  -184.507940  -184.507940   \n",
+       "28 2017-06-30 -175.364124  174.907292  351.728507  -175.364124  -175.364124   \n",
+       "29 2017-09-30 -166.119827  181.594028  361.413047  -166.119827  -166.119827   \n",
+       "30 2017-12-31 -156.875542  192.922733  362.806747  -156.875542  -156.875542   \n",
+       "31 2018-03-31 -147.832220  200.184433  375.910371  -147.832220  -147.832220   \n",
+       "32 2018-06-30 -138.688417  215.774606  389.199155  -138.688417  -138.688417   \n",
+       "33 2018-09-30 -129.444132  225.326441  402.908997  -129.444132  -129.444132   \n",
+       "34 2018-12-31 -120.199848  231.771462  402.060565  -120.199848  -120.199848   \n",
+       "35 2019-03-31 -111.156526  248.792190  432.453628  -111.156526  -111.156526   \n",
+       "36 2019-06-30 -102.012723  239.468399  416.374394  -102.012723  -102.012723   \n",
+       "37 2019-09-30  -92.768438  263.595164  437.941882   -92.768438   -92.768438   \n",
+       "38 2019-12-31  -83.524153  276.353889  456.639779   -83.524153   -83.524153   \n",
+       "39 2020-03-31  -74.380350  244.270207  430.636056   -74.380375   -74.380327   \n",
+       "40 2020-06-30  -65.236547  282.248757  463.532092   -65.236611   -65.236483   \n",
+       "41 2020-09-30  -55.992262  295.633512  476.681747   -55.992380   -55.992138   \n",
+       "42 2020-12-31  -46.747978  277.029966  457.761865   -46.748164   -46.747773   \n",
+       "43 2021-03-31  -37.704656  299.044266  476.601494   -37.704914   -37.704385   \n",
+       "44 2021-06-30  -28.560853  325.070064  500.368669   -28.561175   -28.560517   \n",
+       "45 2021-09-30  -19.316568  332.918011  511.488008   -19.317002   -19.316160   \n",
+       "46 2021-12-31  -10.072284  328.141740  504.814367   -10.072797   -10.071788   \n",
+       "47 2022-03-31   -1.028962  345.945920  520.766642    -1.029595    -1.028382   \n",
+       "48 2022-06-30    8.114842  355.376042  530.470601     8.114089     8.115516   \n",
+       "49 2022-09-30   17.359126  374.688917  541.906601    17.358194    17.359925   \n",
+       "50 2022-12-31   26.603411  380.588518  555.659967    26.602358    26.604325   \n",
+       "51 2023-03-31   35.646733  397.398305  574.758811    35.645565    35.647755   \n",
+       "52 2023-06-30   44.790536  397.421148  573.703365    44.789252    44.791682   \n",
+       "53 2023-09-30   54.034821  407.839107  584.396859    54.033418    54.036088   \n",
+       "54 2023-12-31   63.279105  419.838293  601.538777    63.277561    63.280497   \n",
+       "\n",
+       "    additive_terms  additive_terms_lower  additive_terms_upper      yearly  \\\n",
+       "0       437.617711            437.617711            437.617711  437.617711   \n",
+       "1       442.162420            442.162420            442.162420  442.162420   \n",
+       "2       439.617494            439.617494            439.617494  439.617494   \n",
+       "3       450.863911            450.863911            450.863911  450.863911   \n",
+       "4       435.815356            435.815356            435.815356  435.815356   \n",
+       "5       439.376130            439.376130            439.376130  439.376130   \n",
+       "6       447.210757            447.210757            447.210757  447.210757   \n",
+       "7       410.948275            410.948275            410.948275  410.948275   \n",
+       "8       437.472379            437.472379            437.472379  437.472379   \n",
+       "9       442.217043            442.217043            442.217043  442.217043   \n",
+       "10      418.668198            418.668198            418.668198  418.668198   \n",
+       "11      424.640883            424.640883            424.640883  424.640883   \n",
+       "12      438.173942            438.173942            438.173942  438.173942   \n",
+       "13      443.110542            443.110542            443.110542  443.110542   \n",
+       "14      430.097166            430.097166            430.097166  430.097166   \n",
+       "15      437.952512            437.952512            437.952512  437.952512   \n",
+       "16      437.617711            437.617711            437.617711  437.617711   \n",
+       "17      442.162420            442.162420            442.162420  442.162420   \n",
+       "18      439.617494            439.617494            439.617494  439.617494   \n",
+       "19      450.863911            450.863911            450.863911  450.863911   \n",
+       "20      435.815356            435.815356            435.815356  435.815356   \n",
+       "21      439.376130            439.376130            439.376130  439.376130   \n",
+       "22      447.210757            447.210757            447.210757  447.210757   \n",
+       "23      410.948275            410.948275            410.948275  410.948275   \n",
+       "24      437.472379            437.472379            437.472379  437.472379   \n",
+       "25      442.217043            442.217043            442.217043  442.217043   \n",
+       "26      418.668198            418.668198            418.668198  418.668198   \n",
+       "27      424.640883            424.640883            424.640883  424.640883   \n",
+       "28      438.173942            438.173942            438.173942  438.173942   \n",
+       "29      443.110542            443.110542            443.110542  443.110542   \n",
+       "30      430.097166            430.097166            430.097166  430.097166   \n",
+       "31      437.952512            437.952512            437.952512  437.952512   \n",
+       "32      437.617711            437.617711            437.617711  437.617711   \n",
+       "33      442.162420            442.162420            442.162420  442.162420   \n",
+       "34      439.617494            439.617494            439.617494  439.617494   \n",
+       "35      450.863911            450.863911            450.863911  450.863911   \n",
+       "36      435.815356            435.815356            435.815356  435.815356   \n",
+       "37      439.376130            439.376130            439.376130  439.376130   \n",
+       "38      447.210757            447.210757            447.210757  447.210757   \n",
+       "39      410.948275            410.948275            410.948275  410.948275   \n",
+       "40      437.472379            437.472379            437.472379  437.472379   \n",
+       "41      442.217043            442.217043            442.217043  442.217043   \n",
+       "42      418.668198            418.668198            418.668198  418.668198   \n",
+       "43      424.640883            424.640883            424.640883  424.640883   \n",
+       "44      438.173942            438.173942            438.173942  438.173942   \n",
+       "45      443.110542            443.110542            443.110542  443.110542   \n",
+       "46      430.097166            430.097166            430.097166  430.097166   \n",
+       "47      437.952512            437.952512            437.952512  437.952512   \n",
+       "48      437.617711            437.617711            437.617711  437.617711   \n",
+       "49      442.162420            442.162420            442.162420  442.162420   \n",
+       "50      439.617494            439.617494            439.617494  439.617494   \n",
+       "51      450.863911            450.863911            450.863911  450.863911   \n",
+       "52      435.815356            435.815356            435.815356  435.815356   \n",
+       "53      439.376130            439.376130            439.376130  439.376130   \n",
+       "54      447.210757            447.210757            447.210757  447.210757   \n",
+       "\n",
+       "    yearly_lower  yearly_upper  multiplicative_terms  \\\n",
+       "0     437.617711    437.617711                   0.0   \n",
+       "1     442.162420    442.162420                   0.0   \n",
+       "2     439.617494    439.617494                   0.0   \n",
+       "3     450.863911    450.863911                   0.0   \n",
+       "4     435.815356    435.815356                   0.0   \n",
+       "5     439.376130    439.376130                   0.0   \n",
+       "6     447.210757    447.210757                   0.0   \n",
+       "7     410.948275    410.948275                   0.0   \n",
+       "8     437.472379    437.472379                   0.0   \n",
+       "9     442.217043    442.217043                   0.0   \n",
+       "10    418.668198    418.668198                   0.0   \n",
+       "11    424.640883    424.640883                   0.0   \n",
+       "12    438.173942    438.173942                   0.0   \n",
+       "13    443.110542    443.110542                   0.0   \n",
+       "14    430.097166    430.097166                   0.0   \n",
+       "15    437.952512    437.952512                   0.0   \n",
+       "16    437.617711    437.617711                   0.0   \n",
+       "17    442.162420    442.162420                   0.0   \n",
+       "18    439.617494    439.617494                   0.0   \n",
+       "19    450.863911    450.863911                   0.0   \n",
+       "20    435.815356    435.815356                   0.0   \n",
+       "21    439.376130    439.376130                   0.0   \n",
+       "22    447.210757    447.210757                   0.0   \n",
+       "23    410.948275    410.948275                   0.0   \n",
+       "24    437.472379    437.472379                   0.0   \n",
+       "25    442.217043    442.217043                   0.0   \n",
+       "26    418.668198    418.668198                   0.0   \n",
+       "27    424.640883    424.640883                   0.0   \n",
+       "28    438.173942    438.173942                   0.0   \n",
+       "29    443.110542    443.110542                   0.0   \n",
+       "30    430.097166    430.097166                   0.0   \n",
+       "31    437.952512    437.952512                   0.0   \n",
+       "32    437.617711    437.617711                   0.0   \n",
+       "33    442.162420    442.162420                   0.0   \n",
+       "34    439.617494    439.617494                   0.0   \n",
+       "35    450.863911    450.863911                   0.0   \n",
+       "36    435.815356    435.815356                   0.0   \n",
+       "37    439.376130    439.376130                   0.0   \n",
+       "38    447.210757    447.210757                   0.0   \n",
+       "39    410.948275    410.948275                   0.0   \n",
+       "40    437.472379    437.472379                   0.0   \n",
+       "41    442.217043    442.217043                   0.0   \n",
+       "42    418.668198    418.668198                   0.0   \n",
+       "43    424.640883    424.640883                   0.0   \n",
+       "44    438.173942    438.173942                   0.0   \n",
+       "45    443.110542    443.110542                   0.0   \n",
+       "46    430.097166    430.097166                   0.0   \n",
+       "47    437.952512    437.952512                   0.0   \n",
+       "48    437.617711    437.617711                   0.0   \n",
+       "49    442.162420    442.162420                   0.0   \n",
+       "50    439.617494    439.617494                   0.0   \n",
+       "51    450.863911    450.863911                   0.0   \n",
+       "52    435.815356    435.815356                   0.0   \n",
+       "53    439.376130    439.376130                   0.0   \n",
+       "54    447.210757    447.210757                   0.0   \n",
+       "\n",
+       "    multiplicative_terms_lower  multiplicative_terms_upper        yhat  \n",
+       "0                          0.0                         0.0    5.314414  \n",
+       "1                          0.0                         0.0   19.103824  \n",
+       "2                          0.0                         0.0   25.803600  \n",
+       "3                          0.0                         0.0   46.093746  \n",
+       "4                          0.0                         0.0   40.189406  \n",
+       "5                          0.0                         0.0   52.994881  \n",
+       "6                          0.0                         0.0   70.074209  \n",
+       "7                          0.0                         0.0   42.955941  \n",
+       "8                          0.0                         0.0   78.624261  \n",
+       "9                          0.0                         0.0   92.613626  \n",
+       "10                         0.0                         0.0   78.309482  \n",
+       "11                         0.0                         0.0   93.325896  \n",
+       "12                         0.0                         0.0  116.003170  \n",
+       "13                         0.0                         0.0  130.184470  \n",
+       "14                         0.0                         0.0  126.415795  \n",
+       "15                         0.0                         0.0  143.314870  \n",
+       "16                         0.0                         0.0  152.124284  \n",
+       "17                         0.0                         0.0  165.913690  \n",
+       "18                         0.0                         0.0  172.613450  \n",
+       "19                         0.0                         0.0  192.903578  \n",
+       "20                         0.0                         0.0  186.999216  \n",
+       "21                         0.0                         0.0  199.804298  \n",
+       "22                         0.0                         0.0  216.883234  \n",
+       "23                         0.0                         0.0  189.764577  \n",
+       "24                         0.0                         0.0  225.432508  \n",
+       "25                         0.0                         0.0  239.421471  \n",
+       "26                         0.0                         0.0  225.116924  \n",
+       "27                         0.0                         0.0  240.132943  \n",
+       "28                         0.0                         0.0  262.809818  \n",
+       "29                         0.0                         0.0  276.990715  \n",
+       "30                         0.0                         0.0  273.221624  \n",
+       "31                         0.0                         0.0  290.120292  \n",
+       "32                         0.0                         0.0  298.929294  \n",
+       "33                         0.0                         0.0  312.718288  \n",
+       "34                         0.0                         0.0  319.417647  \n",
+       "35                         0.0                         0.0  339.707385  \n",
+       "36                         0.0                         0.0  333.802633  \n",
+       "37                         0.0                         0.0  346.607692  \n",
+       "38                         0.0                         0.0  363.686604  \n",
+       "39                         0.0                         0.0  336.567924  \n",
+       "40                         0.0                         0.0  372.235832  \n",
+       "41                         0.0                         0.0  386.224781  \n",
+       "42                         0.0                         0.0  371.920220  \n",
+       "43                         0.0                         0.0  386.936227  \n",
+       "44                         0.0                         0.0  409.613089  \n",
+       "45                         0.0                         0.0  423.793974  \n",
+       "46                         0.0                         0.0  420.024882  \n",
+       "47                         0.0                         0.0  436.923550  \n",
+       "48                         0.0                         0.0  445.732552  \n",
+       "49                         0.0                         0.0  459.521546  \n",
+       "50                         0.0                         0.0  466.220905  \n",
+       "51                         0.0                         0.0  486.510644  \n",
+       "52                         0.0                         0.0  480.605892  \n",
+       "53                         0.0                         0.0  493.410950  \n",
+       "54                         0.0                         0.0  510.489862  "
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "forecast_stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stock_pred = forecast_stock[['ds', 'yhat', 'yhat_lower', 'yhat_upper']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "prophet_instance_stock.plot(stock_pred, uncertainty=True, xlabel='quarter-year',ylabel='stock evolution in hundred dollars')\n",
+    "plt.savefig(f'../DataSets/Tesla_car_sales/Prophet_prediction_stock_quarter_production.png', dpi=fig.dpi)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Ploting Both overlapped predictions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating a Dataframe with both Prophet predictions in order to plot compared predictions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_car_prediction = tsla_car[['ds', 'yhat']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4025: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  return super(DataFrame, self).rename(**kwargs)\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_car_prediction.rename(columns={'yhat':'car_predict'}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_both_pred = pd.merge(df_car_prediction, stock_pred, on='ds')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_both_pred.rename(columns={'ds':'date', 'yhat':'stock_predict'}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_both_pred = df_both_pred[['date', 'car_predict', 'stock_predict']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>car_predict</th>\n",
+       "      <th>stock_predict</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>-18361.032408</td>\n",
+       "      <td>5.314414</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-09-30</td>\n",
+       "      <td>-12433.721713</td>\n",
+       "      <td>19.103824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-12-31</td>\n",
+       "      <td>-8275.811005</td>\n",
+       "      <td>25.803600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2011-03-31</td>\n",
+       "      <td>-12028.264513</td>\n",
+       "      <td>46.093746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2011-06-30</td>\n",
+       "      <td>-2101.528092</td>\n",
+       "      <td>40.189406</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2011-09-30</td>\n",
+       "      <td>3189.954868</td>\n",
+       "      <td>52.994881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2011-12-31</td>\n",
+       "      <td>9600.724426</td>\n",
+       "      <td>70.074209</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2012-03-31</td>\n",
+       "      <td>-14369.475300</td>\n",
+       "      <td>42.955941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2012-06-30</td>\n",
+       "      <td>-14774.345753</td>\n",
+       "      <td>78.624261</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2012-09-30</td>\n",
+       "      <td>-8042.608929</td>\n",
+       "      <td>92.613626</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2012-12-31</td>\n",
+       "      <td>-8380.869914</td>\n",
+       "      <td>78.309482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2013-03-31</td>\n",
+       "      <td>-2017.432271</td>\n",
+       "      <td>93.325896</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2013-06-30</td>\n",
+       "      <td>1206.502283</td>\n",
+       "      <td>116.003170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2013-09-30</td>\n",
+       "      <td>7614.164612</td>\n",
+       "      <td>130.184470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2013-12-31</td>\n",
+       "      <td>9520.031337</td>\n",
+       "      <td>126.415795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2014-03-31</td>\n",
+       "      <td>10661.329567</td>\n",
+       "      <td>143.314870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2014-06-30</td>\n",
+       "      <td>17329.529093</td>\n",
+       "      <td>152.124284</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2014-09-30</td>\n",
+       "      <td>23257.094676</td>\n",
+       "      <td>165.913690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2014-12-31</td>\n",
+       "      <td>27415.389507</td>\n",
+       "      <td>172.613450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2015-03-31</td>\n",
+       "      <td>23663.772694</td>\n",
+       "      <td>192.903578</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2015-06-30</td>\n",
+       "      <td>33591.680794</td>\n",
+       "      <td>186.999216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2015-09-30</td>\n",
+       "      <td>38884.410643</td>\n",
+       "      <td>199.804298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2015-12-31</td>\n",
+       "      <td>45296.427086</td>\n",
+       "      <td>216.883234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2016-03-31</td>\n",
+       "      <td>21327.518062</td>\n",
+       "      <td>189.764577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2016-06-30</td>\n",
+       "      <td>20924.200788</td>\n",
+       "      <td>225.432508</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2016-09-30</td>\n",
+       "      <td>27657.918357</td>\n",
+       "      <td>239.421471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2016-12-31</td>\n",
+       "      <td>27321.670682</td>\n",
+       "      <td>225.116924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2017-03-31</td>\n",
+       "      <td>33687.603482</td>\n",
+       "      <td>240.132943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2017-06-30</td>\n",
+       "      <td>36914.060911</td>\n",
+       "      <td>262.809818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2017-09-30</td>\n",
+       "      <td>43324.295248</td>\n",
+       "      <td>276.990715</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>2017-12-31</td>\n",
+       "      <td>45232.724074</td>\n",
+       "      <td>273.221624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>2018-03-31</td>\n",
+       "      <td>46376.725441</td>\n",
+       "      <td>290.120292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>2018-06-30</td>\n",
+       "      <td>53047.658139</td>\n",
+       "      <td>298.929294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>58977.742037</td>\n",
+       "      <td>312.718288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>63138.425946</td>\n",
+       "      <td>319.417647</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>2019-03-31</td>\n",
+       "      <td>59388.685348</td>\n",
+       "      <td>339.707385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>2019-06-30</td>\n",
+       "      <td>69318.164822</td>\n",
+       "      <td>333.802633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>2019-09-30</td>\n",
+       "      <td>74612.420983</td>\n",
+       "      <td>346.607692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>81025.963738</td>\n",
+       "      <td>363.686604</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>2020-03-31</td>\n",
+       "      <td>57058.507061</td>\n",
+       "      <td>336.567924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>2020-06-30</td>\n",
+       "      <td>56656.379655</td>\n",
+       "      <td>372.235832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>2020-09-30</td>\n",
+       "      <td>63390.889666</td>\n",
+       "      <td>386.224781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2020-12-31</td>\n",
+       "      <td>63055.401869</td>\n",
+       "      <td>371.920220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>2021-03-31</td>\n",
+       "      <td>69421.552413</td>\n",
+       "      <td>386.936227</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>2021-06-30</td>\n",
+       "      <td>72648.230006</td>\n",
+       "      <td>409.613089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>2021-09-30</td>\n",
+       "      <td>79058.665514</td>\n",
+       "      <td>423.793974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>2021-12-31</td>\n",
+       "      <td>80967.295447</td>\n",
+       "      <td>420.024882</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>2022-03-31</td>\n",
+       "      <td>82111.296814</td>\n",
+       "      <td>436.923550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>2022-06-30</td>\n",
+       "      <td>88782.229513</td>\n",
+       "      <td>445.732552</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>2022-09-30</td>\n",
+       "      <td>94712.313411</td>\n",
+       "      <td>459.521546</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>2022-12-31</td>\n",
+       "      <td>98872.997320</td>\n",
+       "      <td>466.220905</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>2023-03-31</td>\n",
+       "      <td>95123.256722</td>\n",
+       "      <td>486.510644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>2023-06-30</td>\n",
+       "      <td>105052.736196</td>\n",
+       "      <td>480.605892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>2023-09-30</td>\n",
+       "      <td>110346.992357</td>\n",
+       "      <td>493.410950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>2023-12-31</td>\n",
+       "      <td>116760.535111</td>\n",
+       "      <td>510.489862</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date    car_predict  stock_predict\n",
+       "0  2010-06-30  -18361.032408       5.314414\n",
+       "1  2010-09-30  -12433.721713      19.103824\n",
+       "2  2010-12-31   -8275.811005      25.803600\n",
+       "3  2011-03-31  -12028.264513      46.093746\n",
+       "4  2011-06-30   -2101.528092      40.189406\n",
+       "5  2011-09-30    3189.954868      52.994881\n",
+       "6  2011-12-31    9600.724426      70.074209\n",
+       "7  2012-03-31  -14369.475300      42.955941\n",
+       "8  2012-06-30  -14774.345753      78.624261\n",
+       "9  2012-09-30   -8042.608929      92.613626\n",
+       "10 2012-12-31   -8380.869914      78.309482\n",
+       "11 2013-03-31   -2017.432271      93.325896\n",
+       "12 2013-06-30    1206.502283     116.003170\n",
+       "13 2013-09-30    7614.164612     130.184470\n",
+       "14 2013-12-31    9520.031337     126.415795\n",
+       "15 2014-03-31   10661.329567     143.314870\n",
+       "16 2014-06-30   17329.529093     152.124284\n",
+       "17 2014-09-30   23257.094676     165.913690\n",
+       "18 2014-12-31   27415.389507     172.613450\n",
+       "19 2015-03-31   23663.772694     192.903578\n",
+       "20 2015-06-30   33591.680794     186.999216\n",
+       "21 2015-09-30   38884.410643     199.804298\n",
+       "22 2015-12-31   45296.427086     216.883234\n",
+       "23 2016-03-31   21327.518062     189.764577\n",
+       "24 2016-06-30   20924.200788     225.432508\n",
+       "25 2016-09-30   27657.918357     239.421471\n",
+       "26 2016-12-31   27321.670682     225.116924\n",
+       "27 2017-03-31   33687.603482     240.132943\n",
+       "28 2017-06-30   36914.060911     262.809818\n",
+       "29 2017-09-30   43324.295248     276.990715\n",
+       "30 2017-12-31   45232.724074     273.221624\n",
+       "31 2018-03-31   46376.725441     290.120292\n",
+       "32 2018-06-30   53047.658139     298.929294\n",
+       "33 2018-09-30   58977.742037     312.718288\n",
+       "34 2018-12-31   63138.425946     319.417647\n",
+       "35 2019-03-31   59388.685348     339.707385\n",
+       "36 2019-06-30   69318.164822     333.802633\n",
+       "37 2019-09-30   74612.420983     346.607692\n",
+       "38 2019-12-31   81025.963738     363.686604\n",
+       "39 2020-03-31   57058.507061     336.567924\n",
+       "40 2020-06-30   56656.379655     372.235832\n",
+       "41 2020-09-30   63390.889666     386.224781\n",
+       "42 2020-12-31   63055.401869     371.920220\n",
+       "43 2021-03-31   69421.552413     386.936227\n",
+       "44 2021-06-30   72648.230006     409.613089\n",
+       "45 2021-09-30   79058.665514     423.793974\n",
+       "46 2021-12-31   80967.295447     420.024882\n",
+       "47 2022-03-31   82111.296814     436.923550\n",
+       "48 2022-06-30   88782.229513     445.732552\n",
+       "49 2022-09-30   94712.313411     459.521546\n",
+       "50 2022-12-31   98872.997320     466.220905\n",
+       "51 2023-03-31   95123.256722     486.510644\n",
+       "52 2023-06-30  105052.736196     480.605892\n",
+       "53 2023-09-30  110346.992357     493.410950\n",
+       "54 2023-12-31  116760.535111     510.489862"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_both_pred"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Droping rows representing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_both_pred.drop(df_both_pred.index[0:24], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_both_pred['date'] = pd.to_datetime(df_both_pred['date'])\n",
+    "df_both_pred['date'] = df_both_pred['date'].dt.date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_both_pred.set_index('date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>car_predict</th>\n",
+       "      <th>stock_predict</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>-18361.032408</td>\n",
+       "      <td>5.314414</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-09-30</th>\n",
+       "      <td>-12433.721713</td>\n",
+       "      <td>19.103824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-12-31</th>\n",
+       "      <td>-8275.811005</td>\n",
+       "      <td>25.803600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-03-31</th>\n",
+       "      <td>-12028.264513</td>\n",
+       "      <td>46.093746</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-06-30</th>\n",
+       "      <td>-2101.528092</td>\n",
+       "      <td>40.189406</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-09-30</th>\n",
+       "      <td>3189.954868</td>\n",
+       "      <td>52.994881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2011-12-31</th>\n",
+       "      <td>9600.724426</td>\n",
+       "      <td>70.074209</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-03-31</th>\n",
+       "      <td>-14369.475300</td>\n",
+       "      <td>42.955941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-06-30</th>\n",
+       "      <td>-14774.345753</td>\n",
+       "      <td>78.624261</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-09-30</th>\n",
+       "      <td>-8042.608929</td>\n",
+       "      <td>92.613626</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2012-12-31</th>\n",
+       "      <td>-8380.869914</td>\n",
+       "      <td>78.309482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-03-31</th>\n",
+       "      <td>-2017.432271</td>\n",
+       "      <td>93.325896</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-06-30</th>\n",
+       "      <td>1206.502283</td>\n",
+       "      <td>116.003170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-09-30</th>\n",
+       "      <td>7614.164612</td>\n",
+       "      <td>130.184470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2013-12-31</th>\n",
+       "      <td>9520.031337</td>\n",
+       "      <td>126.415795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-03-31</th>\n",
+       "      <td>10661.329567</td>\n",
+       "      <td>143.314870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-06-30</th>\n",
+       "      <td>17329.529093</td>\n",
+       "      <td>152.124284</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-09-30</th>\n",
+       "      <td>23257.094676</td>\n",
+       "      <td>165.913690</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2014-12-31</th>\n",
+       "      <td>27415.389507</td>\n",
+       "      <td>172.613450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-03-31</th>\n",
+       "      <td>23663.772694</td>\n",
+       "      <td>192.903578</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-06-30</th>\n",
+       "      <td>33591.680794</td>\n",
+       "      <td>186.999216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-09-30</th>\n",
+       "      <td>38884.410643</td>\n",
+       "      <td>199.804298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2015-12-31</th>\n",
+       "      <td>45296.427086</td>\n",
+       "      <td>216.883234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-03-31</th>\n",
+       "      <td>21327.518062</td>\n",
+       "      <td>189.764577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-06-30</th>\n",
+       "      <td>20924.200788</td>\n",
+       "      <td>225.432508</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-09-30</th>\n",
+       "      <td>27657.918357</td>\n",
+       "      <td>239.421471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2016-12-31</th>\n",
+       "      <td>27321.670682</td>\n",
+       "      <td>225.116924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-03-31</th>\n",
+       "      <td>33687.603482</td>\n",
+       "      <td>240.132943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-06-30</th>\n",
+       "      <td>36914.060911</td>\n",
+       "      <td>262.809818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-09-30</th>\n",
+       "      <td>43324.295248</td>\n",
+       "      <td>276.990715</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-12-31</th>\n",
+       "      <td>45232.724074</td>\n",
+       "      <td>273.221624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-03-31</th>\n",
+       "      <td>46376.725441</td>\n",
+       "      <td>290.120292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-06-30</th>\n",
+       "      <td>53047.658139</td>\n",
+       "      <td>298.929294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-09-30</th>\n",
+       "      <td>58977.742037</td>\n",
+       "      <td>312.718288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2018-12-31</th>\n",
+       "      <td>63138.425946</td>\n",
+       "      <td>319.417647</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-03-31</th>\n",
+       "      <td>59388.685348</td>\n",
+       "      <td>339.707385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-06-30</th>\n",
+       "      <td>69318.164822</td>\n",
+       "      <td>333.802633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-09-30</th>\n",
+       "      <td>74612.420983</td>\n",
+       "      <td>346.607692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31</th>\n",
+       "      <td>81025.963738</td>\n",
+       "      <td>363.686604</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-31</th>\n",
+       "      <td>57058.507061</td>\n",
+       "      <td>336.567924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-06-30</th>\n",
+       "      <td>56656.379655</td>\n",
+       "      <td>372.235832</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-09-30</th>\n",
+       "      <td>63390.889666</td>\n",
+       "      <td>386.224781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-31</th>\n",
+       "      <td>63055.401869</td>\n",
+       "      <td>371.920220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-03-31</th>\n",
+       "      <td>69421.552413</td>\n",
+       "      <td>386.936227</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-06-30</th>\n",
+       "      <td>72648.230006</td>\n",
+       "      <td>409.613089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-09-30</th>\n",
+       "      <td>79058.665514</td>\n",
+       "      <td>423.793974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-12-31</th>\n",
+       "      <td>80967.295447</td>\n",
+       "      <td>420.024882</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-03-31</th>\n",
+       "      <td>82111.296814</td>\n",
+       "      <td>436.923550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-06-30</th>\n",
+       "      <td>88782.229513</td>\n",
+       "      <td>445.732552</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-09-30</th>\n",
+       "      <td>94712.313411</td>\n",
+       "      <td>459.521546</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-12-31</th>\n",
+       "      <td>98872.997320</td>\n",
+       "      <td>466.220905</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-03-31</th>\n",
+       "      <td>95123.256722</td>\n",
+       "      <td>486.510644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-06-30</th>\n",
+       "      <td>105052.736196</td>\n",
+       "      <td>480.605892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-09-30</th>\n",
+       "      <td>110346.992357</td>\n",
+       "      <td>493.410950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-12-31</th>\n",
+       "      <td>116760.535111</td>\n",
+       "      <td>510.489862</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              car_predict  stock_predict\n",
+       "date                                    \n",
+       "2010-06-30  -18361.032408       5.314414\n",
+       "2010-09-30  -12433.721713      19.103824\n",
+       "2010-12-31   -8275.811005      25.803600\n",
+       "2011-03-31  -12028.264513      46.093746\n",
+       "2011-06-30   -2101.528092      40.189406\n",
+       "2011-09-30    3189.954868      52.994881\n",
+       "2011-12-31    9600.724426      70.074209\n",
+       "2012-03-31  -14369.475300      42.955941\n",
+       "2012-06-30  -14774.345753      78.624261\n",
+       "2012-09-30   -8042.608929      92.613626\n",
+       "2012-12-31   -8380.869914      78.309482\n",
+       "2013-03-31   -2017.432271      93.325896\n",
+       "2013-06-30    1206.502283     116.003170\n",
+       "2013-09-30    7614.164612     130.184470\n",
+       "2013-12-31    9520.031337     126.415795\n",
+       "2014-03-31   10661.329567     143.314870\n",
+       "2014-06-30   17329.529093     152.124284\n",
+       "2014-09-30   23257.094676     165.913690\n",
+       "2014-12-31   27415.389507     172.613450\n",
+       "2015-03-31   23663.772694     192.903578\n",
+       "2015-06-30   33591.680794     186.999216\n",
+       "2015-09-30   38884.410643     199.804298\n",
+       "2015-12-31   45296.427086     216.883234\n",
+       "2016-03-31   21327.518062     189.764577\n",
+       "2016-06-30   20924.200788     225.432508\n",
+       "2016-09-30   27657.918357     239.421471\n",
+       "2016-12-31   27321.670682     225.116924\n",
+       "2017-03-31   33687.603482     240.132943\n",
+       "2017-06-30   36914.060911     262.809818\n",
+       "2017-09-30   43324.295248     276.990715\n",
+       "2017-12-31   45232.724074     273.221624\n",
+       "2018-03-31   46376.725441     290.120292\n",
+       "2018-06-30   53047.658139     298.929294\n",
+       "2018-09-30   58977.742037     312.718288\n",
+       "2018-12-31   63138.425946     319.417647\n",
+       "2019-03-31   59388.685348     339.707385\n",
+       "2019-06-30   69318.164822     333.802633\n",
+       "2019-09-30   74612.420983     346.607692\n",
+       "2019-12-31   81025.963738     363.686604\n",
+       "2020-03-31   57058.507061     336.567924\n",
+       "2020-06-30   56656.379655     372.235832\n",
+       "2020-09-30   63390.889666     386.224781\n",
+       "2020-12-31   63055.401869     371.920220\n",
+       "2021-03-31   69421.552413     386.936227\n",
+       "2021-06-30   72648.230006     409.613089\n",
+       "2021-09-30   79058.665514     423.793974\n",
+       "2021-12-31   80967.295447     420.024882\n",
+       "2022-03-31   82111.296814     436.923550\n",
+       "2022-06-30   88782.229513     445.732552\n",
+       "2022-09-30   94712.313411     459.521546\n",
+       "2022-12-31   98872.997320     466.220905\n",
+       "2023-03-31   95123.256722     486.510644\n",
+       "2023-06-30  105052.736196     480.605892\n",
+       "2023-09-30  110346.992357     493.410950\n",
+       "2023-12-31  116760.535111     510.489862"
+      ]
+     },
+     "execution_count": 101,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_both_pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# sns.lineplot(x='date', y='car_predict',data=df_both_pred)\n",
+    "# sns.lineplot(x='date', y='stock_predict',data=df_both_pred)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x1296 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax1 = plt.subplots(figsize=(25, 18))\n",
+    "ax1.set_xlabel('future quarter', fontsize=15)\n",
+    "ax1.set_ylabel('car sale prediction', fontsize=15)\n",
+    "df_both_pred['car_predict'].plot(kind='line', color='r', ax=ax1)\n",
+    "ax1.tick_params(axis=\"x\", labelsize=25)\n",
+    "ax1.tick_params(axis=\"y\", labelsize=20)\n",
+    "# ax1.set_xticks(fontsize=15)   \n",
+    "ax1.yaxis.set_label_coords(-0.05, 1)\n",
+    "\n",
+    "ax2 = ax1.twinx()\n",
+    "ax2.set_ylabel('stock price prediction', fontsize=15)\n",
+    "ax2.yaxis.set_label_coords(1.04, 1)\n",
+    "df_both_pred['stock_predict'].plot(kind='line', marker='d', ax=ax2)\n",
+    "# ax2.set_xticks(fontsize=15)   \n",
+    "ax2.tick_params(axis=\"x\", labelsize=8)\n",
+    "ax2.tick_params(axis=\"y\", labelsize=20)\n",
+    "ax1.yaxis.tick_left()\n",
+    "ax2.yaxis.tick_right()\n",
+    "plt.title('Prediction of car production VS. stock 2010-2023', fontsize=20)\n",
+    "plt.savefig(f'../DataSets/Tesla_car_sales/car_production_stock_evolution.png')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Notebooks/TSLA_Stock_Analysis_Competitor_stock_analysis.ipynb b/Notebooks/TSLA_Stock_Analysis_Competitor_stock_analysis.ipynb
new file mode 100644
index 00000000..25864b68
--- /dev/null
+++ b/Notebooks/TSLA_Stock_Analysis_Competitor_stock_analysis.ipynb
@@ -0,0 +1,4025 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Importing plotly failed. Interactive plots will not work.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pandas_datareader as web\n",
+    "from pandas.plotting import scatter_matrix\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn import preprocessing\n",
+    "\n",
+    "from fbprophet import Prophet\n",
+    "from fbprophet.plot import add_changepoints_to_plot\n",
+    "\n",
+    "plt.style.use('fivethirtyeight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Hypothesis & Goals of the Notebook"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Comparison with other car maker & US tech companies to measure potential trend correlation of general stock exchange activity\n",
+    "\n",
+    "- We assume that the general environment of the stock exchange is favorable to Tesla overall\n",
+    "\n",
+    "- Tesla should outperform its car competitors and be considered rather a Tech company = stronger correlation with Tech than with car companies"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing Tesla daily stock exchange values from 2010 IPO onwards"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA = pd.read_csv('../DataSets/Stocks_raw_data/TSLA_stocks_rate_2010-01-01_to_2020-03-08.csv', index_col='Date')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA['PCT_change'] = df_TSLA['Adj Close'].pct_change(fill_method='ffill')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>17.540001</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>18766300.0</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>21.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>30.420000</td>\n",
+       "      <td>23.299999</td>\n",
+       "      <td>25.790001</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>17187100.0</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>26.860000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>25.920000</td>\n",
+       "      <td>20.270000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>8218800.0</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>23.095000</td>\n",
+       "      <td>-0.078473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>18.709999</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>5139800.0</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>20.905000</td>\n",
+       "      <td>-0.125683</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>15.830000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>6866900.0</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>17.915000</td>\n",
+       "      <td>-0.160938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.400000</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>6921700.0</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "      <td>-0.019243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.520000</td>\n",
+       "      <td>15.570000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>7711400.0</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>16.545000</td>\n",
+       "      <td>0.105063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>16.549999</td>\n",
+       "      <td>17.580000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>4050600.0</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>17.224999</td>\n",
+       "      <td>-0.003436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>18.070000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>17.950001</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>2202500.0</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>17.535000</td>\n",
+       "      <td>-0.020115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.639999</td>\n",
+       "      <td>16.900000</td>\n",
+       "      <td>17.389999</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>2680100.0</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>17.770000</td>\n",
+       "      <td>0.063930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>20.150000</td>\n",
+       "      <td>17.760000</td>\n",
+       "      <td>17.940001</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>4195200.0</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>18.955000</td>\n",
+       "      <td>0.093716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>3739800.0</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>20.250000</td>\n",
+       "      <td>0.002520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>20.700001</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>2621300.0</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>20.674999</td>\n",
+       "      <td>0.037707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>21.370001</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>2486500.0</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>21.585000</td>\n",
+       "      <td>0.061531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>1825300.0</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>20.950000</td>\n",
+       "      <td>-0.073482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>19.500000</td>\n",
+       "      <td>20.660000</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>1252500.0</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>20.200000</td>\n",
+       "      <td>-0.003941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.250000</td>\n",
+       "      <td>20.370001</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>957800.0</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>20.810000</td>\n",
+       "      <td>0.038576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.559999</td>\n",
+       "      <td>21.059999</td>\n",
+       "      <td>21.190001</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>653600.0</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>21.309999</td>\n",
+       "      <td>0.013810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>922200.0</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>-0.015970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>21.180000</td>\n",
+       "      <td>20.260000</td>\n",
+       "      <td>20.910000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>619700.0</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.720000</td>\n",
+       "      <td>-0.019093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>20.510000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>467200.0</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>20.705000</td>\n",
+       "      <td>0.008273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.879999</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>20.770000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>616000.0</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>20.440000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>20.440001</td>\n",
+       "      <td>19.549999</td>\n",
+       "      <td>20.200001</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>426900.0</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.995000</td>\n",
+       "      <td>-0.020147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.969999</td>\n",
+       "      <td>20.330000</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>718100.0</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>0.049147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>1230500.0</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.385000</td>\n",
+       "      <td>0.049235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-04</th>\n",
+       "      <td>22.180000</td>\n",
+       "      <td>20.850000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>913000.0</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>21.515000</td>\n",
+       "      <td>-0.031435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-05</th>\n",
+       "      <td>21.549999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.540001</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>796200.0</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>20.799999</td>\n",
+       "      <td>-0.038100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-06</th>\n",
+       "      <td>20.160000</td>\n",
+       "      <td>19.520000</td>\n",
+       "      <td>20.100000</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>741900.0</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>-0.042054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-09</th>\n",
+       "      <td>19.980000</td>\n",
+       "      <td>19.450001</td>\n",
+       "      <td>19.900000</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>812700.0</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>19.715000</td>\n",
+       "      <td>0.000510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-10</th>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>18.820000</td>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>1281300.0</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>19.235000</td>\n",
+       "      <td>-0.029082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>573.859985</td>\n",
+       "      <td>554.260010</td>\n",
+       "      <td>570.630005</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>14353600.0</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>564.059998</td>\n",
+       "      <td>-0.012898</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>564.440002</td>\n",
+       "      <td>539.280029</td>\n",
+       "      <td>541.989990</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>13608100.0</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>551.860016</td>\n",
+       "      <td>-0.012039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>576.809998</td>\n",
+       "      <td>558.080017</td>\n",
+       "      <td>568.489990</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>11788500.0</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>567.445007</td>\n",
+       "      <td>0.015913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>589.799988</td>\n",
+       "      <td>567.429993</td>\n",
+       "      <td>575.690002</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>17801500.0</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>578.614990</td>\n",
+       "      <td>0.024854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>650.880005</td>\n",
+       "      <td>618.000000</td>\n",
+       "      <td>632.419983</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>29005700.0</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>634.440002</td>\n",
+       "      <td>0.102962</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>653.000000</td>\n",
+       "      <td>632.520020</td>\n",
+       "      <td>640.000000</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>15719300.0</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>642.760010</td>\n",
+       "      <td>0.015231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>786.140015</td>\n",
+       "      <td>673.520020</td>\n",
+       "      <td>673.690002</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>47233500.0</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>729.830017</td>\n",
+       "      <td>0.198949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>833.880005</td>\n",
+       "      <td>882.960022</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>60938800.0</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>901.434998</td>\n",
+       "      <td>0.137256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>845.979980</td>\n",
+       "      <td>704.109985</td>\n",
+       "      <td>823.260010</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>48423800.0</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>775.044983</td>\n",
+       "      <td>-0.171758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>795.830017</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>699.919983</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>39880800.0</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>741.415009</td>\n",
+       "      <td>0.019409</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>769.750000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>730.549988</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>17063500.0</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>749.875000</td>\n",
+       "      <td>-0.001188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>819.989990</td>\n",
+       "      <td>752.400024</td>\n",
+       "      <td>800.000000</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>24689200.0</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>786.195007</td>\n",
+       "      <td>0.031027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>783.510010</td>\n",
+       "      <td>758.000000</td>\n",
+       "      <td>768.789978</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>11697500.0</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>770.755005</td>\n",
+       "      <td>0.004019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>789.750000</td>\n",
+       "      <td>763.369995</td>\n",
+       "      <td>777.869995</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>12022500.0</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>776.559998</td>\n",
+       "      <td>-0.009156</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>818.000000</td>\n",
+       "      <td>735.000000</td>\n",
+       "      <td>741.840027</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>26289300.0</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>776.500000</td>\n",
+       "      <td>0.047844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>812.969971</td>\n",
+       "      <td>785.500000</td>\n",
+       "      <td>787.219971</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>15693700.0</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>799.234985</td>\n",
+       "      <td>-0.004938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>860.000000</td>\n",
+       "      <td>832.359985</td>\n",
+       "      <td>841.599976</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>16381700.0</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>846.179993</td>\n",
+       "      <td>0.072960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>944.780029</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>25423000.0</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "      <td>0.068756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>912.000000</td>\n",
+       "      <td>859.940002</td>\n",
+       "      <td>911.950012</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>17634900.0</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>885.970001</td>\n",
+       "      <td>-0.019631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>913.059998</td>\n",
+       "      <td>880.450012</td>\n",
+       "      <td>906.979980</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>14314800.0</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>896.755005</td>\n",
+       "      <td>0.001768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>863.500000</td>\n",
+       "      <td>822.200012</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>15192200.0</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>842.850006</td>\n",
+       "      <td>-0.074595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>856.599976</td>\n",
+       "      <td>787.000000</td>\n",
+       "      <td>849.000000</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>17290500.0</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>821.799988</td>\n",
+       "      <td>-0.040634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>813.309998</td>\n",
+       "      <td>776.109985</td>\n",
+       "      <td>782.500000</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>14085500.0</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>794.709991</td>\n",
+       "      <td>-0.026390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>739.770020</td>\n",
+       "      <td>669.000000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>24277200.0</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>704.385010</td>\n",
+       "      <td>-0.128146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>690.520020</td>\n",
+       "      <td>611.520020</td>\n",
+       "      <td>629.700012</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>24564200.0</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>651.020020</td>\n",
+       "      <td>-0.016215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.690002</td>\n",
+       "      <td>686.669983</td>\n",
+       "      <td>711.260010</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>20195000.0</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>715.179993</td>\n",
+       "      <td>0.113220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>806.979980</td>\n",
+       "      <td>716.109985</td>\n",
+       "      <td>805.000000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>25784000.0</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>761.544983</td>\n",
+       "      <td>0.002542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>766.520020</td>\n",
+       "      <td>724.729980</td>\n",
+       "      <td>763.960022</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>15049000.0</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>745.625000</td>\n",
+       "      <td>0.005352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>745.750000</td>\n",
+       "      <td>718.070007</td>\n",
+       "      <td>723.770020</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>10852700.0</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>731.910004</td>\n",
+       "      <td>-0.033302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>707.000000</td>\n",
+       "      <td>684.270020</td>\n",
+       "      <td>690.000000</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>12635500.0</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>695.635010</td>\n",
+       "      <td>-0.029067</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  High         Low        Open       Close      Volume  \\\n",
+       "Date                                                                     \n",
+       "2010-06-29   25.000000   17.540001   19.000000   23.889999  18766300.0   \n",
+       "2010-06-30   30.420000   23.299999   25.790001   23.830000  17187100.0   \n",
+       "2010-07-01   25.920000   20.270000   25.000000   21.959999   8218800.0   \n",
+       "2010-07-02   23.100000   18.709999   23.000000   19.200001   5139800.0   \n",
+       "2010-07-06   20.000000   15.830000   20.000000   16.110001   6866900.0   \n",
+       "2010-07-07   16.629999   14.980000   16.400000   15.800000   6921700.0   \n",
+       "2010-07-08   17.520000   15.570000   16.139999   17.459999   7711400.0   \n",
+       "2010-07-09   17.900000   16.549999   17.580000   17.400000   4050600.0   \n",
+       "2010-07-12   18.070000   17.000000   17.950001   17.049999   2202500.0   \n",
+       "2010-07-13   18.639999   16.900000   17.389999   18.139999   2680100.0   \n",
+       "2010-07-14   20.150000   17.760000   17.940001   19.840000   4195200.0   \n",
+       "2010-07-15   21.500000   19.000000   19.940001   19.889999   3739800.0   \n",
+       "2010-07-16   21.299999   20.049999   20.700001   20.639999   2621300.0   \n",
+       "2010-07-19   22.250000   20.920000   21.370001   21.910000   2486500.0   \n",
+       "2010-07-20   21.850000   20.049999   21.850000   20.299999   1825300.0   \n",
+       "2010-07-21   20.900000   19.500000   20.660000   20.219999   1252500.0   \n",
+       "2010-07-22   21.250000   20.370001   20.500000   21.000000    957800.0   \n",
+       "2010-07-23   21.559999   21.059999   21.190001   21.290001    653600.0   \n",
+       "2010-07-26   21.500000   20.299999   21.500000   20.950001    922200.0   \n",
+       "2010-07-27   21.180000   20.260000   20.910000   20.549999    619700.0   \n",
+       "2010-07-28   20.900000   20.510000   20.549999   20.719999    467200.0   \n",
+       "2010-07-29   20.879999   20.000000   20.770000   20.350000    616000.0   \n",
+       "2010-07-30   20.440001   19.549999   20.200001   19.940001    426900.0   \n",
+       "2010-08-02   20.969999   20.330000   20.500000   20.920000    718100.0   \n",
+       "2010-08-03   21.950001   20.820000   21.000000   21.950001   1230500.0   \n",
+       "2010-08-04   22.180000   20.850000   21.950001   21.260000    913000.0   \n",
+       "2010-08-05   21.549999   20.049999   21.540001   20.450001    796200.0   \n",
+       "2010-08-06   20.160000   19.520000   20.100000   19.590000    741900.0   \n",
+       "2010-08-09   19.980000   19.450001   19.900000   19.600000    812700.0   \n",
+       "2010-08-10   19.650000   18.820000   19.650000   19.030001   1281300.0   \n",
+       "...                ...         ...         ...         ...         ...   \n",
+       "2020-01-24  573.859985  554.260010  570.630005  564.820007  14353600.0   \n",
+       "2020-01-27  564.440002  539.280029  541.989990  558.020020  13608100.0   \n",
+       "2020-01-28  576.809998  558.080017  568.489990  566.900024  11788500.0   \n",
+       "2020-01-29  589.799988  567.429993  575.690002  580.989990  17801500.0   \n",
+       "2020-01-30  650.880005  618.000000  632.419983  640.809998  29005700.0   \n",
+       "2020-01-31  653.000000  632.520020  640.000000  650.570007  15719300.0   \n",
+       "2020-02-03  786.140015  673.520020  673.690002  780.000000  47233500.0   \n",
+       "2020-02-04  968.989990  833.880005  882.960022  887.059998  60938800.0   \n",
+       "2020-02-05  845.979980  704.109985  823.260010  734.700012  48423800.0   \n",
+       "2020-02-06  795.830017  687.000000  699.919983  748.960022  39880800.0   \n",
+       "2020-02-07  769.750000  730.000000  730.549988  748.070007  17063500.0   \n",
+       "2020-02-10  819.989990  752.400024  800.000000  771.280029  24689200.0   \n",
+       "2020-02-11  783.510010  758.000000  768.789978  774.380005  11697500.0   \n",
+       "2020-02-12  789.750000  763.369995  777.869995  767.289978  12022500.0   \n",
+       "2020-02-13  818.000000  735.000000  741.840027  804.000000  26289300.0   \n",
+       "2020-02-14  812.969971  785.500000  787.219971  800.030029  15693700.0   \n",
+       "2020-02-18  860.000000  832.359985  841.599976  858.400024  16381700.0   \n",
+       "2020-02-19  944.780029  901.020020  923.500000  917.419983  25423000.0   \n",
+       "2020-02-20  912.000000  859.940002  911.950012  899.409973  17634900.0   \n",
+       "2020-02-21  913.059998  880.450012  906.979980  901.000000  14314800.0   \n",
+       "2020-02-24  863.500000  822.200012  839.000000  833.789978  15192200.0   \n",
+       "2020-02-25  856.599976  787.000000  849.000000  799.909973  17290500.0   \n",
+       "2020-02-26  813.309998  776.109985  782.500000  778.799988  14085500.0   \n",
+       "2020-02-27  739.770020  669.000000  730.000000  679.000000  24277200.0   \n",
+       "2020-02-28  690.520020  611.520020  629.700012  667.989990  24564200.0   \n",
+       "2020-03-02  743.690002  686.669983  711.260010  743.619995  20195000.0   \n",
+       "2020-03-03  806.979980  716.109985  805.000000  745.510010  25784000.0   \n",
+       "2020-03-04  766.520020  724.729980  763.960022  749.500000  15049000.0   \n",
+       "2020-03-05  745.750000  718.070007  723.770020  724.539978  10852700.0   \n",
+       "2020-03-06  707.000000  684.270020  690.000000  703.479980  12635500.0   \n",
+       "\n",
+       "             Adj Close   avg_price  PCT_change  \n",
+       "Date                                            \n",
+       "2010-06-29   23.889999   21.270000         NaN  \n",
+       "2010-06-30   23.830000   26.860000   -0.002511  \n",
+       "2010-07-01   21.959999   23.095000   -0.078473  \n",
+       "2010-07-02   19.200001   20.905000   -0.125683  \n",
+       "2010-07-06   16.110001   17.915000   -0.160938  \n",
+       "2010-07-07   15.800000   15.804999   -0.019243  \n",
+       "2010-07-08   17.459999   16.545000    0.105063  \n",
+       "2010-07-09   17.400000   17.224999   -0.003436  \n",
+       "2010-07-12   17.049999   17.535000   -0.020115  \n",
+       "2010-07-13   18.139999   17.770000    0.063930  \n",
+       "2010-07-14   19.840000   18.955000    0.093716  \n",
+       "2010-07-15   19.889999   20.250000    0.002520  \n",
+       "2010-07-16   20.639999   20.674999    0.037707  \n",
+       "2010-07-19   21.910000   21.585000    0.061531  \n",
+       "2010-07-20   20.299999   20.950000   -0.073482  \n",
+       "2010-07-21   20.219999   20.200000   -0.003941  \n",
+       "2010-07-22   21.000000   20.810000    0.038576  \n",
+       "2010-07-23   21.290001   21.309999    0.013810  \n",
+       "2010-07-26   20.950001   20.900000   -0.015970  \n",
+       "2010-07-27   20.549999   20.720000   -0.019093  \n",
+       "2010-07-28   20.719999   20.705000    0.008273  \n",
+       "2010-07-29   20.350000   20.440000   -0.017857  \n",
+       "2010-07-30   19.940001   19.995000   -0.020147  \n",
+       "2010-08-02   20.920000   20.650000    0.049147  \n",
+       "2010-08-03   21.950001   21.385000    0.049235  \n",
+       "2010-08-04   21.260000   21.515000   -0.031435  \n",
+       "2010-08-05   20.450001   20.799999   -0.038100  \n",
+       "2010-08-06   19.590000   19.840000   -0.042054  \n",
+       "2010-08-09   19.600000   19.715000    0.000510  \n",
+       "2010-08-10   19.030001   19.235000   -0.029082  \n",
+       "...                ...         ...         ...  \n",
+       "2020-01-24  564.820007  564.059998   -0.012898  \n",
+       "2020-01-27  558.020020  551.860016   -0.012039  \n",
+       "2020-01-28  566.900024  567.445007    0.015913  \n",
+       "2020-01-29  580.989990  578.614990    0.024854  \n",
+       "2020-01-30  640.809998  634.440002    0.102962  \n",
+       "2020-01-31  650.570007  642.760010    0.015231  \n",
+       "2020-02-03  780.000000  729.830017    0.198949  \n",
+       "2020-02-04  887.059998  901.434998    0.137256  \n",
+       "2020-02-05  734.700012  775.044983   -0.171758  \n",
+       "2020-02-06  748.960022  741.415009    0.019409  \n",
+       "2020-02-07  748.070007  749.875000   -0.001188  \n",
+       "2020-02-10  771.280029  786.195007    0.031027  \n",
+       "2020-02-11  774.380005  770.755005    0.004019  \n",
+       "2020-02-12  767.289978  776.559998   -0.009156  \n",
+       "2020-02-13  804.000000  776.500000    0.047844  \n",
+       "2020-02-14  800.030029  799.234985   -0.004938  \n",
+       "2020-02-18  858.400024  846.179993    0.072960  \n",
+       "2020-02-19  917.419983  922.900024    0.068756  \n",
+       "2020-02-20  899.409973  885.970001   -0.019631  \n",
+       "2020-02-21  901.000000  896.755005    0.001768  \n",
+       "2020-02-24  833.789978  842.850006   -0.074595  \n",
+       "2020-02-25  799.909973  821.799988   -0.040634  \n",
+       "2020-02-26  778.799988  794.709991   -0.026390  \n",
+       "2020-02-27  679.000000  704.385010   -0.128146  \n",
+       "2020-02-28  667.989990  651.020020   -0.016215  \n",
+       "2020-03-02  743.619995  715.179993    0.113220  \n",
+       "2020-03-03  745.510010  761.544983    0.002542  \n",
+       "2020-03-04  749.500000  745.625000    0.005352  \n",
+       "2020-03-05  724.539978  731.910004   -0.033302  \n",
+       "2020-03-06  703.479980  695.635010   -0.029067  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Adding PCT_change i.e. percetange change evolution from one day to another to measure the general trend of each day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>17.540001</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>18766300.0</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>21.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>30.420000</td>\n",
+       "      <td>23.299999</td>\n",
+       "      <td>25.790001</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>17187100.0</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>26.860000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>25.920000</td>\n",
+       "      <td>20.270000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>8218800.0</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>23.095000</td>\n",
+       "      <td>-0.078473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>18.709999</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>5139800.0</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>20.905000</td>\n",
+       "      <td>-0.125683</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>15.830000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>6866900.0</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>17.915000</td>\n",
+       "      <td>-0.160938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.400000</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>6921700.0</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "      <td>-0.019243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.520000</td>\n",
+       "      <td>15.570000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>7711400.0</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>16.545000</td>\n",
+       "      <td>0.105063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>16.549999</td>\n",
+       "      <td>17.580000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>4050600.0</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>17.224999</td>\n",
+       "      <td>-0.003436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>18.070000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>17.950001</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>2202500.0</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>17.535000</td>\n",
+       "      <td>-0.020115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.639999</td>\n",
+       "      <td>16.900000</td>\n",
+       "      <td>17.389999</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>2680100.0</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>17.770000</td>\n",
+       "      <td>0.063930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>20.150000</td>\n",
+       "      <td>17.760000</td>\n",
+       "      <td>17.940001</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>4195200.0</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>18.955000</td>\n",
+       "      <td>0.093716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>3739800.0</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>20.250000</td>\n",
+       "      <td>0.002520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>20.700001</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>2621300.0</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>20.674999</td>\n",
+       "      <td>0.037707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>21.370001</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>2486500.0</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>21.585000</td>\n",
+       "      <td>0.061531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>1825300.0</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>20.950000</td>\n",
+       "      <td>-0.073482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>19.500000</td>\n",
+       "      <td>20.660000</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>1252500.0</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>20.200000</td>\n",
+       "      <td>-0.003941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.250000</td>\n",
+       "      <td>20.370001</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>957800.0</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>20.810000</td>\n",
+       "      <td>0.038576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.559999</td>\n",
+       "      <td>21.059999</td>\n",
+       "      <td>21.190001</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>653600.0</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>21.309999</td>\n",
+       "      <td>0.013810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>922200.0</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>-0.015970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>21.180000</td>\n",
+       "      <td>20.260000</td>\n",
+       "      <td>20.910000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>619700.0</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.720000</td>\n",
+       "      <td>-0.019093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>20.510000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>467200.0</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>20.705000</td>\n",
+       "      <td>0.008273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.879999</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>20.770000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>616000.0</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>20.440000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>20.440001</td>\n",
+       "      <td>19.549999</td>\n",
+       "      <td>20.200001</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>426900.0</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.995000</td>\n",
+       "      <td>-0.020147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.969999</td>\n",
+       "      <td>20.330000</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>718100.0</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>0.049147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>1230500.0</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.385000</td>\n",
+       "      <td>0.049235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-04</th>\n",
+       "      <td>22.180000</td>\n",
+       "      <td>20.850000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>913000.0</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>21.515000</td>\n",
+       "      <td>-0.031435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-05</th>\n",
+       "      <td>21.549999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.540001</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>796200.0</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>20.799999</td>\n",
+       "      <td>-0.038100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-06</th>\n",
+       "      <td>20.160000</td>\n",
+       "      <td>19.520000</td>\n",
+       "      <td>20.100000</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>741900.0</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>-0.042054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-09</th>\n",
+       "      <td>19.980000</td>\n",
+       "      <td>19.450001</td>\n",
+       "      <td>19.900000</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>812700.0</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>19.715000</td>\n",
+       "      <td>0.000510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-10</th>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>18.820000</td>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>1281300.0</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>19.235000</td>\n",
+       "      <td>-0.029082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>573.859985</td>\n",
+       "      <td>554.260010</td>\n",
+       "      <td>570.630005</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>14353600.0</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>564.059998</td>\n",
+       "      <td>-0.012898</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>564.440002</td>\n",
+       "      <td>539.280029</td>\n",
+       "      <td>541.989990</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>13608100.0</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>551.860016</td>\n",
+       "      <td>-0.012039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>576.809998</td>\n",
+       "      <td>558.080017</td>\n",
+       "      <td>568.489990</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>11788500.0</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>567.445007</td>\n",
+       "      <td>0.015913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>589.799988</td>\n",
+       "      <td>567.429993</td>\n",
+       "      <td>575.690002</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>17801500.0</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>578.614990</td>\n",
+       "      <td>0.024854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>650.880005</td>\n",
+       "      <td>618.000000</td>\n",
+       "      <td>632.419983</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>29005700.0</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>634.440002</td>\n",
+       "      <td>0.102962</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>653.000000</td>\n",
+       "      <td>632.520020</td>\n",
+       "      <td>640.000000</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>15719300.0</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>642.760010</td>\n",
+       "      <td>0.015231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>786.140015</td>\n",
+       "      <td>673.520020</td>\n",
+       "      <td>673.690002</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>47233500.0</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>729.830017</td>\n",
+       "      <td>0.198949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>833.880005</td>\n",
+       "      <td>882.960022</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>60938800.0</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>901.434998</td>\n",
+       "      <td>0.137256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>845.979980</td>\n",
+       "      <td>704.109985</td>\n",
+       "      <td>823.260010</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>48423800.0</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>775.044983</td>\n",
+       "      <td>-0.171758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>795.830017</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>699.919983</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>39880800.0</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>741.415009</td>\n",
+       "      <td>0.019409</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>769.750000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>730.549988</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>17063500.0</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>749.875000</td>\n",
+       "      <td>-0.001188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>819.989990</td>\n",
+       "      <td>752.400024</td>\n",
+       "      <td>800.000000</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>24689200.0</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>786.195007</td>\n",
+       "      <td>0.031027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>783.510010</td>\n",
+       "      <td>758.000000</td>\n",
+       "      <td>768.789978</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>11697500.0</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>770.755005</td>\n",
+       "      <td>0.004019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>789.750000</td>\n",
+       "      <td>763.369995</td>\n",
+       "      <td>777.869995</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>12022500.0</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>776.559998</td>\n",
+       "      <td>-0.009156</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>818.000000</td>\n",
+       "      <td>735.000000</td>\n",
+       "      <td>741.840027</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>26289300.0</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>776.500000</td>\n",
+       "      <td>0.047844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>812.969971</td>\n",
+       "      <td>785.500000</td>\n",
+       "      <td>787.219971</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>15693700.0</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>799.234985</td>\n",
+       "      <td>-0.004938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>860.000000</td>\n",
+       "      <td>832.359985</td>\n",
+       "      <td>841.599976</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>16381700.0</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>846.179993</td>\n",
+       "      <td>0.072960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>944.780029</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>25423000.0</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "      <td>0.068756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>912.000000</td>\n",
+       "      <td>859.940002</td>\n",
+       "      <td>911.950012</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>17634900.0</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>885.970001</td>\n",
+       "      <td>-0.019631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>913.059998</td>\n",
+       "      <td>880.450012</td>\n",
+       "      <td>906.979980</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>14314800.0</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>896.755005</td>\n",
+       "      <td>0.001768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>863.500000</td>\n",
+       "      <td>822.200012</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>15192200.0</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>842.850006</td>\n",
+       "      <td>-0.074595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>856.599976</td>\n",
+       "      <td>787.000000</td>\n",
+       "      <td>849.000000</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>17290500.0</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>821.799988</td>\n",
+       "      <td>-0.040634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>813.309998</td>\n",
+       "      <td>776.109985</td>\n",
+       "      <td>782.500000</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>14085500.0</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>794.709991</td>\n",
+       "      <td>-0.026390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>739.770020</td>\n",
+       "      <td>669.000000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>24277200.0</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>704.385010</td>\n",
+       "      <td>-0.128146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>690.520020</td>\n",
+       "      <td>611.520020</td>\n",
+       "      <td>629.700012</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>24564200.0</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>651.020020</td>\n",
+       "      <td>-0.016215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.690002</td>\n",
+       "      <td>686.669983</td>\n",
+       "      <td>711.260010</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>20195000.0</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>715.179993</td>\n",
+       "      <td>0.113220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>806.979980</td>\n",
+       "      <td>716.109985</td>\n",
+       "      <td>805.000000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>25784000.0</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>761.544983</td>\n",
+       "      <td>0.002542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>766.520020</td>\n",
+       "      <td>724.729980</td>\n",
+       "      <td>763.960022</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>15049000.0</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>745.625000</td>\n",
+       "      <td>0.005352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>745.750000</td>\n",
+       "      <td>718.070007</td>\n",
+       "      <td>723.770020</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>10852700.0</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>731.910004</td>\n",
+       "      <td>-0.033302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>707.000000</td>\n",
+       "      <td>684.270020</td>\n",
+       "      <td>690.000000</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>12635500.0</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>695.635010</td>\n",
+       "      <td>-0.029067</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  High         Low        Open       Close      Volume  \\\n",
+       "Date                                                                     \n",
+       "2010-06-29   25.000000   17.540001   19.000000   23.889999  18766300.0   \n",
+       "2010-06-30   30.420000   23.299999   25.790001   23.830000  17187100.0   \n",
+       "2010-07-01   25.920000   20.270000   25.000000   21.959999   8218800.0   \n",
+       "2010-07-02   23.100000   18.709999   23.000000   19.200001   5139800.0   \n",
+       "2010-07-06   20.000000   15.830000   20.000000   16.110001   6866900.0   \n",
+       "2010-07-07   16.629999   14.980000   16.400000   15.800000   6921700.0   \n",
+       "2010-07-08   17.520000   15.570000   16.139999   17.459999   7711400.0   \n",
+       "2010-07-09   17.900000   16.549999   17.580000   17.400000   4050600.0   \n",
+       "2010-07-12   18.070000   17.000000   17.950001   17.049999   2202500.0   \n",
+       "2010-07-13   18.639999   16.900000   17.389999   18.139999   2680100.0   \n",
+       "2010-07-14   20.150000   17.760000   17.940001   19.840000   4195200.0   \n",
+       "2010-07-15   21.500000   19.000000   19.940001   19.889999   3739800.0   \n",
+       "2010-07-16   21.299999   20.049999   20.700001   20.639999   2621300.0   \n",
+       "2010-07-19   22.250000   20.920000   21.370001   21.910000   2486500.0   \n",
+       "2010-07-20   21.850000   20.049999   21.850000   20.299999   1825300.0   \n",
+       "2010-07-21   20.900000   19.500000   20.660000   20.219999   1252500.0   \n",
+       "2010-07-22   21.250000   20.370001   20.500000   21.000000    957800.0   \n",
+       "2010-07-23   21.559999   21.059999   21.190001   21.290001    653600.0   \n",
+       "2010-07-26   21.500000   20.299999   21.500000   20.950001    922200.0   \n",
+       "2010-07-27   21.180000   20.260000   20.910000   20.549999    619700.0   \n",
+       "2010-07-28   20.900000   20.510000   20.549999   20.719999    467200.0   \n",
+       "2010-07-29   20.879999   20.000000   20.770000   20.350000    616000.0   \n",
+       "2010-07-30   20.440001   19.549999   20.200001   19.940001    426900.0   \n",
+       "2010-08-02   20.969999   20.330000   20.500000   20.920000    718100.0   \n",
+       "2010-08-03   21.950001   20.820000   21.000000   21.950001   1230500.0   \n",
+       "2010-08-04   22.180000   20.850000   21.950001   21.260000    913000.0   \n",
+       "2010-08-05   21.549999   20.049999   21.540001   20.450001    796200.0   \n",
+       "2010-08-06   20.160000   19.520000   20.100000   19.590000    741900.0   \n",
+       "2010-08-09   19.980000   19.450001   19.900000   19.600000    812700.0   \n",
+       "2010-08-10   19.650000   18.820000   19.650000   19.030001   1281300.0   \n",
+       "...                ...         ...         ...         ...         ...   \n",
+       "2020-01-24  573.859985  554.260010  570.630005  564.820007  14353600.0   \n",
+       "2020-01-27  564.440002  539.280029  541.989990  558.020020  13608100.0   \n",
+       "2020-01-28  576.809998  558.080017  568.489990  566.900024  11788500.0   \n",
+       "2020-01-29  589.799988  567.429993  575.690002  580.989990  17801500.0   \n",
+       "2020-01-30  650.880005  618.000000  632.419983  640.809998  29005700.0   \n",
+       "2020-01-31  653.000000  632.520020  640.000000  650.570007  15719300.0   \n",
+       "2020-02-03  786.140015  673.520020  673.690002  780.000000  47233500.0   \n",
+       "2020-02-04  968.989990  833.880005  882.960022  887.059998  60938800.0   \n",
+       "2020-02-05  845.979980  704.109985  823.260010  734.700012  48423800.0   \n",
+       "2020-02-06  795.830017  687.000000  699.919983  748.960022  39880800.0   \n",
+       "2020-02-07  769.750000  730.000000  730.549988  748.070007  17063500.0   \n",
+       "2020-02-10  819.989990  752.400024  800.000000  771.280029  24689200.0   \n",
+       "2020-02-11  783.510010  758.000000  768.789978  774.380005  11697500.0   \n",
+       "2020-02-12  789.750000  763.369995  777.869995  767.289978  12022500.0   \n",
+       "2020-02-13  818.000000  735.000000  741.840027  804.000000  26289300.0   \n",
+       "2020-02-14  812.969971  785.500000  787.219971  800.030029  15693700.0   \n",
+       "2020-02-18  860.000000  832.359985  841.599976  858.400024  16381700.0   \n",
+       "2020-02-19  944.780029  901.020020  923.500000  917.419983  25423000.0   \n",
+       "2020-02-20  912.000000  859.940002  911.950012  899.409973  17634900.0   \n",
+       "2020-02-21  913.059998  880.450012  906.979980  901.000000  14314800.0   \n",
+       "2020-02-24  863.500000  822.200012  839.000000  833.789978  15192200.0   \n",
+       "2020-02-25  856.599976  787.000000  849.000000  799.909973  17290500.0   \n",
+       "2020-02-26  813.309998  776.109985  782.500000  778.799988  14085500.0   \n",
+       "2020-02-27  739.770020  669.000000  730.000000  679.000000  24277200.0   \n",
+       "2020-02-28  690.520020  611.520020  629.700012  667.989990  24564200.0   \n",
+       "2020-03-02  743.690002  686.669983  711.260010  743.619995  20195000.0   \n",
+       "2020-03-03  806.979980  716.109985  805.000000  745.510010  25784000.0   \n",
+       "2020-03-04  766.520020  724.729980  763.960022  749.500000  15049000.0   \n",
+       "2020-03-05  745.750000  718.070007  723.770020  724.539978  10852700.0   \n",
+       "2020-03-06  707.000000  684.270020  690.000000  703.479980  12635500.0   \n",
+       "\n",
+       "             Adj Close   avg_price  PCT_change  \n",
+       "Date                                            \n",
+       "2010-06-29   23.889999   21.270000         NaN  \n",
+       "2010-06-30   23.830000   26.860000   -0.002511  \n",
+       "2010-07-01   21.959999   23.095000   -0.078473  \n",
+       "2010-07-02   19.200001   20.905000   -0.125683  \n",
+       "2010-07-06   16.110001   17.915000   -0.160938  \n",
+       "2010-07-07   15.800000   15.804999   -0.019243  \n",
+       "2010-07-08   17.459999   16.545000    0.105063  \n",
+       "2010-07-09   17.400000   17.224999   -0.003436  \n",
+       "2010-07-12   17.049999   17.535000   -0.020115  \n",
+       "2010-07-13   18.139999   17.770000    0.063930  \n",
+       "2010-07-14   19.840000   18.955000    0.093716  \n",
+       "2010-07-15   19.889999   20.250000    0.002520  \n",
+       "2010-07-16   20.639999   20.674999    0.037707  \n",
+       "2010-07-19   21.910000   21.585000    0.061531  \n",
+       "2010-07-20   20.299999   20.950000   -0.073482  \n",
+       "2010-07-21   20.219999   20.200000   -0.003941  \n",
+       "2010-07-22   21.000000   20.810000    0.038576  \n",
+       "2010-07-23   21.290001   21.309999    0.013810  \n",
+       "2010-07-26   20.950001   20.900000   -0.015970  \n",
+       "2010-07-27   20.549999   20.720000   -0.019093  \n",
+       "2010-07-28   20.719999   20.705000    0.008273  \n",
+       "2010-07-29   20.350000   20.440000   -0.017857  \n",
+       "2010-07-30   19.940001   19.995000   -0.020147  \n",
+       "2010-08-02   20.920000   20.650000    0.049147  \n",
+       "2010-08-03   21.950001   21.385000    0.049235  \n",
+       "2010-08-04   21.260000   21.515000   -0.031435  \n",
+       "2010-08-05   20.450001   20.799999   -0.038100  \n",
+       "2010-08-06   19.590000   19.840000   -0.042054  \n",
+       "2010-08-09   19.600000   19.715000    0.000510  \n",
+       "2010-08-10   19.030001   19.235000   -0.029082  \n",
+       "...                ...         ...         ...  \n",
+       "2020-01-24  564.820007  564.059998   -0.012898  \n",
+       "2020-01-27  558.020020  551.860016   -0.012039  \n",
+       "2020-01-28  566.900024  567.445007    0.015913  \n",
+       "2020-01-29  580.989990  578.614990    0.024854  \n",
+       "2020-01-30  640.809998  634.440002    0.102962  \n",
+       "2020-01-31  650.570007  642.760010    0.015231  \n",
+       "2020-02-03  780.000000  729.830017    0.198949  \n",
+       "2020-02-04  887.059998  901.434998    0.137256  \n",
+       "2020-02-05  734.700012  775.044983   -0.171758  \n",
+       "2020-02-06  748.960022  741.415009    0.019409  \n",
+       "2020-02-07  748.070007  749.875000   -0.001188  \n",
+       "2020-02-10  771.280029  786.195007    0.031027  \n",
+       "2020-02-11  774.380005  770.755005    0.004019  \n",
+       "2020-02-12  767.289978  776.559998   -0.009156  \n",
+       "2020-02-13  804.000000  776.500000    0.047844  \n",
+       "2020-02-14  800.030029  799.234985   -0.004938  \n",
+       "2020-02-18  858.400024  846.179993    0.072960  \n",
+       "2020-02-19  917.419983  922.900024    0.068756  \n",
+       "2020-02-20  899.409973  885.970001   -0.019631  \n",
+       "2020-02-21  901.000000  896.755005    0.001768  \n",
+       "2020-02-24  833.789978  842.850006   -0.074595  \n",
+       "2020-02-25  799.909973  821.799988   -0.040634  \n",
+       "2020-02-26  778.799988  794.709991   -0.026390  \n",
+       "2020-02-27  679.000000  704.385010   -0.128146  \n",
+       "2020-02-28  667.989990  651.020020   -0.016215  \n",
+       "2020-03-02  743.619995  715.179993    0.113220  \n",
+       "2020-03-03  745.510010  761.544983    0.002542  \n",
+       "2020-03-04  749.500000  745.625000    0.005352  \n",
+       "2020-03-05  724.539978  731.910004   -0.033302  \n",
+       "2020-03-06  703.479980  695.635010   -0.029067  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "High          float64\n",
+       "Low           float64\n",
+       "Open          float64\n",
+       "Close         float64\n",
+       "Volume        float64\n",
+       "Adj Close     float64\n",
+       "avg_price     float64\n",
+       "PCT_change    float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x15fa678da58>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_TSLA['Adj Close'].plot(figsize=(20,10), c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1 - Comparison of Car sales VS. Stock Price"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1-1. Importing & ploting comparison of Tesla VS. Car Stock Values stocks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This section will compare various value of the previously imported value to measure how Tesla stocks evovle in comparison to other value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_Car_merged = pd.read_csv('../DataSets/Stocks_raw_data/df_car_companies_merged.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Tesla_ADJ_Close</th>\n",
+       "      <th>GM_ADJ_Close</th>\n",
+       "      <th>Ford_ADJ_Close</th>\n",
+       "      <th>Toyota_ADJ_Close</th>\n",
+       "      <th>Nissan_ADJ_Close</th>\n",
+       "      <th>VW_ADJ_Close</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2511</th>\n",
+       "      <td>2019-12-24</td>\n",
+       "      <td>425.250000</td>\n",
+       "      <td>36.139141</td>\n",
+       "      <td>141.339996</td>\n",
+       "      <td>141.339996</td>\n",
+       "      <td>11.87</td>\n",
+       "      <td>194.899994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2512</th>\n",
+       "      <td>2019-12-26</td>\n",
+       "      <td>430.940002</td>\n",
+       "      <td>36.040344</td>\n",
+       "      <td>141.529999</td>\n",
+       "      <td>141.529999</td>\n",
+       "      <td>11.59</td>\n",
+       "      <td>193.699997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2513</th>\n",
+       "      <td>2019-12-27</td>\n",
+       "      <td>430.380005</td>\n",
+       "      <td>36.119381</td>\n",
+       "      <td>141.279999</td>\n",
+       "      <td>141.279999</td>\n",
+       "      <td>11.59</td>\n",
+       "      <td>195.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2514</th>\n",
+       "      <td>2019-12-30</td>\n",
+       "      <td>414.700012</td>\n",
+       "      <td>36.000824</td>\n",
+       "      <td>140.610001</td>\n",
+       "      <td>140.610001</td>\n",
+       "      <td>11.54</td>\n",
+       "      <td>192.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2515</th>\n",
+       "      <td>2019-12-31</td>\n",
+       "      <td>418.329987</td>\n",
+       "      <td>36.158894</td>\n",
+       "      <td>140.539993</td>\n",
+       "      <td>140.539993</td>\n",
+       "      <td>11.57</td>\n",
+       "      <td>192.559998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2516</th>\n",
+       "      <td>2020-01-02</td>\n",
+       "      <td>430.260010</td>\n",
+       "      <td>36.929497</td>\n",
+       "      <td>142.240005</td>\n",
+       "      <td>142.240005</td>\n",
+       "      <td>11.64</td>\n",
+       "      <td>199.750000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2517</th>\n",
+       "      <td>2020-01-03</td>\n",
+       "      <td>443.010010</td>\n",
+       "      <td>35.882271</td>\n",
+       "      <td>140.750000</td>\n",
+       "      <td>140.750000</td>\n",
+       "      <td>11.56</td>\n",
+       "      <td>195.449997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2518</th>\n",
+       "      <td>2020-01-06</td>\n",
+       "      <td>451.540009</td>\n",
+       "      <td>35.408058</td>\n",
+       "      <td>140.770004</td>\n",
+       "      <td>140.770004</td>\n",
+       "      <td>11.56</td>\n",
+       "      <td>195.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2519</th>\n",
+       "      <td>2020-01-07</td>\n",
+       "      <td>469.059998</td>\n",
+       "      <td>34.726376</td>\n",
+       "      <td>141.509995</td>\n",
+       "      <td>141.509995</td>\n",
+       "      <td>11.66</td>\n",
+       "      <td>195.529999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2520</th>\n",
+       "      <td>2020-01-08</td>\n",
+       "      <td>492.140015</td>\n",
+       "      <td>34.232399</td>\n",
+       "      <td>141.160004</td>\n",
+       "      <td>141.160004</td>\n",
+       "      <td>11.68</td>\n",
+       "      <td>194.649994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2521</th>\n",
+       "      <td>2020-01-09</td>\n",
+       "      <td>481.339996</td>\n",
+       "      <td>34.657219</td>\n",
+       "      <td>140.509995</td>\n",
+       "      <td>140.509995</td>\n",
+       "      <td>11.78</td>\n",
+       "      <td>197.309998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2522</th>\n",
+       "      <td>2020-01-10</td>\n",
+       "      <td>478.149994</td>\n",
+       "      <td>34.232399</td>\n",
+       "      <td>139.729996</td>\n",
+       "      <td>139.729996</td>\n",
+       "      <td>11.56</td>\n",
+       "      <td>201.550003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2523</th>\n",
+       "      <td>2020-01-13</td>\n",
+       "      <td>524.859985</td>\n",
+       "      <td>34.558422</td>\n",
+       "      <td>140.559998</td>\n",
+       "      <td>140.559998</td>\n",
+       "      <td>11.48</td>\n",
+       "      <td>202.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2524</th>\n",
+       "      <td>2020-01-14</td>\n",
+       "      <td>537.919983</td>\n",
+       "      <td>34.726376</td>\n",
+       "      <td>140.369995</td>\n",
+       "      <td>140.369995</td>\n",
+       "      <td>11.18</td>\n",
+       "      <td>201.100006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2525</th>\n",
+       "      <td>2020-01-15</td>\n",
+       "      <td>518.500000</td>\n",
+       "      <td>34.726376</td>\n",
+       "      <td>139.360001</td>\n",
+       "      <td>139.360001</td>\n",
+       "      <td>11.26</td>\n",
+       "      <td>202.449997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2526</th>\n",
+       "      <td>2020-01-16</td>\n",
+       "      <td>513.489990</td>\n",
+       "      <td>35.121552</td>\n",
+       "      <td>140.100006</td>\n",
+       "      <td>140.100006</td>\n",
+       "      <td>11.36</td>\n",
+       "      <td>201.199997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2527</th>\n",
+       "      <td>2020-01-17</td>\n",
+       "      <td>510.500000</td>\n",
+       "      <td>35.170948</td>\n",
+       "      <td>140.039993</td>\n",
+       "      <td>140.039993</td>\n",
+       "      <td>11.48</td>\n",
+       "      <td>199.199997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2528</th>\n",
+       "      <td>2020-01-21</td>\n",
+       "      <td>547.200012</td>\n",
+       "      <td>34.568302</td>\n",
+       "      <td>142.380005</td>\n",
+       "      <td>142.380005</td>\n",
+       "      <td>11.49</td>\n",
+       "      <td>201.050003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2529</th>\n",
+       "      <td>2020-01-22</td>\n",
+       "      <td>569.559998</td>\n",
+       "      <td>34.489265</td>\n",
+       "      <td>141.559998</td>\n",
+       "      <td>141.559998</td>\n",
+       "      <td>11.41</td>\n",
+       "      <td>198.600006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2530</th>\n",
+       "      <td>2020-01-23</td>\n",
+       "      <td>572.200012</td>\n",
+       "      <td>34.459629</td>\n",
+       "      <td>143.059998</td>\n",
+       "      <td>143.059998</td>\n",
+       "      <td>11.35</td>\n",
+       "      <td>195.119995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2531</th>\n",
+       "      <td>2020-01-24</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>33.896496</td>\n",
+       "      <td>142.759995</td>\n",
+       "      <td>142.759995</td>\n",
+       "      <td>11.17</td>\n",
+       "      <td>194.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2532</th>\n",
+       "      <td>2020-01-27</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>33.007343</td>\n",
+       "      <td>141.059998</td>\n",
+       "      <td>141.059998</td>\n",
+       "      <td>10.86</td>\n",
+       "      <td>186.850006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2533</th>\n",
+       "      <td>2020-01-28</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>33.234570</td>\n",
+       "      <td>142.580002</td>\n",
+       "      <td>142.580002</td>\n",
+       "      <td>11.00</td>\n",
+       "      <td>186.509995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2534</th>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>33.195053</td>\n",
+       "      <td>141.550003</td>\n",
+       "      <td>141.550003</td>\n",
+       "      <td>10.93</td>\n",
+       "      <td>189.149994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2535</th>\n",
+       "      <td>2020-01-30</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>32.928310</td>\n",
+       "      <td>141.080002</td>\n",
+       "      <td>141.080002</td>\n",
+       "      <td>10.97</td>\n",
+       "      <td>183.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2536</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>32.987583</td>\n",
+       "      <td>138.839996</td>\n",
+       "      <td>138.839996</td>\n",
+       "      <td>10.77</td>\n",
+       "      <td>182.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2537</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>33.313606</td>\n",
+       "      <td>138.919998</td>\n",
+       "      <td>138.919998</td>\n",
+       "      <td>10.78</td>\n",
+       "      <td>183.350006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2538</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>33.955772</td>\n",
+       "      <td>140.949997</td>\n",
+       "      <td>140.949997</td>\n",
+       "      <td>10.79</td>\n",
+       "      <td>188.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2539</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>34.607819</td>\n",
+       "      <td>141.720001</td>\n",
+       "      <td>141.720001</td>\n",
+       "      <td>10.83</td>\n",
+       "      <td>190.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2540</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>33.916256</td>\n",
+       "      <td>143.850006</td>\n",
+       "      <td>143.850006</td>\n",
+       "      <td>10.91</td>\n",
+       "      <td>188.050003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2541</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>33.224693</td>\n",
+       "      <td>142.339996</td>\n",
+       "      <td>142.339996</td>\n",
+       "      <td>10.71</td>\n",
+       "      <td>187.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2542</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>33.837219</td>\n",
+       "      <td>141.279999</td>\n",
+       "      <td>141.279999</td>\n",
+       "      <td>10.61</td>\n",
+       "      <td>183.449997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2543</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>34.588058</td>\n",
+       "      <td>142.110001</td>\n",
+       "      <td>142.110001</td>\n",
+       "      <td>10.66</td>\n",
+       "      <td>182.419998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2544</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>35.062275</td>\n",
+       "      <td>142.429993</td>\n",
+       "      <td>142.429993</td>\n",
+       "      <td>10.47</td>\n",
+       "      <td>189.850006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2545</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>34.864685</td>\n",
+       "      <td>141.100006</td>\n",
+       "      <td>141.100006</td>\n",
+       "      <td>9.95</td>\n",
+       "      <td>187.039993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2546</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>34.341072</td>\n",
+       "      <td>140.149994</td>\n",
+       "      <td>140.149994</td>\n",
+       "      <td>9.46</td>\n",
+       "      <td>186.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2547</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>33.995289</td>\n",
+       "      <td>139.380005</td>\n",
+       "      <td>139.380005</td>\n",
+       "      <td>9.03</td>\n",
+       "      <td>186.350006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2548</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>34.499142</td>\n",
+       "      <td>137.839996</td>\n",
+       "      <td>137.839996</td>\n",
+       "      <td>9.19</td>\n",
+       "      <td>185.880005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2549</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>34.864685</td>\n",
+       "      <td>139.110001</td>\n",
+       "      <td>139.110001</td>\n",
+       "      <td>9.06</td>\n",
+       "      <td>185.800003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2550</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>34.232399</td>\n",
+       "      <td>139.039993</td>\n",
+       "      <td>139.039993</td>\n",
+       "      <td>9.01</td>\n",
+       "      <td>183.100006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2551</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>32.691200</td>\n",
+       "      <td>134.490005</td>\n",
+       "      <td>134.490005</td>\n",
+       "      <td>8.77</td>\n",
+       "      <td>174.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2552</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>31.367350</td>\n",
+       "      <td>134.029999</td>\n",
+       "      <td>134.029999</td>\n",
+       "      <td>8.55</td>\n",
+       "      <td>170.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2553</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>31.614336</td>\n",
+       "      <td>135.130005</td>\n",
+       "      <td>135.130005</td>\n",
+       "      <td>8.77</td>\n",
+       "      <td>168.199997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2554</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>30.339882</td>\n",
+       "      <td>131.399994</td>\n",
+       "      <td>131.399994</td>\n",
+       "      <td>8.40</td>\n",
+       "      <td>162.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2555</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>30.132414</td>\n",
+       "      <td>130.750000</td>\n",
+       "      <td>130.750000</td>\n",
+       "      <td>8.56</td>\n",
+       "      <td>169.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2556</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>31.041327</td>\n",
+       "      <td>132.710007</td>\n",
+       "      <td>132.710007</td>\n",
+       "      <td>8.58</td>\n",
+       "      <td>167.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2557</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>30.152174</td>\n",
+       "      <td>130.949997</td>\n",
+       "      <td>130.949997</td>\n",
+       "      <td>8.38</td>\n",
+       "      <td>168.699997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2558</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>31.150002</td>\n",
+       "      <td>131.850006</td>\n",
+       "      <td>131.850006</td>\n",
+       "      <td>8.49</td>\n",
+       "      <td>175.899994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2559</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>30.100000</td>\n",
+       "      <td>129.199997</td>\n",
+       "      <td>129.199997</td>\n",
+       "      <td>8.21</td>\n",
+       "      <td>167.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2560</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>28.690001</td>\n",
+       "      <td>127.110001</td>\n",
+       "      <td>127.110001</td>\n",
+       "      <td>8.00</td>\n",
+       "      <td>167.199997</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Date  Tesla_ADJ_Close  GM_ADJ_Close  Ford_ADJ_Close  \\\n",
+       "2511  2019-12-24       425.250000     36.139141      141.339996   \n",
+       "2512  2019-12-26       430.940002     36.040344      141.529999   \n",
+       "2513  2019-12-27       430.380005     36.119381      141.279999   \n",
+       "2514  2019-12-30       414.700012     36.000824      140.610001   \n",
+       "2515  2019-12-31       418.329987     36.158894      140.539993   \n",
+       "2516  2020-01-02       430.260010     36.929497      142.240005   \n",
+       "2517  2020-01-03       443.010010     35.882271      140.750000   \n",
+       "2518  2020-01-06       451.540009     35.408058      140.770004   \n",
+       "2519  2020-01-07       469.059998     34.726376      141.509995   \n",
+       "2520  2020-01-08       492.140015     34.232399      141.160004   \n",
+       "2521  2020-01-09       481.339996     34.657219      140.509995   \n",
+       "2522  2020-01-10       478.149994     34.232399      139.729996   \n",
+       "2523  2020-01-13       524.859985     34.558422      140.559998   \n",
+       "2524  2020-01-14       537.919983     34.726376      140.369995   \n",
+       "2525  2020-01-15       518.500000     34.726376      139.360001   \n",
+       "2526  2020-01-16       513.489990     35.121552      140.100006   \n",
+       "2527  2020-01-17       510.500000     35.170948      140.039993   \n",
+       "2528  2020-01-21       547.200012     34.568302      142.380005   \n",
+       "2529  2020-01-22       569.559998     34.489265      141.559998   \n",
+       "2530  2020-01-23       572.200012     34.459629      143.059998   \n",
+       "2531  2020-01-24       564.820007     33.896496      142.759995   \n",
+       "2532  2020-01-27       558.020020     33.007343      141.059998   \n",
+       "2533  2020-01-28       566.900024     33.234570      142.580002   \n",
+       "2534  2020-01-29       580.989990     33.195053      141.550003   \n",
+       "2535  2020-01-30       640.809998     32.928310      141.080002   \n",
+       "2536  2020-01-31       650.570007     32.987583      138.839996   \n",
+       "2537  2020-02-03       780.000000     33.313606      138.919998   \n",
+       "2538  2020-02-04       887.059998     33.955772      140.949997   \n",
+       "2539  2020-02-05       734.700012     34.607819      141.720001   \n",
+       "2540  2020-02-06       748.960022     33.916256      143.850006   \n",
+       "2541  2020-02-07       748.070007     33.224693      142.339996   \n",
+       "2542  2020-02-10       771.280029     33.837219      141.279999   \n",
+       "2543  2020-02-11       774.380005     34.588058      142.110001   \n",
+       "2544  2020-02-12       767.289978     35.062275      142.429993   \n",
+       "2545  2020-02-13       804.000000     34.864685      141.100006   \n",
+       "2546  2020-02-14       800.030029     34.341072      140.149994   \n",
+       "2547  2020-02-18       858.400024     33.995289      139.380005   \n",
+       "2548  2020-02-19       917.419983     34.499142      137.839996   \n",
+       "2549  2020-02-20       899.409973     34.864685      139.110001   \n",
+       "2550  2020-02-21       901.000000     34.232399      139.039993   \n",
+       "2551  2020-02-24       833.789978     32.691200      134.490005   \n",
+       "2552  2020-02-25       799.909973     31.367350      134.029999   \n",
+       "2553  2020-02-26       778.799988     31.614336      135.130005   \n",
+       "2554  2020-02-27       679.000000     30.339882      131.399994   \n",
+       "2555  2020-02-28       667.989990     30.132414      130.750000   \n",
+       "2556  2020-03-02       743.619995     31.041327      132.710007   \n",
+       "2557  2020-03-03       745.510010     30.152174      130.949997   \n",
+       "2558  2020-03-04       749.500000     31.150002      131.850006   \n",
+       "2559  2020-03-05       724.539978     30.100000      129.199997   \n",
+       "2560  2020-03-06       703.479980     28.690001      127.110001   \n",
+       "\n",
+       "      Toyota_ADJ_Close  Nissan_ADJ_Close  VW_ADJ_Close  \n",
+       "2511        141.339996             11.87    194.899994  \n",
+       "2512        141.529999             11.59    193.699997  \n",
+       "2513        141.279999             11.59    195.000000  \n",
+       "2514        140.610001             11.54    192.000000  \n",
+       "2515        140.539993             11.57    192.559998  \n",
+       "2516        142.240005             11.64    199.750000  \n",
+       "2517        140.750000             11.56    195.449997  \n",
+       "2518        140.770004             11.56    195.000000  \n",
+       "2519        141.509995             11.66    195.529999  \n",
+       "2520        141.160004             11.68    194.649994  \n",
+       "2521        140.509995             11.78    197.309998  \n",
+       "2522        139.729996             11.56    201.550003  \n",
+       "2523        140.559998             11.48    202.250000  \n",
+       "2524        140.369995             11.18    201.100006  \n",
+       "2525        139.360001             11.26    202.449997  \n",
+       "2526        140.100006             11.36    201.199997  \n",
+       "2527        140.039993             11.48    199.199997  \n",
+       "2528        142.380005             11.49    201.050003  \n",
+       "2529        141.559998             11.41    198.600006  \n",
+       "2530        143.059998             11.35    195.119995  \n",
+       "2531        142.759995             11.17    194.000000  \n",
+       "2532        141.059998             10.86    186.850006  \n",
+       "2533        142.580002             11.00    186.509995  \n",
+       "2534        141.550003             10.93    189.149994  \n",
+       "2535        141.080002             10.97    183.500000  \n",
+       "2536        138.839996             10.77    182.500000  \n",
+       "2537        138.919998             10.78    183.350006  \n",
+       "2538        140.949997             10.79    188.000000  \n",
+       "2539        141.720001             10.83    190.000000  \n",
+       "2540        143.850006             10.91    188.050003  \n",
+       "2541        142.339996             10.71    187.500000  \n",
+       "2542        141.279999             10.61    183.449997  \n",
+       "2543        142.110001             10.66    182.419998  \n",
+       "2544        142.429993             10.47    189.850006  \n",
+       "2545        141.100006              9.95    187.039993  \n",
+       "2546        140.149994              9.46    186.000000  \n",
+       "2547        139.380005              9.03    186.350006  \n",
+       "2548        137.839996              9.19    185.880005  \n",
+       "2549        139.110001              9.06    185.800003  \n",
+       "2550        139.039993              9.01    183.100006  \n",
+       "2551        134.490005              8.77    174.000000  \n",
+       "2552        134.029999              8.55    170.000000  \n",
+       "2553        135.130005              8.77    168.199997  \n",
+       "2554        131.399994              8.40    162.000000  \n",
+       "2555        130.750000              8.56    169.000000  \n",
+       "2556        132.710007              8.58    167.000000  \n",
+       "2557        130.949997              8.38    168.699997  \n",
+       "2558        131.850006              8.49    175.899994  \n",
+       "2559        129.199997              8.21    167.000000  \n",
+       "2560        127.110001              8.00    167.199997  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_Car_merged.tail(50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x15fa6b87da0>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_Car_merged.plot(figsize=(20,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tesla has a stock evolution way higher than its competition, which makes its stock reading hard"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Tesla_ADJ_Close</th>\n",
+       "      <th>GM_ADJ_Close</th>\n",
+       "      <th>Ford_ADJ_Close</th>\n",
+       "      <th>Toyota_ADJ_Close</th>\n",
+       "      <th>Nissan_ADJ_Close</th>\n",
+       "      <th>VW_ADJ_Close</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2339.000000</td>\n",
+       "      <td>2561.000000</td>\n",
+       "      <td>2561.000000</td>\n",
+       "      <td>2561.000000</td>\n",
+       "      <td>2560.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>192.041558</td>\n",
+       "      <td>27.955376</td>\n",
+       "      <td>95.908770</td>\n",
+       "      <td>95.908770</td>\n",
+       "      <td>15.155032</td>\n",
+       "      <td>161.620755</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>132.077043</td>\n",
+       "      <td>6.289506</td>\n",
+       "      <td>25.584591</td>\n",
+       "      <td>25.584591</td>\n",
+       "      <td>2.160160</td>\n",
+       "      <td>40.862304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>14.382098</td>\n",
+       "      <td>48.211178</td>\n",
+       "      <td>48.211178</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>67.772964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>34.455000</td>\n",
+       "      <td>24.269513</td>\n",
+       "      <td>66.401031</td>\n",
+       "      <td>66.401031</td>\n",
+       "      <td>13.704939</td>\n",
+       "      <td>134.662987</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>214.360001</td>\n",
+       "      <td>27.650375</td>\n",
+       "      <td>101.306938</td>\n",
+       "      <td>101.306938</td>\n",
+       "      <td>15.332861</td>\n",
+       "      <td>159.017380</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>269.215012</td>\n",
+       "      <td>32.490494</td>\n",
+       "      <td>116.349686</td>\n",
+       "      <td>116.349686</td>\n",
+       "      <td>16.947546</td>\n",
+       "      <td>192.402550</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>41.953167</td>\n",
+       "      <td>145.059998</td>\n",
+       "      <td>145.059998</td>\n",
+       "      <td>19.942619</td>\n",
+       "      <td>244.194794</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Tesla_ADJ_Close  GM_ADJ_Close  Ford_ADJ_Close  Toyota_ADJ_Close  \\\n",
+       "count      2439.000000   2339.000000     2561.000000       2561.000000   \n",
+       "mean        192.041558     27.955376       95.908770         95.908770   \n",
+       "std         132.077043      6.289506       25.584591         25.584591   \n",
+       "min          15.800000     14.382098       48.211178         48.211178   \n",
+       "25%          34.455000     24.269513       66.401031         66.401031   \n",
+       "50%         214.360001     27.650375      101.306938        101.306938   \n",
+       "75%         269.215012     32.490494      116.349686        116.349686   \n",
+       "max         917.419983     41.953167      145.059998        145.059998   \n",
+       "\n",
+       "       Nissan_ADJ_Close  VW_ADJ_Close  \n",
+       "count       2561.000000   2560.000000  \n",
+       "mean          15.155032    161.620755  \n",
+       "std            2.160160     40.862304  \n",
+       "min            8.000000     67.772964  \n",
+       "25%           13.704939    134.662987  \n",
+       "50%           15.332861    159.017380  \n",
+       "75%           16.947546    192.402550  \n",
+       "max           19.942619    244.194794  "
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_Car_merged.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1-2. Correlation Matrix of all Car competitors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr_car_competitors = df_Car_merged.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'correlation Matrix Car competitors')"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,10))\n",
+    "sns.heatmap(corr_car_competitors, annot=True, annot_kws={\"size\": 25})\n",
+    "plt.title('correlation Matrix Car competitors')\n",
+    "# plt.savefig('../DataSets/Tesla_car_sales/car_correlation.png' , dpi=fig.dpi)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1-2. Correlation Matrix of all Car competitors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x15fadcb33c8>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 42 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(df_Car_merged)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###  1 - Conclusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tesla stocks are strongly correlated to stocks from other US based car maker, namely GM Corp & Ford with whom it shares between 75 & 85% of correlation\n",
+    "\n",
+    "- it indicates a global growing trend for US car makers over the past decade"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2 - Comparison of Tesla shares with other US GAFAM & Tech company stocks"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2-1.Importing & ploting comparison of Tesla VS. US Tech stocks "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_Tech_merged = pd.read_csv('../DataSets/Stocks_raw_data/df_Tech_merged.csv', index_col='Date')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Tesla_ADJ_Close</th>\n",
+       "      <th>Google_ADJ_Close</th>\n",
+       "      <th>Apple_ADJ_Close</th>\n",
+       "      <th>FB_ADJ_Close</th>\n",
+       "      <th>Amazon_ADJ_Close</th>\n",
+       "      <th>Microsoft_ADJ_Close</th>\n",
+       "      <th>Netflix_ADJ_Close</th>\n",
+       "      <th>UBER_ADJ_Close</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-01-04</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>312.204773</td>\n",
+       "      <td>26.538483</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>133.899994</td>\n",
+       "      <td>24.294369</td>\n",
+       "      <td>7.640000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-05</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>310.829926</td>\n",
+       "      <td>26.584366</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>134.690002</td>\n",
+       "      <td>24.302216</td>\n",
+       "      <td>7.358572</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-06</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>302.994293</td>\n",
+       "      <td>26.161509</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>132.250000</td>\n",
+       "      <td>24.153070</td>\n",
+       "      <td>7.617143</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-07</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>295.940735</td>\n",
+       "      <td>26.113146</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>130.000000</td>\n",
+       "      <td>23.901886</td>\n",
+       "      <td>7.485714</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-08</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>299.885956</td>\n",
+       "      <td>26.286753</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>133.520004</td>\n",
+       "      <td>24.066734</td>\n",
+       "      <td>7.614286</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-11</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>299.432648</td>\n",
+       "      <td>26.054865</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>130.309998</td>\n",
+       "      <td>23.760603</td>\n",
+       "      <td>7.604286</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-12</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>294.137512</td>\n",
+       "      <td>25.758488</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>127.349998</td>\n",
+       "      <td>23.603607</td>\n",
+       "      <td>7.481429</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-13</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>292.448822</td>\n",
+       "      <td>26.121826</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>129.110001</td>\n",
+       "      <td>23.823395</td>\n",
+       "      <td>7.708571</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-14</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>293.823669</td>\n",
+       "      <td>25.970547</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>127.349998</td>\n",
+       "      <td>24.302216</td>\n",
+       "      <td>7.284286</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-15</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>288.917053</td>\n",
+       "      <td>25.536520</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>127.139999</td>\n",
+       "      <td>24.223721</td>\n",
+       "      <td>7.278572</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-19</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>292.712830</td>\n",
+       "      <td>26.666212</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>127.610001</td>\n",
+       "      <td>24.412111</td>\n",
+       "      <td>7.314286</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-20</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>289.121307</td>\n",
+       "      <td>26.255753</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>125.779999</td>\n",
+       "      <td>24.011782</td>\n",
+       "      <td>7.320000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-21</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>290.401489</td>\n",
+       "      <td>25.801886</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>126.620003</td>\n",
+       "      <td>23.556511</td>\n",
+       "      <td>7.312857</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-22</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>273.978058</td>\n",
+       "      <td>24.522150</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>121.430000</td>\n",
+       "      <td>22.732307</td>\n",
+       "      <td>7.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-25</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>268.991760</td>\n",
+       "      <td>25.181866</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>120.309998</td>\n",
+       "      <td>23.014898</td>\n",
+       "      <td>7.018571</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-26</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>270.197235</td>\n",
+       "      <td>25.537760</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>119.480003</td>\n",
+       "      <td>23.156181</td>\n",
+       "      <td>7.135714</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-27</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>270.037842</td>\n",
+       "      <td>25.778330</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>122.750000</td>\n",
+       "      <td>23.289631</td>\n",
+       "      <td>7.281428</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-28</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>266.147400</td>\n",
+       "      <td>24.713123</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>126.029999</td>\n",
+       "      <td>22.889299</td>\n",
+       "      <td>9.005714</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-01-29</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>263.980530</td>\n",
+       "      <td>23.816572</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>125.410004</td>\n",
+       "      <td>22.120043</td>\n",
+       "      <td>8.892858</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-01</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>265.514771</td>\n",
+       "      <td>24.147655</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>118.870003</td>\n",
+       "      <td>22.300581</td>\n",
+       "      <td>8.718572</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-02</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>264.568329</td>\n",
+       "      <td>24.287779</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>118.120003</td>\n",
+       "      <td>22.339828</td>\n",
+       "      <td>8.835714</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-03</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>269.400208</td>\n",
+       "      <td>24.705675</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>119.099998</td>\n",
+       "      <td>22.473269</td>\n",
+       "      <td>8.850000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-04</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>262.406433</td>\n",
+       "      <td>23.815323</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>115.940002</td>\n",
+       "      <td>21.853163</td>\n",
+       "      <td>8.620000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-05</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>264.653015</td>\n",
+       "      <td>24.238180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>117.389999</td>\n",
+       "      <td>21.994453</td>\n",
+       "      <td>8.691428</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-08</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>265.738953</td>\n",
+       "      <td>24.072010</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>116.830002</td>\n",
+       "      <td>21.758957</td>\n",
+       "      <td>8.700000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-09</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>267.218414</td>\n",
+       "      <td>24.328703</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>118.029999</td>\n",
+       "      <td>21.986599</td>\n",
+       "      <td>8.875714</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-10</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>266.227112</td>\n",
+       "      <td>24.196022</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>117.360001</td>\n",
+       "      <td>21.970903</td>\n",
+       "      <td>8.784286</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-11</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>267.198486</td>\n",
+       "      <td>24.636232</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>120.089996</td>\n",
+       "      <td>22.072945</td>\n",
+       "      <td>9.051429</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-12</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>265.564606</td>\n",
+       "      <td>24.848288</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>119.660004</td>\n",
+       "      <td>21.923805</td>\n",
+       "      <td>9.025714</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-02-16</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>269.639313</td>\n",
+       "      <td>25.222784</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>117.529999</td>\n",
+       "      <td>22.357546</td>\n",
+       "      <td>9.265715</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>1466.709961</td>\n",
+       "      <td>317.556335</td>\n",
+       "      <td>217.940002</td>\n",
+       "      <td>1861.640015</td>\n",
+       "      <td>164.590439</td>\n",
+       "      <td>353.160004</td>\n",
+       "      <td>36.799999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>1433.900024</td>\n",
+       "      <td>308.218506</td>\n",
+       "      <td>214.869995</td>\n",
+       "      <td>1828.339966</td>\n",
+       "      <td>161.837952</td>\n",
+       "      <td>342.880005</td>\n",
+       "      <td>36.299999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>1452.560059</td>\n",
+       "      <td>316.937805</td>\n",
+       "      <td>217.789993</td>\n",
+       "      <td>1853.250000</td>\n",
+       "      <td>165.009308</td>\n",
+       "      <td>348.519989</td>\n",
+       "      <td>37.009998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>1458.630005</td>\n",
+       "      <td>323.572052</td>\n",
+       "      <td>223.229996</td>\n",
+       "      <td>1858.000000</td>\n",
+       "      <td>167.582260</td>\n",
+       "      <td>343.160004</td>\n",
+       "      <td>36.990002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>1455.839966</td>\n",
+       "      <td>323.103180</td>\n",
+       "      <td>209.529999</td>\n",
+       "      <td>1870.680054</td>\n",
+       "      <td>172.309357</td>\n",
+       "      <td>347.739990</td>\n",
+       "      <td>36.680000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>1434.229980</td>\n",
+       "      <td>308.777191</td>\n",
+       "      <td>201.910004</td>\n",
+       "      <td>2008.719971</td>\n",
+       "      <td>169.766296</td>\n",
+       "      <td>345.089996</td>\n",
+       "      <td>36.290001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>1485.939941</td>\n",
+       "      <td>307.929199</td>\n",
+       "      <td>204.190002</td>\n",
+       "      <td>2004.199951</td>\n",
+       "      <td>173.904999</td>\n",
+       "      <td>358.000000</td>\n",
+       "      <td>37.590000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>1447.069946</td>\n",
+       "      <td>318.095062</td>\n",
+       "      <td>209.830002</td>\n",
+       "      <td>2049.669922</td>\n",
+       "      <td>179.629364</td>\n",
+       "      <td>369.010010</td>\n",
+       "      <td>38.529999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>1448.229980</td>\n",
+       "      <td>320.688934</td>\n",
+       "      <td>210.110001</td>\n",
+       "      <td>2039.869995</td>\n",
+       "      <td>179.409958</td>\n",
+       "      <td>369.670013</td>\n",
+       "      <td>36.810001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>1476.229980</td>\n",
+       "      <td>324.440002</td>\n",
+       "      <td>210.850006</td>\n",
+       "      <td>2050.229980</td>\n",
+       "      <td>183.129807</td>\n",
+       "      <td>366.950012</td>\n",
+       "      <td>37.090000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>1479.229980</td>\n",
+       "      <td>320.029999</td>\n",
+       "      <td>212.330002</td>\n",
+       "      <td>2079.280029</td>\n",
+       "      <td>183.389099</td>\n",
+       "      <td>366.769989</td>\n",
+       "      <td>40.630001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>1508.680054</td>\n",
+       "      <td>321.549988</td>\n",
+       "      <td>213.059998</td>\n",
+       "      <td>2133.909912</td>\n",
+       "      <td>188.185989</td>\n",
+       "      <td>371.070007</td>\n",
+       "      <td>40.009998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>1508.790039</td>\n",
+       "      <td>319.609985</td>\n",
+       "      <td>207.190002</td>\n",
+       "      <td>2150.800049</td>\n",
+       "      <td>183.937607</td>\n",
+       "      <td>373.690002</td>\n",
+       "      <td>41.270000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>1518.270020</td>\n",
+       "      <td>327.200012</td>\n",
+       "      <td>210.759995</td>\n",
+       "      <td>2160.000000</td>\n",
+       "      <td>184.206863</td>\n",
+       "      <td>380.010010</td>\n",
+       "      <td>41.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>1514.660034</td>\n",
+       "      <td>324.869995</td>\n",
+       "      <td>213.139999</td>\n",
+       "      <td>2149.870117</td>\n",
+       "      <td>183.209595</td>\n",
+       "      <td>381.399994</td>\n",
+       "      <td>40.090000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>1520.739990</td>\n",
+       "      <td>324.950012</td>\n",
+       "      <td>214.179993</td>\n",
+       "      <td>2134.870117</td>\n",
+       "      <td>184.845123</td>\n",
+       "      <td>380.399994</td>\n",
+       "      <td>39.660000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>1519.670044</td>\n",
+       "      <td>319.000000</td>\n",
+       "      <td>217.800003</td>\n",
+       "      <td>2155.669922</td>\n",
+       "      <td>186.720001</td>\n",
+       "      <td>387.779999</td>\n",
+       "      <td>40.180000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>1526.689941</td>\n",
+       "      <td>323.619995</td>\n",
+       "      <td>217.490005</td>\n",
+       "      <td>2170.219971</td>\n",
+       "      <td>187.279999</td>\n",
+       "      <td>386.190002</td>\n",
+       "      <td>41.049999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>1518.150024</td>\n",
+       "      <td>320.299988</td>\n",
+       "      <td>214.580002</td>\n",
+       "      <td>2153.100098</td>\n",
+       "      <td>184.419998</td>\n",
+       "      <td>386.000000</td>\n",
+       "      <td>40.919998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>1485.109985</td>\n",
+       "      <td>313.049988</td>\n",
+       "      <td>210.179993</td>\n",
+       "      <td>2095.969971</td>\n",
+       "      <td>178.589996</td>\n",
+       "      <td>380.070007</td>\n",
+       "      <td>40.720001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>1421.589966</td>\n",
+       "      <td>298.179993</td>\n",
+       "      <td>200.720001</td>\n",
+       "      <td>2009.290039</td>\n",
+       "      <td>170.889999</td>\n",
+       "      <td>368.700012</td>\n",
+       "      <td>38.310001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>1388.449951</td>\n",
+       "      <td>288.079987</td>\n",
+       "      <td>196.770004</td>\n",
+       "      <td>1972.739990</td>\n",
+       "      <td>168.070007</td>\n",
+       "      <td>360.089996</td>\n",
+       "      <td>35.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>1393.180054</td>\n",
+       "      <td>292.649994</td>\n",
+       "      <td>197.199997</td>\n",
+       "      <td>1979.589966</td>\n",
+       "      <td>170.169998</td>\n",
+       "      <td>379.239990</td>\n",
+       "      <td>34.450001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>1318.089966</td>\n",
+       "      <td>273.519989</td>\n",
+       "      <td>189.750000</td>\n",
+       "      <td>1884.300049</td>\n",
+       "      <td>158.179993</td>\n",
+       "      <td>371.709991</td>\n",
+       "      <td>32.450001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>1339.329956</td>\n",
+       "      <td>273.359985</td>\n",
+       "      <td>192.470001</td>\n",
+       "      <td>1883.750000</td>\n",
+       "      <td>162.009995</td>\n",
+       "      <td>369.029999</td>\n",
+       "      <td>33.869999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>1389.109985</td>\n",
+       "      <td>298.809998</td>\n",
+       "      <td>196.440002</td>\n",
+       "      <td>1953.949951</td>\n",
+       "      <td>172.789993</td>\n",
+       "      <td>381.049988</td>\n",
+       "      <td>32.849998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>1341.390015</td>\n",
+       "      <td>289.320007</td>\n",
+       "      <td>185.889999</td>\n",
+       "      <td>1908.989990</td>\n",
+       "      <td>164.509995</td>\n",
+       "      <td>368.769989</td>\n",
+       "      <td>33.040001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>1386.520020</td>\n",
+       "      <td>302.739990</td>\n",
+       "      <td>191.759995</td>\n",
+       "      <td>1975.829956</td>\n",
+       "      <td>170.550003</td>\n",
+       "      <td>383.790009</td>\n",
+       "      <td>34.529999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>1319.040039</td>\n",
+       "      <td>292.920013</td>\n",
+       "      <td>185.169998</td>\n",
+       "      <td>1924.030029</td>\n",
+       "      <td>166.270004</td>\n",
+       "      <td>372.779999</td>\n",
+       "      <td>32.209999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>1298.410034</td>\n",
+       "      <td>289.029999</td>\n",
+       "      <td>181.089996</td>\n",
+       "      <td>1901.089966</td>\n",
+       "      <td>161.570007</td>\n",
+       "      <td>368.970001</td>\n",
+       "      <td>31.680000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2561 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Tesla_ADJ_Close  Google_ADJ_Close  Apple_ADJ_Close  FB_ADJ_Close  \\\n",
+       "Date                                                                           \n",
+       "2010-01-04              NaN        312.204773        26.538483           NaN   \n",
+       "2010-01-05              NaN        310.829926        26.584366           NaN   \n",
+       "2010-01-06              NaN        302.994293        26.161509           NaN   \n",
+       "2010-01-07              NaN        295.940735        26.113146           NaN   \n",
+       "2010-01-08              NaN        299.885956        26.286753           NaN   \n",
+       "2010-01-11              NaN        299.432648        26.054865           NaN   \n",
+       "2010-01-12              NaN        294.137512        25.758488           NaN   \n",
+       "2010-01-13              NaN        292.448822        26.121826           NaN   \n",
+       "2010-01-14              NaN        293.823669        25.970547           NaN   \n",
+       "2010-01-15              NaN        288.917053        25.536520           NaN   \n",
+       "2010-01-19              NaN        292.712830        26.666212           NaN   \n",
+       "2010-01-20              NaN        289.121307        26.255753           NaN   \n",
+       "2010-01-21              NaN        290.401489        25.801886           NaN   \n",
+       "2010-01-22              NaN        273.978058        24.522150           NaN   \n",
+       "2010-01-25              NaN        268.991760        25.181866           NaN   \n",
+       "2010-01-26              NaN        270.197235        25.537760           NaN   \n",
+       "2010-01-27              NaN        270.037842        25.778330           NaN   \n",
+       "2010-01-28              NaN        266.147400        24.713123           NaN   \n",
+       "2010-01-29              NaN        263.980530        23.816572           NaN   \n",
+       "2010-02-01              NaN        265.514771        24.147655           NaN   \n",
+       "2010-02-02              NaN        264.568329        24.287779           NaN   \n",
+       "2010-02-03              NaN        269.400208        24.705675           NaN   \n",
+       "2010-02-04              NaN        262.406433        23.815323           NaN   \n",
+       "2010-02-05              NaN        264.653015        24.238180           NaN   \n",
+       "2010-02-08              NaN        265.738953        24.072010           NaN   \n",
+       "2010-02-09              NaN        267.218414        24.328703           NaN   \n",
+       "2010-02-10              NaN        266.227112        24.196022           NaN   \n",
+       "2010-02-11              NaN        267.198486        24.636232           NaN   \n",
+       "2010-02-12              NaN        265.564606        24.848288           NaN   \n",
+       "2010-02-16              NaN        269.639313        25.222784           NaN   \n",
+       "...                     ...               ...              ...           ...   \n",
+       "2020-01-24       564.820007       1466.709961       317.556335    217.940002   \n",
+       "2020-01-27       558.020020       1433.900024       308.218506    214.869995   \n",
+       "2020-01-28       566.900024       1452.560059       316.937805    217.789993   \n",
+       "2020-01-29       580.989990       1458.630005       323.572052    223.229996   \n",
+       "2020-01-30       640.809998       1455.839966       323.103180    209.529999   \n",
+       "2020-01-31       650.570007       1434.229980       308.777191    201.910004   \n",
+       "2020-02-03       780.000000       1485.939941       307.929199    204.190002   \n",
+       "2020-02-04       887.059998       1447.069946       318.095062    209.830002   \n",
+       "2020-02-05       734.700012       1448.229980       320.688934    210.110001   \n",
+       "2020-02-06       748.960022       1476.229980       324.440002    210.850006   \n",
+       "2020-02-07       748.070007       1479.229980       320.029999    212.330002   \n",
+       "2020-02-10       771.280029       1508.680054       321.549988    213.059998   \n",
+       "2020-02-11       774.380005       1508.790039       319.609985    207.190002   \n",
+       "2020-02-12       767.289978       1518.270020       327.200012    210.759995   \n",
+       "2020-02-13       804.000000       1514.660034       324.869995    213.139999   \n",
+       "2020-02-14       800.030029       1520.739990       324.950012    214.179993   \n",
+       "2020-02-18       858.400024       1519.670044       319.000000    217.800003   \n",
+       "2020-02-19       917.419983       1526.689941       323.619995    217.490005   \n",
+       "2020-02-20       899.409973       1518.150024       320.299988    214.580002   \n",
+       "2020-02-21       901.000000       1485.109985       313.049988    210.179993   \n",
+       "2020-02-24       833.789978       1421.589966       298.179993    200.720001   \n",
+       "2020-02-25       799.909973       1388.449951       288.079987    196.770004   \n",
+       "2020-02-26       778.799988       1393.180054       292.649994    197.199997   \n",
+       "2020-02-27       679.000000       1318.089966       273.519989    189.750000   \n",
+       "2020-02-28       667.989990       1339.329956       273.359985    192.470001   \n",
+       "2020-03-02       743.619995       1389.109985       298.809998    196.440002   \n",
+       "2020-03-03       745.510010       1341.390015       289.320007    185.889999   \n",
+       "2020-03-04       749.500000       1386.520020       302.739990    191.759995   \n",
+       "2020-03-05       724.539978       1319.040039       292.920013    185.169998   \n",
+       "2020-03-06       703.479980       1298.410034       289.029999    181.089996   \n",
+       "\n",
+       "            Amazon_ADJ_Close  Microsoft_ADJ_Close  Netflix_ADJ_Close  \\\n",
+       "Date                                                                   \n",
+       "2010-01-04        133.899994            24.294369           7.640000   \n",
+       "2010-01-05        134.690002            24.302216           7.358572   \n",
+       "2010-01-06        132.250000            24.153070           7.617143   \n",
+       "2010-01-07        130.000000            23.901886           7.485714   \n",
+       "2010-01-08        133.520004            24.066734           7.614286   \n",
+       "2010-01-11        130.309998            23.760603           7.604286   \n",
+       "2010-01-12        127.349998            23.603607           7.481429   \n",
+       "2010-01-13        129.110001            23.823395           7.708571   \n",
+       "2010-01-14        127.349998            24.302216           7.284286   \n",
+       "2010-01-15        127.139999            24.223721           7.278572   \n",
+       "2010-01-19        127.610001            24.412111           7.314286   \n",
+       "2010-01-20        125.779999            24.011782           7.320000   \n",
+       "2010-01-21        126.620003            23.556511           7.312857   \n",
+       "2010-01-22        121.430000            22.732307           7.270000   \n",
+       "2010-01-25        120.309998            23.014898           7.018571   \n",
+       "2010-01-26        119.480003            23.156181           7.135714   \n",
+       "2010-01-27        122.750000            23.289631           7.281428   \n",
+       "2010-01-28        126.029999            22.889299           9.005714   \n",
+       "2010-01-29        125.410004            22.120043           8.892858   \n",
+       "2010-02-01        118.870003            22.300581           8.718572   \n",
+       "2010-02-02        118.120003            22.339828           8.835714   \n",
+       "2010-02-03        119.099998            22.473269           8.850000   \n",
+       "2010-02-04        115.940002            21.853163           8.620000   \n",
+       "2010-02-05        117.389999            21.994453           8.691428   \n",
+       "2010-02-08        116.830002            21.758957           8.700000   \n",
+       "2010-02-09        118.029999            21.986599           8.875714   \n",
+       "2010-02-10        117.360001            21.970903           8.784286   \n",
+       "2010-02-11        120.089996            22.072945           9.051429   \n",
+       "2010-02-12        119.660004            21.923805           9.025714   \n",
+       "2010-02-16        117.529999            22.357546           9.265715   \n",
+       "...                      ...                  ...                ...   \n",
+       "2020-01-24       1861.640015           164.590439         353.160004   \n",
+       "2020-01-27       1828.339966           161.837952         342.880005   \n",
+       "2020-01-28       1853.250000           165.009308         348.519989   \n",
+       "2020-01-29       1858.000000           167.582260         343.160004   \n",
+       "2020-01-30       1870.680054           172.309357         347.739990   \n",
+       "2020-01-31       2008.719971           169.766296         345.089996   \n",
+       "2020-02-03       2004.199951           173.904999         358.000000   \n",
+       "2020-02-04       2049.669922           179.629364         369.010010   \n",
+       "2020-02-05       2039.869995           179.409958         369.670013   \n",
+       "2020-02-06       2050.229980           183.129807         366.950012   \n",
+       "2020-02-07       2079.280029           183.389099         366.769989   \n",
+       "2020-02-10       2133.909912           188.185989         371.070007   \n",
+       "2020-02-11       2150.800049           183.937607         373.690002   \n",
+       "2020-02-12       2160.000000           184.206863         380.010010   \n",
+       "2020-02-13       2149.870117           183.209595         381.399994   \n",
+       "2020-02-14       2134.870117           184.845123         380.399994   \n",
+       "2020-02-18       2155.669922           186.720001         387.779999   \n",
+       "2020-02-19       2170.219971           187.279999         386.190002   \n",
+       "2020-02-20       2153.100098           184.419998         386.000000   \n",
+       "2020-02-21       2095.969971           178.589996         380.070007   \n",
+       "2020-02-24       2009.290039           170.889999         368.700012   \n",
+       "2020-02-25       1972.739990           168.070007         360.089996   \n",
+       "2020-02-26       1979.589966           170.169998         379.239990   \n",
+       "2020-02-27       1884.300049           158.179993         371.709991   \n",
+       "2020-02-28       1883.750000           162.009995         369.029999   \n",
+       "2020-03-02       1953.949951           172.789993         381.049988   \n",
+       "2020-03-03       1908.989990           164.509995         368.769989   \n",
+       "2020-03-04       1975.829956           170.550003         383.790009   \n",
+       "2020-03-05       1924.030029           166.270004         372.779999   \n",
+       "2020-03-06       1901.089966           161.570007         368.970001   \n",
+       "\n",
+       "            UBER_ADJ_Close  \n",
+       "Date                        \n",
+       "2010-01-04             NaN  \n",
+       "2010-01-05             NaN  \n",
+       "2010-01-06             NaN  \n",
+       "2010-01-07             NaN  \n",
+       "2010-01-08             NaN  \n",
+       "2010-01-11             NaN  \n",
+       "2010-01-12             NaN  \n",
+       "2010-01-13             NaN  \n",
+       "2010-01-14             NaN  \n",
+       "2010-01-15             NaN  \n",
+       "2010-01-19             NaN  \n",
+       "2010-01-20             NaN  \n",
+       "2010-01-21             NaN  \n",
+       "2010-01-22             NaN  \n",
+       "2010-01-25             NaN  \n",
+       "2010-01-26             NaN  \n",
+       "2010-01-27             NaN  \n",
+       "2010-01-28             NaN  \n",
+       "2010-01-29             NaN  \n",
+       "2010-02-01             NaN  \n",
+       "2010-02-02             NaN  \n",
+       "2010-02-03             NaN  \n",
+       "2010-02-04             NaN  \n",
+       "2010-02-05             NaN  \n",
+       "2010-02-08             NaN  \n",
+       "2010-02-09             NaN  \n",
+       "2010-02-10             NaN  \n",
+       "2010-02-11             NaN  \n",
+       "2010-02-12             NaN  \n",
+       "2010-02-16             NaN  \n",
+       "...                    ...  \n",
+       "2020-01-24       36.799999  \n",
+       "2020-01-27       36.299999  \n",
+       "2020-01-28       37.009998  \n",
+       "2020-01-29       36.990002  \n",
+       "2020-01-30       36.680000  \n",
+       "2020-01-31       36.290001  \n",
+       "2020-02-03       37.590000  \n",
+       "2020-02-04       38.529999  \n",
+       "2020-02-05       36.810001  \n",
+       "2020-02-06       37.090000  \n",
+       "2020-02-07       40.630001  \n",
+       "2020-02-10       40.009998  \n",
+       "2020-02-11       41.270000  \n",
+       "2020-02-12       41.250000  \n",
+       "2020-02-13       40.090000  \n",
+       "2020-02-14       39.660000  \n",
+       "2020-02-18       40.180000  \n",
+       "2020-02-19       41.049999  \n",
+       "2020-02-20       40.919998  \n",
+       "2020-02-21       40.720001  \n",
+       "2020-02-24       38.310001  \n",
+       "2020-02-25       35.889999  \n",
+       "2020-02-26       34.450001  \n",
+       "2020-02-27       32.450001  \n",
+       "2020-02-28       33.869999  \n",
+       "2020-03-02       32.849998  \n",
+       "2020-03-03       33.040001  \n",
+       "2020-03-04       34.529999  \n",
+       "2020-03-05       32.209999  \n",
+       "2020-03-06       31.680000  \n",
+       "\n",
+       "[2561 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_Tech_merged"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_Google = pd.read_csv('../DataSets/Stocks_raw_data/GOOG_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "\n",
+    "df_fb = pd.read_csv('../DataSets/Stocks_raw_data/FB_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "\n",
+    "df_Microsoft = pd.read_csv('../DataSets/Stocks_raw_data/MSFT_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "\n",
+    "df_Amazon = pd.read_csv('../DataSets/Stocks_raw_data/AMZN_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "\n",
+    "df_Apple = pd.read_csv('../DataSets/Stocks_raw_data/AAPL_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "\n",
+    "df_Uber = pd.read_csv('../DataSets/Stocks_raw_data/UBER_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "\n",
+    "df_Nasdaq = pd.read_csv('../DataSets/Stocks_raw_data/^IXIC_stocks_rate_2010-01-01_to_2020-03-08.csv')\n",
+    "\n",
+    "df_Netflix = pd.read_csv('../DataSets/Stocks_raw_data/NFLX_stocks_rate_2010-01-01_to_2020-03-08.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tesla is outperformed in terms of stock value by the GAFAM i.e giants of the Tech & #1 values in the global stock exchange overall\n",
+    "- so-called GAFAM challenge each other on who reach the top positions - they keep setting new records in terms of stock value since 2015 onwards\n",
+    "\n",
+    "- As for other tech companies, Tesla, a NASDAQ quoted company, benefits from the general positive investments towards the US tech"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.fig = plt.figure(figsize=(20,10))\n",
+    "df_TSLA['Adj Close'].plot(label='Tesla')\n",
+    "df_Google['Adj Close'].plot(label='Google')\n",
+    "df_Apple['Adj Close'].plot(label='Apple')\n",
+    "df_fb['Adj Close'].plot(label='FB')\n",
+    "df_Amazon['Adj Close'].plot(label='Amazon', c='g')\n",
+    "df_Microsoft['Adj Close'].plot(label='MSFT')\n",
+    "df_Netflix['Adj Close'].plot(label='Netflix')\n",
+    "df_Uber['Adj Close'].plot(label='Uber')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2-2. Correlation Matrix of all Car competitors"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Measuring the correlation between each stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr_tech = df_Tech_merged.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x15fa7a0ceb8>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,10))\n",
+    "sns.heatmap(corr_tech, annot=True, annot_kws={\"size\": 25})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Extremely high correlation with all tech companies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal\n",
+      "  keep = (tmp_a >= first_edge)\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:825: RuntimeWarning: invalid value encountered in less_equal\n",
+      "  keep &= (tmp_a <= last_edge)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x15fa816d940>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Ury+fMB/bQghLvhZbvva2zHF4z74umqI2n1q/kl+sjdBkq5JrZ3O5GN7XiS72PJ+OeVStTLbHxvfT7fbELDdFbeotL28Zo2IrxnsY1uwsheOaqv/w+I3N3Hu4h+6Ym+5LACgvd3YjkQir3vTWGddALYaijTmESCm/dqU1vZ6TM38VtsrZ9lY5ipVL4H0v1nEX6m8WXFNPvE55U0bJi3znzVx9wJk830T5nr9/zEuX4GiocKm/8so5134Oi2LP598E/NwY02uMSQBPA+8GalJlMgBagK7Ux53AaoDU95cD/YU9ZCGEmBvXVzmXVrkTlsIEy2fqyi2UMuzePLtdaIVYCMEOyJ9av3LSUtVguVhZ3apJS70eONLLayOau7/Vza6bmrOyu2dLC9WWbM4jFl++9vbEYCI94HHXt7r50DNdDMZd9sxyt28hCilfnkc9k7V8t9ryeHpClp/e0kKZVToXp6L0TdV/uOP55HLwiUvPtfIn9Xf/6eZL+NDXT7FhdwcnRm2ULvbQhViKhozDJw5189im7D7r7s0tdAy5ea7dinnEYqZmUvIiaK9m0gecSwmNXM//5C0tXFbt8M3bWrm8MrkXSLAR+g/6Epwc9vhBX4KuhFNS7V5RZy6TLIdxjVIqSrIsxg3AK8C3gDbga8B2YF/q8f+S+vzfUt//V2MmlswWQohwivsm57KYuE/Wuoy4n/z6J36ljt891MMn37mSR69vSu9SXG4vjbpMItyCHZCrI7mXqsZ9ha8nlxPYvq4mXfOzrtzi2a1rODvm0RNz+fSRXh64pp61skGPWGT52luAe65ObhoVDDJv23+KpqjNo9c3cfnyCN0xl1VRhfEkoyIc8uU5otWFeo0KBj0LhZ/V7j54pJePvaOOdbIBlSiQ6foPwXLwILtD2mHHi5P7u8sjOv24pbTplQiXuA/7TgzTHfPYubGRt9SWAXDvS2f4/XeuzN0HlhGokhBcU2fKPGfChfbqcNtq4r4iok3eGcMzeb6Jguc/1NZKx7BLT8zl7oPdHO0epbXaSbVr7pLYCL3YNZePKqV2A98DXOD7wF8BB4CvKaX+KPW1x1I/8hjw90qp10jOWP5w4Y9aCCHmJqLJveRPm6wCP8HjLK3Yvq6GDz5zatLPSAdbFILxfcq0yZtbz3cnfS+zfu2Wtct4396TWd8/dnZc8isWXb72diThU1tu0T6YYOfGxvSsuvbBBJv3ddBa7bBzYyMx16Zc7uOJkMiX52BZbdCPiPtQ6VjctGdyu/tiWyvlxTh4cVGaqv/QP+alP45ok97QL1d/d+fGRm5L3bCeagBHiLkK2tej3aPctr+Tg22tQHLA+bMbGnJm2FJqiuKsIixmeu1tfD95XaIAA/mmr870+SYyvo9nfK594o2sr2e2a8mN0DsmzZIvpXN3sWcuY4z5Q+APJ3z5BPCuHI8dAz4wn99X8/js6yEP3HHJ9A8SQogJJtZNqrY8vrF1NSfOJ9KzMtYud5J3RzNOSMttn4NtrSjIu9GUdLBFoVRbHt+8rZXuWPJu+65XB3jgmnqqLY9xS/P8tjUcH4jz4NGzdMdcmqIXaosFg3iZJL9iIeVqZwc9i7iv+OZtrXziUDf7TgwnywPc0kw0YnHifHJGSL58NkTtaS8UhFhsWdlWim/dvpof91/oP6wst3jy+Hm+3daKC/SZcmytGHdzz3L2fCPtrlh00+W2vsLi7oNnspaeD2knb383c9MraZfFYgjKFgTlDmrLNLaleemDlxKxFE+8/xI++52zbF9XQ0PUZmW5lcyiV+wjF9PVKF6mEjO69p7x71CKb2xdzc17OzJqLrfM6PnyDUxbWtHvl+Gb3LOiS+ncvWCDy0qp1cAlxpgjC/WcQghRqoKC/1v3Xzj5fGPrasZck7XcZe+WFsgo06Rtm58OKW4/0M4NLVHufVf9nO6QCrEQlNa8PqLZur89ndk9W1poqdS8NgLb9ndlfb05qqjULk9vaeG2/Z3pWXWSX7EYJrazt66t4v719dx+oCMrl49c14QB4mdP0VC5khX1ya+fHpk887612qExalNtJfClPLgoknzZzuw/7NnSwl1vX8Fr5xPpmqC3rq1i56825cx1mUbaXbGoZprbp7dcgoVPhUkOBC13fBqj0296NZsBISFmKrMsQsRSdIz4/Fpq1V1rtcO+LS186pr69Az6IMeXS4m3otK2zWsjmm37swd6107YXG+6a++p5Lqe37ulhaMfXE3MnbqExkQTb2K0Vjs8tbmFjx5MToI42NZa8ufueVeHVkqtUUodBn4CvJD6WptS6m/m+9xCCFGqchX8P3E+kWcTgAhKa4ZVGf2ew+0Hko/521fP87WfDEzanEc2mhKFkivH2/Z30jtOuq5y5tddH867mgeP9PLXm1bx9vqySfndI/kVC2RiPrevq0m3n3Ahl6/0jLFxdzvnK1YCUO6Nc3mFyzty5PPJW1r48g/7GPSs4rwoIZh5tse87I3+9p0Y5tEf9OXZoDJenBcjLhozze2x3nFOx0y679vn2nz5h308ecvk/sI7G8o43LZ60oCREAvJ+D5VZpyYp9KDyJDM7KkRd9LXtk2ziZtYXEprehLOpGuRiZvrzWUDvkxDJpLz510fatUYVWZ8xu1S5k2Mn/3XNRxqa+UzR3vZd2IYgHte6uHv39dc0ufuhZi5/GWSNZLfA/SlvvY88IUFeG4hhChJuQr+Vzo653KXcV/RG0/eFX1225qsx9x/5Cz73xjhYFsrxjezukMqxHzl27hCqyk2tCA5wBF0ltY3VbBzYyPr6sp4tW+c+nKZ6SEWxsR85itzEXz99me6s+p9DycMxhh2bmykttyif8xLb7Jy1y/VlswyRLH0zDTbudriz3/vHB+7qnZGmxMJsZBmmttKR7N1fyffvK2VG55u59lta/j8987x7a6xrPZ4ZbnFMjMK5K+BKsRCcmdx/SYl3opnyDh0x9xp35e5bMAXUFoTc+f+87kEtZ1Pv3Gcuivemr5WAjjaPcr//XYPL7a14pfoNf+8Zy6TrI38J8YYn9SEbWPMeWD5Ajy3EEKUHKU1lk7W6np6SwvrmyoAGEn46buRgdZqB61J3xX1fDPpMd0xF83s75AKMV9BfTBIDhI/vaUlWYNOK25dW5X12KDchaVVVoaPdo+y49AZXu0bZ8ehM6hSWdslQi+i4da1VTy9pYWDba3UV1g5cxlsHpV5A2TIOBwfiHMm5rHj0Bmu293Obfs707t3R7TkVBRP0PYG7W5D1ObAravT/QlIft835OxXKAxVZlz6DaKgZprb/jGP9sFEenAo6PsGG6pdt7udHYfOSG9BFJydo9/bmCfH0k8onPQKX1PGsCrDAD0xN+f5L/N9ybyOyfeYfIJ+4lx/fjq5jq075mLjl+y5eyEGl88AV2R+QSm1Dji5AM8thBAlJajNtHF3O9c+8QY7Dp3hj9/dwK1rq1i73Jm03OXxG5uJ6At3Rb/w3T52b85eFvjU5hZWWFJGQBReUB/s1rVV/PG7G9hx6AzXPvEG1z/Vzh+sr08P5GWWa9H4PLYpO+ePbWpm16sDUtJFLKhqy+P+9fXpweFb9nVw/4RcPrapmYdf6Ut/HlwQxH148OhZVpZbPH5jrmWIklNRPMEmRA9tSLa76/7ude76VjcPbWhgfVMFrdUOuze34Hm+5FeExkxyG7TJrdUOPbFkYXvp+4qwqLNdntqc3e/9hRw5lhJvhRNcW2/Y3cHar5xgw+4OescML3eNTLremPi+BNcxczlHBv3E6X7HXM3n2MJqIcpifB7Yr5R6CLCVUr8BfBL4kwV4biGEKCnJ2k4dWbWZ7nyhi0NtralOssWj1zeld6xdVWlh4acL+P/tq+cBeGbrGiJa4ejkJlR+eW0RX5W4WAX1wf78uiY27m7PynXbgU6e2bqGz72nkagFy1Qc4/soBY8c62PnxkZWVdpURzRxz/Dn1zVRo0rvLrwIr0HPSm/eB8lc3n6gk0Ntrez8VYNvFJ841J2ejfzU+5vSG0JFdHKGyEdfPMNDG+p5btsafAOVjmI5klNRXMb3WWYrbs6op9w+mNy47/lta9BK8Zc/7OPbXWOSXxEaU+X24O2tvNo/zn0v99Adc9mzpYVPH+kFyNn3XWEl8F3ZVVUUlpdIcNmyMr54XRO/OqHfm9n+NjgJfFfa2ULIdW29LVVW5xOHutm5sZGGqE1T1J70vmTWOZ5tmaign3jfyz3pcj0jCZ/mqMJ483/v53NsYTXvmcvGmL8Ffg/4ANABbAfuN8b843yfWwghSonSGhfNrpuas8phBEv+fNel2Unw9jqHNVU2b69zaHYSVJjsO5ff7Iwx7vrUW+MsN6MM9PdN9WuFWHQGcuY6ogyNdpwqM5buDC1TCR64Jjmb9D/98xvcsq8DQAaWxYIJlkeO+YqdGxuzlqoG7W0tY9Rb43zpugZOfORyDretpvxcZ1ZO925poTvm8t6nTnLTnpOMub4MzIlQSPYnVM5211Jg+k/xX95SI/kVoZC5ZN1F0RTNnr/WPpjAYHh7ncNXb27mcNtqrqj0eeCa+rx9XxlYFsXiGA9jcvd7LQX11rjkswCm6+tpZfjSdQ1ctbKMS6t03vcl2KxxtqUmMvuJt+3vZPtzXTRX2lSYhZtZPNdjC6uFmLmMMWYvsHchnksIIUpRsGRn6/7kXe5g6V8wQyOiDZgLhfxRJD9PlWxaancuxdIwXa5NfAyjs3e0WIp34kV4XMhkx6RMZtVLztHeno6NpJ9HcirCarp2t0wbTvf38ab6lZJfUXS52uTHb2zm3sPJNhlSJYlUsg540B77Lqyt0JJhESpKa14f0VO2v5LRxTejvt6ENmWhN/2UfuLszXtwOVUG45gx5sdKqTcBfw14wF3GmJ/M9/mFEKIU5CuH8ej1TTRX2uml2PnkG3QWopimy/X42TfgkuZJPyd5FoslXyZ3bmxkx6Ez6Xp1M8mc5FSE0Uz6E6eR/IpwyJXXO55P5nXzvo6sOqITMyoZFmEz3+s5sTAWsq83H9JGzc5CzFz+I+DdqY+/AHwHGAYeBd67AM8vhBChF/cvbMoXaB9M8JYVEVZacbnLKUrSdLn+WcZMUCEKIV8mf2llOYfbVsusElHypD8hSslUeT3xkctltp8oKdL+hoP09UrTvGsuA/XGmDNKqXLgWuA+4EHgqgV4biGEKAkRTbpuXKC12sGeUDJAiDDKrJc4rMpQOtk9yJdrWRYoiiVfJsu1zzKVYMg4k3IsRCmJaCXtrigJSmssrfPmdanUERUXj/z9XiTHBZS/r5ecOtznOdLPC6GFeDd6lVJXAO8HvmOMGQfKSU4eF0KIi0JQ9D84EbZWO+y6qZmTQwnOuBGGVbmcAEUoKa3pSjj8oC/ByWGPH/Ql6Eo4KK1z5jpYiiZEMeTLZLXlcWLU5ncO9nDsbJw3hn16vTK0vSDbiwhREEpr4sbw5GZpd0W4BTVRP3qwm8c2NWfldU+qTRai1OTqY/z9+5oZco1cxxVQvr7ekGvYsLuDtV85wYbdHZwYtSe9L/kmzIjFtxA97s8A3yVZZ/lDqa/dAPxgAZ5bCCFKQlD0/1BbKx3DLjHXp8JSfPCZU+mNCPZuaWFthSt3vkWojCqH0yMed32rO2sznhUrHMq9cdnMQoRKvg1WBj2HB470cPdVddz5Qlc6y3u2tHB5hZbMipIwqhzeGPT44vf72LmxkYaozcpyi7oyg3ElwyI8Mmui1pVbPLt1DWfHPHpiLp8+0ssD19SzVtpeUYLKbcWj1zdR6WhGEj5lWvH7L/XwpesakvV3xaLL1dezNax/IrsO89b9nRxuW51+X3JtBCjX34Uz78FlY8xXlFJPpD6Opb58FPjwfJ9bCCFKifF9PONz7RNv8PSWFv7nC6enPAEKEQZjvuaO5ydvxvNiWyvlyGYWInxyZTJuYPu6mvTAMiSzvE3aXVFCMtvjfSeGgeSMrRfbWqkp8rEJkSmzJuqWtct4396TWTVSj50dl7ZXlJwh43Dz3o6sLLdWO+zc2EjcV7I2v4Am9vX63bKcdZgz35dcGwHK9XfhLNRawTLg15RSlwCngP3GmP4Fem4hhCgZQY2o2nJr2hNgQGnNkHGI+8mflxztGKIAACAASURBVJmhopA83+TMquebGXWiJb8iDCIaGqJ23nZXWZqa1VfQb8okpyK0ZtIeKy1ZFsUX9HfbBxNT9nmVJX0EET75+q75NpJriNpEtAGZYFE0mW1OoLXayXpf8r1/M70xINc08zPvAiRKqf8EvA78L+CXgN8GXkt9XQghLipBjaiRhJ9zI4KIzu6VBMt3pqsfJcRiKZti85LpVEQrJb8iFJapBE1RO0+7CydGbTYd6JWcilCbrj0O+gySZVFsmTVR+8e8Kdte6SOIMJnq2ivfRnJNUVvq3hfZTPaByff+Tbz+zkWuyedvIf5SfwbcZYx5tzHmN4wxG4D/Dfz5Ajy3EEKUlKBG1K/UJ2t9TrchT3L5Tuek5TsDRjYgEIWxTMXzdNbi0/5sWd2qnPkdMo5sqCEKyvg+DU4iZ7tra5MnpxHJqAiVasvN03dItsf5+gxDxsn7nEIshsyaqO9sKJt12ytEseRvRyM5BzD3bGmhwZEZrMWW2eac+MjlHG5bPamW8nw2Is+Xi3PSR5yxhSiL8SbgiQlf2w385QI8txBClBzj+5QzzuUVetqN0PIt3+kYdum3bdZWuIU8dHERyrdB2kw60b7OU4bAKE6MyYYaorB8183Z7va5Ts6cxjy4cY9kVISD0prXRzSfPtKb3syvKWrT4CTwU5v5zXfJrxALKV0TFaieZdu7zJbN/kRx5GtHk7kkZ5/Ylw1VQ2G6fWDmc02TLxdvDCbY/lyX9BFnYCGG348zefO+D5AslSGEEBct4/tUmXFq1RhVZjznySjf8p2emCuzkUTBzCSruWjfzZlfSymZXSeKIleW87WzxwfiklERGsGsqX0nhrltfyfXPvEGNzzdzqBnpR8znyW/Qiym2ba90taKYpkul3PtE4twmOv7ly8X/WOe9BFnaCEGlz8O/D9KqSNKqX9WSh0FHgU+ugDPLYQQS1qu5TuPbWrm4Vf6LsxGEiKkxvtO51x+pvHzz64TosDyLXN98OjZrMdJRkUxTTkrOWU+S36FKLRlanKposc2NfPg0bPS1oqikVyKXKa6JgfpI87EvMtiGGNeVkpdDmwGmoH/F/i6MaZ/vs8thBBLXbB851BbKx3DLj0xl/te7uFo96jMRhKhNxob4U05lp8NGWfaHZ2FKJSgnX1hcz1WWQURbbA1dMeyyw5JRkUxBbOmpmo3c2VZdrMXYWV8n+ao4tHrm6h0NP1jHve93EN3zJW2VhSN5FLkkllSY9xX/ORcPH1NDtJHnIkFqUptjDlnjPkHY8yfpv4vA8tCCDFDxvepUeNU2oodh86kB5ZlNpIoBbmWn8nsOhE2xvcZ6HgtndMKIxkV4TLTdnNilmVgWYRZhUnQXGmz/bkubtvfSXfMlbZWFJ3kUuQSXNOstOI0V9rpSQjSR5yZOc1cVkp9mxmM2RtjNs7guWqAvwHemnrO/w78FPhn4FLgDeCDxphzSikFfBG4BYgBHzHGfG8ur0EIIcJkPhsQCBE2kmcRdpJRETaSSbEUSa5FGEkuxVQkH3Mz17IYf7OAx/BF4BvGmDalVASIAp8EvmmM+ROl1O8Dvw/cA7wfuDL133rgL1L/F0KIkjfdDrhClBLJswg7yagIG8mkWIok1yKMJJdiKpKP2ZvT4LIxZtdC/HKlVDWwEfhI6nnjQFwpdStwXephu4CDJAeXbwX+zhhjgCNKqRql1CpjzOmFOB4hhBBCCCGEEEIIIYQQM6PMHIfglVJbgF8zxvx2ju/9JbDPGPPMNM9xFfBXwKvA24HvAh8DThljajIed84Ys0IptR/4E2PMS6mvfxO4xxjzSvDY8+fPp1/Q8ePHJ/3Od74UndXrBPjOtbFZPb4Qv0MsjquvvrqoW4BOl1+xtFVEKymrW4WvbbTvMt53mtHYyIx+VrIrwmimmZb8irCaLsOSXbFQ5tMHmKti5leyu7Qtdp6l7RVzVYy2diJpe0tHGPISJlNld65lMQA+AXwqz/f+AXgQmHJwOfX7fxm42xhzVCn1RZIlMPLJ9ULyjo5feeWVQPIfTfAxL52a5pDyP8+MFeJ3LKCsv08IhO14iqXYf4Ol8j6UyutQWnNi1Gbz/k7aBxO0Vjvs2XIpTeWKsdExGqJWydR5CuPfu1RyAKV/rEprhoyDAXrHTFam9265lDdVuKHOcqn87eeqlPK10Gb62ks1wxfj+7pU8pyvD7A6qqgwk+s8LpXXHSjGawnr33ApHJe2bV4b0SXTds5XzjGHi0ypvPbZtrUzUSqvPZdiHXep/M0WIy9QOq9/tvQ8fnadMebbeb53GPjFGTxHJ9BpjDma+nw3ycHmM0qpVQCp//dkPH51xs+3AF2zPXAhhAibIRNha+rEBdA+mGDb/k5+POCy6UAvJ0ZtlJ5Pky3E4lNa0+c7DLqKhNFsm5Dprfs7GTJOkY9SiPwsx6HflDHsSYZF4QwZJ2cf4CcDnpz/RUmxIxH6PUfaThEKSmuGVVnyvK7K8l5vjXqa86YMbc9n7qVYavLl5bu9CTk35zCfv0aFUmpZnu9VARXTPYExphvoUEq9OfWlG0iWyPgXYHvqa9uBfamP/wX4TZV0DXBe6i0LIUqd0pqYR/rEFWgfTLCmyqEpaqc65ZEiHaEQMxPXEfrGDO/fe5KTQ4mcmY77RV3JKkRe2rb56ZDiut3tvGXX63SNuJJhURBxX+XM2qpKmweO9Mr5X5QEy3H4ySB0DkvbKYovmHW6YXcHa79ygg27O/Jeb50acXntfIJT45YMGAogmZ9RP3deasstuWGWw3z+5XwfaMvzvduAYzN8nruBf1RK/RC4Cvgs8CfAjUqp48CNqc8Bvg6cAF4D/hq4a26HLoQQ4aC0ZsCUcXwgTmt19gmqtdrh9fNx7rm6jvbBBONLbyWhWAIyZ4WMeIq2A8k7/P1jXs5MR7RstyzCR2lNv+dw+4ELM1R6Yq5kWBSEpVXOrHkGtq+rkfO/CLWgH3DWtbn9QKe0nSIUcq0IyXe91RNzueP5Lk6cT8iA4UUs85pmwJThG3LmpTqi5YZZDvMZXP4s8GdKqf+jlGpVSkVS//8/wJ8BfzSTJzHGHDPGXG2M+SVjzFZjzDljTJ8x5gZjzJWp//enHmuMMb9jjLncGPO2zI38hBCi1AR31DuGXR48epbHNjWnT2Ct1Q67N7fw4NGz1JZbtFY7WFpOYCJcKqKVWbNCMmcrPfxK36RM793SwjKVmOophSi4oC2eONtOMiwKQWmNMWZS1h7b1Ews4dEQteX8L0Irc3Zo+2ByxVKutnOPtJ2iwOI5Zp0+dXyQpza3TGprH36lj/bBBJWOlgHDi9TEme4bd7fjaHKem0ddP31tLjPdL5hzURljzLNKqTuBLwCfy/hWB/A/jDHPzffghBBiKUveUe9g58ZGumMu973cw86NjdSWW4wkfIbiHt0xl5GEz+M3NlOuffCKfdRCXFBWtyq9yQVcmOnZPpjgaPco973cw6PXN/HmFWWUa59lau6bXwixWDLb4iC/AEe7R3nkWB8vtrXSE/Ooj1rUWQl8VzIsFs6QcfiP/jh/9aNz6T5A/5jHI8f6+K23reDy5RE0qUFoaT9FyATtZ+aKpeD8v3NjIw1Rm5YqmzrbxUtIfkXhRDRZ53SA26+s5jNHe/n6ras5N+7Tk7r+Oto9Smu1w0jCT86wl0n2F53MtgySNyZ+PMW5+bFNzXz0YDcPXFPP2iW6WelszWuY3Riz2xjTCqwD3kNyk79LjTFPZT5OKbVhPr9HCCGWouCOejDDozvmctv+TrY/10WZpfni9/vZvbmF6ohmVaVFhZEZHyJcfG1POdOzO+bSGLVpjLhUmXHpeIlQmtgWZ85QuX99PfteO89g3OfjB7sZ9KwiH61YauI+PHj0LHdfVceOQ2e4bnc7Ow6d4f719bRWOyQ8n7sPdstSbRFKmbNDM9vQo92j7Dh0hnJL8W9dw5x3ZXafKKxlKsHeLdmzlC9fHmHfiWH++/OnGXMNOw6dSQ8sP35jM2uXOzLDfomauLnjxBnHuWa6P3j0LPevr886N//hNfXUlmvue7mHfSeGpfZyhgXZDtMY89NpHvIMUL0Qv0sIIZaKSKrG4sQZHs2VNkNxj89uaGDU9ekd9bh0mS0DcyJ0tO/mnemZ8MFSUGUbvMRYkY9UiPyC2U25ZtuNJDxWV5elZzbt3NgIsmJWLKCIJufqpaaoxc8G4tx7uFeyJ0Ir6MvmWrGkFfzjjwe4/8hZTnzkcsmvKCjj+6ytcDnctpq4r9Ba8bNUzeVc5/ty7VNhZIXdUhSUvAhmJgdlzjJnHOea6d4dc2mutDjY1orng2PBp/+tl7999Xz6Menay9K+zW/m8izIn1oIISawteHxG7NneEQsxY4Xu3n7P/6cX/z7E1z91TfYcegMStZniRAa7zs9aVbI3VfV8aGvn+LKr7zG9U+1E/ckuyLcMmc3pdtirfjYwW5+8e9/zm37O9Mzm2RDKrHQgvxlrl6qsDW3HzjFe586KdkToZbZl4XkYEyFrfkv3zjF2sdf4/4jZyW/omiM71NlxqlVYyjgS8f6J82uj9qKFWqcck9W2C0lEzfnm7i548QZx7lmuu/d0kKlGWeFGWWlGsUyPt/sjGX9HmnfLliQmcszIH9tIYSYIObCvYd7+OtNq1izzKFMKyxt+MNr6jl2djx9Z/Wp9zcla9VKSypCZjQ2wpsqXA61tTLqGSyl+N1D3enBkD1bWqi2PHy32EcqRH6Zs5vGfMUPz47z7BtD/MH67Lb4acmzWARB/l5sa+X0iMvKCouEb+iOJYPWWu3w1GbJnginzL5sS5VDuaUY8/ys/AYboUo/VhSTxvB/f2Uln/vu2fSM5YYKi2URMLKXwpIycaby9//zZezc2MiqSpvqiGbU9Tk55GIy5sBOnOke0WbSXjHBAHQwUC3tW7ZCDS4LIYSYIKKhKWqx3NF0Dbvc8XwX7YMJfveXV1xYfqMhfvYUJlpb7MMVIq++MY9PH+nlk+9cyY5fruOhaxuxFZRZinEUDjIiIsLN+D5VjIMuY9erA3zynSupsOCZrWvQCnwD4BMzFuWSZ7HAjO9TbvkscxSeD+Ou4eu3rmYkYVhRbvHlH/bx8atWUCXZEyET9GU1intfOsPdV9XxjTcG+fqtq7G1ImIpVspmfiIEIpaisVLz0LWN6fO6UgZdsMX8olAyN+db31RBwocdh87QPpjg1rVVPHxtIy1VinFfsdyx8d3kuTXdF1SAYdKA8UwGoC9mMrgshBBFskwl+MLGJn56bpy7vtWdPgHefGk11+1uz5q53KCRE5cIpSHjsG1/Bzs3NvLZ7yQ3pXr/3pPp/O7Z0sLlFVryK0pC0C6fHkkwMmq44/kLs1Mev7GZ5RHZtEUsFkXMM3zgXy60n49tauaP/72X7etqpKajCKWgzbzh6XZ2bmzkkWN93H1VHbfs65B+gAgV10DHkJeezBOc19+8QlNW7IMTCypzc757rq7jA1/vTF9n331VHe+bx3XKdAPQFzOpuSyEEEVifB+lDJWOzjoB3vlCV1ZNqNufkV3iRXgFHbjacovt62om5Xeb7KIsSojxfTSGhqidvgCFZJbveL6LuIyNiEUy5is+cCC7JuSdL3SxfV0NDVFbajqKUAr6stIPEGEX95Hz+kUi2JwPoLbcmvI6W9qnhVOQwWVjzLJC/B4hhCgVwSYDtlKMJPycJ8BAehdaIUJEaU3N6ivQWtNa7dA/5tEQtSW/omQF7bLWCt+QM8sy8U4sFs83OTPXELVpitosU4k8PylE8SitcbSSfoAIPc/PfV735Ly+pCitsTXsSW3O1z/myXV2gcx5cFkp1aGUOjnFf+1Kqe8ppf5KKXXJQh60EEKUsmCTgd852MPr5+NcmlqWNfEEGJBdaEXYBBnedKCXB4/08uTmFna9OsDKckvyK0pSkOkNuzt48EgvEUvlzHKZZFkskrKMmVaB1mqHpqhNmSWjHyJ8gnbzz7/fx27pB4iQq7Byt7HllmRzqQjapN/+1x4Gxj2e37aGqxvKcw40B6R9Wjjzmbn8X4H/NsV/vwn8IRABds3vMIUQYukYMg4PHOnl7qvq+OL3+zkTc1lbbXOwrZWrGy+cAIF0zWWZsSTCJLlRRidNUZv//JYanvjpAJ/d0ECVw6T8BrsoCxFmQaZvaInye1evJO75PJ0zy/EiH6lYqpapOHsnZO7pLS0cOHGe4wMeo0qW7YpwCfqzH7hyOWOuz5++p5FK6QeIkEmuSion4Rue2pydza+9/xJsJQOLS0XQJn3ynSsZdQ1dIy4/6hunpkxxuG0N72wsk/ZpEc15Qz9jzIszeZxS6hmgb66/RwghlhKlNeOeYvu6mvSmJ5kbS+zZ0sIVlX7WLrQDnT/HRJuLfehCABcy3D6YyLl5z61rq/jmba1oZYgo2UVZhF+Q6aaozf/6pdr0Ri+3rq3i2a1rGIz7NEYtatS4ZFksGuP7XF7p883bWumOufTEXB5M34ju44vXNVFe7IMUIiVoNz/2jlpGXJPVl33ylkv49gdacT1DREs/QBRPMJN16/7s8/q5cY/+MY9R1yfmWpRLVYSSorRmyDjE/WR95aCNifuk26S7vtWdtXHjuhUW5d441RU66zpb2qeFM6+ay0qpCqXUXUqpryqlnk39/38rpSqCxxhjXGD1vI9UCCFKXNDB+cm5OA1RO++mJ4OeRZUZp1aNUWXGGY2NFPnIhUjKzHBrtZNz8559J4a54el2IspQZWQwToRbZqY/tX5lekdxSGb5fXtP0jmcwPONZFksukHP4oan27n2iTe4bX8n+04Mpzf1c/1kXoUotsx2s6XKmbRJ2ge+fgrfkO7HStspimXIRNi6f/J5/fSIy+Z9HUQsLSURSkxmGbO1XznBht0dnBi1UVoT0eRsk+54vosxP3n+NL6fdZ0t7dPCmU/N5Wrg34E/AOLA94AEcD/w76nvA2CMGZzncQohRMkLll0/ePQsK8st2fRElJzMDD+2qZmRhC85FiUtM9Nrl0fybqgmF5+iEOJ5NpxqiNp0DidkR3sRCpntplIqzyZp0maK4hvP06bWpmqDy2appSdofzIHj7fu72TIOCxTCbS0SUUz57IYwO8DvcB/MsYMB19USlUBe1Lf/+T8Du/iUfP4qVn/zMAdsk+iEKUkuGhsH0zwp6+c5d531dNa7WSdANObCsj5T4RQZobve7mHhzbU0xi1JceiZGVmumM4kTPLyYvPcYzkWSyySGpTv4kZrK+w+M1nu/jqzc0g9+1EkWW2m2dGcrebZRrpA4iis7TKmc+RhM+eLS00OAl8V2auhk2+sheQ/yZs3FcY5VNuGWmTimQ+a6u2AP83c2AZIPX57wO/Np8DE0KIpSK5kUQZWuv0BgJ/++p5Hvr3Xp7cLJsKiNIRsVQ6r0e7R3nvUyf58g/7ZHMMUXKCdtnKaJfvf7mXxzY1Z2U5uPiUZZOiEJapxKRN/Z68pYWHv3OW7pgrM+hFKAQ3QQA+8e0edt3UnKMPIJufiuIr14bHb8zO51ObW3hLbYQKW8m5PYS0bfN6nrIXkN3+BNKTWoBlTN4cV9qkwpjPzOVW4Ed5vvcj4NJ5PLcQQiwJFzaS6KApavPk5hY+cCC5lOebnTF++20r2HVTM6urbMpkUwERYkprfKN4/MbmrI17brmsmtWVSjbHECUjs11+/MZV6Uwf7R7lkWN9PLt1DY4FZakNKWVWkyikunKLXTc10xS1ef18nLsPdtMdc9mTumknM+hFsS1TCfZsaWHb/k6Odo+y83t9svmpCB2lNefihipH8ej1TVQ6mpGEj+cb/vMzXXTHXA63raaK8WIfqkhRWtOTcNi2v31S2YvgvQpuwgalMTIntRiTrKm8tsKV65IimM/gMsaYnMP/xpi4UkrePSHERS+5kcTJ9PJBjWHnxkZqyy36xzw++uIZjnaPcuIjlyc3FZCLRhEy2rY55zn4Bk4Nu9x7uCcrw/ce7uGrNzdTq8aSy7UNkmMRasl6fR3JNlkp7nkpO9Pbn0uWH6hC2mRRWENEODnsct3udtY3VXDP1XU8fG0D/WMe9eVaLo5FKBjfZ2W5ntRuHu0e5fWPXIGRYQARAkPG4ea9yck9f/e+Zk6PuIx7Jn3tBST3B5FSQwWltKZm9RX0mzIiGqotj0HPwgCe0XTH3Px7uaiZDR4b30/eNJDrkoKaz+ByuVLqwSm+XzaP5xZCiJKntCbmZteFOjnksuPQGalPK0JPaU1cO7QPG24/0M6um5rpH/Pojrnctr8z/bhkfpH8ipKgtGbcv7DZS/5MS5ssFtfEmpLLbZ+RceiJubRWOxztHk3nsrXa4XDbmiIfsRAX+Kic/VmtktmWGyGi2DJrg/9H37hcf4VAeuXYge70rOOnNrfwtZ+e4+ZLqym3/fQ5cKr3SgaPw2k+NZf/CVg9xX9fnffRCSFECRtVEVyTXRfq4Vf6JtX+kvq0ImyCeme944rbU2Vc4r5h16sDk2rSPrm5BVvqgIoSUBGtpCvhYKkLtcMffqVvUqalTRaLLbjAzqwped638QzSzorQU1oTsZjUn338xmY6hxMMGWeaZxBi8UX01Of6PXKuLyilNQOmjBE3uYp3fVMF7YMJbj/QyR2/uII7X+iiJ+bmPAfKe1Ua5jxz2Rhzx1TfV0rNZ+BaCCFKmtKarpjPp4/0sntzC22pAbrumEulrfjrTatYWx2hXPtSB0qESma9s2e3raF9MMF/X7ec5qjN/evr+czRXnZubKQharOy3OJPXznLH7xrJeWyrFCE3LLGS2gf9fjCd3vS7XJmneVz4x6rKm1WSL1QscgyS2YBNEVtemIenz7Syx+sr+ePpJ0VITaqIpwfT9ZXzqxlW2krPvriGb56c7OUGhBFpbRmKGF4anMLt+c41zdGbWwFxpdN3grhwl4X7ekZy7tuauael3o42j2KpZMryh5+pY8/fncDjxzrS58Dm6I2DY7sf1EKFnwAWCn1NqXU54DOaR8shBBL1JCJsG1/J/tODDMU93j0+iYOtrWyc2MjH33xDP/zhdOUaz9ZZ1kGMURIBLMKgnpnnm+4dW0Vv3f1Sjb/SweDcY/fetsKasstemIu25/r4pudsfQOzUKEmbHL+G/Pdk1ql7evq2H7c118+JlT2PjSJotFN+5nl8z6zLvrs/oM0s6KMBv3FTfv7eBMzL3wtVQt2+6YK1kVRTdkIty8N9lvzXWuH/MMXrEP8iKSvKHambVJ3/bnuvjMu+tprXbwfJMuB3Xfyz1sX1dDQ9RmdZVNvTWO77rT/AYRBgsyuKyUqldKfUwp9T3gGPAu4GOz+HlLKfV9pdT+1OeXKaWOKqWOK6X+WSkVSX29LPX5a6nvX7oQxy+EEAst88Lx3sO9lFma7c91cdv+Trpjriy7FqETzCroGHbT9c6+8N0+Pr+xibNjHu2DCcmyKGmukXZZhIOVsVwboKXKkWyKkpFI9XElqyKsxqfI6O7NLfi+j5OqDy4W38QbqpD8fHWVw+7NLTz+H+fSpTCOdo+y49AZKm1FjawkKylzLouhlHKAXwc+ArwPeI1kneVW4APGmJ5ZPN3HgB8D1anPHwZ2GmO+ppT6S+BO4C9S/z9njLlCKfXh1OM+NNfXIIQQiyW4cGwfTKTvwj56fRNvXlFGxIIaLct7RLgMGYet+zvYubExXe/szhe6uOvtXtYGU/e93JNeqnZJVFNrSVkXURosxZTt8nLkIkYURkQn69Xe8XwX7YMJ7CmyKeWzRFgorRlVDpZPzj5BS5WUFRLhEFyH5cpo/5hLzIVz4wkuW+YkN4YTiyrzujjQWu1QZik+90o/t19ZzdrlNi+2teIbQ0QZOe+VoPncqjkDfBn4KXCNMWadMeYzwKwK1yilWoDNwN+kPlfAe4HdqYfsAramPr419Tmp79+QerwQQoRKufazNjrpjrlU2BpHGfpGPQY9q8hHKES2YFfth1/p4+6r6tL1zqojOmtzjWBGQdRWjHT9XDp+oiQordGQs13WKrnVuGRZFIrrQ6Wt0su1LZ07m1W2lM8S4VARreTEqM13exNYXMhr0CeIe4aIRrIqim7i+T4zo8YYTo94GAO/++0e4r4MJRXCxOviYANQg+E319UA0BvzsDDUMibnvRKljJlbTSSl1EHgWuDfgH8AnjDGnFNKnQbePtOZy0qp3cBDwDLgd0nOhD5ijLki9f3VwDPGmLcqpf4/4GZjTGfqe68D640xZ4PnO3/+fPoFHT9+fNLve+dL0Vm/1u9cG5vV4+fyO+Zitsclpnf11VcX9QwzXX5FUkW0koqGS/CtCLZSOMrFtixGPY1nDJafYKS7g9HYyKIeQ1ndKnxto32X8b7TWb+vIlqJ1XQZJ84n0hudtC5z+Mqr53h3cyVvrdGcf+MnC3Y8kt3F09C0ClNdT8IHR4Ma7KWn+zQ1tXXYtatwjcJWBrf/NAP9ffP6XdPlajHVrL6CTQd6aR9MsL6pgnuurkttpKEZjBs+faQ3XQOtscKCc13zfr0Bye/SF2Tbdhwc2yJhFK5v0F6c0Z5Tk3I+sZ3X3jhDZ05Namen+/cS/DtFaT7+YjcPXdvAz3O0y7/z9lrOHv/RrF+XZLewamrrcOpW4RqNpZNtMr7P6Nn5t7+FtPJNv8THD3azfV0NteUWvjEsL9N0j3jpbF5W7eCcX9zXVcz8llJ2a2rrqFi5ioRJ9jOrLI9RX+P6C3f+z6WYfYKJgj7Crpuac+a1qdJipeXS8/OfFeR4pO1dOBXRSpY1XoLllJEwCs8YlDs+6dy8GP3ehTDx34nt2Hz8pX4++c6VnB27kNHWaocx1+fkkMvDr/TRHXP5119vxPf8gv8bu9ja3opoJbrpsqz+V1OlxflxH60U/WMeu14d4PPrqxnoeK0gxyTmZqrsznlwGUAp1Qr8Zuq/NcBzwK8Cv2CMOTWDn98CvBKfIgAAIABJREFU3GKMuUspdR3JweU7gH+bMLj8dWPM25RS/wG8b8Lg8ruMMelWLfMfS+D48eNceeWVANQ8Pu1hTTJwxyWzevxcfsdczPa48sn8+4RBMY9n+fLloemoFFvYchEI6sI+cKSXj72jlpYqB6UUjoZR1+fH/XF2vTrAA9fUs7bC5Wc//WnW61BaM2Qc4n5yWepcltxc2PG2M73j7d4tLaytcLOea9QqY9jVnIkla9juenUgPSP0S9c3UuWPzej3zeS9kOxOba55thyHk6OaNwYvdIYurXZorYSecc24Z9AKemIuteUWq8s9jO/PKWMzzdViUVrz+qjNtozf/9imZh451sej723C+D5xXxHRF5aqLVQ7IfktnEK17VltraXwjaJvzKMqovB8xdkxL90uBu11kPPMdv53rqpldVVy6aSjYblO4LvujP69aNvmZ8Oa2w90suumZq7b3c6/f7iV6oid9fs/9o461q2wKPdmvzRWsls4luPQm9CMeQqtwDfg+z6uD46lWF3uhWrTn3z9DaU1Q6qMn51LpMtitFY7PHnLJTRW2nQMuXn/bQSWQttb7OzO9G+obZuzrkXcS7ZbEW2oLbeI+xdyGNGGBmdh8hccV2Y7GNzYbYraNDiJouT8TNzizf94kqe3tLDr1YFJA3drlzs0O4Vbxh7Gtjes105TUVrT5zuMujCS8Okdzf2eBufTr/10gDt+cQWWVpRZinrHw43HF+21T3fdNrEvcOvaKv70PY28edfr6YkSb6ktoyfmUmEpPvjMqXSbu2dLCxV2cnPK+fS75/LaL7a2V2nNeVPGj/rGqXQ0cd+w3NFZ70chr3mKrRTbisBU2Z1zzWUAY0w78BngM0qpa0kOMvvAD5RSf2uM+b1pnmID8OtKqVuAcpI1l/8MqFFK2cYYF2gBulKP7wRWA51KKRtYDvTP5zUIIUrLkHF44EgPn3znSpSC4wPxrE7Qy10j3H1VHQ8c6eWR65uoiFamf1bbNq+NaLbtn1knIl+HJjiGnRsbqS236B/zeOBIL1+6riGrbpfnw5d/2Mf/eGstANvX1fDIsT7uW1+Ploo+JWHItxlJZF/ERTR0j2m6M24afOwddYwkfNyowxsjXt6MTdVJnmmuFovxfS6ptHh265r0wNsjx/r42DvqAKgy46CAZAUBIXIKanJ2xUzWv4N/uvkSrqixGIwrzo5l33CbmPPg38L961dyJuZxJuYykvCpr7AYjlg0O366RnhT1E7/m+kacVkVdShPPc85z+H2A+20DyboH/NorXa4+2APf/6rjZwf96gtt/itt61gVaVFhUkgsQ4vpTUxY+MZ6M/Izx+sr8dShnEv+X4vJxyDy/n6G6uiijFf4/mGKidZFiPowwC4vuETh85wz9V17PjlukmZFoU3jEPM9WkfTPY331zjMBCfnMNljkPZHPOX2TeoWX1F+vNDnUN86pp6bsu4ibZnSwuXV+iCD8BoP7n3wsOv9PHH727gs985y/Z1NSwvU7x5RVlq0HvpDwotNaMqQpmVXElUHbHoHfW456UeumMuj9/YzPIVZVTqcc55Dl/7aR8fenMNnzzck77h4UZtmiLO9L9oFoL8G6B31Ex53Rb0BYJavtvX1fDaQDxdDuO2/Z2sb6rgoQ3JzAa1l5uiNisiPkfOJNh1UzP9Yx4Pv9LH1v2dHG5bnbffnasfL6Y3ZBzuPtjNfe+q5wNfv3Aj4NmtaxiM+zRELanXvgQs2PaYxpiXjDG/BTQBdwNvC76Xqquc62fuNca0GGMuBT4M/Ksx5r8A3wLaUg/bDuxLffwvqc9Jff9fzXymXgshSk7cT3Yc4r5hOGG461vdXLe7nbu+1c3pEY+7317LN94Y5LMbGhj3oLx5LZbjkLDL6PccYq5h58ZG1jdV0D6YYOv+ToZMZNLv0bZNr1fGG8M+x87G+Z2DPZwYtVFaY4C7r6pjx6EzXLe7nR2HznD3VXUYsgeMl6kEv/GWGu556Qw9MZeGqM3D1zbylz/oJxaO618xBaU1ZRbUR20ur4lQX2Hx2rkxBhOGG55u5xOHzlBmKf7k2ka0gpUVmvMJcmbsnCljzC7nvMmdKWDGuVqM1zmsyug3ZYx7cH7cyxp4q7QVnvT1xDSU1iTsMl4ftfnJgMenj/Syc2MjB9ta2bmxkT995SxjXnK57Yoynb4R+Mixvv+fvTOPk6q80v/3fe+9tXX1Wr0U3dU0Am6YKK4YQZYoqMAEWTSajaDJLCbGOMmEnxodE7dhokPUaGYyE5FsmggoM2BcMCiikVEjiZG4gTQ0Te9r7Xd5f3/cqttddJtJBA3Eej4fPnR3dd++Xffcc8973uc8Ty6nD8V51oGrTq5iIDuU43/wai9lPg0hBH3KT9YRREM6t5xV690zV2xuozWpvHvKHOZOvuKlbn54bj1tSYuvPNMOQH2JzkkR3wfKtivivSElDPYlbM49IPcmTIfaoO7Gxl/4HIdyaYAe2+BbL3R68efVG5agL+PQm7ZHbNIpBfGs80djuogPHoaAEl0yocLHMRUae+NuHE77xW5W7+hjxbQ6lIKUzXu6Tnnm5Zee7mB7V5Z220en7cenCxZMLCd1QE2x8F3q1vcbme79rJsfoy1pcd3zHfztRyuZVOUnaTn4JIfV1EARfzoCuiDruOxAWyk2742zYlot58RClPkEGQc6bT+mA8tOqOTmbZ1erfq1Le282Zthf0ajatwxhyRPCSlpNQ1+220StwT7ExbRkMuHzOfRfvwIKRFSknFEgUlcVUDj29u6PJ8QcDXsx5Ro3DOzjsnVfsaFJbWGSXN8qMa4eks7t5xVSzSkv6sOc/5enbpmL+Pv38XUNXvZldILiEzDa+q48H/ocve7/f1ZB9bvivPvv+vh8QvHsvXicSyd5K6RB7IOGkXfi78GHBRzeTQopdLAA7l/eezAZSX/qVgOPCiEuBl4Bfhh7us/BH4shHgbl7F8ycGfcRFFFHEkwacJakM6NUGNOQ/vKdCHHVemUWIIPnVcBXPXu7vYXz+lkss/Usmgqbgox2DLj/tf93wH29pSZJQgq/z4JJRpNqbQ2BVXLNxQ+P15dp1Pk9SHBY8vHIvtKO54uZvLN7Xy64ubiDtu00OTAp9wiIak26AzJB1Ji69taactafHPZ0KRJnd4w9IM3hmwWbxxiDG0aVETj+7qZ/unmnhnwPYkJBaMD/PPZ9aMiJl8jHUkbeI5fbH6Eo2qgMbt02rZl7Tp8vnxSwdNSu7e3sGq2WNoCBvYypXb0KQA+9D9XUOsC0FAF7QlXaZ1NKTzwAUNHhupxICMrbj1xS7umhk9dCdQxF8FhrN3QjokbZBKsnBDM79aPJYrJ0e4fFNrwf1gO4rjVu+kqcxgzbwYP3+jz2M/+aQC5R43ICVHlflQOLx8SRMZB9qTNuc9sodoSGfFtFpiYYMHLmhgX9wkGtJpHjC9xsu2i8diSdAVnjt53jH+3llRjqn0I8AbLy/SFA5/pB3Jt15o46G59ehSFsj3PDw/xtiwJG69f+3lA9lq5bpDj6VjOgpDCqp0i7fjwmPQ5WO+LWmzrS0FuI2RgAaakPyhx+QHr/aOyLW3Tavj7u2dI54DqSJ7+S8Cqes0D7p1wBcmlfP5EypYuKGZaEhny+JGejKK8x7Z82eNdeenO/IMdgPBjS+0eTkzGtL5/sfrGMiKETJVw+vWUvnBsJelrtNrG5Q2jKdCG2Lb96Rtlj7RSlvSYsuSpvf9PIo49JC6zpv9hXXumnkxnt8X5+unRWhL2Dy3r59FR5djK5BCcOvUWnozDg/NrUeTcgSr/phSsLLZ93xOKWGwP2Fzxea2UWO/ecAkYSoSuI1jxdBzHqAnbXsbIPmppoTpUOmDgJ0GAUJI+hw/QV3xxMKx7IubXPNcJ5dvauXeWVGvHjkQB7Kk883upy9sBOxhEh0HJ7NxOOJPkZWUuk6HaRRMdt54Zg0TShw0W9JUZnDfjn5e68l6vi63Tq3l2uc6uGdm7V/oLyviUOKQN5ffBf9ntaeUehp4OvfxLuCMUb4nDVx0iM+tiCKKOEIgpKvRFA3pSOEyOcaW6igEz++Lc2K1j7QD+xMWq+fUE9KhNmSQshSdSZNzYiHmjy+lKqChCVg9p56utI0m4JO/3E9b0uLh+TEaSiT7E5mCManLN7WycnodQV3wzqDNTduGNPCuOaOGT4xP5Zp0Q0XWliVNDGZtakM6S4YVbmvnxajUTJwiyeOwxqAluWlbW4FMRdhwuOTYUvqzUOGXPL24iYyt0OVQ3B0YM1dvaafEEFz0qFu0ZmzF1VvaWTsvxoZdA9z+m16vKL9rZh1ZBwwpEMDYUgNbuXIah6IwPbDwfXpJE0ufaPUYoPf+tptvTqkpxmsRfxR5ZlHesHRcqU5X2qE64OZlpQR+Df7z3DFU+SVBXZIwFVII3vjceF7ryXLztk5vkRoN6ZSKDAhJRjNoj9tsaYmzcGIpuwdtfNLVgvz1xWNpSzoF5pI1QZ2fnDeG217s5r4d/URDOq1Jh4UbWjgnFmLNvJgXz21Ji7qQTqkBm/fGObs+RPgwkVEo4o9DE3DjmTVU+DW++kxhXv7WC53cMT1KqQ/4MyeU840zgcJBoAmFowQy97mtFLoUJEzH0+V84PwoU+vDZGyFpaAlbiLKDC7MbS4CREM6Gdth1Zx62hImloKagAYIulIWNUGNq06OFGguPzw/RrkB155eTcJSfOPZdi/O45YkZOhFdugHjF7b4KZtbayaPYYxJTqmA+fEQtx8VgTTkdz4QttIKatZdYQZ8tTIx5ghFZoQODgkTFdayycVNUGDfz27Dl3CC59sImO7UxdSKH56Xj2Wchtmd2/vduVStrQjgF0p/X1tWkldJ4VBS8Lmgde7ueKkCI+82c/UhnBBM3LtvBhVuoVdVAc44hBXBu3JwvXOko0tbPtkEw5QE5DUhUoZNBV1QUHzoPtsjYZ0Hryg4V1zcdTvw7YsbxNFolAIbEcV+HbAyKalQJKyzFHr6UUbWlgwPkyZTwCCN3pN7nzFnUrKb2av3tHnPfcXbWjxcqvpAFqArBK5e0xx+0tddKdtVkyr4yfn19OesIiFdUpFdtRN5+ywaag8sakqoCF0g7SmSNti9JzwAcnbHSwOvBZlmk0GjayStCVtFh3QNJ9Q4jBg62QcCBuCfQl7VGLWHdOjfG1Lm3edtrWluHpLOz88t55rX+rgxjNr3JgobvQf8figmsvFUCmiiCIOGoPKR8Z2qAs59GXguCo/Jbpg+ppmNi9uQqEYyLrFStgQSCGYsabZY5bmm2bnxEJccVJVAdtk9Zx6lm/tYOGGFjYvbuIHr/ayfle8YMf8oxEfg5bgptxI2HBW3ubFTcxa21ywm206MO+/3d/36IJGNClwFET8Asd677v6RXwwkFBwnb9+SiVTogH2J22ebelnWixcwNhYNbuea55zderyMVMb0lk3P0bKcmjOmQKWGG58LN7YwqMLGrn9N70e4/LeWVHmrd9bYKZ3/ZQawmUGCZODMqIEGMTHhRuGGP9jSlzG58rpdd7f2ZN2eHRBI3rOrKVK+8uYBxVx+GI4s+icWIjrp9Rwy7ZObjizhqu3tBMN6Xzn7Fru2d7D1adEWLxxb0EDbe9Ahm9OqaHcJ/BrOpU+hVCSXtvAseDCDW5OtxQ8+EY3/3BSJZrUGMjCt14YmX8fmhfjWx+r5pLjyplY7vNy8X07+gH45YVjMaQgazuAYsrPm1k7L4ZPExR7y4c/hJQIoDVhURfSWDGtrsCQ8crJEQazNoamYYqA2xgY1rgYzhL1S7zXpa7zVkLy7Rxr9O7t3Vx7ejVZRxHQJUs2tnhM+YawwaaFYwEHSwne7i8041s3P+Yx6KdEg9xyVi2Xb2r16o3FG1t4ZH4DlgMXPbqPaEjntqk1PLFwLI6CkCHoS1tkc2aXP3i1d0Sc/6W0dj/MECiunBwhZTmEDdAkXHNGtWvmBwXSPnnpMymF2yATBkJIujMOAxmL+rCGT0LGkjhKUV+ikbEVO3oy1IU0yv2SlrjDkhxLeu74Uj79eOH0RyQgWTW7HoHKacOOLWhkHypohsGbcUGFDx54vY9PHltBa8KisczPg2/0eTWt7ShWvdbLVydXEj7kZ1HE+wkhJfuTIxnCv25N0Jtxjf2OKjNoT9ocXaHRmxFeY/mn548BAXdMd6fa9gxmC3KxT2okLEFnyuaOlztG5LI8mxcoIDzcOb2GabHwqKzlsaU6z17URCSosbPfZEyJ4eXgtqTtaSk3lOjctK3T+7y+RAcULQkL04HPDrunNi5oZCDrFKwHH54fo6TEYNAu1FQeVAZSSL5+SiVf+EgVQsDbfVlPn/qheTGq/GLUqa33W97uUGA01vWvFjfSm1a0JzPeNQF3DXPjC525iU13omz1nHqPYJX/nvymQFvSYv2uuHedYmGD2pCGhuKembXveU1TxOGHD5cITBFFFHFEI+NAuU/DdCTdacU1W9s9TU1dQFATBDTJ+HIfYUPziqB182N8d0YdHUmLtfMauG5Kjce6APfnlz7Ryk1n1dA8YGIr+PbHqr3XLt/Uyu1n1+LXJZYDK2dE8WsUaIAJFKtmj+GtpRN46/Puv/xr9+3o54Qf7+K41TuZ9KOdDBbZHUcEHPAKxCnRIP9wUmXuFcXc8eVeYxnc67zsyVbumz2G1XPqydgOt59dS0NYZ2tLnD2DrhFOwnToSdvez2hyqODMN5/zH1++qZWlkypYvLGFPlOO0Hh7LzpujhKsnF7Hrz85jp/PbcDOyQZUBTTvb8nH67Grd+I4qthYLmIE0o5k2ZMu4/3/nV5NxlFcdXIVbTn2/s/Or+ezj7fyT6dGWPpEa8F9snBDC/MnlHPztk6yjqDC7zZ834xLpq9ppi1heXk4oMGXJ0cIaBIhBAhYMa0Ov+ZOnuQberds66Qj5fDFTfux1RCzCNx4nvSjneyLm8xdv5c3ek1vcydpH/4LviLA0Q3SNowr07EckMLV1awKaFx7ejV3b+/GpwlMG770dLuXH4WUDGCwL6m46uk2ftuVYXfcpj+ngd/rGCza0MLSSRVcvqmVq06uImEpbEVBY3npE6185rF9ZB0HXdPYNayxPCUaZOX0OlKWYtWcei6bVM7qOfUEdMGq2WO45oxqr96oCOhYufjc1pbi42v3cOzqnRz/o52Ytqvv35myGVems3JGlFipzqMLGrlsUvkwrd1Da5xVxB+Hg+DyTa2UGBIpJE5OosfKadTevb2bmz9Ww3FVfqqDGg4gcBjAT0/WVbRqS9jc9mIXHUmbftOhLWUz++E9tCct9ifcjYSgLjEdwc3bOnlobj2XHFcxosa4fFMr5X6NupDGOzkZoMwh7scIKUlrfnosnUUbWlDA3360iiUbWzzvkNt/0+vVtCf8eBe3/6b3XTVqizh8MaiMUWPs08dX0J60+ezjrVgKXu1MkrFdpn00pPNf50TJ2LCjO0NL3OSN3gxjSnTumlHHY7sHiAQEDnjHyOfXEfrzysjJTLjncNmk8oLaOp9bA7rgZxfUI4VgIOvwTr/JZx9vBZR3zLxx37Rf7MZWcP2UGk6r9RHQXJPUS3/ZiuXAYNYpqB26UjaX/nLfiBql3xRc+th+pq7Z605p5XSWf7yjj0uOreC8R9zc/YNXe1k9p54HL2igM2nhk5K7t3ePeE+dI6C5PPxagHvuGVuweGMLJYYsqKsAvjS5ymsmLz8tQlfaHvE9zQMmtSGdWFjnfy9xpXMWbWjhjAffIZvNUqrShFXRxO+vCR8Uc7mIIooo4qAR0N1RJuG4C7+V0+vQJCwYHyZhOexP2N6Cb+vF44iG3GKnzC/oyThcsdkdVSoxtFEfgLGwQVOZwZu5QumlS8exZ9Biw65BSgzJ2Q8Njfqsml3PXTPq+I9Xe/nM8eWkbQUIzn14j6eXVxXQC3TAwG3kGZLiPMcRAKWUV+D+Ym49g6aiN20TMjTak9aoMaRL4bEY1s2P8UJrnI/Vh7nlfztZNbueEl14ZmJNZQa2MxQITWWG13jOHy/f9M3aakRh/n+5WR/I1qswHLoGbVbv6OOqk6vI2IqkafPDc+tJmM6osfpuunNFfLhh5+SJfna+y8gJ6VDh11j2pNuQ+8n5DURDOnUlxqj3SdZWLJ1U4cagJXEULM5p4lf6NZrKDMIG7Iu7EkQ3nFnzR6cEAhre67pk1FhOmI7HgMqfh+V2goo4zNFvSgI6ZJ2RjOEfn1fvNoVNRciAmz9WQ3fGocvnI2wI0ia82RPnzplRTMfdsEiaDgMmBDRRkGcbwgbfeLadf5lWRzSkc9/sMcxd7+rR3zOrDk1IhFJ8NOJn8+ImbAWGhO9t7+b23/SyYHyY66fUeCy4jQsasYaNUbvGqGrU+NQl9Gccmko1utKOx77Pa6CCu1GSdUQxZj9AOLk6oCdtk3UMnJwGdiysYyu47owIaQeW/M8eb8LpU8dVUOF3iAYlgyYse7KV/zx3DClLUYX0/D/qQgZXP+Oy5rO2IhKUXDk5Qtinv2uN4ZYMimue66SpzHA3qA/BMzpfM7QmFQNZm4aw20wKGxA33ftkxUvdrJ5TX6wV/kowXOIhj2hIx1FQm5vCsB34mwnltCZcDd3bz64lEpTYCiZV+bGUe4+YtoPSBP94SiX7kwrbsb1jDCcv5NE8YOY2JIbq7G99rIaUpVg9p55yn6AyoJO2FbpQOA4s3NDC6jn13s/D6M96XcJVT7fxzSk1RAKSlOVwz6w6ArrkMwdMAtTlzvHAczMdWH5ahEUbWtjVb3LF5jaiIZ1PH1/h5eYp0SBXTo4UsJ7Xzotxx/Rarj4l4kl6bGtLYR8Beg+jxYMUePlv+Hs9JRpkbOnQ51UBjY6kNer1qAvp7B1042D93zQQNwEUoT9Xw+oAHOj7YTmCrKMOarqziIPHB8VcLpZBRRRRxEHDVpC2lbdYqwpoGNJlsu3qN3n0nQEeXdDI60sn0BDWuf3sWkoMgS41r/FQFdCQAs9BOI+mMgNdwC8vbKTc52qEVgVc48Drp9Tws9f7eGpRI7uWTWTTorGEdIGhwd+fWIUUwmMy5RvaId3Vdf7xeUNuxfmFsF6cGTkiYAjFgvFh7ji7DgfhsR2lwCuihiP/+V0z6jgnFqItYXF6NExdSOOuGXWMK9O59cUutrWlvCJ01Wu93s8+PD/Ghl2DBcfLF3SWU1iYDhXmI5HXw93RazNjTTMT7t/J1DV76DI1T1JACsHbfVnak66OY1AXrJkXK4jVR+bHvHHAIooYjhIdvjujjo+v28PE+9/mt52ZAgaLJuCGKdUopUa9T6RwF69SQNZ2zczyCxK/Buvmx1AKKgOSu2dFKfdpPLOkiebLJvDT8+q58xVXe7R5wOTu7d3UlQwtEHUBDx0Qy+vmxyjzSc8QKP91XUK/CNKlAvSLIFIvci4OR1iO+/x/54Dn/KMLGvnvnQPEwgZlPolpOaQcWPpEKxPu30nShoDmcFo0TEvc4tWuNO1JC5XL5/laIJ9nbQVLJ1XQlbK4bZge+H2zx9CetNGEImUr3u43mbW2maPvf5sZa5q55NgKLptU7k2a5GOxLqQR0ARbLx7HuvkxfBq0JazR6wIBu/pNejMK01Zs/EQD7yybyKZFTZT5JDeeGRlq4hXxgcGXqwOOqdCxHVf7e/WOPgzhei3UBA1+npOJ2LVsAn9/YoRnW+KkLEjlcls0pDO+zMeEch1bKb4wqZxdyybi5OLt7u3dGJorm3b5plavxlgwPsy6+TGeXtLEuvkxFowPo1Bc9mSb5xESkIfOi+H1Ptc3pDako+XuDQHeht22thT/+lIXD80t1gp/DfDlruuUaJB182O89tmj+NkFY9Ck+xxtKjPoTdueqejqHX0cVWaQthX9WVfOZV/c5O2+LAhByBAkLdfgr8QQ3jHy+XU48rnMlyMI/dc5UTpyjP7lWzvozShmrGlm6eOt7Bm06c04XpMzT4bYO2iOmkv3DposnVTBko0tpG3hbgoK6B3GrM0ziv2aKHgPnl7SxMYFjQQ0GFOiMyUaZGKFj7XzYjxwQQOagJXT6zy95QMZ2Ys3tqALQU/aba6vnlPP10+pxCcO/7ydj4fhcHLTjStecnWt86/fMKWanX1Z7/OetEtcGf49+dorbdrc/nI37UmbhKWYeP/bnLNuD21Z7T3XXPmcNXXNXi59bD87em2mrtlz0NOdRRw8PqgqetIH9HuKKKKIv2JYtmJv3OSYCt8Qy1MZCOGOy37y2Aqufa6DpZMq+Gi1n8ZS9wHXEh9igPTkDPxWza732E93Tq9hwcRyLAdCmuDJ9kGu2tLpNfxCOvzdiZX0ZBQXbXRdwm+YUs2ptX76s4qqgEZL3B1RXDnd1YI0FdhKUBXQPGfthOm4ze0iveOIQKkwuXNmlO9t7+bvT4x4Y2G2o7wi6kA9zG88287XT43wj6dEiJsOCoWtBIZ0TSdXTKvjujNqqA1prH+7n7PqS9g6sZzqgIZCsfjoMu7b0V+guTy8CZ3HH2MKZaWBX5OMKxNsXtxET9pmIGtjOnjjib+8cCzLnmjlrhl1nqlUNKRz76woEyp8BDVBhSiOqhUxhOEsEc0RXDJslHT4yGRVQEOgmFDuoyVuFuTaPOu4I2kxpsRgf8IkWmIQNgRPL2miNqSDENQFNcBBKcmewSHX8atPcRvXK86uQxMue2bppApMZ4jB1BI3KTUkv1rchFKQdRSVfmiJQ1vSlXjJs0F9EnYNDB3/+ik1HBMumqYdbtAlWPbQc37u+iFNyDXzYoQNQcp22Nlvcc/2HlZOr+PEah8a0JlSPNvSz6Kjy2kIu8uefXGLEkPSnnTjM28I1ZG0OKrMoNwvcZS7efeT8xvIWA51IQ1NSt7sGak9uXhjC08taiTrCO/r/3VOlOqgawBXX6LzcluCM6IBIkGNeNYpqAtCusBW7n0f1kJuAAAgAElEQVTUlbbpz9gcU+ln5tqheuPoCh/PLGmirGiu+oGiwge3Tq0lpAu03NTZDWfW8Fa/xf54hhmxsBeTK6fXMbHCx6Kjy3EcB9NxY/e+2WPQpcu8r/LDJcfl9IvDOrUhnX861d0oO7bS79UYz7cmuGVq7bBNN8HdM2uxEfzk/AYMCWUGaFbmoCtKdxx+L08sHOvKdQnoSVusml1PygZNKM8g7b4d/XSnbTYtakIKt9leWawVjkiUCpPHLmxkf8Lm0XcGOLU2QspSPL67n4UTy1k1u56b/7eTO2dGPT1lU4Eu3cZxfYmOTxNUBzRCuiRluc/Y5gGTlOVQGtQL8uuBmsulwkRIyfc/HiVpwfx1zd46Kl8z5D9+dEGj1+S8a0YdPz6vnjtedjXyh+dSv3SnA1dMq/U2ELtSbk6dWOEr+PubB0x8EjZ+IoYuXYZzUJc5SqSgqVRn3fwGVv6m2zPe/uG59aze0cctZ9UypkQWGPeteKmbE6p8WEoQCxuUGIKU5fD3J0aoMGwOd6udUmHyyPyYJ43RVGbgOI5371/3fAf3zopydIUPB1j6eKt3XVe81M1tU2u585VuT+u6OqDxry918VRL0ruOmxe70hh5+ZEtS5ooH2Z8UWgoKNClImkVes0IKelTfhKWxcrpdVT4pRcv4LLvWxMWZT4f/gPMI4t4/3HQLX0hRJkQ4t+EEC8LIZqFEHvy//Lfo5Tae7C/p4giivhwQOr6CCaZZhj0iSBCCu7Z3oMmHNbOi7F6Rx8K18k9qGvcnDPau3pLO0ffv5MZa5oxnUKW6YqXuvFJQW1Q8qvFY2n/4kSmNoSZsaaZiTkW0tQGdxc9//BL22BICQp+el49D1xQz/hyg5a4zZyH96DA20mvCmiUGJKOpMXuAYv7X+tlXJlBtERnXJnB/a/1FkghFHF4w3Jg2QmVdKUs7xrf8XI335xSw93b3SJq68Xj2LSoiXGlghXT6ji+0iDrKD75y30cff9OZq1t5q0+kxNrQjy+ewAp4NsvdDKxMsCkKj9Jy2H51nb+0JNlfLmPly49is2Lmzi6wuC7M6O81Zvi/HFlBWyAh+fH0CUjdualrtMcV1z9TBu7+i1mrW3mtAfeocLvMunzY4qacBcBrkSH4omFY7l/Tj0Tyn0sf7YdDadYjBXhYThLZPz9u9g7bMNuSjRINKQXMFha4haahDtf6aHMJ7h3VpSXLh3HLy8cS0NYpyFsENIc/JogoCk6kjZLn2hl0o92MnNNM2/2mfRnYeOufqb9YjdXb2nnyskRVv6mm7qQzo7uDF/f0s4tZ9USC7sbLQ/Pd9l0X32mg4yjaHVnL+lIWvSklccuzDNef/5GH9nc8yFvxPXgG33ElUFc+OlRfuLCX2S//AUhpMQ2ApQZoGsQ1DWWHOCXsGRji7cQbQzrXDk5QkhzmXUO8EZPitnjSnmrz+Se7d1YuWueMB3+5cVuoiUaf/vRSir8gmMqdSIBjZ60wznr3Jrg3HXNZBxFbVAja6uCjZQ8223tvAYGsorulMXGBY3sWjaeybVBZqxx2c2z1rp1RdJymXoZWzGxwkdtSMfQBDdt68JRbh3Rkcw3vi1vEgpcM8O9gyZdlsGgCFA98SP0qEAxRt9HSF2n15QMZt1GsSYAAVtb4hxVZnB0ZZBsTqatecDk5BofFX5JSIeuHPOyNW6xe8BEE66lV3da8WZvhq9taSdpOTSGXfmgupCGnmNx9qZt/unUCCFdcHQuTsaV6XSkFDPXDDHmdw3YZKXvoK9/1nEbMr4ci3Nf3JXfKPcLLAcGsoX589aptfzH77qRuDVSsVY4clHul1T4BX9/YoSMrUhZDidUhxg0bepCbm6UOPzzmW7NqwEJU9GZsjA0l6Gbst2aM2Mrb721Z9ACoagNDeXXX144ljeWTmDLRU2emd/OhOSVzgw9w1jFVQHN88uZFPHnvu5ucOTrVgHcOTPKmBKdo8p9+DVBxlZ85Zl22pKWx5bOy9iUGJL80uuySeW89tnx7Fo2ARvwaZLOlEXCVJz3yB6OW72TmWubeb3XpC/j8I+nRPj9Z8bzxEK3flkxrY67t3fj1zRW7+jzWMo/Ob+B66ZEOGddM2c8+A5z1++lO+3wtS1tvDHIYT8ZpRyH8UGL55Y0suvzE3huyVg0Kbx7/0fn1TOpys/P3+hnZ1+WtqTFdc93sHJ6HSum1WJI+M7ZdRxX5acjabH0iVbu29FfII0yXB4kLz+Sx4F15tQ1e2hJKHYPWnzp6Q52pXSkrrMrpTN9TbNXG5b6NM8DKW+me8XmttzUZpHF/EHjULzT9wKnAN8GqoArgT3AykNw7CKKKOJDBKnr7E1r/L47AygUkBUGbwwKZqxp5ic7+rjhzBq+vLmDSEBw58womhD4pOONsx44oqQLeL414Y38b2tL8dBb/WhS0Jaw6c6oEeZ+ize2cE5TmCnRoLsDb7uLhDMefIdPP97K/oRNQJMszhn++CU0lbqMvITpkDAdVu/oozqgMfeoMuau38txq3cyd/1ePn1cRXF88AiAkBLHMNAkaFKQtBxv5O6pliTf/20P/zajjpNrA0RDOqUGvDOgeHz3AAmbEY7Jy55sZfeAyYKJ5dSHNf7f6a5h5NInWvnipv1cOTnC6h19BHXhNYL3DJrc9EInNSH/iEa25ThM+cXIoqnXNli8saXgXpgSDVLm0/jpH/q8JuC+HKO0LWnx8bV7mPPwHvbFLZZvbeefz6wpxmgRBTjQ6CW/gMwX8p0pl+WWZxb5NUHGcrhuSg03besiFtaQQnBBzgRn1tpmWpOK6qBrYnWgicyyJ1vZ1W8yd3y5t9GXN7gUQnB8lZ/bz3bNg2pCGlJInm2Js2lRE3dMr6M/4z4TDM1t2K16rddjF+Zz8SXHVrjGgDv66EhadKVtrpwcoS1pHxLzzCIODlLXUYaf3qyiOwMRgxFmjTCk4Z2xBUFd8tjuASZWBnmzJ4UUcHo0zDv9Jne+0s0XPlLFvrjpPZ+vOjnCk7sHOabSjyYE+xMOr3ZnRtQEiza0YCPY2Z/1NhnzsX/1lnb2DFp864VOBIIfvNqLFHLUusInBf/+u14CumTOw3uY9KOdfHHTfq6fUoMuFdUBt1mRbzLfNrWGhKW4YnMby7d2YDpw9TNt7BywmLluL+OLi+f3DbrPh6MZKKWIBF0jRtuB/rTN2bEwd2/vpiLXfM1f53K/RCkYNF0N+LzufF1Ioy3p8JWn2+hOWxxf5efh+Q2EDEnSclBKUebT+HVrnOun1PDIzgF6Mg5J0yHsg5AuKDG0UWOqM8NBX3+fHJIx+uG59dz5Sg9KQdJUGJJ3zZ+9GQujGHZHJKSuY+t++jMOIV2jLWlhKfBproHlZU+2Ec86lBiSuCUYG5asnBFFl7A/4XqDdCRtBrIOSza2cNXJVehSeFN9q3f00Z8e6hzGTcU7/VksR1EpXSZpvq4oMSQlhvA2qB2luG2qm1t3dGdyX3ebnM8saeJH59VTE9T53vZu3u7PkrYcLvnlPhZtaPF8GFbv6OPh+TFs2/Fyql8TfP2USq44qYprn+tgz6DF9Iea+ezjrUSCOp9+fN+odXvGgZ6MSyY6/kc7Oe+RPfzTqdWkLccjNE37xW7OXddMd1oVmL3n65ZFG1rotQ9/M1blOIRVhiqRJqzS1BsmV06O5J6PFu8MZJk1NszxVT4euKCBtqTlmuI+0YrpQNZWXLO1nUUbWgokyPLN/vbEEEvZ8yDKYTRDwcUbW0hZiisnR7jxhU567ZHfs2RjCzdMcddUo0mV5M0ji/hgcCgeCXOAxUqp9YCd+/+TwGcPwbGLKKKIDxHiyqA7baPh0Jdx3d3jFl5BvejoMpKmw3fOrsNWkte6MyzcsI8lG/cXsDLzmBINYinF350YIW05/Oe5Y9h3+QS+PDlCf8bhU4/tw5CjL1ZtB26bWkNTmUFbwh29eXpJEyun1/GvL3V5ju/LT4tgKbh/Ry8TynROqvZzVLnBVSdHuPXFLkDx5MKxvP35iTx30VjGB60iy+MIQFYa9GcluoAS3R1xC+kCy1FsWjSW26ZWowvhajBKyDiwaGMLnzm+vMB8L4/mAZMSQ2I5kMg6lPkEx1b6uWN6HSunuyyI66fU4JOgevYR0NwR6adaklz3fAd/+9FKJkX81AU1bvvfTsI+V8utNWGRkkOjfqajRhioLD8tghTwXzv6+X1Xiofnx7jzlR5KdJdR+utPuozSieU6d86MMrGkyFouohAHGr2seKmbjQsaWTWnnoAuiAR1rnluiMESNx1spagLafzbjCjlfn3EhsvijS1owhUJerf7JWU5nNMU5rJJ5TQPuK7jSin+0JPh68+288ljKwhqClvBVVs6CWquTFF92KAmqPFKe4qjyg3mHlXmsW/eWDqBpxc3URsU/OKNfm9x+LUt7SQsNeI8iwuTDx5CSvodjb6sKyWgC0VX1jXPG02701JuHpbAlydHMB1XZ9lR7oRGiSFdLeW0zfKtHVx9ytDz+YKjyijRoTKg5bRC5bvWBN/e1kV1QOOhuQ1e7K+cXseYEp0vTa7iOy93cevUGsxRjJHyI9iXHldREIubFzdRG3IX7re+2MVVJ0cYX254+qZlPlfe6MG5Ddz5SjcrptWhS+HpfnoxSuHIdxHvHVLXac8K+rLgINByGsiWgm/+upO+jM0XP1pF1hGeNvFlk8rpz8LeuOU1nJefFsEQiqqATtgQfP/jUZpKDUp06M04ZC2HEt1lVEoh8Os6ize28HcnVrmyAj5Ba9xhxppm0u9SVxhScOMLnQeVo8o0m6MrfAgEd2/vZumkCjTpMkhRDpccWxizTy9poiYg8GuSSq24EX2kIZ9fuzOuzntX2qYjaeUmOtw429aW4ivPtNOTey1uCbbtj5NxXIPK2pDOsidbvXzZEDboz7gbtPkYshRUByQnRPzEwgYfifhpDNie7FS+ruhJ22Rt5en1WgpP5uC1rjTr5sdImIqz6kvI2opvPNtOa8Lkix+tIlri5shNi5r430uO4tEFjUQCktunRyk13Ps1n1N1AVeeHGHxxha+NLmKpU+4cnC3nFWL5bx73e4oGMw6rJ5Tz7r5MdfY7/F9lPjkiEbmRRtbWH5apOAY+XrcPALLauU4aLjTlT1pGylcss2+uEWsRGPLRU384XMTeGLhWEDxb7/p5srJkYJJy3yzf938GN95udv7+rr5sYL8MZqhYP4a5Jv05rtcpwk5ucw/bh5ZxAeBQ8HPl0B/7uO4EKIC2A9MPATHLqKIIj5EMB34750DfHlyhBlrmlk5va5gkaZJV5fw990ZJpYbBHXp6Xvd+1v3gbZxQWOuGFBIITh33ZCL74a/ibE/6ZC23abHObEQhhSeVmfeoKE2pKNLOLbC4Nklrq6cKncLnljY4M6ZUQR4DzJHOcw9qoyvPNPOVSdXcXSFj7JKyXdnRrEVBKSiFFeTriiIcWQg5biNYF1TtKccFm1oYeX0Oq7e0s4XJpUzb3yp14RqKjN4alETzQMmgyaonAFGNKSz/LQIY0t1QoZGQHOdl01H8FafiQDqwzqxsM6kSJ3LVN7WyfWnVxMVFg0lOluWNJG0FFLAvrjJNc910pa0WH66y+4o92vETUGJz8A2TS+ehzs752M0r317TizEd86uI6AL6kp0r0Feojn4nCyOdQRWwEW8rwjpeLm1J22zYdegt0HXPGCycUGjx2ABd2Pvtqm1fOJ/XA3FrRePG7XgNx23YbhgfJilkyo87cLnWxPUl+hIITAk/PPHavjG6dUENMG3X+jkqZYkPzy3np+/0celx1UQNiRNZQZv9pmU+4cMXJvKDDZd2MgxFQZHTY5g5zRQDQkDWWgs83P5pqEF5vDR3OHnmXVE0Zr6A8SgMrCUxFJuzrQUoCBr26ydF/M2nPOay47jENQ0WhM2ZT4NvyZpTbiyEh1JC78mqM193Ja0WL61I7fpJnirL8upNQZOThqgJqix9eJxdCQtVrzU7RmwGtJtVP/Hq738w0lVXPDIUG3x+IVjqQxoLJ1UQalPeiZIzQMml00q59ozIkghSVowJqTxpVwsahIM4brcVwYMVs6IoglFQBNcd0Y1aVsxkFXctK2Nf5se5V+m1bGzP8u3t3V5DL28SWXGEYT/0hfurwR9jkHGdiVMwNUcDunuJkfeoyB/7Td+IsbaeTFChvRkAWJhd0JobKlOZ9rh5m2d3H52LSnbJU6EDUnGdggbOp1p26svYmE3ZgSCSr+OrWBxzufDl3u2nxMLefFkK9cA9fuzaskqSZcKYEhBpWb+ybrxQkp2JiT9WYuxpTo3nFlTkD9/eG49nckMX54ccWsiCQENHCVp1P/031PE4YNBZWAqV3onL+O3ekcf155eTblferlrW1uKRRtaaCozeHRBjDPrw9i5NVl+imS4Geo7A+5USP5Z/s6AyY0vdHLPzFoqRAYUKEcSF37Xu0FKFowPs+KlblbPqefu7Z2snF7H2NKh3Hn+UaV8+4VObp1aS21IpyVujrgHV82uZ0yJK8GRyUkXBTUYNDW+OyOKIaEv63D2mmY25Wr1/L22cnodl29q5ZklTdw5vYa/mVDurts0iJsOfs3N58dX+elJWyRMwV0z6vjKM+3eezEc+Zo7j+H1uJHTbD/SUCpMbjyzpkCL+ZH5McpFlkFlcP4jewveh+60zZYlTdhKoQmBRHHPrDoMKfjuzCh3TAefBpnOfTj+Ku/n8oaCw4+Vf//y5ILha/bh3xPUBKvn1DOmRB/19XfzqCni0ONQMJd/C8zIffwscA/wfeDNQ3DsIooo4jDDaJrIhwpmTt8231CuCmgeKwTAdpQnOZGyFFV+yb2zojy9pIkFE8roTttcsbmNmWuaSVmKpU8U7ihrOSmLjqRFQBNcc0Y1PWmLNfNcF+5bzqrl+dYElX63OT1gKtqSFn0Zm/1Jm5nDdJkNCWvmxUiYDv/+u15PV0wKwe+6MvRnHCKaSTUpwk66yAT9gCCkzOmluvE5KFzd1GCo5M86TtZ2F1FJC2+hteKlbn5xQQOXHFcxgt0oc3EqASEUmxc3snpOPcdU+BBC8OTuAXozLgPpM4+542OP7BygK+V+7bjVOz15jJte7KXfkji40hhJy2HOw3v4+No9XkPhG8+2A4KvbWnnnHXNvBUXCCkJaa75xnDX5p607cXovbOifG5SBW/1ZRnMOlRpJhGRokKlMKyiKc/hjvcz/74bhJTsTyovt169pZ1vnFbtNZbBZXTmZTHAHbEebrAyXPc+j6Yyg76MhRAO10+p4eot7cxc08zzrQk+dVwFsx/ew6cf28ebvSbTH3LvkRlrmrnipCrOiYW4fFMry06oZNGGFla82MWaeS4jvzYoeWLhWLZePI6V0+v4+tYO3uxzDYbiWZurnm7DshUC4U275Ecp3+08ffLDsyr5S8TYgcg6bkPZkK5bva1cvdvdAxZv9aZ4ZkkTb31+Ik8vbnK1bIUgk5Mj0qU7wdGRtHCU8iQw8pITPzy3vmCUd0yJTlCZhHS4bWotc9fv9bQcbzmrlgXjw6yZF+P51jjr5sdYfHTZCN3n5Vvb8WuCo8oMLEeQslzDs99/ZjzXTYnQl1HMWuvWD//wqzaSOWb/Pdu76cs6vNaTZV/c5A89GeKmIm46jC3V2ZWT87hycoSPr2vm+B/t5IrNbdxyVi3RkM7lm1pZfprLEpNipAb/hxkHE8dZ293U0KX7ryXuNlC70jZjSjSv7rx3VhQhBA1hgU8Kz+w3qMG6+TFChuZJBthK4Ch3cyygCRSC33dnCuqL6qBGU5krx2Xl4j6/8eUoh60XNfH10yK0Jx1mrXW1l+96pZv9KZXzDdnJ9DXNvJWQf/Lfmx9FX761A9tx9aQ3LWry8ufd27s5ujJIRLfofft3VKgUAStFyE4VG8vvM9x6NkC3CtAngqS1Q6OvnnXc2Mprz+fN+m59sYv+jMW6nH8B4MnByWGTek1lBi1x05PBypuh5o+Tf5ZfvaVQZu1ATd3pa5q5fkoN0ZBr/HZdrg7IS2F87dQISza2sH5XnMue3E91QCvwccjfg2HDvbe+t72bhOmQshzO+Lmbb3szFikb5uVMYPNryvz/Y0t1/vPcMQQ1mBYLM2ttM595bB/9GZtBcyhvz1rbTNxU/ODVXhKW4vaza733YjiaygwSOYrycNbu2nmxI5blP1KLudGbws2bAA6PlxvPrKFCZKgiTblKUarShJ00fitFpUpRLVKUOSn6eroLfs9ox/rhufWseKnbI+xUaiO/5+H5Mb7ytFuffi5nMjj89bx5ZBEfDA5FFfJFYHfu468AKaAC+NwhOHYRRRTxF0JFVWRUY71ex3CNTaRAl5AWBpox9HAdau79+WZIeX3b/EO/J23zPzv7WZvTS77jZfcBk5ec6Mm4o3yxsEEsbBQ0/EYbbZUCr4h3FJ5Ryfd/28PKGVEe2z3AJTldud0DJj5NUF+io0vJRQcsJncNWHz/tz0cX+Xj0uMqPOO+MSU6kyJ+xgadYuH9AUNIyQAGPl0ipcB0wEbybGuSdGVsVPO7fhFkQLiFew8B0pof2wigSSj3gRBDzIRtbSn6TYf2pDUittqTroaxA7QlbPoyrjHIm31ZHni9j7njy71F5B1n13r6nxc9WhhX+dEvhWB/wuYzj7dyxa/auHdWlNeXTuA/zx3Ddc93sH5XnGVPtnLf7DFEQ67kwKAyGDTh+7/t4daptYwv19m8uIljK318qhijRzykrtOS0VDKQc/Fd49toPv93uvv1kwZnpcrGif+WXl5NB28rgMYvtvaUlzzXAdPLhzLm0sncGylv+D1/AJ0eMG/bn6MnoxD3BQeE/WySeV8eXLEy+XLT4sUNKnzchrLT68mGtLRpKB5wOS+Hf1e3IPL6rccxXFVfr5zdh3jynTWvjlA1lFcfUoEIcGnKepyGuT5UcrRzvPDtDDR/X56bNepXZeCgK7otDSkrhfEV1ILEpeBQ256KHUdywgipcSQkLJsfFLh1wT/s7Of8eUGdSV+vre9G9tx5VAqAzpVAYmdG5cNaq5u6OodfWQshxvOrOHWF7sYyFrccGahEetTi5o8GSDLESNi7fJNrdw5M8rP3+hjfHkAgRoR2wDrd8UxBJT7NUCRMOHcdc10pCwcJQq0ctfvinPtcx2U+8TI2qHKj1+Dj6/bS8aGupDGrVNrPfmNvAxGvqmcZ3Otml1Py6BZ1F7OQeo6fY6GwjV6VECnZZCQwT/p/dFymxo+qfBprmQKuFqzCdPx6s4TIn4ifgg5pqdN/M0pNTz4Rj81Qbfh3Dxg0hg26ErbCARfmlyFrRghwbKtLcVg1uahuTFQCl26Gyo3TKnm7u3dDGQVv+vKMDBsYmRKNMiXJ0e82gKGNML7nD9NJiM/ir6tLcVtL3ZxVkOY//hdN5V+V87guzOjHFcGtvnhyIGHC/KN2D2DWbTc8z7tSJRhFMTwaM/9/2sd5svF1uodfdSFXO35vJRF1hFU+SVr5sb4w+dc2Z6JFQb1hhvj//12P+vmx7hnew+r59R7pm6awDP9Gy2/wrtr6n53ZpTLPlKJ7Tg8tWgsp9UGeHh+zHu+g3t//OtLXVx3huvjYGiCupCbM2OlOlLAWfUlfOuFTmwFq+fU89Kl4yjz6QU1e75W70i65qvgGsXbCoK65PGFY1kzr2HUdd/SJ9z6fNmTrTSEDRJZZ9RGfFAXvPKpo3hmSRPHVBjcNTPKMeEju94u1GIeIqL8scbze/kd7rHcOvLeWVGue76DtqTFw/Nj1BrupMSBv68mIFi/Kw64cZI3GXz78xMP6nyKeG84aDqCUmrXsI87gS8c7DGLKKKIvyykrtNfEmXxmmZvBGbtvBhVAcGstUNfWzW7nrqQRplPUq7rDNg6SQve6hsa23x4foyJJX/aQ9WvgVLCayjftK2TKydHeG5fnM2Lm7AVlBlQFZB8d0YU01HoUnDvb7u57CNVBQu+4bIAeeRHVbe1pejNOAR1QcJ0eKolyecmmXzhI1Wc98geoiE9x2hzxxtTlsMj8xuoCOhoufNM2fBUS5L7duz05DR6Mw4NYZ2IZmKbR24RcaTC0nwoS7Fn0C4Ym147L8Zz++LEjinFEu5iyqcJ+tOKa59r4+pTIp722k/OG4OpFOU+QVfKwafJgjjySeGxG4fH1r+82M2tU2uxlSJaontyLFUBjWUnVHrF7U1nVlMT0j39z2hI56G59dSGDHwyx9hzwAF+9nofzQMmzQMm89bvpanMYOX0Os8ko3nApDfjcMtZtVz3fAdZR+CTKheX/d65NZUZbLu4ka9OrvS+p1RksY9EAbgPMeIYBDSHrrRi8cbC3HxcuZ/X+0d+/dhSg7SS9JuuhJDLLhrgxjNr/uSCezQdvNHugbakhU8TrH+7nwUTywte39aW4u7t3Ty6oJHejENVQKM/Y+GTwtv0mxIN8rVTI6StIU29fNN3SjTITWfV8JGIywzN2vDg3AZvYiDfYL5vR39OpqaRMSW6x87KOopLj6vAsNNoIT9Z25X60ITi4fkx9ics79mQX5jUhnQawzoV4sPB6Nd9vlFjqL5EYGkGu/ptb0T/O2fX8tnH3UbsgvFh7pgeRaJyucV8T++X1HX6bI3OtM2bPSnOHRsmYQqUgpAGUxvCbO9IMq0hzBUnRbCVu4kgbIeQsLClQVOZwf/sijN3fIjrp9TwzV93ct0ZEe6cGcVy3FHnu2ZGcZTCEIpSkfFkgLLvouVoOjD3qFISlmLZL1tZOb1u1LFbBNhKYcihZnJD2PD0d/N1gitTpEha8O0XOlk6qYLOlE1P2mb1jj7unhXlmSVNmA5UB3XWv93PVVs6PRZXXgajKqB5GyOgWPbEftqS7qI7TOagYuFIR1YadMRtHnyjm89PqqR50NXtTJgOE8oNxhh/PEb9muuNkLAEAU0R0iGoa1QH3ZyiSyjRFAxAnUwAACAASURBVD4rDbY7bV2pm1xybAUPvtHHshMqkQgMzZX8QQiytoMmoDE8NOZ9YJ26s9/k+dYEV51chVIOCJhY4eNLk6tYuKGF1XPqiQQ1byPuH091pSq+MKmcL3y0Aic3+e0aa0FcBigV2T/6tw4fRb9vRz+v9WS5YYorQeTP1QpW9q8//x1uGFQGKdPEp+vMOGAtdky5gcpkkLrOm3FZkLMfXdBI1pZcuGGv97XHLmyk1BBkc1IvZZpNvwPXT6nhpm2d3HhmNd+dESXrKHyaoGXQlb3oSFk0hnUMIVHKoVI3mdoQZmtLPCfhA8/k5A90KQhocPesqPt7NEE5mQKZtXfT1FVKMS4sC+rT8iD0Kn/B/XHfjn660zYrZ0TZM2iyN24ysdzgYz/fU3Dc7V0ZNi1q4s3eDGm7sF756jMd3DOrjpTlymfMW9/Mxk800Jtx6EzZjC3Vc2bAgmeWNKEJuP+1Pq5/oYvmAZPjq/xEQzqOgnKf+zdvWdKEmXvvfMLN7e7fMVQ7OH/FS0LlOO4zR+BKnxzEoJd7rDSluiQUMXjg/HqvrsjH0oG/Ly78I+rNq7e0u89ClTmo8yniz8d72t4WQlz2p/w71CdbRBFFfDDotQ0Wb3SdrtfNj7F6Tj0py0GTkscvbOT1z03g8QvHEgvrVAYEIV3SYRrsjtv8vjvDD17t5fsfj/LUokZ+9nofHebQTvsf21HXBOjSYWpDmOf2ucXL0RUGCyaWAxCUioCTIWSlCGoOrQkLheJLJ0UIaENOw+Ay5YaPaTeVGdi247Ggd/Vn6Uha1AQ1Vs2uJ2G6zeaV0+tYNccdAbvzlW406TYiTQfSlo2lHPbE3dHqPMMt/yAL6YJq3Tqid6ePZAxaAktJbtrWWWDAeNO2Ti4+tpykLRm0BKYSvDNgIQXc83E3xl6+pIlfzGsgaEjaEjZbWuJkHZftPjyO8iOEq+cUxtZVJ0dQOZ1vGGJb9KRttFxDesH4MJ+dVMHbfVlqQzpZ22HVnCi6lHxvezf7EjYz1jTz6cf2sWfQ5EsnRXh96QSeWDTWY6wdqOXWkbS4fFMrN0yp9gqwA0fGHpkfI6jMUVkHRRwZEFKSscGQrk7icGOZxRtb6Mq6cb9q9hjeWeayjRrCkqTSD2gs93HDmTX89PW+UQ2gRsvPvlFGP/NO7MPj7GfnN+DX3Pydshwemlv4+pWTI1z7XAdZW5GxHL76TAc9aRtDwrMXNfHQvAZ2D5js7M96P9eTtl1Nxmm1/KErRVvC4eyH3DHVmWuaGczYI85j3fwYX9vSwbGrdzLpRzuZ9lAzy57cj0+DjnfepFRk8Ul3AZixFRNLHE6tMbzj5PN5iS4+NI1lgC5TGzV3Zh3JQBbvtQcuaOCV9iSbFzfRfNlEbvxYDV/b0sb2rgy74w6dth/NMP7sCaZe20AhWbShhSljwrzVm6HUgIAuSdnw4Bt9nFgTwnTclWI8a+PXBKn9uwvGc296sZtHdyVpLNW4c2aUqoAbGyHdHQWv1EwqGZkHR4vzpjLXBCoWNjxW84qXulkzb+RYriZAE6LAJ8LOaUbnZbeu3tLO8q0djC012JfTDj1whHww6+QkDlwJrnObSnnxkqNYPaeejO1w98xaNi5opC6k89SiJqr8gohfsq0tNaQP/iFH3IS3elNcdXIEn+a+H8u3dnDF5ja60w4p4dakFY0T37UW1aRgMOugCUlP2kHgen7YjitnkrULOxaOZXFM2OHKyRH8msRSgoCEO6ZH6U5ZSCFoiZv4NUF7rtl14KTE6h19/H/2zjzMrqpK+7+9zzl3qlvzmEpVKiRhCiIBwdAMSZBJIN0BEhC0NeDQXwsqonSjILafqGgrjYjStt0K0bYdCNNnEmQyAwSMYosMYcpUSaVya666desOZ9j7+2Pfe6oqlYQAYRBqPQ8PlRrudNbZe+13vet9P3BoFZ9a3UUqGxCxJAlb0FrUh+3PB1hCsGhGki8eV0d72qMiAhcfVsFAwZhsvTjg8dk1KZ7qzbMtE9ATRPcpkbF7zZDK+jSX2dRZ7mSt8CaGq6CtMrrH/b7fNbk6EDjhuvzshw/i0QvaSDiS8ojFIxe00fHxWTx+YRs5X3PiHduZcfsWTly+g80jkjJH0po0a2R5xMaRGLkWrWlJOjSV2TiW4LrHexBFsdpSjp87qzJsZMQtiFumCWh+TSOFppKJubO3NTYi9IT6VCsj23bnbmvtdXPrufUvfSxY3s4Zd22nK7tnnwRLaGbXRqmJWdTELH591tRwf79+Qy/1cRtfaU5tSVATtykEmpv+t48tQz7zl7cz8zaz/nZlAz4yu4rVi1uLTGf46ZnNVEY05TqP4xeo1DkGNj1NhcoRC/KTdfYBiL0xpfcUezv3vFMmznaP1zJBfkCeX78KOF8IsXo/fk1rrd/3yl/Sa4uhoaEJb+ill17i4IMPBqDqtp2v+DEHL536in7/1TzHq4lX+rr2FmM/n7dCvJmvp7Ky8k2tyveUv29G9Oo43/hDD1+aW2fYPjZkPE1fLiBmy1Bv8KpjqvnnY6vJ+tJIZQj4zeYhTm5JArpYfAiSjqDcNhtAp+ewZWiURTKj0oxbWbZNqmBR7hjWZiEwDE5drFjKHEm59MPRvNLIWGnEatGMJNfNrR/HWL3v3Fa6s+YA2piwuXJtiq+fUEfCsRFocoEm4yoKgebgKpvOETXOpO2Os1uYUibZlvapjkqitoWnNGfds52Pz67kE0dWkS++Tqs4LjavJXnAR3D2556YzF2Tt+UOeNowdwIFoIlamkIwEWBriBsNuS3pgMOqLYY9QcQSLFjezn+eNoVj6iIUFAy5iu6sYRn35HxituRrG3q4fE4N08odopZAAr7W/M9zQ/z97CoWFJkmc5vi/OKsqVy5NsX3T2mkEAg+9NudLDujmcFCQEPC5pQ721m1qJVr1nfzT++ppbXcpi8/Phd/fuZUvv2nXv7hyOqQxXz3wha+/2Q/B1U4fHh2VWi2U+cEDHpiDAvk1TEJ9ycO1Ho9mb97DyEluzyH6qgB2UomePFin0FT0qXVuErTl9c8vjPDRYdVkvNL94Lmv57pZ+GMCm763z6+O78JW5jD0djn2dP6PDUasHlETjBzaUxY/D6V57CaKFuHXOK24OAqBwtwi/qHH39XDWlXURGRRCwQCKI2fPLhFPduyXDVMdV89F3VZFxFdcxmZ8bj6ke7+foJDaHR3n+/fyqn3dXOmiVt4+6rWxY0UB1zyLgBEcsAP5VRiSUg70NvzueKtV00JSxunNdE1NIIrenO63H31j0LW5gRNw3BYe284vvm7ZK7aREnZqtwP3ckJGxF3jcHk10jPhVRQU3UYkfGTIc8cO40+nIuzeXRsAZ4sT/HzOo4XWPW25djykvbpstzEMCs2zfx0iWzOPj2Taxe3MpBlVEkRu92T9ftxRdeCNcgIeWruoalvx1bU7RVGLPAx3ZmOHtGJQffvin83d8tnhYy31ylOaImwrCnSdrgaRHm6QPnTyNuCerjdjgV9b35jdTEbdwgoNwRKGS4dscteO+vDDv8hhPraS13UBo2Dbrc+VKaS4+oosyR4z6Hn53ZTH3c4pKxzGW9/8zlNzN/X491V9o2rnDIBQpPyVCv25aKTYM+N/+5n38/tYmhgtpjLSqkIUuUO2ZCbV+5t7fcGpuHtgXd2YDyiMVH7u/kjnOmkhrxsaTg/BWGxPHluXUcXBWhc8TnpxsHWTijnHfVRXGkMRH0lWDBnSYvlp8zlRFPg4DUiM/0CpMjz/Wba756R2YCW7v03sa+3tJrLOk7+8XPqpSHcSaa9b3VzotvxbX3tXxG5pqYulNKUZzmNN4fjgRLKJas3MXP3z+VOpEjLeLsGvGZViEJtGTYnZjTCVvymTWpcYa5yzYO8oP3NaG0wlfGsM6Whm3bOaLGnaNeLtdHX7dD1vVJROy9rrt7WmNf7vGlbTMQlOQYwRbmNReUxhYaEKSyAd1ZnxVbhlk4o5xDqiK4Sk9YJ32lSToW9QkLrY3c0q6RgK6sz2WrU6Fp91iw2kzmNKL0xKncmWNe96u57m+3tfeVxv5+ZmPvC0sKYlKREAHpwDKTqEU2vvn363/uOVBxoNZTISU54ZBXEommd7fz4/7cw6809pW7rwpcfivHJLj8yuOtVixMgstvfoxYcQYLiq5swM1/7uOm+Y1sS/vkfMVlq1Oj2lWfmEHak+MOkdfNrWf9zgx/O7MSW8D6zgwnNCfDwsCREASamK3JBeZQVRWBQnGMTwNXrp1YCN00v4n+fMCh5XocwDz2IFnaXApaIIXAFopdWc0FKzs4tSXBp+bU8H9/38M1x9XRmw9oTFhUxyyiliDvw6l3tU8YdX34/DbKHUh7puAONOR9RXkENNIYYyhIuwExW/CTZwb47JzqV3S4e7mYBJdHD4wZn/AgXmuPNhvsaJSRQNKbV4ZBXNTsdKQBfhXm+inM3z+6M8MZbUmGvXCyimf7ChxaHeUXzw/ywcMrsYTgijUprji6hqlJB1uavy2PCLIe48Dqfzm+npqoJBtAmQ2bh/yQ6XbzvHpOnJqkNm6BhgV3tnNqS4Ivvrc+BFO2XDqTzkzAh+7fyc/PbOZD93dOyMXVi9vYlnaJWJL6uEXCNszLwYLm+g09XHF0DdPKI0SkeZ+B1kQFLzsW+1piElx+/ULaNhltXNh7cj4aEWprGlfzcrI+lDuCrG8OSm4AVz/axfdPaSAfjF+bvzS3nl+9MMgZ08uZURHBkVAlCuRkhFxgGi2OBTEJP3p6kP/aOMRtpzczu9oirr0xay2URzT9rmTB8nZWLWoxDRYhyfmKa9Z3c8XRNVREDBN26ewqGhI2dTGLiGWaji8MmANwQ8Jm65ALwMFVEV4adLlsdYqmhB1KCDSX2RyybDObLpnFrNs3MbcpXgToJJ4SxC0QQoTrQm/OJ+Pp8HAN8IVHu7nymFpGvPF7GJh765UCcmPj7ZK7VjTOi+kgzLESC3xWhUXGhyE3oMw2OralMe2hf5xFx4hiW9pcT0sYv4NHOjIsmlU5DjRFQCyYyEASUjKgo6giy3f+8nZWL24LJbhKchIHVThUFyUlImL08Hgga8ZSTVFQkh0Zj9qoZHvG5/CaaPh6AOY2xbnhxIZwjd90yUwKgQ5lDjYNelz6oGmO3Pq+RpKOxaHLNnPXwhbq4xZH1Bh9/FJdJLVme8anLm7x7Sf6+D9HVhsZjuLjX3VMNRcfVsWwq8YZFUOpTpnGrhGfpCNf8SHyrx3gGFsbRCREpCLQphYo5eWIp4yudUKQ9sS4vNQYprMlIGkrsoEMG3alWnRauU3clox4moaERfUrmGhIyzgn39Ee7usfn13J4kMqKHeMaW/eNx/Bb7emOWFqMiRvLJqR5BsnNrAt7fGu2khYU3x8diUXHWbqk+f6CxxSHUUAHRmPpCOoiVlsS/vjcueyo2pRRYPMasvcN52egxdoyqMWQfHz2DXi8c0/9vGlufXUxgS1cjxA81Y7L74V195X+xkJKdmas1m0GyBaE7PI++Y8Nr3CoSoCnpbUOQF5bTFSbCDb0si5/PqFIU5oTlIds8zkpQQ/UDzTP3ovtJU71MclvjZEns4RUyd86wljsPbluXUcWh0lJtUrAun2573vbwOw9HsaTAOuuD9IYGva46cbB/n7w6vCPC81A79WrDl2B4lLNbQQoLXCDQRRyzRtlp3RzILlpoF99aPdXH9CPa1JQxxxJHRlfdKuIulY1MUtht2AjozPe+odYkFhv9/77vHXvva+1tjbZzYWLA20RmvB59elSGUDvjy3jtk1xhCnJxvQkTFSQv/47trXLM31RseBWE9LpJBdIwGXPti5xwZJW4XDuiVtRKUqSrbwmj+jfeXua9ZcFkLUAzmtdUYIYWGM/Hzg51rrt/6VnYzJmIwJEWjYlvbCTq6v4NIHO1l2RnOo9fbPx9aRD4z5XnVUMqUsynfnN1FQmnNnVRJoTW8+4LimJDsyowDHFUfXknQEZY6kJgYCTcY3a1RHxqMpYU1gIN95TgtP9eS4Yl03a5e0UYVZNHfXXVI+JPGxrRiDruaiB3bxw/c1cespTdTELBoSFt88qYEyW1KfsPGU5vl+F8cSVEWsPY5WpbI+dtKmzFKkcqYT/viFrQwUjDHE2MLml2dN5bKjanAV5jVNxgEJadvksOjNTTwsTos7qCCg1zXj+1FLEGjBpjEMgx+f1swtT5oDU01MoBQsaE2wbdgAKT8/s5nGMoevbujl//3tVD48uwoBPNaZ2WMuTo1BmeUTSzo0l0V597wmfvhUHyc0l9GQsClL2qGjfOm1VjoGvOvPeyw/p4UlKzv44nEaqyjnIoTgQ/fvpClh01jmTMjFpoRNwoaDKiNYGEBCY0y3rt+Q4prj6igozefXpfj0nFo+9lDn69q1nozXNyzHoSMvyfo+lRGbaeU2addo+1VGYNiDYU/TnnY5ojZKb86ntdzBseDW9zUBRl+2ucymLm7xnZMb+Y+n+7n0iGpsKQygJXSxKPXHrWOrFrXy4dlVXHBIJZuHXAKccK2Vjs2Qsuh3TfNm5d8ZYLnU0Ljt2QG+fHx9yMj71kkNYWPG5K3ghF+PgnRrlrRR5hhmbEfGC2WKLn2wk/NXdNBW4fDQ+W20VTjEbFi5qJUj6yJEpWBHJuD6Dd0T8v2205v54npjAnPb6c04Ei6fU8PSB0b3sLERSgm8g9dsy3Ho9+AXzw/yhw+0kgtG2csC01QDSSEw0j/taY97Fk4l4xu2+FH1RsdaCugcLnD2jEo6MuMbG9VRwYhwJgBWw9opasQGVEfN9S/5Lixe2RHKlNx5TstoQ/E16jruLbRSlEuPrI6wYHl7CGz35/1w3S7VBY0Ji3VL2nCLTZkfPtXPJUdUky6YxnVp/c96mtqYWeffXRdBCtg6PB7Ev+30ZpKOkWG4/oR6pICdGZ+VfzeVsog5qi1Y3s5vz522x/wFQV3cYmo0GKdx+naPUm2Qdg0A1Fxm42lJmQUVEcm766IIAV5RY72vwISGW3VUkHQknSM++UAWGftGAmtP+7/Jwf3/jEsyKZ9/pJtlZzSz9IFOtqY9rp1bR9IWZJRpSrz/oAocaTRsldYIYfRbD6qM0J9XNI2pKQQg0dTHLZxiLTDiKRoSkbBeP7UlwReOq0MIQT7QfOeJXh7uyHLnOS20Jh0KfkB/QfG3vxkPZl43t47rN/Rww0mNDAvnHa/f/UaFciJUacFD57cVJ5MU3/7TAAtnVNCfD7hyXRe3nd5MXcwhJmFYWfTv1kBpq3A4Z0Y5K7cMhzrtJW+cw2scLr7PTDf86aJWcoFpWpdHJFFLhIBUW4VDY8IOzdMO9Dq7P/q8JYbzV35f2t9H9aPH1vNf29AzznBvycoO/vO0KaGR5thoT3tsHzamfKXH+OZJjeO0z5XW4/wExq7NTWU2Q4WAK9caL6AfPT3Avxxfz8y4nKyt9xCjbGOBLDY5LBRxbfb/sbJEY8HO8WDp6HVfdkYzcUvwjT/2jqv5Fs1I8qW59SE5rDTVeXBSMxRY5APTILClIeOMbUy/HWJYm2nDEmmi5FMyNtrTHl3ZgIynwtr49TwXHggRjhVACXb/BnAV8HngxgPw2JMxGZPxJoQbELpY18QsfE24AV91TDWfPKqGqx/tIjXiszPjoYG+XMDG/gKpEZ9n+gqAJm5Ldo0YwODwmijfObmRVVvT9OQCtqU9BgqazUMeftHE7KpHuunPK8ocU2BvumQWa5e08dJAjoOLDu37c27KK8HmIZdU1ucff5eiEGgKgWbrkIctJU/3Fegc8dk14nPOvTuISEGZM16zGcw4VFNCErOMS3NpzMRVkm1pb4Kz/EX37UQIgW2JScf2Axg5HHxtwOPDa6JMTTocXmMKkrSyyckIAsgFCleZg9ZBlRH+69QmmhI2H3vIODwvWdlBIRBEbYkbyPBw31jm4EjDRC4xlgRQn4jy0kBuXC7OqLDwXXdUD4w89VaBT82ppSFh0531uXDVTr79RB+zqiLYUlAINFc92o0t4et/6CMm4b5zpxGzDSh3x9lTCZQBkH9y+hTAgG6/WzyNJy6ezqZLZrDy76aQDwgZRgMFxYsDxmyqZA744fvN+ywVXWDy8twVHXvU152Mt2YIKRlWNuURSU3MpjIC7cMBV65N4fqKEd+wjWSRJSoxLufzl7fzwft2MpAPyPqKEU/TOeKzsa/AVY908YFDq0jYhq0Ts0BpwZah8etYU8KmK2s05TtHPA6uipDzjTGUtG16fceMpAYaAVTFLCJSEGAAj/dPr+AXzw/y0PnT+Pn7jcZhwgZHaE5e3k7WH2/o058PGPEUI57i5j/3k3AMuPPAedN47iMzeei8afzy+UEePr+VvA+H1zh0ZxV9Bc3ilR17zPdLH+zk6mNrw69byh0OrYpw07xGlNZ71nx8hy/XI9rGEfC5Y6rZkdHMX97OwUXN3+EiM04KMz5vS7h5Xj0HV0cZyAfkfIUbaHyliVsQc2xOu6udk369jSvXdXHNcXWMeApHSqSQ9KooaRkPdWBdZZrU29I+voIyWzCrOkZVVIxbe6clZTip8nrGsHZ4adAN9TnPX9HBsb/Yxtc29LBqUWuoR33N+m6jOSoV1dLjQ4dVcfuzA8RsQWVEMrs2Smu5w5Qyh+8/2ce6xa1IIckHoxMIMJqzPbmAnlzAiKfZmQmIWQJLSqLSADBNCZuoNbFOaasw0gZbhjzSgTXxDb2NI4dDfwFSIx5TyyzDzhXQlVMMFQKGXEVnxqcj49FfUKR2q0d/9cIgrhL0FzSBFiQsKHdMPbqnWnR6ufWKc9ASo0bSVz9qzEI/+q5qBIJfvjBERQSmJp3Qr8ESCoFmZ8ZnyDNmZEf/z1a+M6am2D5s6u5kRBK3jElbfdzCKt6jp7Yk+Nx7aunK+gaoBq6dW29Y0ys7yCvYOaapCCYPP3x/J13ZgKWzq5DCyBtNxusfdiTC5iE1bt3dkdF87phqZlTaIWB085/76C8Y9qHSpqFQEZFMKbOZURkxjV5L8HezKkOfjksf7GRb2kMKyU9Ob+LjsysJMB4On/xdF3lP05iQ4/K8NWm9qd4xw0Q4d8We9/ex9fzS2VXj/q497TGt3IDEi2YkuWthC49/YDrPf2QmWy6dybRyh9tOn8ItT/aFOV7SPl9W9Nr58P0T64meXMDWIY/+vOLLx9dzUKXNte+t5bzJ2nqPUWoOnLh8OzOL/hgvDHj0FWBIG0+GLTmb01b2jOqA52zyVoxhHZlQl7anTVOgNx9MyIlSLoz93fNWdJBybU68Yzuzbt/EvOXt7BoxuMPla7rZnLP3qUP/VondtZOlbRf/HWNIxBku6ikfUh0Jddn3VuOWOWJcbfx6ngsPRDl9CPBk8esPAWcB7wMuOgCPPRmTMRlvQliSsAvenw9Cp91vPdHHZUfVsmRlB1ccXcOIr0m7ioF8MPExhCBQmvq4TdZTKG0A3svn1HJIdYRZVRHKHZheETGsNmHAvc+s7eK5fo9taY8XBgporbn4tyksaQ5V9n6sWoHSfHVDLz8+rZlU1uf8FR0sfaCTmC0ZdgO+uqGXxoQdvkdXadxAjzOgKo0kdo4E9BfMay9tXp4aBd/HRnvaI+drTr6jnS05exJgPkCRK7KOLGlALaU1OzMenoakDbnAgGU5H7YOuQRKEbMEFVGLX509lTvPaeGIWuPwLIVpnow1XbKLLM7l57SQL4J2AXDLk31EbZttaY+nevNcsSbF0B7OlVoppNDkfc2V67rYkMrxcEeWwXxAa9JmTl2UHyxooM4J+PLx9Sx7bpCI1PjKvOa6uE3SgR+fPoVtaY+dGQ9LmHujIW5TE5VsG9ZcsSbF9mGXEX+06LUEhi09phm0V2bmZLzlQ0hJYEfD5sGC5e1kAzh/RQfXvreWsqiR4rHk6OFSQciuu+HEehKOOThuHnLxlZHLuOa4Or62oQchjIxEaiRgR8afsI5dfWwtN/+5j+/Nb2BGZQQhBFLAIztHGAgcCoHGL5papd0AT4GvDSs/0OaeOaG5jJ0Zn6d683x2TQpXgVtcP53dDH2+9UQf9XGL+rjFFUfXMpAPCIpspi1DLn9/fydPdOdJu4aVD5LFKzuQgn3me8n4sj3tESh4adBj2cZBpBChsQ+MGgDa8k2fEH3Two5GyQXGQMoSkoQjuf+8aTz74Rmc2pLALTa0lDZA1+OdRvKiPx+EubZrJOCfHukiFxA2YcEAoiO+ZsWWNDlf05Hx6cuZfXIgcBgUcaQU6CILMwC+8cdeCoGmIxPwv915Pr8uhYYJBmqvV7iKsH4YmydfPr6ea9Z3jzPfqxYFkrqA8n1mxH0+O6fatFm0okYUqCVHvVXg6vdUo0SJ+c0ec7bMMSZbGnM/RyxpAGNXc+XaFLec0kTC1hOMim87vRm72Gh6p4GBpbXo4CqbhC2I2+b69ecDbCnD2rQ5aYf1qCpqrSrgs8eYSTqnaLqrhTRNXEwelmrR0v4//CrwNomeYP6c9zVDhYB5LUkqZUBEKCw0EaGowMNX5vV0Z/2wTv3JxiE+cn8n3VmfiCWJ2YKqiGTEh6hUIaO5O+vz1b+po9wRTE0aPeYdGY/PrU1x9oxyc08Heq81bEmuSGlTx0/G6x+9nsUvXxhk1aJWnl86k1WLWvnlC4O4SqK04KDiPvWF42oZdhWFooRgdVQyNWm06qOWadIFRemqG06sB0avqa8gbgsuPqyKnG9qiFTW5+MPp3iiqxCeuWxpau43K6Rtkw/Ey+7v7WmPhsR4gLCtwmHzoMuMygjfmWcmVj+7tosz79nOQEHxm81DgODrJzZwTH0UpRUPnd/GjfMaiVrGuHVfa3OZY0gpz/e7SCGL++PkPbJ7DGsn1NWG0fPKtrTH030Fulx7ws/PW9FBvwu5fZyvzcTz+JzYO1PXH/f4i1d2kPM1n55Ty//9fdoLYwAAIABJREFUfQ/dnrPPM/rrYYpXesxhEWNQxKmedSRpGSdvxcY9j7RthkSc7iBK2hd87Q99XL6mmxczkhOX72DG7ZuZt7ydzhHF5iGP0+7aHtYlpRq31Fx59MLpPHR+G6An1MavV+4eCOQjACJCiCOBIa31dmAQSB6Ax56MyZiMNyHilg7Hk5dtHCRuCX52pgFqPWUWqKlF9/QyR9KSHN3g6+OSw2uiWFKQLep/9uWNDmdUGn1lRwrilsCWGq1BorAk3Hb6eDA4bku2FsdclCYcSXy5iBaLpmsfMyyRNUvauPWUJprLLGpjFqmszy+fH+TIOoe1S9o4qjZCecTi8c4Mqxe3seXSmdxyShM9OcMGlYKwww1gi1HwfWy0VTh0ZLxJtugBjoiEremA32weKmq7ClrLHWqjMOAaNq+njWnOpoE8CcfCFhTZmwGzKi2SjuCXZ0/FFkYSwBoDcjkC0gVFVdRoMcric15xdC1XrusKN+0rjq7dK8NRFoG1Ur7dNK+Rb/yxFwsduh37rsuhFYKPvaua/rxioOBjCSNf4AaQLY7aJh1Bdcwi4waM+Iq0B9dvMKN4OV/TlR0FBX/+3OC4RklpvG9sGGbmOxc8e6vH2IIzKx3SHhQCRVuFzaMXtOEFholWE7MoFNnrjgSlzDX3xzRKpiYdJKO5BGY8vKnM4qb5TUiMvv25KzrGARelqIlZfP2EOnrymns3DVFmF3VwW5Ihe9WRRv4iGAMq2xI0eo/3TFSOusR7QTDO/T1VzOWWpM3BVQ4HVTqURyRXP9pFIdDcOK+R7y5o4rwii8kt7j+B0vvM9/4iqNRWYaRCSkylpQ90Up+wuXvhVJ5fOpM1S9qojAiy/jv3gNjrGuDBNOrM/hyzBOURwRffWzsu3+riFlPLo/jKNLX8YuPgX58wo6pjcxFGmxUXHlLFmfds5yfPDJBwLCoimoilsIsamgJNwpH7XHffKOf3yF7qB601S2dX8eiF03n4/DZmlalxI6V7c7fXyuj4loBlpdljzpYY/BHLACtCGPmwtKtYOruKC1Z2kPEEh1Q7rF48jReWzuS/zzQj264yGuPvNDBQYzwQ+gvamCtrwtzszQe0JG1jxmyZevS/nukn0DBY8CmzBW6gqHQ0joRDqk1ee+qV7//7CsnE2uCWJ/uoiVnMiPso35+QN7bQYe3dVGaFDYUSOB2zBDf+qY9cYAypnxsIqI2ZCbwZlRbDnmbzkM8pd7ZzyQOdeIHmWyc3ErPgX46vDxuTe8vDxoRNzNJIMVk3vBERkWZqxOjWm/v+c8dUG73kYnPvsc4RppQ59OQCYrapGzOexg18orYwE3dCELONxnJTmc1HZ1eG19Ts3cbY2i/m+J7OXAIod9686z4QOOF5a1/7e1uFQ13MGtdou+PsFr66oZecbwgoI57ih+8zE4znr+jg7BmVrNqapj3t8Wy/S9aH/3iqj588M0B11Eaz77W5Px+EIOfilR188bi6ydp6D+GqfTdQU2OA37E/788HBGrfa9PuObG3HOnOjscKSs9fYr6nsj7DRPYIII8yr3eEzOotRWZ1nzbAcN56ecBZSEneijIo4qRFjM05m8vXdPPCoM/85e3Mun0zJ9/RzsYBn4t/uyt8nh15i3nFKYaz7tnOJ4+q4QvH1YYkktL7KU2s7s7wrkvY/Mvx9Vy5rouTfr2N0+4yU4OPXNBGQ8LmroUtLJqRxJKvz5T1gXjE+4BfA/8O/LL4vdnAG+Nq9wZE1W07X9F/kzEZf80hpMRTmvKIGU/+15MbqU9YzKx0WLOkLRzLDMZIZdjSHGhmVNrkfDjlznbcAB7fmeHmBU3MqLT56RlNVERh81DA/OXtFIKAcsuAfN97cgCtVahTWzrMldmCm//cb0DlqOCgiv0bSSwXLvcsbBlXNDWX2SR1gSpRYPXiVj52RCW9OcMG7ckryhzNiVOTXLk2RU/WMPIaEnYIZHQX9TvbKhz++7lBphcZQ2MLm+XntHDdYz3AJFv0QIar4JGODKe1lfNcf4GdGY9n+wqjuqCWORCu2ppmXmuSBcvb6cv7aDR1MYGvFV7ReLEqYopqRxBev84RD4TRu3Sk6Zg+3ZMLdTNL+diYsCiz96zLUi5cvlLczEuH0a8cX0+5cMPfEVKSykt6cwEJ22hDf3ZtirRr2NgZT/OjpwdoLpNUOJLKqMWWoVHpi489ZJo5Y0HB637fS0QY47KfnWmaQbsz7u5Z2PKGATOT8cpibBE75AYUAknEgqllNo4wB0ZLwlf+po6BgiZQBsQVQNbXJGxz8Cxd70AbXeOMp1m9I8OMCmNAUwIaUlmPiIQ1i9t4T0OMGZWj69jcpjit5TZVMZuDKy3OmF7O8wMe33+yj4GCaQB2Z32iluaiQ40EgGOBLo5dK23Mrna/Z6JFU6B7FrZw1SM91MfGyx1UR+H5AZdPrU4RKGiISb63oIk59VGmJyVajTIuSqDyjX/q485zWvaY77ed3sy3nugLdfqEJjSIbU97dI74KC1IWBpfKX741MA7+oDoK6hwNFlfoYofg9JgCyNtFbHgpv/tw5IGjDu82gmZzJaE8ojF0tlVPNubHZeLYJoVS2dX8fU/9HDTvEauP6Ge5gREpCSV1Vy+OkWJJFcTNRJUe1p3EzZvmEZiKVd3rx9ayiRz6kxO1luFVzQ27ikd1hFKqXENllLO1seNeaUujrVaxSZ2WdGkraT1/JeeAluGfP75kS6itqQmJskVTboM7/mdFYGW9OUCYtaobFSJZV/mCIZcjRvA1zf0cPWxtTTGDRtUo6iJmmuTtAl1OW3JXvMw9ipUR/ZWG1TtwxTQ79/FdXPr+cYfexkqqLD+3nTJLNYsaSNuwymtScosQbPjcVC5RdYzmqZuIMOx8qaEzddPaOCy1Sn+9Y+9ZH3IBRpbmve3ew37szObmVHpkHQ0Zbb5nCbj9Y8y26zDY9dfMPs5mBr4n95Tja/MdbOEYsSDuK2pi0tixbwNisbokSL4/MX31nHH2VOZXuFQEzWM5+6sb/Jc6L3kuML23T2/0NcxSk12T5lmY4nctPv+/uPTzPfvXthCwjEScs8vnclN8xqRQpPK+nRlfRYsb+ey1SkGCorvzm8I2ayXHlE9joX8iSNr+NwxtZx5z3Zu+EMPdy/c89pcF7PCuqIEMgshJmvrPURE7h2kHzsNvfvPu7M+Vz/aNa4uLf3sznNaOKjSmZATyzYOTthP71poasPdH7903UoShrlA8Jc+bxywWzKS3J1Zfe6KDv7U4zLz9s3MX97OxoGAzn2wn0va0RsHDObxRHchJEnsS8rt3BUdbEt7E7TEGxMTWfV7Y3gXAj1ugqz0GGlXMfunm7lyXRdfmltPX96ny4+QEbEJ7+O1MLcPhODIx4GlgAf8rPi9OuArB+CxJ2MyJuMNjmHtoJA0JyBqGbaNp2BnxmNq0jjF33lOyzipjDsXTgWgImKxZajAsjOaKbPhvFnlRC1QaPpdgUCyeKUR3W+MW/R5sGPYaBXe8uQAn5lTzZF1hj0ii/5K353fxEDBp33YZ1rSYn9qe60UM+I+65e0knV9EhE7FPCXtk3eBVeY8d3/PG0K7WkPKSIsXtnBTfMai4CJYSiXgIzPvaeWrKdCQxUpNIdWm4I/KL5epRUbUjlgDFv0nXfWO+DhK/jAoZV0ZILQtGDRjCTfmdeELSAmjQbtFUfXctIdJr+qYjY534y/7hxRbEsXaExY2NImbkHaHzXIkUIQtUAKCyk0jhREbJunerL8TXMyZI5URUB4hT1e0rE5tzcX7GHtkMr6NCRsAg1L/t92bprXSG8+oLnMZtXWND88tZHBgmbXiEdruUNZUYO21Ojozwcs2zjINcfVhcZnF963ix+f1sTUpM3NCww7de2SNgINUaEpF+7bxrzi7RY54ZDxAtZfMI3unOL7T/ZxyRHVRvdTG13kMkfgBgLP93ESFrf8uZ/LjqpmSpmkK6u5fkOKuxa2cP6KDjoyHrMqI6zamuYf311NQUl6c0aO4qHzpyEwZoBXrUtx75YMVx1TzefeU8v6C9sYdhVxqfG1YMAlNAlZtaiVbWmPd9dFiVqCvpyiPi64/KhahAZbahSC/3hqgM8dXUOy1qzhlgBbKuzAC++PHyxoQGNG0jWaZ/tGjTfvWdgyEXDRkJHR8GCwYks6NFY7qMIpsrE1a5e04Slz7w7kfW6c10h1VHLN+m6+u6ApPEyUDjBXruti7ZI2/uOpPj54WJW5V9+ha3XcNuPv3TkV7s+LZiT50WkNDOUVzQnJBw+r4sfPmD26fTiguUyiLIGnNJaAgyoc5tTHSNqEudieNsyxgyocrjmujvqif0Hak1gCzv2N2W8jEgYKEJMKT0mSNhxRzCFbgtAKN4DoG/R57HUtDxSxfZhQ7SscKULDv6ynsIvGbX5R4saRsHXIHAqjtuS205uxhOagSoeCr0N2VnfWN4D9A8YV/oKVHaxb0oYTMezYz86pfl0+k7dqeApcpTms2i6ul1BmK5SWLNs4yHsamrh+Qw/fW9DEv5/SgKdMji1e2cHaJW0IwFWKfGDMnmqignygKAR7zkNfsV816NjYn9pg9xjs7+PQxga+t6CJ0hCK1opT7xo1uLpnYQtx7Y4zSMuoaDgN0p72uGleYwhkfP49tZx97w7WLWmjEGiu39DLV46vC2tYWxpQb/uwj9IWdTGBmCxgX/eQto2roDunx62//za/AUdq4rbAVZALJLaEhoRFxhMIYErCpievyAfKnKsSFgnHwlVm+sRG01Jug1IMuhIpKN4XDeQDSURqZtdEw+mjqKXRWrzh9WKpyX7uih2sWtRKfz5gSpnFPxxZTVVU8NB505DSyH4orfnWSY3kfEXOB9cP+PjDKVJZn1tPaeLuhS2UF3HLEnC3enFbuH7Wx6OMeCqUOuzJBQwVApoSNlceXYOUgl+dNZW6uG3WZgFb0x5XPdIdGoRf+1h3KNM4WVtPjHLhcffClhDgLIH0ZbbgM2u7aEpY3HF2CxesGv156XPdkMpx0/xGDql2ePC8afjamD1fvjpFU8LihpMaKbONb40UsHnQ5da/9HPTvEZqYhYjnkJrzXVz63mytzDh8UuM928/0cvS2VVcua4r/Nm5KzpYv2RaOCE3NkrM59LXlz7Yya2nNFFeu2fT070Z7e2PlFvpecb+PChOPI392xLJaOz3So3pl3v9S1Z2cOspTZxz77ZwPykZ/I29H8fuN/trAPiamcta64LW+kfAMqC++L01Wutf7vsvJ2MyJuOtGMmIATX+1ONSFVEkbIFVlCGwpeSUO3fwZHeOWVXGkTWV9XEDqIlJAgUHV0VoSNg4EjI+DBQ0heJI6NiRWYUZpw00tCQtLp9TS0EZc6qaKOR8xTN9BdqHPXaNBJRHJHG9/9300ojq0LbnSWqz8GdElIHAYWtxnKQ97dGSNADeUCEIF/j6uM3n16WIWoLbTm/m4Y4s//anPmrjFrNrjaHcUEGjNPRkffpyPhfft5OgyPKYZIse2Ijb5hDZlfVZdkYzf7iojW+e1IAtIB8Y3lvSMQBzKb9KgL/RmZMcXhOhJibHGUJGLcHhNVEqozZxW1LuCFwliEqYUmZREXVCHbqcr5DBvg+EexuLLoXRnlXGdEWOasqZ8S3N/zmympw/arJWYq65vhlTLTVzvny8YTSB5sHzpvHf759qmIZSoJRGoqgu6n0mdX6y+H2LhpAST8PMSgdPC85b0cGlR1Qj0LhKUgiEARaK2uKVRZf4iw6t4jebh1HagCT3bskQlZqHzm+jNWm0Mi87qgZfCTJuwMxKi4OrHBwpDOdZa772N/XMbYrTn1dIDCgTtSCV03x6dYqcP6rJaUlR1GzUWEUzScP8MxG1JOU2fPCwKj65uov/7c6TyvoEGiplME4eIKkLlOs8lTpHg+VyVK3DL97fzPolreMK17GsiahFyES5+LAqflXUprzw0EocCf0FRc43uvm9OZ9zV+wk72uuWd/NdXPrGXEVdTGLZRsHuePsFr71RB/taWMOe9lRtRPkDd5pUWLHtSatkFF+2xlNBEqyayRg2IcZFYJPz6lFFTWvOzI+tjCj1nEbKqMWrtIM+/Bif451S9rYcuks5tRHmVJmUROXRC2JKsoWlDTva2IWvjKa+nllwKxsAM/2FegIJ1QgpiYe3l7PeLm1/JVGteVxcdHwryYmqY4aSZGBfMBn16TIesaroTFhk/cNsCIEVDiSuC1DttayjYMh+6p0SHWVAZY/VGySvJNCKcPA7M0bdvLn16XoyUHSUfzL8fUI4Jrj6ohaELEknpJh7vnK1Kj5APKBpqQoYjTtJ+Zh9jXk4avJJ+X7VOocdSJHpc5RKz3WL2llyyUzJ6yXpXAV4yabamIWp7YkePbDM4hakqaETaCNJ8W1c+s5d8VOLlq1k7TrF/9e0JJ0qI4ICgoUk8zl1zsGAgNS1sUtHjq/jW0fncUPTmkkbpmmX0Qaoo0xPjd7b1fWN3uxa2Rh6mOSYxuiVEVtCkWD1V0jAW4gcAQMeWbNVVpxxdG13PLkAGW28U/Y2D+a40MFjRO8sWstjNfovfFPRjKmMiI4pDpKPoCn+wr8+1/6ULo0vUVYO5eA5TvPaWF2TYTmMgvHGm0Btac9lCZcPx0pxrGQu4vNmKuPrcWyJGffu4POEZ9T72rHDTQ9uYCpScPqv/WUJq59zIDMy89peccbAe8ttFLMKlOsXmxY5asXt+FI+MzaLlJZn0/PqeWHT/Vz37nTePTC6dw0rzEEltsqHNwALv9diiFXcdY92znjru3h3136QCedIwGdGZ+rH+kiakke7siGU0aNCZu0q7j1L/0sP7uFF5fOHHfd7ji7hf96pp9Pz6kNa8GPPTTKHC6ovTOvS3JrMArW7m1C2d1NO7rUIN4fKbcRT034uS2ZwKqvi1n87MyJzP6dGW+/X3/p67FSnntjbu+v1Odrvi2EEFVCiP8B8sCm4vf+Tgjxtf3421YhxGohxHNCiGeFEFcUv18jhHhQCPFS8f/Vxe8LIcT3hBCbhBBPCSGOea2vfzImYzJGw45GGXJNd/zmP/ezM6MBoxPoqVHw7uMPp/jyYz1URARrlrRhF3++acjj9Lu3c+kDnaQ9w8TpzQdFSQIdjsx+dHYl6WKxM+Ip05X3AzylyfiazqzGFnBYTZTWcpujah2anX0De/uKsaPnJTO+EoutBOCVFnxjPAj3bsmQ8QIa4ha/OmsqXziujuf7XS5atZPT7mrHlgJHajKeCjdMRwpeXDqT9Uum7XeHbzJePqSA7pxhLV/9aDctSYdAaRK2ImpZBBqywXgdZUsawGLbsNFqTjoiZGeUohAY1pOnNDlfEZEwXAhIu2Yk9Ki6CNOSo/n3Wt2zyx0Dwsxf3h7eCyUmckQamYzCGKMdpRX1cQuFoOD73FVs5qzaMsx35jURsSTP9BW4ap0xTauW3gEDQybj9Q9XOmYN9M36OArkWnRlfaSArBfgFkGQbWkPVykqo4LTp1eMM6XszWtu+EMPAoFjGe3FnG80crO+xC8OUQwVAl4cdJFS8OuzpnDd8fWM+AaYkUKGY3tbhtwQoAiKeq4dGZP/gTbavL7S+FpTCBSuhrZyyQ8WNO63dMDeAJfd9e7aM4pAab59ciMtZZJ/fHctAwXFs30FPrU6xWDBaKtfs76b2rjN2iVtzKi0+bf5TfzyhUFitkRj2E4/fKo/PMA4EmrlK5M3eDtGVIKrFb15FYJpXmC0uS99sBMJdBRrgVKDOOvDV37fV2xYUDz0m327sSzKvOXtzLhtE5f9LoUbGJMpt5jrxkB1dP3TGNaoJQRDLkQswayqCFOTNkfWRSl7G1gXKN/nkKTmU3NqUVqwsb/Ah367kyWrOrhubj3f/GMvbRUOUUuQdjXDriI1EoAwDP+ls6u45cm+8EA89pAqgE/PqX1H1hwlSaxKx/z/3i0Z8oHimT6f2qjEkiCEAZAzvvmd0t5rF7Xgy2xI2IK66ChI0JcfbT63JG0OrY5QHpFv6ue7PwB1RBpmal3M4o6zp3Jwpc2n5tRwzfpubAnfObmBbemAqAV1McED503jxnmNbEv7XLEmxY5hjxFf8W9/7kdpM00wGa9vlDvQm1dkfU2gNVlfU+4IBgrGO6F9OAhrxh8+NYBfbCDYAuIWDLuafKBwlQplioyPgeCHT/UxVJxCcop/35CwOKU1ybbhgIglmF0bpbXc4ajaCFNewznrtcRYjd6fbBxixAvwNVhC0ZgwpJ5TWpNcfF8np929nayvuOXJPnKB5vYzmlm92BiWjfjmTDaWRFLa6295so/r5tZTCILwzFYCnEc8RU3MmmAUHGjDWn6uv8CPnu5neoXDsjObWbWolV+9MIh6p4477Uco36dWFkhaGkfoUHanBPQ+3JEl4wbEbREaoZekzDJewL1bMgy7QSjbUgKgU1mf/nzAtY918w9HVjOj0uaB84wHwf3nTiNmCy59cBc/2TjEklUdpN0AxxJ8d34jqxa10piwOKG5LASzYfSat1U4WFKE0lh7klsrRQkE3pukWkSO147+1hN9Yb7tS8rtnoUtTK9wJsh8WMLIzz143jQe/8B0Vi1qpS5hIYD/PG0KGz8yCqJ/cX3PXp9j7OvfHWwuAeV708zeX6nPA9Fz+SEwBLQBJVrh48AH9uNvfeDzWuvDgeOBy4UQs4EvAA9rrQ8GHi7+G+As4ODif/+A0XmejMmYjFcRJTfSXh1jSMSxHIcdWcMOtYAvza3nS4/3sHnIw1dmUROMgnc/2TjErNu3sLGvQC7QIduyPe3x/eIoXwnELRlAlTtGUuOqY+vwlQFO6mIWfqAA446tinIUlhQIFPW2/5rBslIXrilhYxcX/NICb8akrNDAUBYN39oqHF4Y8Lj2sW58pUk65qDx0zObuf/caUQlzP3Vdt535/awa15uKxptd5IteoCiZIbgKsIx6xtOrEcBccfCVWYLc5UBvCJjOrv/vXEQSwgqI4LFh1QigbqYJG5BoCfycQRmjN+xhMl3YWafDwRYW7rXRgKj8daUsInIUTbmp+fUkg+gNx8gx5hFfuMPfSQcM8p47WO9+IHm1lOaOLmljGHXpyVp8+66GN9b0MQhSfWOB8ne6jHW3KNPx/CQ9OY1T6QyOCUte2VkiEprYVc2CPUYj6x1KAQmT2G81nJ/PuDhjiyH/XQzF67ciYWZDjnpjnZ+8fwgbnHsO24LVu/IoLUGYZj8eV8RLz5Hqcj+6oZe6mJmTbzt2QGmF4GvYLfbwBaC3lzAJx9OsW1Y4WpNreW+pntmWEdC1sTcpjg1MZsLVu1EA+/91XaSjtGdfHddjJvmNxG34foNvXz5+HoCpRjIB7gB/Ptf+rj4sCoStsaWxiTwJxuHQv2+auvNOUi/FUNrSV9+tIHnqdF8WLU1g5SC7cP+uKbYwx1ZPrBqJ3nfAMK3PTuA0mqcjucNJzWSDzRpVxEtmlMlbXP4KB20hDZsvGHXAApecT23hAZtmn6u/OtHmAPPIyY1GS9gdk2Un79/Kg+cN41b/9LPwx1Z7l7YQqA1U8rssMnoBYqhguJdtVH+4cjq8HBd+uxuO70ZT6l96ve+HaO0p6KhPCKJWDKs27YP+1z64C7abtuMq6AnFyAhlCCJW7D8nBYqI7o4+WAYnVlfFeWxzHO4yjCa877CU38dIFK58PjmSQ1ozBpZmoi5fE4NltC0FI24swHIYs09JWHqiO/MawI0167v5qJDq4hairh+ZzHh34zwlGl+bB1ySY34lDuaftc0ky0pQxOvpG2mlsA0EPKeIheYtTdmSQoB5HzT8M36mqwPXzi2GiHMWWzrUCH0Sphe4VAesZBCUBVR1MnCm3pu2Z0p+uk13Wwa9LlybTc7hj1iEmbXRvmfs6byyAVtJGz4xJE1VEUslNYMFQKSjkXcNgB6qUYqAXMxC244qZEnu3MIJDfOawyNNa88ppa6opxCyWy11LjryHhhs+bsgyo4+94dHLZsM2ffu8NMivDGa1P/NcXYabUKlaPRdjmqNsL/vL+ZtUvaaHR8Di5TrFvSFjKYr360m+3Dhvz1xfU9RC3J0gc6OX9FB6msz8/ObOZdtVFuWdBEIdBcubaLnRmfwXzA1Y920Z31uWleI88vncmD500j7SrOuGs7f/OrbZx97w5GfB2C2aUoAcW3nd5MTKpxUkZmUmQaU8osUkWTwBJYO6PS2eu0ULnwxmlHb0jluOXJPm6c18Rh1XZxSmwmj1zQxmHVDj9/fzPrlrQxs0zRGgt45IK2kHV92e9SPN3rcu6KDp7pK3DRfTs54mdb+OB9nRQC+MRDu7i0aMiZyvrhcz143jReXDqzKFUqJrz+3cHmElC+N+b2/nqTHAhw+VTgM1rrXRTVRbXWPUDDy/2h1nqX1vp/i18PA88BU4FFGJkNiv8/t/j1IuCn2sTvgSohxJQD8B4mYzLeUSFtmxczknlFt9J5y9vp8Wy2DHnEbcmwp6mJSS6fU0NbRYSIZUaz4kU9xbHdsPq46faW2JYfnV1JVcwKGcGlw+NFh1bxQHuG5jJBbcwAuF3ZgG/8sZfNaZ/6mOCgSoeIFDiWIG4LbClIB6/CQWW3cJWRILj6WOP2Pb3CKY6G9eEpc4grBJqDKmxakg520eytBPx96P5OfvzMIAOFgDPu3s5hP93Mlx7v4eHz29h8ySzWLWnjkKTC8d9ZB7zXM8aaIQRjuqhTk4btqTVFZoPRCfQC05SYWiZYvbiNDx1eSdpVDBQUg/mAiIR8YIrxO14cpjoqSdgCWwgStqAmKhl0YcQLuOqRbjwlDogho+U4bBqRfGaNkRoo5eGgq3m0I8NN85uYWWnsD7qzPt1ZP3SHL8mxWJJQCqMQaGwpqIjY1FheODI7CSy/tWN3c48P/raTgg+bB3Ic35zEEqYxctuzAzhF9lkQmCbDYMFotCokaVdlD6gWAAAgAElEQVShgaRj1uSSkcm3nugbV8Rq4Ku/7+HnZzZz4aGVPNdfYOn9nZx97w4+cGhVqKfvCM2ID0/2FMYBh6msz2fWdgGaTxxZQ0VE0FJu05w08iwRSxC1BcNeQE9Occ1xdXz19z3kA7Hfo3N7+5xyY+73q4+tDbURSyaynoJdIz6fX5fiyZ48gRZ8Z14TAk1PThG1jbbv5XOMTn7nSEDU0ty8oIlNY9bryXtmNHxF6Dp+9bGm2VXKh48/nOKxnVlay50w50rN2VRR0gdtZFFueXKA6qjRqm1Jmv3c11ATE2SLrGWERmGYZEtnV9GTV9TFoDpmmX1fCOKW4Mq13WR8QS6QjAR//fPHQkqygQYEC+5s50O/3cmmQZcvHFfHsjOaWbllmHxAKENW7sBn13aTD3TImvvZmeZQfki1w3fnNzK72npNU11/jTG2fg0w4FzGN7rVdy8cb/IZFEkOiKJZnzDNtOpoSccWdo0E1EYlFRFTA3RlPMqcYh7agoQjqPgrmn/P+5ob/tjLS4M+HRk/lH9Lu0YGoT3tYQvIeIqYLXnfXSYXXxwo0JJ0+N4pTRxcKUmod1ZevRlhOQ6+hqGC4kdPD9CfDwi0DJtLpT0PTI6/NJCjKgLXza3nqke7iyaApk4dKGjOumc7hy3bzFn3bKfcgUGX8Cx2yYMphl2fT82pJWpJopagOgJWELzp13l3pmgq6zOlzOIHCxqZXu5gC01NUeqtkgIgGCoEZH2FEEa2K24LVmwe5uLDqsgHAS8uncm6C9o4JKmJqQIVtuZ9rWVURAyBpGQ2e/Wj3Xzjj70cVhMhammWF/e3ZWc084Mn+7nymNpxMnSbLpnF+gsmp1NfTRiwOU+tyFOlc3RvfRHl+1SJAmVjGMwlk75U1ufax7q59ZQmXlw6k4fPb8NXmlue7KMqKnl3XYxvn9wIaL7xx16ufW89X1zfw5Xrutg86PJMX4GIZdbuUqOhPjpRXmL5OS1URCRTyqywoTZ+UiRPs+Oxfsk0Nl8yk7VL2l5279VK0ex4zK42cmObL5nJDxY00uB4oM20olX0cPjk71LMun0zn1mTottz6PWNvF2gNdMrzF5/UGWE9rQXMqDHAtYPnd/GLQtMc3DZGc28dMlMbpzXxD890sWH7+9kxDNN/zVL2njq72ewZkkbDYnxYPlYKc89MbdfidSn0K+R0i+E2AScrLXeJYTo11rXCCGmAQ9orQ97BY8zHVgHvAvYrrWuGvOzAa11tRBiBfBNrfWjxe8/DFyttX6i9LtDQ0PhG3rppZcmPM9xjyZe6Vt8y8YfT8q+2S/hbRfHHnvsmyow9nL5e6Ci+dAjGfE0UUfiFeUEAgWFICBqWWxJu0wvdzj97u2c2pLgc8fU0p0LQvfpb53UQEvSQQqIWEav8+neQmj+5EjBfVvTnD69nNRIwM1/7uM7J9eTcIyEQdI2I7f9eUVXNggZz6XFv8IRJBzTifc9l6Ftz7+m91s3610suGsHy85oxhawY7jAyS3JolwHJBxzuHaLB+p7Nw1xWls524oGGeURC0uIIrtP43o++B6Fvl3ksiMH6Kq8tni75W5V6yxezFpsGsizaFYl85cbo5ONH5lJQ0ww7JtrF7NL107Tm3VpKHOoiggyvuDZvgJTyiymJW08bdghlQ5sSQchG6TEYpxRYbFmZ54r13Vx98IWaqISL59jcMemV/8eampx6qYyf3k7N81rJGoJLludYtkZzfx04+D/Z+/O4+u6ykPv/9Zae+8zaNaRZMVWrEwmiUNCUgJJSUjDVIaYS0hMmd775qZQblsogQu3lFIKLQXaUkoDpS0XmjQdKWTsJwm3EN4MBQqkARPABOw4kafImscz7b3Xev9Y5xxJnvAkS7Ke7+eTTyzJkvc5es46az9rrefhHRd38gffHubDl3fRmQt454ODfPCyLqzzu6c6s36CEWpoCR1TsSJJElxcXVaxdyKcavG7v+6zz2dX0ddVbIn8TaPGN8+rpI5AKYxyDEwnXFgIeGrK8pHvDPOB5xdY2xSSD2C04mPhx6MVLurKsK+Y8sWfTnDjBR0E2i+SpM7XcS1kDT+biBvNnOY3NBksJnz9un6q1qGBl9+9k9t+eS3rmjTTMfzBt4f5rYsLC773zk19KBydWb8QUj9mW0l9kvCmSwqAY21ziE7jYx6z208/hzjM8cq7dzIwFfPQZn+dv/bAM3z+pafxaw88w1s3tnHdhlaGS2mtvr+ipVZzPamdfMkGfvdrJfWTeJVUKA3tWZTXzEqP3Z5zLyJO4Zy/82PdQ5t98yPlHDtnkkbS+TVnNfN7l3Xzr7WYywcKpRQ5Yymmmn/bPsmms9uopr6U1lAxYV1zyM5pn9waLCa0R74/g1GaXTMLx+Hbr/Hv/c2Rr4t7xi3beeKGswmUvwMb3/7DE/acLYX6e9qFXRHVWqxOlH1zxNT5MSFjfDLoz783yq89u51MYHxNdPw8S9uYmWd2ntA4Xsr4PZbY7X7WRdyzfZL/5/w2yimUamtE3VmfgNs1nXBak3/vNNrPTc/tyFBOElojP8blAl8GyAH/tn2SXzm3hcRqIs0BcXnHNX10ZxWB0ex94vHFeBpOmPbTz+Gl9w3zqavW8O5H9jX+/9XXrufzPxzjN55T4MV3DDTG0Epq6cgEjZJh+QBKY8MMDT6z1A/liKz0sbf7WRehFLzzwcHGe+7Xr+unklqenoo5vzPDi+7wc9+dv3oW+0qOoWLCWW0hGaMbJQtDTWOODPCrG9v4+BXdTMWWjNbMJpZnZg+81zqzxfDkj5dHTOfyTWQKp+FMgEqTw85x1z/rfMqEVGp9e4zyuy1RiubAMj5dPuT35/JNVDrXc939c89Fvdncl7dN8s5LOrFOoQFXayxfT/TpNGZ2cNcJG39X2ti7mPb//TM7Dk0dB/3YYCk7w+/+p1+g7skHdGUNf/pfI3x9d7Hx+/zYoyPcfHWv7xeCIxl7homx0ca/RRASGINyKXF18e/pDxZ7X37VOjoyhsmqpTn0J+zu2THTmBP90XeGuWfHDPe95vRGc8DLenO879ICPfmAzqyhyTis0lRTR2Idt/54nP/13A6qqW40pH1gYIaPPDrKHdf08fYHBwEW/gxXYeipnx3y97H/c3O42D3m5LJS6o3OuX9RSv0O8N+ADwB34UtXfAy4xzn3F0f4s5qBh4GPOufuVEpNHCK5fB/w8f2Sy7/tnHus/nfnv1jqtm3bxoYNGwBov3XPMT3e5WjixnUn5OfMf36Wg6W8nra2tmUzUVksSmumCBkquUapgf7WsFazytene9dDg3zm6l6210pd9OYD/uyFPaxrDrH4Go0AA9P+aP6u6ZhCzjA4m7K2OWDvTAwofjhcZPOz2nyDFPyx/39+wu8GTh28++FB/uYlvZRTGt2qx8oJGaPpyMBsoslp22jIdyy2bdtG77Mu5KcTCZXU7w7438/t4u4nJxtJmcgo/nHrBF/YOsmXXrmOinV8f1+RV5/dRlpL7rWGYJZoZ/KRvCZOtdgdc1ksju4sTFY1g8WU192/m8+/9DSe1R4Rar8YkDEwmzh2TfuYy2rL2hbf4X2ikpAPNe0ZTbXWtKeQUcTWUrVzb7qRtkRaM5v4HZGntwSkFtqO46hxfacqKM7/+yd5aHM/7/vGEB99QQ+V1PKbDw7y1o1tvOn8dqqpI2tgtOwTir/zvAJr8iHW+cWbdn389Z4Xy4kar0+1+J0viCJmrW/8kVifVNLKHx2rWF+rNjKKwdmEuFbn9q0b23jz+e21Ro00EkyJ9Z2zz24LcQ72ziYUcgHOOXbPxNz8/TE+dHk3HVnD1fNuNsHvPvjUVWu47t7dPP2r5/D0VEw+0Dz/i09x56Y+dk1V2HR2C6HW4Ob+Pesc1dSCUrSGULWa9zwyyJ++cA2/fNfORgKj3tm7NXDHNGYrrRlJI8YrKRMVx1se2MunrlrDbVsnePcvFPjU9/wR1hu+euDzU0lSfvsbw3z8yjU8NemPXja78gH/xmLML1Z67I64HEbTiJc7N/VxWW+W1PodZMOllKZQ+3I9LQGtGUNq/a73FhUzTQRK8bPxmPufmmq8r4Za0RbBUMkSaM0PR8p8a+8sN13SQeI0WWOpzLv5mY1TQNGT00xW4SV3DvCVa9f7JDbQ5koHvf7lNoc9mHps75pJ+PutE/yv5xYoJ7axgBho2DJUojkK+L9PTy2Ym/x0tMT5hdwBj/9UGHuPNnZ1EFAiBCzTMeQDvxBR/yGdkWPblOUPvz3MDRvbObM1JBsosoHmXQ8N8mdX9tCW1RQTGnVZm0M/1pUTP//dPy5LSYp1it4cmPjkNDs7lt9tPcbO/js/37j69gEu683x0Rf0kKnVpv7hcJEr+5q57t7dB4yhhSAhjQ+/M225vdaW49h7NM/RiMsB8PiI39gwMBXz9K+ew19uGeV/XNBBRsNk1XH9fbt5SV+eD1xWwDo/lt62dYIvvLSX2Vos1xcHAXa+5WyMUhQTf9LNOVtraOnvtYwGgyUXaML44OPqsThZ8aG0ZtSGxFahlSJQ/l6gRf/8GFZaU1IRFatqTQ7n5k6/f3k37RnNR78zwi1bJwE/b/rm5tN/7pzmWB77Shp7F8PxxIvSmmkXUrX+FF9gYCZWC36fH768e1ntMJ9RGa64fVdjXn5Zb46PX9GzYNHnb1+6ln9+YoJNZ7XQkw/oyGh+9Wt+sW//v3tnbSPUU1Mx//iTSX7/8m6sdUTa97i67Eu76M0HvO/SAp210i8XFjK8sDbXm7/p5F9esZZOdeCc+VAOF7vHc87nc7X//wnwJeCzQAjcAtwD3HwkP0QpFQJ3AP/knLuz9ul99XIXtf8P1T6/Gzh93rf3AXuP4zEIseqUVETqdCOxDP7Y1Z4Zf+w4UHDTJQUSZ+lt8rUT/+TKHqaqlkpqaQksU9WUSgq9+aC2w9LwtaenOa8jJGsUN39/jKZAcU5Hlm0TMVtHKyQOXnvvbm68oINK6qikjnt2zKDxk5z6Cnx7JqA5hD//nj8efrzdz3P5JipW8Zkto+QCxe9d1s0nHhvhBWubGK9YtFJ85NvDfPDbIwxMxfzKV/aQWMerz25j53RMoOH19+9houqWzRvUamC0oj3y3d0t8KWfTfDv166nO2tILKTWkjj/n1FzMTderTc+c+RDw1OTMZWURlPJXTNJbUJJrRFVrYs28M6HBomMImeg/TjrsZZUyDOzKTsmqwtKDXzgW0PkAsXt1/Txha2TvOkre9gxWSW20NfkG6IVQkekLN2mQquVkhcrkQlDZk2OGZOj7AxjFce2iZir7xjg498dbpR1SWu7DMBRyBk6M7pRV/snYxXGygmzsSUF2iN/Uzgb++Y/Xx2YITKK9z4y2Dj+98mrelnfbBaUkqmr11N+zVnNRNrRlTO0ZXSjrMarz27jibGYaurLcvgWbhBoRS7UZAx8ess4gYYbNrY3juzWm99opcgad0xjdr2J3xPjVfYVUz6zZZRPXbWG9S0BH3h+N5/6nt+h0hZpHry+n1ee2cKW4TLveWSQ7w2VOffvn/LvJ7USTVUZqo+YqTUyrZdV+ZP/GkUBFWtp3q8cgNH+Rl4r1bjZLqdw648m6G3yjaKGSynbJ6qUU8tY2dKR0Y1GY299diex1bUTRJY4nXvvzwWGltDXug20r4sbaUcusHSYlVv7dX5sz8a2Ue4oF2gS63DATQ8Ncu29e/jMllHe+uxOpqqWUCtGSwmvuGcPqTSOAmA89WUE/OKEJnZQTS3tkU+wveuRETa0Kj55VS89+YCnpmL+9kfjRNrPa9/7jSG+sbfM7hlfPzw0Pn4rtZr0kT4wLjPG0BpBkC7fGJwfY/Nrxn5nsMQHvjVEbB1r8oZzOrI45/jKtet5w3ltRMrRbSq0u9LPTcqJEy/UftdtTz5ovF9HGl5fq42sFPS3+GP1v/v8btpC33C9XrJvYDohZ+yC/gsAqfNlXxLrf14xgVJscbV5r3P4184KfZ901lLQMU3G70gNlaXJVY4osbyjFHDZl3bSf8t23vPIIIFWnNYU8rYLO7h/xzSjJT9Gg39O7zqKcgDi5Nm/bEU2KdNtKuSN44yWkM9e3bOsEstwYKO8911aaCSLwX/tM1tG+fWLOnn3I/u48ku+TvRHX+ArDb//m0O1EhvnNGoxn3nrk7z4jp18fXeRANvoE5RzvrTFYDHhunt3c8NX97K2KSBn7EGbJB5pPeUjcTzJZQVQq3/8F865jc65Jufc+bWPf+5VKqUU8LfAT5xzfz7vS/8G3FD78w34ZHX98/+v8i4HJmu1noUQR0Bp3zo7OUji4b3/MUSofUO/toyinCre/40h2iLNuuaA8zszREaxZ9by9JSfmD86OMPOqZhX3bOLK/uaaVYxnSbmg5ctrA/7rI4MU1XLwFSMqdVg3DXjV80qqW3sOrHOUUosn9kyzpvOa6fzBDRcyhRO4z2PDPLuXyhw49ee4R0PDvK2CzvYWMiwting498dbqxQg39eIqMpJZYbvrqXSuL8wKvk5u5kUsBs4o+55gPHG85t533f2MdTUz7h/+kt4wDE1u+O+9B+NYmzxk/cm0JNaueSeJHRte7avjN3uXasLlCO9z+vi968IbDHv1O4bDU3fm0vf/idkQUdggeLCS++Yyd/9J1h/v3a9fzzK9fxnELImqBKNvWTpMmnnzjuJoJi6QSZDDtLmvFag8aJWrf2+iTyty/t4j2PDDYanb7+3HY+9/g4zQH0NBme3eXr1W4sZFiTM3zysVFGSwnTsSNjoDtnCLXiI4+Oct+OaT71S71c2JVlbVNAPnTMJJA17qANOWZjy6ev7mWiCn/343HaI8VdtQlovf680fCFrZP8YKhEoCG2jnLi+Nzj47zh3HZygaMnH7C7NobXExkZAwV9bGN2velqvZHgTZcUePcj+7j0X57mo98d5pNX9fKcrgxPTcW88St7uPRfnuK6e3dzz44ZOrOm8fis47AdvMVCSvtFg3LqGgsbf3JlD1ULn3vcJ+XO78ywrjmgkDW0Rprf+9YwsfXfO6syBFrxha2TdGdVo9byBYUMCsd4xVJJ4cnJKu97XhdTVVsrV2KJtGKwmBJbf5Qzdc4nlhVkDaxvNqzJavKs7PrY+8d2vZ7+Bf+wg5fdtZPJSsLbL+7koc39/OkL13DDV/fyhq/soZy6RmMjmX94cS1Ztq+YUk7h+/tKxLXyN4GGr+8u8q5HRgHL2qaAC7uyvPOSAlnja06+7cIOOrOGyUqKwpI1trZY7eekSvkxcH5cAjQFelm/H8+PsfnzjXqC+cbazrdnFzKUU2gKFD1Gmk8vpSCTITJ+gaMraxrv11VLo/RQ4hRDJctfbhkl0H4+3BRYPnR5N5/ZMspU1TKb+N339f4LQG3O609I1Xf1Gu1rDcfWsXPaLyK36pU7ri5MLh7ZfLn+Oqnf/96zY4Z3PzxIah25QPOFrZP81kODjRq/D23uZ21eyWtkhTiWmDiZ9m+UV9+YMd8NG9t53f0LN/+95YG9vO/SAoPFhABLl6mwtik4ZM1k4CBNCU/nrFxCZGPWNgULmiQeTT3lIxEcx/capdSLqCWZD8Y59//9nJ9xBfDfgR8qpbbUPve7wB8DX1JKvQXYCbyu9rX7gVcB24EicOOxX74Qq880Ecm8Rj3zB7XBYkJzALOBppxainHKhy7v5rXzSmfc+rK1NIeq0TX03M4cXVnDA69dT2uksInvnHtuS1irc+T/rayBQOtagxXHcCnls1vGuO2X1/LpLeP8z4s60MoRan/E6e0XF+gKEtL4+Cc+Vgfcs2OGwWLK5196Gn3NIUb5hliGuRXquv7WkDX5gM89Pup3l/5orDHwyuahk0MHAWmtVArAeMU3MqnHVGvou2Z/7vFxbryggxHra9l++upe4tqRv1DTSDSFBv7m8bFGp+xfv6gDo3x92tDAjskqL/raIHdt6qPVpCTV44+71PomZANTMR/41hDvu7RAe0bx8OZ+YuuYrlocji5dxVkrsXWKCKKIkaqmkia0ZzSVxI+t9Yan4G/y7tkxw1+/yPH6c9sbN5KlVBEB2vkdn30tAZVE8YHLumkyjmLqMMrREmkqacod1/Rx/X27+eC3Rxr12dozivYIorTK3Zv6GjdS82ssjlYcxTjl2rPb+NlETEdG85Vr15MxitnYMlpK+OIr1/GGr+xpHJ02SvGOiws0h5Y/fnSMX7uwk9/+D5/I+MyWUe7e1Ecrxz6Zr+/oGJiKeefD+/j4Fd189bXrMUqR1Y4WVWHahY2jw3Xzk9u3X9OHtbbRwVteUz/fNBHNBpojzWgp5Zz2COugLfJj7Evu3LWg9mxGO76+u8hHXgA7igGRSWkODf/08nU8MZ6QMWpBGY3unCF1jvd/c5jevOHmq3uxDv7qB+O85dkdlFPlezdo5ZtWOr+T1wI5bbHxym8qdrjY3jFV5e0P+iZG9bI1g8WE26/pwznfEFnmH3NCDcUU/vmJCd5+cYGbHhni5qt6uGpdjtDQGBNv2To510+hzVBOYE1O0xRmGvPSUEOSOsLaNqvPbhnjY1d00xwqckHYKIkWKEtgU5ZzFM6PsfnzjYeu72ewmDBWTmkJNXdtn+Sqvmbaj6PklzgxRmNNah0toaKsHV++po/X3bcbV2uA/qp7Fo69LaFPFO+YckRa8WdXrQEgMr68Q1+z3+GcWD+vTWuNb1ujgFrfMAKtUM6/b3ZGkFZOTpmX5WL/naPgE8wfvKyLUMOD1/f7RscaHA7nHDkXI0OvOBHqjfLq8/LZ2B6Qi5l/iqFuYCqmJx/MzQXmJY59WRDX+Px8zlqaqVAfAOpziCP53uNxPDWXU2CAQyeXnXPurGO9sGMlNZeP3nKroSU1lxfPiMvhgIy2DJXcgqYlt75sLetrHcqLiQOlMADK17Y1tU7bVetQOPbMpLz3P/xxijs39bGhaW530YzKMF6FndMx28fLXLehjaq1jJYdX6olUkbLKZ98zB91Pr8zqh0R9ZP5DnPiaswOlx0vvW/4gITENzefTouK2VEKFiRg7trUx7omQymFjPb1UE/0wHu0VlvN5UmVI3EOo/xD2jUdN2rRDkzFfO9NZ9Cb1wvqJivgR6OVRrxNx5bRUkpn1tARwTMlx7884Y9lB1phaoseCpiJ/WS8EKQk1eoJeQwzKssVt+88IO4eeV0/Oe2opoeOq+U2Jh/OqVD3E05M/CqtGXcZ4truy1LqUMBPxipkjOL//HCcGza2c0lPlqtvH+DWl51GT86QMRqlfHItUI6nphIi7ZuRfOjybs6uHe2r1wpEKSoWshpKKY3XgFZ+p1199/DCmnSOtsCyrxpQtY6nJqv8nx+O8+HLu8gEmqcmY85oDVBKMVO1GA1xCoWcIVCK0ECoLJ94zJ8qOa1JU00VGv9+cLxj5P616ODAWof1I637j9ddWeOTkQacs/5m8BDXIjWXFxpxObIBZLVlJpkbT/NBfYfx3OcyxvLrXx/iQ5d309tkGJxN6MwGFBPH+7+xb0Es1ZPLZ7WFdGVgOvYx2GpSJq1hX9HxzT0z/Lez20hqDZnqN/NaHd0O+OU+Xh4qtr9+XT8vuXPg4LEcQDU5/GvrVBh7jzZ2K2GO6aqPlXyg+Om4PxHy5Vetpb/FP3f7x2yofD+FxMG9T07ysjNaFsToL/T4+vXPFB1/+G3fRLU7N5dcLoQnbl5wpI72d3uoGKvXw79rUx/9zZpScnxj9XJ7rS3HsfdIniMdBAwnIRrfV6MYW/K1ck4GCPer+50xFqOgmiiuuH0nD1zXz8/GfRP1Dz6vwBXr8uyYF9PPWxMyHfsd/dY6WiLVaBpqFITa0sqJv69ZbvGxv0O9Tv7qRb2c1uSbwvkkPETKEtnFfR9aSWPvYlju8bIY/Lw8omL9iYKhkl2wiW/+vKCuvzXkkc39y2pR8HCxezzJ5SnnXOsxX9UikeTy0VtuL25JLi+ecZUDB5/9wSj/86IOnPPd3v1kw+/0bAnhqemUP/z2MDdd0klfs6+j7Js7ORILX/jRGC9Y20RPPqA3H9CVtTBvBbwaZCilmuK8DsX1poB9zf74NECldnQrND5RkrUnfuDcvWcvcdcZCxISd2/qa9Ri2j8Bs9SJ5INZbcnlEZdjopJwenNAoB2DRcdsbBs74oyCtc2GSm3Xm3XQk/ULCfPj7fcv6+KCzogo8HWUJ6tzibiW0BGnjmKySCu3B0mEzY+7w1luY/LhnAoJDjgx8TurcxRTP5bG1ncX3zkd85OREq85p43Y+gRwPlBsm4j55GOj/O7zuhgpp6zJG/KhIajFcymxNEeG07KW5DC7i450/KonvnfPJNSqSDBVdQteKxvaI1JnyQcao1Wj+U9kao2tYkdGQ4uqnvAx8khfL8c7XktyeaFxlSPUMFmxjJVTevK+wVzGKCppila68TFYUqfpzMBk1eLwX/v4d4f5jed0svm+3QtiKTKKzoMsFCutSUzETOIb9VloJD2y+vCLAwez3MfLQ8X22U2WqdQseSyvpARHvflkaqE7C7tnLU9PxazJ+/rxWikUqpEYrsdfNciQOM3e2ZSPfMc3++vJB6zJB2AtHVmNVjAVz80RmgOI3NI00z3a3+2hFt66s/qELP4d63UttuU49v6858g3o8uglS9H1JVR7CstHH+bQsVIKSUb6FqZIEVHkDBc1fzTE1PcsLGdoVJy0PfwQCvyxtJsHLPWkNTqLNd7jWSUW5T38CN57EvtUK+TtXl11O87+5Pk8tFb7vGy2LZt28azzj13wZy21aQ8OauP6d7xZDpc7B5PWQwhxAqT0RBbu6CkQKD9USmD5cejFfrbMuQDuPnqXoaKKZlAUYot07FlXbOf+Lz94kIj6RBqi4oXHhsqpprdMwm9eU1rpHjw+n7SWvOqz/5glLc/p8C7Hh5c2Ml1XsfvE6lUnOVZhzkCcqhjI2LpBOVjBfMAACAASURBVLWaitvGy1y+tpnTmxTTiaY7H5BaH8Mf/c4o129oZUN7RD5UzCTQEipmI7sg3v7yB2O8/eICYwNP0rdubeP3TNXvEMku0u/9SI8tiVODDgJKsU+QlZKUXGCIE/jJSIkr+5q5Z/skbzyvjcQqrIPWUPPuXyjQlTfzEnqgFJQS6MgausKUpHL4HXNHOn5Nu4jYwlAxaeyi/p3nFRqvFeccbZFi26TjJ8UKt22dOGB8zi/iGHm8x/zEsan368sFcHpLyFAx5bQmQ2RAKd8YMhuAxjEdK7LGUrF+17rD78yvl5b692vXNxr+5QO/WGyTA8c7Zy3Glmk74AtAujjzgKV0qNi2iaWZRGL5KNRPHJXxjfjW5GmUusgFPnlWtY7IKDr0XGK4PiftbzH86QvXoJWP0+FSzEe/O8qnr+6lzZVoh7k5QsyyLoUx388bPyW2lo9pF2KdI1CKSPuFkOYQ8mFInPrTRxmt6Mj68TdjoE3HpHFCPsjw5vPbSRx85DsjB7yHz8QprVFAzsUkVUsGyOx/Aat4rDnk62Re7x8hTqb957Q2gbNyekXfOx5PcnlJVwuFEEevWcUMWcOGNsM7Li6QWJ8MGS76CfZfvqiXZ2YTCrmAxMJMnNKRGlozmsBoZmKHddRqI4JzCs2BjU6SWhLj7u2zvP7cdl50x8CC2mFNgeOzV/ectAFTEhIrh9KaSMEZrSH7ipqfjpZ4Xm+OQEHR+iZQWmne//xunHME2oHzTSqHyjFK6QPirTWwjBRnT/pjkbg79cztnPWJuXoTjAkbEmi4Z/skL+1vIVIWa+A157Rxz/ZJrjmrhV0zKblAE2rFp7eM8aHLu4ktOOV3ND81ldCRNbSGkFh1Qo9iV2q78W7bOsHvPq+Lmy4p8Iav7F2wM6I3spzRbFibz/D8kzg+18nr5eRr1QlV5RftAgMtkS/PMlW15AJNoCyJ01Stb5Lq8EetR8op3TnD5384xu3X9LH5vt3csvXJxphbaLbYFXQztNgktk+MTK08jzaa2cSXbrHOoZWimtYScaFiogqxMRh8cnluTjrJ689tZ/O8knB3XNNXK8W2xA/uOEmMrQxVpwi0opw6Am0xyhBbvyhS708zHTtCo7DKUUkV1tbjWFG1/gTRe5678D381pet5bQmQ08YH3RRT3jyOhHL3UqP0WNOLjvnWk7khQghFp9NEvJByGxSq0WnfY2vzmzIX76ol8TBcCmlMxtgNPQ1h4Ta7xB58R0DvKQvz3ueW8BR231n/Nf2XxmvJzF+6+IC//rTCe5/zekEWhEZVWvUVyZi5Q2YYnEprZkibHS5Pq8jpGp97TgHvPeRIW66pJN1zb4e4lAx4Zz2sHGM9aPfHeWPfrGbr1y7vlEuI2scQXriuuCK1csfZw0bTcjKCbgw9DW7aw2iLujK88DANNdtaKMl9KVYXn12G+XUcd29u/j3164n1HD9hlauun1uTDVaUcgFzFQTQh3QZNwJ3cJZ31F60yUFPvboCDdd0snXXrsepZRPyFCRnZSrUBrHqCggNKCBfKippBBbRWDh6tt3LYhR6/yiylAxwTnHq85sXfAeH2pFW2ixJ6AZrxAHcLCvDK0RvOiO+bHpj/0PlxI6s36hbzrRficyRzInlXgVJ4epNdUbL6f+zwr+pnaStGoVqbXc+uNx3v6cuROi9blA1TpSC7uLKVmjuO2X19KTDwiUj/GmQGGT1dWkTwixvOilvgAhxMkVO/jFLw3wgW+OMlGxVFJXO0bo69ityRvfzECDUoo4TUlrHXZv2TrJBf+wg/Nue5KNf/8kM7Fvvre/XAC/d1k3n9kyygvWNjFesWilaAn9zawQB1M1EbHVRNrv3phN/I4jhY/Ne3bM8OI7dnJuLf6uvn2AcgJPjJYaMfd7/znME2MVRkopoVa0RgfurBfiWMQmw3jFNy/bOlphrJxinWbHZIzRUEkdn9kyyumtGZ6cjPmPvWUyxteT1cqPoal1GGU5pz066JhatT7hUd8RfaJktcXh6Mkb3nZhB1optk1UqaSWnLbyGlnFphP45GPjjJQt1dQn6VpCDvm+X0/URVrRHCpedHozw6WU7bV4ksU8sVhiB7f+eJxy6g45fgYaOiI/d6g75Jw0sDInFSeVUb7cysceHWGq6u+v/ux74404vuAfdvBn3xsnrdW674jmvjfSPv4LOd84YTa2DBUTtk1UGa+kOCfv40KIpSXJZSFWmSYDd27q4+u7i1zwDzt4+V07KSUWjW+sd1rekFhLRvuV8Pf+xzAZ47uVztffGpIzHLTZSc7FdGYVH79yDRsLGTqzBl3rvCvEwSitKaX+yF/VQtZYQg1T1ZSWiEPGoFaONc0ReRKJObFogiiimMIffnuY37q4wLsf2ceVX3qaYuJoCv2CSDW1fPCybt79yD6uvn2A27ZOoOc1S+1vDfnkY6NMViEfqIPG85p8QHd04pO9ORcTW0fGwJltEb1NAWe2ReQD5DWyipkwpMnAG89r51X37OKHI2V83sIvOB8sRiMNv395Nx97dISZ2LKhPaKvOeQ5XRFrw5VVG1CsLPVY/dl49ZDjZ2dkGS5bgnl3uIeak44PPnOSH4FYzUwYUk4gZ+CDl3Vz49eeOeTcNtTQEloq84bTFhXz5vPa+drT06zJB2xoj+jJBzSFmnygyTl5LxdCLC1JLguxykQupjvrm+xt+x/n8OD1/XRnFQ/snPEN/5zip+N+gtISWD50eTc3f3+UOzf1NSZA/a0h92zq8zWBDsImCd1BSlOgCJSiKVB0B+mSdN0WK8O0C6mmEGl/TL+cau7ZPknGKKaqAI679ovBuzb1kQ0UZ7YY0jiWmBOLZiQ2VFO4YWM7b3nA1zkEvyN5NrZMVVOUUmjleKg2tt58dS/FBB4YmCHSjtuv8Yt6f/7YKEa7A8bUuzb1cVrWklRO/LFWZy0FHdMS+BvbUEFrAAUtycDVSmnNaBKQOhpzguf2ZEkdxFbTFnLQGG0NYEOT5dNX97K+JSJjFD1hTLMtSyyJRZUCXVnFRV2Zg84HChmYiH1d8LyZq+tzqDnpxNjoEj0SsRqNpQGRgU88NkpPzo+5WsHdrz4wlpVyTFQX7sCvN6S7/pwWNI6M8bXwz2k1srAnhFgWjqehnxBihWqPNKNVsNZRTR23/nicN53XjsKSWE1TqJlJ4J7t07zxvDbecXEBDTy8ud/XXFT25zZ7sklC27z6nSu9WYpYXLFTGA3KOWaqfofllX3N3PrjcX79ogIVB105zYPX9zeaSuYMfH+oxPmFHG1IzInFk1gwGnryQSOxDLBnJqY7Z5iuOnqbFHkXUK11fJ+uOjqzho88OsozswlvvbCdhzf3k1iIUzi3VfHI5n5i63c3d5iYpLJ4QeusJUuFXdu2sWHDBqmrvMpVdUgSQwVfbqCSOrSCQCkcMF4Fg23EbKBhohwzUjW0OxlrxckXaZhxUEkc3TnDI6/rJ0792BxqKKag0DwwMMn157Qwr6KAzA/EkotTKGT97vtPb/F1lq3TdGYM33hdP9Vak3Vd+7t//fgY77i4QH7ez2g0+5pP3suFEMuE7FwWYpVJdMhEFZoCS8YoMkbzjosL9OYUb/v6EIH2O/FKScoV65p53hcHOOOW7bzw9gFGSiltoaXZVWSFXJxQSiky2teiG69YZhNHb97w9osLBLUGUlMVy2g55SV3+ph8/r8O0JWPDlr3W4gTRQdBow59V9YsOML6/m8OAz4xl1pFpCGqjauFrKGUpNxxTR9f2DrJaZ/fzi/dPsBEJaUpgKRSoc2V6FIl2lxJdtmLk6rqNIEGp+CvfzBOvrarM9A+wVFKUhKn+aXbBzjn73zsJk7TEsh7v1gapRRy2pcVcg6yGsqp5anJmCu+NEDfF7Zz5ZcHeGFf8wmvWy/E8TIaSgmcllO84+ICGaMJje/Xd+e2ScbLKb90+wDrb9nOi+8c4A3ntlMIZF4ghFg5ZOeyEKvMVAxKwVjZEmjNYDFhqJhw29YJfv/ybpoDy5ltIdNVS0fG7xRNnb/ZDLVv1iML5OJE00DWOIqJIx/6JmlNoWU2tlzWG9KZNczGvo7iQ9f3kzi/U6kgnd7FIhtPQ3IB4ByBdnz5mj5ed99uBqZiBosJLZFmbaiopn5XUaeKccqilKZESFvEgnE00JastkjUiqWUOr9gEml483nt3PTQIDdsbOfM1pCunKKUqANiV+YAYim1qIRdseapyQpNoWZjpyFroL81aMRpoKE7siQVWQQRy0vGwGzVkjjYUYtho+CcdsMV65r55p6ZRhyHGroiS1KpLvVlCyHEEZPkshCrTGL9BGe0DGe1WfqaA3rzATdf3UucprzlgSFueeka2qMAi+8cr4FIO1qQml5icfju2WP87+cWCJVjYyFDWisX8E8/meSGjW3MJpqqhdRC3kAzFdJY4lEsrthCYKFqFfftmOK6DW08tLmf1Pqay00B5IixNllwPNVZy2lhTFln/HFt53cudYYsSl1lIY5GNQWr4cs/m+R1z2rjj17QQy7QmFrCuTNrsc6PucpBRkOzzAHEEkrjmJ5sjnyQIbFQTKAn6xirKpJ6eaFocerWC3G8nIPZ2NGZ1axvCRvjrQbWt1i6zmlrxHGXxLEQYgWS5LIQq0yg/fGrl/a3sH0iJRs4Ntd24dUbScTWseeJH/q6nHUW2a0kFk1zAG84t51PPDbKrzyrndfdvzAmK6k/TtilSr5mosSjOEkCDYGCBMuVfc1c+eWBRmzecU0f2SbDhAtpPcheZGctGVsiA424TeR+USwDRvtx94p1zfz59/y4u+nf5mL77k19nJWr4JyVMVcsGzMJ/OfeGV6wtpnhUsov3T43V7j71X10KDkTIpanjIbQKAamE7KBXjDe3rWpj7NzFZzyA63ME4QQK5Ekl4VYZZoDuKKvmQcGpnn12W0Y5Rv1pc6R0QrroJjILaQ4uSIX05Mz/OZzCo2YTKzDaEVG+3IYgUayG+KkazKWjNFMx9Cd0wsanHVFMFz1u+lRS32lQhy5ekmMnpxaMO6m1pExihakt4JYXpTWtIewoSPH3dsnF5wiyRpoDsFJGQGxTEUaWkLIBeGC8TYyvl+DSyR2hRArmzT0E2KVyZCwNq+49pw2rPO5upyB9sgxVEqopI5ISwZPnFw2SWg3KUb5MgQALaEibwDlm/zlzJJeolilIhszGVu6smCdaiSW2yPLMyVLqPwuUCFWkpyBobKlNfLlXerjbiHr0ApJLItlZ9pFlFLY0KZ4zTltVFK/pteZAaMtVqauYhmzQMt+421HRpExlnK6pJcmhBAnhNwOCbGKBFFE0QVkje8Sb7SvwTybwDOzjozRGO2ky7ZYEjZJaA0dkbY4YDr23eENmkJWUZHJt1gCzlpaiamkurFxXgHPFB1VC6XEkpHZlFhhrIN8CLOJXnAgZF8RNJJYFstPxcLTUzGzsT+FF9TmsFOxr2cbOimJIZavqSpU9xtay4lluATNgayMCCFWPrkdEuIUp7RmRmUwmQwDRcVs4igmMFhM2Deb4ACloCNr6MppCloa9oiTTwcBZHKUrSM0CysMpNby0e+OSbpDLBlnLZmkRFvoExqxhVxg0MoxFVsstRgWYgXQQcB0Ao8PVUicL+tiNExVUiyQc7LALJYXHQQYrfjjR0fZW7QM77fVsylQpLHErViegigiBT7xX+ONxTwHpGhaIwhSKYkhhFj5JLksxClMac2OUsCPRiuMVjVPT8UkFirWkVoYLafsmYnZOlphz0xCauUorDj5dBAw4wxjFSglGo2mnDgGiwnfGyrzGw8O8aozWwnlHUssoSCToZTCUDHhp+MVnp6K2THpx00FjKfhUl+iEEdkPA19zeUg4J0PDvL4SJk9MwmR0XRmNNpIDSKxfASZDMOJIdRw0yUFPvKdEX4yFrN7JiGxjrFywnhVit6L5cmEIc9UDNY5XnVmK+96aG7MnY0dkdZy7yWEOCXINhshVigThlRUwEzMvBqg/msBMFoFHFx77wAPb+4nttAUahIHU+UUt98JLOcglYJ14iQJMhlGqprEQpj6HRyV1BFoRTmFyUrKZCWlM2t424UdfleShTjMEWl/tDB1/r984OM3IiWpyu4PceLpIGCkqtFw0LEzsX43s8pmIa7KjaJYVnQQoE1IFcBBXPELIk2B8uNrqJmspIQK8kFAiYB2ZBeoWDomDHE6QOPns5XUESrobTIHxOw7H97HP71inTRVFctCkMlQ3783UgUS2FdMyJpDj7mZJb1iIYQ4MWQfmBArRBBFVIIcNsqRhDlKaPYVLWPlhJYQuiIAi8byxGTKOx8aJHWOgamY2EKoYTa2DBUT9hVTPvboCJXUZ0kqqeNjj46gkOSyWHx+4g0dEfRmfVIutr7JiVG+FujB4tMBU7HjyakUhaWYWMbLKXtnLYGCWWtIwhw2k6MS5Br/jhDHQgcBQS2WfjbjF0IsB4/NcuoINYxUHDYMmVYZZlQGpWWaJZaWTywbqljKiSW2llAfOpYtfrFEiKViwhCldaP2d31+YIG2aG5MraSOdz68j8FiQiBDrVgGNpx3fu1P/l7spocGSSyHvfdyCnQmR5DJyZxBCLGiyc5lIZa5+o6jwbKlJ2sZKvvJdWw1zqW0ZTR5Y5lNNaXUT0quv2+AT121Bq0U/a0hoYb/3DvDRd15ZmNLS2S46ZICN35tLwNTMf2tIXdv6qNFxQfsyhPiRKjHcV3FWQJlAU2o/c7lXdMJvXlDxsAHL+vm+vt2N+Lzjmv6aApgKla89t7dPLy5n3Lq0Frx1GSVpjCDxlK1EGkIDAyWoTebIalUluxxi5WpnpB7YjKlLdJ88acTvOPiAkbZA2Lz9mv6MMqRNYrRimKyqhgvJ1x77x7u3tTHWblEdjKLk0ppjQlDQDNahSYFM4lvgjabQNZAyoGxfMc1fRhlQdcGZSGWgNL+9nSkdhAp0FBNIGPAOcuafHBA3HZFlkTe6sUSC4KwEbf1e7FAw21bJ/jjK3sOuPe6c1Mf7SH8bDLlrFaFDkNULL1vhBArkySXhVjGdBCQaMNUFTqzitGqomods4m/79NaU0lhtFZrLq7NRQamYjqzBgXctamPJ0ZLbOjI8fhwkav6mnHAmjw8tLkf6yBQ0K4qMpkRi6KeqEuxTFQ1KHBO0xzAeAI5A6mzdGYN4xVLS6Q4o8Xw8Ob+RsmX5gAmquDwu/GT2k4mqJV7saCVpmodWilsClXrGKkq2pf24YsVaDwNcam/OXzgun5uvKCDjgh2z8LavOKRWqmhQPv4NcrHp1Z+12d7NmBgKubae3fzzc2n04xkPcTJMZdYBrAUIs1I1c8PZpK5Ei7dWc1ZrSwYZyNlGa/CmhxIVQyxFEwYMlr1c9z6DvqWEGLrqKaO2MIZLXpB3HZGkFRKS3rdQoBfEEmsj9/6vVhz4DdMDExWuKgnx0Ob+0kthAaajD9xur5FMRX7DUIBocwZhBArkiSXhVjGSoSUajWVp6qKSuoayQuYS67VJzL1hmf9rSFj5ZQzWkPOaTW0RjmaQktXrplSUkuIBJAzlnKqiaWRn1hEzszt5KjHrmMu0TFloTXU9OahnGqq1ifq/DFXiwaGy45cYNg9ndDfGjZ2MoEv9xLouaOzqfOlNRqvFanDKI5SbB0OxcBUTKghdYrYQn8TTCaaenn6auqYjR39TboRk4GZi/OBqZiqVRKD4qSZdiHNaCbmlZ9PrF9ErifjAAwway1a+U84wClNR1bmAmLpxCpobJSox2qTcUzHoJSiPVKNuUN94Xmsiiwii2Vh/hhbvxfL6pCenKIzmyNSUB+anfObIkb3mx9bZM4ghFiZVmRhH6XUK5RSP1VKbVdK/c5SX48Qi6WUzk1UYusb7lnnP84Yn0CrfxwosM7SGVnuuKaP27ZO0BpaqtbSm7VUrd/daTREplaDOYGmwNIVyc2kWDzj1bm6yoH2MRjqudgOtY/1UAEOUjv3d9ojvzvfOkVXZPnEY6PctamP5sCSNQ5rLWe0hrSGc/WajfI/t/7aEOJohVoRan9zqLFkjCKrHWNVaAvm7vsio+hvgrKzdESWjHG0Rz5+wX9/pKW+gDh56otzsfVjbH2cHa8kjZ329R4NzWZh9QuloNVAVsucQCyNqbg2p9U+Trsiy2DZ0Zv184D6oklX1ieWZxJkDiuWjflxW78XA0tn5Dc81OO3I2MZKaUEyi4YpwONzBmEECvWirvtVkoZ4LPAK4GNwBuVUhuX9qqEWByNnRmhT7Td+uNxQu3ojCwtoU+uZYyjEIHRllIC4xU4r83w6at7mYk1Ga1J0XSG/melFqqpv/HsCDUBSE1asaiSWkPJsJbYyBvIBbYxCc8ZS3tkcUBraGmPfKK5lMB0AvlQ09+kGatqPvuiXs5uNTg0+UDTkTV0ZCC2voZzpJ3/v/F/lptOcSw6TNy4Ofz0lnHyxic4OqK5Y6/149gpmqzSlK2mI/IlXv5x68SCWvZCnCyRnhtz5yfpsoGmK7I0GSjXTippdKPPgsInlkHmBGLpJLa+AGJJaw39erOa2XTullUBCktW21qtZYlXsTzUF+7A34vdfHUvY1UN+FJwQW18no4157UpLvznXY1x2s9/rcwZhBAr1opLLgPPB7Y753Y456rAF4HXLPE1CbEowtqRv0D5XXFvOLedzz0+7ksGoOnOaJoDTQy0hrAmpwmMZri2a8nUTlZNJ7Cv7D/uzVraXYlMXCKtlGRSLhZdoKGcJHRElpyxZI1lvAztkcViyRsAjQGqtd3G2QDaI58oiTRMp77HFMrvcp5NYKZWMiYfaIzWZIymPdI0RxqDpjcrSRJxbGzim/Cd12Z4x8UFUudjq7hfgqOY+p1zKYADo3wjtDef18Y3N58uzfzESdeiYgINe6crjR10YFmfh6la/GY1VJ1esFBST4rImCmWUqChyfj3fINPypXtwpN8HVH9a/IeL5aXZ/buqf1pbnytzwD8OGvpylqmKylv/uoQd1zTR2to6YogUlqa+QkhVrSVWHN5HbBr3se7gcuW6FqEWFQdJsZpw2TVlwfY0AbvuLhA1frdc00BJA6agKLVFJO5HUvdWX+TmFSgGWhWgEW6aYuTriuyPFFSPFO09OX9287aPEzHczeSE7VJeC7w9WxjCxkNzVRwsSWc9/OU1qBDymgS65ipQouqEsybkGeAJDm5j1OcWtI4RumUgIhSAlWtyGpLh4pxqlbovhZjLvUx5xJfy7azVuLFyelWcZI5a+nKWEaCgN3FhNPyupGISy0MJ35Brp6sCzUUIrBpjJVBUyyxrjBlX0WxJgPlWhNKjd/NXMLH7HjVz48lXsVyMzE2ypo1PYynurEYkjO+LrhS0B76Um9tGbj56l5fLgMrDSmFEKcE5VbYnY9S6nXAy51zb619/N+B5zvnfgtgcnKy8YC2bdt2wPc/7xv5k3Sly9OjVxaX+hKWtUsvvXRJWygcLH7bOwv0rj2N0aqfqLSEUK6VtQg1VEf2MDE2umTXLJaH5Ri7820473wmbHhADBssydgzEsOr3HKPXyEOZbnG7vnPfjYjVU2kfR3mROYM4iCWMn4PFbvrTl+PaW4/YAHkmb0Su2LOch1769afeRZNTc3MpiyIZRmDBSzPsVeII3G42F2JyeVfBD7snHt57eP3AzjnPg4LXyx127ZtY8OGDQC037pn/y+vKhM3rjvgc/Ofn+VgKa+nra1t2UxUltpyi4tjdSo8jiN5DBK7h7eS4mA1XqvE78mzkuLrRFuMxy6xu7RWazyfCmPvUsfuco0dua4jsxzH3uX2HJ1M8tiP7rGv5rEXVne8wMp+/IeL3ZVYFuNRYINS6kxgD/AG4E1Le0niRJhL/OfhG0e2CHCwZLkQQgghhBBCCCGEEGLxrbidywBKqVcBf4EvbXiLc+6j9a/9vJWY1b5zWRxZQnqpVhOXw0qiWNkkdsVKJvErViqJXbGSLUX8SuyKE0HGXrGSydgrVqqDxe5K3LmMc+5+4P5j+V7Z6SqEEEIIIYQQQgghhBDHTy/1BQghhBBCCCGEEEIIIYRYeVZkWQwhhBBCCCGEEEIIIYQQS0t2LgshhBBCCCGEEEIIIYQ4apJcFkIIIYQQQgghhBBCCHHUJLkshBBCCCGEEEIIIYQQ4qhJclkIIYQQQgghhBBCCCHEUZPkshBCCCGEEEIIIYQQQoijJsllIYQQQgghhBBCCCGEEEdNkstCCCGEEEIIIYQQQgghjpokl4UQQgghhBBCCCGEEEIcNUkuCyGEEEIIIYQQQgghhDhqklwWQgghhBBCCCGEEEIIcdQkuSyEEEIIIYQQQgghhBDiqElyWQghhBBCCCGEEEIIIcRRk+SyEEIIIYQQQgghhBBCiKMmyWUhhBBCCCGEEEIIIYQQR02Sy0IIIYQQQgghhBBCCCGOmiSXhRBCCCGEEEIIIYQQQhw1SS4LIYQQQgghhBBCCCGEOGrBUl/AiTY5Oenqf25ra1NLeS1CHC2JX7FSSeyKlUziV6xUErtipZLYFSuZxK9YqSR2xWI55ZLL89VfOKOjoxQKhaW+nAa5nsNbyutZTgPs/IF/KSy3uDhWp8LjOJLHILF7eCspDlbjtUr8njwrKb5OtMV47BK7S2u1xvOpNvYuRewu19iR6zoyyyV2YfnmHE4meexH99iXS/wu1bxhNccLrOzHf7jYXRVlMcbGxpb6EhaQ6zm85XY9q9Wp8ns4FR7HqfAYltpKeg7lWsViWs2/s9X82E9Vq/V3ulof94m0XJ9Dua6VazU/R/LYxdFY7c/Zqfr4V0VyWQghhBBCCCGEEEIIIcSJJcllIYQQQgghhBBCCCGEEEftlK65LMR8SmumXUjVQqShRcU4a5f6soQQ4pQl465YaSRmxalCYlmsVBK7YjmSuBSL6VSIL9m5LJYlpTUzKsOYyzCjMuggYEZlGXVZwuCunwAAIABJREFUJlSOssmgtD7s99S/7j+fZV8S8YPRmDf+32e44vZd7CgFB/wMIYQQx08HAVM6d9BxVweyri2WD6U1ZZOhEuSYPETMylxBrCRKa9Ioy3Ca4ekZy5aRKm9/aEhiWSxrSmviIHvIuYPErlgqJgyZNTn2xiE/GI3ZOZPyg9GYvXEocSmOyPw8Vdlk6d7wbEZclkmVQwf+3mj/9+wnV+A908q6WrEq5PJN7CgFXHvvLgamYl5zVjO/f3k31927k4GpmP7WkFtftpbTmkLWhn5FR2m94Hv6W0Pu3tTH2U2WJ2c118773r996Vo+8K0hrr13N9/cfDrNVJb6IQshxClDBwE/m9Fcf9/AQcfdhzf306HtiluNF6cWpTUlFTJehdQ6SmnK5vt2H2KusJ5mykt9yUL8XEprRm3I+LTlunsXxvOHvz3MZ6/ukXmvWHbqcTtWtFwv47BYBupzhEBrtk+nQMJU1fGbDw4uyEd0dERLfalimZufp+rNB3z8ih5u/NreRhzd/5rTqaSO19678L7pD749zCev6qXbrJx7ppOy1KKUukUpNaSU+tG8z31YKbVHKbWl9t+r5n3t/Uqp7UqpnyqlXj7v86+ofW67Uup3Tsa1i5Mv17OOa2sTYoAbNrY3JsgAA1MxN35tLzsmY6ZdCMC0Cxd8z8BUzLX37mY8PfDzb3lgL++7tMDAVEzVqiV4hMem/dY9R/2fEEKcbONp2Lg5hAPH3djSGLuFWAr1if5jwzE7JmO01o3EMhwYs5WVMacXgmkXUU7VAfPmtzywlxs2tq+oea9YPepxe7i5QzFFdomKk0Jpzd44ZOt4ylQM19+3m85s0EgIwlw+oiRjqvg55uep3ndp4YA4enoq5rWHeM8eLCZMu5WzgHGyRui/A15xkM9/yjl3ce2/+wGUUhuBNwAX1L7nr5RSRillgM8CrwQ2Am+s/V2xyOpHRidUjlGXZUZlF/XN3Zqo8eIC6MyaBR+Df9E1hboxSa5aDvp3Ygu9+YA7N/Xx0OZ+7tzUR28+oDNr6G8NibRbtMchhBCrQf2o17TKMKlyxBY+9f+z9+5hUlVnvv9n7Uvd+n4vioZWwEvImJCJCY4aAgngBeZwNZnJ+c0hJnPVYRzHzM9jTIy5mPyYiT+OcXRmToJIMpkkCgjnARIVA6I4kjEJyUQSFVobmqb6fq/bvqzzx67aXdVdDaLQNLA+z+NjU11VvXfVu9d+17ve9f3Oa2BuNOw/p2XA8sddXaAKHIpzhtA0+mSQ5TtaaYjozKoMYGripDGraUIVNRQThmYY9ItwwZbZfISmUTltVoEMXG4cTrmCkC6IRgpf0zJgUR8xVN6rOOucbN5YuDU8yJAI0SODWAhCevG5XG4cfqMvoxamFafNeLKZo3+XH499Mkhzv1c8dqRXSxACNi2OsXVpo58rtAxYOGrx+YJn9DxnUHj35h4ZGhNTxcivUxWrazVEdNbPa/BrVXOjYf+e3ZGwz6sGhwmRxZBS7hNCXPI2n74M+KGUMg28KYQ4DHw4+7vDUspmACHED7PPPXSGD/eiIxwpYUgEC8TDwVtlkcCQBSeGHW59tlByYkbYPqMt+pph0OuYGDo0lZv+hdeTcgr+Dd7vhy3XS5Kld9zFnhMxGLP1YOOiGLqAbUsbPaF0lWcrFArFOyInY3T/yx2snVPDZ3eP3Cdy21kPxJP+mL1xUQyJJJgduxWKiSQXr8O2TTRi4ErB4qfGymaNiVkpabNNGkMujmWd+g8pFO8Q3TR5bVAUyAptWdLIFWUmjmWNbK/dGfel4/75Y1HiCYcVedJwGxfFuGe/F8vg5cTRiEGZSKu8V3HWyHV8Fps3jkgVFt8avnVpI8tmlLK9ech/v9w4/OTNjazdG+cHN8ZArU0r3ibjyWY2RHRsV9KVdFlRJB5/8alLKTE1WgYsQrpXS5i/eazUWzxhE9DP9VkqTpfTMc7LjWntCYeGiEF7wiKsCz7x4+Nvuy6WX6caXdeaGw3jIrhzX3tBfD18sJvakM4/vtLFQ/Oj582cScgJyjCyxeUdUsrfy/77fuDTwADwCnCXlLJXCPFPwMtSyn/LPm8D8OPs29wopfzT7ON/AsyVUv51/t/p7+/3T+iNN944i2d0YRCOlJCqamTVj0f0g3b9YYyUAyt3tbF+XgN1YZ2BjEuJqdGTclj3SjfxhM3uJXX0HTt8Ro6jsrqG/pIoq3a2snHRFEoDOrdkt0Ytm1HKF+fWFWhwbVwUoyEEsvMoycRw0fPYclOUmqBg/rYTY4rOz6+axtDxN0kmhguO4+qrrz6nKcvJ4vdDL0ZO+/3+8/rEuz8oxXnBZI5dxYVL5bRZLNzZyfp5DX5ilKOp3PQf37q0ESklIUMjrEmSJ94qGH9V/Comgvx4DerC107MkR+zm5c0krJdwobgqwe6+POrqri8Kgg9x+nr6fZfo2JXcaYIR0qonDaTX3Wlx+Tce1c1MXz8CMGaKSzc2UnLgMXcaJhvfbSBiqDODduOjonlRxdEWbL9mF+4u7QEjvz21YK/eS7jV8XuhUfltFnEbbPovPH5VdP56BYvTrcubSyaM+xe2cTCrYULK7Uhja8c6OK51kTB3FONvYpTkbvnFxsb047kzn3tRCMGjy2aws3bvQL0Z2ZXcM+H63i9N81te+JsvrmR1btai75HtMSgfChekBO8XdTYe24Yr2YU6m0dUxcCmDrrSlrTI3Wp8RZvf/rfGuh56/VT/s3RCxk7l00rmovuXtnEv/66m5svLWdmxKHjzeLvfS44WeyeS0O/fwa+ileH/yrwIPAZiq9HSopLeJy0Mn7ZZZcB3kWT+3kyMJmOZ0gEuW7zsULdlyHXD/LpZQYSwf/zdBvRiMF9c2t5fHGMY0MWobB5xs6jX4RZlV0RvGd/J9/5eJSnl0+nK+XQkbD54Wt97F45HYHA0CCkuYSlhZwa899DaLB/9TQyriCgScqERbdjFN1i5UpBY95rJyNjPtsXT19D+d18P5MpTt8NF8J5nG/nMBmP9Xz6DM+nY23P6P621WJj7ftqQzy/uomA5m0LG7YcSkxBzSQef8+Xz/6dcj7F15kmF6/rXunm8cWxk8aslJJDPTaVAYPb51QzvcxESklp/VTqaqrP0RmcnIvxe72Q4tkygvRbUBHU6UjYbDrUxwPX1nPvSx1kXEll46UF22vvvrqGrpSDJYvLCVxRFeTwp2dhaBDUXXTXmrSf1bk4rskaO+fzcQ2KIKGkLDpvtKU46dZw79+SfaubsFzQNUjZLp/8cRvxhM22pY3Uh23qJuFnM1lrDhPJZDz3HhksGmcNEZ2ygM4Pb5pKVdBross9764P1vC5fXE+/6FaNi6KkXbluONrvWnhBqvp6+medOf+djlXx32u4qVY7WvVj+PsX30pjbLQ7FZoGp1OgFuyO4lyz7/1Wa8Bc+WOVv8xjOBJz8erU00n4cBAxuHp5dMRAnQhisaXlJIF00qZUqJTabpUnCfxdc4E5KSU7VJKR0rpAt9mRPqiFZiW99RGoO0kjyveBcW0inPbQADChsbXDnSycdEU/mlBlNv2xHnPd4/wZ7tP0Jlyx9Utejv6M/mvs/KO40A8yZ8+F6dt2GJqqcGV1UEWX1LG5/a1E9JcKmWSkJMes/VAui6lMk21SFEqvd/ntiHko7SWFQqF4syguTZN5aa/zSufpnITTUDakfyuN0NX0ua933uThKP2tCrODbl4PRBPcmzIKhqzacflk7uOk3YhbAh6My5/tvsEV246wqKnjnIi4Sj9ZcUZR2gax4Yld+2L05GwqY8Y/MNHGvjJWwPcN7cW25XZ5omRvHZKiUGJqdGRsIvGsqGBQGIgibjjb/tVKM4ULsXnjY8c7EHPi93xcoaMI3lzwOLXXSm++nInIUPjBzfG2L962hmXY1Rc+BSrAyybUepLYv3t8+0c6c9QF9b95+maYHvzEH/zfDsgmVpiFI3VkObi2vZEnYriXZLvS1CsmFvMCyYpTBxZfHGhOjSih9JUbqJrJ5/beHWqFA1GhmhYQ3MtgrqgeSBTvFalC95fYxIzz6979znLjoUQU/L+uQL4Tfbn/wP8kRAiKIS4FLgM+Bnwn8BlQohLhRABPNO//zORx3whEtDEmIAetlz/MduVrJ1TQ9KWY5zUV+xo9Y0VcppG120+xozHm7lu8zGak8YpJ2C512VcWXAcB+JJbn32BElbMjtbzL7/mjpfD/rtIDQNQ4Onljb6753TxTmd91EoFApFcdLdJ9i2tJFNh/rYsDBWMNZuWBjjj398nCs2HeHWZ09wdNDOGvqp4rLi3JCL16Zykx/+rp+to/KDDQtjfObZE8QTNoe60yRtyZ88XejqvTIv91EozhSDMsCXX+5k7Zwa7tzXzvVPvMXip47yySsqeW91gI2v9vq78rZltWmrgjrDllt0/H1qaSNVIk2NSFEqU+fV5FRxfqIZnunZ6Hnj3GiYtXNq+Nu9cT9O173SzfduKIzZjYu88Xf+5hZW7mjludYEGhQ0DSkUp0NuvMyPs3XXN3DLrlaiEYMHrq3ntj1x/ujHx9m4yItHJ1uTOBBP8rEtRwt+l3sPVUs4P8g34juSrVP9uiv9thoPhabRmwEpizcqDluu//PGRTFCmvu2Gi1zzZD9b/0OA5dHDvaMe/8+H8e9CZHFEEL8AJgP1AohWoEvAfOFEHPwpC3eAv4CQEr5qhDiCTyjPhu4XUrpZN/nr4GnAR14TEr5KorTYrSAuaHBxkWxAkOFurDOU0sbWbGjlaCu8dndrWwaZ/toxhUgPPO/nFj+3GiYu6+uYdiW9Mkgldr4F0budR9vjLB5SaOfiOR0tuqCkuZPz/QT6rd7geUL+EcjBo8uiHJZZYCIDmUic95dqAqFQjEZSSaGeU8ZPDQ/igbsu6UJy/EWJu9+sd03RsuZUzx5cyPa+eJKobigEJpGsGYKFSHBvtVNADx8sJvdK6bjAEf6Mr5Bz6bFMe5+sYN119efNPdRKM4UaVewZnYln91duJixemcru1dM54+vrKRcd3Btl5klLg/Nj3LHXm/r9h0fqOGhX3azfl4D9RGDaMTwtmvbKtdVTAxGMEg8paFr8NndbQXzxm9cV0fSdrnz92twpeTbC6cQMTRmVHjzsxJTwxBQGdKJJ7xO0Nw8sEq3cFVzqOIdIl2XGWGb/aunk3bB1AVpx+tE3bhoCknbZdPiGD0ph3/7bR+PLohSG9LYsqTR93qKJ2zqIzo/umkqdWGd4GnWJBTnBs0wODyssWLHsQJfmHWvdLNhYcy/1+YvFkjpva7XMbEckEj+54vtY56/eUkjU0p0/uOTl9CTcphSohMRDkcSY80jT7bjokxY3H9NHfe/3HnB3L8npLgspfzjIg9vOMnzHwAeKPL4LmDXGTy0i4pijqnPrpjOPfs7WD+vgeqQTk/KYe3edv7lY1GeWzkNJ6vjNtrZEvJWeeSIvMbcaJgHrq0fc8GOd2HlXvfYoX4Adi2bhq4JQrqgWrdwbZtqAUjGuFufzOkzv9jdMmD5hib7V09TNwOFQqF4F+SPvbUzrqQlIbh5e4tvTFER1LlrXzt3X13D//xQLeUBjaTt8g8faSBhuQhVXFZMMJph0GGZtDs2HR0ZNh3q48F5Ub75i15eaEvxjevqmFUZYOPiGBFD8MldxzkQT54y91EozgRC09BcqI8U9wlx8LaaDjg6ZZrL8bSOLiR3/n4N/ZZLZUDwDx9pwJHejsRSQ23XVkwcumny2oBk5Y4Wv6icGzujEaMgrpO2pDak8zfPt/P9G6eyZPsx/30+M7uCXcumEdQ1TI1sYVnFseLd05lyWb6jld0rm+hLuSybUUpZQOfWZ0ea2jYsjHHvSx388OapVIcEe1Y14UjQBXz/t3188eUumj890+smVff/SY3QNDoskxU7Wsb4whyIJ7n3Ja/2NbsmyJG+DFMiAum4aIbB60Maq7Iayy9+4hK2Nw8RTzgFtTJDgOVCQ1hnWolGue7Q65gM2zbr5zWw7pVuDsSTLN/Ryv7V0yglXfQ4c4sfj8yvz/MMS5+3hWU4t4Z+igkmv+AKXsL6Rl+GeML2BcnBmzi9OWDx3pogh/sy/valk63y5DSN7r66ZkzXxckurNzrcgXmxw71+0XgkyUUxQrl+UXsYlrSqttIoVAo3h3Fxt6Ni2JEs5PHnP5nsfvKowuiXFEVpEyoxFwxcQhNy3avtBRMIg1RuPUVvDjds6rJdwBf90r3mN1dT+XlPgrFmWBQmrQOWdSFjaKLGUf6MqQdSUUgSNIwOTHsFMTkhoUx1u71TM/Wz2tgTm2QkMp1FRNEt22wMju+5orKuXljUIeOhOMbxedyhm9+pN7XYM7F+2OH+nmuNcHzq5uokEnVsaw4I+TXPwwNUo7LuusbuGHb0YJ6xWd3t/Hogig6EE9KbtlVmDMsm5FSC8vnCYPSJJ6w/e93dKPAgXiSO/e1+6Z8zZ+eSUhAr2P6hWXA9zM4EE/6c5qmcpOnl08nrLmEZBohNI4MGywflWPe+1IHB+LJU9aepOt6NbJxminPN5QjyUVEsYLrVw50jdEk3rAwxqZDfTjS+/2GhTHiCZt7X+rg0QVRXl8zk/2rpxd0I+c0jcbruigmkp7/uvy/v+Wm6Cl1jLwbReuYInZOB1EZ+SkUCsWZp9jYe+uzbdx9dQ3gJXDF9D+fXNLIjAqT+vPMmEJx/jMoTVaMitnP7m4j5TBGR3Hjohg6Ix4Q8YRNqSn49sIpvPiJS9i9solpJULFsOKMknHhcy90YDkuTy4pzIm/d0OMSytMNh3qI6BBytX8wjKMxPN9c2v9/F3luoqJxM6bX+aKyrl549RSc0y83vpsG42lJmFNFh2DQ5oaXxVnjvz6hyGgLmzQm3aK1isuqwwggVt2jc0ZHpx36vqEYnKQkaLA6HbdK91sXjK23rXule6C+pDlFpr35cazgjrVkkYCuiQsvecVmxd9drc3L7oYa0+qc/kCJ3/7sqFrYzoiPG0ryXMrm4gnbDoSNg8f7GbtnBpahyw/OchtBRi2XMpNScgp7DzLtfX3yeBpbSEd0UKa5m8H6Gt9ExmJnVT24lSdybmide5iH91prVAoFIq3T248TrmiYMsXFLomr3ulm29cVz9G/7PCdAm456+GmOL8RGgattR8TcVc3LYMWAxkXKaU6L7m57DlUh4QfPlAlx+7dWGd40MWEUOjIWKgCy+OVRqhOJMENC8f/9Pn4nzjujqeWTEdV0LYELhS0pd2uHduHUEDLJui8XxpRYB7Xmz3za9Vrqs42whNIykCGO5IB3Juy3lup5IrIRoxCraUr3ul24tvmWFKiVkwBk8p0QlLNcYqzhz5u6Rbhyxqw8a4klcRAzKOHFNjiEYMDA26HXNMTUJxdjhZHehkvxeahpDCb3T57O42ACoCGk+vmE5AExwfsvjcC57HRv5uNFMTYzqcHz7YzfOrm7BdMDUIaq43Rp2iJlUfMS7K2pMqLl/AjDa1e3h+Q4FAfW7V5q9+6mksTy8zmFKi8+C8KHftixNPOP520JU7Wv0C7Xg3fem6VGrp0y7qStelTLNIGiYpVyM45VKGNMGgJblx28jW66eWNlIXEgggonPSInaxorW6ESgUCsXp4U0eTdoSkhXZbYXLZpSyaXGMtONiaIJhS1Ia0JgbDRNP2DREdL50TR2lpkbEgDLSSNtVk0XFhDAy4RDgepMIgKAueGRBA7fvaSeesKkO6dSbFmW1AZKebTSf2xdne/MQz7Um+N4NMY4PWQR0r7BcbkLIVXmE4syT3xDxsS1HfcOgrqRLdUinMqjz06PDRMOlWI6kPuJN3/LjOWIIHplfr3JdxYSQm2O2DWd4T7U5xgAtWmJQG5IkbMFji6bw1oBFUBdcWR3kBzfFMLJ7p2OmRVmNqeZqirNGue748fm3z3ewcXHU75LPlxfatrSRcs2mV5q8+IlL6EjYrHulG4CH5zdwbNArGKZtyOhBag2lCX62OJX8ae7397/cwZrZldlGliD1psWAo9OXclg7p4aHD3azcdEUGiIGb/Rl/EWspjKTf/lYlLKA7pvnCU1DR/LMiukc7svwlQNdxBM2X5xb5/mASdtrlHQK+yUDWvGa1LRSg0qRvujGM1VcvoDJ1xhaP6+BW3YdZ+OiKf4KcU/K8Z3R3xywqAho1IgUQtd8YfGIIdm/enp2VejUN/13UtQVmkabldOQGxlEvnfDiI5ny4DFih2tvtvntqWN/GT5tILi8+gi9oWmYaNQKBQTycjk0fL1EudGw6ydU8PdL7azdk5NgQ7/1qWNRCM6rpRINCrwkio19ComivE0we/Z7+U6GxfFeGRBA5oQ2QmFjSNMFm5tYcuSqayZXcm6jzSg4XWoJB1oHbL43L44j8yvJygvrkmCYmIoyJ2lQBNex7Llahwfsvi33/bzdx+s4XC/VVAM+d4NXjzrQlCVncSqXFcxEeTmmJsWxzjYmeHYQLrAAO3AiSEEYYYtF8ulQHN5w8IYDx/s5v5r6pgRtimVaq6mOHsMODpfPdDBrmXT6E27xIcdwobg0nLDj9lA1kDyyLA2Rju3MihwpWfgtvipowVNbzPD2kVXPJwIivmE5Xt4DUqT+1/uGDMP8RoR4c0Bi02H+lgzu5JLy03eHLDH6L5fWWVSItN+YdnLHY8WzGmmRHRKxckXEcbbLX8xFpZBaS5fkAhNY0gESbnCvyhzLpn37O+kLmyw5hmvGzmesMdotEnXpVSmqRYpQk6aUpmiWqQ8d9S3cZHkv/7tvGZQmjTnJczgDSJ/8vSIjmfusdx5LN/RSpkh2L96Gs2fnsn+1dMKNKAVCoVC8e7I6YiVmJo/NudMW9fMrhxj3rpyRysHO9N0JV2/sKxQTCQn0wTP/VwTNpgZtnFtG6FpWNktjUcHbe7c186ap9s4Omgzf8tRZn/3CH+2+4QvNaBQnC383JkUpgZvDdgsfuooH9tylFWXlfvxOzpPrgkbKv9VTDi5reA5n4X31kZYsKWFyx4/zIItLXwoWsqKHa3UR4yiGuFrZlcWeOUoFGeLjAvbm4f4zLMnCGiCW589wR/8qIX5W47S3O8tHuu4DDh6Ue3cmrBBZ9IZE8crVPyecYrVsHLke3hlXIrOQ1bsaMVFY9OhPtbOqeHOfe1kXIrqvmdc/Ptmsdxx5Y5WXNc9ZXd6/uKwqkmpzuXzFs0w6HVMLFcSyWqyZRxJxIATCcnyHcf49sIpfpt+TlvoQDzJv/y6h6eXT6cr5fgay+dSoy3jUlC8yJGv4wneFoOelOP/LuNCtVCr3QqFQnEm0U2TbtvwTXrytelyC3y5/+fTMmBxZVWQWl0VlhXnhvG073K5RMuAheMCOjhmkN6Mhi68/CJn3PLZ3W2+ZuhllQEiOpSJjIppxRlFaBoZzWTY0Xwtxyo9qxkpoD4yogfeEDFoT9hFY9txQQoVm4qJQzMMdFfzx80Hrq3n4YOFPgu68HRrHTn+mJzvlaNQvBtG6++W6w4Djl7gOTVeDeRL2RpIt2OOO8aOV6dQ8Xt65KT2Uq5G1ayr6BeCoOYSEQ4JqfsSfPk1rBz58qcBDeqzu9vz8cYcyf3X1HH/y52sn+ftVCv+vUr/uzuVl9epULvlR1Cdy+cRmmHQL8Ik9BCvD2nM29zC13/WReuww+172jnYlSHhaCzf0Zo1UNJ8F951r3T7Pz92qJ+7X2wnGjGYUxfkm3PLz+kKS0DD078pL1z9ayo3GbZc/+ecq2fu3xeb+6ZCoVCcDXKdAoMiiBsI054x6E05aKOKbrkFvvz/59NUbhLUXFWEU5wzctp3+eQvTDeVm5g6JDSTliHJx7e28NUDnWxe0ugbGD+6IMr3bojx/toADUaGUplSMa04o+imSbdr0m9BwpbYUjJsS/pcnW7XpC/tgpTMrAhgaF4DyXh5ckAf548oFGcBIxCg1zEZyrgF4+afX1XF7JogU0oMdjb3ownPGKt1yBp3TFZzOcW7RTMMEnqYw0mD6zYfY8bjzdy+t4PXhzRu39vBW4M2Q5Y7pgZSG9JpLDV5cF6UWSVe3jpe/hDQx69TqPgtxJtPhOiWIfpEmJQeRGia/7s2y+RQr8Mde+P8uitNd8ohLTVa0zo/7/Q6j0fXsIAC+VPwpCiiEaP4dyIkM8I2j8yvZ05tkKBe/HsN5lVBx/3u1fd72qjO5UmOZhgMSRNTg5ZBh1U7W9i1bBqrdnoX3/97da2vfflqV4L31YZ8jeVP/Ph4gUOvLuCFW5qwHZnVQva6y944dpi6yy4748d+KpfPHGXC4j3VJk8uaeSWnYV6NVMiguZbZ+JKwV374hyIJ9+WSaBCoVAoTk6uc+7YsOTff9fLX1xVTdKRtA3bhHXBo7/qZuvSRr7ycicukp8sn07YEOxaNo3P7+/wuzzfrnmrQnE2yM81IjpjtO9ymss5Db2w7pKwNVZkdRUfO9QPwI+XT8fUBKaGZ95i20ovXHHG0U2TeMYgokt6M5KWgRGToasbgrgS7nkxzu1zqplVodFY6u0iuaomyPduiPEnTxfqS1ZqFmrtQ3G2MQIBpr/nfbw+6HBiOM2eY0P83Qdr2LQ4Rn3EQBfQn7ZJ2LB0ZjkS2L1yOvFhm+/fMJX//vTxMZrLKmdQvFNy+WvLkKQ9kfb1dMGTS/jqgU7WzqkhYghu2nbMr4dMKTGoCOqYOlSFdIL6iDRCvnbuxxsjfO7qWkzNa1t9T3VxA8CLOX69LuQASVfguFAWgONDDivydIs3LooxpcQkZloMSpOk7TK11OCb86JYruSbr3TxXGuCjYti/m6GYjWsYctlSkQgHe+7kq5LvWnx1NJGvvxyZ56pn0G5bjFijyEJCFlUE7lMZPzvbjzd5Iv5+32nqOLyJEY3TY4mNYYtm9qw4bvw6prwL76ulMOa2ZX85K0B/uiKSl7rTdNUbvoXaE4zJkcMtnVtAAAgAElEQVTzp2dSLVJnvWX/VC6fo+lPSx440FmwpSpnthMC32Rw/bwG5SasUCgU75JcB4GhCb78cgf3friOhXlGJd+7IcYtl1UQDWt8YW4dq/MW/jYtjnHHB6opD3iFZlMTBHVx0ZpXKM4dxXKNXcumsWlxzH/Opdl4NjTB6z1JpAyQcgolBh471M9jh/p58ROXcEmpphzgFWcFoWl0257ExaXlBh2JEZOhz/1+FQ3ZIl3O5X60WdFPlk9j3+omLBcM4VJtOCpWFWcdIxjkd/2SiClZsaOVTYtj/N3vVzGYkczf3ALA3GjYl8coFrcv3NKE40o0IdCQPDK/Xs3lFO+I3H0/YgpW7fRMJfPv59Uh3a+N/NlV1UXrIS9+4hKqghquFAjdpDTrEzIjbPPKJ6fRMiS5aVuhudtV1QbPr/biOKhdPHJZxZoFAdoskxPDNrc+20Y0YrBpcYwVRTwvHl0QpazGRNfAlaLAFHHzkkbA00TetWzaKWtYoTyJCte2mVVi8KVr6vy/m6s3hQydG7cdKxiD9q+enj2HsXWkAlNdV6ha07vgtGQxhBCmEOIjQohPZv9dIoQoOTuHdnEjNI0u2+CtAYvOpEPGlf7F6rjSv/g6ErZnlvDeKlbtbOUrB7rYsDB2zrdvFBNGX76jlT5ZuD1iSATpcgK0DdvEEw4rd7Ry/RNv8fGtLQw4I3v9TtckUKFQKBTFEZpGP0Ga+y3srCnGLbsKx+s/ebqNrpRD2hV+YXluNMz6eQ0YmqAhYnD7nnZu3n4MTajCsuLc4DmGewvTe1c3sX5eA5/f30FPymH+5hbmb25h3uYWftOd5uigxeXVYVbtbKUjYRfNkaIRQxn3Kc4agwSwXOhI2GNMhnJ5fEAXBaap0YjB1qWNbFoco7nfIqi51IoknW/8RhWWFWcdzTDoymis2tmKJkZ8GDKuxuG+DMtmlLJ1aSPfvSF20rgNCJcqUlTIJGVSzeUU75xcjSGnpTtapq0n5fi1kcN9maL3+tqQTsaRBDThm8SBV29IOJrf0JfLe5O2ZNgRVIk0NSJ10chl5RpRftVtcXTI4VfdFm2WyaAM0Nw/YjJ799U1dKWcorrFJaZGWgrS7sjnmvvd6p2t3PVBz3A5absnrWFFDMmQCNIjQ/SLMIMiSK9jjiloL9/RSnO/VfDYjduOAfKkdSRVazozvO3ishDiKuB14NvAhuzDHwUeOwvHddEzKAOkHUmJqVFian5BGeDBn3ezeUkjw5bLpkN91IZ0v5v5QDzJvS91EDYEm5c0jqtVc7YZTxj92JBNc9JAMwyas/pIMx8/wm174jxwbT1zo2H/ufmDvUKhUCjePbppciRpMGx59xdNQGNpcROT6pBO2pF+gv3AtfXcua+d6594i5u3H+Mb19Xzk+XTqDfV6r7i3CDBdwSfv7mFO/d5MmHTy0Y25rUMWNRHDHpSjm8ula8jDl6O9OSSRipMqWJZcdZIOQJDwKZDfTij8uRcHp+0pT/+RiOGP+7O39zCbXvitCWk36ShUJxp8j0YEnqYPtfEckcMsHI+DLYLW94Y4Atz67hzXzsnhm0Vt4oJISO9sdIo4gsC3vjaEDHQNeE33eXf659a2sh3ftND2NCQyDGNd5ZbPO/96OYWmpPGBR3Hueu/RwYZEkGSIsCJYYfb9sS5+8UO7zkIUq4oMDnMNTyO55+VdvDHkXxyO/Kbyk3aEw73vtRBeUBj69LCGtZPlk/jREJmdbWPMG9zC6/1OfScpKA9+jFVV5oYTufq+GfgPinllUDuW3weuP6MH5WCtCtwXM/AY9hy2fhqr18sfuxQPz96rY/31wW575o6vvObHoK68C/CA/EkH9tylK8d6GTPqiZeXzOT/aunT6hp33jC6B0Jm+U7Wul1xnY2f3Z3G3dfXeM/V4moKxQKxZlDMww6LYMVO7wOpGHLpSNhUxvWi47XFUGdY1kznruvHtnmCiPb3cI6qntOcc5w0cbE5Wd3txE2RtLbpnKTxlKDD9QFMbO5SW4hfv28Bl78xCXsWdVEmSkIuJlzdSqKiwBdg960zRfm1pG0C7uzcoW7sCF8w7P75taOie8VO1oZlOZ4f0KheMfk5AZu39tBX1rSOuyQcfDHzQd/3s2WrImfrsGqy8r9nU35Zr8qbhVnC80wcKU3RnYmrTFmvK+vmcmD8xpI2zZBXfi/y+1uenRBlIqgxicur+Q7v+kBxJjGOzNb7CyW9y6/gOM4d/3njBGv23yMpCN82YsHrq3ntj1xrvzuEV7rTRd0GPekHDYd6mPT4sJC/sZFMWpDOgnLwcprlMzRVG7iSti0OEbYEDw4r4HpZSaXlbjsXz2N5k/PZP/qaZQZomjdKJBX/8p/z2HLHfOYqitNDKdTXH4v8G/ZnyWAlHIYCJ/pg7rY0QwDTYONr/bSVG5SF9a5+dJyfvRaH7uWTeO1NTO5fU4Nv+lMMjUi+Ns5VZToki2jOpW/OLeOkA7RgD3h2zdywuj5x7NhYYwdzYOsn9eA5cL6eQ1+pzKMdMpNdJe1QqFQXIiM7kDodUwc6XVkHB+yqAvrBHWBQI7p7NiwMEZEh0cO9rBtaSO/VxNk0+IYW5c2FuwwsWznXJ6i4iIlF9vj5RLDljeJyGklarjYUvC77qSfKx2IJ7lzXzshXVBmSmKqA19xlgnqoCEI6xAxBU/l5ckbX+1ly5JGMo43Hr/UNsx7qouPu6oDS3E2yMkN3PGBakxd45adrega/EfbEFuWNPJca4JHf9XDsyumE9FhVmXAL/bsaB7k6eXTaSw1eU91kGik0NZJxa3i3aIZBj2OyV374jx5cyMP/KybkOaZ8W66IcalFQEyjkt30uHel7owhOsvhqzc0cqaZ9poiBh0J20e+Fknn7qyklpj7H2/SrfYtWzauHnvhRrHxSRNU9ndi6ML7V850EW0RGfjopjfPX7HB2pY/4tuvr1wCr/9HzPZs6qJsAFf/88ujg7afPOVrjG1qi1LGknZDne/2MGtz56gxBAENZcuy5NGrTW95pXUOLneQMYt2pk+o8I8Z7v3L3ZOx9DvLeCDwCu5B4QQHwYOn+FjuiDJF0OvnDYLoWlFJzGaYXAspVMVgpsvLefxV3v5y/dVESvRuHRODa4EV0r+dm+cr19XT8IWnkGfDZeXGiNGHxqU6C4BN43rTPxkKSeMvm91E8eGbDoSNv/+uz4+dWVlgcnDhoUx7n2pgwPxJE3lJpeUm+xeUkf9BHZZKxQKxWRBaBqV02bRI4O+ccY7GQtHG509NK+O5bMqEHir/Pfs7+RbH20g40qEEDx8sNt3Ze5JOTx8sJtH5jfwrx+rpy0hWZRnwJEbt+MJG2wLjAsz0VZMToqZ+I3OJUpMwd7VTQxbLlJKXu9z6Uwk+INYKWEdnl/dhJ3NlWoMG8dKoXpaFGcbHQgYAtvxjM1qQzrPZ+M0bGjouLhofP93fXzi8koWbGkpOu4GLtxd2YqzQDFDrmJ5RU5uYGqp1/nXMmAR0qGhJMgbvcmCcRNcjGyHZzRi8KkrK7khzwBt46IY9+z3xmTI6xxUA63iHaAZBq8PaaQcm+3NQ9SEdNZd30DYEEjAdkEKEJrAcmHd9Q0AVJjwzIrpaEJgZmsjg5bhG0q6dnHt3YyjcfP2sTmGN/5emHFcTNI0t3sxZ7KX40A8yW0/beeppVPZs6oJR4IuJF/4cB1lQY0jfRm+cqCLeMIu+Oz+/upqdi2bhq4JXAkNIUjakh/cGCOgwaAtmfuE97kvm1HKF+fWsWrn+LneiWGbTYf62Lu6iePZetOXX+7k/7u+/qQGfoqzx+mkJ18EdgohvgwEhBD3AE8CXzgrR3YBoRkGR/K2GSzc2TmuZk+vY/LWgIUroT6is2BaKa1DDr/qStMxbPN3z8dxJWxvHsLQREGLv2vbVMgktSJJpUxi2udWjFy6LpUiTYkhuHNfO0tnlBXdvnr31TX+qlKVSNN37LAaABQKxUVHrmi2cGenvyXtneq7je5A+MOZFTgS7toXZ8PCGPGEzd88385Axiu+5XQTc7q1919TR5nIYLuMMcv47O427ptby7aljaS7T5zRz0ChOBXFumvyc4mNi2J85tkTrHmmjSklBq6Ehw92EzQMWodsetOSnpTNr7tSOK7EsVQ3i2JiSDjw2G96iZg6x4dsXulIccfeOCeGHe58Ps5veizeHMjwF++rGWOymht3Ny6KMWhLwhHlp644NcW2uo+XV2jCKxY7EiqDur9lvdQUlAe9+elrvWk6EjaDFgykXZ5a2lhUBuPWZ714BdU5qHj39DpmgRnvY4f6WfNMG0lb0ptySNkur/emaR1yaBu26U87/PWedl7vt3i1O017wuuANe1TG7aNl2Pk8t4LNY6LSZo+crDH9/ka/bt4wmbYhhkbD3PZ44eZsfEIH/rhm6x5uo3fqw2y6YYYjy6I+oXljYtimJrgvd9r5spNR5j93SP0ZfBN9EBy47Zj/ue+ZnblGAPA/Fxvw8IYmw718aVr6vjbvXGuf+ItVu5oZXvz0Nsy8FOcHd72jFVKuQO4CajD01puAlZKKZ85S8d2QSA0jQ6ruJNlX3arcu4GrxkGGRdKTI2UDSnbJe14xeO0I/mb59vZ3jyEI7MrwPpYnaDJRq6Def/qabyvNlRUdP19tSH2r542oZrQCoVCcS7xtvWH6JYh+kSYlB5kkMCYhHb5jlYGCZz2e9to/na+z8z2Css9KYftzUO+/ty66+tJO5LulMNf74nz7IrpHP70rAKN/vHMWa+sCjAjbJNMDJ+xz0ShOBk5KYyUK4rG5Htrgnx74RSuqDLZtDjGj5dPpzaks3ZvO2tmV/qGM2ueaWMgI6mPGASLZMGj5WQuZPMexcTiuPDNX/QihKQjYVMd0lkzu5J7X+pge/MQJaZGQNcQFB93L60IcM/+Dm7cdoxw/dRzcxKKCUczDPpFmC4Zol+E0YyTbzzOH8P6CRbPK2RgzGs0ARsWxuhI2JCVy0rYsHZve8F8dO3edhwpKA3oXFYqubIqMG6ekNNMVXM8xTtFaJpvBpdv3ncgnuTuF9spDehYrixaMykxNeojBnVhnZB26vjTDIOUqxWN55mVAWpCOklhXpB5QTFJ07VzavjnX/UQNoTv/ZX73cZFMaQcq6McT9hYDqx5uo20I1l3fT3r5zVwz/4ObDmy07Gp3ETXRv49er4xulsaRupGz69u4vJKk4fmR4lGNLY3D4153oUqXzLZOR1ZDKSUvwBuO0vHckEyKE3iCdu/OOZGw3z12joaS01coD8tGdRNGkMuXbaBlTXxc6WkPeFw5772ggsrZ4q3ZUkj5YaLtCb/jVq6LqWkQQvSVG6OOZ+Q5nqrShfgFhOFQqEYzci2/sItpNPLzKKJVMoRlOnFpZRy75fb8hoxoC8DR/rTNER06iNBPlAXQgLt2Y6PA/EkK3e0At4YvH5eA/GEjSYEDQEbx7L88TjXyTB63A5qUk0UFRNGvhTG+nkNRWNSE4I/232CXcum8fn9HdzxgWourQj4eov5zx22XK6oClImCnOPYpIb25Y2qsKI4owQ0r2J+JF+q2h+P2y5XF4VJKAXH3d/15P2ZQakHgDSE30KigkmJwewaueIRMqWJY1cXmoUNdMVmkabZdLcb9EQ0akIFi+UpV0o073cQdcEfRlJyPB2edzxgWpfLuuh+dGiY2hAF9SZDnbGIqhp4+YJpTINEjXHU7wjdNPkjSFBqSnHmPHWRwyqgho//F0ff3RlJXfuax13TNWFS1haJ1WzyF1rQ5ZVNJ4Pdaepjxj0px1iJcYFlxfkNwRmXIGmCe7YG2d78xCPHepnbjTMowuiXF4V4PXeDFNKdCoCgu/dEONPnm4rmM+YGkXHDVeO/LxxUcwr+GetW0bPN3ImoaO/B4CPbh4ZD5+8uZFlM0r9AvPcaJj75tYigSERVJIYE8zbXnYRQvydEGJO9udrhBBHhRDNQog/eBuvfUwI0SGE+E3eY/8ohPidEOLXQoinhBCV2ccvEUIkhRAHs//9S95rPiiE+C8hxGEhxLeEEJN+SULXIFZi8Ls1Mzn86Rk8PD/Kn+0+wezvHmH+5hYGLYkA3hgSHB/yxM6byk0yjssl2QtvtEj5zAqThoggYXNeddUUWxG7kLeXKBQKRTGKbbm79dk29GxiNTcaZuvSRvaubmLnsmmEDEgKs2j3Ur67+8GuDA4abcMO//u/eulLS27adpSWQYvv/7aPS8pN/v3GqWOM+zYd6uOppY1Eg84YiQA1bismA4PS5P6XO1k/r4HpZUZRU5i07fCjm6ZSGRB8cW4dtz57gn871MfWpWO7bWZUmNSPMvATmkafHK/L78J0h1dMLGVk2La0kUcO9vD9G6aOicumchOBS8SQY/L/J29uZHqZwdal3kRa17Xzag6gOH1yC8dJ2+WZFdM5cutMnl4+HVdCj1O8ezIpApwYdrhtT5yjg3bRzsKmcpOQIfzcoT8Dzf0WwxmXv/9grT92fnFuHdsP9xcdb+sCLnYmA6g8QXHmEZqGZQSJZwxW7GilO2WPMePNOJLPPHuC7xzqRxdugUFq/r2+0pTUaN79fvTOJN00/by6xzH54Wt9uFLy5KiYz+XKuR0nF2peIF3Xl6mo1i2+OLfO/xziCZuGiIHtSq6oCjI16BBy09SFdR5dEGXv6iYeXRBlSolOtWEXHTekdP3nNYQgLEfGiNHjyKZDfWO6pZ9a2shd++IFOdotu1pZd32DP3/6xnX13LYnzszHj7wrecELiYnckXc6nct3AhuyP38D+P+BQeB/AXNP8drHgX8Cvpv32LPAPVJKWwixDrgHuDv7uyNSyjlF3uefgT8HXgZ2ATcCPz6Nc5hQNMPg+JBk1c4WohGD798Y45ZdxwouiE/95Di7V0xnRbYb57nWBACf/3ANJaZGZVBj7+omHBdMHXQBArBdwZdf7uK51gRPLW1kVolbdAV7MjF6RUwJrCsUiosRiSgwz1v3SjcH4klMDZ68eSpDluShX3azZnYl9RGDlA01IY3jCWjuT1NiagxbLjMqTMpNk/tfjrN2Tg0/eWuAD9SHuPXZNtbPa/A1EHtSDt851A/Ap99byb5bPFMeXXgrzA8viFKpWdiZsfcQNW4rJgO6Bvd+uI4nXu/jQx+oRhfCN5dypcTUYP6Wo6yf14DlSqpDmv/7MhPf7FgT0JPy4nx0Ybk5aTBs20W7/DJuNvlSKN4F0nV9I6qIIfy41DWva8uVENYh5UCpCd+/IUa0xEQX0Dpk8bkXPO3KzUsa0XF5a8glGglSb1qTfg6gOD2EptHtmpiay6xKr+OvP+PyZr9FianxarfNjAqTWN4imWYYJG3Brc969/7qkE7rkMXGRTH/sVzRzZWwfEcr6+c10JVyKDE1hIB//HkX378hRkOJQakpWDaroqgJqp3O+Meq8gTFmUQzDPocE9fxdty1DFikHUjajleUjBjUhnUMDb5/41RMDbpTNsOW5IVbmsg43pga1KBUeGOjzL5vh+XtKO9I2L5eb3XQ82FI2HD7+6txpODrP+tk98om2rPPffhgN2vn1PDwwW6+fl39RZEXuLbN5aWGf58yNAhqEseVlIm0b4YYMy3KasyCa9+x3ILXmhpUGzb9tkZYNwhokr7WN5FTY/7fy40j+1Y3cSxrzvfPv+rxu9SrQzoRnaISGL1ph/XzGphTF/KNcHO/W76jlRduaaJCu3i0lwtNXAWD1oie9dnekXc6ZesKKWW/EKIMeD/wsJRyA3DFqV4opdwH9Ix67BkpZS4TehloPNl7CCGmAOVSyv+QUkq8QvXy0zj+CScnPh+NGHzrow0IiusECiF8HaGtSxt5rjXBrMebueZHLfy2x+KPdh1HAj9vT3HdE95jf7O3nb96fzXRiLei12GdH/o/+StiSmBdoVBcbAhNozPl+uZ5mw718YObYrT96SwAqkI6D/2ym89/qJagLrBdyUDGJmmDQFAR9ArS//u/ejkx7JB0PNOLhw9284nLK3GymmX5WmU5jbrvHOpn2obDzHuyhYG0Q5VIUy6TlLvJkxYm1LitmEhGd1hohsGwrfHE63385fuqSDmC9oRDR8LBlpLfdKdJOSNx/7kXOjgx7PLRzS3MevwwH/5RC10pB01Ivnagk6t/8BY3bjtW0HWU202QMwvKp6ncLDBPVijeKZph4AJdKYdbdh3njT6Lj29t4dLHDnPtEy3EEw4JG1oGbEBQHdYZzDj8sjPFN3/ezQPX1hONGKze2UrzgMP1T7zFx7e2cHhYOy/mAIq3T1KYRAyNtAPdKZeUI4lnO5Lnb27htj2eEWRSeOOVbpp02SYpRxZsK3/olz2UGKKgs/CScp2kLf0xsyNhM2y5ZBzJ2jk1/Pen27js8SNc86MWDvdZHBuycV1J7+FfUymTRU1QVZ6gOBMITaPL1oknHVKO9O/JuViujxis2tnKJY8d5ronWnhrwOITu44zkJE4EhxXUiuSVMkkEcfLbXMeJ/GMwWu9ae7a186d+9pZO6eGL7/cSTzhIITG+l90c6Tf5rXeNM+1JvjGzzqpDenURww/z147p4ak7V40eYFr21TIJLUiSaVMEnbGXt/jXfv5r63Ijhv5zwPGdNNK1yWouYR0wZ372nnsUD937msnZUtufaaNpDPWdLCp3OTEsO09L2/8y9EyYJGyJYMiyLDuedycz/fLU3UhjzVxPcqJYYdoxOspPts78k6nc/mYEOJa4L3APimlI4Qox1dKeVd8BvhR3r8vFUL8EhgAviClfAGYCrTmPac1+9i4vPHGG0V/niiqZl1Fy4DFxkVTEAJ/y/No7Rgj+/iBeJKqoMajC6KUmBo9Kcd32DQ0r0CQc8pcP6+B1Tu9FeeVO1qJJ2yk7tB37PA7OtZz8fmcjHN1PFdfffU5+bvFGPsZRM7Ae0zs6ycLF8J5nOocJnfsTg4mw3FVTpvFC8dT7FnVhC4gYbucGHaoCumkbZfSgMYdH6hm2JbctidONGKwZelUTiQcVma36y+bUcq66xsYyLjoGn7ie8uuVvaubvIT8dz9JqdR9+iCKFdUmshMinTXW7x+hsz4zsTnquJ3Ypms51hZXcNASZSVO0c6LJ5a2khtGG57fzUJW9IykGZWZYDFTx1l17JpbDrUxzc/0uDHfTxh+5qM1SE9WzRxWbCllSdvbuTVngwH4kkSGZsTb3mfQ3nTlQVmQbmu/6Zyky03RelrfZMT41wvKnbPPefDeYcjJaRrLmFKKTREjKJxmrJdXHQ+9ZPj/OimqbzZb2FmJ9kbFsZ4+GA3d19dw8odrdRHDPaubqIn5fDllzv55tzydzQHmCzxe66+w8kYO+FICQFdY8ACQwg6EjaNpQYP/bK7YNfTQ7/s5pEFDSSkTiLj+fYcGxrRi133ircg8fX/7GLN7EoqgoLLKwNors0bfa4/Zm461MfnP1RL2NB4+GBnwd94+GA3f35VFRV4ncqT6fOaLLEL577mMFl4p+cejpQQrJlCOBwg48AtO4/59/fc2Ld2Tg0p2y1aJxnOelA5UtDa1uabTVdW10BVjPak43crP3BtPfe+1OHXU2rDBh/f2uLv+ItGDD8PeLWnjfvm1jK7Osjtc6r962Hr0sYxecHpnvtkid9zEa+V1TUEp8ygLeFSYgr6M5KkGYDeNqioZyAji37PAsbsxMjFx4aFMVqHiutlv9HnjV9hQ6PUFJToGrKz9Zybkp/OZx+OlBCun4qtBzjcl+ErB7qIJ2y23BQl1JsX89NmsXxnoXRIbkdrTgO7ZcAqyIFPl5PF7ukUl/8e2AxkgFXZx5YCP3tHR5VFCHEvYAPfzz50ApgupewWQnwQ2CaEeC/FNx6cdMnosssuA7wvLvfzRCE0jU5H0FRuMrvaRCKwHMZMWjYsjBHQYOvSRlbuaOVrB7r4q/dXs3pna4FxQ0SXfP/GKXz9Z908dqjf70qrDum+yV+sNvyOzvNcfD4nY7Idz7lizGfw4vF3/x6nwYXyPVwI53G+ncNkPNbJ8hlmjCDXTQ2yYIuXyL6nOsCnfnKcp1dM580Bi1iJQWOpyd+/0M63F05hVoWJ4+IXludGw6ydU8N3ftPDX76vClOD2pAOeMlCTmP2Ky93Ftxv4gmbWIlBnWEhNQF5W9HeDZPlcz2TXGjnM5rJ+p15eVOQlVsLtzR++eVOHpofJaAL3hqw2XNsiCuqamgZsHjw5918YW4d//pfPWxe0sjXDozE/codrX5x2nIk0YjBLbu8Rfk797UTCRjUZz+HIWEUNQuaVmpQKdLIyJm5Xs42k/F7PdtM1ngezZAI8kJbgtpwKUHN0wddsaPVj9ONi2JUh3RCuhf3NWGdVDZuoxHDL4Tk8v43+zMs2X7Mn0uEwsZ58TmMx7k49skYO0LT6LR0BiwoN6E/48lc/HTVdNbOqSmYQz5x01Q6ki41oQDxIZu6sM4jB3vYtDjGmmfaOBBP8vDBbh6cF0UTkoCQlIkMXU6Qrxw4XlC0+/p/dnHvh2v40jV1rNgxMgfduCjGlBKdehP6uDjHmLfDuaw5TBbe6bnnOi2X7GjlmRXTGci4Bff3rx3oZM3sSmpCGnURnfa8ZotcjJaagoihcde+OI/Mv5RGmS4qg5GTtshfpHPlSBd/y4BFy4DFvS918O2FU2gqMzncl2HNM22+JFHKdpkS0Ynk5dHn8/d+No67UJYBX399UJpIoDMlWfHUiKn55iWNxBM2U2um4EqNh37pyf2teWZkvHtySSNDlsM9+70cbUqJQVVQJ6jDuusbuPvFduIJp2jx+d6XOlh3fT1rnmnj0QVROoH3N3pxcq4YL2bG++yakwZL/k/rmPNa9eM4+1ePnEuPDBbt3q7OzhXBK7jn58BnkrddXJZS7gJGZ9dPZv97Rwgh1uAVqD+elbpASpkma38spfy5EOIIcDlep3K+dEYj0PZO//bZZqnFJtUAACAASURBVFCa3LUvzo4/bKQ7JTE0COme8+7oFeFvzY+yq3nQ6yqrChIxYO/qJjKOJKgLkrbLKx0ZSkyNv3p/NdUhze9KG7ZcPzn48Pz6U5TbFQqFQnEuSbqar8P/kViQ/owni+S4kpfahvmLqzyX9vUfbSBpuxiaJOOMSCrdfXUNr3Yl+Mv3VdGTlqSHLaqCGg0Rrzj2xZe7AFj/0Si68HQSpZSYQmkgKiYfuSRa18BFw5WSTYtjvhY5wNo5NWw/3M+qyyuoDAr++MpKMq5nUvVYVkv8rg/WEDEED82PkrRddi2bxrAlqQrplBjwVz+NF0wmfbMpoZEUJgLNL/blzIK2LW30CsvqmlGcASRwTayUv9kb51vzowxbFntWNeFKT//eRRLWBUnbi21DCIYtl3jCLojd/rTDliWNDGQcPjO7gqUzyggZAgfhbytWnL8MSpMMgmoT+jKQzm7zFkDacdm0OEbEgPKAQYkpGLIcLBc6Ep553x0fqGH9L7r9BbLakE6F6WLaaZAgJWgafuf83VfXUBkUfOP6BnThzVWfX91EKjsHDWsuYalyB8XZw5Ol8nYrORJKTFFwf//6dfUYmsDUBPe91El3ymH3Ss/YMqALTA1e782gCU+P98F5UVKEMRywXHdMYXnN7Ep/ka42q0tebMff4q1H+dzvV/GX76vhwXkNdCRsvnagk7VzanCkKriMR26xIPed5hb5K4OCBVuO+Qv8+U0Eq3e28uiCKHWOwd0vxv3vKjeO1YV1MrbL0SFvd1quAxdg2YxS1n+0gX/4SAOuhLKAYNNir2SZ3/Xck3JoGfA06wEycnzB7GIF3okYA4t9dtuWNjIlIvzHAF/JYOOiKfSlXVKuBlqQMmERkMWVEnLd/fmGq2cjjE9LcEQIcZkQ4j4hxL8KIe4DLpFSWqd8YfH3uhHPwO+/SSkTeY/XCSH07M8zgMuAZinlCWBQCHGNEEIA/wPY/k7+9kSQcb0BztQ1OpMOnUmHIcvhvmvqfK3NO/e186Vr6nCly3cO9VMW0DA1yR880ULaljhSIqSLQPCVA100ZHXWbnt/DZsO9bFlSSNhwytY339NnXLlVSgUikmKZhgk9DBpW/Lxxgibl8QYtgW68G70/9GW4DO/V8XrfRn60ja6kNSGdNKO5j9nbjTMVbVB/uiKCiQat+xs5XMvdKBpgsGMzdasy/IXX+5iwZYWulMO1bpFFUoDUTH5yCXR/+tgL91pODHssOipo9z9Ygd1YZ0f3DSVH9w0lYcPdrPokjLaEw7lAZ2VO1pJWA4bFsb8CejN24/Rk3bRhMTQBJoQVIU0/vXX3QzbsmAyOa3UYEbY9g2zjg5Lrn2ihb/6aZxHF0R5fc1M9q+eftbMThQXF0LTSOlBpNBIO5LtzUN891AfEVNjwRZPF3z+lhb60i7DlkvrkM3GRTEMDS6tMHGl9GM3GjGYXR0gqMFDv+zh9jnVfKghxJ6jQ3x0cwvNSeO81pJUePPHkA5DFmQcT+Zi2YxSelIut+2Jc7g3TXVIx9ShI+lQFdTRNdh0qI+AJig1BX9+VRXVIZ3+tENAl6RdQbcM0Sc8vVFTg6eWNvpFmlU7j5O0XcK64Eh/hjv2xhm2XGoNm5CjcgfF2SWT9QoBz7hUE7B5SWPB/X3Ycglo8PkP1/GPH2mgP+1wuC9Dx7BNd9Lh1mdPcHTQ02f+v+y9eZhcZZn3/3mec05VdfW+VzrdXdlYDCBB0TAQsrAESDKTHXHUCaDyKgwiL3jxIoIIIxiFX0SGODpqiKhsWchMEkhITAhEiQQJMIlEsnWn06ne99rO8vz+OFWnu9MdFgckmvO5rlzpruqqU1391LPc9/f+3ns7Uox7dB9TVtTRa7rCjTs+Xc5zh7q9Rtl9psOqWdV8f2crt29v4ekZ1Z4FR9bTd/aYPP7Px0sxHYfqPJ2Pl4VYMiXCc4e6UQikrnvet0U14/y5N0O2h8XAQOjctQ3YSrLs0hGMyNWHVdbmGpLWpM2aA73c8btmb9+GUoQ0gaXgtGK3oj/7N4oWGNx0TimffbaR6avrOdJr8cM/tpFnSBZtbPSsY39+SRWLd7Z5QdY+042v9YrQe/AsPvyBrq1Zz+SC6On0ihBJrd8/OSGGvndz1jaQdOSQ9ywS1skPaNy8rYlxj+7zXmeBZvPMrMHv0TOzqvlkucGBq8eyfUHNh7q/fc/KZSHEP+JaV6wF6nAb+e0UQnxBKfVf7/LYx4GpQJkQogH4NnA7EASed2PFvKyU+gowGbhHCGHh+jl/RSmVbQb4VeBRIAd4NvPvhCSguVk3IVxvtT+1p+hKCbYc7mX97Bo0KbAdxbLdHdwwoZTl06soz9HQMs39EpZDY5/FqcVBXjrSSyxuEdTc+xwFP5oWISgU8aDkkakVviLNx8fH5wRF6jp/7pX0miYFAZFJKrpKNgfYNK+WgIT9XRbXb4nx9Iwqek33/qa4G2h+esZIek3FrduaeHByxOugXddtEpBwsM+mMqyxfnYN3WmH9qRNJKzhWOl3eXU+Ph8NWbXShjm17O9Kex7jP5pSScpRTFtZ55Z3jy/iYJfJT9/s4IHJEeq6Tep7XCXSwEqwx9/q5NozSzCk4HBvmkd2tfPt88qRgn7F5xURikQKISV9GEgBC9fVeZ+lrM3A9gU1/p7K53+NkJJG08B2FCHdbTaVTQAe7DZZP7sGXQqCmqA9aZFyXCVVZdi1x5BC0p6UdKVsVs2q5vG3OvnZni5WzKzmjk+7aual0yJcMTofgDlrG9i+oIY8PrpSX5//HQFNkHYESVuxvyvNlsO9/HBKhCN9Fk/PqCKab9CSdANt92QtgyTcdI5rbXHTOSWcUhRACEGuAV0phz+1u9WvfaZDJFejNk8S0gXPzqklIAV7O1I8squdWWPyKQlpXHdWMZGwhm0mPuq3w+ckIDCgJ9Wdv2vhiStG8v9einnr+4hcnSO9Jkf7LH76ZocXdEzZivteaeW6s4q9Ku7Vs6r5Y5M7brOK2PWza5ixxt1rJCyHvICGJhSFAcHmhjh13Sb/8UY7S6ZU4ijBpnm1SCFI2Q63botl7Gj6laSrZlWjS0hgcMPWWCZgHUDYOpUBiy5L/tUVrycSA5MFWeq6TZriFglLUZWrDausbU/a3tc7YglPnRwtMPjt/FqKQhpHet0z0aa5tTQlbOKWgyHhscuqCOqClrjF+VW5OMrhyStGUhLSeLsz7amXsxYqAFc9e4RY3GL1rGqqwsKr0BiopM++9g9qbR1Ombzs0ipu397svZZIeHDwPVvdeux7dtfEMs9G99jXOSbHZPuCGtKOICAzlau2Q0jgVbB8WLyfEPx9wGyl1D8rpW5XSn0OmJ25/R1RSn1WKTVCKWUopaqVUj9XSo1TStUopSZk/n0l87MrlVJnKKXOVkp9Qin13wOeZ6dS6kyl1Fil1L9mrTRORAxNsGpWNUZm07h8TydlIY0ZowuYseYwpy/fz4w1h5k7rhANGJlnYEi8LpiFQY1cQ9IUt7iwOpeVM6sRuANLkxCSYDqqf8CcZBOXj4+Pz4mG1HW6RA6tKodOkUNKz8HUg7TbBvfuaCGar2MrQVfKrWaZuqKOscv2ceu2JhyE16ynOs+gKd5f6vq9V9ooy9G55vlGFo0v8vzjslnp+/7QlumgfYQzHjvAVc8eoTKsk+dXs/icwKQdV3khBOQarirj/gvKKcnR+MIG1y+vPWlTEdapDGvcd0EFSrn7oMU727j5E6WDKsFmjC5AoAhpUJtv8MCFleToAttxk/xnlwepzjfoVgF6leGWElrDdxZPO8cvl/T5+yarNO4UOXSLEHEtx/u6S+TQrkLDdmgfjh5l0JqwCequ5cuy3R1DFHk9aYccDUpCOvmGpCKso5TizbY0Ccsduzm64J6XW7iwOpdIpoqxOOQqmXMNyfx1DXzuY0X+2D3BkbpOSs+hT8uhI7NX6JWuci477gxN4CiFpWDl291cfUYxe9pTFAcFlWEDS0HcdHAU3PHpUiwHHKWoCLtBYSlEpnmVAwr6TLc58NQVdVy/JUZXShG34IpnDtMct2hPmlSEdTY3xJm3toFFGxupCOto/jDy+StRoNmszigtd8QSdKRc9eq8tQ1MXVHH7rYUD73WTllI46ZzSodUgE8oD3JKkcENE0ooDWlcVJvnPXddt4kmXXFea9KmKKTxxFud9JnwH2/0z8e729M09FpcvKqOUx7dz0Ur62hN2Dw4uYKQLlgyuZKJkRzquk3mrW3gteYUR/psvvmpMm7e1sSkpw5x8ao6/twruGFrs6d43Z/Qkfr7aXH2t082WTCQbH+wXENy20tNPD1jsLI2qyxevqfTGwvZ+5ZdWkVr3KYtYTHpqUP8w5N1fH5DI81xi4AUVIZ1muIWfaZi/rojzFvbwI1bm+k1Fd94sQlDEyy/rIqtC6KcWmyQshU3bm1iRyzhqapfbTE9dfLxguMpR3gK4/eqYs6qlNtV0N1XqOAQZfI1zzdy27ml3mu5a2LZkPcuKBmiRj6lKDD8/lUJlOOQp1KUiL9+5er7CS5XAy8ec9tLDPZB9iFT/myCUu4hZ2BGGRTPz63l7avH8eLCKD//nw7SDvzkjTb2dpg4SvH0jGp0AX2m6xOkCUFJSNLQa7FyZjW/2tPJp5+sY2+nzQ1bm/0yOB8fH5+PGM0waEhp/E9bioZek91tKbpNB1NJTAcWjS9CIXhybyclIY2muMXy6VX8dn4td04sQwLf/FQZ51YESDtwzfON2I7yurinnf6GI1n/uIG2AE/u7WTrgij7rh7HtgVRTs1zcCzro35bfHyOS0DC4kkV7OtM02c6zB6TR02+jqP6N/aLd7ZRk6fjIOhIOTT0miy7tMr1oX2pmeXTq3j76nFsXRClOChoTdj0mYr6HpNbX2xCl5KgJrj/Dy0c6rZ4tcXkleYUKRsOdJns70oPewgKyBNWu+DzITLQKuXfd7WRsqE7rYj1WXSnFZNX1DHm0f3DlskODEq3qRC9IkRaCSrCOrZyy71njC7gyb2drJ9dw95FY9kyP0pNnoYD7G5LcbDbzHweFA+91o4u4Ym3OrloZT1rDvSyaGMj955f7qnA7ppY5vlI2sofuycyUtfpdDSSNnSmHPa0pUjZNmlH0KmC3riLW+AoN7F8zRlFxE2HMYU6Kdu1y0g7ZOwWLUpzNAwJPSY8uruDUQUGkVyd04oNdOH+7L07WlgyuZKtC6IsmVxJ2rK84El70ua7f2gjJOHZObW8tWgsz86ppSgoPlxpm49PBiEl+/sk33nZHad/uGq0ZwOUZfHOtiFxlH1Xj2PL/KhrJdRjceX6I3x501HSjsIZMHSjBQao/uCmo+ATlTk8vKuNy0cVsK8jwdYFUVbNGklP2vU0X5VRj35hQyMguGVbEzdva+K751d4AeZcQzJ3bQOtmfkX8ALPi8YXed/PXdtAs2mcVHGafGEOCRD//JIqlu/ppD1je2FI2DTXnXOWTot4yuJvn1dOTa5g+8Ja9l89lq0LohgSvvZCk2d7AnjK5kUbG3EU3PpiM3HT9uwBs81MF0+qJN+Q7GlLcdX6I/SaigufrmNHrL8qI/v3nLO2gR4VOG5w/K2O9PuyyRhor/HZ546yp8PmcK/1js326rpNTikKDHrvVs+qRkpBWUiybUGUA9e41hYhXQz7OjXx0WYG389I3wXccsxt/zdzuw/92YkOxyBpK27Y0kSfpWhP2p4HVjaj3JG00AT864RiHKWYMbqA0YUGYR2e+nMnNlAW0li+pxNdgkIxptDAUQ5rD/V5Rt6LxhdlPgzGu74+Hx8fH58PHiElHZZOrM/2FEI/fbODtA2daYXpKCrCOgLFv04oJW65O99f7ukkkuuqlB2lyA8KQJLONPD5/s5WvjWxnISt2N+Z9srGBjYmWTK5kpeuHMVXPl5KmW5RJhIUqoQfWPY54SnUHUbmGdyzo5WykMaSKZXYjmBfZ3rQAaI5brNwXQPNcYuHXmsnVxcsnRZh8aQK+kwH03GVnzmGRnfaYdHGRr686SjfPq+coObQFDfZ3BCnOW5xTnmAT1SEsBSMLwnyx6bEII/F7Ebe72Fx8iGkpE8ESduC7+5o4cpTi7hkdT2n/3I/n3n2CM0Jm0jYVaBly0+ze++s/cWeDpspK+oY++h+LlhRjxACR0FQCm/sTqvJoyXh+oWmbAcHxboDvZxaHESXwiv1vnOi25NlejSPiZEc77q1+Qazx+RRFtI4rTjIWaVBXlwYJaTR36jS54SjF4OWhJv4aorbbDncS9yCaSvraOwzMaSgOk9iO9CdtikMSEZl5qUcXeM3b3XSZ4HluJUeugTTFsQtm4BUfOa0Iq8yFqA9pehIusrKYEaGPKpA59SSHEynvwLkxgmlfOv3LbzVnqI1YWMIt8FkjvIttXw+OAYqOAcqP7P+vGsO9LJ4ZxvdaYd/z9hbZNflWNwiVxfc/IlSavMDhHSBIRRpR9GddvjaC03E4m7fkVifhZ6JbkULDFbMrCZu2V5wU5cwrijAovFFPHeom0+PyCNu2sTiNj99s4P2pM3oAoMnZ4xkw9xaNCl4esZILq4O88VNrsI0uxcf2Bwuy8BAYfZ7gLQ8eeI0ynGoyRVsmFPLS1eOYsnkSh7e5c41Wd/jgCb4/IZGbnuxiTNLgzx2WRVLp0X46m9jnPvkYVoSDmVamhKRIteQxOIWi3e2sezSwfu1p2e4vtmxuEVT3CZuOmyYU8sfrhrN9y+sZNHGRv7hyUOe97Kjhg8cZ/+eKccNjh+rEl52aRX37HAbph+7/h+PHhXwVMq3nVvKNc83Dqo6Pfb62a8DmvCSfRvn1pIfEPzDU3XU/GI/k1fU0ZVyyBcmQjlD9q8/v6QKiXvGHPyZG+zt/GEmO97PM38V+JIQolEIsUMI0Qh8OXP7SU92Y/l6m4lpw+Fek1jc4v4/tKIPU1skBdgOFId0ykKC04oNetM2/7qliatOKyIoQQjBA5Mj5OpgCEl7ws0wD8yclYQ0vwzOx8fH5yOkR7kJxWueb/Q2kt+fVE6OLjGkYOWfu6jO0zEdV532hQ2N/PTNDq4/u4T2pE2uIZGARJK0FW9ngmu/2NPFj19vZ2Sezj07Wr3N8cCO19kuyoWGwjb9oILP3wZCShqSEtNRxOIWX3uhCRC0Jm1vrGc3zKmMaj9rhXHfK62kbLdx39jCAIaAB15to7HXZFxRgGXTq1g+vYpIroYhJWlH8NQVI5lQHiDlCEzH9b595PU2rhidz6GulKfsWzotQlVY+lZjJxlZhVGvqWhN2iwaX8TC9cOXrmaJhHUsJO3KLXVtTdhI4SpAG77oqpIloAtXIDLc2A1o8OCr7Xxpc4z7/9BCcVByRmmQh6ZGaOhJM23lYfosxf0XlANug6mCgOCHUyNoUmA5ip+82Y7pQK/pMDbX8cfuCUrKhnlrG6gI66w/2M2/TiglPyDZPK+G0QUGSikaex10CU1xm7tfbkEIyAtomA7cdm4pjoKmPpM+06E0pNOatLl6YwzlQHWexguZ6iVdSu55uYWSkEZRJtD1yz2dFAU10rbigZ2trJjpNvS743fNXHdWMWeWBqnJ08kxBBVB/HHk84HxTg3SBloQ3HZuKV/c1Mj5VbkUBQWb5kW94OR9r7SSa0jCOrzZmuJrLzQNWfOLg5LSHI2AdNi6IMqW+VF+/Ho7+QGdh3e1cefEckzbIW66dltf+bgr8CsKapi24vsXVjKqwLUaaui12NOW4utbY+zrMrn13FI2z6thQnmQDXNqWXugx2sON5CBgcLs93s7UtT3qZPKHqPHhEUbG4lbDuNLglx3VvEg3+Nrnz9KLG5x93nlBKXDpavrmbnmsGdVkQ3eKsehKtwvKADFf14ygpeuHMWzc2q5cWuMzQ1xL+h864vNXPZMPQ29JgKIhN35L1pg8NhlVZQGxbCq6mzQW5OupcSYHIvtC2o4cPVYXlgQ5fbtzUPUzu8UexNSErf7x3Y2Xrd4Z9uQgPCyS/uv/8ysaprjFlc8U8/py/czfXU9XSnFsktHeLG/7HsjwBMZ/f4zo1g/u8bttSMEfVoOLXaQfd02n33uKBesqGdPR/brD7ZB4bG852dVSr0FfAz4DPAgcCUwXin1pw/llf2NkZYGuhSMKQygSXhkVzsrZ1azuSFOrM8iZSvGFQWoCOsYmuDeHa0kbMWethRNCYe9HWniFlx3VjGlITfAcOPWGJesquNwr42lHOp7LRaNLxqSOfPL4Hx8fHw+OtIOWANK+X92cYQe01UkHe5JM3dcPnFL4QCjCwP87OIIN0woYX5GjdlnOtiZwJqlGBRc+8WeLv7ckfYOgYvGF1EUFNw/qZKzy0NUhjX+ZUMjPX5c2edviIQw6Ek7tCVcu69Y3CJpK5rjljfWswHfbInsjliC215q5oYJJXysJEhVrk5jn8n9r7jlrdc8f5TTlu/nimfqKQhIfv5mJ2kbovk6ZWGJ6QiO9Foc7E7TkrC47qwSLEdx2ag8Fu9sY9HGRqpydV+xd5IhdZ2OjA+ilbEjqAgP380+q0ibGMnh/gsqmLKijjGPHiBuOURy3XNAb9oiFneYtrKOV5uT/OTNdhSCJX9s44YJJZxeEqQ8R6MlYdEct7l8VMEgD+Y+0yFPV/zXgV4vqD26wODFhVGWTKkgbiqSlsJRipaExbVnFrP+YDcHuky6bW24X9HnI0bqOnYmiJajwzVnFLO7LUWsz8o07wNbud7Zj+3pZHShwXfPL6c5bnPFM/Xc/4cW6nps9nak+MGrbVTl6gghvPny8xuP8vujSQ51mxztM5HA9yZV0GcpFO6+445Pl2M5sL8rzeaGOD9+vZ31s2tYflkVowsD9Jo2rUmbPB1Syhcs+fzvyVoFdQzjM5sNkA20IMgG4EpCGrta0vzkjTaKg5LxpUHuu6CCJ/d2krTdPfKNE0oHrfn5AUlYF+Tpkrlrj7JoYyO7WpJsbohjSPj+hZWAYm+HayFUlatREJDkG4KmuM2Kt7vQhAIEl66uZ9JTh7h5WxM3TijlodfaONhlsrfD5ECXxW0vNfHFM4tZP7uGaL4xKFC4cmY1y/d0et///BJX8TpvbQMd9smjXg5IV3E+fVU9izY2krIVD06u5MWFUcYXazx+eRWbZpYzJscibg3vcZwN3uYok6pcnUUbG7loZT1f3nQURym6UhbLplexcW4thnTX7mxwuiKs83ZnmvsuqPAsgb7xYjN9pmJsjsWLC6NDLDmWXVpFSLrJgoGexToOsfjgalA39nb8379HGZ5QCPDidTtiCW9/+9KVo3ghY/uxeFIFy6dXURrSANfj+9rxhSyZXEnSVkRyDR6Z1u/7nXYE+cLk7vPKWb6nkz5T8c3tzfy5M01Tn03aASnc2OAj0yqJhPVB3s4fpuvB+wpZK6UspdSLSqmnlFIvKaX84yzu5Hm4T3HJqno+9sv9nsdywnJYOi1CQUAS1CTTV9cz/pf7+fKmo9zyyVL+ZUMj12+JcbTPzXAt2thIJFfHQXHzC02DzL1NxzUsz068FWGdp2e4E5hfBufj4+Pz0RHIbGqiBQYTIzlcEs1jfqaDb2lIkrDxstBXPFNP0oFovuFlsctCGnYmqDFccK0gIFk9yw3AzVvbwPx1R2jstfi/L8ToTjtEwpqfYPT5m8JG0msqPr+hke60zdJpEQyJ5yWeHeuLNjYiUKyc2e+j9+VNR4lbDje/EOOilfX8Yk8Xd/yumaXTIp4P48hcjZ3NSdqSNt1pm86UYnrmwPjlTUcxHfjChkbP7mDlrJFsX1jLmBzLV+ydREhd5+0+V6VW123S0Gt6DbiHK13NqtQWT6rwKlWuHV9IwlJcsqqOSU8dojCoe/P/4p1u4uPHr7fxrYnlfHnTUcb/0lUjhQ3J915pGzTXu2cGwSefqOerZ5cwMZJDJKzTkXLINQSdKcXFmbPG9NX1rmI57XD92SXkGpK0HxQ84ciOMSMTRJO4wayshVbKcsjV+xPUd77cyu+OxAnpGnMzAblbPlnK/HUNXlDt7pdbADVkvlzyxzZydIkmFL2mGrTvsDJNAu/Z0cqqWa746YzHDnDZ6nr6TIc+U1GZo3H2b+o42O2cVCpLnw+ebEX3n7tsb34dyMAAWdaCIBuAy9q/XT6qwLN6mbHmMJ89vYiu1NA98tJpEYqDkrQNd7/cQixueZV+K2dW05u2mb66nnMfP8T1W2J0pxVxU9GWdOhMKX7zViefOa2IvR2m95nLvsasBWmuIck1pPf9Pz93hLAu2Vzf41UMbJ4XJdcQfP/Cfo/zO37X7AU8zZNoazHw77ojluDmbU3k6oJCUoRsN2jbeXgfynGO63GcPdccqyTevqCW8hyNq55t9NbTlA23b2/xHlsW0rhnR6vXPD1rixGQCuU4FJJCZXzlF0+qYOm0CCNyNXKGCW0ezyajx1LHVf+mncFCoYGWHtn3I0cT3LQ1xoVP13HbS81YDly4oo5PP3GQm7c18dWzS1i+p5NJTx3iimfq6U4rfjilwntvsu/Lw9Minu3Izdua+PQTB5m6oo4DXRZL/thGPFP9dKy384flevCOK4cQ4jDwridWpVTtB/aK/gbpUQbfebmZ/7xkBNV57sArDAripuuzOX9dA5GwztJpEU4pChDUBFeuP+LJ6695vpGt86NsmhelI2ki0FlzoJcHJ0c4eO04frWnE0dBUVAjEtZ4cWGUUQU6PWmHh6ZGKBZ/3S6QPj4+Pj795AuTyrDBqlkjydE1rAFlfqUhnYPdJhvn1npNnf5tRwsPTY14m4yvvdDEry6v8pr3PXZZFV/Y0Mi8tQ2eZxwoXlgQxXRcP8Rf/6mTNQd62dWaYvO8KPki5fff8fmbIdu08uLqMDX5Bqc8up+JkRwemRbxGlBVhHUqcjQ6UxZSCLbMj9LYZxG3HAoDgjsmlrOrNUVdt2tDNiJXJ99Q2EDcE12hFgAAIABJREFUEjxyUYTmuEVQ05mxpm6IxcGSyZXMW9vAvLUNbkNAlXz3Da/P3xWdjsG8tXUsmVxJtMDgzt+1sHhSBT/7n3aenlHtWWNkS2otR/HaP48m15BEwjrLLh1BTX6AS1b1jy8phPd1VqV027mlVORorJ9dgyFdH+YNh7q549PlLFzf4M31z/yj2yP94uowC9Y18PSMKspyDJa+3sZXPl7KxauGjuOl0yKUh3X6TMdt5OMP4hOK7Bh7ekYVK2dWYyq8xMTESA6VOYLOtLuuRwvcpHNtYYBY3OLOT5UyZ2wenWn3713XbXrjqStl8+3zyr1GaBVhnZF5OlNX1PG7K6MkLWfQvuNon6u8i8Ut1h/oYdO8KE2ZhPa/7WjhrvPKuev3LdR1m8xf18C2BVEK8Xs3+Pxl9Ci3n8iijY3e/DowwHxsgGz7ghoUrmXBd15uGdRXpCKsEwnrvBLrZUxhiJUzq5m/rn/efHpmNbZS5OiC2z9dxrfPEyiluH9SJXm64sIVh4fMm1sXRKnrNikMyIwgUFEUDA4bBK8I63SlbFJ2f2Ptum4TG7hgZB5TVrhryM3bmlgyuZKgJrh+S2zI72tITpr5eeDfNe0IAlKRL8xh41XZ4G1W3Z61h8gXpneuUY5DHikQgIJ8Q7rPrQSOEtyyLcaOWGKID3M2IXzscyrHocowyS813vX1KcdhRMaaI9eQtCdtbt/uqp23L6hxX9cxZJXb2SRISUhDE/DiQvccJwUYEm46p4RY3PYsYQaO0wXrGlgyuZI1A6qYtsyPDvo9hJQk08pzNjg2MbJkciVf2NDIxrm1Q72dpfpQxuO7pSU//8Ff8u8PBdw5sYymuE1z3KItAWU5GrE+kxzdNeU2JLQlbDqSNppkiG+LpRSff67RXfRn1xAtMHijNcnN25pYObOakiD84NU2rj2zhPIcnaQFuoRczUFZfmDZx8fH56NASEmPMsjT3WZ8FTmu11i0wODi6jBpB8pzdPZ1prlnh7vZWT69ioCEFTOrWbCugR2xBLdua+LOieXcu6OFm84p4fm5tUgh6Eja/OuWGIsnVRA2XCulirDOVae73ajvfLkVKZSfYPQ5Ych+JtKOu8E+dsMudR1hw6Z5tYDAchwv0dKdtrnurGJOLQ7w5440t2xr8vZLs8fk8e3zyvncc0eJhHUeuLCCrfOj2MrdD+XpDs1JRazP5qHXXH/FsKERi797d27HwT20+JwUSF2nwzYwM56IWR/EL25q5LaXmrlrYhkVOW5ndlspwhqklSBtQ0BzH/Pw1EryAhpNA8bXxEiOp1AdGGC+eVsT62fXMGPNYdb9Uw22UowrDiGF8s4IuhTc+3ILmxvirJhZzT+NyUMKScp2+NKZJccdx7mG2wQumm94jXx8TgyEdNWUdd0mN25tZvXMEYN8OB+eWkFKSZriFlvqe1k5s5on9nYyuiAAyqY2GuZQj03YkN6Y2hFLeEG17Quj3PyJUqrzDELSIe0oLq4Ok7QdynN0WhLuuXT5nk7unFhGriG95PXBbpNbzy0jEtb5wYWVfO+VVn6xpwugX2Xpz4k+7xN3/Q+QdAQVYTFkfh0ueOgFDoGCHMkjUyvQpOChqREsxw3ClRo251flMXlFHV8aX8iW+VFStkIKt+rPMjQsR3HrtibWHOj1LCmKgmLYedN2YFSBgeko+kzFbS81ccOEkmGD4GUhDUPA115oGqSw1gRelcpAT91HplWy7NIqL4kULTBYNauaYs3EOYnyNccGhI8ngHk/geghzw0ITfLItEp+cGElb3emuXFrjFjc4plZ1YwICw5cPXbY53yvrw8gbsHMNYeH3J52xLDz5MCAuZc8nlVNn+lw+TOHvXHx9IyR/OqyKhxgyeRKFu9s8/a8wzWHdBRehZ2QkmbT4O3O1DtaeWUft+zSKm7f3jxs8P6D5B2Dy0qpFz74S/79oUlJd9r2slTRAoPtV0Y5ozRIc9xGKUVXyqGxz13grzureNDjowUGBzPKm5Uzq1m2u4OfX1LFHb9r9jLIWxdEufLUIq54pt67xupZ1VQaDn5IwcfHx+evj9R1mk2DWNwiEpYc7bPJ0d1s8LrZNcQtxbSVdd6cnZ3XF21s5IUFUZ7c28nWBVGSliKku4GFJVMiNPZZ/E9byttkZMuxQ5ogqAlu2dbfGXtnc5KA+HCyzz4+75ds4545aw8POkSOzXXotnVSjkBarpLu1hdd5cfvPxP1DmK3b2/h/gsq+Mkb7XzmtCLP5y5aYHDfBRVIAUunRSgJaRQGNRSKA90m9V1pptbkcbArxfVbYvz6sirmr2tgw9xaz7Lm2APjQAVH8ENScPiceGiGwd4ewRN727hhQukQH8SKsE51no4hIddOuGM6rnP3yy189/wybKWhS+g1Fbp0SNsO62bXUBnWqAjrhHXlKeuyn4GVM6uRAq9M+r4Lyjm1OICVUTDF+iwCUrC7PU1dd391y01bY25zv17ruOO4z3QwNPiPNzr4+oTid/jNff7a9BBAZhTJs0bl0pGGshzY8y9jkQJCmvC85n+2p4sRuTr/fHoRf+5IcUZpEEvB/HVuMG24MbXy7S4uGJlHoeFgWCl6ZZA7JpbRlnRYuO7woL3HvTtaWXpRhOKgYOuCKAlLYUgIajDp6fqTWmXp88GQE87lQELn7pebWDypEj0z9oebX49Xda0ch3xpciCue0rWbGI5bllEwjqf+1ghSdvhYJebXOszHSK5Gr2m4rqzirl/UiUHu9Keyn+4eVMKmLKif3/+1BUj0SRe8mVgrCVu2XzthSbPbuPhXa7FgSH7E0UDPXVv2NLED6dUsGV+FEe5CckiaeJYJ1Fk+X3yfgK9wz82Sb4uCZcaPH55VX8w2XYI/QXPeSyBY5LG8M7q3+EC5rqEiU/1q+gjYbeJ8ML19UPOidmz37HNIQNaf7PVHuWeP+/Z0cry6VXH3edGCwzCuqA4KFg8ybXV0HHoUQb58p2D+H8J7+q5LIS4WgjxxHHue1wIcdKrm7PlnQOl6AnLLXHqNR1mrDnMuY+7xvB3Tiwnktvv5ZaduE4vCrB1QZSqXI3zq3K9gZV9PtuBtKNYMrnfzHvu2ga/eYePj4/PR4CQkn19klu2xWiOW0ghueb5RgTQZwk6kzYL1w31bst66ZuO4qZzStAyVcwpS7G5Ic6/7WghpAluzig2s95eI3N1PrP+CNdvifHd8yuIhHXmrW3gwckR33Pf5yMn27ink6GNe379VidHUhoHeywspUjaiqo8g19NH8HF1WHiJty+3T14ZruBTx+VTyQsPS/D5+fW0pG0+X8vNZOy3aCIUorWhMOYAp0pNXn0pG3GFQVYOXMklblGZu/k+pJmN94wfHfufOE38TsZkLpOq6Vz744WvnRmCW0Ja4gPYtpWHO0zSVruibFHGdz9cgvf/FQZYcOtQikN6aw/2E1FWEOXgi2HexmVr2E7ih5TUJXrWmC8tWgsG+bUEtIUUgg+XhbihgklHOmzvT4tpy3fz4VP13Hls0e47dxSrh1fyCMXRVDAA5MrSWeCj8v3dPLry0YOGcejCw2eebuLz51e5K8FJxhJW9AUN1l2aRWf/1gRUrhz1sGuNLbjYDmA6veaH5FnMHdtA0d7XeWwrdwAxD9U5Xpj6s+LxvLCgiiVYckl0Xwqw5Ie05XO5QsTKcSwe49F44sISIWtBAK3D8Tnn2skaTqepz30NyUr1vyx5PP+yI3UcHfG0qIlYRHSxLDzqy55x4BWjzIG7SO+8clS5q5tICAVD0+L8Kf2NFc8c5iZaw4zdUUdM9cc5pJVhykJSk4rDpKyXOV+LG4N8rqF/vHdnrR4dk4texeN5ekZVRSFNOavO0JhQLB1fpS3M/0bcnRBWNf45WVVPDunlqKg4LqziskzhPd8gKfOzv6uVz3bSFfKplxLUeAk/MDyX4GBTfjy1AdrGTuc7/K79Tw79vUc27jwtnNLh8QPs+fE4ZpDrppVTZHsf3zawevT8/2draw4Zh7P+o6vnlXN83W9nPObQyza2IjlQM0vDnDBisMcSOjH9Y3+S3kvbv1fAb56nPu+B/wH8KsP7BX9DWI7atBgufe8MsK6GzDIM4SnsikNaWhS0djr+mC52SxBWIfznnSzZ7u/MIabtzUNm2Gb9NQhogUGv75sJLe86AYejifH9/Hx8fH5cBBS0k2Q77wc48YJrk/Wc3Nqqes2UbhBL8TwpXglmUZRQanoTkPKduhOO6w90O0pkwDPFkMTrrKooddk8aQK2pM2D+9q47ZzS5m3tsG3xPD5yMk27jnaZzMiV3heoredW0ptvk55jk5T3MJ0YPrqwdVXd0wsw3aU15AqS7TAYOm0CKMKDAKaJKQpRhUY3HVeOfdkDq/zM8q8dbNrGFNoUBLSSNmKkpCO5SiiBQYPvuo2Uvu3HS385yUjqMkzyNEFhoTfXDGSoFTkk/Y/QycBmmHQlNaxlOtP2Jq0uWVbE7+4dITnpdhnOhQEBPfuaOWRqZWg3APcDRNKaE3aFGaaBK2eNZL/8/FSkhbeGOuzBAlbuXOyEsxYc3jIXv6FBVGmr6r3/D4HUtdt8vGyAB8vK6UpbvNSQy8zxxSSdhyW7+nkxgml/ODVVn59WRWVuQa6BEOAQDF/XAH5wh/HJxJCSjQF33uljTsnlmErKAho7O0w+embHa6yU0Jnyuamc0p56LU27p9USV23yUW1ed7z3DWxjC9ucqudhhtTz86ppUB31XPKcbAVw46tT1UGaE4o8g1FQEpvv/H5jUf58UWVvLAgiuW4FkMlmq+y9HlnjrW/KtBsbGV43q/Lp1fRkbKoCGuD5tc8Q6C/iyQ+7bhJlaxXbSTXIBLWKQzqTF9dz/LpVcOO8R4T8g2wlSRuOqyfXUOfqYiENbbMdz3Gq3L1jPCvXxX9rYnltCRsImEdQ5PsaU9RGdYoCur8qT3t9UNpTdrkGm4gLmxIDveYnt3HjliCh3e1sWleFE0oAuLdrR18/nb4S6w7juVY9XPWsmIg7j4gxPYFNRTqDj+aGuHBya41TIlu0WVpKKFjIxCiPzH5xU2N7G5Ps3x6FTV5Bpp0FcQPTY3w77vaeOCPHV5CWuB4e/Q+S9GpghTJwcH4d7O3eyfeS6h6nFLqteHuUEq9Dpzynq70d0xwQJfLiZEcPv+xIvRMmbKWeYdTtuLtzjQJUzEyz6An7fCn9hQdSddsPJtVe/DVtiGZh5Uzq/n1n9zMRV23yec2HOFXl1cxe0ye10nTx8fHx+fDxVVnhujGwAEeuShCynZYPr2KkC6IFhg4meY5lWF92O7HfRmVUMoWHOo2+c7LLRQGJJ89vYgn9nayfnYNt32qDF0K1h3ooj3ldtqWQtCetKkI6yyeVMlpxYZbIiX8NcDno6VHGRzoMll/sJscXVB37Th+fFGEw90pRuTqrh9yQBui0Ji7tgGlBA29Jr+5fKgiM1pgsGx3B7m6ojmheL01xby1DUMal1SGNRSwv8vk0tX1NMUtGnpNHrusis0NcX78ejv3T6pkdEEgo0Jy1SSlJMhzkv7h7yQgG1iOxS1sx222nVX8PPhqG+OKAuhSkLIV9+5o5e7zyj01e1iH2jwj423sBipMBwyhMDR4cHKE0fkS04GulI3tKP57f9ewatAczRlUqjqQ2WPy0KQk7QheaujlgpF5OEqxbHcH35pYzsO72lz1qSbRJWjKBuWQR5o85Y/jE40eApmGTaU8sbcLXfZXut50TgnFQcjRIT+gcfv2ZhaNLyKkufsIW7lNe3XhMK4oQF23icQZcj5cMbOakKYGqedCmhp2bNlKIoU7l/aairc7EmxdEOWXl1UR1CT/vquNzpRNoeH4gWWfd0TqOi12kEO9Drta09ywtZlWy8BRyvN+bU/a3PX7VpLH9IXKD0hy1DtXCoV1eHiq2xgP3FjKXRPLiJuOZ62xbnYNEyM5TIzksGpWNS9dOYqU7XDd5hiaUBSHNAKaoCQkCWoghNv/RMGgJM2i8UUsWNdAc9zigQsriPXZ/PTNDnpNhaPcyqebP1HKfa+0krIVuhSMLQygHMXXX2j27D7evnocS6ZECGkOpTL9gStnfT56/rfK6GPVz32mM+w5MSTd69imSaFKUCYSFIkU+3oFN2xtZm+nxZQVdVy1/gg3ndPf+PLByZVEwjpdaff+heuP0NRnMa0mj60Lom6SRxf0mYrvnl/BzduamPTUISavqBukYM7a212w4jBjHn3/Cuf38lOaEKJkuDsyt5/0vgz5Iu0NltvOLSXlKBK24GDGziLXkFSEdU4pChA2JGEdzn38IPPWNpC0FP/xRoeX2fuX8UVoQnmloJvnRanJ07jz5VbvenXdJgLBA5MjIMQHLmf38fHx8RlMdrF9u8uiJaF4+LU2EhYUBjXakzZ9aTfILAU89Fo7OA6rjymhWjWrmjGFBktfbwchyDUki8YXMWdtA7bjNm3qMxWWo+hK2Vw2qgDbcVi4/gglId3bCFz2TD1JG56bU+OXQft85KQdGFWg85nTipiyoo5Xm5O82NDLrLH5xC03kCEYXk2nSffzogtYPauafVePY+v8KLX5Go/u7uCfxhaQcgTz1zWQa8hBDUqy5OiSg12mF7wuCEgeeq2doBQsn17FreeWoQtXCJAnLYK2ryY6mZC6TrvtBpab4xbLdndQGdY9xc/mhjj/ssEtYT6zNMgjUyu9hjkAliO8rvPLdnfw8LQIvabDkT6byU/XMe7RfdhKoEnXd3PZ7g7OH5nH9iO9bMmUV7+wIEphAP7pv4+yZHIln6wIeevDxEgO62bX8MMpEa9B1T+OLWT+ugYaek1mjC7gyb2d3HdBBWeUBinL0SjQHZre3u0HME5QhJQkbYHtKPIMwVfPLkETCjujyKwM61hKYDluBWu2fF9D8dSMkWgCfrani+V73IRdtMDg7pfbKAoKNs6t5e3MPDkyV6PQEIPGQD7pIeXbD06OYDqQo2veuKrMDfLIrjYsxw2YXX92KaPyNaTl7yl8jk/WEm7dgS6qcnXOKgux9KKIJ6woz3Gr8xbvbOPGCaXcu6M/KHtacZCRQfs9zFmCXlNx/ZYYU1fUkafDGaVB8gIap5cEeWBnK9dvifHwVNdKK7s3nrHmMPdPqqA7rTjcY5KyHFK2Yne7yde3xjjQncZyBu9FBjbiG5lncM3zroXMoo2NNPSa3HROKUv+2MYNE0r4WEmQqlydkAZf2hxjRyzh2X0YEsKaQwH+/sJneDz188Ja9l09jrPLg0POicez2shaxQwUV+yIJbh9ezPXnVXM6SVBmuMWizY28tXfNrFqVjWxuMXXXmgCyKjyBfe90oouxSCBRl23yZy1DfQoY9C1jnf/u/FeopK/A649zn3XAL9/T1f6OyY7WHZcWcPZ5SFsR2E6cOuLzSjlZiaa4xZvd6ZJ2gpH9SudR+S5zRse3d3BqAKDEbk6RUGdx/Z0cvGqOjpTNkf6BmeQowWu3P2UR/dxwdP1H4pfio+Pj49PP9nFNpKr852XW7jy1CIuWVXHpKdcP31dCpb8sQ3TtrlzYjm3vtSM5ThsnR+l/lo3uCBwA2G3f6oUQ7prQ1blcePWZrpSNi0Ji5aETWOfhYPiP97opK7bJGWrQQv9vLUN5B9zqPTx+SgISDdosWBA1/T5pxbSllRcsqqe05bv50BXeliFBkrx7fPKue+VVg51m/SkbdePEckXzywhmq97h8Gs2vNY1Wd32vECzwAJy+HGCa7SqD1p0560cRQYmuLgW3v8z8xJhJCSIymNpNXvW3z5qALWH+jirvPKByl+TisOEglYngpY6jpdIgcHwSlFbqXIjNEF2A4c6jb55+eO9I85G/5rXxejMj/z5N5OLonmYzquv+iu5gSnLD8IQFATmA6U5Wi8tLCWpRdF3IbgPa5HuKPwrA1u395Cri6YVpNHS8JmX2ealO2g234A8ETGMQJoAh7e1U5pjsSQgodea8eQ8OvLR9KetEk7YDkQ0uDpmdXcNbEMKSHPkKRsm5Uzq/nZni4WrjvCskvdJMj9f2jDVq4bosxYZiWsodVL5SHJb+fVcujacey4sgYpFJoA0zn+uEraDkEsf370eUd6lEFzX5p/GlcIKEIaHO2zcZTiodfaSVuuwj4Wt7jjd27g68zSIKPyNMq11HFV8dm+DSk9h6QjKA5K1s+uYe+/jKGux2bKijpOeXQfVzxTz1fPLuHi6jAtCZtFGwcHyQ52uVVRFWEdKSWHuk0ees0NdH9501FS9mC16MBGfNl9djbgnP2cXHdWMQEpONDlzr8JWw1qNvzMrGp6G/YTsv1kn887oxyHPCdJmUhw9K03GJux2jhw9Vi2L6gZlNgeSNphWHHFjliCmWsO05yxltsRSxCLW0gUWxdEeeyyKgAWbWzky5uO8q2J5aRtNazYI+2IQdc63v3vxnuJSH4H+LYQ4kdCiClCiFMz//8I+DZw13u60knA0birOFu2uwND4mUMUnb/wl8YkJiOw7Nzanlr0ViUEpQGJdNq8khYiqDmegFedXoRz8+tpSTkZraPLRcNSFg1q5pIWH9f2QQfHx8fn/dPdrEVuGV0C9cPzure9lITd3y6nEtWN7CrOcFDUyOUhNzOvkfjbonSV38b43CPiaFJ2pMWowoMyjIezDtiCW+90KVgdGGAoCaYNSafaIHB4d5hFnp7mBfq4/NXREhJUBc4A3w+25M2psOgplL37Ggd0lRn9axqWhIWxUHJA5MjnFkaJGk7NMVtfvJGG45ym0+ZGf/kbMOcrOI0+1ztSXtQeWF9j+VZCJSENJrjFre91IRt+xYyJxNCSroIYjmwrzPt+RY/vKuNmoIgEvjh1AjnlAcZlScHBT6krvPnXsnXtsb4c6fJwW6L/+/VNj5WoiMEnFocZMOcWv7n86PYu2is2yCnIMiy3R2MKtC5YUIpQc0NKlq2w03bmpkYyeH+Cyr46Zsd1PekSVoKSwnmZRRCWdWzId2GlcOtC2eUBqkyfGXciYxmGPSart3PlacWInB781w+qoCvbY0hhWJErobtuL15Yn02ylGcUhTAznh1f+yXB9nVnOCFBVF+dflITily58v/96kycnXBLdtibiNgm0Eqt/5y5nr++blGdrelSNoCKQT/vb/rHcdVddDGNv2khc87o0koCwf4+tYYLXGbHlN5avibzinlW79voSdt8/zcWn51+UjOKgtSqb+zdY+QkjbHIK0kcQuStqIsR8OQAiklYUNycXUYcPcZC9Y1cMsnSwcllbNkb7OVm4DJVghmlZoPvto2yLJo+Z5Oz27mcK85KIE93L68OABVhjkkIJiI9324b7zP3yXv1Woj69c8nKVW1nIx+/WKmdXc/XIro3+xj2+82MTYwgA/nFLJ0mkRSkPC6/1z7HNkrXaz1zre/e/GuwaXlVJ/AKYD5wCbgbcy/58DXKaU2vmervR3jJCSThXk7pdbCEiYNaaAt9oSrMxk7uatbWDRxkYqwzq6cHh4VwdKuWWiuoS4DTPXHObcxw/ymfVHeKUpyZFeE0MT/Pf+HsKGZOm0iOeXUhHWsJXi5m1NfPf8CiJh/T1nE3x8fHx83j8B6foWKoSnNh7ImgO9GBK2LohyRlmI3W0pEqZNT1px5fojRMI6P5pSielAQ6/FV3/bRJ4ORUHhlUUN7KbtKMV3d7RSEdZZPauaR3a1D7re+1nofXw+DKSu0yuC1Pc6pJ1+n8/FO9uwj1E+ZMv3Ns6t5aUrR/HCgii5OqQdN/DRkTQJalAY1HlibyefOa2IGWsOU99j8kCmC/ZAJdSYQj1THj6Wj5UEiORqXvB68c42bjqnlJu3NTF1RR03b2vKeOj6gZOTBc0w6MYA5SqF79nR6gWWF40voiKskx/QKDIciuk/1Akp6RVB2myD+ev6S1CLAnDfBeUc6XW4aWuMwz1pQhqkHMH01fW80ZqkIqzzwB87GLNsP6N/sY9xj+5jzLJ9dKUdll06gieuGMlDr7XxzU+VAYJLM80ts5+TxTvbmDO2kJ+80UGe7ngBkOy6ENIEpbqvLD2REVLSbumkM9WrxUENgSRhwxc3uV7LmhCkHUHCcrAcxcFuk6ff7iKoiUEl+1/aHOMz64/wZmuSPktxtM+iO22TsBRrDvRiOZA3oMlS9iw6Z20DkbDOd893Exn7uiw6kjafrMylsSd13HHl+yz7vBdSjmT+ugZuOqeEPkvRnrSHqHylELzdmcZyHAp5dzVvWhokbYj1WexpT9GbtmmK21y6ut5TK19/dgnXji8EspZaYljP2uxtDb0mjhpcIQiwuz2N6Thsy9iP/uDCSpRybe3GFbre+Mv3dLJ8etWQfblAkaPM/7X3ro/PO5Hdh7SrIL0iiJDS82s+VlyR7edwVlmQ/de4VbKj8gQ/murGDW+YUEJjn1v9mrIVEsHXtsaGPMdAO45jvaHfya5jOPT38kNKqd8DFwohcoBioEMplRjyZgjxWaXU4+/pyn8nZLPEfZbFovFFJGw8b56ReXJQ990yw8ZxbG44uxhbuQ05UA4BTXrdI3fEEsxb20C0wODJK0Zy07YWrh2f5pZPlqJLgSEFS19vY/qofOq6Tb64qZGl0yJukMGPM/j4+Ph8KOQLkwcnR7hlW4wfXFg5qOMvuItvniH5+tYYS6ZESFgOHWkHKdzyoyWTK2lN2ly/JcaSyZXE4hZXPnuUh6dWUJVrsG1hFNN2VSG243DfH9rY3BDnzonldKYs7phYzq7WFHXd5qCFXvnzvs9HQNZ38Whfiuu3xLi4OsyKmdUsWOeW5UnBkM9ILG6xrzNNJNe1/lpwaiGRsCDPAC3PoCnuBk6uOaPYa7jTnrTZ3BAHYP3sGgwp0KVAoNCE27H7xq1NfPNTZRgSNs6txVGQZwi2L6wlbfMXdfX2+dtESElaBnCEyNilwNudaS8xcdu5pZSENLpSNqMKdLpMSdEwxzFuAAAgAElEQVSAxx5I6MxZe5jl06uo6zapzdfZNLearjT0pBX37mjhm58qo89S7G5Pu3YWGb/ObDDi2HWhO+0AgiN97jkhuw4MtHrJ7v9vebGJh6ZU0pmWRPMZdIYo1S1fWXqCk5AB0qbCkK6PctxyKApqGAJWzhzJmEJJR8pVVF6z6Si/uXwky/d0smRKJUK4f+eBYygb2Fo6LUKOLgnpku60RbTAwJB4AeGBZ9HsfuOLmxoH/b98Tyff+GQpNcecTf1x5fN+yCZARuYZTF9dz5LJlYNUvredW0ph0FXDF4t3D7wKKekyJW0JE9OB67fE+M9LRvDlTUcHVQfOX9fApnm1/GJPl9c8uyyk8dhlVXxhQ6O3N44WGCyfXsWSP7Zx3wXljCow0ITrW55Nulz1rPvzs8fk8cMpEQqDOhVhgQCKQ5JvfLKUkC7YMKcWhJugzJGOF1j28fmwGLgPGXjeG5NjMSbH4pGpFTgItsyP4ijQBLQkTBaui/H45VUUkQQLNBEcZBkD7tqydFqENQd6icVtrzlmSUijJKBQtju2PW/oBTWkHfG+99Dvy6hXKZVQSjUOF1jO8JP383x/D2R9OJvjFhVhnbhpe74+I/5zP1NW1HGo20RDYaXTOJaFlUxyy7YYubrCUpK1+7uGGHqvnlXNTRkT7l/s6eKMxw5w2vL9NPZZzDulkDt/1wK4E+4pRQFfkePj4+PzISGkzFgPuYqh773SOqisLtus7/5XWllzoDdTjif4woZGmuPuQbAkpHnletny/ljc4tNP1HHB03Xs7zRJ2g6dSZtxjx5gc0OcZZdWoVB85bdN3LglxtJpEfZfM+4dfbl8fP4a9BDgOy+3MK4owPLpVcwak89zB3tYP7uGtxaNJVdn2IaWHysJENLcZlUhTVAQUBzstnm9JcW8zF5Kk2KQmjPbdO2Mxw5w6ep6DnWbXPVsI5977gixuMVdGc/mloRNS8LGkIJCaZLnJH1l0UlE9lCWdqDHdH2RbeVasmTn24GVhODaFWQZ2MSmPWlz6yeKKQ5JdE3jib2dIIQXHH7otTZv7K+aVQ3A93e2smqYvfzYwgDXPN/onRMGlnJnx3f2MbG4RVATlGspDDNBUbZTvEr4AcC/AVK266ctgZ9fUkXe/8/eucdZVZ13/7vW3vvsc87c58yNYWAQQY2XeIkGUw1CFU2EVhFyaZu+xiS1b0yNmvjWmkRjNNHaV2OMMW3TRKRpat4IKi1iolKBeENNxESJBgQHBjhzv5/b3nut9499zmGGmwMM9/X9fOYznH1uaw/PfvaznvWs3xORdGYCbvx1G5PKJG2pUC9Z6fD/+juvdPCd8+oQQpANQGu9U0XZY3OaOL3W5fgKh+/+poucEiye3US1vb3SePhctBBvDNfnLDRX+6tfbaU+PzcdyAVUiayxK8NeUVgAKejCD/dhhcWQjB82Jh3NfXdAOyTzvrHQlLepdPsCy7SGGI/NaWLhxY3YUnDjWVUsnt1Eqa2589XOYuPet//X8Sy8uJESO+x/cvf59fgKyiKCqvwOwVun1YxoZLZkwyBru7N0pAPe6/f45LItbOzz+atfbeXsR8Lm2SlPUS2yRk/ZcFDYUzO9QsW8RDNzcdhM+LgF6/nwz1tIpvwRu1l3VX38+Jwmbl/dCVAsZj3/F+/RnvJJ+SMVEPanOn9Ulct7wW61GYQQDwFzgHat9an5Y9XA/wMmAe8Bn9Ra9wghBHA/cCmQAj6rtf5t/j1XAt/If+y3tdYLx/gc9oqCDmehauHdvhw/+n0P902vpzpq0Z0JeGBNFw/OqAPCbaSxuMM3prkM+YJ/+V0Xnz2lipSn+OHMBkocyZCnqHRlUSy+QHO5Q1OpjRpWqtZc7hC1TVMng8FgOBAMX0UuVGg8tLaPt7pzxVXfmqjFlU9vZXUyTXO5g9a6uA2vEHgP18NanUzz9Rfbi+9vKrXZNuThBRrXlqyY38yQp2gosfj26k5WJ8P13NlLNrPhquPDG72pWDYcQpQWXHtGgovzW/ubyx1+clEjn3tmG8mUz1OXTyQbbI9rujMB1/xPkmTK54czG1gwqxFLQmcG5j3ZWqwUvfu1Lh75+PgR1Zxff7GdH85s4MQqF42mJxOQTIUVep9YtpVll03g/hkNtKcC6uIWVSKL8k1MdKwRTso28+Inm8n4mknlNna+/0nB31ZHLYY8RW3MYiAXUBZ2jwRGNrF5qzPDl89IkA40mrCa3lOhX49a7NL2v/5i+4hYvjsT8MX/SXLv9Pqd5gm7su+TqiK4psr+iMbXkPICSmybX77Xz5fOSHD7yx186yO1DPiStpSHJQKqXMmi2U18e3UHnemA2fmdGk9eNmGnOeTtL3dw9WlVTCp3WN6a4tZzaylzNEEuU/ze4XPRQryxo3bs8JhjQqlN5SiqSg2GHYlZsGh2U3EhY0fbqola3PR8G/fPaBjV5+UUtKd8EsMalVn5nU+FSuNCQriQIEu4gp6s5s7z6sgFmtKILMbg6z87hatPq+LKp7eSTPn85KJGHljTxXcvqCdmR3aStLt9dSc/+9h43unJ7vJe0RgXxYpOg+FAs8dmevksayFxXEhC72o3666qjwvx0HAKes1jqYCwV5XLo2BPw3oY+NgOx/4BWK61nkqo4/wP+eMfB6bmf64G/hmKyehvAtOADxM2Gqwaq8HvC5FhzRH+6bVOmsuc3Wr9FRqEvNGZZf6TrfgK7vltD1uHfD6xbAuzl2xmxqIWZi/ZzA0r23h0h8q4BbMasQVsHQq46exEcUW7UppVZ4PBYDgQDF9F3lWFhmsJbnq+rZhYXjCrkdZBrxgcFwLvmC2YlH9++PvjtuD2lzv49FNbiTuS5JCHLQUnVLk89GYPD63tK46ludwhIkxW2XDoUTCiAqgg03XrtBoem9PEPa91cv3KdlwrnPRdsbSVZMrnsTlNlEckdXGLa59LIgUj5AFWJ9P87A+9I3YGFKqaHnm7l80DHrUxi+fmhXqJq+Y3U+UKpNBYMpz4moTJ0Y+QkkEZpVPHqJn6QVJWjJwW+UlYmKyIWBZRS/PYnJH9T8aV2FRENJaQlIlc8TML8fy0hhifOKGCnIKOdECgNJYULP5jH/Vxm7hj7db2I1KEDaSG2Xx93N5pnjC8uWUy5dNYYlNj5UyV/RGI5Tj0ihj9IoYU0JYK2DKQ5dMnVpLxNd/4cC29WUU2CBcnAg2ffzaJ1or7ZzSM2Lp8++rOneaQt0yr5fbVndhS8OjsJpRW2H5uxBiGz0UL8UZBO3bHmKXEFiaxbNgnhJRIAVWuoLnM3qlfSCEe/ua5taNOMEWkYOHaXmyxvYnYlkGPBbMad6o0bun3mLu0lY0DAaf/bCOXLtlMV0bxuWe2FWNwITRTKiPcO72e+6bX88CaLr55bi2ldigtuqNGczLlU+EoJleEfnn4vaKxxCamTY7FcPAYTTO94Ynj4U0ld/TpO1Yfx/TO1cwLZjUyucIZUwWEsa5c3i1a61VCiEk7HL4MmJH/90JgBXBT/vi/a6018LIQolIIMS7/2me01t0AQohnCBPWh0znefjqwUNr++jKBDwwo4GV85sJlMaVUCZyaKXo1S7znmwpVugUNAkjw7aAFliyYZAHZjSw8OJGoCBIb9Ge9mlP+ZxWE2XF/GZqIwo/a5owGAwGw4Fg+Cry8AqND9ZEAcj4AVefVsUNZyWKfvrrL7Rz3ZnVLJjVyFXPhNUUVz2zjWWXTeD4Cpvn5jWTCTTtKZ9soFjemuLxOU1URzROmYNA8+DvuvjYpHIeXT84omLD6CwbDgcKW2KH09LvcWKVS3kElremaOn3RlQ0jS+10VpTEw2bEi/ZMMid59UVm/D95KJGPv/sVm55uZO+XMCK+c14gSZiCX6wpot7fttT/K6CdtyJVREGPU11VFLpCrQ2CZOjHWnbdPpO2JxGhI3OXEtQEwuTuIEKC3zaUj53vdLDt/8kMUJjNiIVG/oD6qLWiMlYmfB4fE4T24Z8OjMB9XGL9pTPE+uH+NIZCc6qj7FsQx+XTi7fpe2fUOXymV9uoSFusXJ+6OPR4CvFY3OauGIU8wTD4Y+0bXoCB09pql3BlpSiO+MxocyhNxNQE7WocC0ueWIT/3bROCaXRyhRkkCFWsxDnipKYq2Y37zLxqfPzWsmG4Sv7854RbmU8SUWZcLbaWfG8LloId745eUTeHBGPRpYNb+ZQGsiwlTGG0bHcDt3pKDK8ugPbDoGA6pdgRaCRDT0df05RdyWuJbmvgsaKHM0qQCEkO9ra7bUXHdmgn/9fTePz2li7tJWbn6hgwdm1DOuZOdK45Z+j/q4zUufmkR11OLvf729uGPx7Ca+srKNZCoo6utffVoVQ54iE1jUOV7xO4ZXfEaUR6MDVVWO8cuGQ8poqpIhnzgmGwY7mlHNC7cnpSeSVWBJQfQAaIkftOTybqjXWm8D0FpvE0LU5Y+PBzYPe11r/tjujh8ydi16nV8R3uE/3FN6RIVOoTqnLb+1ZEfRbV/DxLLQsUekYMgL8AJYuLaX+2c0sGR9H7MnV1Brvb/zNhhGS+WCLfl/xeH5LXt8bYHeqw7pZWgwHDAiu2mws3J+M0NeQNQWnFAZwdPQOhhKW1x7RoL7X+/irvPr+NkljSAE9XGbgZzPkAfXrmgjmfJ5fE4TtVHJC/MnhIGDr6gW0LplK3910iRue7mjmJhriNvUOTtPKg2Gg0GoOx4pBqTOLhr2NZc7bOjPUe1axURx4Xp5fE4TjoR5S7fy8483AmEF0b2/6So2AizIA0ytjODaAgnMeHwTFzbF+eLp1SMWWhbMamRciUXMFpQ54GnIBVAjPdPb+ChGSMmWrMWGvmxRRq42ZgHQmw19an8uIBGz+UN3NmwG+SJ89UMJLCnI+dCeC6h07TBxsMNkbVxcUOm65PKJvRMqI5xc7fJOV5oplVFmL9nMB2piu7T9jf1h48C7z69jyfo+/nxKBYECRwqaoqObJxgOX4SU+JbDhkHNt15Oct2Z1cTsCEOewrVCreWN/R4L1/Zy9/mhFMotL3bw80vHY2v40Zs9XHtGgtqYxYJZjdz/ehe1MWuXjU8BNg+G7793ej2LZzdR4Wikn0PtYov+qBswGVszjAJp26wfksxd2jKiuKEiItjY73Hb2l6uO7Oa8aWh9nJ3JqC6UtKfg4QL/Z6mzBEM+E6YABtGoYdJToXxtQX4WvO5U6spdwT/dtE4IlIw6CnKIztfH83lDhrI5gs07plezz3T6xGEUqO3TKtl3pOtXLG0tRgrxB2BKxXK9zk+Jnd7nUTJEgXjlw2HjP1tpjeazy8lQ2nexgnGTA2jiNBjeOUIId4s6Cnv5vlJwNJhmsu9WuvKYc/3aK2rhBBPAndprZ/PH18O/D3wp4Crtf52/vgtQEprfW/hM/r6+oontG7dujE7t7GgZsqpzHhs8wgNoVvOSfBnx5eyeSBg3pPbVykWzW7in9/oLjZ1OqHS4Y+9Oe5/vZtbptUihea9fp9TEy6O0Axt3Ug6NXSoT/GI5+yzz96tbvjBYE/2e87z8b3+vFfPT+31ew7W9xjGlsPZdo9kYvESstUTuWLZds23gobbtWckir+//mI7yZTPc/Oa6csGlEUsyhwY9EP9OIlGBT5CBWS1RAQ+2a5tu/XbsXgJbmIc2rLf97VHA8Z+D192dQ08eul4LCm4Ylh1ReG6uPq0Km5f3cmt02qYWhnB0R5Dyc2UNR3P9EUtLJg1juMrHN7t87nqma1c2BTnxrNrcKQgIkEKxbt9AZPLHZLpgE882UpD3Obu8+sYX+pgiXDbbCJm8dCbPXz6xEqa4prOzS2H5BoxtnvwGD/lJHoCm/f6vWJyuaHEIuWFkgMJV5AOwFdw/cok156RGKHX+dicJm5/uYPv/kkl3e/9ccRnx+IlZBOTuOLJnW366x+uZVyJxfmPtuxSB3Tx7CZqohIhBIEOK5aD7q30dncdor/U6DmU9nuk2G4sXkJ503HYluTd3tD2coGmvsSmdcCjzJGUuxY35G0uGyiueS5JS7/H5s9PwVPhnO33HSlmTSoj4ys0oSTWjja6YFbYlOzLK8NF6JXzm4l5g2zauOFQ/xkOO4zvHXti8RLKmo5n82C4U/ru17qKlcEr5jdz/Ypd+9WUp4jZksnlFplA0ZPVODqg7723R3x2pqqJeU8lR/jOO1Z3sGTDYNH+b36hndXJNNMaYtx1Xl2x0V/h9dVRydahgPaUz8K1vVx3ZoKTqiyGPEGJI8gE5He2hBJJ1RHQHZsOuxja+F7DkcqebPd9k8tCiPeTzdF6lBnqXSSX3wFm5KuWxwErtNYnCiH+Nf/vR4a/rvCjtf7b/PERr4ORF0uBdevWMXXq1NEM8YBS0Fyel58oFSZethTcsDLJlSdXFhs4LFzby5UnVxZX3lZ9opmsrxFC8PO3e/loUwm2FFS5kkuXbOaJOU271FsZDYfL36fAoRxPRUXFYROo7Mj2iuLRsy8VxQfrew4Wh5t97wujOYfD2XYPB/bVDoSUbPUcIpZk29DOwfZ90+u5YVUbP5zZwLgSmypXohFkA4UjJXFLIYUgGmTe/8v2c6yHgrEaq7Hfg8fe/p8NCpfzFm3eqXroPy5ppKnMYUt+ErpwbS+3nVvLuLgg5Y+suLAchyFt0zoYcMfqDr79kVpEXhKskCScXOEQt2UxAT2p3KEnG5AcCoqvaS53KLEFGkHUCmVrapwAP5fbwxns+7mPBmO7BwchJf24rOv1RiQbFsxq5PgKm5QPMVuwZH0fnzixgre7Pe5/vYsrT64sNppK+QECsct4eXd2XvDxz8ydSH9OjYjhp1RGsITAtcARmpTPmFca7Y6jwfceatsd7d/Qc6IoLdgyFBCzBf/wfDvfnd6ABlwL1vV6OBI8Bfe/3sV1Z1ZTHrGY92QrXzi5gr84qZxMUNjSb1EdtZm5OKwKndYQ46azE9TFw/ih0BS1EFNMKQkrLg8HDrfY5HD0vYfb32i0FCrzWwY133q5Y4Tf/KfXOnlobR/b/mYKf9iFXy2PCDRhIYWvQx/4aluO0xMOpXp75fKefOwVS1uLj384s4HZSzbTXO7wy8snUOYIUj5sHfKJ21DiWCMWGI+rcLj5+fZigvqXl0+gzBb56ujD1x8fy74XjtxrZaw4ks9/T7Y7GlkMn/epmBZC9AGvAddrrdfuxdj+C7gS+Mf87yXDjv+dEOLnhM37+vIJ6F8Bdw5r4ncxcPNefN8hRfk+J5TarLhiAgESR0LcUvR5giUbBlmyYXDE6284KwGEwcjmAZ/amMWsx1p46vKJbOzLcWKVixSa+6bXc9vLHTw4o55SRp/AMBgMBsOeGSDCPzzfxr3TGzj/F++NeK6l36M63+H6+MoIDTFBbw4CBTFborSiz4NGJ2e26huOWHbXvTrQoLVmUqmkMe7y4Rl14SQuUESHbSuVtk2fsolImFgmuH9GA4JQ/7Yk4ealA8KtsSlfseyyCcQdyfUrknztnBpKHEld3MYWELUEjgX/e3mS781oIGF5+LnDI/FiOLAMEMFTFBPLENrhVc9sZcX8ZiJW2NDxAzUxhNaMKwn1NkscSV82IBGVNMblbvUFd2fnBR8vhWB8iWTV/GaU1kghCJcSFWXsbPeGowMhJUqH1ZCgKbEtbj6nBkuCyCfTrnpmKw1xm+9fUM/Vp1UhhSDtK56b14xGU+lARomiv9N6ZC+HQmJtxfxmVifTAJxUFaHGyhkpLMMBJ1y4c8jkJL9u7eOu8+vY2OfhK827fTm+claCWRNj9GQVFa4Y4VcrXck3XuwsNp9uLg91iwtNwob7wj352OGPT6py2fDZ40ckhstsSbzcIacFUUtQmnDx89rI5ZbPgzPquG96/chksvHHBsNBZzTNPI8DJr/PzwXAK8DDu/sQIcQjwEvAiUKIViHE5wmTyrOEEOuAWfnHAMuADcB64N+AawDyjfzuAF7N/9xeaO53pKB8n871b1Ij0lToNI6fJSrVLjtDdoeRDM3lDu0pv9hAx5GCyRUOJY4i7WsWru3l2jMSKA7pAq7BYDAcdSgtuOf8OqzddPAtaOiv7crSmQmTG1FLo5QmIqDRMc1zDEc2u+tePeQpIkKP6Ea9o60LKRnUDo4Iq/oCLfEUbB70eacnh9CaTQMe6UATkTDkaRa81UOgwsbGX17ZRncm3P76ZlcWT2v6c5pbptVS6wSHTUWf4cCTVWK3jSQDBY5Q/Oj3vfzNs9vYllKMdwNOTzhMLLU5PeHQ6HhEg51ttMDu7Lzg46NSEQsyVOg0VYS/y/Su7d5w9DCgIwQaPKUoi9gIAXe92okEcp4iyCfMVifTfHllG9kgzGQ1lTkkZJYEGSwvQ0mQpkqnqRFp3FHM+1ypjV0ZDgppGQEkroS5UypIDgVc81ySGYtauOa5JK4F5zSUcvPz7fihidJU6jC1MsLnn9lWTCxDeC34CmpcdrLfPfnY4Y9dqXaKKbRSYaxBhngQ5lASIkOpzqB8f49xiMFgOHi8b3JZa90yip/fA7cA4/bwOX+htR6ntXa01k1a659orbu01hdqrafmf3fnX6u11l/SWh+vtT5Na/3asM95SGs9Jf+zYCz+CIeaQofqgsMtbPO7+7WuoubbwrW9tA6GWwAdCWvaUwx5kpgNXzunhgfWdGFcqcFgMIwdQkridvi7zGYnP13wzYXfjgWvt6dJphQ1jm+CXMNRQaF79Y4xSqEyaU+kRYTenKIrq5ACtg0F3LgqSS5QTK6IkMtXogZKE2gRbiM/tboY7xSq+mYsauGGVW1sHvBxLcFJ5YxaCsNw5CNtG0uElfK7Sk44VlhBesmkMi5sijN3aSv9gbVXCYdd2XnBtxe6tRuOPbJKoABLSgZzAbkArjy5kpzS3Ph8O461PWFW8FdXPr0VKXZOrhXYnU8tzPsWf7zB2JvhoOHrsIFeTmkygS7uDpnWEOO//mw8lpQkUz5XnlzJJ5/awuwlmwGFEKLYgLJAc7mDLSGidrbfXdn94tlNLFzbW3xsfK3BcGQzGlkMhBD1wFeBjwLVQDewCrhPa52EMCEMTDhA4zzqSUQlyy6bgGsJbCkQwL3T62lP+Tywposbzkpw32/Druo/WNPFX5xUiSMU7/YHjCux+M6f1BCYbR8Gg8EwZqSFQy6AgVyApwRljmDV/Gb8/Jbo3kzAlSdX8sCaLm49t5YyWzGh3GVzf5baWIwKTFWl4chne/fqiWQVWFKEVZy7kRcoIKQkrQQb+3KURySVEUmFK7nr/DqSQwFpX6MJK53u/U0X3/6TWpZdNgFbCm56vp1HL23iE8u2N1f76SWNJKIWlRHwtDB7tY4RhJT0BA6SsHp08eymEQ2wF89uwgsUmQC+80oHd59fz1vdW8kpwd4YyYgu7Vpg5WUvHizIvZiFwmMOadvIAKIS0j4cVy7pyUFd3ObOVzq59dxanljXx2NzmkY0N31sThPVlk+wG5MZYWsqbGRqS80jH2skIjW9rRvR8caDe7KGY5aohH5AI/C1LiaWH754HOURyUBO057yqYvbxZ0jd77SxW3nJnay/cWzm/J9EHY2/p3tXlNuBbuWtDAYDEck75tcFkI0AL8BOgg1kbcC44E/A/5aCPEhrfW2AzrKo5wB7ZANYMFbPfzdGQne6sryo9/3cP+MBsojkvtnNIDW3D+jAUtorjqligVv9XDVKVVc9cxWfjizgVMSLqUOYAp5DAaDYUwIkOQCiFiCznRAVdQiYsNXVrRxz0drqYpalEWsvK+G7gxIEXBSIoan2KvEhsFwOKOVopQMpXkNQ4I9N+MQUrIhbVMWgRJHcly5zbZUQHIoXHC55rkkT8+dyLYhv1jFtHUoYN6TrayY10wy5XPtiiT/9WcTKHEklgy31MYsGPRACEnJAT9rw+HAgHbwddgs6msvdHD7R2pYOb8ZX4W63TEbsgH8y+/CJlOdmYBbp9UQkfp9OsbsTGjn+QZUw95rNDuPTXoCh4jQDPoCrTWpQOBIqI/bLG9NAfDVDyWojooRNpmwfQJvz9WXRVsb5lMLmt3bUkMH/NwMBggXUHpzsLHPY2plhPZUeE9+5OPj6M1qojb0ZgMWru3l7vPraS53aOn3ilIYd+zgjxO2j5/bve3vaPfKh1J8o49sMBwljEZz+evAi8BZWutvaq3/VWt9K3AW8Ov884b9IJdvZvO/P5ggF2hKHMmSDYNIFLlA84M1XbSnFRcsamHCT97l0iWb+YuTKkn7qthpPe1rNg0ECDma/1KDwWAwvB8asPI6sIWKjZQXcOu5tVz0eCuTHlrPhY+10JUJyAWaZMonblvFINtgOFYZ0A6XL23FkTDkKRSCK5a2UuJIShxJS7/HlkGPuC346SWN3Hh2TbEatSPtsXh2E8mUz+k/28CFj7XQkQ7IBIptqYAhX7OLoijDUUpOhYnlJev7uPXcWv78v7eM8L1Ka1J+WHhRF7dpT/lMrYyYrdWG/cZToABfQeugh0V+zVgrHpvTxPLWFKf8dAPn/r9NdKYD4jZU6vT7JpYNhsOFPuWQTPmUOJLW/D35qcubAMncpa0ECmpikm+eW8uP3+zm0Uu3y1osb02RTCs+tWwLrYMenucZ2zcYjnFGI4sxC5irtR4RymuttRDiNuCJAzGwY4mIhAEfIpbGCzRDXtjooSerqYoKPndqNVELnpvXTKA1G/s9ql3J6x3ZYlMdKWDu0lZemD9he9WFwWAwGPaLiITyiETpsALzs08n+Y+Lx+X9cZj0sKViXa9PRzqgIW6H1XQWGFUMw7FKoSu8QHFawiHjh1ttuzMBriVoLne4+YUOvn9BPQJwpChut712RTs/vrCBZ+ZORAiBJcBC88Ab3cycUMqkcgdL7J3kgeHIJSJDzdtTauI83zpY9L2OhBJb05GBqCXwgJqoxf99rZMHZ9SbrdWG/caWIITAlrBs4wCTKxJIoJHosdYAACAASURBVDujcCxYMa8ZX4MtIGZrMgHED/WgDYZRImRYnNaeCnsZ/Oj3PXztnBpilkUmCO/ZmrAfgmtp/va0aiwZ2n1O6bCppVIkUz5DngInCC8Gg8FwzDKa2qpxwB9389w6wIhC7SdlwsO1BEqF0hjHVYSNHRxLErUkG/tybBrwWdOR4TO/3MrfPLsNjWDh2l4WzGqkNmaxZdCjpd8LNeYMBoPBsN8ECtpSPpbUuJZgyAuD6M88vY01HRm2DHr8oTuL1oKIDH2yJaHUVuywHmswHFMUusIvXNtPTknW9eZoLne4+7UuaqIWC2Y1kkz5fHllG/05hSNHNsX6wvIk63pDna81HRm+vLKNS48rDxtfvdUTLt4YjglsqVHAA2u6mFDusmnA4/edGa5bkWTQFyilkGgiluDHb3Zz27m1lAmjEWfYf0oshaegO+Pztx9M4Ocrme98tZP3+n1a8rZ4/cok6UAQNX7JcAQxoCOs682xcG0vNVGL685McOernfgapAjvyXe90olrCd7r97nx122s6cjSMuDxVleWG3/dxnv9frHBb7bLqKQaDMc6o9q4q7UOdnPcZ68VzQw7opWixvZwJHxsUjkPvdnD8RU2pXYYqNTHba58eitXLG0lmfJZPLuJmK35p4/W48hQn+jmFzpoLndCjTmDwWAw7Deegi/+TxsZT2NLzeT8wl8y5Rc7wo8rsWlL+dz5aifXnZkgakFHBmLabA00HLsUusKfVR8jmfK5fXUnP7loe0LZyVc//exj4zm1xiVhh7FNIcGczDcPQis+WBPlexc0MLHM4uG3evjMByrNDq1jiHQgiFlwy7RabljVxoxFLdywqo1bptWitSLla4QQlNua68+oYnLMN1XLhjEhojyCfBygtcaW8NLWwV3aotQKMyU2HElkFdy+upNrzwiTyqD5v/ncQnsqTBovb02xvGWQSeUO152ZGGH33zy3lg/WuEytdBjvBqSNVrjBcMwzGlmMmBDi33fznADcMRzPMYvyfaR0eGBN2JBkY79Pbczi8fUDfOKEspHNSyxFTgkEmv6c4vbVnSRTPk/MaQq7rJrYxmAwGPYbS4ZJri8sT3LT2QkmltlMrXSKWwJdS7B5wCPQcPVpVYwrsfACGO8GKN8kNwzHLlopppRqyiIuv+vMkEz5fP3Fdu6bXk911KI/F8p5BVpRJQMCz+eEUptV85vxFGitAc1Fj2+mIW5z67QaplZGuOHMBKVkTfLwGMFyHPyc4H82D3JOQ5zlVzQDYVVd2g/4Q7fH5AqHREThZ7OUYhpCGcYOISWODuOA9wY8plTYTKmK0ZnKsTLvq2wBPVmfVCColDmTXjYcMVhSFO/NN52dQArBut4cZ9e51MQsBnKKH85soMSRZAPFSVVh/JtVYbPUtK/IBlDneCjf6MAZDIbRJZe/8z7P3zkWAzGAK+Eb02qZn29qc9nkUm6ZVst3f9vDVadUYUuBhcASAk9pEi7EEw6PfKyRiNRhYtlMuAwGg2FMcC1YMKuRq54Jd440lzs8edkELAG9WcXidX184dTq0DdLiFmamMqaxLLBAHT7NjmlWbi2l59c1Mjnn91+HT0+p4m4DVEUgRdOSpXvUykV2YjDkC9Bh70m+rIBZRGrOIE1yZtjhy7f5sZVSa49I0GZA6kA0BqNIBfAiVUuNW6YWDYYxpqewEFrzU8vaeTe33TxtXNqqHQlJRVRlNZYQhBoTV3UokzkzBzMcMQgpETqnWPcR2c3AVAXk5TYkkrXwtdhJXPMVkyIaXo9QU4JSqOCMmFiXoPBsJ33TS5rrb+1p+eFEJVjN5yjFyElaeEghOS4kz9Ir0+xEjlh+wSex4AH//xGN8sum4AlBYHSPLaun2vPSJBTGk9BV9pnbSpgcoWDLT1KtQrrx7Wp1jAYDIaxwnIcfB/KI6JYuTHkKTK+orHEpioCf3dGgkBpXKnDiaWvTOLLcMwipATHoScnkYSyMikv4NozEjywpov7ptdTF7epj9uUOxAJsgQ7JGO0Urh4KOmQURKlNLVRaSawxxC269LnS3Iq1L1fsmGQZCrgrvNqOb7CJkASaKhwLRypaN24kabxpv2LYWyxXRcvA73ZgLgtuPq0KiwJtiWIIAg0RKWmTIZJZTMHMxxJDGiHa1ck+c55dSNi3LgteKs7x80vdPD4nPG4CKSC48odqiwPP+dTCib3YDAYdsmoNJd3RAhhCSHmCCEeBYx6+/sgpGSr59CZ0WQCxXsDARcsamHKw+u5YFEL7wwIbNfFlrC8NcUpP93ASQvf5ZSfbuDHa/vQQJ2Vo9zWVLsWpyccGh1TpWwwGAz7g5CSQeHSrV0GhRsmxwgTywNKooA7VneSDcLoORto7ljdSU5BNMhSqdMkRIZSnTH+2HDMMfz6yVguvu2wrk/z0tZBOjMBloC2VFCU+6qOWrSnfG5clcQL1G6vGa2Uub6OUWzXpWUI3unxuH5FEjvf6HF1Ms2fLt7EJ5dt4w/dWQQQEYpyPKPzaRhzbNelOxcWALWlgmIcMOhp3ujIcv3KJFGpjG8yHLF4WrBkwyDtKZ/jKiLYUpANNJ9/Zht/ungTyZSPp6BCp6kRaSp02khfGAyG92U0shhFhBBnAFcCfwnUAI8A0w/AuI4qBrTDhj6Pk6pD510e0Tx1+UQsFI5lEbWgMxfqxy2e3cS8vCxGc7nD4tlNlNkK7amwgY1ZKTQYDIb9prDot6HPK1ZsTK4IF+66fJtSGyIybCK1o08utUEE0kwqDccsQko2pG1WtQ7wyRMr8BUEAVRHFdPGlTJzcQuPXtpIc74J0FXPbC1eQ6Y/hGFXCCnpzEmygU9Dic2DMxsY8EbGxcmUT33cpiqisbyssSHDmCOkZCiQ+Bp6s77xYYajDjsSQXiC5nKHm1/o4MGZ9eQCzQ2r2oo2/ticJqosD2XyyQaDYS943+SyEKIB+Cvgs8BJwLPA/wHuBb6itW4/kAM8GsgpqI9bZANNVzqgIx1wWsKhPQ3znmjh2SsmAoLPPp3kPy4ex3Pzmgk0WAJsqXB0gElhGAwGw9iRlhEGcsGIYwM5hYw7+BkY9EFpTYUjRvjkIFAM+RoLJ1zwMxiOMaRt0x04vN09yOzJZUgUnpYMeooSW5LyNS39HteuaOfHFzbQXG4XryFHQrXlGYkLw06kZYSIhpqoJGoL+nPsNi7GCBAZDhA5GSEdhDuVvvg/bTv5MFtCwvgwwxFMp2ehtC72QvjSc208OLOeFfObCVQY+1a5oLzcoR6qwWA4whiNLMZm4B+AHwHjtdYf11r/O2DWsnaBtG36RIxOHaVPxLBdF8uSxB2LrnTAoKd5bvMgClmsxJAILBF2I/7M09tY05Fhy6DHH7qzSCFJaetQn5bBYDAcNdiui68Eg57mmueSzFjUwjXPJWkqkfT7EluGmvieghufby/65DUdGW58vh1F2MzEYDhWEFLi2S6+E+OPg5KeTMCfNJYihCAdhBIyZU64mC7FdimDLyxP8kZHlq1DPrlAYaHN1lrDTtiuS9QSRCS0pzXZACy5+7h4wN8nVT+DYY9YjkNKCfy8H0um/KIP2zTg8ceeLI7E+DDDEYe0bVQkhu/EivFtoRfC3efXsWnA5/oVSaSAExa+S1/OxLgGg2HvGU109jPABW4EbhBCnHZgh3TkIm2b3sBCCrCkIGpByxDkfIUjoS5uc//rXXzh1Go8BS39HhAG0BrNglmNJFM+Vyxt5cqntxKzJQLIKBNEGwwGw1hguy5dubBZ1LKN/Sy7bAJvX3k8b/zlBIaC8HipHVYntad8rjszwQ2r2pixqIUbVrVx3ZkJHAkRaSrnDEc3QkoGZZR+EaMfh45sWNE/78lWJpQKPAWC8LevNIGWeErTnvJ5dHZTMcF8w6o2Mr7may+0I0zFqSGPkJKMFSWIxMhpSW9uu335OpQl2l1cbIpGDWNFoSjId6L0BjZesP3+vzv7MxiOJGzXRVkO3VlFT27P8a3SiuZyB8ukHgwGwz7wvrIYWuvPCiGuAeYD/wv4eyHEWqCcUHfZyGLk0ZYDgSKnFCBIB4LuTMCkchsIq+SuPLmSzkxAU6lNc7lDS78XyihrTV3cGtGxtT5ukfYVAoGJZgwGg2H/sF2XzpzEV+Bamk+dWMmlSzbzhZMr+OuTK2lL+TTEbTwNMQuqoxZDnhrhl8eVWAig1OgtGo5iCteKIJyIpnyJIMBTcMs5Cfq9sMLfU6FUQXsqoCZmc89rnXzlQwnQml9dPpHOTEB7yueBNV1889xao1NqAMLEcj8OAoFQkA7IL1aEhReBgqdaBvlIY3ynuDgiNb4URhnDsN9UVif446Dk5+90cd2ZVeSUwJLhwkZV1CK1m/u/wXC4IKRkQDvkVGi3ZcIb0Q/EjkTo8SDQoLSgPe1zUqVNTcxiIKd28q//8rseFs9uwpVAsPvvNRgMhl0xqnUprXVKa/3vWuuLgOOAnxPKZawRQvziQA7wSMFyHDIB2FKS9kEpja/CamVfCcoccC1BXdymPeUXm/c1lztsHvDYNhQg0JyScGkqdfhAtcuzLQO80+OFDt5gMBgM+4Ttukw99YO0ZyUqr5noK8H8vDTRX32gEk+FlRxRC37xTh/pAJ5tGWBcic3Jeb88rsSmPCIpt5Vp5mc4arFdlx5P4lrQlQkY8jRtKZ+YbeEpzUXNpWQDTcwKr6X/frePcjdMNi9vTfHd33QRtQUljmB8qc3ptVF+MLOBqaXaXDcGINS1LVBILNsitKfmcoeeTMAdr3bx0tZUMS4+JeESs2HQF1RZ3iEcveFowUk0Mu/JVr5yVhWDXrhQ5shQ3ufht3qoiVnF+/+JVRFKHGEWxwyHDUJKtnkO7RlFVVTiI+kIXHpFDNwo0rYZUBYRKyyqEELQnvLxNVREJFLAB6pD+z454SIFXHN6gtqYRakwPtZgMOw9e5221Fpv0lp/R2t9EnAB0FV4Tghx3lgO7kii27fzDSAgFyj6PY0tQWnwNfTloCKiaIjbLFzbS39WUxEJG0VNKHOoiVm0pRQXLGphysPrmbm4hTPr40yucCgTRlDfYDAY9hZp29hujMFA0p0NG/RYIqzu8PV2aaJCo7GFa3sJlGJ6UykxS3He+FLOf7SF4x5az4WPtaA0lNkK5Zmg23Dks2OPCGnbYbO+nKQ/p+jLauYuDSUK2lM+noJ7XuvEy+uR2hIsFB9tKuWZ9wYoj8Di2U0sb00x5eENnP9oC13pgFoXKi2fwFw3xzTD7U0haEtp3ujI4uer33uyPjEbFs1u4tuvdPDopU3c8WoXk/L+d0OfR9qHWicwmreGMcHXItxBKiTbhgIkYfV8mQOfPrGSmYs3Fe//PVmFr7Rp5Gs4bMhIF0vApDLJu31BMYdwwaIWtgxp0oSFb07hfi3COHfACx+DYObi8D0zFrUw6GlAURExuuIGg2HfeF9ZjD2htX4JeGnYoacI5TKOKSzHodBQVQPVUZsLFrWw+lPNBFrgK41G0DKgaIgLvnluLd96uYPrzqymqdRBCUGFK6lwJSvnN+OrMNHhSkVMe6bSx2AwGEbB8O2BZQ4ICS39AfWxcB1V5hWGcgrQuihN5Eh4aesgt0yr5csr27nno7X4WjK+VBV9si0hbgOB8cmGIx/LcXhnQDDvyRYa4ja3TqvhlOoI3VnFtqEweVLhWrT0e7QOeixc28v9MxpY3pri1nNh84CPxKLEgfq4xZ9PqWAwB+NLxS6vmcBMVI9qdrc1u3Dc0wLfE9y4KsmSDYO897kpzHuylYUXN2JLWLK+j4uay+jPKhJRwV3n1xO1YNX85lB6RYIrQzkiP2dsybDvFGzStQW2H1bKBxpOTVikfCi1oDuraNzBl8XyvdW1Efw2HAYIKfE1lEYk/R7Me7KlWDDRELeJ2rBlKKAmatGdhbit8bUo9g15p8djfKnF8iuage02HmiFrQOMlzUYDPvCWAsu7JUUlRDiRCHEmmE//UKI64UQtwkhtgw7fumw99wshFgvhHhHCHHJGI9/n0hhhyuCEpQO5TBa+j3SfrgC6EhNxIKIJWkdDADN92c0MLEsgmMJ4jaU4hH301TqNDUiTYVOEw2yJolhMBgMo0BIyYa0zXmLNjP54Q30+4LerOSRt3txpEDmtwMGwNtdaYTQLMpLEw3mfKZWxVjXk+b+GQ0IYeGpcJJpo5BobBRukDXVHIYjnli8hAFl05byWTx7PD+Y2cA1zyXpSCvmLm2lxJGUOJL2lE9zucMtL3Zww1kJXto6yOLZTby0dZDqqEVPVtGX03gKAgUKeKM9iwBzzRxD7Oh7v7emhwHhghujR7uklUQjWLahj29Mq+WVTzcX4+TuTMCS9X18tKmUZ1sGiNqSiCWJ2QKlBb4OFwoDBfEgbWzJsF8Mt1WlRX4BYwJSKFK+pMwJJVriNmgti7LeQoRVnzHM7gvD4cGAjpBT4Y5pT23fiQfwvQvqcKTkP9/uRQHJlM/WoQB0qBuutKI6atGZVqTziyWacEdf3Bb4ObNj2mAw7BtjnVzeKyUqrfU7WusztNZnAB8CUsDj+afvKzyntV4GIIQ4Gfg0cArwMeCHQghr7Ia/9wgpyfphpYZEYQmNldeM29jv0ZVWbBkMkGjiNiRiFpWuTS6/Er5tIIvWZvuJwWAw7A8D2uHypaGG8rSGGFIIkimfL59RRUC48hmzBREJEdvm1WSKiaUWK+c3Ux6xqY8Lpo0rLW75t0Qof1Gqs1SLDKXaLPYZjnyElNRNOp6cghOqXGpiNvOfbOULJ1dQ7spiwm/IUyxc28tPLmokmfK56fl2yl2HCaWSjzSWUh+TjC+1idrhQkxyyOO6FUnqSyJUCnPNHEsMaIfbXu5gwaxxtH7+eL54ehWOUKzPb9Oempd6O298KS9uGaSpzC5qK9/9When1MT5desgc6dW5KXlAK3ZNuSRCxS5fOWywbC/FOKEZ+c2kQ5CSayoJQGJpyATQKAUgQ6Tdn4+HpAoolKZuZrhsEBISUYJAhUmlp28Py1QH3dAwxc/mCBQmvaUT1sq4PtrenAtga8E9XFBY6lNqSPRaNqGfPpzCuGZxLLBYNh3Dqdw7ULgXa11yx5ecxnwc611Vmu9EVgPfPigjG43DOgImUDTm9M8sKaHuA1RCxbMauT+17vRGvpzird7fLYMBggEmlCX+boVSRpKXdJBeKMwGAwGw76Ry1dufO7kCn72sfEE+QZ9Gkk2gCFfc8fqTiwBdXGLctfhDz0eb3Vl6fcUcVsSEQoLTUQoyjHyF4ajCyElXcqhZWB70i/t62JTy21DfjHhVxO1uO7MBA+s6eK+6fXcO72eE6tcwr1X0J3VXLF0C9evSOIpTV3c5gczG5gc8811c4yhgVum1VDqSKQQOFKSDiTz8g1TIfTN855s5YqpFXhK4OR3jiRTPl9/sZ0pVVEyvibuhImSQAuayhxKbFBamcbWhjEhp+ALJ1eQiFr4Ckpsiv1yPKUZyim6c/Bef4CndF7WEEpsiZ81WsuGQ0+h+r4/F+BYgNZYQrE4vxMPwn5Plgx3EwkhWLi2l5qoxaXHlXPDyjbe7Mrydk+AUiAlWEBTiaTRMXGvwWDYP4Qew7a3Qoh+rfU+aS4LIR4Cfqu1/oEQ4jbgs0A/8BrwVa11jxDiB8DLWuv/yL/nJ8BTWutFhc/p6+srntC6dev2+VxGS9WU08jlm9x88fRq5j/ZSkPc5od/Wk9yKKA+bhF3LBwJUUtgyTBIfqPT5+YXOviPj43HluCnU/RuXn/Ax2vYM2efffZeSbuMNXuy33Oej+/15716fmqv33OwvscwthzOtnswqJwwhX99J81fnlTJ3KWtrJrfzANrurj6tGqkENz5SgdfPL2ab6/u4B/Pr0MjkCIMwqOWxrUkPZveJZ0aOuhjNxj7PdDUNYxDl9eG+rUCfvaHXm55uZN1Vx7Pjb9u43szGpBoOtKKefk45p6P1tFUGuqRdqZ9KlyJawlcS3DLix0sb03x2JwmGuIWZbaibes2eru73n8wRxnHuu3WnXAamwZ8qlzJuJJQ3xPgM7/cwk1nJ6iOWnRnApZuGOBbH0mQDSSbBnI0l9tkg+1+2LU0tgBLCHwtiFmg0Ax5Gt19bNrWweBQ2u/Btt3xUz9A3LVY36epjVlURRTtmXDl4s5XOvjKhxLYAtQO8UFqy0YTGxyGHIu+t2bySVz/fDcPzmzAtaDfU2R8qI/DoCfDvk1WaLteoAm0ZtDTfHv19l5PUggiFoAmCDSd6988KGM3jORY8r2Go4s92e5YJ5cHtNZl+/C+CLAVOEVr3SaEqAc6CQsi7gDGaa0/J4R4EHhph+TyMq314sJnDb9YCqxbt46pU6fu20ntadxS0q1dWvo9rnx6Kxc2xfnqhxJYUuBIEAiUhogFjlS4liTjKXwtuXZFkq9Pq6W51MLXkPU11SIz5mMcDQfq77OvHMrxVFRUHDaByo5ULtiy15/Xe9X4vX7Pwfqeg8XhZt/7wmjO4XC23YOBHYnQ5VlMXxQ2Ndlw1fH4Ctb15jg14TJ9UUvRR8dsAfldJBKwRNh01RKaUnVo/PBwjiSbHauxHuv2eyCxXZdkRpJM+bSnfBau7eXWc2tZtmGAz59ayZahgPlPtvLU5RNJDnmML3XoyyrKIxLXCiv72lM+pY6gOmpT60JbJqyMikgotUEqn8A7/PVID8S1dSzbrpCSjsAl0Jogr9eZCzQljuDdPo+//tVWWvo9LptcyvdnNCBEKDVww8ok911QT3sqIBGzsIRAacW//K6Ha05PUGJDKtjexG9PcgRHkr8cS44G33swbbcQI2jggkUtvPTJZnpz4a4lAcUY4WsfTiCFJNDgWlDtqINetXy42vThNq7D0fce6L9Rp47xu84Mp9VEueuVDr5zXgJJ2NzPFuH9OmbBgAebBnI0ljj8+M1uvnBqNZYU2AJ6sj4NJTZpX1FrB2Mm93K42cfBZF/O/VjxvbvjWLYXOLLPf0+2u1cbzYQQCSHEXwsh/j7/uFEI0VR4fl8Sy3k+Tli13Jb/nDatdaC1VsC/sV36ohWYMOx9TYRJ6UPCgHawCIPpn17SyPLWFKf8dAOXPL6JnowiGyjiNqzvzXH5f2+j+l/W85FHN6OA+2c0kPUV2SDc8heRh/waNxgMhiMSISXtOYGvdXEbdtrX9GYVt6/uxBGaxbObij565uJNdGcCKhyYsbgFhUABmeCQzlMMhjFFSEnGjvLHfs2Fj7Vw/i/e44ZVbdxwVoJH3u7l6tMqAcj4iqfnTiRmC+5/vZveTEAmUFzyxCaOW/AuH39iE44UlDiSGlfR74eJ5UCF1VF42SMisWwYewb09m3YMp84bh30sCXUxGx+NXci6z87mZvOqcFT4fNtKY/rzkzwwze6kUJw0WObmLxgPRc+tpm/PKmSukiA66ep0mnTxM8wJliOw9v98MCarmIzyZyCh97sQcKIGGHKwxuYubiFvmxA3MLIYRgOKywJdXEbW8Dy1hSX//c2urMBngoTygCDvsIScP/r3XiB4pMnVnLJE5uY+vB6ZixuIRuEr6t3Tc8ng8EwttijfaEQ4gJgMaFMxXnAPwFTgRuBP9vPcfwF8Miw7xqntd6WfzgXKOzX+C/gP4UQ3wUa89//yn5+9z4TsyGbzwkL4Om5E/Nb+wQlTnisZSDgqme20dLv0VzusGh2EzELevId1gc8RYUrKSNs7GcwGAyGvSMtHBwpCLSgudyhpd/j3t90cfOHa0mmfL7xUic3fzjBU5dPHLHVNR2EOnWBVlgILCn2si2twXB4IqRkq+cgBaR8zX3T67n7tS5WJ9Ms3dDP//lQAg305hSegosf38RLn2zmujMT3PlqJ9edWc0zcyeGGrpWWBHVkwk47T9bi/HME3OaqDUay8c0loSoBO2HjaVsC37fkaY8YhU1l1/+1CQeW9fHl85IYAn4x1e7uGVaDTMnlCKF5qnLJ+JIcKSg1AY/lz7Up2U4yujybe5YneT7MxrQhM3PohZ86sRKft+V5bnNg/ztB6t2ihGcIGtCAsNhhSuhJmrRk/VZNLuJ+U+28oF/31jMMWit6Egrnts8yDem1fKNlzp2up+nPEW5dfAr8g0Gw9HPqJPLwPeAT2mtlwshevLHVrOfDfWEEHFgFvC3ww7/kxDiDMJp/nuF57TWbwkhfgGsBXzgS1rrYH++f1+xHIf1A5oSJ6A0Iuno8wi0z5CnOK7CIWpJMoGiyhUjgpWI1FgCXClYtrGfmRNKOSXhEhZpGwwGg2FvySiJLcKtOI/PaWLu0lYeWtvH6TWR4uO3unPcOq2GqZURYragMqIZ9CUlTkDGDxcLXQkckjuKwTC2pEWEbUM+Vz2ztZgM/slFjby0dYi//EA5WaUItGRjn8c1zyVp6fcotaGhxOLq06qQQrCuN8ekcoevrmonmQq456N1PDevuZh4KSNnEsvHOFJKtAqr5IQMY9x5J1TwRkeWhRc3orQmEbO56pQqIkIjpea2c2u57f+zd+5xdlXl3f+utfbe5zJnztwnk2TCQAy3UDS+iuANQwW1JC0CaYu1LWKtba3oa23fvlWoxaqvvq1tg9bewIiXvlBuYoOVChWoIIitqARBrkMmyWTul3Pde6+13j/WmRMGQkhgkpmQ9f185pNzzpyZWXvyzLOf9azn+T33jHLh2nZqGtozriAjr2C0Bt2+gcSzwKQG/vKNTnM+H8B1G/q55uFpNqxupTMb0dfSzh/eOcKFa9vpzQf05QO6gxSTev/mWVoUREJFKiIlwdp5OQZrDR+5a5yPnNLNr53QzmUNPxspibHwjz8Z5+JXdrEq7yvyPR7PweFAkstHW2tvazyeO8iND/B7PAtrbQXoesZrv7GP938S+OSL+ZkvBiElaRAxmQjOv3mQ288fIJRwbHuEFIKhUkIhkNQ0fOiOET79hh7ygRPYDxS0hoKZBMZrKb9zexCMzgAAIABJREFUcifTsUYb68qcPR6Px3PAaGOxUiCAtozkml9YSXcuQEmXsLhz0wCphcemY2JtyQaCybogtZAPFLExGGspSo32yWXPS4CqEc3EMrg28G1jFd5xQjt1bYmkQBtoCSWDMwnvXtvGZAytoeTEzgw7yymhEkTScvn6PjcIUEJWgbCWrK75ir4jGBWGVGxANQVjJbnAyaSEEp4q6eaBxe2bBrDWoqSgoiGwkt48fPoNvYRSNnW7fzRS5bjOHIHEd494FpxAgkBhgNjANQ9PcdFJHbSEgroW9GQVm9f3Ya0lFJZWUfeJZc+SpRBK8gEYXMdIop3TLKWWC9e286n7xvjCz/exeX0fIxVNb17xwduH+dhpPXQtgoa4x+M5cjiQxPCDQoi3WmtvedprZwI/WeA1LVmElIybEF0X6Ia2Z2phtJzQkQ3JB26jpoF/fWyaS0/t4W1f39NCev2GfiSCVMNMbGgJFflQEUhBiQytIvFVQB6Px3OAZKSbjm2BUuISGW++YXCe7z26qPjtW3dx23kDjQM9QUfkhp/kpUuOjNYgkt4Xew5/dENXdI53r23jnDVtDJVSunNukLCxlnJiOGd1gcte20NdgxQWYy0ZJXjnt3bN+xtaXVTUNORt7PN/RzAqDHmqKomUZa4yQhvYWU7pzCrO2zrUtL3efMBQKeHoYkQorbMxZSknlvNvnu+jlTDkFa4v0eNZAISUzNqQQgBTsRvQZ4zhguPbOfum7fPs74Q24ZJuFi9T6FmSyCBgJFHkA6hpCKVFYRmPbVOGaM6eIwkCw2uufoJH37WGz57ex7IoJa3Hi30ZHo/nJcyBJJc/DGwVQtwM5IQQ/4DTWj7noKxsCTJrQ2paMFFL6chIBooh2lg++f1xrjxzGTOJYNPNQ9z9KwOc3JPnrh0lbj9/AG3dqXkhgNTCL39zB589fRlS0PyYTaAmM/SG+56K7fF4PJ75FFXKuA6JJNRSy4q85I5NA65jREIxhE/dN86NG/sJhSGxkl2lBG2hnBhWtgT05BUIwUwKsQrpkj7B7Dl8iRRN/XGAD7+qi9TASMUlALWBT983xkde08Ulp/bw47E6J3VlqKRuyNUf/I+ueX9DGWXcTAlpsIn/uziSGU8Dnpyps7otQmCJlCA2FmtdFd3TDzXmhkpd/qZe6loSSJiswyOT1Xn2FSlLLbVEJvEHF54FQUjJDCGtkWQmcXYWG8t41dCdmx8jtEeQ1r3Wt2dpM6lDhLBUUkiMpZpabh2c5R0ntDXtWQlQ0s1SuOTucQaKYcPHwu44QMmAnLLkjJe18ng8C4/c3zdaa+8BXgFsA74IPAG8xlp730Fa25IjNi4RPFJJ2bJtkus29HPFAxNccmoPj05r6tpVM0fSsiyvWNORZXA24eHJOuXEIAQ8MZMwXEnpzipGKilKCG54ZJpSYvn7H4/zaFki5H7/t3g8Hs8Rz4xW1LWlkmiEENw/FvPkzHzfu3F1kWV5hRWSQDgd0IxyVXeptbzvP4Z5fDrlT767m/GaJZbhIl+Vx/PC6QwNN2zsZ6Do7FhJgZJw1YNTaG0IpJs0P1zWbLp5iJbQ/V2E0vKrx7fze/8xzH+P1BiupMzlkqWAQCf7+KmeI4G0IaciBVzxwARKGEDwqfvGMNY2bQ5gRynh0lN7eGJWM1xJmza2piPHB28f5sdjNYZKKeVE0BMan+zwLBipCmkJYEfZEGsIGl0Z+VDy04lkXoygfamy5zAgMRaBYLiSIgVs2TbJ61cW+O1b99yvUwtYmI41tw1VuH5DP7nA8NprBlnzpUdZf90gP5tK2ZmEPt/g8XgWnAPSS7bW7gD+70Fay5LHVcW5zdnF67qaml1tkaCmnVTGQDHkJ+MJLysGnNSVaZ6KC2soJ25K9rUb+kmNoTOr2FFKOHdNGzc+Os1FJ3Vw9k3buWvTKgp4PSSPZyE45bt5+O6OA/qaqYtWHqTVeA4GsXG6y3981yiXv6l3nu/NKMOXH5zmDf0FJuuGDTdtpy8fNIf7LW8JCITTqfvc/eNcuLadTTcPccemAdoX+8I8nheAkJIUyfI886rzlIAPvrKLS743yidf183XN/ZTTt2h+ERN84SAjoxkWV6yeX2fq4KS0BpARUNBpGif/DviCaTr+BippJx9TJHP3T/JH72qg4+d1sNH7hrhyjNX8Fu3Or3vzT+c4LOn99KWCfnJWA1r7V5trBhYdOIPLjwLR2rdvBtrNUrCEzOu67SYkc0YYc6/BWndV8x7ljyhFMSNDiRrLWcfU+Tqh6f4izcuQwpBICGnnBZzC4o7Ng1w06PTvH5lgS+d1ccZ1zspmN+4ZSdXvWUFrcXQ5xs8Hs+Css/kshDiK+zHaA1r7W8u2IqWMK0iIVYhl5zawyfudRNYJ+uGSAWkxjBW1Ww5awWbf+gmtY7VElpCSTkxHNMW0h7BX7+pj0i5REhqLSsKAbExnLumDSHcJi82wg/483g8nv0kkvCFH09yyak9fOCOPRPfl+UDCqHknDVtGGs54/qnGJxJGJxJ2HDTdgaKId85f4AEwd07y1y8rov2jHB6+q4Yz+M5rJBBQCxCSjEMlVJWtiiemk1pzwi6spJlecV7T+5grGZRwrKqNWSgGPKZH4xz+ZuWUUktg7NxM3ZZ3RaSkZJ2qdGJl+zyOIm3o4sh5cSQUXDGqgI/ndQoAZ89vY9yovnmOasoJ5bunCKrnCTcVQ9O8ZFTuvdqY53Cy2F4Fg4ZBE7fW0IgJaGAjBJ7tb0upTH+0MxzGNChEsYJm750zv/uLKdNey7Fho/ePcZn3rAMBHzwzlEGilPcvmmA75y/qplg7s0HxN7pejyeBeb5+iEeBR7bj48jAmsMXTLh6FZXcfHy7iz9hYDOyNIRQXdOUQgF7z25AyXhmLaIFS0BoRJc9O+7mEksZ1w/SKzhgfGYhyYSlBCE0lWCWAQDxZBIem/v8Xg8+0urSHjnCe1c8/AUn3q9q1xe0RKQVYaaBmNhZ1nP0wIFpw1qLCjgopM62DZWIRc4Pf3Qdwt6DjNkELCjriilTvt2pJJiEVz07Z3MxJbL7hmnIwMndWXoL4Ssag0phvD1jf0MV1I+cMdu6tpyYmeGvpaAEzszrMxo8rrqZ0F4mpRSuHVwlpWFgBWFgLVdGVa1hgjgnd/awSu+9gQnfeVxXnP1E5iGDnMbdf7stB4+dd8YpcRwbHvEykLISV3OxrwchmehEFKyo66oa6c7O1bT/On3RmkJJXVtWdMesSzv/Fu+Mu59m+ewwaQp3UG6V196YmeGv/jBOD/31Se56fESgRRueDUu1o215Zi2DO9e2+Z0mAUo4SsoPB7PwrLPymVr7WWHaiGHC9YYQlNz7dICV9eduOTEilBSijJ05wLq2rK9lHDp3aPcO1xloBhiLFy/oZ9qqmlpZC4maxpt4ehWqMRuk9cqEj+p2OPxePYTawyrcyn/c10ndeP0ZbPSkBeaGSsx1iXanj7gDGgmkavaMlrV/NKaNsqx4foN/XSoBOP3nJ7DBDdFPqSapoRSEjb0lU8+va8pe3HbUIUvXjHd/JqBYshdm1axOpdy16ZVxFaghEBiiZSlVcSY1Cf9PPOx1vLPPytx7rFtTstWunD4nbfsfJZ/VZKGL3U++m/XL5vno3M28TbmWVBKZABNRu2RELhtqAK4waYNSVpaA8OTw7toaz12MZfr8RwQOklYnZMNXyqQEoZmE/7wP0e4d9gNpZzzvZ/9/njzeWosUgj+8NXd/PqJKVklEL5fxOPxLDD7XZslhPj55/h4vRBi4GAu8nDBGjeM5EN3DLOjlPLbt+5qJpZv2NhPV0bQEsKTM659pZwY2jKKP793lFLqtL9W51JfweHxeDzPIMhkkJkcUyLHmHX/BplM8/PWGAq2Rpeo0W6r5GzCY2WJwCU/rnpwiivPXNEcNjVQDLlxYz9ZBRM1TW8+QBsoRJLjCsZXM3kWFSElNsowI3OM4+x9RuSYFjlUGD7rvSNJiBSG9owkkCCF5ZJTexivpk3Zi2faf/Mw2xgKtk4nNdpslVZbo2DrPhY5gtmXvw2F5TNv6AVL09YCCVvOmm9fW85aQU7Zpi99po/Oam9jnhdPkMlQUTlKKsekyFHV0JlR1I0ko/bc+28bqnDSVx7nrTc+RS01RMZrfHuWJkJKytL53kmRo6xymChHEEXAHl+akZaMdN0hwxXnZ+d8by01fPHBaQaKIddt6GfLtkmUcLrNfS2KSFmfXPZ4PAvOgQz0uxJY0Xg8DnQ1Ho8AfUKIHwMXWGsfWcD1HVYIKQml5GOn9XDZPaP89enL6M0H9OUDipFlpKKppJaenALAWqgkhgvXtpMayAZgtQ+0PR6P5+kEmQwGGKtDXVukgF2zKZWc4qh8hrReRwYBVUKq2p2aGgtv3zrIf10wgMDs1S/fN1yiI1tgoqbpyioCCcZan1j2LCoyCEikopK6w5GMcptHgFhbJlAgArSxTkbLChJjyAWuXsBYQ2qgPSOQQnLjxn7O3TrER+8e4Qtn9HFse0Q2ELThk3ue+QgpKZEhrltEY/xHICEXWEbq0JvJ0JokrC5mQEA1MYQSQmlZ3qL4whl9TT3b5S2KnIl9+sJz0AgyGYZrUAgtqRYk2hIqQd3A7kpKRtq93vuXZUHX48VevsfzLISUVGRIot08EQPUtNOtz0pBSxSRxs5268Ylcpbl5/veZXlFayR5+MKXkRrLlm2TXHB8O3WtyQWKf/jxJL+/rotOEftOaY/Hs6AcaHK5DfhTa21VCJEDLgOmgb8BPgt8AThrwVe5xBFSEsuQobLlaw+N866TOrh8fR+JdUmOSEFsBG0ZRVsGUmN5ojFF+y/e6IIdV/3RqFbymz3PAtG+ZcdiL8HjedHUjOSpkuaye4abw/p6cm6Q6oxWFIKA0VRhrKEYCsqpRQnJlrOWM5vCPTsrnHVUgc3r+5oT4gsB/M3903ytr0BfiyKjBEJYAux+jLH1eBYeISUmCKlaiTGGUmKopIbpuuWbT8zwR6/qohAKSgnUtCW1MFE39LUEVFPD274+yL+9/SgemojZPlPnV45vo66hO+umxmsLSkAkDRLrD7M98xBSMm5Cao0DPGMtWWX52USd7nzEihZB2UiyQD6EyTr8dCLm7p1l/uCVnRQjwdquDNq4A5F2laITb2Oeg8d0KgmlYaJuKcWa1kjQGSgmYyeH8aE7d3Pd2Sua9/5AQkcEVvuqZc/SxIYRSWxpDWEmcQUVupEg/rUT2jmqoJrJGyUFppEdPqYtIpKCsWpKLhDNIZZKCN6/rouvPDjFrx7fxufvH+eC49vpDrx/9ng8C8+BJJc/CCy31qYAjQTzR4Gd1tpPCiE+DAwdjEUuZVQYMppIrJG8fesgt523iocnE07uziCtYaxm6c4qPnTHMBev6+K3bnWadAPFkGvP7iejBMvyARll0EYwbkK6ZOITzJ6XPC8k8T110cqDsBLPUkZISSmFy+4Z5ROv7UEp2Uh8QCYQSGDKhITSEkhLVglSK5iJDX0tTlN5WUuGV1092PS9W85awbHtIX96ajeholHx6ao9uwPttZY9hwR3MB1R1s6OQ2mYrMKKPEzUJbsrCeXE8I8/meTvfr4XJQzDVZe4i5SkIEEgmYkt524dYnAmQQnXBn7xui5Ou2aPzd+wsZ/urKIQWiarhp5Q+zMUzzwSlaGoDFIIEgNZBcXQsrY7x2xsiI0kJ2BXEpK1Tnt5ztZee+1T82ytv0WhE5/A8xw8hJRYQFvJeDXhqIJycgLpHtu88swVbPrmnn3XjRv76Yyk707yLCmCKGIsUeQUKANgKaeGYiiZRZA2EsQ7Z+tUtaItCDBpSlYaqkZy9k1PcdVbVjQSzYIzrn9qXrx7VKviigen+c2T2rl4XRcdKkEn/m/A4/EsPAeSXC4DpwDfe9prrwIqjcdHTDZUBgEl65IWdQvaumrk96xtIxtITuzMIAU8OaPZ/MNxLl/f96y2rO6s4ooHJvj9dV3klWGqDrOxJh9KWnMRoakt9mV6PEcsPvG9dJi1IamBj76mi66cIDZ7Eh85ZYmNIdaSnqzAInhkWgOWmdgSKUExCiiEYl7LYCEUpMZybEeEElAMJTvLCZ/8/jiXndbDMTnfQeI5uMxViY5XDJ+4d5S/On0ZCEl7BkopJMbSmw8YqaR89DVdZJVkJoH2yDBZh2JksEh2lTWREs1BajtKCR98ZRebfzg+L94oRoKscrIateFB7MoVz7NCz5FGKGGoDE/O1GkJJcvyElAkBvKBZKKW0pML2FnWrGqVDO3L1kzdH154DiolMiQGYmM5phigpGA2dkPLnss2O7KClAMYOOTxHGSCKOKhGbhrxzRvX9OGBQqhJBCGqdhJYgUCJmopHbmQ1hBSGyJJydmEkomaQ3uvenCKj5zSPS/e7c0rZmPLV966gkpiWBH6Iaoej+fgcSD31z8F/l0I8TUhxKeFEF8FbgEubXz+zcB1C73ApcScwP6UDpmODTUNs4nT9WoN4cK1RWop7CynxBou+vZObnq8RCkxdOckn3nDsuZm8Y+/u5uzjykirGXllY/ztq9vZ7SqGZxJKKdisS/V4/F4lgSREgQSjm0PqWlJNbUYa9k+m1DREpB0ZGAyhukYrn54iq5cwEXf3slIJSXRe09xDJVSMkrw+n8ZpP/KR3nN1YPc9HiJc7YOMWUzCOm3n56DR1VGhFLSk5V8+g297CynjFU1j025JLG1bkOphBvQMxUbcgpSK1mWk+yuWGqNOGOkkjYHqf3JXaO0BIL3ntxBZ1YxXdcYLKEwyNgNUatWyot56Z4lSJDJNJPIL2uPWF1UgGDbeJ0dpYQHJ+q0ZySpdTYXStj8w4ln2ZrFUhC++85z8Klq0Aa0cR1LNQ2PTMUo8dy2+d5bhyn7gnrPEmIsUVz98BS/+LI2tLUUAogEjNUkQ6WUn4zV+J93DKOtIBBQSWE6gXGbZdZGhEo0h/ZevK6LT903Rl1bAik4riPDl7ZNEinBH/3nCG/7+nZmbfj8i/J4PJ4XyH7vnq21XwZOBR7CaS//DHht43WstVuttb99UFa5BBBS8kQ14HXXDvKDkRqPTydo66azjlRSWkKBbfw6VxYCjKVZSfTZ/xqnri2ptUzXNZ1ZxXtP7mBZXvHxe8cA996WUNISSvyBosfj8TgqWlAI4IkZzRnXD3Lilx/jLTc+RWKcNEZq5yo93fCp972ik9Q4n/qZH4xTig0t4bNvdd05hTG26afnGJxJ2F3RPF4NfILZc1BQYUhsXHIYYLSqCaXg3K1D9OYDEgN//N3dBJKGnjIE0h06K+HmM6wuKqzdY+dfe+tKBooh9w5X+dR9Y7ysLSIfSI5tj/jLH4wzm/hDa89zo5EYDEKAEoJQSfIK1vVkGCiGnNyVce9r+NZbB0tcemrPsxIZq/J4yQHPQUdIiZKug+nWwVk0zjY/fu8YqTZ7tc27dlS46fESsXHVoh7PUkACFxzfzhnXD9ISWAIJJW0IJCzLB/yP3iyXv6mXax6ecnMWappqakkszKSQlXDDxn6GKykfvXuE957cwdquDH35gH/48ThvO7rIu7+9i3uHqwzOJMTGxwIej+fgcUA7Z2vtg8AngY8Dn2g8PyKYtSHnNDQNO7OKllCirRsYUU9TdlUMD4zXGSol1FJNqGhWEn3xwWn+z/fHKUaCk7oy9BdCjmuP+Ox/jfPFB6cB995yYign7obi8Xg8HkgNTCd7NGXBJTc2/3AcJdyGMtGupdswd1OzzUTbe24bppzopu9d25VhVWtAMZI8OBE3/fQcA8WQ5S2Krz005Ss8PAuKDAJmZI4KAaNVy5k3DGKF4Ddu2UlXLmBwJmnIbMFNj5f4ROPwWQJZ5Qb4ZZVhom6IjRsWPGfnH/7P3XztrSt49F1r2Ly+j1wAsTb8xi07uW2oQuTjCs9zoMIQAYxWYbicooQlkpBY2F3RrL9ukHxg6M3IZmz7ntuGuX+kyub1fby8O0t/IaA7Y0jr9cW+HM8RwGxDmrCaGjasbiNtSGUNV1J+/d93kVV2nm3esb3Ee24bZqAYogQM1wUyOBBlSI/n4GCA828e4s7zV1HVEmNhsuZkMHLKDaE0QnLxui4KIXQ0pIdW5gT5QKCB3pzk2+cexVfftpITOzNE0kltvvvnOvno3SPcO1wFnO+OpBcs8ng8B4/93m4IIYpCiC8DVdzgvqoQ4iohRNtBW90SQUhJbPdoGk7UNOXENAfnnN5fYLis+cefTLKyRdKZFQjrThLnEhe3DVUYqxok8M5v7WBwNuW2ISdXPTcAZaA14OhiSHfkS5c9Ho8HXGCtDfTlA75/wQBPXLSGR961hs+f0YfEVXIqiUuIKEitIKssNzb8773DVX75mzuZqGlm4hTVGAZYTV2V05Vnrmj66Tlf3BIY/uBVHVh8hYfnxaPCEDI5HilL3njtINUUzts6xJv782gDm0/vJZDO/oZKCeNVJ3PxxQeneWImIRPAU7OWQEBNS1pCSIyhMzTNOOPe4SrvvGUnw+WU3eWU0697ijdcO8hwJeWGjf0EfkPpeQ7qBMymriJ+vKZ5ajalpiGjJOduHeJLZ/WRlTAaOwmCuSr599w2zJuuG2RnOaGSGmTq9QY8h4a40ak0WTeE0h28hRJubFRw/txXn+RN1w0yHWs+f/94M7F85ZkrkEBnFqr4w2PP4mMs3PxLK2ltnABXNXREzv/uLKdMNSqVswpmYqhrQ2tgeKpskBiqqeVj3xtjqm4484ZBVm95lDOufwptQWAZrrhOkoFiyNc39tMqvJ/2eDwHjwM5tr0caAFOBgaBAVwV8+XAhQu/tKWBkJIZQpRwmkZzLaiXv2kZAvijV3UTG9j8w3E+cko3PTnFo9Oaziz05RW3nTcAuOnudW0w0Gxd+evTl9GZVZQTQ19ekRroinzlh8fj8cxRCCyxEnz1rctBSHaUU5blBHWtUBL+9kfj/MGrukg0lOqGsapmVWtIbx5u3zSAtRYlBLOxJqMksbYUQqfj/Fy+uKr3yGx4PC+GIIooG0El3pNQnpNt+fCruujNwit6c0SNxMhl94xy6and/PPbVvJr39rBpXePcs3ZKymElqqGQgiJkRRDl+yrJAlfOKOPEzojlBB88PZhhit6nk23RYJKKsh6g/bshVLqqj53lTXv+84wffmArb+0kpnY2ekrejKUNVhrqaaWv/ivMf7pzOX0F1wV6EglpT2SWO0LIzyHhkg6TfqWUBIpQTlxB82ri4rbNw0wXtV05xSfv3+c161o4fbVRSZqms/dP87m9X3MJhLrz9s8S4C2CHKBbHQkCXqyglIqeXKmzvIWF49u+sZT3LFpgFwA2kpKKdR0yrJcQE27ArZtE/G8+341NSxvCblr0ypiI4ikpdXr4Xs8noPMgSSX3wasttZWGs9/JoS4CHhs4Ze1dKiKiJGKoScLX9/Yz9u3DjU1DTev7+Prj03zuy/v4sK17YzVNMvigPNvHuL2848iNQKLS1Bo6wL3Y9sl123oZ9PNQ5y3dYiBYsh1G/qRAj5w+zCXntrDcYXAa9Z5Divat+xY7CV4XqLUUpAKZhLLeVsH6csH3PxLK5lNYbau+bUT2rn24WnOP64NbQwdWUVi3EazNYDYCOoaIiXJhQJroZTATJzu1RcH0g1M0QaE8LtPzwtHSEnZuM1hXdtmQnmuSrkvLxiP3eeUgBUtir96Ux8KiwZuPfco0oZMRi4M3AFKo+io3vie2sJ/765yfEeGz/9onEtP7eH8Z9j03/94kv+5rgO8OXv2QmpcS+JPRit85/wBhHCVobJhpzMxdEZO/37LtgkuObWHTTc7maKBYsj1G/opiASfsvAcKtoCw0QquXVwlk3HtaGkOxCeTiDRlt68Yqya8qvHt8+z1es29JNTbhi7x7MUKKeQVxKLk8LIBwF1bWkJJR2ZgPXXDzI4k7hWc+GqmVcWAiqJRQiDsZLrN/TPu+9vOWsFGSVQGLK27hIRFn+g4vF4DjoHklyuAT24quU5uoEXXWYrhHgSmAU0kFprXy2E6ASuAY4GngR+xVo7KYQQwGbgbKACvMta+98vdg3PRdUIzts6xO2bBujNSb77ywPUtWvDzgfwvle4jWJvPiA1tlmR9MRMwuq2CGstoRKkxg3m2VXWZCX829uPQjbas7U2DJc1F65td7pLmwZowyeXPR6Pp6hSxnXIeQ3N5S1nLaeUusqlmrasLgb80hqnzhRIyWPTMSd1ZfjujhJvPirProrlvK1DXP0LKwlVgDauYvnDd+7mijf3zfPFkXQ+XBsa2vfCJ+Q8L5hZG5I2quC1cTrgSgrygeWb56xiNhEuQWwsj09rjm0PmaqnCKAjE2CEqygVOF3xQLpE4JxJamMpJ4ZfX9vOjlLKX/73JG2R4jvnD5AYS2osW7ZN8msntLuKJW/Lnr3QHrkCiNevLHDG9YNc9RYnFRQI2HLWClIDkwlM1TRvO7rINQ9P8c1zVhFIQSgFLYHFpPFiX4bnCEEGAbNG0hLAG/oLKOHigWrqNpFDpYSjWiN+7z+efY/PKNvcw/lGDs9iI6QEC0IY8oFkZSFoxKDu3p42hvaC02ZOjOsU6csH9OYDSqlgeynliw9MNg+jZaObpBBJcjbxIazH4zmkHMiIlyuAbwshflcI8QtCiN8FbgH+cYHWcoa1dp219tWN5/8buM1aeyxwW+M5wC8AxzY+3gv83QL9/L0yNxk7EM6plxJDYjQCp31kLCTG0pcPmsP4Boohf3LXKKmxDJWSpiA/CJ6YSbjke6M8NFFnuJzy0ESdS743yhONQYGDMwmJL//weDweACo2aPphgJWFsBF8G/KhpKoN2hgSA2M1TUsoKcUpP7+qQCWVzaR0MZJoA7GxjFRShisp77ltuOmLn5h2yZFq6mSMcgqy0jtjzwsnNi4ZrARs2TbJ9Rv6MRbGahCrArgrAAAgAElEQVRK0dxEbtk2SXdOUdOGrJLMxJaqtlhrkThbVBKqqSZotIOH0n3PgWKIbmw4B4ohl94zxjv+bQfbxutM1g3vX9fFmhbjW2E9z0lNO53P8xsVnhM1jTZOym1OQijR8MRMwucaMgOjVc228TofumOYRC/2FXiOJCZ1SGzcUPViJKhp5yPDhp/c/MMJVEP26pn3+IySSOHe3xL4tJtncZm1EW0RDFfg4cmE9dcNEjzt3j6XUwDQ1jZnPWVUI/+g3b3/tqEKv37LTn46UWdXOWUmNnRmhL/vezyeQ86BJJc/CXwa2AR8tvHv/228fjA4B7iq8fgq4O1Pe/3L1nEP0C6EWH6Q1tCcjP2lbVOk1tIWQUYpqqlFW4sUsH02pTWE1W0hOQXXbXADJR6fSdj8wwlqqaErconnqx6c4uJ1XXzozt2sv26QD925mz89rYerHpxioqYZKLoJyB6Px+Nx3SMZ9fQA2x3WXX7/JBkFs4mgGIlmgq2cGD5691hTN3kuKV1NDaFy77nqwSmuPHMFw5WU87YOceG/76QnFzAbWwIJbaEhkIac9b2znhdOYz4P//rYNBcc387VD0/RGroKeQvNTeSvHt/Ol7ZNYq2b+n50MSSSgkgJsgqkcMN8ZmNLMQQlDMXQcEHj61QjtpgbTnnvcJUP3bmbXCAIJV5my7NPas/wlZ/5wThZBX//40nyoaQrsk0be2b8+rHTemgVvmrZc+hIjHXdII0qzdQ4+20JLBkFH35Vlzt8O2v+PT7nqnwohoaCgkh7u/UsLgaYjOHJmYSLvr2zIX+x596ekYbrN7ihvbtKKf/62DSXntrDeDVxshdPu/c/3daXtwTkjLdvj8dz6BF2CfRJCiGeACZx3Z7/YK39RyHElLW2/WnvmbTWdgghtgKfttZ+t/H6bcAfW2t/ADA9Pd28oEceeeRFr+2oE1/O9pLm/JuHuPSULn7hmAKRdBpJqYFcADtKKR3ZAIEhUoLUWGrabQon64aP3zPKJ1/XTU8uYNtEwuYfjnPh2nZ68wHdWUUl1UzULJ+73+kltpWHmZoYf9Fr9xw4r371qxe1U25f9nvKd/OHfD1LjfveUHn+Nz2DQ/V7eyFrW0iWsu2+GDrWvJzWEHaUNeduHeKfzlzOq3siHp/RXP3wFBed1EEgBdlA8IHvDPORU7opp5ZVra6te06v7oaN/ZzYGWIRVBLLn987Os8PX/HABL/z8i6WZyHWmp2DT1KtlBfsOjz75qVov7l8C/mVxzBRs9y1o8QvvqzNVduFUDcuyTxUMvPs2CWUDRKJtobyyC7qtRrF/pdRTueG9EhCIYkkTMQQKXhoL7FFMRJQnmLH9qcW5Ho8e+dwt93u416OtXBGw1cCfH3jSgaKEV97aIrffXkHraHca/zambEM/vSBhbsYzyFnMe33hdhu95qfQ0iJsW7AaSUFYw1CSIqhYaQKbRnJ0GzKaNV1M5UTQ09OMdAakFMwWrNMPPqTg3ZdnkPD4e57e457OalxUi7rr3Oqozds7OeM/gzTsetuag3dAaAAxmuaO4dcLNGVgbLe+72/I2N5yvvlJc/h5ns9njn2ZbsHlFxuDPD7DWAlsAP4irV2y4tdoBBihbV2pxCiF/g2cDHwjedILt8M/J9nJJf/l7X2v2D+H8scjzzyCMcee+wLWluQyTBcc0OhZKMVVQpBLbUuoaEMswnkA8nn7x/nopM6KCeG0apmZSGkJyf3nKqHMFU3PD6dNIOd1W1hs13bAh0qOeRVRi/m93MwWMz1tLW1LZlA5Zn4oXkwddHKA/6aQ/V7eyFr21/2529iKdvui2FG5mgPYaTmJmm3BBApi7UQG+dfAwk5ZdhVsXzse6N88JWdrG6LmKilaCvYdPMQffmAz61fRj4QdGQkVS0YrqTNSuaPndbDcUVBWn/RYwReNEvNJ++LhVrrS9V+RSZHOXUD+FILxlqUsIyUE5YVQkLhpr/PVeRHykm+tIYgkj2T3adEDmMNSkgEruJJG4uxbv7DTGKfFVusyrNXez6c7GuhORjXfrjbblnlqCSG6dg2pTEGiiHf+5VVTR/bGsLEM+LXl7WFLA+TRW+9PlLt+aXge1+I7cogoGQVqQEh3JCy2QQ6IjfQL68gUJKZ+Nn7rX9/cpZz1rQRYCnY2pK1Hb+u/WMp+t4D+R2Nk0UJwbbxOu/7zjCDMwmn9uW44s19FDOiGRso4TqWpACBaOiGC1oDw0iNJeOXl5p9HEpeyLUfbr53oTmS7QUO7+vfl+3u90A/IcRHgd/ESWIMAgPA/2okhl+UNIa1dmfj3xEhxI3Aa4DdQojl1tpdDdmLkcbbh4BVT/vyfmDni/n5cwgpiWVIWbtgOh+A1JaerGAy3qOdWAzBWoE2hlICy3Jus3fB8e1s2TbJ+17RSU8+aOh7wt/eP87vr+sipwwtGU2Q16hMRCStG7Kj99wAjO9e9Xg8RzBBFDGZqubQnVYF04mhOwtTsSAxEEhBPoD4aV1/LdJyTDblb9f3EhtBIYCyklhrmwN9QgkZJag2BgKuKgSsaFG8Zn0vrSIhrXt9Os++CTIZxuI9hxotAWTscx8KC52ghEIIibDO/oqhIJAZuiLDrgpEAc0pfSGWFhJs3cwbxNOi3CYykoZsILEWLIJIgZCWjozgFV0hsRHN2MLbs+f5kEFATsJU3RVA3LFpoGnbhQBmG116VQ2r8tAazLexxU4se448rDHkwwAQSCC2bk5CaqE1cnqPdQMtgeSkrgyJscTacuUDk1xwfLubp2BiP+DUs2gEUYQWiqBxGHJ0MWTLWSu46Ns7uXe4yiXfG+Xvfr4Pa5y2shTufZFxPrcgcDFDAitCSWuX98sej2dpsN/JZeA9wHpr7eDcC0KIW4A7eRG6y0KIFkBaa2cbj98CfBz4BnAhTuf5QuCmxpd8A3i/EOJq4FRg2lq764X+/OY6pGTchGjt9Ly6szBes1gsoRRIIejOCqYTmKg3kh6RxAKTjefHtSnev67LBeYCbt9e4s/vG+eGjf30RIa0XscAU9sfdScVFh/ceDweT4MgitheFYxVE9Z2BgTCHezllKvemCMxEGJot3XXK2ghbSSaC7jXhJZ0ZkOMVcTGDWc11vI3/z3OO05o59gWsych6H2xZz8IMhmeqsB4NaE3H5CkYKygJhVtgUt62DBiqtHOGkjoUhZlBE8/4k+MGyg1GUuiwD3OzXUtpex1untkkoY9y6Y9gyU2Fm2hSyZYa5p/D96ePc+HDAJ21BXLcoaODMRGNe02kgaDpJq6592NGLYA3sY8i4aQEsIQgUBbl0QOJZQ0Tdvtjgw6STBhSF1LXK2n4HdO7kQIS4vUpKlPvnkWhyCTAZy8phJQ065TqdgecvumAXTDpouB87lz/va5YgNrTDPu9X7Z4/EsNgeSXG4BRp/x2jiQe5FrWAbcKISYW88/W2u/JYS4D/gXIcRvAU8Bv9x4/zeBs4FHgQpw0Qv9wUJKZm2IBQySQFrGK4aurKWaKsaqKUcXA2raEgrLYzOGn01UOW1FgfbI8viM4f89NMWfnNLFSNXwn+MJRxcD2jKKxMD6VQXecnSBdpmQ1n1Jssfj8eyLGaOYjVNO7FAoYRkqW1a2wK7Ks9v+tNj3sD1rDHkSqiIkIyV1QBvBB17ZRbs89PJDnsObIJNhRktKcUpi4C03PtWUD/jO+auoypAgMFQSgRIQBNAawFDFMhtr8oGgvyB5fMZw2T179L778sGexPI+mLPnWIYkjVnMgRS0KNusZvJ4DoQSIT05QyAk+cDM6wSpaZiODb05CFJfBe9ZGqgwAtxA1J3VZ8teCCEYjyVt1iCThFCF1Br+MlSCrkCTxn5Qr2dxUGGIQbK9bIikYXlOooG6kVRSd2js5LHcAYnH4/EcbhxIcvlbwNeEEP8bl+wdwFUs3/JiFmCtfRx4xV5eHwfevJfXLfD7L+ZngkssP14N+LN7RvjIKd20ZwUZJUjSlGKYYSq29OYD5uqNtBX8bKLEGavcQL/ZRPDxe0a58sxeKinsKuumXtJAo73l2PaQdpWiE5/E8Hg8nn0RRBH1xAXW2krqKSzLGWYTya5y8iz/2tGZIWOq+/ye1hiyOM3ZHXPaVgZ8Hs5zIAgpGY8lBhit7rnXA7y5P08lBSUsEVBKDLOxoScnGdeSx6cTVrcF9OQUozW47J5RLl7XxW/durNpzzdu7OdlOfm8CWJrDKGp0w7PW83k8TwfGQmhkMymoISz1Yu+vXOen22LQlQYwhLQovd4QBBbS93sfd91QmdIJQGE85fqGf5S+3ydZxGZ0a7jSQpLW0ZggVIqeXjy2b73pP2IcT0ej2epIQ/gve8HZoEfASXgfqCMG753WCGDgCkyvH3rEBeubWesptHWtaquaM1Q0W5on7GQWNdqlVFwSl+e2cQwnUCs4ZOv62Y2lSSG5k0BYHDG3SQSA+PpgeTvPR6P58hkLFFoAx2ZgKp2evXlffjXil7kBXuOGGaJSBpSFC2hbNoiwIdf1cXgTEIuEMSNZLKTzJLUtWVZXlFNYTaG3ZWUC9e2NxPL4Oz53K1DzNpwsS7Pc4QihNNUtjhN5b352bqBqfhAtgoez8Ijg4BpkWMsBpDUnstetZMU8HiWGioMqTbkWwqhIjGS0bqLdX2M6/F4Xirs1y1YCBFaa2estb+J00R+B06a4gpcovmwIchkmNAhiXYOvDOraAkllUQTSOf0Yw1gySinmyiFc/6xESRGUNcWJaEQBdS10zt8+mYT3HPTSEx7PB6PZ9+kBqLGUJ60kchLDM/pX7X3rZ5DRE2LRqsqlBPDQHFPIlhJ4WKI1Nnr0cWAUDqNcCkgHyrO3TpEamGkktKbD/Zqz7FZ1KH3niOQmdglmOcOTp7Lz/o41rOYyCCgJpRr1DAwk+zbXjuUL0/2LC1kEDCeBijpuvPqjQKKurb7tGWPx+M53Hje5LIQ4veALz7tpX8D/hK4CrgRN2zvsECFIdsroIRBSRgohkzUNOXEsLui+caj0wTSDeeracgF7iYwUkmbSWYpQBtLJOcCcou1dt5mE9z3Dho3EY/H4/Hsm0BCIbSE0lUezcTuwO+5/GuoFmmhniMOJd3QvUAYjmlzLatzNmmsSzgnpvG+QKGkG9QzUklRwm0UQwlXPThFd1bt1Z4j6cUtPIcOGQSkxiU5tIFQ8Zx+1sexnsXEqJDUQntEswgolM9tr36egmepURUhxrrcQTFysYJu5BXUPmzZ4/F4Djf2J2T8TVwyeY7YWnuUtXYVThP5PQdlZQeBWRvQFjqJi1DClrNWNDd7PTnFK5flKQQQSTDGEGuDNobunCKQbhNpLGzZNomxxn2PbZMIYbl+Q3/z5jBQDLlhQz+RhK7ABzkej8ezL4SUFEOYqFnaI0MoDRklyCn27l839tPqVQQ8h4iMdHFDJYWurOD4DjfV/dF3raE7Kzi6GBJKCISrtA8EaGPozCqkcDZbilMuPbWHKx6Y4Nqz59vzjRv7aX2eAZUez0IyqV0BxNwAKW0MN2zci58NoDvyJXSexcMACpioGzobCea7d5b2aq9tPi7wLEHy0s1uKgSQaEPUiClGKimpfm7f6/F4PIcb++O6jrHW/uhpzx982uMfAasXdkkHj7qGtkhSStxpYVtG8N6TO1ASOrKKjBRI4aqThBCM1wyrCgGxcQnn1LgJxb96fDsKQTGCC45v5x9+PMkH1nVwx6aBZoUzGIrKTyX2eBaS9i07FnsJnoPArA0JDeQDqGuJErA873ypSKA3L5v+NZDQHQEYUhoa+iYk1q4CJCOhIBJfveRZMFplymQsaQ2hmoqmHbZFzt6W58FYSyW1hFKyu5JiLLRGgmIouXFjPx+9e5S/fEMv73tFF0rQsGeLFILuIMF47QHPISQxlu4sTCeCz/1wnN/6uQ66M2Ken42UIRKG1A/z8ywiMzEEQlLTbg/WFRmO7cjxs4nqPHvtikA04gKPZzEJooixRDVtU8Twh3cO86W39KIEtCgoG+jOKSbrhtZovu/NBwaV1v2wXo/Hc9ixP5XLBSFEy9wTa+3rn/a5PNDy7C9ZeqgwRBsXpCTGDQ6eG86TD90gqdhYEgMt0tKdlXRmA6Zj14KVJaU31BRDyVEFhZKC0ZphRYvg/eu6iI37VbaGlkhYumRCGseLe9Eej8dzGBAbwUwCxgqqGmYS23gOrZF7fS7ozgUGcAmPIJOhSoiZi8AtTNQ022uKIIoW85I8LxGCTIbxNCCQkqeHTAI38X172fCp+yb58XhKIZK0R5ALJErC49MpP51MKCeGzev7yAQSKZyuuAAKgaVL1v1BiOeQE0rBT8ZT2kPDO05o58oHJkGIZjJDCGj1iWXPEiA1UG8U7kzGrpL56FbFa1cU5h2ECPD26ll0Vq46ihg3Q2Guwy4xcNPjJWItCaVgLIZcY45Db06RDVwiOlTQElgyOsEaf+Ds8XgOP/ancvkB3BC/G/fyubcB2xZ0RQcLGRAqSHQjQaFcYnm0mjBSSSknhqOLIe2RII1jMkAG3A7Qgm4UIGeediaeCwNKNmwG44GwZE1MxhqsP270eDye/UJJgQSemEnpyyumY8uf3zvKhWvbWdcTNbpBGljJQ9OaY9tyTMSG3VXNppuHGJxJGCiGXL+hHykMY0lAdybjN5ueF0yQyfDQtOX8mwcZnEl48t1rqKYaYwUTNcMDVU1LKDljVYHlLYpa6uY1DLTATBrQmQ3QBrLK0kp9/mbRAhpfmeRZFLoiSzmneHjKVc29f10XSSNRl1EGbSU68Z13nsVFBgGBdo/r1kkJDJWhEBgQ8+ujjPb26ll8Cm3t/GxaE6d1MmHAx+8ZZfP6PqejLGGobHlyJqYllCzLS3KBbMoTdaoUnSQ+LvB4PIct+5Nc/hvgC0IIC3zDWmuEEBI4B/g88AcHc4ELxXgMHRFMWld7VEsNHRlo6crsOfmWjRbA/fyeJk3Jk5IHl4Q2fqPo8Xg8B4rEYCx0Zve0CG5e39eUGWoNYTZxchijdTj/5iHu2DSAsfCJe0ebk7YHZxLOv3mI28937YWjsaQ7DH2SxPOCGItlM7EMUIws5US4oTwtAT15lzwOJWQV1BrT38diSbut+tjAs2QZiwV9OUEtktSNqw61WEqxk4VblgO82/QsMiUb0h3BRAxaG2ItyCiwPK3KHigqSOu+A8Sz+EzEcNeOEuce28Ybrx3kr09fRiThug393DJY4k39+WflHrpDSxrH+PMRj8dzuPO8shjW2qtxA/2+CtSEEDuBGvBl4K+stf/v4C5xYUgNVDS0BICA3/vOCIme/56WQPoqN4/H4znECOADd4wQScvKQtBsEYwUpMZQTgzdkWEmNYxWEwZnElIDNS24/Iw+dr5nNTds7OfUvpz7nHVBe6wt46mfiuJ5YaQG+vIB379ggCcuWkMpEWyfqZMPJal10lpJoxo5p6AtdIchXj7Zs9Rpj9yAymt/Nt3sDAmkoD2j6MnJ+d0iHs8iMedKpYBLvjfK7oqmLZIgRLPasyXwchiepUNq4Lxj20iNK3jozCqMhWsenuLlPXmCZzjXYoCX0fR4PC8Z9mvXba39rBDin4DXAt3AOPA9a+30wVzcQtIeQSmFQgQ1bfiz03o4/frtzVbqm36xnw7hT709Ho/nUNMqEv7stB7OvHGPvMWNG/tZ2aLIK0kkoWwsNW25+PYRBoohgXTatbXUUjKwfmXEypZlfOq+MQLp9HBTY1FCgE+UeA4QISU5Ad/4xeXUtCSUoAT0tkS87l8G59np8rwhNlBOYKSiWdUa+lJlz5JDBgGTOiSUliSBjhDe2F/g9Gvn2/OaomAilrQv9oI9RzyJgRRoC92+7e1b98QIX//Ffla3KiZi6FjshXo8DXIBVFN38DFQDJmoaVq7Q955Yjtn37R9nv0e0yp8Z53H43lJsd8lXdbaGeCWg7iWg0o5dWXaFW3IKejNK27fNIA2TsOrIzSkdV9u5PF4PIcaawxrCpbvnD+AxSWEpXAyA0rAVOwGUP3HU2WGKyk3bOwnH7jKO4AnZxJawgzdebh8fR+hNFQ1bNk2yfvXdflEn+eAqYqQfADDFaimKcVIoqSkN6e4c9MAqXXVdKF08UVdG8aqhq6cojv6/+zde3xd5Xng+9/7rrX2TXfralm2wNxSIAxpSE0LNWa4BnvGxjZp0k6PS5Npe8jQHE7Sk5NmyDB00gw5yXhaGtozU+J40kzbIIzp2CThEsCBFFrSOGlCCBiDbGHLsu6XfVuXd/5Ye2/tLW3ZkpG1Jev5fj75RGxJe6/l/exXz3rW+z5vgCcT6cQiom2bPteiPmqwlaI/DZ4N59Uqnt/eWViiXW0H9CShLQ7IZDpRYX5uA/akD+1VViFWHQ0rIuFGfxEN+Kd7JiEWRo0N2SCsOTx8YzsPHhzg6tYWVldNHWvBJsCTjfuEEOeQ07bFOFe4Qbi86nee6SPrh/+dX1JV61T66IQQYvnRtk3GjjOs4owFNv0pDxtDtQ0JC4yBtAeWhrGsx4UNUR66vo22hEXKC4hZhqQbbqrmBaDQuWW0ij//0RAfvqSeaumKIc5AOtCkfDg+4VPjWGSDcBn2sQkXCLAUvHRsHN+Es5SU0qyqtmmJSXstsfikcGiOwZGxgJFsOKb+Q28K19eFDagNkDWaIyMZRmUynVgEohYMZMJxOOVTKMwNpV0GsuGK1KgOcwkhFoPBbHjzIwAePDjAjkvrOZacXkC2NfSmNSMqLvErhDhnLJvisq3D1hj3rmvmlx85ynlfPcQNe7rpT/kYYNRfNv8UQgixoLRtM6Li9JsYIyqOHYlgR+MEloWtw81WMwE0xTUn04b3/003G//uHRJ2wHDGZ0NXN5f/1dvsePIYrQmbahscral1NCeSPhNugK3Bz/XBnfAUd/2LRlriioiRKomYOz8wZHy486ljkJtJH7Hg8/8wwGjGUB8xXNQQZ/0j3Vz4tUNs6Orm+ISPrQOUlnxCLA75sTecYa9pimvc3Iq9iG0z4fkMpH1u2NPN+V89xC//bTdNiQhNjkwFFZVlR6NELHB0gGc013WFY+11Xd14RrMiQmHT3yFfZgmJxcELwFYQUQH3rmvmngMnuOqv3+b9f3OU/pRPYyz8ubQfFqHdAAZ9h4wtRWYhxNK3LEaxX7j8cib88GTX1JQuS0nYATaQ8Ql3dhdCCDFv7GiU/mw4szhuK2wFnlLhUlcvHIOHXZ1bSaLZtr+btoTNN25dSdqDC+t0yZhtqYCT6fD3kj40xy2qHE2NQ2FGnuuH7TTqLZ/Ak176Yu6iOmzL0j3qhheAHlgY/uMvN/Pv//4kOy6t5wOtkZLYrI/AmGtwAwcn1+q7RrkYWfYqKkDbNiksGiMwEYBnAmwFgVbUWLCyyuJngy7vbXRK4jhs6yKz70XlWI5Df1bTFAl72bdXl+YBDZGATCEnCAt0sreCWAxsDdUWHM3AipiaMrbCaG4GfmAFGHSha5tvAk76Fs02krcKIZasZTG9pj+rqbJgzIfElDNO6PBxX679hBBiXlmOw6gH1Q6siMKJpM9AxmCjGc5Cra0ZyWpcHxwrTLg/dmkde//VKqKWJmZrRlzFYNrD0uH3fRMWkmOWRudaEVTbkPLDGU6WgogOaIwEkqCLM1ajsjhWuCGPJiCiDZ4Jb4585fo2rmiK4Zlwo7+WWIAbhDepwWApeGPE45quoxxO2TKTWVREYDkkrLAdrW/CsdM3mrgFIx6sTMBljVGyQRifTbFwFYkUlkWljQY2XhDe4GuJalxfFQp0cQv6UuCa8EaIRbiJmhCLQVMkrCusToBWuuSm3ZgPMSv876wfriKxFDx+aIRjE4Y6R8ksfCHEkrYsrnjiFvRnocYyHE3CTwcy9Iy7/HQgw9FkeIcxYlX6KIUQ4tziKhvPQFQFjLkw4QbURxT9WWiMwGsjfphc63AZYX0EdlxaSzrXFz/phYm3pRRvjbj8xY8HsJRhMBPw970ZDg27HDyZIelDwgZjwkR+hRRIxLtkgoBaO2DPpg7+9OAQjg4LGJZW/Kg/zCFeHcgwlAm4ae9xTiQ9Uj6MZiFua86vdegeddmyr4cxIxeLYuHZwMmMRhPe+PACyPphThwEAcen5MO9yYBxuR8nFoF8Qc4zhlEvIOkF/Hwow9ujLq/0ZfAM1FoAmoEseLJpr1gkRjyosYKy9YaEFeYI1Q4ERTF7+4U1vPjOOOOeCmfhCyHEErUs7vWm/HA2xomMYWUC4na0aBlruLSqXrvIylUhhJg/oy40RjSjHkx4AVFLkQ3CC8f+LGzb38Pz2zuxNSgTMO7psEBsAAy+CWcr/c4zvTz+r1Zxfl0jGR/qoor3NkUZSPk0xy3SnmEgDW0xmPCNFJbFvNCey9pah393ZWOhN2JNRHNpYxQ/CPsl/seXTtKb9OhLerQlbMayAVWOxtbhGu3uUZdsoGTJtlhwIy442jCQDTejtBWgoD/jUx9RWHoylqMW2DoobO4nRCXVRcIhczCrqLIVtRFKYtUNAronAjqr9GQxTsZYsQjU2dA9Ac3x0npDU8TQmw5/JuuH47FW4UzmrA8feU8do9nwZ5FxWAixRC2LmcteEO4oXOdAJpg8ZQWMuZD0pb+REELMt6YIhVlFAymfzprJJYJeAD/99dVEdDiLbtgNH/NMuJnaQMrHVmG7jN6kR9oHZQyDaY/eCY96BxpiFlFL0xCzaI4F9GchHmQrfdriHGGCAO261DkGA2QDSHv5i8KADz3xDs/0JHn4xnZ2vzqMo6ExbuEFFAoenbUOES1XimJh2dFoOLHCCW/QRSwYyng4Gt4eDRjOGtyAXK/7cOWHVpqsTLIQi8BIFizC3spJD+76bi+NkXDj3owfxuqaKjg85hdaZQhRadq2GfZgdRUkvcl8d0Uk4IcDHpF8S4wA3FwP/GyuL6dmsu2LtNISQixVFR29lFKrlXGaiggAACAASURBVFLPKqV+ppT6qVLqE7nH71NKvaOUOpj7321Fv/MZpdQhpdTPlVK3zOZ1bB0m0CfT8MqJcFnVz4cynEh6jLnhxj1CCCHm10A2LBi7PlzeaFNlTW5q0haDATcsZjx2aIyWmMbW4WzQv/zJIDURjSEgpgMe29SBF8DhUZeaiOb4hM8/9YdLDQfTHsNpn54JiGhk8zQxr0wQoLJpqvwUinBCUZUd9q/98vpWdq5v5cGDA9y7rpm4DbZSuQKIobPWYe+mDmqUW+nTEMtM1mgaY+EKEVvDCids16KAFVHNzwa9Qi7cl/ToSwVgpHetWBzcAHrT4YbrGvgPVzfzm0/28U996fBms2d4JwmOpYhbUI2sVhKVN+Q7KOCdKS0xXhsOaIxbRHO9lxsikPHDFlt9KUPc1mQCqHUC3hzOSCstIcSSVek00gM+aYz5J6VUDfADpdRTue/tNMZ8qfiHlVKXAh8GLgPagaeVUhcbY/xTvUi1Hc5OXpnQxHJLVCwFBoMxBkeKy0IIMe/c3KwNW4ODoj+riGjIGogoUCZcEvgrq6r56NO9fP5XmmhN2HzkPfXs+ukQv3dFA1pp1tbCcBb+5IeD7LqpjagVJRsYIloRlqABDLXawz/lXwMhzlxMB4DmRMqnyla0V9m0Jmx2XteGrQJGMgFxR6OVQaF4cftqapQrNzzEgkv5UGcHeIGmOQbJINxgKmvCglxjzKIxbmErhWNBjR3eOBnNQrTSBy+WPVvDnx0c4rcua6Dagb6JLDuvayv5u6+Upi4CNgGeJ2OsqDw3MFTZ6pT1hnSupZZWUOXoQns4A/zzyQxJX9FWJa20hBBLU0WLy8aY48Dx3NdjSqmfAatO8Subgb8xxmSAt5RSh4BfAv7+VK8z4UO9AxYBUQ2K/FIVRcQyRFRY5RZCiDNVv+udOf/O8J2nGu6WvvwSP0vDmB8WOgD6ki71MQeVS54booovXNuKVqCUoTmmuPvKRtxcS6NIbrbHfb/czNd/NsLtF9agLI0fgNJhwbreNngZmSEqzp64cTGWw4SriFoQ+OGmPFrBhGcIjKJWBUx40KizmEB62IrKqLNhyA3H4L8/nuJ9rXGGXGhwoCEKVY6NF4BSoAnwDRwZ86mPyYw5UXlxCz58ST1f++kQf/D+BlqrI7x8fJxfbq/GC0BrRdwOsNGyx4JYNBytiGmY8MvUG+ywFVHc0gxmw9xhMO3TPeqSvzdy6+Pv8MKHzgtbaUnuIIRYgpRZJFc+SqnzgAPA5cD/DfwWMAq8Qji7eUgp9WfAS8aYv8r9zsPAt4wxXfnnGRkZKZzQG2+8AcCKC6+g2gFLBcS0pj9LUYP9cGfXY6/9eEHOUyxuV111VUXvFZeL37wPvJBY8OMRZ9c/Xpuct+dajLG75heu4GQ6oCkWFoJdA3ErIOVriica/fVrw/ybS+vxg7BQZ6sAz2gCE87wyPa/w/DgAC1tK7HrmlGKwsaAxd8XS9dijN9y4okqmld34imbiIakNzlDP24Bgc/Jo2+TSk4sxGGLRWAxxm7zxVfQFAknThwa8amPWtQ4YU/7OjtsWVQct28OZ4g5No3ZQfp6j1fqVEQFVDJ+Zxp3my++goiGCS+cwNkQDfvdp/zwZnVEh3Hcn4WTr8v123K12Mbe+hWNNLStyhWYw3jN56m2MqT8/I9rUq7Px57ppTfp8fz2TgID1z/azTNbO0kfe1NyiGVgMY69QszGqWJ3URSXlVLVwPPA540xe5RSrUA/4X27PwJWGmN+Wyn1FeDvpxSXnzDGPJp/ruIPS96wigPw+KER/tUFdfgmXKbyv94cYfOFdTQ5Pl524TaBeuONN7jooosW7PVOR45nUl1d3aJJVKY6k5mxYnGb7czl2XwmFmPs2tEovWloimn601AfgROpgKgV9lfOz/q8rqubtoTNgxtaaI47eLmicsyCKuXhu+9+RvJiG+dOZTke62KM33PVUoqv+XY2zn2xxa7SGteKMu5BtQO+CUh6mpeOhTM/k57hqz8ZLLQd8k24geqaGpuEn6rUaZyx5RrP58LYWzZviEQ4kbWwcrnBxy6t4zd+ob5w7VbrgG/Cwl1TJHhXM5cXa+zIcc3OYht7Icx7T2bD/vbl6g4XNsS4vDHKh554h96kx6MbO1hTo/jiK0P8+nvqubhWLdnZ+IstPhbSmZz7Yht7F9pyjhdY2ud/qtitdM9llFIO8CjwDWPMHgBjzImi7/93YF/uP3uA1UW/3gEcO91rRC1wlOGaVdVc/2g33aMunbUOj27soC4CXmbhCstCCLFceJkMbbEo/dlwtpFvwhlI2SCcLZf2IW4bHt3Ywbb9PfzS33QXxubzaixiysfLSqsLIYSYrTHj4OVm1GMg44d5cGtVFEsFOBp+7ZJ6bthztCQfrlYu0rlWVNqAa2Fr+P4744Xc4N6X+gtx2hK1GMi++8KyEGfDz37yE1ZceAU1Ebi2o7TusOumdloTFjELvnHrKmwdTrrI+PDvrmykIQJeZund4BNCiLyKFpeVUgp4GPiZMea/FD2+MtePGeB24Ce5r/8O+J9Kqf9CuKHfRcA/nO51EhYMZAztVYrnt3cWWmJErYDAgDWvZyWEECLPy2TwTJy4DWkvwDVQEwn700LAmEvZsTliXDxXuuELIcRcZAMICFd/pPwADNgKVlZZvD3qs7LKojWhS8bcRtvDl/FWLAJuEBbcLl4R5/XBVEmcNkTC2x+NUlgWi1hUGxJa0RBVPLN1DaAK7VxGsz4/G3KZcAPW1jlYSjHmgqMN2UAhXe+FEEtZpWcuXwP8JvDPSqmDucf+EPiIUupKwrYYbwO/C2CM+alS6pvAq4St5D5ujPFP9yKKMFFJ+brQH98Q9kEyBqSTrRCiEmbf6iQBL4Q/uxQ3AbQ1nEy6OJZF3IaUp6i2IWUAFL5RhbHZVoZE4BIEModOCCHmKqLDBPnYWIa6mENDJOwN3hzTxO1wuXZgJvceWWG5UlgWi4atoT/t0RDVXNVaVYjTmAUWGpDCsljcalSWk9ko9RHNmAdeYFAoFBC3LdbUaLRS+MYwkRt6LQURPyv7+AkhlrSKFpeNMS8Q1n6neuIUv/N54PNzeZ1yL2AraHA0gS/LAIUQ4mxqiAT0pzT4PlWOgxfAuActURh0Fa5viGjDCsvFBIEk10IIcYZqlAtOlH7bZiTtUh+NYgwMZ8MezF5gyPoQ04Ya5RJ4kgWLxSNuQX9KUU1AzLYLm/8mrPALKSyLxc4EARELXBOgDGGR2Q1v8tkaWqIG380yhoNSiogVjsVGJlUIIZa4Ss9cXhCD/Sepa2rEDcDP3QGvccIBPPBktoYQQpxVrssFdQ4jWacwC6k2YjiRgWbbJQg8MOFKEiGEEGfOBAG28TmvRjHuRUnlCho1EajSAZ6XCWddyJgrFqGE8qiPaixlFfKFuAUaKSyLpaNWexxJaZpiMOZOrhQp7hVejYzFQohzi670ASyEvt7jWFPuBlqBLKsSQoiFYIIA7brEtMHSYZI97iqabV9u8AkhxDzzslmiU9blJfAk7xWLnu+6tEYCVNGy04SS2BVLi++6rIkHpHxd0tte4lgIcS5bFjOXIRzk63ELdwh9t9JHJIQQy4cJAmKkiUE4DgcgKwCFEOLskLxXLFUSu+JcIHEshFhulsXMZSGEEEIIIYQQQgghhBDzS5lzrMnPyMjIuXVCoiLq6urK7QN51p0qfut3vbOQhyIWqeE7V53y+4sxdoWYLYlfsVRJ7IqlrBLxK7Er5oOMvWIpk7FXLFXlYnfZtMUQYqk7XVFRCCGEEEIIIYQQQoiFJG0xhBBCCCGEEEIIIYQQQszZOdcWQwghhBBCCCGEEEIIIcTZJzOXhRBCCCGEEEIIIYQQQsyZFJeFEEIIIYQQQgghhBBCzJkUl4UQQgghhBBCCCGEEELMmRSXhRBCCCGEEEIIIYQQQsyZFJeFEEIIIYQQQgghhBBCzJkUl4UQQgghhBBCCCGEEELMmRSXhRBCCCGEEEIIIYQQQsyZFJeFEEIIIYQQQgghhBBCzJkUl4UQQgghhBBCCCGEEELMmRSXhRBCCCGEEEIIIYQQQsyZFJeFEEIIIYQQQgghhBBCzJkUl4UQQgghhBBCCCGEEELMmRSXhRBCCCGEEEIIIYQQQsyZFJeFEEIIIYQQQgghhBBCzJkUl4UQQgghhBBCCCGEEELMmRSXhRBCCCGEEEIIIYQQQsyZFJeFEEIIIYQQQgghhBBCzJld6QOYbyMjIyb/dV1dnarksQgxVxK/YqmS2BVLmcSvWKokdsVSJbErljKJX7FUSeyKs+WcKy4Xy39wBgYGaGxsrPThFMjxnFolj2cxDbDFA38lLLa4OFPnwnnM5hwkdk9tKcXBcjxWid+Fs5Tia76djXOX2K2s5RrP59rYW4nYXayxI8c1O4sldmHx1hwWkpz73M59scRvpfKG5RwvsLTP/1SxuyzaYgwODlb6EErI8ZzaYjue5epceR/OhfM4F86h0pbSv6EcqziblvN7tpzP/Vy1XN/T5Xre82mx/hvKcS1dy/nfSM5dzMVy/zc7V89/WRSXhRBCCCGEEEIIIYQQQswvKS4LIYQQQgghhBBCCCGEmLNzuueyWLqU1owZh2wAEQ01ysUEQaUPS4iKiCeqGFdR+TwIIcQ8k3xDnIskrsVSJHErFiOJS7FQlnqsSXFZzNrZDvb88zet/QXeTGlu33eU7lGXzlqHb29ZTY2jyPhgaUVMB8TN3F5/qX9YxbkvH6MGCND4gaHGMdR2rMUzgFKM+4asjtJkuwSeV+lDFkKIJUtpzeGUzX0v9fGJ962go9ohsKIYBX5giGhDreUz6luSO4iz7kzy1HK/o7Sm33MAg5K8QVTIXOPZchyGPJu0b7A0TPiQUhHiGmpUVsZdMW9OF5vF30/YkPQh7StiFmSN4mQQISZxuWxo22bId3ADg6MVDdbc/5aWxpyi5fyLGTSRkvjTtk2f69Cb9OhLeux+dZj7rm5mbdxbMnEmbTHErOQvwK7pOsrarx3mmq6jHE7ZKK1LfmZcRRk0UcZVtOR7c3n+Hw763L6vh+5RF4C2hM3JlM81jxzhgq+9yXVd3bw65HPMdWb9GrM5fiEqSWnNMdfhrTGf3pRhfVc3H/n2MU6koTfpc3jU4/pHu3nP7je5/tFuDk1oiV8hhHgXxohw30sn+cMPNAGKP/jeCV4fdlnf1c3ar73JNV1HeX1c8/Hn+iR3EGdVPk/9+HN9HOzP8vZ4wEk/irZnngdULrc95jocmtDc83wvh0c8NkjeICpgamx+/Lk+TvpRBk2s7DWitm2OpjWHRlz+4HsneGvE4+bHjnDR197kmq4jvJmyT/lZEGK2imPzI98+zo8GXE54EcZVDKX1tLHYN4qBtOEzL5zg8Eh4LXZhLi4lHzi3Ka1JWzHemNCs7wrf9/Vd3bw+ruc0Hk3/W32EN5MWH/n28UJeqW2bQxOaG/Z0c+033+aeAye4+8pG7nvpJGPGOYtnOb/k0yBmZcw4bCkq+HaPumzZ11MI9ndTvFVaM2yi3PfSSXaub+WyxmjhdQA+fVUjv/mdYyWvfedTxzg84pZ82GYqbueff8Iz7Fzfyrq2+LTjF6LSstpBoWhN2Pynl8PPwl/d2k73qItWkPICdt/czp5NHbQlbG5fYvFbv+udOf1PCCHOJm3bpH3Fjkvr6U/7/MkPB/jja1qI2aokV9i2v4cdl9YD03MfIebLmHG476WT3H1lI/ccOMG133ybG/acuiA8ZiJs2ddDW8Jmz6YOdt/cjqUUt+/r4f/9QCMZf2nnDWLpKr5uXNcW5+4rG7lhz+RNu/w1YuHazXd4a8TlT344wAPXtk4bh2/f10PfHCYVCTGTfGy2JWw+/yst3PVsLxfvniwWj5kI33htmM/+UjO7Xx3GNYrtuTzgwYMD7FzfynPbO9m5vnXJFf7E7OVrW68Ne2ydUgPbtr+HIX/27/vUOlpbwiblBey6ub0kjo5PeCV/sz/69DF2XFpPNlBn5RzPBrkFKE7bz9VyHNJZXVLwhfDDlQ0UqPyH5ui04vOL21dTTWbG185/cMHn7isb+ejTx3hi82o6a53Cc62IWWVfu8rRhdfPP8+WolYaezd10FGlODphuH1fd+Hxh29s57Pf7+Pl3lTh94WoJKV1Lk6P8ujGVYXPwne2rOG8Wpu0D3c92zsthiV+S526KJ2AF6Z/f/jOVWfvgIQQi5LSmkMTmuMTGVoSNjEL7r6ykdseP1o2V1hZNZkuF+c+QsyXbAA7Lq3no0+XTqa4fV8PL96xhmrSJT8fT1SR9CkUSPK/97P/4wJu6EgQsTR3PXtM8gax4KZeN376qsZpcb1lXw8vf2g1x5OGLfuO8vTWNbQmLO75xUZu2Xuk7Djcm/SIVTunvK4UYqqpLTCyRtE96rJzfWvZuPze9k4+dvkKPv1COHPUDcLvXVDnFK7PiuPTKBlQl5rZtOwJb/j28Z+vbS1bh3IDUJaesZ1K8fNmczEEsK4tXvI3u7PW4ZsfXEVv0i97rd+SsIlowJz1f5Z5IcXlZU5pTbqhg2u6Ji+oHtvUweoqRcZXRCzDkTHDiWSmpOAL0FnrENEGDCUfmrzZXIDli9JPbF5d+JClvIBHbuvgjifCOzwTblD2tSfcoPD6MxW3v7VlTaF3c/7xjz59jJ3rW7nnwInC7wtRSWNEuH1fmEzHbc22/WHMRi2FweK2x7unxfBD17ed0/Ers5eFEGfLmHG4fd9R2hI2u29uJwC27T8yY65QG5mcLVec+wgxXyJa0ZKwy+bSKR/qoxG8bLbweLRxJa8PZ/ncuqaSAolW8Kmrmvjg3unxfK7nDaKylNZ4lsOhKdeNM00SygSaLbnJP45WJBzrlONwX9KjPRGVmyNi1spNPntmayedtc6McRkA/Wm/cLPvO1vW0FnrUBOx+Nf/q2dafD6/vbMCZyZmo1yxFyg7IXFqX+P8Dd/DI9mydSjfGN5M2bQnFHFz6ueNGArPUe5mW396srCcfyz/N7spZmFrA/5C/au9O7K2ZJkbMw7bvlUazP/xpZO8NW64pusI455m2/4e7n+5n4dvbKezNlwCkC9C5z+kEU3he3mFC7BTyBelR7NB4RiOjHk4msKyk7it+MYtq0pee9dN7aytcwqvP1NxWysKywWf295ZWGbQkrDZW3T8QlSK0pq0rwrxm/8srGuLgwLfUFgamNc96nJRfUTiVwghzkBxztCf8nC0KjvOtiRsHr6xnawf5jJTcx8h5outDU0xq2wu7QZw0rVKejwG2ub+l/tZWxcp5Ax7NnVgDMRtRVuidP6Q5A3ibMoX8Ubc6deNg2m/bFwrJq/1AOJW+Wu5loRN18YOdr86fNrrSiGKlWvr+ckDvTyysaMwea1YZ62DF0Bf0ivc7PviK/3s37waBYWWBflcoXvUxV8a+6wtOzP1fR8y0VO2es2LaGhJ2GVrYHs2dTCS8bh9Xw8/OOkW2qnM9Lw1ymXvpo4Zb2q0JqzCWJiPr+5RlwvrI3zxlX6S3tK5oyYzl5e5bKCmBfiOS+u5Y3/44fBN+OHoHnX57Pf72Lm+lRUxizU1Do4yhTs8+Q9N/kOVv1tTo1zMKfKAfFH6+IRXuKPzwCsD7L65nXsOnChZQrD75nY6qh1sDTEdEDeTSxjyzzP1rpKtDF+4poU7n5pcerDrpnbW1tpUmcyS2XlTnLtSysEqit/jEx6b11Zz95WNbOgq386ls9YhZiuJXyGEOAMRTWGc/Y3vTG8dkB9nG6KaP3yljz/Z0MZrOy5AAwlHYfzsaV9DiLlIevDFV/pLVu511jp0bewg6fpYymIIhzrCHep14NGb9Dg67hZiuXiZ7a6b2vnMi2EsQ5hjRCVvEGdJSjmMuz41EWvadeOaGpvHNnUUNmvvrHX49pbV9Kf9wrVePtY3r63m8cPjhefNF2MGUh73Xd182utKIYqVm3z2+OFx7l3XxBVNUbo2drB9f09JDmAp2P3qMA9c20pnrcNPB7MMpwM2fmd626zepIctUzUXpeJV7cV933ff3D6r1fY1yqUtEaU36ZXUwCbcgKwfkPEn27Ru2dfDd7eumfF5jQpYG/d4cfsaXKNKalbr2uIEqJKx8OEb23nw4ADdYy7P9CS5/+qls+JIPg7LTLhxQowBE2NYxbG0mnbXrnhZnl00I/nl3hRb9/Ww48ljpH2DKopyE+Q/NKs5+tsXcGB7J3WRcCnCqTZfyBeld786XLgr9HJvir/8ySB7cnd4AHqTHnURTbOVod6kiPmlheHiO0IwObu5d8IvFJZhcjPAIDCSYIuK07ZN0oeoBbtuCuP/gVfCzUymLpn56NPH+PRVjXTWOjy6sYN6LbOPhBBitpTW1K++kEETxdbw5fVtpxxnH76xnT98sY9PvK8xXP44nOUnAxnSXoVPRJyTIlrxTE+Su5/rLcxgeuj6NtJewImkjxcY3FzaqrQmYmse29TBVw4Ols0Z7nzqGJ9b1wRQyBtWWBK8Yv4prUn60By3C5MlYPK68Y9e7qchZvHM1k7e/u0LeflDq6mxVaHYDGHMbt/fwxd/tXXatZzCcFGdNW3ZuhCnM9PK6tFsGEcTbsC3tqzh5zsuYNdNK3nw4AABhk++v5G//Mkgj9zWwefWNfEb33lnWq7wuXVNPLqxgwZLrscWo3xvbSjt+z7TSor8qght24yoOCf9CAkHHtvUQW/SK9TAopbmP//jQOF5BtM+3aNu2Zpa8fOaIKDapGm0XR4rqll9bl1TYVInTMbXA9e28pWDg0tupb3MXF5GJvsOTW6U8Oy2NTx8Y3vJbIf8sry2hM1w2mfXTe0lM38f3dhBzDLT7h6bIKBGu7nXKJ3BPFNCkC9Kf2VDCwbFge2dZF2XuGNRZwcc2N6JGxgcrWiwXAKvfFJRXNzOBoqIhjHPMJAOZriLhPTsEhWltGYkcEh6AUMZj2pH8dD1bVQ5GlT5pYFXNMU4sL0z91mQi0QhhJiNQv6zv5e2hM3n1jXxnobojOPsk7evYSzr8zvvbaAlYZFyA5piFn/8j/386Ya2JTODRCwNSmvGXFPIt7fu66Gz1uHrt7QTtcIL1l0/HeLuKxtRSnPMdTg86nJeLXxpfRvGmLKxfElDlEO/dSG2hkbbw3eXzgWqWDpSOkJ/MuCO/WEf++Lrxs1rq7l3XXNhJd7mtdV8eX0bUD7PtbXKXftRulLVD2TYFXNWbmX1I7etQit4a9Rlx5PHSh7/0vpWbAXNcYtNa2tpjGtWxMrnCpc0RGlx5HpsMdK2je9OzhAubkXxwCsD02pf+XZnyrJ5fVyzbf/kyuFvbVnNM1vX0Jv06Ut6PHhwgHvXNTHuGr69ZU1h9VBMB7NaxR94HhfENU9vbMaKxjFM7yKQ70P/lQ0tZTcbXMykuLyMlNv07meDWf7bPw8VpvoPpv3CnbqTKY8t+3poS9glSwHaqy2qgvItJWbaWO/F7atn3N3XBEHJ99546w1aLrmEQ+N2YaOHySK1nvEDVngeBRiocTQJO3rKjQiFqJQx4+Dm2s7c9WxY8Pj0VY1UOWEIl4vbmDZUmzSB5DFCCDFr+dykLWEXduneub617Dh7eDTLeDagJWFzWWMURxl+PuzxJz8c5JPvbyS6hDZWEUvDmHG4de/Rafn2BXUOKS/gL348xEfeU0/CCkgZh+MTk5v/bF5bzc7r2mbIGQKqTQYM+FJXFmdJyleFmXfdoy6febGPh65v45KGcJXIdbnCcvHS9JnG36gK89z8tRy+XK6JM2eCgJWJyck759c6uIHh50PZkg3U2hI2467hjieOlNwEUZjCKu5y46sUlhenId/hUwd6C0Xk/Czj7lGXl3tTfPb74Rh1fl2E1wYzNMfC+tKwiRYKyxBeo39w71EO3NHJqmqbtoTNn9/QRu+Ez44n3ymZeJlQPmvjQdFERzNjYdgEAcNHD3HRRRcxrsrXqqK5v99LrQ2QtMVYRsr1Hbr/5X4+d3Uz9xw4wYaubu45cIJbz6vlm68Pc3FDpPAh3Lqvhw1d3Wx8/Chpd+aWEjNtrJcNTj9NOGzZEaW28z0Mmyj3vXTytM3WT8UEAfUqM61dxlJbXiDOLfk4TwcapcIm/lM/Z++Mu4U2GTC5NNCWjUyEEOKU8mPsoIkyrqIorQu5SfHSyPzsleJx9uEb27n3+yfZuq+Ha7/5NhnfcLA/i1aK33lvA81xi7iRfstifuXjc2q+PZI19CYDfu+KRuoiirSvSAeaiDW5AeXjh8e55/nekmW2kuuKheRPufZ7uTfFxsePkg0Mad8UNlbfdXM7GT+gLWGXHX/DmJXxVcyvpAcbHz/Khq5u3CDAN1Dl6JKY/fRVjSVtNB8/PM4Ne7qJKFOoJWxeW82eTR288KHzeGZrJ7WW3GVerNwgfA/zvZIvaXB4ZmsnL3zoPPZs6qAtYRG1NHc+eYx7DpwotHp1g/KrgFwfGkyKJpUi8INpLX227e9h1LdyrS8yrFDpsDA8ixnH5Vq7LuW/3xWfuayUigEHgCjh8XQZY/6DUup84G+AFcA/Ab9pjMkqpaLA/wDeDwwAv2aMebsiB79IKR32Os4GYa+h/F2Tcpve9SY9FIZntnbSm/QK0/0/8b5G3srdjZnLrN+ZNtY73UzhyZYdpc3ye5N+YTOScs3WT2d6u4yZ7yIJcTYprUkph2NJw+1Fcf5ImQ1MIpbmkwdOlKwo+MyLffz1re3EpJ2LEEKUVS6X2Lupg5WJyY2h8vlJfvbKzvWtXNEU4+dDmcJmfjC52XDGN9RFVdESWMkfxPyaeVNqaE3Y7D88wi+2JqhydMmmaPlNpR4/PM6DG1ol1xULTmmNQ/n4jVuKqMW0jdXzcVs8/sZ0IDErzori8fWP/2GAz65rZsINSmK2ODfIK96M7YKqgP9wdXPJ+Hu6FdVi7maqYc31OSxDYR+vBVfmmwAAIABJREFUB14ZyK1Y6ym59v6LHw3Sm/RKWlc4WpUdyxxNoY51yomUZ3CNfq7VqhbDzOUM8C+NMf8CuBK4VSl1NfAAsNMYcxEwBHw09/MfBYaMMRcCO3M/J3LyF1bXdB1l7dcO8/Hn+jjpRxk0MaIW02Y27LqpHdeHv/jxAKurba5sivKVDa1c2mDxC/XOnGdCnOndlzETKfSogdKNdfKKm6Lnz3Xq7KRyzuQukhDzKf+5/MFJd9rdzjv297Dzujb2b17NurZ4od95fvOADV3dbN3XQ2/SK4l/IYQQpcL2F6Vj7JZ9PaQDzXPbO1lTYxfGWggLzPccOMFQ2mdlVTjuQphvdG3s4Lwam/c2xeiotqW3ojhryuXOezZ1oJXh///xAO9tTtBe7UzLHz769DG+etNKNq+tRoPkumJBKa0ZNlH2vjFSsgl7vodpc8QnCMy0jdXzcQtwz4EThfYtErPibKi1/EJ8fvXVEfa9OcLaOqdkhWi+2Jy3ri3O/s2rMcC4ijIa2NPG37muqBandqoaVrk6j9KatBVlWMUZMDHGVaxQnP7KwQG6NobvefGKNZi89r736mZe3L6mZF+wBsvl0Y2lY9nUTRvLbRK5eW01llanrUnN5FyqVVV85rIxxgD5KXtO7n8G+JfAr+ce3w3cB/w5sDn3NUAX8GdKKZV7nmWvuOfxb19ax+9dsYIb9nTTlrD5wjUt/MkPB3h66xrcACwF74y7/P7z4Uydu65YwQqVLvS4igG1cT2nOylncvdFaU3SK38XqCURhujUpugzzU6SnYTFYpRSDscm3EKrmWLdoy4nkh53PdvLnk0drKrSJJi+AUW5TQGEEEJMmmlGydu5jXsevrGd//bPQ3zhmhY+82IfvUmPPZs6iFmKrG/Yub6VlVU2DVELx4JMANVOWLSTGcvibJmaO1tacWzCJRvY/Nv3rmAk4824XHcoE3DvumZqLU/2YxALJn8dNuF5fOLASf7oasOz2zrxTXh9WWUbvGyarInNGLdfuKaFlVWW5LbirMpgEbXgoevbuKg+ghsYAmNYU2Px9O1rcA3UR1ThuitfMynelPKLv9o6r7NVxXQz1bDK1XmUDje2PT7hc+dTpbWgphh86Z+GGEwHPLF5NRFLl33vTGCoVulpm+1dXG0XNhV1dFhwLp5YMHWTyPympeu7yh/rcqMWQ01WKWUBPwAuBL4C/H/AS7nZySilVgPfMsZcrpT6CXCrMaYn9703gXXGmH6AkZGRwgm98cYbC3siFRZPVBFdeT4X7T7MurY4u29u55a9YWP6PZs6uOfAiWlf53XWOjy9sZnho4cW/LjrV1/I60mrpLF+/pie27oa1/NQvkdm4Dip5EThd27cf3Lez+Gqq66q6J+I5Ry/56J4ooqa1lX0+w5b9/Xw7LZOrn+0e1rcPrF5NZd9/XBJDMcTVUQbV2Ise1r8l7PYY/cDLyQW9Hhm6x+vTVb6EASLP37F0jBTbrBzfStb9/UUvr7nwAme29bJq4MZLmlwuGHP0cLjc80rJHbFfMnnDIETY0PXZK6wZ1MHUUuVzZPzcXum+W8l41did+nKj7UzjZvPbVtD/xv/TNOFl7Nhz9EZ4/a7/7qVwbdfP6NjkLFXnE79ikbUilWFIuWpaiCZgeNEG1dix+JsePTIrMbfd1N3WI5jb/7aNtA2Oii9tq3tfA+XfOPItBpWXvG/9+lqR8VjztmoexVfozu2XXaMq1RdbSGcKnYrPnMZwBjjA1cqpeqBx4BfKPdjuf8vdzJlK+QXXXQREH5o8l8vBmfjePJ3kLuH3cISgP60X7aXUH4ThfwSgfwdlpa4R/MC/jvlly6kA4WTcfnmB1fxoW9N7rz52KYO4jYYbCIRm5bVHYU7QIMmWvYulBWNL6r3+t2o9Hksts/NmarEeYSxHSHpw4SB+1/K/1Ez0z57D9/YTio3I658DPu88fahJfVelD3WF95Z+AOZhcX477qUPntL6Vhn61w7n6nOtfestEef4ttbVnPr3tL9Gz77/T4gHGPz+dA7Ex4bHz/KazsuKNngr9K50btxLr2vs3WuxHM+j//JqEd7lU/Xxg627w9n0V3eGGUg7fOdLWv49AsnePzweGG57sdzF9dLPf+txLEv1thZCsc1mJuRXG7c3LOpg2rb4Fx8OelA8eTta/h/vjcZt/kxuXvURdnRRXmuc7VYaw4LabGdu9Kak36U3qR3yhrIY7m/8ybWDsCgmVwlsq4tzmWNUQbLjL+PFeUHi+3c52Khjjv/N25jyarc87g4N8N3XNlla1h5bQkbJ56g8cLL0VrTile2FmSUKplZvPvVYfZs6mDrlNXA85Pb+Qwa+4xqUks5Zk5lURSX84wxw0qp54CrgXqllG2M8YAO4Fjux3qA1UCPUsoG6oDBShzvYhL2LD5CW8Lm4RvbidmKvqRXaEo+mPYLX+c3sXno+jbe0xAhyKTCQXUBpu5PXgQqAl/xyQO9hUG6a2MHz21bQ8qHvqRHU8xi3TfLLzE4040DhTibCkVlD94YznL/y/30Jj26NnbwifetAODBgwMlG/U9eHCAj18Zfk9iWAghTu9UucTeTR28/KHVTHia18ps0pcNDJ21Dn25/sp+7r+LN/hrSdh0VNs0qKXd+04sHfk8fvfN7bw16nJerc0zW9cQmNJ84pHbOrh3XRMnkj4rYmFfR8kdxEKzchtf5cfNXTetpKPaQalwE7/+TFByk2/Ppg7uu7qZt0bdwpgscSvOpjEToTfpldRDimsg59dFeGskS3tCYfzJv/MRDZ/6xQY+dvkKlIJDM4y/7Qld8nvi1PJ/46b2rf7eHZ3U2y62CfcGS3qm8J61JWw+fVVjoV3ZJ56bzPUe2djB5rXV9CZ9Pn1VIytiFhNuQMIyNBa1mUrYhqFs2BalytFMuAExe/4mjUtNqlTFN/RTSjXnZiyjlIoDNwI/A54Ftud+bAfweO7rv8v9N7nvf1f6LYd9AYsHzYaoZverwzx8Y9is/oFXBkoa1/cmPdqrbJqsLMNHDy1YYXmyUfub3LCnm7uvbGRdW5zuUZft+3v44ckMH9x7hGpH86cHB6YNQEO5Rum1ln9GGwcKcbZMxvcRLt79Jnc928vnf6WFtoTN9v09pDzDYDrgs7/UxD0HTrChq5t7DpzgE+9rxFYSw0IIMRunyyW27OvBCxRVdkDc1iWb9O26qZ24pXjktg52vzoMwJd/MLnxS36Dv5ilWGEt3d26xdKTz+MH0z7fPzaBQXHDnun5xB1P9HAi6RO1NPc8f4LPrWuS3EEsOIUpjJv5R2567AgXfe0Qv/pIN8cnfNpy++Z0j7ps3ddD3Nbcc+BEobAscSvOpkwQTlYrrodAWAOJWprPvHCC9iqbuJmMQaU1UUvx4UvquWXvES6ZYfyN25plWTl8FzIz7Ikx4RpeH9f87nf7+D+/28uKmMXuV4f55gdX8YVrWrjnwAl++W/f5pa9R0pyvTv29/Cl9a2Fn9nQ1c1dz/ZyPBm+L/kN8rwAbt17lI2PH2VDVzcbHz/KrXuPTtuMUWnNuIrOeVO+chvyLuexbTHMXF4J7M71XdbAN40x+5RSrwJ/o5T6T8APgYdzP/8w8HWl1CHCGcsfrsRBLzb5O8j5AvNvP3W8sIFffhbOmmqbF+9YQ9ZnVhvtzbfiRu0wuWNwvhdi8XLVbft72Lm+Ff5pqPD7xZvy7N3UwQVVwZw2DhTibDpdfFc5mm37e/jvN64smbn8mRf7+J8fXMWL21dLDAshxGnMJpfIBJANFJ95sW/aePs/bmnngX/s5+4rGznYn+Grr46wIqZ5dlsngSm/gYsQZ1s+j3/glYFp/Sanxvj5dRHufPIYL/em+C/XtdKks5I7iAUVoPjbnw/z9O1rsLQq2U+ke9Tlzqcm4zX/2FDGL4zH59U6sjJEnFWWVux+dZi7r2wsrBrtqHZoTlhMZAO+cG0rKyKmMPs4f+M6asO2/T2nHX//+tZ2YrKZ36wV16ryOmsdtKJQ99m6r4c7nzzGF65pIeWbwqaKUD7X00pN+5kt+3p4cftqqskAM2/0XLwZY/69z+eWc9mUb+qGvMu9JlXxmcvGmB8bY95njLnCGHO5Meb+3OOHjTG/ZIy50BhzhzEmk3s8nfvvC3PfP1zZM1gcYjqYNjO52lE8cG34R3xVtU2dylAdpFmh0lSbhf+DPtOHe0XMAsIBZjDtFx5vSZTe+8h/Pz9wjPpW4a5UJc5HiGKniu/i2E3Ymq37etjQ1c3WfT30Jj1shcSwEELMwmxyCUsrLK3oTXrTxltHK57pSRaWxr624wI+dvkKPvKtsC98nUlJYVksCG3bjKg4/SaGo2HXTe30Jj2GMtP7TRbnE68NZgqzP22lJHcQCy6mA247v5ZPfe8Ead+cckyGcFw+PhGOxzuePIZNIHErzqqYDvjE+8LC8o5L62lJ2NRGNCeTLpf/1WH6kh5Jb7I6HN647kGrU1/PvTaYoTfphW0PxKxNrVXlV5O9M+6WjBcv96b4zIt9dFQ7p8/1ZnivssHk+5pvW1Gs0LYiJ//eTy1ST53dPBMTBFKTyql4cVnMj7hxWVll8dD1bTy3vZOHrm/DGNjx5DF2PHkMDRUP9Jk+3Pl+0A/f2M4DrwwUHm9L2CUDUPH3pw4cQlTaTPE94QaF2O2sdWjKJSf57z98YztallYJIcSsnC6X2HVTOzEdoAlKlsLmx1tLGR66vo0Hrm0BYCTts+PJY7nC84KfjlimtG3z+rhmfVc3F37tTe76bm8hj19RlCfk5fOJRzZ2FPIJyR9EpVTpgJVVFr/z3gYsNXP+m/+6OG6X85JxsXDytZHfeW8DK2IWIxmfkYzP3c/1FeIzMnn/o3DjOr8PQ7Hi67ndrw5LDJ+BcrWqKlvxmRdPlkwwBAr52Klyvb2bOojp4LSF49m0rTjl7GYxJ5JGL1H52Q6jKsaEFQ/7EEc0jTGL9qpwxu/vP3+C3qTHoxs7aLAqPwCW+3A/tqmDD7RGeWZrJw8eHCjpw9XiuLy4fTVv/tYFPHR927RNeeSOoVhMysX3nk0d1EY0n/1+X2Fjv7/8ySA717fy3PZOdq5v5cGDAyi5OBRCiFkpN9Y+srGDNTU2D13fxsoqi7hxUUxuoFo83r416lEX0Ys2VxLLw5DvlCy9fvzwOE++PcbFDVGSblDSz7az1uHRjR1cuiICJuCBa1skfxAVobRmXMcY8OySeH3kttJ4/fot7cRtxQsfOo8nb18DJuDL61s5sL1zVkvNhZiLqf1ytW2TUg61Ec3ljdFpf+933dROc9xCq+kzXIv3YYDJ67n3tUS5pN7mKxtaJIbPgAkCVkV93ts0/f3o2ji5D0a+DtRgzVA3aony4vbVrI17xM3pC8fFbSsO/9YFhd8tfv9mM7tZzM5i6Lks5ig/2+GPXu7lDz/QhFIw7hraq22u/tu3+e1L6/jk+xvZfUs7fmBoiGoCL1vpwz5lT5paS/OVDWGy7GdStMQ9Ai+gGo8aK7wILN6UJz9wyFaOYrEoF99aa34y6PO1m9uJWuFjv3ZJPdtzF5QSy0IIMTfTx1qwtSHpadriupBX1GiX+65uLix1zF8g3vXd3nBviqJcKaoVcdssilxJnPuU1rj+9JlSnzhwkjsuriOiLRRw4I5OvAAsBTFtGMoa7njimOQPoiLiiSoOp2zue+kEX1rfxicOnORH/Vk++f5G6qKKZ7d1YoCoMtgaRl14YzjLJw+EBaS9mzqolz7LYp5N7Ze7eW01f3xNCyeSPnc+FT721p0X4FiKXTe3Yyl4Z9zl7uf6+Matq6iydJgz5G5cb8n1Cf/WljVEtCrah2EyP5Axd+6U1ryTsTiZcvnyDwb4r9eFK8gG0z5//qNBdlxazz2/2EhnrcMKlSHwAtbG9Yy9jPPvwWz6HZsgCHswK8BMf/+K33v5+/ruSHF5CVFaM2YcPF+zbX83O9e30p9bQnDXs708sXk1nbUOX311hK++OgKEhdgD2zsredglZvpwFz/+xtFDNF90UcnvSKN0sRRMje/hIM6/ffp4yQXk5rXVPL89vGCM6UBiWQgh5mjqWItPuLFOLq/I50stCR0uvXQ0zfFwU7/8jep8rtRZ6/DQ9W1c1hglVsmTEsvGmIlg52ZKTd3cKBtAvQlX6RUmJedivN2ZvNDOT8SQ/EEslGjjSjbuCzfeyrfCmHrN+fz2TqpNGnyI25pEo8Nf39ou127irFBaM2yibNk3uaHkjkvreXvU5a5newuPGdS067FwvDWMaYdqMjPUG8LNUgPZhmFW8rlXNghnAxd/5seMw+GRyfdl53Vh+9b8e5LPx57f3jlZQD5NUXi2P3M6UmuaP9IWY4nI35W7putoYeOEFTGLKkdT5Wi6R92yyzgqucxzcolKjBEVZ0yFS1WUnnvYSaN0sZTkY18reG57J//w4fPZs6mDzWur+ffrmplww5tCEstCCDF/lNakrRiDQZQxT+EGcP/L/Wzo6uZkyudT3+vjsSlLKHfd1E5TzJKEWCwIpTVJP7zwnpqzd23sIKJLN/obUXG0Hc4FKs6Fh48ekvxBLKhA24Xrz5Tn07UxzGv3bOrghQ+dx4HtnWhFoTUBINdu4qzJ10aOjnslReN8faT4sZTn82iZ8fZLr/SX9NXNj7GNVhZQ9PsRhlWctHVm9YvlpLhWtfZrh7mm6yiHU3bh3y0bUPK+5MeQqe9J9DStKKa2QCn3vszmZ6aSWtP8mJeZy0qpRuA2YKUx5otKqXZAG2N65uP5l7P8HSDf6MJduXyj+cG0T9QKB8T83WOAJzavxtaKqKVYYbkV2fV86hKV/MYjDx4c4L6rm6VXkThn5WP/vpf6uPvKRj769LGSJdkv9IxzYUOMyxotpFWiEELMD6U1x1yH4xMedz41Oe5+/ZZ2/uB7fYVZy7URxe6b22lJ2IXlsX/8jwP86Ya2Sp+CWAbGjMMbw1kua4zytz8f5onNq7G0wg8Mu346xB+8v5HXx8MVivkYfnRjBxdX2xXJ54WA8IZHVDmF688JN+DQUJrPXd3M1n09tCVsvnBNS8nYu3dTh1zvibNmzDhs2XeUnetbS1aB5OsjxY/9fMjlvFqbb21Zg1bgB4Yv/2CAZ3qS3H+1Kbkem6xhHCnE8q6b2llZ5dDuyGzWYsUzlW10yQzy7lGXLft6eHH7GqpJE9Ew4QaF9+XnQy7fPzYx7W/g/3Vlwylfb2p9aeo4M5ufEWfPu74Fo5S6Dvg58BvAvbmHLwL+/N0+93KnbZs3Uzb/9eAQ2cAUPqz5Gcq7Xx2mKWbRHLfYdVN7ocB82+NHSboBDSpTsUQ0HPB7SgaYjz59jB2X1rNlXw9jxjnNMwixNOVjf8el9YXCMoSfga37erjlvFrOr3NotOUiUQgh5kt+yWW+uAHhuPub3znG59Y18cArA+y6qZ2/+PEQVY7mg3uPcMnuN7nzqePcu65ZNvMTC8I1ivtf7keZgA9fUs9tjx/lPbvf5LbHj/LhS+pJ+5Rs9Nc96rJtfw9DvuTNojK0bfPGhObPDg7w2KbJ689bzqtla+5a79NXNU4be+V6T5wtSmsyRtE96vLAKwM8fGN7YQbs7leHCwXh4seilqZ3wuOWx45w2dcP80xPctrmb1C+hnHnU8c4POJKPBfJ39D/0YDLYCYg5ZmS2eIQ/tsl/XAMsTWsrQtv+HfWOjzwygC3nV9b8jfwN95TP+39KFbuvZk6zszmZ8TZMx8zl/8r8GvGmGeUUkO5x14GfmkennvZUloz6Dv8z9cG+N0rGnFzs5W7R93CDOUvXNtKta2wcrcIntveSRBAtKhHUKVkg+kbleSXUnWPuuESFDXDLwuxhLm5ZCcf68W6R10cS1HnKHw3U6EjFEKIc8/UJZd53aMuFzdE+atbV6GV4XevWEHWD3h2WyeBoWizHrnhJ84upTXKKHqTHh/61nH+6pa2wh4MtgbX9wut74p1j7q4AZI3i4oYDhy27gv3+plwAz7zgSbaqiy8XL4LzJjzyvWemG/5mal10XB28su9KT77/T52rm+lJWHTUW1z/0snufOyep7b3knGN0S0otnxaIxaPL+9Ez8wRDVl6yUz1TCqHL0s41nbNkO+g8IQoAiMIaIMUa0YcwPueraXnetbiVp+2X0E3hjOohuifPJAL5943wrW5vYDcwOI2eHGtUFgcNTp+xzP9N4Uvy+z+Rlx9sxH85jzjDHP5L7OLyrIIpsFvitZ7WCM4WOXr+BE0iPp+iV35Z7pSXJs3EMpQ5WfospP0WBSNKoU1SZd8Wn/kdxGJcXyS6k6ax0ip+mnI8RSo7RmXMcAVRLrxTprHVzfkJQahhBCzKviJZfFOmsd/MDwb779DhfsepN3xj0u+/pbrN11CIA6k5LCslgQY0QIjOHhG9vpTXpctPstruvq5u1RFw186nsncbQqG8OOtPsUC0xpjYlEyfqTE4Q+9b0+xl3D+q4j/OhkuhCrM+W8cr0n5ku+j+6QibJlXw9gCrWRl3tT3HPgBGnPoICfDmb51Ue6OZn06RnzuOf5XkY8i5ifod6kaFTpGeslM9UwJtxg2cWz5Ti8Pq75/ed6eX3Y47qubtbuepOPP9fHiKu4I7fKZkXM4v6X+6f1UH74xnbuf7mfwBj+8ANN3PnUcc7b9Sbru7oZyfjUmAx1QYoGZtfneKb3pvh9mc3PiLNnPlKVV5VSt0x57Ebgn+fhuZetZKBJ+dCf9ulLepxI+jx4cICd61t57n+z9+ZxUlV33v/73KWquqr3naahBdxCNMEExUcRwQAukBGxkyfL5EfQSfJMHGMYnTiKGmOiDsYMMTz6TCZRQiYZkwioM41GwKgEjUxQGSchKot00zTV+15dVXc5vz9u1e0uulBk6W7kvF+vflHUcutW1fece873fM/nU1vDylkVrNrRjivH5hJMnrB4auHwDmbNzq6sW1AUipMZ38TgiQY+9+wBX7Zm6IJQTb7JE1dV89M/daAUnxQKheL4kq87TC7I3AqbNoh5YHsb26ID/sJf+jFdJewUI0jcEQzYMvt4HrhxWgn/uad7mPHUaJpzK05NNMOgyTLpsTV0bbBAKBqz/SrRiXkGT6RiNS07NDRu1XxPcbwYahZ3sN8z8DtcX9pvS26dXkJNvkl+QGPVjnaWTC0kcYSTr2w5jNXzqphcYH7o4znTCC9Eu21w7YbhUo9LphYSjQ0aKab7ht6kwyNzKv3fY/krLURjNoYmEAIqw17taX2PxeINH1yqIttvc2g/cyTPUZw4jkd18c1AnRBiA5AjhPgx8Gng6uNw7FMW24XuhJdYXrOzi9vPL+Wm80oyjBIev3I82hh1BJOuy+Qcm5drJ5CUAl0INCQPzy5/3y0PCsXJRtpUwjM0KaM0pHHDtGLOLDJ5sbbGWznvs7j3v1q5Y0YZOTqgCuUUCoXiuCA0jT39Gne/2sKPLvUmmo4LmoBlL0V5em+fP0G87eUW/7apAc5on73iVEHXYPWbndwxo4zaVMVXOnnsSpfrNzexclYFEVP4chlKtkUxkghNY0CYWK7GwX6LmnwNA8nqeVU89IanbXv95iYW1zVSk2/y20UTeLl2IkkXwob0bwe099/irlAcKUPnWUVBnZp8kx+81j6sL127oJoHt7dx3TlFrFtQza1bm1kytdAz8NXEERmpD+YwJpJwQdcEIc0lR3644zmbEd7mxTVZpR6LQzotMduXwUjrXj/0Rjs3TithycbBfNWjc6voTniST/dfXMZl6xqAlFTFByySzMgvuSJrP3Mkz1GcOI45uSylfFUI8THgr4HHgP3ABVLKxmM99qmMLrxVoDU7u7hxWgn3/bGNm84rZtM1E9GEoG3ApiysI8Zochm8xp1LSld2yGnKsXvKCsVRkXS91dh7LypnwHbZ2ZHk6y9E+dWVVeSZGrkBjaklQe6fWYHrukipLnAKhUJxvEhPPOt7LFZeWslf2hNMKghQEBDcP7OCBy6pQBMQ7bdZMbOcfssl1xTHZfueQnGkBDT47FmF/PrtLp65egKGJjA1wX/u6ebTUwqoDBuUhw1MTaNIJJDCBQmuyisrRoB0cqk76TAxT2PppiZeqq2hodcm1xR89dwiCoOCZxdNRBcQ0r3ETY4T97RM0wt1ApBqvqc4fqR1dFfOquDWrc08cVU1n3nGSzU9u2gipiZwXMkD29t4vjHGLdNLyTMF0ZhDedigImwQ0twjXkz2chhxclOxjHNEeemTmqHjKEhr/csMqcehlcrpHbrXb25iW3SAVTva+cGsSuK2yzNXT6An6XKw3/Yrx5dtaWbz4on++9Xkm+jiyBL+Q/HzS+/RzxzJcxQnhuMyrpZSNkkpH5BS3gA8BLQcj+OeighNwzKCaEBpSOem80r8RhnQNYQQ9Fs2F/56H1IKVeKvUIwBAprgrhmlXL+5iYipcc+2Nh6dW8U//bGdfkvybneSaL/Nu91JdE2QI1W7VSgUiuPFUAMXR8I929rQBQzYsHRjE11xh864Q09ycGEvL6CRq8ZQihHEcaEoKPibc4rpTLj8uT3BspeifLw8THfC4a4ZpVSEDQpMV1VZKUYcL7nUSHnYwJFen6rhjXHT9KXGtK6UPLW7G8dVWRvFiSeto1sc0nl6bx//8mYHzy2ayDc/UUJAE9yyJcrZP9/D840xVs+rojfh0DYw2KdGDNTc633IZoT34PY21mWRelyzs4s7ZpT5siRbP3saK2ZW8PhbXURjDlc9vZ//9et9LNvSzI3TSlixvT11bK8vSUtFHroDf1CWI0S3yKFXBOkTQYSmSgFOFo75lxJCPCiEuCB1ewHQAXQJIT59rMc+1RCaRrtr0hz3FnHu+2MbIHngkgrOLg5iu5L9vUk6E94qkqGhBp8KxSgjNA1dl5xRGKC+x8rQpFsytRBdg0kFASbkmXy8JECVqbbmKBQKxfFkqIGL40rneSFQAAAgAElEQVRPC7DXQtcgGrP5xkvN9FkupxcGqAgbnFMSpDrkKqkBxYjiAtF+h9YBm7IcnbOLg9wwrZiVr7fzbo/F6YUBNOGSo4yHFKNAUgrqeyx0AVJ6c00Hbz6a7j/LwwYRUyNiaMyqzlVFTooRIa2jmzbtfWxnN0s2NrG7K0mOAcs+UcLO/28KG6+ZCEju+2Ob36fqwiVXySK8L9mM8J5vjKEJyX0XlzOlwOCl2hp2fXkKS6Z6O3BWXlpJedigJWazZGMTd77axqod7bxUW8PWz57m6y6nPS90AVs/exrPLZrIb97pytiBP1RXe/LPPNO/t7scbnixhb0DhkownyQcj1/pi8CfUrfvwpPH+Cvgvvd7oRBighDiBSHEX4QQfxZC3JS6/24hxAEhxI7U31VDXnObEGK3EOLtLEaCJzW90iTueBf2VTva+faFZSzddJCz1uzhyqcasF146I0O+i2XdQuqKTWVUKBCMdr0SpMBW8NJDcTTulPRmM3iukau3XCAhO1SqiUO60ysUCgUiqMnT1g8mTJweSBVafPwjg50YPU8rz++bF0D859s4GC/TVCXOJZKiihGlhLDpjikEzQ05j/ZwNSf7+Ermw9y47QS1uzswhACELRZ+mifquIURBOCmnyTA30WSceba8ZtN+X5MzgfdSUYGkzOsdWYVjEiSNdlXFgwrSzI+tS1flt0gGVbmumMO+QFNK58qoGz1uxh6abBPjWoC8pMtZB8JGQzwlu/sJp+S9I64LCzI0lLzOavf9vEsi3NfPbMQr63rZWkI1m2pdlPIN90XgkBnWH3r55XhYakJWZz69ZmPn9mfsbiVHrnxFBZjus3N7FkaiGL6j64+Z9idDgehn5hKWVMCFECTJZSrgMQQtQcwWtt4GYp5etCiDzgNSHEptRjK6WUDw59shBiKvA54KNAFbBZCHGmlPJDkWVNpsxnIqbGg693MrMqzPOLa4jGbFpinmbNXReWURnWKdAd7GRytE9ZoTjlSaYkvL688SBrF1RTu6GR5a+08MicSs4oDBDUBcWGjWOpAbhCoVCcCKTrcmYebF5cQ3PMxpUuD1xSgaHBuIjOI3MqiZga/ZbLuIhOjpv80OsnKsYejmUxMcckJo1h4/tvTS9lwHH559fauf2CsvTuYYVixNCQvinX7eeXYuqQZ+oQYVgfGpEJlVhWjCgxW4CQBARsXjwRR3qSLRqSSlMM61O/fWEZJYatFpKPkGxGePm6Q6djMmB7O8L6LJcfzKqgNKT7+tZfO7eIn8wdR0ATdMQdbnu5hbVXVWUde5m64OOlQR6eXUFX415kTpX//tlkOYaaCSZdcdjrotA0eqWZMhNFGfiNIscjufyOEOKLwOnAJgAhRCkw8H4vlFIeBA6mbvcKIf4CjH+Pl1wN/EpKmQDeFULsBi4A/nBsH2FsENAgbuNv+VhUd4DvXljKFz9SSEXY4KHZlalOcgD7Q5FOVyhOboSmoUsNpLf1+u9eiPLLy6uoiBgYQhDQvQucY6kVc4VCoThRCE1jVy9IvMpQTYDtSu54pY32uMP9MysQQEiTFOtq0qEYPRzLIqQ5JPUgE/M8o6mVl1biSpf7/qud5xtj3HUhH373KMWYQyJ8nx9dg6Cu0dTvUJKjcU5pkEQiSTjfVIkbxYgjNA3XESQdyR1/aOWm84oZn2sSd7xK2Al5BrmG5LRcjapwkAtml6fmXypOPwiHGuG5NuhC59atntRjcUgnZru0DkiWX1DKty8UfOPFKE/v7fOPUZNvIpBUmRZ5JaafqM4TFtJxiaSOfTDWn/HeaVmOoQnmoWaCAY2s18W0nEbajLAm3+SphdVqZ8UoIeQx2icKIc7HM/GzgOuklHtSyeYrpJRf+gDHOQ3YApwD/D3wZaAH2I5X3dwphPi/wKtSyl+kXvMo8KyUcm36ON3d3f4H2rVr1zF9tpEmJxwhZ9xpDLiClpjD0k1NfiP51ZXjqQrYtLz7zmif5oea6dOnj2qtyMkcv6caOeEI8aJqvvvHTh6cWU63Jbl2Q6PfZtctqGZCjkvDO38ZkfMZ67F7/tbwiJ7PkfLHmbHRPgUFYz9+FWOb4tPO5LL/aOZT1WFumFbM4rrBvnj1vCpyTUGuAW5LPQOHTGiOFRW7ig9KxZSziSY0ioIa3cnhY4cyq4OW6MEROZfRjF8Vu2OHnHCEippJNPTLYf1nRVgn0H2Qro720T7NDFTfe2qQE44QqZrEN7e0cN/FZcRsqB3SZ65dUE1xAAYO7jvu1/cTycnS96bnu9c+Gx28Tl1ZSaizEeCwj33Q3yLb+zw6t4pVO9q56bwSKkIgWxv84+aEIwRLxmEEc5i9vmFYUnrzgjK69u/+QOegODLeK3aPObl8PBBC5AIvAfdKKdcLISoAz80OvguMk1JeJ4R4GPjDIcnlZ9JSHJDZWNLs2rWLM844YyQ+yvsiNI2WmIMeDGWU7afL+YWm0RyzKc8xsCTYLrQP2MRsl9PyTYqJH/dzGkvfD4zu+RQUFIyZgcpoM9bi4mg5UZ+jTwS5eK23SjqjModH51aQGzCwU/I2v/xLF188u4Bicext9kg+w1iP3cLVB0bqVD4QXUvfa7PM6HAytb3jda5jPX4/TJxM8XUk6KbJwYTOP/2xjTtmlLHspSj/8MkSKiKe8bEhQNcg4iZ45+23j/tnV7E7upxs8Sw0jU4Z5NK19VSGjYyxg6FxxNu4Pwx972jH7liNnZE6r/TcU9fgYEySH9D5lzfb+drHihEIdA2QkrAhCNoDY+77Got971j7jkaSE/HZddNkV58gZktu3tLML68YR0/SpShk4LigC+hM2FSFdULO8c+RHClH89lPpr53UHZiSBVyqir4vR57L7J9Z+ljJaQg4UDMcmjotVmxvZ1ozJPsyBMWvTJAzIFdXUkqwjrTH9/nH2NGZQ63Ti/hY6UhQpo7ZndanMx9xXvF7vGQxUAIMQf4Ep6kxQHgF1LK3x3ha01gHfBLKeV6ACll85DHfwLUpf7bCEwY8vJqoOmYP8AI4Zftb4hmlO1Pibjs6ddYVLefdQuqMxpImje+MAldCLVNTqEYI1gpV22AbdEBzvnFPgDeXjKFL/62iWjMZunUfNVmFQqF4gShGQbRpEGfZfO3Hy+mqd/m6b19GVs0AfZ+eQphMfYmF4pTjwERIGFL6nss6nssf+wA8M6SKUhdDRoUJ570nPTuV1tYMbOC77zawgOXVPDg6508+HpnxnPfWTKFCkMbpTNVnKqkr+/X1NWzet447r+4nGjMZeZv9g177jtLppBjaGMyifhh4FC5jKG1qe/12NG+T1KGmPrzPcMeT0rB3rjBoroGP5f2xFXVXD05l6f39jGjMod7Lyrn+s1NSiJjlDjmK4UQ4m+AXwNRYD2ehvK/CyG+cgSvFcCjwF+klP885P5xQ552DfCn1O3/AD4nhAgKISYBZwD/dayfYaTolYFhLpiL6hrpdAbdMYtDuu/SmaYm36QopKOpLJVCMSYQmoZIuWoPpSbfxJFw14xSnlpYneGCq1AoFIrjh9A0OhyT5phN2NCp3dBIS8zO2i8HNDV+UowNBlzB7q5k1jjd1ZWk0zEP80qF4viRnpMumVpIW9xhydTC94zLXqniUjFyDL2+1/dY2BKWbmo67DVexeiHB6FpuGSfY+tCDMulfeaZRlbMrKAm3+TW6SV+Yjn9+KK6RhUbI8jxWIb8FjBPSnm7lPLHUsrlwPzU/e/HxXgVz5cJIXak/q4CHhBC/I8Q4k1gDrAMQEr5Z+A3wE7gt8ANUsqTxtouMaTSMU19j4WV4Y7pOfWmG1Rab0ZKiVDJZYViVBGaRp8I0ieCCMjaVmOWw1lFQbVKqlAoFCeIdNVd2swH4Y2jVmxvH9YvP6kW+hRjCMeFe7a1sXZB9bDxwz3b2lD+U4oTjdA0Yg5+UVNLzKY8bLxnXCbdUVWgUJxCHHp99xaIhX+NVzF68iM0jcIJp9MhU3NqbTAl2StNbt4SzTqWE0JmzaV1JhwemVPJuaWhrI+r2Bg5jocsRglesncobwPF7/dCKeVWvCL6Q3nmPV5zL3DvBznBsYDQNHSZ3QXTGOKOOWBLVu1oZ+WsCopDOh1xh1U72vnh7EryRPKYthooFIqjR2gaTZbJ3m6LqcVBJGRtq189t4jKHF0llhUKheIE0StNFtXt55mrJ7BmZxcrL62kJt9kW3SA5a+0sHJWBeVhg6qIgSmk6o8VYwKhaZhANGbTm/QmwxFToyPusPyVFqIxG0NDyWkpTii90qv0rMk36Yg7rNnZxYqZFe8Zl2r3h2KkOPT6/ujcKvot17/GHz5GUX3nScDhZGLTRVlJV/D03j6iMSdjjl0c1OizsufSOuIOQV3j3Z5k1scDmlSxMUIcj8rlrcA/CyHCAEKICPB94JXjcOwPDb3SPGylY0CDpxZ6q3A/eK3dM6TZ0szstfUs29LMnTPKKDVUFaRCMZoMCJOD/Q5ffyGKLT3DvrsuzGyrN51XwpQCkzyRHO3TVSgUig8tSderYkqPmf5zTzfrUtVM26IDLNvSTFAXPPLf7VkrGBSK0WBAmGhI1i+s5qE3OgjqGks2NrG4rpFozGbdgmoiSnNZcYJJpqrnH51bxZqdXdw4rYSf/qmDJ67KHpdK5k0xkiRTO7rT1/dVO9rJMYR/jb/t5VZyjMwYXT2vil5bZlTAKsYm3uLBcJnYXmlmSGJsiw6wuK7Rn2P/uSNJzHKG5dLWL6zmI8UBVu1o585XWlk9L/Nx1X+NLMejcvn/AL8CuoUQHXgVy68Anz8Ox/7QkHQFmpa90vEHsyqpCOu8XDuBpCvIMyVbamuwXDA1KNItHMse7Y+gUJzSxF2NpZv2U99jYWrw053dALxYW+M5FmsQ1EGTLtJRC0EKhUJxIhCahia9ycdjqX745k+WUBAQvFRbQ9KRWK5k9Z87uWpSPoYm4aQRUFN8mIm7Go19XhXo/TMrCOt4MetKbBfyTHCkRKlDKk4kAc2rnl/+Sgu3Ti+hMCi47pxicnT44exK4rbLS7U1OFISFJI8YakCJ8WIEUjt6E5f3++7uBxDE4QNwS8vrwIhmJhr8OsrxxN3JB1xh9te9qqXX66d4JnLKUYVoWn0SpOk6/2eQ/uQZIYcrEdauqJXG5TEGGrKt3ZBNX/3QpRbp5d4u9WG5NIef6uLv/14MT+cXYnrSiIGvFw7MfXeqv8aaY45uSylPAhcKoSYAIwDmqSUjcd8Zh8ihKbhOgJTeBOgLz032Fj+7fIqGnqTTMwLENIAJAkHCkUCKVyQ4Kq8skIxqghNw3YGL4a6gH+7vIovPdfEna+2+W3ZdiWn5ZmEVKmcQqFQHDHvNRE59Hl7BwzA8Scfj+3s5vnGGI/OreLf3+ri2jPymVQQ4KKqCLe93MLjV1SpPlkx6qTHES0x268WHTp5Xr+wmge3d3DHBaXD4jVb+1Ccuhxpf3k48oTFkwuruaaukcV1jX7ypn3AxXIll61r4K0lUwgIyCWhJBkVI0qesHhqYTWL6hr96/ua+VW4UqIJQX/SwYnoXPjrfcNem3RFdsHVY+BY29uphi97Ubc/q+xFQMsubRHQJEmXDEmMqSVBdrYn6E06RGM2K7a3c+9F5RnXzkfnVvGFZ5t4/IoqSkR8sJhAABLVf40wR5VcFkJk23NwIPXnPy6lVC0P6CXAzVui/N85lZTm6L5OUL/lEtQEP3jN01S+eO1gI3xyYTWnR1xcW2WWFYrRppcAjX2WfzFMOC7Foext+eHZ5UrXSaFQKI4AoWkMCJOmmOSaw0xEhpLWYlw5q4I1O7v4ydxxTMw12dOd9HUXv3B2IUs3NrEtOqC09hRjhl5p0thnsWanJ6l1z6utvjZ4aUjnge1tPN8Y454LM+M120T9yYXVlE86E6EJleQ4xXi/xM2RIF2X0yMuzy+uIRqzaYnZfG9bKzdOK2H5K63U5Ju4EgK66jsVI490XaZEXLbU1mB7dXbcvCXK03v7/GTiuz3WiGjrHo/2dqqRHqcdKnvx8mcmgpBI8Be3hl7TDA04RBJj/cJqlm1ppjJs+AUFy19p4ZE5lUwpCNDQZ2Xqwqv+atQ5WmEaG7De4y/9+CmPZhgMON4qzM/+3EWuAWcWBTE0QcKR3PfHNu6cUUbcdlk5q4IZlTnU91hcU9dIi2WiGcdDuUShUBwJQtPoE8GUe22IuB6kVwuRcAW3bm1hzXxPx+m+/2onqMOUgkBGW777wjJVUaRQKBRHgGYYtLtBem2NXFNj9bxx/hhoUV0jnUP64Q4ZJK6HSErNd4y/cVoJX9l8kCUbmygJ6fziiiqeWzSRVTva/cSy0tpTjBWS0htHLPtECVsb+/jnSyuZWhKkO+GwZGMTzzfGeGphNZqm0U6ILpFDXA/RL4L023LYHOFPPYLdAwYxI4deEaJPBJXe6IeQwXFpiISRQ6cMkmNqPHP1BK6bWjBErzTwwY4rBGEDJuYZnFMS5KvnFvlJmrULqgnpUvWdilFBaBp7+jVmra1nys9205t0WDK1kD/99WQ2L65h1Y52bnv52LR1M+d7QTTDGPy/FiKm59AmvfZ296utw/WB+WDt7VTicLIXMRve7XWofeYg33m1lRcWT+SdJVN4ZE4lf/u7KDN+s59eW/o+ZABrdnaxfmG1L+PzyJxKfn55FWcVBbl1azPz1zccVhdeMwy6RQ5tMkS3yFE5tRHiaL/lScf1LD7EdDomrpTU5Jvc+Wob7/ZY3H1hCdW5BpVhg3++tJKE4/DljQeJxmwenVvF8lda2BYdIBqzIWxSprtqdUyhOMFkW51+5uoJxGyXiKkRjdncurXF13nqTbpUhA2ChteWH5lT6W0fVG1VoVAo3pP05HFRXX2GTNiPLq3gGy81sy06gO1KOpMuOYbGE+90c9XkXIpDhl/VsvyVFr/yszJigHQJmRo/nF3JD2ZBQIci3caxVJ+sGF2EpiGk8McRt04vIW475Ad0ppYE+eUV4wno3vbdrqTkwVQV8+p5VZSHdR77U6cv/ZKeI0RMjcV1jTwyp5KikM6K1AK3qqj78DB0XPqp6jBf/3gx124YrPZbt6AagMd2dpNwBblHKAegGQa7+gQH+z1t2t2dcT49pYBfXjEeQ4N+yyGsC+UfohgVemWARXUNfoLy3R6LZVuaqe+x+O6Fpay8tBJHQtjA96gK6ZI8kkfU9x0637vlE0V8/uxCFg+Z/62eV+XrOD86t4pozGFbdADwEqVxR5Cna6qvzcLhZC92dXlm9/deVM7yV1r4S2eSr78QzXjeFU/tZ9tnJ/o+ZAENgvqgF5mhQUhzCQubh2eXs3JWRVZdZd00iSYNOuMOEVPQm3RJBkwqAwLHUotmJ5KjWuKWUtYDDUCnlLL+0D+gM/X4KY3QNJKphpB2tnxsZzeXrN3P7i6LgOY1wI645PErq/jJ3HGEDMFj88Zx9eRcWmI20ZjNgAhkrK6pygSF4ug5dLVaN026RQ6tTpCCoM5/fLqa9QurqQwbtA441G5o9N1pozGbxXWNLNnYREdc4riQsCU3b4nSMqAcoxQKheK9EJpGnxby+9sXrp3IH/53DWvmV9GbdNE1uHV6CTX5nr5he9zl1q3N/H9TC8kxdLrig07h26IDLNvSTNyWuFKSdAWWK9nZnuCLvz3AJU/Us6tPqDGTYtRIjzc6ZdCP3fQ44qqnG3m706J9wJO/i8YcvvNqK1c+1cDXP17M30wtYOkmT1fyW9NLqQwbXL+5yW8fHXGH+h6LiKnx+WcP8A+fLElVsCo7wA8DQtPokkEk8MK1Ndz9v8ooCen87tqJbFw8kcqwwbUbGvnW9FJq8k0+SDfX5ZpcU9dIxNS4Z1sbHy0NM2ddPaf/bDeXrq0n7kDMkarvVIwKCVdkJBxXbG/3r/t3vtrGnHX1dCUcvv67KLu6LG7eEqV5wGVAC/gxe+hcT2iaf1+bGyBoaGxcNIF3rzudv/14CdF+m8qwV3NZ32OxdJPX19b3WH6/m8aTjZEfeLfAqUJa031oVfmjc6u4Z1sbEVPzv8+IqWWtcO63IVcmKDVt4q7g7W6X11ri3LwlSmfcIUdauLZNrkxQonsJ63YnQLfIoVcEietBdvUJ5q6v54JfvctVT++nPe5yy5You/oElqFyaSeSY6kP/ybwSeCvszz2MPBH4EfHcPyTnl4ZwJUSKWHVjvYMZ8tVOzydZU16TpaNfTZf2XwwwxXz1293cdWkPJpiIkOXRmn9KBRHR7bq5HULqvnutkEtr7ULqnmlqZ8fXVpBYUinvseiodce5k67akc7D82uBAG3n1/K3a+28vDsCnKJj/bHVCgUijHHYP/bkFEdVBHWGbBd+i0ImxqTUhORmOVw/eYmVs8bR+uAQ9yRvhnaoX3x/TMreLc7ScKRLNvSzNoF1fQmvWTdw7PLlXu8YsQZOt741ZXjOdifPXa/em4RpTkGn9nQyMZrJvLnjiau3dDIi9fWULevn4ip0ZN0uXV6CYvrGilPaU8uf6UlI8lcETGo77FOiKGVYmTJCUdSsTO4s+PRuVWs2tHOXReWURrSeHhOBTe80IyhCVbPqyKgMWhk9R4ITSPhSOp7LDrijr/dPB2X/ZZLZVjnYL9NIMdUfadiREib5ukaaE5m5eu26ACrdrTzzNUT0DXBnq4kvUmHp/f2saMtwcpZFf4ujqqIwZSIm9oZlamTHDIEVzy1PyPX8r2tmVrOy19pAbxF7qklQdYvrGbF9nbKU4nn9Lilsc+iJs884t0CpxLSdakKa74vUUfc8SV30terdF+TrcJZ1wSabrC7X+OaQ/rAu1NjujzNyurX8ejcKoI6/PVzTRlSJtdvbmLlrAquqWvkuUUTkZhUmcqY8URwLGn7JcB3DvPYd4Clx3Dskx6hacQc6E7YBHXBTeeVsGxLM7PX1rNsSzM3nVdCQAPLhYKgwZeGNILKsEFLzOZrHythQp7pJ5ZhiNaPqkxQKD4wnslAZnu6dkMjD86q8KuVazc08rVzixlwJI70LnRpfc+hbfjOGWUM2A57upK0xT09sIS6RikUCkVWvK2umf3v0k1N7Oux6Ei4fP2FKNF+h9IcnVU72mnotanvsRifa3LthkY/sXxoX3zXhWUEdck929ooTi0I1m5oZMCW3DitBKkybYoRYmi1XJcM+vGeH9Cyxu7yGWWclm8S1L320Drg8N2LyqjvsbAl3DWjlH7LJWIKikM6NfkmxSHdn6g/OreKFdvbvQm5EIOGVoqTmmDJuGF95fWbm1gxs4J7Xm0lbOi4Eh68pBxdg1xToB+hk1WvNLHcwbHtobvyKiMGzTGb4pDhLVQoFCeY9ELcxWv305GAxr7hla83Tivh9pdb2NOVJGJq3PZyK4CfqEzv4lhU10inM3yut6iukb3dVsZ9tRsaWTK10P//9ZubuP/iMu69qJxlW5o5e80elm1p5v6LyxkX0XmxtsZLmBqCh97oQNdU+zg8khxDY8nGJhbXNQ67XvVbLqUhnX+7PFM3e/W8KkKapMUanv+6fnMTS6YWkpSCvQMGr7VaWZ9THjayVkSn46Qt7rC321K5tBPEsVQu10gpd2V7QEq5Wwhx2jEc+6SnV3raMgVBnZ/v7OLaM/P9FZx+y6U8rOOkTC1bBxy/EcyozOHei8q5fnMTn6oOc+v5pVkbiKpMUCg+OIczGXCkZxqQ1oGyJZSHDV8OY6g77RmFAYK6IOm4dMRd7tnWxoqZ5RQEhTfQUPM6hUKhAAarkZKuwJXisAP+9KB/6aYmNi+u4cZpJX5lpiPxTfz+75xKvretdVBrOWwQt20Eml8Vkz5uxPQmNi/V1iA0pY2oOLEcujNq62dP8+N9wHa5Y0bZsNgNaC66EHTEHWryTVpiNmcXB6nJNzEEnFEYIGG7JB1Jv+Xyb5dXkR8QrLm8ij1dST/JvHpeFRLpmxpJNQ45qXG17MmR9E65AduldcBhanEQISV5AY0jHXwmXQ47tg0ZAildPvtMlF9eMZ6QJtWYVnHC8Qp/vH5T1wS3/L6FJxeO57lFE2mLO7TEbL9qvzKss7jugK9/nN69MXQXhzVkrjejModbp5dQHNIZFzGYUZmToZ08tSTIi7U1dMQdVmxvZ3yuyfwnGzISlks3eeOIoQbuN51XQkhzj2i3wKlIzIbbXm7hJ3PHMTHXZE93MsMwtDfp8I2XmgHYdM1Emvpt+i2XcREdkERjTtY+sDxsoAnBorpG1syvOuycPltF9NDrbHFIJ+4K0ILD9JrHKoPjaU9Wd6ye97FULttCiIpsD6TuP6WbW1IK7tnWRmlI56c7u1m68SAJZ/AK3Rl3cCW0DVgkHZcNV0/gxdoaHps3jus3N1EZNrjt/FJ2dyX9FZ00qjJBofhgpKuJNE3L2p72dCW5YVox129u4q4ZpWgCDAHNMceXtFkxs5yEI/mH3zfjStjfZ/ONl5qJxuzUNkLDG2goFAqFAqFpNFkm/91u0dBnowmy9r8FQZ2ALphRmeNPBoZWZrbEbF9juTfp8NVziygO6bTEbL742wMs+I8DxB1Yu8Dbvpo+bnqi2Rl32DNgKKdwxXHncJXKgB+3AA29NnHbHRa7l6zdz4AD+3q8WF+zswtDeLHcmbBJOJ6pZXFI5xPlQeKOJNrvYGqC/IDGipnlPDKnkoqwTr6Bksw7yRGaRlwPEgwGDjtWHXAkAV0QMTUcCUIICoKCmJ294uhQ7dmAJg47to3bkj3dnt+PmUpeKBQnmqGFP44ricZsepKSW7c2+4nAJVMLuefVViwXojFPpz4tg7BmZ1dGVaypwdbPnsbGxRP50aUV/m6R+U82cO9F5cyozPFf70r8nST3X1xOSM++CH6w30ZKybSyECsuqeC0fJOwOKVTXe9JQPN+p/nrG1iysYmEI/nZ/CoemVPJ370Q5bJ1DWyLDhCN2VjuYE6rKOAlpodeP9PU5JtUhKvOttoAACAASURBVD2TvrSsT7bnNPZZrJ6XWRE9NE7W7Oyi33J5sy3BxWv3s2fAIK6PbR3modX9k3+2l4vX7mfvgDEmz/lYzugF4JbDPPb3wO+O4dgnPZrwXKEf2N7G+oXVGVuOcgyN4pBOvgkTck1q8g2+/kKU2Wvr6Uy41PdY3H9xGQ5wz7Y2X8QevAbyZKoyQaFQvD+FxSXsSXXI//uZA6xbkN1koDrXpDJs8NGSIJoQhE3B5AJzmKTNnTPK+OZL3oUxXTE0qcAkYrrkSNUuFQrFqU06mdEtg/Ra0h/fdCecYeOZR+dWEdJBSOkblUkp+eGlFTxz9QQKgwJd4G+Rve3l1mFbLdcvrCZuO8Rtl23RAf+46YlmQPd8Kzock4opZ9MrgnSLHDpkSJkkK46aQyd7+/vsw5pQrdjeTtgUw2J33YJqQHJWkcmqHe3cdF4JOYYgYkJA1ygManzpuSYkYDnw8I4OHvnvDhKOpDJiclq+ySfLg5TnCEw7rhLLJzHpxbidnQ43vRhl7WHGquVhg37Lq2Q3dc/T551OO2vRkWYY/vg3nZDotWXWse3NnyyhM+7w0BsdrFtQTchAxZNiRAhogwvPP3itnbULqvnpnzq4Y0ZZRozeMaOMHB0emVPJji9O5sXaGiYXGHz13CJ/QfrJhdW4UjLzN/v4yuaDJFyZYdR3/eYmfnFFFRuunsCGv5pAzBrc7bR0UxMuwxfBr56cy4Rcg7CpMWddPWev2cOcdfXs6dfU+OEw5AmLp1LjtrT5MkiqIkbG4sDqeVVct+kgSzY2URUxyJEWAQ0/EXxo/uvHb7bzbkpfeeg1Nv2cR+dW8fCODiKG4Cdzx/HGFybxYm0NJSGNJVML/etsaUhnxfZ26ns8aY3XWq2MZG02Q8jRJJus56K6Rrpkplllh/QMDeN6iC6RQ7sM0SdCI3r+x1LGcQfwqhDibGAtcBAYB1wLXAT8r2M/vZOXXEOyfmE1i+sa+XNHkicXVpMf0NE1rxPVhEvrgMv8p/azbkE1n6oO89jObn+lZkKeyTudSaIxm39/q4vnF09AE94qdVCHASHI0cZmObxCMVYQmgZFVVyT2uJU32PRk3T8Sp9c01OpS281/ddPVfLn9gQRUyM/IBifaxAxNF6srcFxAST/8mYHN0wr5p9mVhDSBUEdDM3Flt52lTzVLhUKxSnKUGmAlbO8iqHKsMHKWRXkGBoT8jR+d+1EbBcO9Fk89EY7D86qYF+vt91x/cJqkq7kc88e8A1a1i+sJqBJ1syvojJikGcKttTWYLlgu5Kf/qmDz59dyJQCg3eWTGFXV+b2S9v1zKsa+2zChk6ZobHqjXYefL1TmSQrjhpPQ7xhWKVyNhOq1gGH7oTLWUUBfzxhaNARt4k7wq9qrozoSAkhXeN729q47YIyP3aTjuT+meXkBzRaYw5v9Vis2dnFnTPKOCtPntrbRT8E9EqTvd0WX38hSn2PxU3nFWcYYv37W12smFlOQBOUhXUqwzo/eqOdv5qST1mOniGHIjSNpGbS52h859VohonkP25t4f9dVkFewOTF2hpsN1VpJiQ68P1LKkjYLgkbQkpOSDECpBORi+oaeWxnN8UhjRumlRDU4KXUtd6VElOTfP+1dj53ViFX/+d+PlUdZvmMUqaWBPnFFeNp7rcoCen+cet7LL70XBObF0/kf9oSrNjezrboAI4L//o/ndw5owx3iIZQfY9FV3xQMqa+x+Lqybncd3E5/bZkwJZetX/qOIvqGnm5doIyvcyCdF0m59i8XDuBpCsIaNIrjDTx75N2gkhI5/ErPENSQ5O02yZhA+6+sIy7Xx2UkSoN6TjS5cHXO5nRFM8uWWkIpCv56rlF/s5izwi1g8+dXcDZxUF+OLuSd7uTfOOllgx5lLRe98u1E8jTrAyJq5EeJ2aTv0g62WU99/fZdBgGIUPwj1tbuGFaMacXmLTFXT6zoTHj/MeFBTH7xEtqHHUaW0r5DnA+0AX8E1CX+rcbuOBwesynAkLT6LMFhUGNZxdNZNXsSsKGhi68jmlXl0XcFthy0FDsW9NLgcFKB/BkNX5z5XhumFZEQ6/DnHX1nPGz3VzyRD17elyaLHPUV1IUirFMrzRpPkTT3JbwkeIAILj8qQY+8vM9zHuygaQL7XHPVOrnO7uQCLY3J7hkbT1Sws1bojT0WnztY8VMyjcxNEFAhz3dFn9stohZEB1Q7VKhUJy6DK2uKA7pVIaNQXOcn+9h/pMNvNtt863fN2NogvsuLiduuTz0Rgfjcw0ef6uLlpjNpmsmsvvLp/P7z9QgkCx/pQ2Ay59sYHHdAcyUBFFb3OGGaSUUBjX29tg09lmYuvDlAuK2S1DXuHpyLi0xm2vqGnmzLcH/PquQ66YWKJNkxVGTOMTDIVsV1e3nl3Kg36vSGrAlb3cmCeoSQ4OWmENxyNviWxQymFQQIGa5bG+J8/lnm3i+MYap4cfu0k1NvNtt8d+tCdrjrm8Q+N1trXTYY3N7rOLISboQMTU/pn7xl26mFAQwNG8+ef05RSzZ2MTpP9vN7LX17O62uO6cIk4vMKkOuX6iQGga7a5JQ7+kK+4MM5G8cVoJgZQRWWOvhSsllpRYDnQmXCxXcscfWrGlt4CiUJxohiYi9355Ct+cVkSxSBCRCQxcdCQRXWIIwe+b4lSEdZ5dNJHrziniv1sTfO6ZA5zxs9188bkm388qTVqDedmWZu69qJyrJ+eypzvJkqmFXLuhkYKgkSGTkRvQ+e2+HjYv9sYgP5xdSdgQ/OR/OmiJ2ZSHDdbMr/LHD8r08vBI1yVXJigWcXJlAum6Gfd17HuHkJOgRE/SGneZ8Rtvh8WM3+wnZAgenl3Bx0uDdCcclmxs4u1Oy6+EXv5KCytnVfCDWRVMKgjQHLP5U1sCW0oipsa/XV7FmvlVLH+lhcd2djN/fQNXPtVAzHJZuumgn1iGTBm1pBSHrRIeiXHi4eQvwkZ2WbmWmM2iukaaY15f/5XNB9nRmvATy0PP/7VWa0QkNY7pqFLKPVLKL0kpx0kpA6l/vySl3Dv0eUKIf8z2eiHEBCHEC0KIvwgh/iyEuCl1f7EQYpMQYlfq36LU/UII8SMhxG4hxJtCiE8cy/mfKJKa58R777Y2XCnps1wuf6qBSav3cOVTDeQHNHQhGLC9gUB9j4WhCV9kftWOdoyUVo3levpqD73haWO9WFvDylkVPLC9jb3dFp2p8nc1qFQohpN0B6uJ0maZD+/oYMCWxB1vBXpGZQ6fqg7jSFi6yVupXn5BKYvrGv2B/i//4lUHLd10kDN+toe56xvoTjhoQnLL71uImJ6ZVHHIQBeCblSbVCgUpx5DtRNdKVk9v4qQIfy+dqjj95eeayKgC+74QyvfvrCMsA5/N62EiXkBArqgImBjCLBduOm8Ela+3s5/fHo8//Hp8fTbGp9aX8/M3+yjfcCmLeaQdCRLNx30Nf7yAp4E2a1bm1kxs8LfAhkxNWo3NHLzJ0sA1ARRcVTomsiY7KXH7y/V1rB36RR+X1tDwpV8ZfNBZq+t51//p5PxuSa2I7BcSWOfV5F8yRP1/PtfuohZLtduOJAhmfH07u5hsRsxNb8Npf+1XNTC9klOQIN+y/XHq184u5DLn2pg5m/2YWqCroTDmvlVrF9YTWXY8BcbXClxLK/PFZpGvxYk6Qgef6uLopBOdZ7BM1dP8JNhv93XQ8yB1phDwoH5TzZw9po9XP5UA+1xl9tfbuHOGWUM2A4JVbSsGCHeLxGZKxO4CO6aUUrbgEPM8q75y7Y0+3JY6xdWe3E7xOOqJt8kxxCsnjeOVTvaWTGzgnu2tfkmwq0DDrdOL+Hqybk8v7iGiOHyfz5WQnPM4c22ON98Mcq7PTbXnVPE+RUhqiI6LnDb+d5rlAfWsZMtmXvFU/sBSameZFxKSmPF9nZfSzkttZF0JL0JZ8hc3MV24R9+38zEPHOYBMcPXssupZGWUdOFyBjHpjlR48RD5TcGRPbEtu0KX2Zk6HnX7e1l5awKxueaJBzP/ykd24eef8TUMo55ohYPR8rd5Ha8quZDsYGbpZSvCyHygNeEEJuALwPPSyn/KZWY/kfgVuBK4IzU3wzg/6X+HVP0OxqWK3m+MQbA7ReU8MK1NXh9ncQQ3gSsJ+ldtWvyTXQNVswsZ+Xr7dx9YRlBHVbPq6I0bBAyvNWI9BaNdEAVBoW/VW5cxKTKVNvxFYqhDNVtSjguv93Xw/ILyrjq6f3+dqfHr6wipHtbRep7LGZU5iARGWYBd77qVc2l27GpQa4BB/od39AvPZiZ+Zt9aqu1QqE4JUlrJ1amHL2vfKohY9yy/BVvK2J68CsQrLy0klLDwrWTBAEEIMGxPImxiKmTcBwenlNB84BLzIbm2KC+bUOvzZqdXdx0XjGbr5kIAgQCISQaEI05dCYcfwKarlDRU9V7nkkymeVOCsX7ENJcVs+r8hela/I9HduQ5hJyEsT1EL1JlzXzq3ClRBOC+U828JO546jONSkPG/7id7YxRsSQ3PBOHxeMi/ixmx5rpHcG1Pd4cjK6Bm93WuSVBMglPsrfjOJoyBMWkwtMnlhQTWvM9s3dV88bR9jU+Ovnmob1pRFTI+ng9XmpimXhgkTy5Y8W+TJv/ZbL33+yhIvG5fDx8hySDrybklVZOauCiXkmxSEdgWTlpZWEDXitJcFHS4KqX1SMGUKay5SCADs7EqzZ2cU/nj+YX5FS0mc57Otx/CRaOqHY2GsBgtvPLyXhuERjtj+/a4nZnFMaZPmMMv7lzXa+cHYh19TVZ7S1h95o56vnFgFQHjaI257J6v+7rJKITCBVGzkm3iuZK4VLVVj4EkGulPzy8ipKcgyCumBfjydxMXQuvmxLMytnVWC7kl9cXkV6raEsR+f5xhh/7kiyZn4VVREjQ0bt0blVaEj01Dh26Dl5uTpBhxs8ZlmJtOxF4aSP0OqY3LwlytN7+3xd6cqwkfHe3nfhGfZuqa1hf59NS0o29wtnFw7LD7pSZj3/jriTccyEC7knoK5ipJa4s566lPKglPL11O1e4C/AeOBqYE3qaWuARanbVwM/lx6vAoVCiHEn9MyPAtuFB1NGfs83xjj9Z3uZs87rqG7Z0oxE8C9vtmNL78det6AaHZclG5t4aHYlpSFBULiclq9jCEHY1P3AgUFB+rCp+1vl9nZbalunQnEIecLizvOLWLWjnXNLA3ztYyV85plGPlUdpuG6yXz7wjIO9NnEHfzO+NbpJf6FZeg21ztfbWPOunq6Eg626/JP29sxdc1bBArprNnpbeeGkd1Co1AoFGOFtHbiXTNKWbJx+LglbdqXntjpGpRoCVzbzno86bqUh2BygYktBYvrGrFlppP4iu3t3DitxNtZssbbWdIcs+mMO3zzpWbumlHKwX7v+WvmD1aoOK70q50MVX2k+IDkSItxEZ1H5lTyYm0Nj8ypZFxEJ0daaIZBU7/rm1kO2NJvD9W5JjHLoSxHzzAtSo8xepMO/ZbD32zOjN30WCMdv+k2VBE20HGJmJqqND2Jka5LlWkxKVdwVlGQyrDBipnlDNiSxYdUsl2/uYm7ZpTSb7kENIlmGPQS9PS7HUmuqdESc/z4+/oLUVpiDnNrcqnd0IieKrxIS2ZMf/xd5qyrpzXuMmC7SCRlOTohTQWUYuyQIy0CuvBj93PPNjF59W7mrq+nK+lVrJ6Wb+JKydbPnsaziyZSHtZZ/eculm5qoi3uYOoaj86t8vveNTu7CGiCz2xo5GsfK+aaLG1tydRCf9dI7YZGepIuzTEHhDK9PB4MNXRM4y36e+OyHGlRFTFYsrGJy9Y18MXnmuizXJa9FOWydQ1EY7Zf0Zze5VMe9hLHrQMOs9fWM3ttPbe/3MKW2hoev6KKSfkm//o/njnuipnlrJxVwaod7Qhkhhlh+lzWLajmGy9Gj0lWQmgacT3om6ye8W/1fGp9PTdOK/F39l1T18hdM0qzfhfSdSkUCSKGYNmWZhZOzsuaH7Qlw6qzV8/zxr5Dj6lp4rDG1sdiaDhSlcvvO2oXQpwGnAdsAyqklAfBS0ALIcpTTxsP7B/yssbUfQeP58keK4YGzzfGmJRvsnlxDc0xb4Vh1Y52vn1hGV0Jm4uqIkzKD/DCtTVEDHyX6Z6ky8d+sZeafJPff6aGG1+I8sAlFVlXdEyNjK1ySVccJo2vUJyaSNcl1NnEjy+bRJ8taI7ZfKo6zN9/soSYLbimbj8br5lIwpF8f3sb6xZUE3ckUkq/IulQs4CgBg29Fg++3sn/+VgJILnvj15yY/krLf57+1toVJtUKBSnCGntxPxAIOu4pTxspAxWPEf4HM1FOtknZ2ntubtfbWH5BWUUhjyZIseV/sTw+s1NvhzB84trEAJ0AY70qjuf3tvH9y/xzFfXzK/i1q0tvuRAUVDw/OIawCVmC0Kqr1Z8ANLJwLwSM9OwCGixTL/6DTK1dHUBzTGHX73dzR0zyvjetkHTosqwQdiUvNWRGbsvXltDY591iElRu2d2KVza45J+y/Wq8dU6yUmLdF1MN4Hu6qyYWc6SjU2smV+VtS+dUhhASkmB4RKTOv22RBPe+PSMggBLNzX5ZqrFIZ1+y0u+1fdYSCm56bwSX3IxHXt5JrQO2PQkdfICGjnSUuGkGDNI16XUsPj2hWV859XMfjNHlyAEd77SyvONMdYuqCbab/HQGx0smVrIYzu7iZgaQV1QEtJYMrWQVTvauXNGGZ1xh8qwlxI73LilO+H4u0YipsaSjU28WFtDeDS+iA8ZQw0dhxrQpU1KDzUH1DXBqh3t3DCtmPtnVqALr+CgJWb7u3xKQzo3b2lmxcxy/32e3tvHylmSYhFHCI0vnl2Y/T2zvN83XvSqi2GwgOxIzBzTVcoSaB2QHOwfNG1NH+v6zU2snFXhLyKeURjwK4/T1cyGBkJ6Cd6Q4VVyn1kUzBqvAU2w8vV2Ni+uQQA9SYeAJoZJhDT2WlzyRP2w3dZDjbmPxtBwpJLL74kQIhdYB3xTStkjxGFH+NkeOOx1b9euXVlvn2gmfOQc1i6opnZDI3X7+rlrRinnlAT50exK9nQn0YSgPGyQdDxtqx9eWklDr1eZkB/QfO3lmC15em8fN0wrzlre3hV3M7bKOYkBdu3ffVTnPJLfz5EwWuczffr0UXnfbIyF32QsnMPxoLc/TrMToCVmc8v0Ut7tTlIQ9LaUOtKb7KVlbO6YUcYj/93Olz9a5G/D6bc8k5NcIXmr09tWUpNvYmgQ0DXuu7ic219uGWYQcCxt8lDe77cY+7E7NodgYzXGx+p5ZeN4nOvYj98PFyf6MxZOOD3ruKUqYtARt1kytZCKHJ22hj0MxPozXpsTjhAsGQcBk6Z+i3/4ZAn3/lcrD82upCbf5IHtbcOSchVhA8t1ONjvcNm6Bl6srUETniZuU7/Nz3d28a3ppfziivEYAkIG/OC1dr72sRJ+/GYnXzsr56j7ahW7o89Y+dwH8WK/2bEzYj9dZVzfY3Ggz6IsR+eqSfl8b1srS6YWDiaWDZd3Oh0/dgO6IOZImvosBmzJDy+toCioY+rw/UsqyDEED73Rzt+c480ThBVn17sf7LsYK/E7Wr/hWImdoZRPOpPxuaEMebZD+9IcDXoPvEvb+EkIobG7K8GkggAP7+jgB7MqfTPVdGXb1ZNz/T70e9va+PtPlvDVc4uImBrdCYeioEbCkXQlYUKuoLdxL+8c0jfD2Pq+xkrswujlHMYaI/HZJ575ER6cVekX731/ext3ziijKlfjH6aXcvMnJdcNMW1b9omSwVyJKykI6ny8TOeh2ZW4UmJqgl9fNZ6Ek11OoDSkYwr4xkvNGdJajgu7dh/97z5W4nc04zX93jnhCJsXjEPqBsKxSbTty9r/pJ/7uTOqufbZg37yc/W8Km57uZWafJMnrqrmge1tvvxJmkPn5Uf6nvk1Z/uJ5TT1PRaxpM3BfYf/7nLCEeJF1Vz77H5Wzqpg2Zbmwy4WFod0/xx1J8Hv/qoCRw+yqyvJ3/4uSjRm88ynqwgHdK54ykv6vr1kStZ4nZhnsvLSSvb1JHnojQ6WX1DGv7/VyXOLJtKZcOiIO+SaghtfbPbff1FdI5sXlNG1fzeFE05n0YbMBPjQx+G9Y1fIERCKEUL0SinzDvOYCdQBz0kp/zl139vA7FTV8jjgRSnlWUKIH6duP37o89LH6+7uHvaBdu3axRlnnHH8P1gWhKbRg0nCgaQr0AS4EkxNErc8B96vnlvEmUVBbtkS5a4LywgIuOMPrSz7RAmT803e6bJY/koLv7qyip0dSYpDOhVhnYZeb8Wh33IZHzH4WirYVs+rYlxEP2rN5ZH8fo6E0TyfgoKCUa1dyha/o8VYi4ujZdeuXVSeeQ49FvRbkuKQTmOfN2BftqWZn8wdR44ukMCXnvMqPR65rJLH3+pi6UeLMDSBqQl04bJqRydzJuQCUBE2ePlAHxeNz+V721qH6aIfT83lI/ktxnrsFq4+MFKn8oHoWjp+tE9hGCdT2zte5zrW4/fDxImML69KI0AiNf5p7LO45feDenZpzeWafJOXamsolAPDXu9VTDT6CZEfXlpBfa9N3d4ePneW5/D+qeowt0wvxdQEjiv56Z86uOK0fF8775E5lYDXT7tS8plnDvh98xNXVfObd7r4/NmFbG3sY1Z1bkZfna40Sbockbaeit3RZSz1l0LT6JRBYrakJWb7WstJV1IY0PjMMweoDBv8+LJKei2X8rCBK70djyD58ZuDY4yIqRE2oChkcMuW5mFjjKFxPC6sE3fc/5+9Nw+Tqrr2/j97n3Nq7HksmqYbwSmoERMNRpRBGRTIVQaNuRmQOOQN0Rh/MT9v4jUxMZrXJF6nxOReEwkaE6OA4X1BZVAG0Ug0SkwkUQFpaJrqeaqu6Qz7/eNUHbrpxgE0gpzP8/QDNZ061b3OqrXXXuu7KJfvfR3wYdrvh227h5Pt9Kc5qyF1g+ufbeY/ziinOmKQsRW7EyY/39LB9z9dyTEh12e1qTAK+MJTe/jVeTHSjlswsbfP8irkxsXCPDA1RkVIY3fCHuBDA1KgSfg/27o5tjTE8aVBSgwHwxpckXe4/b4OR997uP2O/pX8Kz67kJKUMEjakLb35VkcxyFpuX+Oa9Y3e4nl+iKD+ybHCOuSYVGNooDkgb938dkTimlJ2WRtB10KpBAMi2q81W0N8LOPz6oFFF99pnlAHBNPWjx7cT1FTuqgP/vR7Hvh0OxlX5wmCGigEPRZiu1dWX6w2U0sL5tVyw9eaPX0jA92XZ4QQcYv2T0oifvcvBEUqANXLidEiPFL3Lkj6+fVM2lJA8tm1XLdxuZBx8onn/Pn2KuMAe85LhbmR+OrCGiCsx/dCcAzc+vQpeCL/fT4F02toTgo6M44BDRJdUTHclwb1wQ09dnUFuh89ok9AwriAHZcNpoykaZDBRn1mx2DPk/+cXh72/1XVS4/O9Sdwi1R/jXwj3xiOcf/AebjDgGcDyzvd//VQohHcAf5dfdPLB8O9CqDnb02x5cYpGxXf1mTbpvRrX9u59rTyqmKaBQacPekGCEN+izF18aWcefL7dw9Kcbla5u4f8ow2tMO//O3Tm78VDmdGcfTa8s7u8dm1OAgCEnHbV3ydX98fAYRjkRJWLCzx6Q6oqHnJnLn26rdtqgKHAV/uGC4OwlYwVdPLUMpkWuxdrjvr53MOKaIWFSjQHcnTn1mdDGagHsmxUhZDk9eVIchIaxBIVn/mvTx8Tlq2JcY3jfEb9msWh6dUYNC8LMt7V5iedHUGlfP0x74+i4VBGyenjPC9b9SYCtXr/bOCdXcsrmVJTNqKQ25vlwTkFIweUSBt+BbNLXG89P3bOng4uOKWTythmFRHVuBaTt8+eQyIhrMPa7I89X5RWtTUjH7INsBfY5e9tl/wwD7tx2HO//cwXfPrORPl9STtKAkAElbI2u7Gxi2cvjlq/tijJKAzFUr2fzqvBg3javkls2tPDy9hurovoT0VaeUEdIEhlBEDyKx7HP4IHWdTtvAdCAYhI60xT2TqmhLK29uT379V2AITwNTz6WI4kmLK56Oc++kKqoiBmVBmRvWp1MW0pEo9vTZDItI1s6uQwg3vm1Nmd76NBbVCGkOAceXw/A5/Ojfrp/XJK8tMNA0kGgUGormlD2g/X/pzFpiEQ0pIKoypDCYfkwhUx9345SVF45g4bq9bhdUWOPeLe08ceEIOjMOScuhPChwhMZD02sGDH9bNquWEmniu9wPB+U4riSFABzXNgzD4KTyIL87v4aghCLN4ueTXD3lvGzVwXxHvpNsx1AIKUla+2RW8h0o+VlO+29gVIYkz80b4UlrWUgWT6uhI21z+0vt3HB6OQvWuHFwvlr528+1cs/EahZPq6Eqoue68twNl6KAwnSgO2PRnLSpCGnc9qLb9deSNL1rJI+nca32aWDvnwDPP/5OHPRAPyHEqHf4OUYIUQSglJpxgMOMB74InCuE2JL7mYGbVJ4qhHgTmJq7DfAEsAPYBtwPLDzY8/+gyDo5yQvHQYE7uM9RFAZ0fnxONUZuMfSH17sxHcW4PzQwetF2rly7l++dWUki67bS1Rca3LK5le+cUUFRQB80zGH2ikYkUKJShOyMH1D6+ByAwurh7O1zB5uYjiIg3YEP155Wzr1b2pk/pgRNCGqibmu1g+C1jiz/34Zm2lMWDb2udvJVp5RxbLFBVHd3xesecAd1tqVtujI2Jz64gzEPusOkbCX8a9LHx+eoolcZXvANbqwyZ0Ujf2nJMHFJA5ecUMJLnxs5YPAZDBxy8sdt3QR1wa5emymP76IjbaEQXtvg8h0JIobgvGUNvNyS5up1cTrT7nT4RdNqWDO7jtHFBoaAhl6LK08pozKiMbLIIKILIhoUBDSiuqAoIJBS0CuCJLQw21I6f2k1Bw30b/X7nQAAIABJREFU8Yez+rwbDmT/RQGd75xRwQ9eaKUnqyg0FH02OcmDgTHGyCKdsqDksTe6uWlcpZcwTFkOd02MEYsaFAcEIU2gFAQ1QYlmYlhpP+Y4gpG6TqulIYRCl1AagGFRnawjh1z/vd5pklAGPRiENAhrDktn1hJPWnzqkQbueqWdjoxbRGE7kHUUSgj3tV0muxMW39wY583uLIUBnTsnxjix1KDQkJTqyrcln8OS/j52czzFpCXuQLTGXpO2tM3XNzSTMB3WzK7jzcuO5eHpNdyyuZW07SaWleNgKXd43/56+Le/1I4u4drTyvnOcy1YjuLKtXu55Mm9NPaaFAYEJ5UHefj84ay6qI7hUelqnWthOkWY0mNPISFCSF0nIUK0K/f+Pi1MWntvA9F83jvKcQjZGUpUinKRpkClcSyLApWhTKQpUAefK+uvwbzjstE8N2/EOxYc9CqDN7uyAwZP/3pKDfGk5c1yemP+aJ69uJ5jow6FKu1VQe9I6UzMDSG8bmMz90ys5mNlQc9O88P6NsdT3PZiG7GcJvjf2zNcvHIP4x9tIKQJ3urOAoKPlQUZFtX5rwkxQhJu/XP7oIF/+WQ5MORAw/6PvxOHUrm8DTd//XYl/UoIsR24XCk1qHpZKbXpbV5/3hDPV8DXDuJc/2VoUpCxFPNW7uWxGTWcP7KI659t9jTVKsM6RQHBZ0YXE9Vh/bx6bAe3pN9xuOTJOPVFBkFNMH9MCW1pG1MNLTCfdgTIEIXCr5D08TkQjhZkwZpdnFcbYVjUlawpCwmKgwZ3TYxhKUV7yqbXdIjqkqwDP9jcxq1nVXHbi23MH1OCLgWxiM7j27qZfVwxd02KcccEVyS/z3SIRXRPK72hx8R08Af5+fj4HFVknaFjlbKQq29/8cpGNsyrJxaWXgVJvhKpO2uzYkcPX/l4OW90Zvifv3XmBlHpWI7ydA7riww0Kbwgeyg/LYSiO+swvMAdoqIJEDh0Z9xOsraURV2hRjwFiaxDwlSkLIeF6+IH1MPzh7P6vBNZJYa0nba0TXfG5trTyigICBr7bIoDkuufbeGeidX0mQ4tSYs+0+GYYoO2lMUplRGe25Ng3dx6bAWGhCIDVjUkOKcmSrFK8+Y2t6XYsQ5wQj6HPVLXcTSDrIJiA5pTDmUhxZ4kRHVJc9Ia0qaihkQT0GdJpIDOtGJkkWTDvHoCEpIWnLesgcdm1FAR1pBCeMP88tVuV51SSkAKdnRnGVVsENQkJZqFlX13CQQfn381B4oxbOVWS35tbBk1UTepl5dGeHxWLdUBi7QKIDRBX0YNqYe/OZ5ytcg/4WqRFxiCNbPrkMKVjbEVpCybf3SYXLexOTdA2D3WgjX7qlBdKYZmT4ph6cxaykKSJMZByRb5HB4ox6FQmvRKVzKtVxoUvs3fM59LGGrwtELxRmeWL65qIp60ct1xEuU4uQ2U3Z6c0S1nVVIc1HDAs9Mbn2/x5o1UhDRspbj0yX3Sbw9Nr2HVzgTn1hVg5yqNe7IWJ/92p6e9L1FsmFePUgpDDKzq3n+g4Xut+j7obRSllFRKabl/h/wBSoCfAL842Pc5khBSIgQENHci465ey6uMLAtptCQtbtjUTJ+lcBRc9XScV1rSxJMWSVPx/c3txJMWj82oxVGKqojuve7CUQU8M7eO1+ePZuuXRrN+Xj2tKZPxS3axI6X7O2I+PgdACsUjF9Rw9dgyGhMWrSmTpCW46+V2MraiOWnT1GfxH5taaEnZCIG3s5i/drszNnv7TEYUBUlZilda0nxzYxwnVzkUT1rccHo54Dp/w78cfXx8PuIIKUmIIB0qSEIEieiu/xsXC7NsVi3r59Wz8sIROLm+wYYeE0epARUkvcrg5hdaqY7oLDiplOakRXVE47pPlHPdxmZ29Zo0JkwWTa3xpIwcNTDIzm/e1xbo7O0z2dHttgGmbYc3O1LoEmwkZSHJ3j6bnqyDrSRvdZu0pmwWrGnyqpfyC83+eO2APj79GGD/MkRIF0PaTkvSYmSRTnFQ46+tGTY1JgA3bvj6hmYy9j7bKgpIbv1zO1FdcGxpiF29Jm90ZkhZDhcs38PnnoqT9XMTHwk0w8DWNHqyDo6CtAPNSZuMLUlb7n1lIY2VF45gXCwMuLqbKy8cwehinZQNzUkLpRQIweZ4lraURZ+Vk8gYU0wsYtCRduhM2xhyn9/M250uBSeXB6kxTKJ2Ctv0E8s+hw+DY4x9PjYfZ2y6ZCSVYY3WtM2Va/cyf3UTGVtx+9lV3Dc5Rk1U0mnrpGxBwoJt/apJwa0oXTTVreJ8YGs3Nz7fwvGlQQoDGn9vz/D5p/bQmrR5o9NEIVi8tYtls2r55sY4GVt4iWXY160yf0yJd3vuykb+0ZGlLa1ICb8D6kglXwgxfsluRv1mB+OX7H7b/FtA7ssl3DmhmvXz6rnqlFIiOkxZtouZy3d7BWn9u+OyDsQiOqvn1LF4eg2m7crCfXtTM0tm1no+/LqNzaQtxQ2bmgnrgvsmx1g/r577pwwjKAW3vNjOqEXbmLKsgZ09JpevdYdRfvfMSq5dH6fuge1MXNJAZ8ahSLMHJY6V4xx01fcHmgJRSvUqpe4Huj/I9zkcEFLSZBpYDqzY3s3js2r5yV/avQVSvrT9m58sJ95noUm4/exqTioPYjmKpj6TL59cyqqL6nj0jS6aEhaxiBuMPt/Ux63jqwDBtMd3MebB7cxf3URAk5xXG/FbNn18DoCQkvaMImPD7BWNtCRd7XPHdvj3E0u4YVMzLUmLqojOT86ppjoi+cVf21mSay+cs6KR+aubqI7oLHqti6qITkAKTqkIcc+kGCVBd9qqnVsE5HepSzU/QPfx8fnoMlSgvTepWDd3BD8aX+XFPQvXxZFCMC4WdquOxcDy36wD88eUsKM7iyYFLUmLooDmzZjoSNvc/UoHUV1w1SmlVIYlpUHB0v2C7KAmeGhrFz1Zh2FRnRNKgxQFJGPKw2zvNpm0pIG0jZdItpXbDrt/Url/yyG893ZAn6ODQfb/2C7ifTYrLxwxwHZ+PaWG55v6CGgac1Y0Uh3RmDGqmG9ujHstsvk4I6hJnnorwffOrOS2F9u85N8JpUGKA3h65f5Gx5GP1HWSSidpuUVJPVnI5vyTO9FDMGlpA2Me3M7CdXF+NL6KL48p5kfjq/ifv3WStMB0oCVp8VaPBUpxTHGAspBOc9IiIBUzRhXyt/YMc1c28laPyfNNCZbNGug3w7qgTPf15H0OP4aKMZqSDo/NGM6Fowq49Sw3zjj70Z3MWL6bkoD0pGHyPrUmqtOZUZzzWAPburOY/apJ8346nrQYFtXYOK+eN+aP5kdnV5M2bb60qok5KxqJJy0qwxoji3SKDLervDQoWb4jgRQH7tbqfztqSC5e2Uja8SuPjlSGkr16u/xbXlpif3u0HefA3XFARIcfja/iyrV7OXGx6/9vPauKeNLmh5tbWXVRHS997hjWz6unPCSZP6aE+/7aQVVEZ/7qJqYt28VtL7bx9Jx6/nzpMdw/ZRiwb7MlaTos35Hw3nf2ikZaTON9LVI9pIF+QogxwM3AOUAZ0IE7vO/7SqnX8s9TSo0/lPc5EshKg7Au6UzbnFQR4Xf/7OK28VVEdMGGeW5bW8ZWJLLu9BpdwDc2NfPDT1cSi+i0pW1akhY/eamNb36ynJAuKDAgbcHCU8u8RdH+u2NPXDiCB7Z2+y2bPj5D0KsMZq/YzZMX1Q1oo75+UwvXnlbGT86pRgpBT9ZGCkXGFlw9tpyAhA3z6unKOOzoznLL5lauOqWU6ohOY8INHDQh+PxTe4nn2lnHlAfZOK+eUs3Esfw+VR8fn48u/Vv3wK20aOqzKAkFWbBm94BYZf7qJu6bHCOoSeR+00ACEqoiOt/c2MwjM4azeGsXd0yIea/fX/qi11RETRhe4MZWluMONgtIGD88wrefayWetFg/t565K/bw3XEVLFwX91pn84nkukKDPtNNqOw/ZCWvh3dcSYCIhi895jOI/e0/v0h7eHoNqy6q82L6e7e0c8/kGLt7XXmDAkOjOWmxfEeCeNLm/inDqCsw2N69b1DUurkjuHtSjIytsBzFL19tZ+Gp5e9qiJDP4Y+QkjbLQApX7sRWkniuY6Ohxx2kt7/O8oI1TWyYV8/EJQ08PL2G1pQ7oGnx1i6+c0YFSUvRmsoyuiRA1nYYHg0waWmDJ/OT96ObGgdKrVQYti+D4XNYMpSP/f4Lrdx+djV3Tox5Qy7zj138xB42XVzPc/PqyDpuTOAgOGeJ+7zhBQamo7xq0vVz60nbih3dWUqDkp6soj1tUxrU+PafWr3NvGWzamlMmJQGNT631l3zPZHbRMx3Ue0/+KwjbQ+63dBjYjvKz9UcoRxIkuVA+bcDSUukhMHKC0cQNSQdaZsVO3qZe1wRCkhrQbJKEtAc7pxQzYodvcwaVUhIFzwwdRhfXrMXB5i7spGXPjsCGdIoDGicWBZk6RvdA+LWIs2kNyu5cu3eAYMDv/pMfNBniCctQgWGOyDxfeBQBvodB7wAhIHvAP8G3Ji7/SchxAnvyxkeAUhdpyUNaUvxVo/JvVvaOasmSmvK5pXWDNeuj6MJCGtugrkwIFn2Zjf/Oa6S//xTK019JlVhjY9XhLhrYoxvPdtCSVCnLWUT0AW2EugH2B3TpPArGXx8DkD+y0ATg9uoA5okoAnW707gKDhv2W6O/Y3bJvJGl8m16+NYjuK1tjTLdyQ4riRAVFfYCgoMyQ9zel6/O384o4oNyjWTYpXyE8s+Pj4fefoH2uNiYW49y62oS1lqyFjlmOIA925pR+yXXC4UJrGITjxp8XRDgtvGVyFz/hrwfPZVp5Ty8YoQlWENKRw60rAnYXHesgZGPrCNTz/agC4F90ysJhbRaU/bbI6nvMpkADun3Xz7S+3YtqtvWxnWWDR14JCVh6bXcGp5gGo9S4HyB6X5DOZAC02EYP7qJlqSFmUhjf99diVZG0/eDuH+Px+PTFu2i/mrmwD4zbQa7pxQzXUbWtjVa5I0Hb68Zi8/fbkTR/Guhgj5HP70KiO3ceDaUb4CuT3ldk+kh/ChsYirPR+L6FRHXamVX/29g5vGuVXuCdPhuJIABYZAl4I9fdaAjoy8Hx1RFKSpz8KQUCoyWNnsh/Rb8PF5e/b3seNiYa4ZW84Nm1xJl6H8r+koClSaMpEGAbsS+zTLbQU/fanN60x9qyeLAPYmTLqzir+3Z7j0yT3MX93E/DElrJ9Xz32TY1SHNYYXGPzXy6506ZKZtSx6rZPF02owpPIkNQCve3Xx1i7v9q+n1HD7S+3uPC2/cPmIJSD3xaV53in/tr+0BMDepGLhurinaPC1sWWs253g359qYmunzTmPNXD2ozu5bmMzXz21jMVbu7zq/B+NryKiwVMXjaCxTzFhSQPH/mYbF/xxFzNHFfLJSsOLWx3LGjSEsCbiynHt/xlakpZXOf1+cChm/m3gIaXUZ5RSi5RSq5RSDyilPgMsBv7j/TnFw59O26A1ZbO9O8virV1cM3agFMZ3z6xEE4o9fTbDogZlKsnZtQX84XW3unl4gYGhCSKaw6VP7iGedGUzwoZG0oT/frUdR8GFowo8HcNls2q5cFQBjsJv2fTxOQAB6V43hsQLAPLtgFlbsbvXZOKIKM1Ji8XTalg2q5ZYrrXka2PLmLuykc9/rIT6IgMh4KvPNBM1JIaEGz9VybMX1zO6SFJj+NXKPj4+Rw9537psVi2/Pb+Ge7e0850zKtAEbLpkJMtm1Xo6ofng9eYzKwfFKspxqDJMHp9Vyy0vtpM0FXtyGsv921bDuqQrY7EnYQISTQq6MjaxiNuA19Bj8sVVTaRsxXfHVbCr132f/hrKP36pzWub/cLqvQgUtYU6x5carJ9Xz8MXDOfUCj+pfLShGQZdIkybCtMlwmjGO8vMRXTBsxfXe3NQVs+p48JRBd5GyZwVjdz5cjthXUMpxeKtXdx+djXbu7Kednh/+45FdX7yUhtzVjSyfEeCL65qojvrcMPp5d4ch0OZdu/z4dLfxjLKHcKnS7Add+Do4q1dCGD5rFoMDd7oZ1dfHlPMw+fXoBD8/oLh3vPPH1nEm50p7poU86oyW5I2X1zV5G1g9Jf56R/7hqTj25LPB46QElMPerbfLcJI/Z2b5oWU6JrkH18azevzR/PnS+tZPK2GooDkx+dU05ayhk70iX2vT9n7NvIAGhMmTzcm+cVfO3jiwhEcX2IQ1gXn1RewrZ9f7i9jMCyq4yiIGvCdT1Wybm49w6MaZ9VEuWFTC7t73Y2a1bPr+MeXRrN2dh2PvN7Ftz5ZzhvzR3Pf5JjXkfL4rFoKhb+Zc6SSl7k4FMm0oaQ1fvBCKwtPLWfxtBpSljMgpp23cqB+94I1TQgpKNTFoOPMXtGI5TDAr++f3A4rN9beX7pr8dau97VI9VBkMSYCUw7w2B3AukM49hGFIRXDCwy+8NQebj2rinu3tHtTHGMRnaDmgIKRBZJCkeGNbTv42Mknc/XYcq+lsyNt8dVnmoknLRZNrcEQEE+5Q2kWnFTKqp093Dq+yjOkoCa4bXwV1SHQbb+SwcdnKIo0m9vGV5E0HWJRjfsmx4gakj7TIaoLvr6hmYem13ht03lHe+PzLdQWGF4r9bJZtQSk4M6JMTQU//VyO1ePLafISQHg9w34+PgcTRRpNjeNq+SWza38+Jxqrj2tjD5Lcduzzd6AvcXTavjV3zuYcUwRx5cYRA+QHFOOQ1jX+O30GkpCGl94Ks49E6sH+OvqiIbjKKQQXjtsf3+dH4xSFdGRAuavcqtB88N6Fqxp4oGt3ZSFJOvn1mMpMB13SrZhpfedjOP7848qQkp6leG1TBcKE6lpvN4rmLuygVhE57vjKhhTFkAKHdtRXisr4L220ICOjMJ0YNrjuzxbfGbuCATw9Jx6KkLQlXWrUhsTJjd+qgKEq/e5/zqhOqLz36+28+8nlvBaR3aALetSeHMcHH//+ohDSImjG7zeo5i7soErxhSz4KQSmhIWdQUahiZpTVpce1o5j73ZzWUnldLQY3kyiE9dOJybzqwkayuqwtCeBk0orj2tnLtfcQfGpy2HsC4Ja4KghieDsb/Mz+iSAGFNkLQcwsr0/ZzPITGUP93/8XbHoD2pmNfPvx5bEiCq6xSyT26q/7EKDeg2Jb1Zm4Am3A0YKZn+x13eMUaXBFg7u47rn21m+Y6E1/IvJSQJY+ZyK/nhe3NWNHLT8608NL2GO/7Szp4+C00YbO/OUBbShvTLsYhORIcNjQnOGR5Fohi1aAc7FhzLdRubaegx+fZzrdx6VpX3PXDhqAJ+OiGGoxSNCRNDE9wxoZrhBToVuoVt+rmaI5UDyVy8l/zbgarx949pf/fPLmaNKqQspDEsqjMuFvbiAttR2Groyv13kshVjsOxUYen59QTT1qedFe+8OP9kts6lORyJbDzAI/tAioO4dhHDEJK4kmHvX2W11Z5w+nllIU0ujM2I4t0CpWJUq7x5f9wPZbEdBTXb2zmO2dU0Ja2uf3sKvpMh6qIxls97hTz6zY2s2hqDbOPK2Jbl8XCdXHPuWpCkLAFJR/i5/fxOZzpcXQyto2jBKnMPg2sjK34+gZ3M+fNruyA3b/L17r6oHkpDUNCaVCyO+E64sVbu7j2tHJC0gH7QO/s4+Pj89Glx9a4ZXMLd0yoQiGoLTD41rPNXDO2nMvXNnkLrTsmxOjK2GQdiA4R9Aop6SHIf2yKc83Yct7ozBBPWnx9QzM3nF5ONFecFNIF27stTz8O9vnrOydUM2dFI/VFBroAKfa1/sWTFlURzdNn7sna9JkONz7fws1nVhKwLT/J8hFEMwx6lVt1BoCCtE2uKxBSlkNCBjEtvMRyPrmQj8nzGxsfKzPozihP/3Prl0bTnrJIWQ6Lp9XQkbZ5rS1NR1rxw81x/vu8KrZ1K+audOeiPPFWL5eeUML2ruyQ64Ss7fDTlzt5bFtikC3XFuiU+XMcjiikrpNQBmEd+iwwTdfGzquNcO3YEtoyDqUhjeaUQ32hJKxLhHD48sllvNWd5X/+1smdE6qZUBNAId1cgS7Y3m3TnLQoCkgKDHfAadSQ7Og2qS/UyTqwt88aIIORT5SVhTRakxYjCg1qjPeWEPHx2R+p66QwsGx3GWQq6BEGNSd+HE136LUlWRvStmLeyt2ef83HBvmqz1Fh16/tSOlctMJ93s8nx7hlc9yLJe6cUM3irV3cP2UYIwoMdnRnmb+qiXjS4rEZtdw0roLCgEZYE3RkHDrSFl9c1UQsovOj8VX8/p9drM/pjBcY8L0zK5mdq/qsLzJYdVHdkH55WFSjz4QTysLYSlBouLJaD/+ji6Uza5m7spHN8RT3bmnn6Tn1ANhKIXD4/59tGZD0dhPLfof5kY5yHFeX2J26+p6TsXlpjXwMe8Pp++JlcGPae7e0c+OnKrn4icZBRRTxpEVAuLrdQ2l9B6R6x+oIx7Ko1BxCBQY1kSCfmlT1npPk78Qhqb8oNfSvVbmZ1KMiXncHhjV600f7t1NUR3R0oYb8g2UciPdZfPOT5QOmQo8uDhDW4fpnWygLaV4ZvK0EC9Y0cdMZ5fzi3BgL18U58cHtTHisgR0p/X2d8ujj81HBUYLCgM7clY1c/2wLQU0yf/W+CcDLZtXyg81tA17T0GMyuiRAS9Ji6cxa/tSUoDVp052xKQtpXHVKKcOiGmHlBwo+Pj5HJwq4Zmw5r3eaXL8xjhDuFPXL1zZxXm2EbZeN4ntnVnLesgZO//1bTFwyMFYRUpLWgjSZBhkb77VDxVKFAVc3ua7QGLJaoyykUV9ksGhqDbqE2/7cysZ59Wy77FjWz6un0JBYjkNv1qYooFEeEvx8UpWvX/sRRTMMdqclfVmHnqxDS9Lma+vi7OrNEhCKlOWQtFzNbjNXSZRf5OUr8POaiOt2J9ClHNCCGtIgpMsBuomf/1gJP9zcyh0Tqkjbkrkr3eff8Zd2vvLxcuauHHqdENQk336uFRhsyyFNUCoyfmL5CELqOo0ZDU04NPU52ArPxm4+s5wuE/7RYXLjcy0kTIekpQjpUBbUCEhBdUTjmrHl7O7JkHXcTZDmlEOPiWdDATl4ly5iaAPWov1lMNKWYkFuTVph2L7P8zkkhJR0Oxq7EzYTlzRw3G+28Y0NcdK2JKjB7iT8s8OkJWkjxUD/2j+JdtGKRnqVMUAq4I5zqpibkwK4d0s7908ZxierQnzvzEquXLuXjz24nYXr4tx+dhWxiM7FTzTSnLTZ1pUlmdMq/+Iq9302x1N8+7kWJo8oQKHQJaQsvMRy/jxu2NTMYzNqB+VvlFJEdYhFNHYnLJK25I+zavnV1m6efKuXdXPdGOPuSTFKAw6OlSWqKaoMm59PqvJ0bkeH/cSyj0uhGChLURXRB8W088eUeIll2FdE8d1xFZ4Mx6FKdOwvl/F+fyccSuVyRAix8QCPCdzBfh958iXuDT2mt0tcFtKoieqENEHYyQyZZbcdV1z+hk0t3HJWJbUFBpqAPQl3lyKetLxpo24ZPNx0RjkTRxQwZVnDIAf93LwR79uURx+fIx0hJZZm4FjQmZvSu/81mq8MGkrcPiAFI4sMVu1MUBbWiUV1KiM6SkFQKgpF1g/QfXx8jlocJJev3c3iaTUs35HgW580OabI4LEZNUghaUzYzF89eDH53MV16JqiKakAh5KgG4bmg+z9/fTwAgOBg6UEgdwA4/2rNYZFde6bHKMqrPHDzW083Zjk0q4sV67dy1MXjaBQF9gIKkPQ1bidiuE1wHuvOvE5Mmi3dEKaQ0iT2Aoe+Hs7t413OwN7TXAQNPS42pcVYZ36IsMr5hheYDDtcbf9euW/Daco6FbgDVwACuatHLj4yzqKa08rQwrpJRMBHtjazcJTyw64TvjiqiY2x115rf62PCyqUaKZOJYfZxxJpDCoDJGTCnDI2q6m8vWfKCViSLoyEDUky3ckWL4jAbit0TecXs5plSEihsYtm5u579wYWQccBTt7MowuCXg29PUNzfxofCXHlgTQhECT7vOGsrFhUZ0v5ao8o7rwB/j5HDIJgugSIoZi08V1uU4hm/9+tZ2vjS3nrW6TheviPHHhCBzFAP/aH6+Nn30t/tVRPbeRrPOtT1bw+VV7uH/KsEEdS/NXN3H/lGFMW7aL0SUBElmbgMaAAb7gDgSeuXw36+fVM7xApzlpDzqP5TsS3DSugvsmxzihNIgmoVAHSym+8nQzd02M0ZK0iEX0gbIIwqFQ5io+Teje+SZVxx2HY0EB1kFXt/p8dNlflqI0KAfFtEMlnBt6TE4sDVCh7cs9HKpExwfJoSSXL3+Hx391CMc+Yuhf4r45nvLa2Z6eUz9kYCh1nWHHn4wJ9JkO8aTFtGW7vMfriwwWT6vxSuDz9xkaTKkvIGU5XtDQkba5/aV2NsdT76iz4uNztOC2WRsk0hDQGOC8+1+j6+fVk7EdT48r337y2Mxafri5lQe2dgPu9bdubj1p2+GBv3fyjbGlh40D9/lwKFm05z2/pmvB8A/gTHx8Phxsx10Q5gfmPfBaF18bW0ZBQOeCP+7imbl13D9l2ICN89/+oxtTCVK2IGtbFAYkTX0WsYikIrfht7+fzssEwL4Bgv399eOzajFyjVuXr91LPGnxx1m1/KU5xZ0TqmlPO0QKdMo1tzpjb7LvQ/yt+XzQCClzQ50knRmHQkNy1SllvNnlJtWyDlSENaI5o8m3ODfnBj/ZCmIRnV+dF6MspNFngVJqwAKwIz0wQTEuFs5tSAfIOoqQNnATZFevOaRtr5ld521u5205osGp5QaFwk8sH2lIXafXdBBCEpBgKkFYg9fbUyw8tZTOjJto7jOdAfaRrzB+5IIaaqI6132inKwD+T9/1JDYjhpgQ+cu3eXFsbbjENCGjnPvnFDt+cQChi55P0WcAAAgAElEQVR28vF5t0hdRyjYk7B55PUuPntCCS1Jy0smZ2zlJXhTlkNpSLJkZq03WG/INn725VE04frOgtwmy6KpwzimOMCTF9XRmDC56flWT3u2tsBwKzcV9GQdmpP2gGP1f58+00EiDngezUmbqojOrt4sd7/SwVWnlAJw07hKdOkOZL1nUuyQZRF8fPrLUli2zeOzagfItMQi+pA2GpRq8LC+w9QWD1pLQSm1+O1+gBffx/M8bBmqNP3xWbVUGYM10qSu80ZC8td2k2+sjzO8QB8wEb2+yGDZrFrqC3Xu3eImjfPHe/C1LiYuaSBpKZ5v6vNa8W49q4oLRxW8r1MefXyOZHqVgaNcHboCw9193v86+935wzEk/PLVTipCgrVz6tl0yUiWzKglqguebkx6z106sxZHOSgFXzm5FOXv4vj4+BzlBKSb7Lj9pXYWT6th7nFFzFnRSEiDRVOH0ZVxuHLtXsY8uJ1pj++iwJAsPLWMSbk22s8+uYfmpE3Scvjlq53oUvHYzIGx1NKZtSze2uXdvmlcJXUFGn+4YDj/nD+aZ+bW83pHCkcpxpQFefj84WyYV8/GxgRjq8Jct7GZsx/dyYQlvnzY0YCQkh0pV3s2Y8POHhMHaEm5+slRQ9KStHCUm+DrMx1+tbWbxt4sYyuDLJvlJkF+ek4VAV2SsaE5adGYMAfEEPlE9LhYmGfm1vGzyTEmL20gbStsR/GnpgRL+9ny4q1dA27XFxk8PH04//vFNu6bHGN7v/bpQvXBtKn6fPB02gZZR5C1FRkbpHALkD5WESZtC5qTFo5yGJmTPelvDw9Nr8GQAhDMX93kDjET+5LRi17rHGRDS2fWUmRAUIMSOfRa9IyqIM/NG+FLAPm8L7g27kq0LDiplHkrG71ksiYFtqO8zZNdvRYrtvcyPKpxaoXrX4dq4++fR3GUw6KpNUQNuHNiNUUBjUlLGhjz4HauXLuX28+uYlws7HWePjajlhs2NSOF4Aeb2zim2Bh0nSyaWkNlWCOkw8fKAgNkCfJ5l6KA5Op1cRas2cu1p5VzTLHBSWUBigOCu1/p4KZxlZRqvrSFz/tDXpaidfs/GJ2rQM7LqFQZhyZ5cThwKJXLgxBClAOfAy4DTgGC7+fxD0cOND1yqIqDTttg7soGr4309KoQXz65hPVz6zEdRVBzk1a6hB+eVcVPzqnG0AQlATipIkQs0secFY2suqiOZ5vSbI6nuHxtE0/PqadQZA6rXQsfnw8aISVZaZB0JGZ+UI9UZC1wgJFFOr1Z+I9NLVx7WhmrZ9dhK2hJWlRHJB0pmxnHFHHvlk6+PraU2gIdy8GdDpwb/qRLWNuQ4Iqn414Fsx+e+/j4HO3kF4Q3v9BK1lEcXxrk/inDSNuKlKVYsGagbEBrymbhuviA+xasaWLR1GFccnwJv3y1k4WnluUq8cDQ3NbUuyfFuGOC64vDGqRsRWlII6oLDKk4q6YA0wEEGEKxvdvklMqwp3mbf6+8fJjPkU1+kFTKdis7DQklZeUAOe3O3azNDVeKGtL7zs/H14u3dvHDT1dSX2SQNN1ExoI1rk74jeMqqI5omDbs6bOojujeEN+bxlXw+KzhlAZ1pIB1c0eQtQUK2NGdJRbRaUyYrN7Zy+dOLOGNjtSAOKJAh2cvrqcj7bCjO8s3n21mczzFA1u72XHZaDeh7MfwRwyaYdBh6/tiT01hmm5CWeDel7WgoTtDVTSIFK4d7u6x+PSwKKC8mLQxYfKtZ1t4+PwaHOV2hHSmbZ5vSjD72EJGFhnMOKaIR17vYu2cegSuTYU0MB1FEe6ac1RYHrBN2rctn4NBSEmvMghokLSlV02fTyb3716yHcWi1zpZcFIpi6bWcPcr7Vwztpz/ermdBSeVUhaUbJhXj1IKQwy0z3weJawLKNRoTbmbfz3ZfUNTb3+pnfmr3YHrYV0iheKXr3Zwzdhy+kyHWM53V0W0QV1T16xv4ZfnxmhPOxxX4lb0f6wsyI7uLE/s6OXSE4r57fk16FLsu1iEIKgJrh5bToVhY2V97Xuf95/9K5Adi7f15UcCh1zGIYTQhRAXCSEeB5qAu4E1wMhDPfaRwrsVxjb3ayO99MRiznq0AYVC4VZYKlw95sKApCggUMohYUJQE9wzsZpYRKctbXPD6W4w7baRDD000Mfno4rUdZLSACFR+eGoCnpNBTkNurCu0Zu1uWZsOXe/0sGehIkuYHiBAUiufDpOaVAyeUQBOflFAtJtmy3QIWrAZ5/YwxVPx4Gc9rlypwH7+Pj4HM0ox+HYAsUdE2JUhjSytkNJQEMiGFk0WDPuQJqLRQGNiCH49xNLcJSbAAzrENFgZ69FynKIGm411L/93z3U/dqthN7WbfLc3gwTljTQkrLoStvUP7CdBWv2UhzUWDpzOMtm1TIuFvbey9V39DlS0QyDLlsjlydG5X6iVcOQuu7NQLEdhaNcmzGkm1CuCGlUhjWuPa2c//xTK0nTpiaqc3ypKy1w47hKggIKVQYnl5B2lNsOfc3Ycp7b04ejBJOWNnDJE3tI27C9O0ufaXNMcYAHp9dQaAguGl3M7//ZxadiUSzHTTIa0o3vUQ4X/t/dzFnROEBn2e88PLLQAwFaTIkh3SFhlgNpW2DktI9bkhYBCY7jUBkNeprIzzf1cXqsgNc6sixYs5cTFm93OzuW7SKetFAItJyu/NXr45wxLMrj23qpDEtOKDX42thyBK7cm6Mcwk6GkJXel0D+gIc0+Rxd5DtBlm7rpTUNr7Vn0KW7sZFPJue7l349pYZFr3Xy2RNKWPRaJyOLdO6aFOP4EoNrxpYT0QWGUJSKDKUMtk/lOBQKk86soDFh8/0XWolFNY4pDhCL6pxYFuRX58Vc3ePiAAWG4PNP7eWBrd3c+HwLw6Ia3z2zku/+qQVb4XVNnbB4O+cuda+v4qDG5WubUMB1G5u5bHUTUUPyq63dfGFVE290ZinUFUII7FwsEtShTDN9rXKffylHui8/6OSyEOJ0IcS9QBxXX7kZmAq0Ancqpfa+P6f40cHIBQ15Ryxwd/10CVIoMraiJWnxt/YMO3tM/tKSoTPj0JZyd8uKQxoPTa8hazuUhTTAdfBSCBIi5Ld8+hwVCClJYaCQJKx91UudGYusA+AQkG47YXFQozwkuW18FSCY+vguvvDUHrKOIp60+F/PxCkOSAKa4LX2DBc/sYeJSxrY2Wvz6Ovd3gIQ3GtNExAQ/kLQx8fn6EZIyZsJwTc3xmlPO8xYvptPPfIW0/+4i7Tt6iPnueXMCmJR3Wvzy5Mf9DNz+W4+8bu3+PxTe2hPWWxpzfBah8nePpverEN7WvGd51o8qTBXqkjx8YoQD0+v4fYX23irX5XynBWN7Oq1POmwfButn8Q7chFS0u3oBHXoyjoopQho7vd/xpEklEEgp3X845fa0HOyLRnL4eYzK7ntxTYSpsOoXNKjLGQgcJPJpSpFOSkKlJuoC+Y0NrOWw3+Oq+TeLe18ZnQxc1c2csWYYv7PZ4aTthT/87dOujKKC/64ixMWb+fSJ5swJMw7rhhLweudGS59Yg9nPdrA39stbn7Bjf2P5HbXox0hJX2ORljDq3DMuzVDunJBpSENoRyEECilUErhOA5f+Xg5zUmLH2xuG2QHS2bWsr0zRW/W4aHpNcSTFtdtaObY0hAdGUXSVNzyQivnLWsAoFweWZVsPkcevQS4aEUjc44rpjlp05MxkcIhIB2Wzqxl0WudLJlZSzxpcePzLUweUUBNRHL12HJs5RZilmgmxSo1ZEJ5f1LCIKwpRhYZ/OLcGN0533ri4u1c8MddpB34xbnV6AIihvT06uNJi8KAzpwVjcwfU0JX2h50ff16Sg35wYFBDe+8b9jUwn2TYzw0vYZTKoKkLIWOQ6WWoUSlCJqpQRKnPj4+b8+hyGL8GWgHvg48qpSyAITwMy8HolQzWTqzlrkrG7nx+RYemTE8l7ASdKZtdAnVEZ2SoIaV2/3WhSCgCRau2+OJfT9ywXBSluPpdMX7LG57sY2bz6z0dbV8PvKkZIDOjMPePpsFa5q86+KJC0dQEZakLAhKaE7azF7RyMPTa2jqc1i4Lk4sonPPxGraUxZLZtYyb2UjZz/WwPWfKGXhqeU8mNO9u++v7Xzl4+X815Yu7/hLZ9ZiSIdCTL/F0MfH56imVxnMXrGbOydUc/napgESFHNWNLJ2dh2XHl/AWcMLyFiKxl6TxdNqmL96n89+fFYtumDAYKuvrWvmlrMqqS0wkLmW1l++2s78MSVc94nyXKusTUCTvNqW5rqNzSyZWcsv/trhnVtDj+lVSl++1m2jrYnqFAoTv+rhyKRXBVCARFIcgD4Lsrab0PtTU4LqaJC6Qs0bjgPww7MqUAhKgvCzyTEyNqicDm6RbmGb5qABZ0JKdKH47pmV/OefWrnxU+XcNTGGreCKMcXMOa6Izoxi9orGIW3/thfbuHNijKztMKY8yC/PdVu4b9jUzPIdCdrTNqsuqkOXgpCmKCTrx+xHEAmCoCCkSd7qsXmzM8FxpWHakllOLA9TaEgKDHKDIaHXhJ9taeeyk0pRyi0gyifj8sPZ+0yHsKY4oTzMpCUNnFcb4Zm59SjlFkk0Jkyuf7aFeNLioek1brm+34Th8wEipCRtuwVwloK7X2nnjgkx+kybqC44pkjj6rHlBORAGcGs4/CNDc1ce1o5J5Qa79q3SV0naUF72mHeykaeuHDEIGmreSsb2TCvnh3dWYZFde99s46iO2N73/tv9Zgs3trFnROqqSvUqQpLHCQSaPjysWQsRUlQ8ORFdUjhdhVYyqElqTj99zu9TT8/n+Ljc3AcSqnrD4Bu4H7gt0KIzwghdHhvw2iFEA8IIVqEEH/vd9/NQog9QogtuZ8Z/R77thBimxDidSHE9EM4/385jmVxfIHD+jkj+N35wwlIeGzGcBSQMBWzV+zhkif28GZXFilgZJFBeVjj/D/uHuBgL31yD8eWBHILJo3bXmxj/pgSLlrRSK8y3v4kfHyOYISUpGzBjm5XrzMW0Xlmbh2bP1tHUQB299pMXNLAxqa0N321Oqp7AyfumlhFn6X4wqomrl4X577JMf45fzRXnFzG557cwwmLt5O2FT99uRNdKDbMq2fbZceyYV49xxQKivCrRXx8fHzyEgQHkrsoDsJxpWEmPNbA8Yu384VVTYQ1wf1ThrHpkpHuZmBIw4EBFc2b4ymuXLuXjO1w3YY4EUPydGPSrUpa3URQk9z9SgfVEZ1jigxWXVTHDze3MmtUoXeM+iKDjrTtncuJpQF/oXiEk8l1KKVth4bc9/xxv9nm/lsaJmtZvN5pUlegsXZOPV8+uZQX4hkWPhOnodcmJB0qRIpSlSJqp7DNwdXC+TbwcY/upjtjc9UppdhKkLHd6tPPf6yEnT0mbWl7SNsfFwtzzdhyJi9t4MQHdzBpSQPtaYcfv+TG6JsuGclt46uYv7qJeNLCVsK3ySMEqesktTAp2/V9lgOVYcmnawrIWhYVkQATlzTwWkeW7d0WC5+J89e2LAEJ/35iCb95rRNdChZv7WLxNLcyub9P06VGxlbEIjpXnFLKuUsbOPY32/jGhjiVYZ27JlZz3+QYlqOIJ21/refzgSGkpJsgjlI5+QuYP6aEeNKiMqThIOnIuPKBXVmHoKbIOg6vtWdo6HX9ZlVEw1bqXdmpkJIW0yBtC+blEsp5Pef+NPSYWA7UFwVczWXcGTlFBpSHNO97Py9ltHhrF0EpaEkpfralnXjSZsKSBkYu2s71G1uQQGfa5q3uLPE+m4ihee9z0YpGegl8AL9dH5+PPgedXFZK3ayUOha4AEgAv8WVyCjDHeb3bvkNcP4Q99+plBqb+3kCQAgxBrgUOCn3mvuEENrBfoYPA8eyaNv2d8pFikJhMiyqYzp4FZib4ylmLt/N9Md3oYC0xZAO1nTgB5vb6M0qrhlbTl2h7msK+nzk6VUBLMcd1HPFmGKWzhxOfZFO0hKYjmTuykZiEZ1TyoMsnlbDslm16ELQZzpc/4lSYlFjyGtNCLyWa024yQlDKEpUigqRokSl0MwjT/fIx8fH5/1CSElCBOlQQTQpvcXcUHIXSUsMqjy65Mk9JLIOZz+6k86MQ8ZWLN/WPWi6+9KZtZQGJT+dEKMmKlkzu45Nl4zkzgnV3Lulnf8cV8l/v9pOZ8ahqc9k+Y4EVRHde/2vp9Rw+0vt3u2g9OdSHOmEdEHaxvue729Xc1c2cmJ5mOqIRtICTbjScWPKg/zo7GrKQoKA887SE+5AQPfYv/1HN6OLA9gKdiVMLOVgKzf2aElaQ9r+DaeXD6pkvnxtE7NGFTJnRSNnP7qT1pRNPGnRkrTcQZQ+hz16IEBWGBToroZ2UMKePpukpRBATWHQs8lvP9eKLuCmcRUUBzVeac3wu3928ZVTygDF986s5M6X23l4eg2vzx/NfZNj3Ph8C0KA7ShuP7uKzz25x7Oh5TsSTP/jLvb2WcxcvpuAJikKSH+t5/OBoBkGphYka7sV84um1tCTtamK6FSHBQ0Jm2vXx/lbW5qEBW91m/yvp5uxbeXpIx9THCCiQ0vSfld2mhIBTEch+3Ux5fWc+1NfZGBIKMddkxWpFBE7RYGTplw3eXxWrZdYvndLO7eNr0LTJLdsbuWKk8u4+InGt72utH6n2tBjkraFLzfq43MQHPJVo5TaqJS6AogB1wIbgFVCiD+/29cDHe/4RJcLgUeUUhml1FvANuBTB3HahwWOZWEryNhqyASy7ewTzu+Pq7MM380FL/duaSesS19T0OcjT8Zxg46igGDGqEL+2pZBF4KsrbAVnFcbYfG0GppTtreDrUuoL9T53IklpK0DXGvKva4WTa2hJWn5Oog+Pj4+/ZC6TqsdZGfCYUtblnu3tHuLuby+4ZfHFLP1S6PZmGtXHcrXluUqjKojOkIort3YyiOvd3ldIk9eVOfJHvytLc2Zf9jFF1c1URnWGBbVuW18FQLFWTVRvv1cC1K4OrulQcm2y47l6Tn13Lul3dss9H35RwNbudWithrariwHIoZbCX/fXzsJSJGTv1DvWp8260AsorN6Th3fOr2C7d1ZvrmxmSvX7iVpufF4n+l4Nt/f9gFqC4wD2jy4MUaf6fDYjFovNvE5vJG6TocpsJVDe9aVVDEVfP+FVgwpUYDpDJT2+fqGZsK6ZM6KRqKG5Kcvd/KFVU1sac3gKMXtZ1cTixoUBQQnlQf53fnDCWqCRa91MqLwwDZUX2RQEdIIafhrPZ/3Hc0wSChJc8pBk3D3Kx1Edbc4p65ARwiNH7zQyjVjy7luYzNmrtBn+Y4EVzwd558dGeJ9Fv/syKALSXPSHtJO+29SJ0SIzqxiR3cWR+3Ld9zxl3aWDLHpXKYP1j8WUtJja5QEJPdMijGmTOe+c2OEdIkUbtV1vtukP/tfV3sS+x6vLzJw3mXltY+Pz0CE+gDEQ4UQw4EvKKVuz93+nFLq92/z/JHACqXUybnbNwOXAT3AS8A3lVKdQoifAS8opX6be96vgSeVUkvyx+ru7vY+0Jtvvvn+frAPgJLRJ/NWr8WVa/cOcHz1RQYb5tWjC8UbXdYAbdlFU2s4vtQgabrTsN/qMaktMNAlBNp2kkr2fYif6Mjm9NNP/1DLAY40+/1XU3HsKfz81Q6uGVvOhCUNLJ7mLuy2tmf4eEWQvUmbi3MVJPkKttfaknxmdDGTlzZw/5RhQ15ra+e4GohpyyGisvQ27znirqPD3XbP2BT5l57Pu+XFs5Pv+TUH81kO5n2OJg53+z2aCUeiZMpHMmc/39qazHBGrIDerE15yG0/nbvS1aL9xP9j783j5KrqvP/3OXerrauru7q6O52GhiwsASFRNEEwJsPijIkDJmFcZxD8PY4jgzw8+htXUMdtmIFBQBmdUSEz8zw6GraZBHWABxJBjSIgQkQTQjrpJJ3e19ruvec8f5zqSjrpQJbO0sl9v1796q7qqrtUfe/3nvM93+/n2xjjrava9/G1dy9upjlpMy1hsWM04ILvbeHaObV84cIcF//QvP6Va2ZRCDV9xZCLf7AFgPuXtnLjul0Tbs+zJHc918ut89OUenfiZaehLRsRBpR6dx5xXx7Z7pGnbtZ52NLoYy6+b1+7WruiDV9pkrZgQ59ftYeBbZsOeB+Np5/By3lr3Hj7O5e28JmfGb3b/3zHdGxpgiZ3PGt0wE9PO2RiFpYOKWuLS+7f99huX9hU1QYfLofUVfqqTPdCtm96aVI/p0PhWNrv8W67DbPPRWOCVOVQU+8JBsrwfE+ReY0xVEUXeW9f9+SfncbFP9iyX7/10xVt9BTDqnzbx19fx7Xn1pGw5X79Zi5u883n+/j0m3IUd7w85caoR4LI904O8USSWMtMbAnbhn1mZhw6R0O+8Iturp6T4fWNMTpGTMXFmD1vuXYWL/aW+MjjnRP640KgCDtfGWen8USSYl0ry3/UOS6m8e+/G+DGefUUFVVpjI+/vo7r5mariXZuYYDt27buc9x7b+/hd7RQDCHummqmvmI47rj3PM67FzeTS9jUeYKPr+vioc0j1WMCTWscBrccOR8d+d6Iqcqr2e4RCS7vsxMhhrTW6Vf5/2mMDy43AT0Y/eYvAtO01tcKIb4B/Hyv4PLDWuv7xra158UyxsaNG5k9e/YkntHhsefxjIgY1z2xixtfn92n0c2azcNcND1BypF0F0KSjmTUV+TiFk1xC4Tg111FGhM2rSmbess/pK6mx/Pnc7Spra09bgYqx5rjzS4AipbHK8OKXNxm1r2buH9pK+c1xHjfj7fzg7dPZ+EEg/LbFzZxfi7GzHs2Mb85zj/9UXN1QN+Wdlh5eQu3P9PLXYubychDu4aONAfyXRzvtpu5Z/vROpSDYuCa6Qf9nkM5l4PZz/F47e2PyTrW491+TyQO9jsbER4Xrdo2oW+9cJpHWQm03h1geWJFG00JST6AZXv42lVLWikGirYahwc2DXLFrFpSDmwZCsl4FrPuNYHAjR+YxVd/2c2n3pTj0kqwbn5znC+/ubEqOzCWyTRUDrnj2b4Dbmh8JK6tyHaPLEJKI8UCaBTdlUWMPe1gY3+BN01LIdDcuHYXV8/JMLfBo14UD3g/IyLGRau2Tmjny1Z3sOkDs6hzNUUlKCsIFdWmfMPa4bonuvjs/Fw1ONKWdvjhklYkmq3DAbc83UtnPuDx5W2AOuCM6v1xIvjeY227r/UZ9ug4GpOxLAQ8tX2EBS0pto8EnJ42soYv9RZoSLjjbPLRZW1cen87zQl7H791/9JWmuKSi3443tZ+8a7TaEna/GHAH/f6sUWJTz3VTWc+4KmrTiWlDtyuJ5PjbWxyPPre4+0zOhBGhEdZQ8yWeBI684qUAwpJoEz/yOd7TLxhbMH3hfefhpSSzr2aq9+/pJXWlIVE4QSlffazv7HELU/3cteiRnJxh1CbgHLcAq0VcT2xr5xoe2uuOIWPPN7JfUum40lBzLH4+LpOrp+b3ec6rPcklhAEWvG7Pr8aZ2mImX5W31jUSEqX9tnvRBzK934y+16YmtfKZDKVz//VbNc+SsdwUBeP1npX9Y1C/AuwuvKwAzhlj5e2AjsO++iOEdK2kVrwuQU5vvCLbm5f2GR0jRI2NY7m2xsGWb1llDvf2jTufUlHEqBxhGblhgFuW9iMRCFEpMEVcWJguy49vlXtQNzgKgbKoBVkPIlVkYu55elefrBkOp35gNFA7VP21JywOTfrITCvX99ZYM3mYR5b1lbVPbz9mV4+tyBHwgLlH3+B5YiIiIhjSXk/Ehenpx3KoSBUCoWsvqavGHL7M7388yVNPLqsjV0VX/ul9d3cvCDHA5sGuWh6ioc2DfKns2pZvqaDJ1a00ZZ2KpJgmsc68vz52SUeWNrKO1d3sL6zwF3P9fLYsjZCrfEsQUxq8p7kG4saqRFRs9UTDWnb9IcOAtPML9Rw17P9fPKCLGsr0iu2hJ/vGGFmXRyB4sa1XVw9J0NjwjYl2QcxfS6riWWzxkqnY1Jj+UWSQEpKhqVDOcT8VoKHNo9ww7x67l7cTH3MoiFu4SvNnzw4PhBuC8hYISqI7PV4ZyxbPutCv684sz6OZ0FTwmZdxwgXtSTIJV26R8vjbLLBVTy4tJUrV3fwmZ91cffiZmZnXGK2ICN9evzdDcvmN8f5xAVZMpUGp3c918u/XDqNGWkHEHxsXWc1o/LBpa3UUD4Ys46I2C9CSgrSxRUCR8NooCgJydsf2sYlrQm+cGEDSBNbWLlhgFsubqrepz/46C7W/Ok0Mp7DEyvaCCtBaIRCCIUb+vvY6f7GEvUxi/WdBd70/Xba0g6PL2+rJswJKRnWDmVtFnn2vNdPtL2xBu5bhwNWbhjgy29u2CfOkotb3PKrHh7ryPPYsjaaXIWq8+jMB5RCzVd+1cPnF+TMvqKLLSLioDhail8HdWkKIabt8fCdwAuVv/8TeLcQwhNCnA7MBg5I2/l4Q9o224qm2UNL0uKWi43Dq/MkH1/XyYY+n397m+ko/NG1JtbekjSBsqa4pMaRPLBxmJvm5/jm8738ttenNzhaawUREUcO2/MYDI2unC3NYKKrBEOBwNeCjGcaqtxzmbk+Htkywv1LW3ll0B+nTz6/Oc5XL2rksge28p4fbeeey4yExk2/6OGbz/cyPWWup69e3ESNKwiiwERERETEPrgT9H64YkYKBSxc1c6MezdT3qMBzy1P93L93Cz/8Os+SoFisBQyLWnz1YubqPMkV8yq5Yvru7m0rabac8IWVH303z/dw31LWvnAI508s6vAuqvaePmaWdyxqBnXgqGSwkITC4vUiyIpHTVbPZEQUuLbHtuKFhlXmZ4KClCK95yV4YOPduKHIY5ldJgXtKRoiAkEotrcsTlhH7TW9kR2PqaTbLS7y9Xj21ywuWjVNmbcu5mLVq04m1kAACAASURBVG1DYbS/P/VUN7m4zbt/tJ3Z977Mp57s4vHlbWz8wCweXdZGY9wic4hVhhFHF9vzSNiQcY3e8rAvaExYoMGTijPq4zy1I09r0uKsbJxAmUWQessnKJWYEQ94asUpfO+PWzg/69Bkl0mrAioIqrY2VpFx47pdbOgt0VcMuGl+jv/x6E7e9+Md7Bz1+dpbm3n5mlk8teLUA6rOiIg4EISUaMfBV5qeoqK/pCmGonpP/u6GQVas2cGzXUXQmr+5oIFvv9DHD9/eWk3W+eCjXbhCVzMILQn1LnjhxIu9r+Zjx/5+YGkrDfbuwPLevnZzwa422ptoe6O+qiYfXT83y5L/3M5f/d9Obnx9lnOzHoOlkL/4yQ4e68jzwNJWGh2f0PfJWSVOS0nmNnh8Y1FjdK1FRBwix7ydhBDie8DPgTOFEB1CiA8Cfy+E+K0Q4nlgMXAjgNb6ReAHwAbgx8B1WuvwGB36QWO7LiUnTstZ5zGiHXblQz7yeCfFEN724FYu/sEWrn1kJ9fPzXLHs314UrDy8hbuubzFrHhbAltohnwo+IrLTkuT8QS3PtNvspkjHxgxxbE9j84iBErRUelKHGpNb1HzJw9uZVc+YMSXvDzoMy1pcffiZmbVmQnA3JzH/Ut3N4C4eX5DtVRrfWeBTz3VxcrLW/jD1TNZOiPNK4NlugohEqOZF9dR06eIiIiIvakRPg8uHd9c57aFzVXJC4Bbn+6pNuAZyzL+y/OypD3JrIxLLm7zymCZLUM+HSMBD20ewZKi2hX+3hcHaK749L+Yk0EKzboVbSw6JYXSELPAEprOUZ8VD3cgoty9ExIhJa8UbYYCwfQk5EOJEIK7nuslH0LChjsWNSOEhdawbbjEolXtbBkKeaWSHdycsGlyDz4wMJGdP7C0lTfknHGBhmHtcOUett8+5POxdZ08sLSVznzAN5/v4ydXnsqTf3Ya182tZ/uIj9aauNTUilIUWJ4CSNumpE22fCGU+MokcGoNHSMBI4EmF5dc2JJiuDJ0bI4panWh+v1qpUjp0oQLYGO2dvP8hmqp/i1P9+KHxtf96MpTWfm2FrJxG42iQZZI6WIU7IqYNKTjMliWFEPJK4M+PcUQKajek8E0qFy2uoP/uXYX9THJitm1NCUka1eYBd+7FjdTDAWuBZ6lGOl4GVHe/2LvRD72wYqP3fyBmTy14hRmxoPqNTSRr71ydUe10d5E25tRa7bZmQ+qVQP/9rYWZqVtmt2A87MO3/vjln329WrXa0RExIFzzFNdtdbvmeDp77zK678MfPnIHdGRwfY8ukqQDxR5X5FL2NXA155d1dd3FvjMz7r4xAVZmpM2oYYRXxFzJBpNWQu+tL6b724Y5IkVbTQn7eqqny05yBzxiIjjB2nbDAYSKTQKwfI17dy+sIlAiaqGYVPCYcdoQKhhuBxydr1HKdRIAZsHfeo8yePL29CYScCe5VLrOwssWtXOtmtnMittU1JgSUFM7l/PKyIiIuJkRytVzcIrK4Er9T4SAt/dMAhQLQ0vK02tC4NleLG3RGPCZslD23hiRRtd+YC2tEOoNPe82M+qJa2sWNMBwF/MyRBU9BZDpfh9/946iL2VLNKoXPVEZASPK/6rnSevamOgbPLhdoz4vPesDDWuJO9rgkqgb9uwjxCSuxc3k7QFX/lVLw8sbaXJDQj9g18snsjOa4SPDtW4ofVEpdgPbR7h64uaqu9N2JqUbVFWVmU7ZbRSkc1OEcrCYdg340ghjL0pBfdvHOTSthp6CyGWkKiKRE/GVQdlc2O2lnbdcfO/j67dxVcvynF6rYVSGs8ikvyJmHSkbdNbFpRDTVelp1NXPqA+Zo27J4/J+dw0P8cpcY0jbXblQ5KOeW/clriWpkZCEp/O12gy+Wo+NiYAzTgfuT8ZjbISIPa/PRz2es74XxVAisDod+y1r4iIiMnhaAWXt772S05chJR0lSTFUNM+ZMrq6mN21WE6FlUNIzADjBvX7WLtijaUhhrHBNzKSvP+H+9gfWehGlBW2pSSNiUsamwFUfJlxBSlP3RQmDJXIXbrcAV7BIlDDV35AM8S3P5MP7de3IhrSQKlaa1xcAQgQGpFUclx1xWY60ygSekSqcrggjBak4mIiIh4NbRSpChVJ2Uj0tvHvz7WkecmDb7SzPnXl9n4gVnYAhoTdjWg3FcMWblhgO9c2sI9L/bzrjMz/MfvB3j4ilOwpUABTW5IUC4jpOT8rENZCywhkOhIX/kEpxCa+32gTcM8jbnvbx0qk3bjvNBbIhe3aE5YtNY4hBWNWwF8bVEzOVcRlMqHvP+97Xyi4MNYKfb+xhYIYKymMgpiTDmElIwEUAo1lhAIDaBQSvPm6SkebR/mHTNrURo8C1I2CP/gfZJWCk/qfeZ/1zyyk0eX5MjFRGQ7EUeEAeXgKwj2mFOt3DDAly7M7XNPdi1R8aslcpYklnApKaNtXE3OCdQBz6MOxMeOsT9fu6ee/v62d6D7iIiImFwmRRZDCHG2EOImIcQ3Ko/PEkKcN/Z/rfW5k7GfqcqwdqrZlUlHkqxkIY+VcQgND+xV1vF//ng6aswbCpNh+a3n+6uB5Xsua+G0tEPWE5xZ59CckNhhFFmOmLr4yugqBhpsQTUQofTuayVUpollQ8zihnlZPv5kF70FH1cKQmUmoZ4EhKTRUxOWXx2sDmNERERExHhqhM9D7xjvX+9f2orCjHXGMpP7SwFNCbsaUF65YYDr52a567le3tySJOUI/npuFs+SxCxB1vIJyiY4WC1TpUitLlCjo3LVExkhdzfrLYUaW5qxwKivuGFdFxpz/3eloL+k6C8GWAL8ShA6WwmAHGn2V9odjS1ODIa1S6DMeFNrjWvBN5/vByGwhOZPZ9YS6rHGfWD7hUP2SfuzpVLvzsk8pYiIcZRDIwfYlQ/Gzak++/NutFZcd/7ue3JuD79q7slFsqJIRheIhUf2fhz52oiIqcdhZy4LIa4CvgHcD7wXuA5IAX8HXHq42z8RKFdK+EJNVbT+W8/3cf/SVpat7mBXPiTlwk+vaqMUarQ2TSGKoVkVr7HB1T43zsvy4fOyWJUmZ4VA8XRXiRm1DjVeiIomXBFTGEcKhDB6dmlXsGpJK19a382XLsxVS7T+/ukebpqf44vru7lhXj3/8JYmpBBICd2jplRqTG8xKPnMiEseXZLD8uK7y6+i6yQiIiLisNBKkYtbVRkMW4JrwR/6fSwB//a2Fr79Qh/XnFMHWlW7tV89J0M2Jvnaoma0xvhlSmhhIoQqkqM9aRnBwx1r1jsaMKvWJkRzWiWh4uPrdvGJNzbwlV/1cMO8elpTjllQtkyfBn0IUhiHwn5Lu6OxxQlBqeLPvvl8P395Xh1ozXvPynDvi/1cc04dZaVxLUHCPjgpjInYny394TXkBSIiDgdLwn9uMhIvf3PBbp86NqeyJdgoMpYiKB27QG7kayMiph6TIYvxt8DlWuvnhBDvqjz3G+D8Sdj2CYErYftwwLSkRVvaIe8r3n56mu+9ZMpOEragGGqGSiHNScmILwgUxG1oqKwYKiBJQFKAEJJh5SARnJ91qBE+KurmFzGFkbZNXCiGytCUsMgHirgFX724iZgFDbaoBjFqHLhzUTP+WGduO2AwkDTE7MrAo0RYWcTRSjGwbROzZ8+OSqMiIiIiJglp2xR8kzHaX/SZnnKwhaIxYVEIFKGCpTPS1LhG0iLuwJ2Lm/FDM7H1JKSE6QgfueUI23UplKApZsYAfcWQYqjRQF1MkPEcvraoGQtz/1dam4VlNMV8gcaEdVQDDgdT2h0xtbCkoMGFd5+Z4VvP9/PRuXWcmrK4fl626r/ilsYLJyfIFdlSxNHGk7DwFCPxsmx2LXcsakZpkwgnMclw2UlYPJkMousjImJqMRnB5UZMMBl2S5fqPf4+6ZC2TX/o4CuNIwVZJ6QhblEMNPUxSZ1no4HTa7OoSmnVP6zv4SPn1zHsm/J+14KM9AlK+6bxRI424mhhOQ4DoU2pMqB2JcSkohDsv8nI3vZfZ/mv2h1dSElf6KA0ZFwji5F2JRpT7qo01UDy2GKLB1X7D31TKhFdDxEREScDQkrK0iUfCvxKll3cgqQMq5ISe7OnX26YdS7SDl/VL7/W/nsCB1sa//zlX/byz5c0UgygJSEZDXb7b1+BlJoaTEMd9tC6j5bEj2+ElAxro68ZswWWMJrIoYIaF4oBB3yff6399PgW0kjMMj0JScdBYrKSC6HpxeBIyOy5n8q9vnPbJnKzZ0/KOUecGOzp75pigt4y1QqLhteQT3EkjIaKs2qNZE9ZmYqKBlcROhJdKkBwEk9yI44aQkoKwqGoJKHSeBLSVsBQaJF0YNCXE9r1RO8ba2oHkLZCiAuWza6tzu88y9h+QkJPmeMisBwRETH1mIzg8q+BPwf+dY/n3g38chK2PeWwXZce38JXUOcKpIAe3yIXN/IYY4GyUJtAnUTxuZ/38lhHno+cX0+gFBlH4ARFoqqPiGNJY/M0un2JI83AI1QQCNNsLx8K8rgkbHYHDTAD+j+MSJavaa92Gb5vSStn1jj7HagMa9NYAqC/FBJowaivOD1tEygTLFYa6p2jo6cYcXKRuWf7sT6EiIgDRto2PYFFf0HxvZcGuO78LIGCPBBoi1rPYyQQFJUgVJqkbbQV20fUPn75jJR9SAHBYe1SCjXNCcFwWXHzghwfeqyLW9+SoxSaMc5YMDBrR9nJUxEhJZsLNgW/TFutRylU1DgSASRs2DYcsnxNxyTZkxkD2EKj0KiKsZSVWYBIOwpXYKr4ItmUiNdA2jZlYaGB5pjgpcF9bfWsWm+/48lQwVAAyhv/fFmDKxSRCUYcDYSU7PAdEhYgQCGocaGv7JBxYchXWAJijokpdJcloY6TcjT9Jc3O0ZBrHtlWtfsHl7YyM6lQQcCAL8m4UKzEIwIFPiBQBBICVemSGhEREXGQTEZDv48CXxJCrAWSQoifAF8EbpyEbU8pbM9jSFlkXKhzIR8oNg+FPLRpkIESKKVNYFmZJiWehJgl+fSbcqxd0UZjQlIKNGGUehlxHFDbkMOzZLVre8IBoTWvDGsue2ArZ6x8mYt+uJXNBRshjSvpD53qIB5M1/flazroCXa/Zm/KlVV3S8DHf9pNwoLmhE1/yWSG7CkPExEREXGyIqSky3ewpOR7Lw3wsTfUkbCNjwTTn2E0lOzIK966qp33/ngHG/oDuktM6Jf7Q+eQjqNU6SMx4lear6Ys7lzcjBAW+dBUXjU6PrW6cMjZrBHHlmHtclpa4Do2odKkXZDCrAL7anLtqazM/b9jJOAPAwqxV1DDFTK6/0ccEEJKpOWwZViTcRXd5YlttacssV13wm0o4Dsv9BMqkxVqSbNQZokomzPi6GB7HiPCo8aVJBwzd8p6sHEw5Oc7Rgi0acpnS03KGp+JVggEmwd9rnlkxzi7v3J1Bz2Bg5CSkoKXBkNcOf69SRuu/u8u7MmIDkVERJyUHHbmstb6JSHEWcBSYDWwDVittR453G1PJWzPYySUeFKxaVBTH7MAyVPbB1lxRi1lBa8MBXiWIGELCiGsWNNBc8Lm5vkNzM642FLwwUc7+f6ftBA71icUcVJjOQ5bRxW78iHXPLKDS1oTfOT8enblAz7yeOe4Acvnf9HNP/1RM2VhVr//77I2NIqBkmLrcMAtT/dSDjXDlmPkXPbClYCAQqi4aX6Oj67t4uo5GRoTNk0JG6kV7SU4JXZoWVERERERJwLDuHiWohRKPnlBPQNlTTFUdOVDTktLto0KbCl452oTTLl9YRMPvzLE9fOyPLasDUuC1povre/huxsGTcXIQWQnCSkJLAcZCLqGfZoTFmUFW4ZKJB3JqK84Le2QtgXKj3z1VCbtCvrLguWr23n63W04QrBxMOT7v+/lw+dluaQ1wcfekMWSgoSlKVYkWgZl/KAlMlwJ91WaS436ip/t9Kv2dHqtQ5+QpI/guUacGAgpEY5Ddxl68mWmJeNYgqrvswXc++IAN/2ih0CZqtKJSDtGb/m6xzvHjUWTtoySOSOOOLbn0VWCQqBwJXSWNcvXdLB2RRsb+wtc0JyiFEIxNJn57aOaXfndweRn33s6c7LehHYPmqL0sDTsyof05H1m1sXZlQ/oyges3DDATfNzNDghwcQKWxERERGvymTIYqC1zgM/mIxtTUWkbdM+CpbQpF3JiO+T8SxiNrxjZg2hUnhS4llmWNJfMiX/Yw3KHAlJW7F5KKAzHyCEiMS8Io4pvYFNX9HHkfDE8lPRCBbf187Ky1uqgWWA+c1xvnRhjmJoSqssARpNUNFlXLlhgK9e1IglNHFbMBzGx+k3p2VAWoeMaLOSnnTgjkXNVQ0xWygu+uE27l7cTMrxqI0KEiMiIk5SiqEJHlsSRgJBWUH7UJnHt41w4+uzKK3pzIdVH31Bo8vcXIxCoHGlQGjTIO2rF2W5aUEOT8KAilf9bdJSuGpiLX2jvy8plSFmg2cJ+kuKGldwTtarbsOVCl9pJg7bREwVihW97PYhn9EARoHv/36Avzo/S8qGvzq/nrc/tI1LWhN8fkEWWwpCbcYBA8oiY4MQgiFl40oYDXZr3mbtYFwGaMbRvKV1d3OpXMI2FX4Svv5cLx+dlz12H0TElCGwXUZ9QSnUvC4Xpysfsq5jhHfMrCVQICR88Nw0b2zyaIjBQBnqZp3HgNhdHWd7HqMKWpJi3FjUlYp8KHGkg6OiLPqII8dwKAm1ZstQmbPrvaqclQQubEnRMRIwPWXTXwxJOZLuQlgNLF87p5aGuIUtwRcmuxkJ156b4X1n1+BITU9Rk/EkubjFiC95unOEC1tSNCds7ljUTDaqFI2IiDgMDim4LIT4KQcQ/tRaLzyU7U81+kOHLUMlZtQ62FJzbr2DFGNaRgIQ+KEm6Uj6iiGNCZth35SzfOv5Pq6bm2XLsKYlafPDt7dOilZJRMThIIHmpEV/SbOhr8yMWpf2IZ++Ykhb2qkGL756UY6yhs+u3Z3h0RCzsCSkXMHVczLc8WwvKy9vYvOQ4p2rO7ikNcHnFuSwBQwpm1DDnc/28pevq8PXkmJoNBc1ms3DAe1DJovpYLPsIiKOJw5O2zkBT25n4JrpR+x4IqYWQkqsijaiFJpQm54OSUfy4fPqKIYKjaQrH9CWdrikNcFoAJsHd2cV5+IWbTWSbSOaclDitIxXHchJYfaRxyFEoLQJYmtM5tNI2SwelpVGhOZdpVBTKywKgcazBJ4F20cU9Z5FLPLVU5p8YIJqbWmHQJnF4L86L0s51BSEYEVFauDLFzXQV9TjstfPrHMIHYcdowpXKgoCMq5kpBJg7g1sGjwz0u0pS/AhF4f505IUQ5Nd3zHic8ezfdw0P4eMbCniABj2BYGCUBn/uK5jhIump7hxj/HpjLTNvCYPpRUp29hkvWvs0LXilMtmmBlqKIYaKaAcwKjWfPqpTu5Y1EzmWJ9oxAlNsdLANOlIQk11vqUwC35d+YDmhE1jwkYALUmb9iGfX727jVzCoVRN9lG878c7eUtLjJvflEUKi2JoKo3OzRrJjVIY8vqmpFmAtgQPbRrkilm1kY1HREQcMocax/w28J0D+Dkp8BU0JSymJyTFAMrKaC2XKjeIsNLErxAougshO0cDftdX4v0/3sGtz/QTVvTrAi34wR8GoqTliGOOaeAnuGpNB0lHIoWZZN7ydC/fubSFtrTRVmxNOfztL7r5ykU5zqr3yMUtPEuQtCUJx+LN02L83cWNDJRNqfYdCxu5fm49v+stoIFSqCiFmluf6ef9P9nJS30lOkcDXuorMVhSSCFoSzuM+gonWnWJiIg4SRnGxZUm4Hf3b/qwpWl0OuorPEvihwKtNSs3DPCdS1v4/IUNpBzJnKxHa8rhnKzHaWmbQijZ2F+gNe1QDEyAuBQq7ny2l66ConNUc93ju9g5GrB9JOAP/T59JU1nPiDQJgjtK7j+iV3jxjPv+dF2hsqaXfnQSB1FTDmElIwIj35iZhEDxaolraYngjTBDSmgHOpqwEMiqPV229m8nGfkMcqwZcgn5UrSLgwHJlhXChVff66XooKXBjU3PNFJoExAZcF/bOH9P97OC70lpDCL06ApBuy3Z0NExBhj+sj3vNhPOYQ/O7OWWldy28JmXt8YY0baxteQlJIRHwbKijpX84fBkBue6MSVmqDSeN0Sctx49NpHOnlo8whB1Gg94ghhuy4DIk5Y6WkwWmnYNzbfCrWpdF65YYCYZezUllDjCgY+PAshJG9d1c6sezfx1lXt7MprHr5iGp96Yx3b82pc0FppSNhy3D38vT/azg3ruiMbj4iIOCwOKXNZa71ysg9kKmNLOKXGoq8MSkuUguVr2nlsWRtSmGwfXxl9oxvX7RonK9CWdvAsuGNhI4EyOl9Gr+4YnlDESY2QJku4pxhWs5UtAfdc1sI1j+zgMz/r4u7FzczMuMQswV2LmymHplRaCiiFJuvJsczfGqPFeNMbs8xtjPPQpkGunFWLr0yZN5jrYH1ngWWrO6qP717cDJj9NiWs6LqIiIg4KRFSUgwFxSCgJWnz7jMzFIMAV0qTWaqNvy6HihvmZXn4lSFm1NYhMFIFKccE7/KBycq7aHqKQqDZNFDib9f30JkPWLWklaGS4l0/2s7tC5voKYYAfOTxTn7yzlPpyge0pmzGpJQ780HVX4Px2Y4UnF6p4CI8Bh9UxCEjpGRzwebK1dtoH/LZcu0s7nyun788r460A0O+ySjuygdMTzm0pR2aEzZ9JYUtwJaSGgcKIWwe9DmjziPpSBwB/WU5TtPzs/NzjASS5WvauX1hU3WhZH/jgMaEzbB2SVE8xp9SxPGMXZFb+9OZaeo8CJTCsSRupQKjpCBhQU8ZkraR+OmvNPx79J2tlJXGloK+YkBdzJ5wvuZIItnCiEnHdl2GKvMhx4KdQwG5uEWoFPctaWX5mg4EUAhCbpqf42vP9vKR87Ommig0fRgmalz5/Hvb6C+bCqYz6zzsStC6vxTZeERExJFhUlIBhBDXCiEeEUK8WPn9QSH27vd84lLnQjEwAbSxLOX2IR/HMuUroVK4UnNa2uGey3ZnfbalHR5Y2oolFG+ZHqfGgTNSKmpaFnFMGdYuQaX0aixb2ZWClCO4e3Ezt1zcSNo1GuLFUPPbnhJf+WU3vYWQl/p8FlVWzhf+sJ1SqLEExCx4fVMcAbxzdg21rrlOpIC8H/LgO1rHXRf3XNbC6bUO5zd4nFHn0JbQ0XURERFxUjKMiyXhMz/rAYweaMy2aYhJcjFJWPHXdzzbx1l1FtfPyyIReLYm40LHiMnME0BvMeQtP2znL36yg7Qr+d6fTOfHV55KnSdoiJvy2vqYRdKRJB1J+5BPqExGtGdpXKlxpGbVkvE++74lrSRtjSshH5w0w78ThmFcrqw0gpzfHCfjwnvPyvCt5/vxlSJQ0DHi41miGvD4xuImPEtiS0Gtp9k2EtIxEnBa2qHOhdkZh+HKgsb0pM3rcx63LmwmVCZDdMzWEjbYUnH/0n3HATNqjcxcSUU2FfHqpBwAxWk1lpFd8yWFQNFfUvy+34xNA20C0NtGQkIVVO2wKW6RtiUZFzxLIrWx8b19XJ3lv+oxREQcCqGwsIQJydQ4kI2brgWd+ZDWlGTtijaStknWqXUF152fJWYZ32pbshp32JN1y0+hu6iq2cqOBf0lM6+TiAlt/P7IxiMiIg6Tw27oJ4T4e+AK4GtAO3Aq8HHgTOBvDnf7xzvStukqKkDiVLIvxiQEHKHIxq1q05uGmEVdTPLEirZqsxKJYjQwi4SBAk9HAbSIY0tJCTS7y6s/+OgOPrp2F7e+pZE59R6WgNFAsaG3xGlpm7PrPT5/YY7f9pT4yOOd41bONw6UOSfrMVAyesvPvqetkmWnsKUpzdqVD7FQPHlV27hmf4HS+BrSliIoR22LIyIiTk6KoSBmww3zsvzb7wa56owaAHqKZhzhWfCzHaN8fXEzw75G6ZBsTDBUhpIULF/Twe0Lmwg1vHN1B80Jm3+/fBqeIwkUNMUFvSWBwIxd+ophtQFxW9rhtl/3ctP8HLf9uo//Na8OS0rSDtWmxLaEhzYN8senpxksaVoSRJlPU4ixzPixe/cnLsiigekpwUfnZRn2jY3d8Wwfn35jA535kNkZm/6SphSGZDzBUNlkzt1z2TRakpIdo4pR30jBjWkxz6h1qHEEbWmLUrjb1r73Up53n1lDW8pi3VVt+JVxgGeBBUaOJcqmi3gN8j4IYYLDO/KKQqDIxmxe6N09Ng2UMaOMB2AjBdyxMEeIorcsqXOhIQaBlrSmGNd4PWaBCqKxaMTkIm2bQqgohCZI7IfGPmtdm7KCEb9SCaoUTXEoKVmtELUrKYJORR9/zId/+5JmYrakXJEUHPUVoVLEbIlSmhpP4lhiHxs3FaJRHCIiIuLQmYzM5Q8Al2it/0lr/bDW+pvA5cA1B/JmIcR3hRBdQogX9niuvpIBvbHyu67yvBBC3CmE2CSEeF4I8fpJOP7Doj90KCuBLeGl3gK2MA1M7lvSyj8+00/SNmL7Mdti2DcB5DrXvFdpGCprbGG6vvuRzlHEMcZyHKSEztGAmxfkuOu5Xm5f2MRtC5uYljQSLpaEnaMhj28bIR/AjWs7KYdUs9z25G/X9+BKiNmSS1oT5EPIB5KyEiitEWja0g6ubfPk9hHileWuQgC2EHgS7DBaRY+IiDh5saTJUEo5gll1MfpLY01PIW6Zxbj3npXh4h+2c8uveqj1LHwlCZSo6uPWxyz6KlJHdy1qxLJguKwYKAXsKig6R33iNty3pJWVGwZoiFnk4hb3XNbCYx157v5NHx96XT2BlgQa8hX9xs1DZXoKATes60ZpqI9Z1IjIZ08lytLBkru1PetjFoUAwtCMU8EkTXxuQY6v/KqH7kJIZW1jlgAAIABJREFUqAWh0iQdC6WN9MCTV53KvJzLQNk0r26KS87JekyvaH5nYwKFphQK0q6u2to5DQm+//thfA16bH/AP/66l0IIAhXpeEe8JibNRxBo09TPrWR07jk29ZXxmZa0CDVkXbjqzFoGy9JU2qGqrxupuLEaR5G0FUkrmqRFTD5lYZrwWcIEi0shuFJSVlQT0TwJAkExEKhQUacLNIgCQSV2MBZ3GPPhl7alKITgK0HagRm1Dj0FRcaBupiFFIJ8AN0FswiTs0rU6kIUWI6IiDhsJmO4Nlz52fu5oQN8/73AH+/13CeBx7TWs4HHKo8B/gSYXfn5EPBPh3C8k8pYab9EkU24bOgt4UrJjLTFX8/N4khZGeiYVUFHGo2vstJsHfaRUhC3RfX/ERHHCiEl3b7JwPcsU3p128Imzq406ts56jNQVpQVXPPIDq45p44Vazq4ek4Gq7IyPjawGaMzH1BWkLThCxfm2JUPqx24C4Hmk092kbThzDqHBS2pSlAZGmMmayklfLSKBvQREREnL25lcpmqRNi6C4rf9ZUohabkuxCajOT2IZ+PvSFLOYRyRTffkaKaIborH3DFjBRNSQeNJG5LWpI2riVpTjoUAgDNXYubmZaymZ6yOaPO4YkVbXxmfo6ELUg5Gl/Bhl6z///x6E62DgeV/hGCRify2VONMV3aMdm2vmLI2o4RBnx4sbdEx4jPc90laj0jjTW3waOsQEqT+W4JyAeKwbJmsGyaRM6ptwmRFAKN0pptwz7dBU3MMpIYmwdDTk8L7ljUzBkZhytm1Vbv/zWOWTh595kZal1NX3F30C8iYn/ELQi0rtpm+5CPvdfYNOXAaAB5X+NIs0jmh2YuFyrNF37ZT0WRoErMksQkBKXSMTiriJOFrkLIolXtvDRQBg2FQPH7/hJbhnx+3VViqKwpKU3a2t3QwJHGZz7b7WMLxdoVbWz6wCwCZRZ/pYB8oKl14dQaGyVktQBECKj1JNO9MLpnR0RETBqTEc78GnC/EOIyIcTZQojLgR8CtwshZoz97O/NWut1QN9eT18BjDUNXAlcucfz/6oNvwAyQohpk3AOh8xYI5I7n+sn4wlOrY3RU9J0FjSBMp1eR8ohpVDhWWYlPFRwzX/v4Or/3kFPISTU4FpEOkcRx5Rh7aIx2UgpVzJUVsRsQcwWWELQWuOQtI39tg/5WFJUM+IcaVbG99YUf2zZKbiW0Q17edBn2eoOQmWy7u55sZ/Pzs+x6L5t3PSzbgqBGfIoDYO+wtVReVZERESELUz2cktCcm6DR2vKYU7WQylNwqGqGwpgyUr/h4oOcylU1QzRU1M2Ny/I8dHHO/lNdxFQ7BgN+aP72pl97ybKSrMrH+IrzVApJB9ohsuacqjZMeIz7CuGfUHcUqaHxIv9fOfSFlZuGOCBpa0kbCKfPQUZrFT6j/VVOLXGZmZdnN905Tkna+ztnKxHkwdJVaDBCQgrgYtQm2aRZSXoL4ZGJkVo2ocVi+9r5+x/fZnLH9iKr0yQrxhKLGHksLoKmlDDaKAphZrtI2YBWwMZF5oTkhd6A2wpiOtofBzx6sTxAVm1zaQjiVm79buvmJFix2jI3b/pRWlNygHHUviV5J57XuznXWdm+Ntf9hsZAa3RVKRZosByxBFASEmojdTFssoCcWvKIR8oUg7Mqd/tf+tjkv96eZih0Kx+2K6LI8ES5n485Bt5KlnJgLaEmU+9MhQwUNb0lTQjvmaorBktmwbA9XYY3bMjIiImFaH14YmYCSEOZLlLa62t/f1TCHEasFprfW7l8YDWOrPH//u11nVCiNXA32mtn6w8/xjwCa3102OvHRwcrJ7Qxo0bD/Z0Dppps+dQ1JL+kuY/fj/ANefUYUuBawlilsKVRhvpsz/r5lNvylXLXp7eVWTZ6g7a0iYrKOPCaFlR6NnJQF/vET/uiIm54IILjmnXmKNtv3uSmXkuljSlgZ4Fz3WXOLXGJm6bQPPO0YA3Nnn4SrD4vnYevuIU3v7QNm5f2MSbmmIoTOn2WKa+Z5lBjGsJHt48xNKZtcy8ZxPXzqnl02/KTnjNZF3FSGAmn1t/9/xRPf+pzvFuu298MnFUj+dE4FcX54/1IRw1jnf7PZY0zDgbYTv4Cr76y24+9oYslhQkLE1XQbMrH1Q1RV/88xkkbEl/KeQLv+jmloub2DJY5OxsHL9SYhu3oKwUgZYsWtVeDUw//Z7TAIhZAoQJFjYmbJQG1xK40sgTBFpiSyNfJAGECWRnPIv+Tb89Zp/TsWKq227drPMIteYvfrKDT1yQpT5mobQm0DAj7RKzYGDbyxTyo2Tqswwmm8klLEZ9jS1ACEGoNQJT9dQ5GvCuH20fJ5PVlnb497e10JSwGSgFJB2LUV+RsAVSSmQlEBKzTJZdIZQUA3AIGd6xhUJ+dFI+q4h9OZb2O5l+N55I4k6bQcwWjPiaVwbLzGv06CuExB2JLQR3PdfL//+GOhwpGfIBrdFCsHO4hGvbfH+vMWnOVezcEc3Ljlemuu/NnDILJ56gYyTg4h9sAeD3V8/kX37bx/+cV89gWWNJk/Rz2697+e6GQTZfMxNruAedzgHw9ed6+dgb6lFaECgzD4vbMFg24ZliCHlfkQ80jQkbW5h7fNpRbHzxhf0cWcTR4ETxvREnH69mu4fd0E9rfTTFHCY6kf1Gx2fPng2Yi2bs70k7ECkZ1g4hkjUvD/LuM2v567nZanObuGUCbNc+1sk/LmzmsY48Ny8wK4y1jtGhm98cZ31ngVDBl3/Zy9tPTzMtM40zmxqP6krikfh8Dofj7XiOFUf7MxgQsirzUgzhxnW79pkcrl3Rxo1rO7lvSSv3vNjPqiWtfGl9N6+rb0RUtMKKoaJzNGROvUcpDKmL2bz3rFpGArON724Y5PS0w4del6leM4405YpdRYjZponfZJ3/iWBPU+0cJjzWJ7cf/QOZ4kyF73yq2eaBcLydz4iwKVbkBx7ryPPdDYMAvPjnM1i+xjTou39pK8tWd3Dbr3v53IIsniX45Bsb6CuUaUi4LKwEka+YkeLWhc1GsquS8Ty/Oc4nLshS41r8zU938fkFDUxLWqQqDf88yzSz+o/fD/OW1hT/56Vebn2mn7a0w3cubeGu53r50OvqaE5Yx91ntzcnor3uyaGc24CAjqGAznzAstUd1efb0g7rrmqjxlFkZpxOUCoxKOIsX9XOf1/ZimcJbAEagR9UghqWoi5m0ZywuX1hU1Xr+5ane5meclBa8+Vf9vKlC3M0J01DNV+ZwLInoa+o2D6iOD0taBBFAGqnt7zq8Z/o3+n+ONHO+3DPZUR4/Ka3zFDJZ/60hKmiUwopBS/1lZmX8/jkBVlcCX8YDMl4FluHfWbWOhSVhCAYN4/LuKDCkFy2nly2fpLO8sA4Xr/b4/W4jgcOJebQpz2CSpXRWEO+7SM+bz89TcdIOOEiXdoRbHHqqVXQHDP9Fhb8x1bah/zqPTnjCWpdScqV1DgQeLs1nD0LPEshAn/Sv8uT2T6m8rkfq+Oeyp/ZZHCinv+kBYaFENOFEG8UQrz6KPDA2DUmd1H53VV5vgM4ZY/XtQI7JmF/B4yQkqIdY1PB5r5Nw7gWvKU1xYce6+SZriKd+YBAQXch4K8e7+LmBTn+6fle7lvSSsY12rPbRk0n9jvf2sQVM1I4Ej72hnqueWQHmwd9BpTz2gcSETHJxKTClmaQo5Ri1R7NIdrSDvcvbUVpzUObR7j7N3385evqaUlI7ljUjGdLMq4k40maEjZzsh41DsRtScdwwEgASmseWGq2edMvevjQY50ElbqHUMO//26QwbImY0cliBERERFjxG0T7PivlwfHNe0ZkyZa31ngG8/18fjyNj71phwxS9IUl5xdZ9NS47F8jSm3/eKCBm5ekONbz/dWtXKvmJHiy29u5MZ1u6ixNZ9bkOPK1du54r+282JvCVWpbisrzRWzavlpxwj/37n1PPlnp3H7wibueq6Xz8zPMaPWoYbysfyYIg6RuAUNcYt/e9t4WasHl7biSZBIRkMzXfCVaRD50+0FYpZkNABXKFxpqpQ+9FgXdZ5g5eUtNCZs+oohKzcM8O9vm4bS0BwTfG5Bjs/+vJundxXZMmQkNgp+wHWPd1JUkItbkS1FHDRlZZpI5xIe63fmycUkWkimJSQXNHogFL5W9JVh+ZoObAl3PNvHUEnRlLDoL8OWIZ/f95coBgrhlyLJgIgjilvpxbRywwDfudT430891U3KEfhKTzgPGwngi+u7cSRsHQ05JWXxkytPHXdPVtpUkT7TVeJ3/UYzf7Ss+Obz5n9eGPVGiIiIODIcduayEOJU4H8DF2K0k+uFEL8A3qe1bj/Ezf4ncDXwd5XfD+3x/F8LIb4PzAcGtdY7D2bDtufRU5bVlekGVx1wIEtIyeaCTSkMWbVxkHefmWHnaEA2ZnPLxU1IATtGA7YOl3EtyW0Lm6lx4K/nZrGEZkdeAxopBKAZDTR3vrWJrcM+p1ZWLJOOyR6NiDhcbM9jNJQUQqrZwXXW/nWM49pHWw4NcYvhsgk0P7G8jUBX3utCX3l39vGLfWU+cUGWxoRNfcyifTgg5UhmxAMs16G7LNk8aFbc62I2oYZTUxaPLmujvxiS8STffL6XN7ckaUzYLJlRS8ZTqDDSVoyIiDh+kLbNoKp0dJdmQlhrH/jY4UAZq4iypMCRgpHA7MvSkHYUF01P8dT2ER5f3kZY8ctj2U5jPvnm+Q2cUeeRtGFXQRG3JSsvbyFhQzbu8L/WdnLrWxqxJYRac9vCZj62rpMHl05HC0ljAh5f3kZZaWKW4OvP9fK+szKM+IrZGZu3tKb4xJO7uHpOhsaEzW0Lm6l1FK6KJqtTEdvzsDCZ6dNTdtW2bAlJW6E09PnG1oSUOFpwx8IccxvjbBzwSbuCkm1T45iqp7+7uJGtw2F1QaMt7bBu+SkIKUnaMBjA9KTFHYuajZb3XmPmWhfcsBTZUsSEvNoczpWmifRnftbFJy7I8rt+n1FfkXYlM2tNE9OyMpny7UM+GRdumm8WOm6YV8/sjIsUgrgFKSIbjDh0DjTWUCN8SpbDTfNzfHF9N7cvbKIxYdOUsI1mMrB2RRu+0oCR2yyGcPWcDIUgBARDvtGpHyyF1McsPvS6OpKOpN6TxLIeYWX+92cPb2d9Z4EPn5dFH5CiaURERMTBMxmZyyuBXwO1WutGIAP8it0N+V4VIcT3gJ8DZwohOoQQH8QElS8TQmwELqs8BngY2AxsAv4F+MjBHKjteXSXJcVQUwoVX3+ul5cGNbbnHdD7h7XD/35pgLqYxTXn1LF8TQd1ntEj/PYLfcRtwaivOLXGpTVlI4Xmn387gAZKoSBuC0qBJmlLQPDwK0OmTEWbbsVtaYdRXyGPqYJUxFTHdl0sL05nEbqLim3DPqHW5ANNT+BgORNnxmulSCifXEwyPWVXA8KeBS/1FhiqTDDHso/Xdxa4cd0uyqFZNJlR6zAjHiCkpLsyqEo6kqQjcSqNLwfKRjM06QhsCdfPzXJeQ4zpKZuYDZ5WUaZIRETEcYGQEu3F6Akshn1NoDWFQNNfDGkf5YDHDge6r80Fm689128a6xUUfUVTCRVoeK4n5PS05MpZtahKYDntMC6TuTMf0JSwyThm4rgrH7L4vnYWrWon5dqESnP1nAy+FlhCo7TGlZrr52bZMRpSVkZHuRAoXh4oEyi49Zl+Pvx/OxHAsC9oTFjcubiZ83MxTktZ5KwSThAFYqYitufRWYR+X9MQA0uIqm3VulDwd49PSyEUpUed5XPFrFq+uL6baUmbOs8mUPDznQW6CgrXktXAMsAlrQlCQGvoL5ns0mEf3vXwdgSmEdXYmDnjwkhAZEsRE/Jac7iMCw8uba3Ku1z93zuI25KGuIWvqQaWxxbleorQMVzmjkXNnFrj4lqCF3oKFMLIBiMOnZlnnElnEfKBGTPkA01nceLxglYKL/SZWWsW3M5riNGaskm7Rp5Qa5BC8f4f7+DS+9sJtZlPNSZsduUV928cwpWSGlcyJ+vRkrQ5o87l0091UQiNVNE3n+9FA+s7C7SlHZyjKWYaERFx0nHYmcvAG4DLtTatnLXWI0KITwAH1P1Aa/2e/fzrkgleq4HrDuUgbc+rZl+AIBSC6+dl+dn2ERriKTKvtQHMwOSac+rYNFBmZsalfcgn0NBf9P8fe/ceZVl1F/r+O+d67GftencX/aBI0zwkkYASicEB5EqiETxA0omacxSJ995oNKLXnJF71MQ7khO93ns8HHwdczwK6DDeGMhLiDGJBpBEMYmJREjCo6GgH9Xd9dq7ar/WWnPO+8fce3dXdzV0Q3XXrqrfZ4weVV1dtWvt3XOv9Vu/OefvxzsvHWUpdVz/qed59h27sc6ilOZ/Pl7lff8003uMyUrEQ3smaWaWW185TOZ8B+1Aw51v2EY5Uv4YzUt5lmKzC+OYmlUkxjfZaaSG84cCEqN69ZSbaHJarxg8O2upGcs3ZhK+fKDOj100xJf3L/Gj5w/SMv79s72keGDPJK3MkQsUDr/CrfvzCy5H2zhi7SdbALRyRNoRarWsZij498QX3jzJtfdM8aU9OymfnZdKCCFOSmnNrI0oGUUzcxRCh+7UpY/CgFxgmUn0KcUOp2LRxdx033N85sadaKWppxnD+YCWcUQobv38AT5387n88Tdn+bGLhvjodxb4X181wrZSwIN7JnsrpEY6u1OWVIFbP3+gl+TTyjfl21L0dW4bGfzxN+f5hctG+ZkvHODuN27DWAgVfPixeX76lcMEit5E4g98zG9Em6xE/OHrJ3j1aEzZtXiZPaHFGglzOTJ8Pc6mAeMUfprYJzSerWXEgWYs9Kv1jYUGkHMZmYu45ZIhTGfrdaDgtocOc8+PbCMf6mU1Qn/le0dpGb8adLqRMVEMiTorTC+4+5ne93V7OsQS/4oVBFFEvdOsLFCKfKT4j987zP/7NX8OG9aamUQzXoSH9kySdOLdfOB37qWdMRVpKISOe6/fAfhxe3xN24f2TL5ANx8hXlga5BgILM3OfVc+gELgqBvNStPRzloWEviDb8zyzkuHSYxipqUIlB/Ddz1W45Hppn9s6ydRthZDnphvr5hj+MPXT/C+K8cph35y8L/8yzzvvHSUyUrEJ27Y0dnBepZeDCHEprMa81f/BHzfcV+7Ar8auW+0nCbXCTK6N2Ff3r/EhSMFH8yeglj7GocfeGSGWCsmKxHG+uYkCofu3IgVAn/jVgrtslVFk5WIe6/fwf7FNt+aSwi1X705XgjIBT7oKUZ69Qphi02nZgMy6xMgCsWuisY5jd9QBZl11BJwUXzSx4g79b9++LwKH/3OAtdNDpBaR6jBOstXD6dM1VIO1jMamSUxDoUl7Ky4T63DWIfDMVmJGC8E1No+ydwN6o9/T/zWPx9hqpaSWFm2L4RYe4suJtaKKPA7MEynd3E7y7jtgWn2LznKqzE939G2vn5yoBWZgyNN01u1bDrbuLuNfj76nQVufeUwqtN8tRhCrC2jYdbb+dH9mS5jHQoYywdY52vr37x7kMMNw1QtZa5lCDTMtzN+4uIh7npsnkBZPnnD8vP1nW/Y5usrK6mJu561nKZtLE3jExZNA/XEkFpH2zryYQDOkTlfkznuNKkGHz9vKYY0UtNp6Of4yA9vZ89nDnBwKe2NF/Axs1bQNo7Djcwnqt3KsXGsLRUtWQ9xIqPD3vjrfc3Bf3rNCJmFRWIyC60Mnq4mzLcynl9MqSaOtnEE2k+SNDPDYuLYVlIMHLfzY7IS8fHrffJNiJcqF/ixeazuLtCTiTX8yCsqfPjReVLrer0OIu16yePuquOFBHCGXYP+enzs+P3EDTu4dCzHlqLCOJha9OfjUMPnbj6XnSUtu0OFEGfUauQxnwY+o5T6iFLqt5VSH8GXr3hKKfWB7p9V+D0viwYWE79NpVsi4DUTRZ6Ya5Kc4u6nAZWSCxTTjYy/+NYC916/g//5b3P8+pXj7FvKONzIuPMN2/j755fIB34L6c6yX1X01E/v5sE9k4TK0jCaux9fIA4Ui4mhHGsO1Q3jhZB8AGUlgY04PUprsqhA2wDO3whaB4uZpm0cv/TANLvveoof/Phz1BJH25w8iTugUn7jteP83jd8PeT5tsU5P6ueGMWuwYjzBkJ2D0ZsKWi2FLSvy9wJnCKtuPOxeaxz5DqNgsqRphxpmpnqrbTrvif+5plF/vTxKpOViFjLchEhxNprW8gHirmWXRY35EPNf3/9Fj74yBGWVuEeTWlNGubQna3axjpMp6SQVj4JnAvoNfophYrX7yxzpGl4aiGhbSyxhpEYTHo0dsgHblmS73e+NovFl/CKlGM4H/ha+jnNZCXit786S5ZZ8qEmp+Fdrx4lsZrxYsA/vHWSp2/dzQN7Jjl/MKQUKtk2vg7pMKSqCsy4AhqoZ5pm5hMZfjW745lqwnQ945lqQiNzaCCxli/tX+pd40dDX37lUMPw6aerOOcYzGk++qbt7BwIe6WzwMch1vmVync/vkCW+Zqh43m1LA44byCgErhlY1iIY7XM0fH6/GLKfNsvogg1tIz/GAW+SZ/r7Ao93Mh4ciEh1pAZi0PhHCjl+5EcG48+tGeSC8pSmk28PNb5BWbHxg2NzpA6WSmtAEs5Wn5tn2lmPLngf7A7ATcYWyIN7/mHI4TA7qGIB7rj962TfvIYv5io1rZ86J9nuff6HTRS48tgWZkUFkKcWauRXM4DHwfawJbOx08AZWBn58+OVfg9L0tq/eqeYqgIlKIYKooh/C87y2TW3+C9GGctY2Hmk8qPV/nDf53jHa8aYXsp4IKhiNFCQDlSVHKRX+WsFIudOHkkD7nAsrdm+L1vzPK+K8d9g518SDnUDOUDKrFiS2QksBGnLIxj6kGBRZWjlloCIAp8Mri7WjnUjl99zRhXThSYqqXcfN8+2i+QF3DWcmFF8TtXT7ClGHK4kfHehw/x9ouHqOQUpUjjlEJrXyom6Wyl7m47HA5SfvyiIT786Dw5jS+doRT11G/xQjl+/xuzhBp+/xuzvO+fZnqd6QdkYkUI0QcC7Vf+tA08U00IlaMYKt8Uyml+95otZBZmXIEFVaAd+o8nq2m/Eh2GzNqIhU7Jro/fsIM7H5sn1EcTI8VQUY4sn+jUEv3FBw8BsK0U8qqxHCN5jTbpCc2CBkiWrTr+u30N8oHlxy8a4j3/cJhGathWCilEio93Hvs/fO4gCp94Vp35R9cpe2Ct4ZcemObfZhPZXbUO6TBkXysgtZYteahnPkmRDxUDkaIUwMBx2/gGYk0+gLmm4YLhAvnOP5s05ZycXzn33eNF/ujReSoRTJRCUqsYKwQ8sGeSJ245n+GcItKOsULA+187znsePoy1ljDQvcoDfleVJUsk8SFOpLSmaXw/mlArcoFishJQT/1ExUjsVyUPxzASWd7/2nF+8ysztI0vxXbRcI7B0MeqCkcx0rQ6ja5tZ2X+1jhj0DXl/ku8bCfLN7QN1LITE8xKa8rhyuffXYNRbwJuZzmgkWlGYviNzrl0up4SKR8/pMY3AIw1FAJNLtTcce0E20uawUixLZKmu0KIM+9lb+p0zt167N+VUpcCPwW83Tm37eU+/mqJAlhswVDOsZT6OkigGesUzV8iR4nmiz6ONYbJctSrcehrOFtCpRmMNUM5zXghpJ45nl9K+INvzPG+K8cZigPaRnPpWJ47rp2gEPiV1JGGoU6NRDoXBiFORRjHTLcVLWMZijUto9hWhKXMd2WvZ90SMJrzB+G9V4zy5vt8o53ENxleURBFHEk0Sjl2lEMmiiG3XzPBYGypZ5AYH8hrfOJ6puWDmS1RigVslnFhOeTdl42SWIgAYy0/+PHne93j771+B4OR5ZcuG+Fdl44Qa8eAksBHCNEf8tpi0BxqGAIsgfaNpIqBrzXfNBqcLxFQDKFlLAcWU2bCkIsGohddgam0ZsFGtDr7ZwsOJooB73r1KMUQdg1GLHa2Vf3brOHVo+Gy2spjscWkCS61K8YNzlp2FTK+tGcniVXE2lG0KReWNf/t6i0YNMbBsE6plHyd0u5jG+sTyq3jztt3vmEb55QCBlQitZbXmSUXkQ99+arE+kmDgRiqiU+GzCewo6gpRznanWt8rKFtHXEYUta+/NWSyjGgUrIkYVukGR6O2DU46muRB5ALHNYpQhxR4CiREUYBttNF6vZrJmgbx1LqOqvyFQOxZihKpcytWJGKYtqJ6t1zlUNInWZH2d8zNY0fq8ZB6uCiim+O1j2fjcaO6ZZjsgRHkoCl1JFZx52PzfPjFw1xcQWyRBY2iNURBfB81RGqlKF8tCzfsJBqWhZykY8RlNbYKGIh1cSB45LRHNZBTkM5gmpnWDqgllgyB4OB48KBo+fSeubPpSP5gPG8RpkUm2ZUugfUWfgj12whxNmwKhUDlVLjwNuBW4BXA/8A3LYaj71aUuOL4B9qOJ6tJZQiTT31naonS5rpNpRe4OeV1rgo4uma43C9zcWjBSJ/b8lC4pvw7V9KuWwsopVZtFLsqsTcce0EcadGUiGARDkWU7DOMR74ZJoU1hcvRc0EaOWotg35wK8wOtiwFAM43IZna+mycX7pmK+zPFmJCDQnbVgym/nu78bBQM7RyhyJhYMNKIS+G3z3BrWR+Rn5sciSJUcHss0yBsl8AtuBjkIe2jPZ69Q9HKTYJPPN+zrfI4GPEKJfFFzKnM3xmWdq/OJlvvnucKwwzjHTOjGOGM7BhSM5/uJbVcZ3DzLI0WSFDkMSFWEctCxEyq+YS0xnNwdwoJ6yazCgmUEzg8EYKnGIwyf/jrQhr2E4aOOsJWuvfNzHctZSpr3sHOusZeapb3HBBReAoxd/HHu+9j8Mg5HmS3vOpW39Su68thScTAKuR74Pg+7UPPaJi6erhg8+coTfuXrK1kgwAAAgAElEQVSCgRjAUkt8A96hOGApg8z6a/xQrJhp+WSdiyJU6sdBnjZ58GNnhWFhM4g4GhvktWZRxbQt7ByIZEyJFxREEc/VVz7f5gKoJpZM+ZWfsbLULcx07rea+AUWs4liImfJ2gmjYcg8EalSfgHEzH6y/MhaP02xgdQSCJUlCgIem20vG7c7Spr5BJYIGSJl0UVkie71V8gHvkRGJfJ5g1BrbGfCNxdqzon8OAYYC0PmlU9enzsQ+fuqdlsm6YQQa+ol725USkVKqbcopf4a2A+8E18Oowq8zTn3sVU6xlWROWhbvwrpXV+c5tp7pnjXF6c51DBUM79K52R0GJIGOebaGo3lkjHfBLCRWbJOR+JA+W2se2sZ+dCXAgCoRP5iEWloGGgbvwVxLDQSTIuXLMzlaHeaU37iqSqBBqUUM01DGKw8zguh7jV8yL3AOz/rrFqzDmZasG8xZSjWjOc1+U5iufu74wAGIqia4KS1xKCTbHZNxlRTth4KIfqesxZj4f/4nmEWU2gbQ+rAsfL51aFpG/jR8wdJrY8bwH9csAELieX5JcPvfX2WQFlanSZT3Zq0H/rnWZIMxjrn2Vj7xqytTs53qLPLatHFp1TGa7Veg7JrMapaDLkmedOWuGWdUsrHwd1Yt5ZqPvjIEd592Sih9qWtDrdhsqQohIFvGgVsycNtD0yzmPqmkb//jVn21hz6NMq/HEvGlDgdNRue9HxrnD/nZp3hU8ugFOje/VZm/f3XSJD2Sq4cH4suzM2u4bMTG1FmYbwYrThulzI/8dEds4n1E3/dWCAOHPUMZtowEvsYwHRW4I9Edln5K7mvEkL0o5ezcvkQfp3CXcBvOOf+BUAp9a5VOK5V123ad15F8+AxKyitM37rvqa3deRYSmueqmtG8lAKHRCRWUfi/BKfQEOSwV8/XeW6yQHqqWWu6ciHvuJtNfXbtbRyzDZ9LYKdZcX+dsBILqIU2BNqJQrxYmpGYzoz3be+cphY+9VuW4ohgYJXjoT8849P0uyVxvDj8O/fMkmkLWWVnrQES6jBOIe1llyoiMKQ//urs7zz0hEUqrdd9p6nqly1vcx4wdcmrQGVXE7GsxBiQ4gDKIbaTx53SgIpdfI4Avyq0EjDvIkYJGPBRmQWEut4y/3P85kbdxIoX2821lDvnGd//cpxfu6Lh/nQ68Yox2HvvH243iZDM14ImK6n/PTnp/nkDTvYVcgkKSdOmZ/EcLSMohz6uOBDrxtjvOBvA5ZSSyGAmU75AR8zWBKr+dTeJW6/xjGag3deOsyHH53ntstHGVjj5yQ2vsTCoXr7hHi2HPoE8ngB6qn/WiOD+dTHxaZzbh6IQNkXWD0kxCoLO/1oRnLw5bdNktij4zFQvoxL2Nk9GmvI8P9Wt5Z6qihHoJXmSHL05yqxZaoOkyW5xxJC9LeXs/zlUWAIuBJ4jVJqeHUO6cwwFsZiqETLg4xKpBiL/TbVlSyR4+b79qGA/XXL6++d4htH2kw3MgphwKefqhJrxw/sKPOFqUXOKYUM5QMCrXpbTBuZ7zYfasUHHzlC02gU0DKOqfrJu8cKcTJt4xMfhxsZgVaUQz/RUQzBYqlnjucWDQcW24Taz4zXM9iagyHtV823ghwLqsCsy7Ok8iit0WFIOQTnHForFhPLznLAL1w22uvKXYksT1dTrtpe4oOPHME4X++5nmlaVst4FkJsCCOR5amqYSFxtI3v/D4ew1wLPvVUlXzgV8ZpFWCsv+QPx343U2qhERRIjE84awVTtZRAK5YyeM9D04TKLjvP3nHtBPnOiudYWwYix1Ah4ne+NsveaspkJccdV2/hpvv2sUi8ti+OWFcyC9V2RtaJBYZiKEYa8Enl1EKvi2NHoCAxtlNKSzGf+B1Mt75ymPYKizGEWG0DIbzpvCLNzI/RUEOgLNXEYhzklaYSQ+YsucCfa7srPfOBb3I9m61KBUghTslY7JtMRmFAqGyv2pQDIm2JO5MjSmsKIQzGFoVFKR8L5ALdG8eRhlIIMy3NcAzVTBPGcu0XQvSvl5xcds5dC5wPfA54DzDdKZFRwvfw6iu54OTN8iyQtyvPBDaNvyF0wM2dZmgj+YDDjQwFXLOzTC5Q7CgF3HzBIG3jA6DuxSPqrHyabRpu/Ot93HLJEKkFi8I4xbO1lJlEeq+L02MshFi2FANyWnGg4Tu/a6XIrCbUivFCwI4Bn+jVCuZahqm6RQcBJswRhxqlwKFIUTR0jnkT0bb+/TKS04wVQpZSHxQVQmhlGYup5if/9gCHGoZbLhnqJU4ONTKWMmQ8CyE2hJlE85b796GVQitw1jGTwJf2L3Hd5ACl0NIyR5MeucDSNJZ84JN3xvntrt0yQ5OVCGMdmYXRfABoJgqa0ULIUubPs/nQ31CGCt7x+UM8U0255ZIhSpGmbRyXbSkwVUtpGVmNJ05dpCGxvj9Iav2qz0qseH7JUTeWLXlNao6uWi4E/ud+7ouH+cQNOwg6EyYLCQzGfgeTEGdapH15tkLoiHS3cZ/GonHO11euJqDx5YSOVQygfkzZDCHOhmrmz5MjuRNLbjrnk8V5ZagRMZ9oEqMphZpzipqRvL/nAhiILM8tpixm/v4qcZrEwkwanP0nJYQQp+hlhYfOuSnn3AedcxcAPwgcxOdq/1Up9f+sxgGuls7OP55ddNz2wDTfnGmxbyljPvGriE+2vTTQ/oZwKbFM1fwZf65luPvxBVCwfyljatFQSx2NzKGV48mFhGriqCaOJ+YT3nzffhqZT1J3yxZo5W88S5GWwEectijwN32jOb/trxAGtI1vvBdqONyw3PbANE8spFxzzxRv/5v9HKxnDMaKmoG2tTxTM1z9sSl23/UU194zxbfmUlLry2vUEkfbwFLqV+s9U/Xj+OI/e5bM+rFcinRvPFvnV1FnVgJ5IVbL0J37T/uPWD3dc12k/fmt2KmB+KPnDzJegNm2Zt9SxjdnWnx7tonuJDxamWUhsTQz55Mh1hJrx73X7+DOx+YphPCzrx5hPvENfluZw1pHI7VM1zMemW5x8/0H+dTepd55tp5atPLH1GvKKsQpKkcwUQzJh/R2My2liq1FRWo1R9q+DdSjMy0O1jNmWpbnlyy3XDLEWD6g1elNklk43PSNg4U401rG78ibaToem20TaXpxZrfecmZhtg2//NAR6qklc456arntoVkWOyUzhDhbCqE/vxYDzbOLjmvumeKCu57itgemmU80s21ougCFxjgfAywk8NUjCY3M33PtrSb8u78+2FvB3L2/MnKPJYToc6u2V8g59zDwsFLqF4GbgZ9arcdeDaGC+QQ++MgR/vi6LTQyn1RGweEWhLqwYtfqWMOf/9A2phZTJisRU7WU3/7qLB963RbaxlGKNIcbGaGCSi6gZeB/+8LBXiIa/I3gXMswWYnYWgz566ervOG8ChofAHVrLwlxqkaCjPe/dpz//e8Oc8slQ3z3WJ7f+ucZfvX7xkmAt9y/j9uv3srPfOEAE8WQv3zTORRCjXW++7t18Ob7pnrjdKqWcuvnD/Dgnkkc8Ox8xitHA970yedOGMthZ8KlnlouHM4RKIsxjrsfX+COayf8N8p4FkKsc91znVaOkXxAamEw9quPujHEznLIlrwmDjVNA9b5ryfWcbiRUYkVuUCjlWNnOeDdl49iHbz1/n185saduEDxVKd72ru+OH3C+baeWnYPxcSdBPfOgYg//6FtvimrlCYQp6hloBhYSlpjOjVBFb62pwKsUjjglx86dMIYfHDPJLkAPv5klRt3D3Lzffv40lsnkQJY4kxrGoi0ZrxgKUW53gKKboh57MLQv9vX4E8fr/b+PlmJeP9rYTTMMClCnBUxvgzmfOLvxaZqKVdOFLj9mi3Egc9H1DO/ui/XWdps3Mq5g3pqiQN691e6s5hH7rGEEP1q1edznXMt59xfOufetNqP/XJUEz/b9xdv3MKRJjy/mDLb8is3//1n9/P8YkrqNC2dQ+UK1IMC86pAIfTbV7cWAz5xww4mKxGPTDf5vW/MEmlFPbXc/fgCCoiUI9KOe6733wf+4vAn123j7scX+OQNO/jq9BKv214mFzgSYzmvEjEWyzSkOD0mTbmw7Ljj2gkuHcsTaR9Y11PbW203kg+YqqV8+t9t88FMakmsb0qVdr7nWFO1lEIAOQ0TpYBKZLn3uLF87/U7+McDS/z5D21j12DESA4ONQy//o9HeN+V4xQCK+NZCLEhjEWGe6/fwd5qRiH0AVMt8Q2jtDr6Z6Tg44vU+pvE7r/vHgwohBrnHA7NfOKop75+81Qt5Xe+Nksl8nHAeCHgz39o27Lz7Z1v8OfZeuqzyCP5gFhbxgsBZSXZEnHqctovsDjS9uNU40u3JBZS55N0g/HK1/yh2PLw/iWu2l4mVn4XX2IluyHOvMz6EoPPdXadJp2yg7nAfxyNLYXAUg5XHrtjscWkcq4UZ8+Rlt+xlB1zn/VXbzqHZgbGWMqBv0+z+CarYzGEyvLxG3aseP3/3a/P+vur0BIqy1gks8pCiP61abocjIQZSodUM81Y3jIYR1z1sSkmiiG/e81WlILEWl9X1kBO+7y7AobzUDIhGnjorb5DfKB8cLNrMOK2y0f5za/McNvlI3zXSEwlggf3TGLs0XqLv//6CZyD799WphD6lU/5AAZDK51fxUuilO/6/tyS4SPfXuCe63fw/n88zB3XTvRWy3/5rTvJrKIcKVIHi4kfkwp6K/G7JisR9cySD6EQavbWLBcOhjy4Z7JXh3EggvFCmaiThF5MYSQfcce1EwzFvg60jGchxEaQJQkXV2JaLmJqyRCQcn4l4sma6fVguHFXmd/6gS0UO9d1Ryfp7CB1mqGcwzhfTsNYCAKf2JusRL1VdrdfPc5SpnHAQ3s6MUYngZIZyIeauFMHt57B9lyKzbK1fGnEOhN1rt9R4Ceao0AT4MekVT5O/bPHF7n1ksFl1/zR2Celv39bmdHYMvBHe5msRMTKyeo5ccZF+uiu0z974xaOtKCNH5eJhefqsLMEFs0Fgywbu2OxxKPi7MvmDhKMb+/tfJoohqA0O0sWjWYm8ePTuE5JrJxiMIZiGPgcg/HX/3wAqYFfuGyUodivWC4FhixJ1vopCiHESW2aSlRVEzCT+EL6beMTyFO1lPdeMcpMy9A2jkBpNJq28YnmtrEspqA6L1Ni/c1jMfARdSHwdex2D0Xcfs0EOwdiFhNHLbUYZ1HKr+AcsE0GbJOKazLkmjz3+KPksyYl05TAR7xk3aYOYwXFuy8bZXsp6CV5771+B3c/vsD2So5Yw3ziG0+BI1Kg3Mqz5G0Dea0ZzftmfodbdBoA+cYSv/WVWVJraWcw34YjDcOvPDTNfMug0raMZyHEhpIlCQ0DAZbdlYAj7aPNfQF+/rIRnqmmFEJHoPzKolzgm6u2jWOu5fhv/zKL6yTiFL6GaHcn1J8+XuWnPjdNM7MYazGdnJ1zkBnLUJAy7Hy8oBMfS0hiWZwuhx93beObTA9HvvFUPvCJ5QOLba7aXubOx6s0M8tCO8M6ONTyK+xSY7nukweZrER88oYdDMjKeXEWjMZ+lefdb9zCUzVHobNieSm1aGWpxDDT1hxp+brLqbEk1jISpBKPijWxMDfLSGQZ7NyLvf/KMUZjONzSZPgVzYOxX91852PzLGWW1Prmk3kNSlmsczQzaHd2Q821LUHWlsSyEKLv9fXKZaXUs8AivrJg5py7Qik1AnwUOA94Fnibc27+xR6r21l9IQGH7jXqG8n7BN2WYkhmoZb6wLuZQcs48kAjc+QDRS3JGM4FaKVQwJ89XuX6XQMUQ4dVvo5tFCgKgaJtLYsJnFuQWl9idekwJFERWeLHaHf1UCPzs931DC4aVNxx7QSpAashH/gxvdA2bC1qljIYzqkTZsmr7YzFzDelOvLEo1xwwQVgoBxphuOId1826rfUdlbu64LmD67dwoBKT9oUUwgh1rPEwPmViGoGSaekRdeOcsThRsZ8G7bkfV17raCeOox13PnYPG+/eIjX3zvF+14zypteUaZtYUsx4IHODqdCAAM6pU1A3fgVSoGCocBIIlmsiqyTpAAfKyTWhw4jsS8bV4hCmmnGjbsH0UCx02w60BAHvu7tR37Y1/oeUIlc78VZE2qoppq//PYsv/w9o5RDy746VIBY+x0f1oBSftyGCmwmiWWxdqqppm0t5w4ohnI5ZlNoZBaFJtRwsAGajH//XUP813+Z5z9+7zDO+d2gQ7Gmbvyq5VBDIXAUrNxjCSHWh/Wwcvn1zrnLnHNXdP7+fwJ/55y7APi7zt9fVKD9STqzfjt/rOHON2yjnlrqqfU3c51/10BqXa9wvrEOrRz5UHOgbrjyo1M0M8Prtpe5f+8ibat627DiwK+KDpRmsuik1pdYVToMWXIBtU4jyGdqmQ+s6eSYHRxqZDxRs8y1MvIh7K8bDjUMgfb1kWOtOaek0Ur3gpeBEA7VU+qZYjg6sRuxs5a8aTPomoypJoOuSdE0GaFF2bUl6BFCbFiBhtnEJ+Seria9HR/gk8DdGOLbc22eXTRc/pdT7K2l3PnYPD920RD/sG+Jv3/LJFfvKPUaqdnOx4m8pdRZjRxlbYaOOcdKYlmsFuN8bGo789FZp0zLQuInQx7at8TOSs5/Hd90qhxBPrCUbJuSaTKqWpRdS6734qwIczlmEk05hEjBuy8bphSCcZpzSxrjNIupH9PjeUukLIupY1Fuu8QaesXuC2gaeG7RoDvJ5Lz2C9fmE19DPNaOxVQxUVT84uWjvbJY+dCvVh6OHGOqybBrks/knCuEWD/WQ3L5eDcCd3c+vxu46VR+KNZQiY52Gc5p2FoMqMSayUpEqEE5R6hhKfNbWq3z33/nY/MkxhFp2Fn2NZFKYcBoXvGG8yq0jUMpvySklTkCLGUn21fE6st0hHGallFUIt/gaTFxvmGUczSNo5Y4nIOf+/tDWOe3cFfigFDBeCGgaXxSo5lZakmGc76m3VA+4vyKYinz414IIQQUtOsl4z7wyAx/ct3RxnuHGxnjhQBrLVEYkmQZD+6Z5OKhmLdfPMRHv7PAdZMDaBxxoMA5nLUMKp9Ilq3b4mwItW/k1zIO04l1C4H/Wqjhmp1l7vj6LOCXNDczv2K/EGhJbIg1MZPo3vh0+KQygHWWhc6EnsMnl2sp/PwXD/sdpBK/ijW0pAt+F2lqSZ1FY2lZ+JWHpo8uROvkE6zTKCwKP+GXGD++XSr5AyHE+qRctxBgH1JKPQPM4+OHDzvn/odSasE5N3TM98w754a7f69Wq70n9OSTT/Ye69zvupR2p+twNfUfm5klc5pA+ZIA9cxSCmEx1WjlAEeoNc/WUj79dI3bLh/BuKOrlMu2yXzb4YIQZTLaswdpNupn5bURZ8YVV1yh1vL3n2z8AmzfeS6NXMWXdVGOSqRIrMXhZ7zTzrbXnIY99+9nupHx92+Z5Pw7n+KZd+zm009VuW5ygDjQFEOItKVpdK8sRk7Dx56octPuQUq2yTNPPXn84Yk+1s9jF+A1DxfP6vFsVl/5gcZaH8JL0s/jt1AsUd5xPqGi1wj4vVeMMpIPCBSMFQJmmoZXVEKyY2KEAilLicGgJUbYwPp57HZtu/hSQuWv+Zn1zf3a1mKdJtLdGNgnN4JO8kM5i1KKfd/+5ll7LuLsW8vxe7Kxe/6FFzFnc4QahmOYS6BtHIOxwmFxTpN0JvyiANqppZo6hnMKN3eQhbnZNXk+4uzqx3Pv8O5LKYSwf8nvPJoc0Cymmt13PcWz79hNrAFlSTrn4kIImfNlMPKBnyw59MSja/J8xNnVj+deIU7FC43dvq65DFzlnDuglNoCfF4p9e3T+eELLrgAgCOzc5QCaBvLQgK2E5S0O0F00knKBQDKb2FpZPCvhxu8YbLMeCHg9TvLPF3NqKeWXYMRE3nI2jCeV4Dxe7a2bzul43ryySd7x9YP5Hj60/GvwYIqkGSOUDlQiiMtQylUZK4zfhXEynLXYzWmGxn3Xr+j16041vDd40W+MLXIjbsHiXSn/IuB6UbG4UbG3Y8v8H+9dtw3UGmvfAzr0UYYT+vtOax4rA/vP/sHsgmd7XGy3sbmqVjx+cRQSyyfvGEHN923jzfft6/X3OycoqYUadrGkdOO4eBoTdpcBKcbI5xpG/H/7FRt9Oe+0nMLczkApurQNhnDuZBap7andQCW+bafoN5bTSlFmnpqOX8w4pwo6fvXa6P/n57MRnvexz6XBXKdUoMOh8NYjbHONz5LYW+13RunuwYjKrFmMOeTc250hPHRkVP6nf36GspxrT/d12VBdcoJRZq5lqGRqV6fp0oELWNZaMMzx43hnUXNdMvnJS686KJ1uWNkM4+P9fzc1+q41/Nrtho26vPv6+Syc+5A5+NhpdQngO8DDimlznHOHVRKnQMcfrHHice2H21ckvlg+qF9S1w6XuTZhaMn9/MqEaOxoRg6MqvZPVzgL75V5acuGaQQ5nqrkcZiK1tZxVmlw5As9bUR9y2l7ByIONSwjOUV5fhoE6liqPmJi4f4yUuGKISOtvHJkFpimCgFNLM89dSg8RNOo3kIdchEMeSOaydkbAshxApCZyiGimI54ME9k714IFD+BnCQNk75kgJ9vCFMbEKziWYkhp0lmE9CUutLB2QOCoFlpgVDOUXbKC4ZzfWaTJaRfgpibWQWxvNwpOVIjR+Pf/ToPO+8dJjBGC4dy/WaS/s+OaC0RVuLWeuDF5vacAz76nBOEcpRRGqhGPo+T4ebGZVYM1HQFJflFWAm8Z9HGhZtRBm5FxNCrD99W5lKKVVSSg10PwfeCPwb8Gngls633QJ86sUeK7WQOsg6nzsHF40UePRIg1eO5thRjnjlaI7JEmRJgklTtsaWc8sBN+4eZLbla9RuiVKpkSjWxIL1dcGtgzu+PgfO1/P6tS/P+FIvieHAYhvjjjaubGWKnNbsKmQMx5qBCC4ZzZELgk5pDE01oRfcjIaZjG0hhFhBliTktW+2080dBwpyAWgjndxF/+rGwL3Gvx3FwHKwAcM5WEoVzWx5k0kZ02KthNrvyBuKIR9oUPD2i4f48KPzZPZoHx3wu08BBrSVJupizRkHWwvQNJruGVQD55QCnq4a8oGvEd699xqKLXXrk9KVyJLTkNg1rfYhhBAvWT+vXN4KfEIpBf44P+Kc+6xS6ivAXymlfgZ4Dnjriz1QqEEpS6MznZ1Y38xvtFDGWkc+UAzQJmsfDaRNmpIjJQc+2nZgpXG7WCOJ8UF2Zh2/fuU4H/7mHO941TC/8r2j/MW3q9y8ewCTz7GY+i1V+RCKnQAm5yx5WhS0ZpEIhyIzjoJKGXK2N76NxORCCHFSWbtN+ZjzqHKOnEmxkoQTfSrM5Qg7vaEax8Ww9Qx2FmEu1RjnyAcwQLIsFhZiLQzF0DB+HCbGJ+K2FgPeffkomXWozkKhIdeUGFb0l7RNEvgVy6aTQLbOsq0I5SjHbNuRCyAXOBZTv2hoS84CmmoK9cwwEKrlM4FCCLFO9G1y2Tm3F3j1Cl+fBX7wdB6rEMDTNcf5FUXaSTCnnW1/pchRMwqXSTAt+legoWEcsYZzywG/cNkoGhge0kwODPrgpTOENZDvrHIuBPgl+4Cz1m+z6gTisnVbCCFOj5xHxXoR5nLMJJpCAK0VagXEgSbDN/MdiSBrtySfIfpC2/g+OJHWJMfct43FUDOOYqBYSNb0EIVY0dNPfIfvetWrmDnmnFsONWmnfGE5crSMwlhFKYLRSGGA2bZPRoNiQKUSWwgh1qW+LYuxmuIALqwE1BJN2u3iHvjtrAZNLLtPRB8LczlyAdTa1jeb7KzisPjEhgMqoa/9udA2DMYW4yx5DQVkKYcQQgixmYS5HA4fK5QCv2OvGC4P+TPrVy/nAotJJVMn+kfLwnzbLisfUAqhZqASaDJrqcS216xSiH5i0pSx2KKUJbO+nNYzNcNgaGkb3VvRHClHzcCRFigFlVizPWekJJEQYt3aFMnlRgYaSz60vXq0TQNtawnwSTgh+lEYx4AmAAKtmG5YCsHRusqJ9fW6Ws6ileaiwYC28SuVAGwmtVyEEEKIzUJpTctqZhNNqGE29Y2oa4klDiyF0E9KL6W+qV/onCQzRN8IczlGI6hnim/PNnvxbj2DSmCxQF5ram3FTCI3cKL/LOF3jeS1JtJQ0DCSVxxoKsZiSKw/FydW0Ui7kyeWUmDlvk0Isa5tiqvyYAhTdSgd92xLuvsFCapFf5pJA2YSv1o5F8BYIWQp9TeGxdDXpfOz4JrEwqGWD8L9yJZxLYQQQmwmiy6invlYYCiG0cjynZpjJIZY6WW1QEeCjCyRVcuif3QTxhdWFBePFo42nY6hmmk0lmoGTimkoqHoNxdd8kqUOrqQbTgGsGzJQRwopluwragB3StDpBUUNdJUXQix7vVtzeXVNlnyActwDPOJP+nPJDAca1y7udaHJ8SKuoFzIYTFRFFrp4zkA3KB70QcGL/dKjG+LnMxhHwAoHHSgVIIIYTYVJJO2axQ+7q1dQMXVfxEdTdRN5H3wUXWltJZor8cmzCOlG8b4oBaBgOhTzA3O+FtqJHGZ6KvzGV+62io/dDUQOL8xF7U+dpMy5fnHI+tTyhbyCSvLITYADZFctn3YPWOtI4G1hbNfAKDa3lwQryAbonEqWqbLaWIxGnmWoYd5QiAxbQ7nqFlLanTXP6XUzy4ZxIIGZKay0KIM2Dozv2dz4rw8P4X/N6uhVu3n7kDEkIAEGufkMsH0DCWXMCyxHIhBNBksrBC9KFQg8FPjKSdxLECBkN/31YIfHM/BYzEYCQpJ/qEDkOyzm3XWN6XcslwhGr5OXgsDyFWVioLITacTZFcdsDxm/4SfOAyHKTIAk/Rr8Yig1EBM2HI4XrK5GCOxAYsJH7WWweWkQjAd86+f+FPxiwAACAASURBVG+Ve6/fQax9rXGkWaUQm8rRpO+pk6SvEBvHgEpp6RwtY8mc79dwrJK2mDU6NiFezFhsmUugHC//evc+LlK+CWUpgLbVm+NGVqwL8yYi1P7WK8BSCjUzLcfIcX0nHRaTyuIfIcTGsylqLh8+sB973LYp6yBwRgrni76WJQkBlvMqim0DOZqZD1qGcpZCBCORxqCZSRQDkebG3YNcOOjrL4eb4t0thBBCiC5nLXHgm/WVQsVSqo6umIuh7QBJbIg+lbXbjMRg7fIgtmUgwk+MREqj0SzKLZzoI6l1DEQwGvs69yGWgdiXMTy2vnJorTRRFUJsSJtiwndhbpatW7egOrl0BcTWkEliWawDWbtNHIa98QuQdYLuTPltV8ZCS/kbx0Ntx2DkyGExcv8ohHgRL2W1sxCifzUyGM/BXHI0sVwOoZpCJdIYSWyIPnY07o16X9NoqtnREhl1qykEzteAEaIPRFoRK5hP4eJOnftY02uiGmkY0ikmlUErhNiYNkVyGcBmGYN0ohKHlMIQ60p3/KpAczCNSA2MFTTV5GjX99HIUjea8ZxG2Uy2XAkhhBCb0GBomarDeMHSyDSZhaXMlxyQFXNiPbBZxmguoGV9+Yum8fGub1oN1lmKNpV+fqJvDAcpioCB6GiNZYCh2BLiJ00k/yCE2Mhk47wQ64izlnOilEqsWegELlHgVywvZZC3bWy7KYllIYQQYpPK2m0mS/QSy92SGM5KrU+xfmTtNvljVn6GGoYiaFt8YlkmSkQfsVnGwQMHCY9Lr3QTy0IIsdFtmpXLQmwUzlpytkkO/Ep8C1kb8iArOIQQQghB1m4zBL0de5nkNsQ6tNI4DpB4V/SnhblZxkdH5NwrhNiUZOWyEEIIIYQQQgghhBBCiNOmnNtYc7/VanVjPSGxJgYHB9Va/F4Zv+Ll6texK03jxMKt21/0e/p1/ArxYmTsivVsLcavjF2xGuTcK9YzOfeK9WqlsStlMYQQQpxxp5JYFEIIIYQQQgghxPoiZTGEEEIIIYQQQgghhBBCnLYNVxZDCCGEEEIIIYQQQgghxJknK5eFEEIIIYQQQgghhBBCnDZJLgshhBBCCCGEEEIIIYQ4bZJcFkIIIYQQQgghhBBCCHHaJLkshBBCCCGEEEIIIYQQ4rRJclkIIYQQQgghhBBCCCHEaZPkshBCCCGEEEIIIYQQQojTJsllIYQQQgghhBBCCCGEEKdNkstCCCGEEEIIIYQQQgghTpskl4UQQgghhBBCCCGEEEKcNkkuCyGEEEIIIYQQQgghhDhtklwWQgghhBBCCCGEEEIIcdokuSyEEEIIIYQQQgghhBDitElyWQghhBBCCCGEEEIIIcRpk+SyEEIIIYQQQgghhBBCiNMmyWUhhBBCCCGEEEIIIYQQp02Sy0IIIYQQQgghhBBCCCFOmySXhRBCCCGEEEIIIYQQQpy2cK0PYLVVq1XX/XxwcFCt5bEIcbpk/Ir1SsauWM9k/Ir1SsauWK9k7Ir1TMavWK9k7IozZcMll4/VfePMzs4yOjq61ofTI8fzwtbyePrpBHvsiX8t9Nu4eKk2wvM4lecgY/eFradxsBmPVcbv2bOextdqOxPPXcbu2tqs43mjnXvXYuz269iR4zo1/TJ2oX9zDmeTPPfTe+79Mn7XKm7YzOMF1vfzf6GxuynKYszNza31ISwjx/PC+u14NquN8v+wEZ7HRngOa209vYZyrOJM2sz/Z5v5uW9Um/X/dLM+79XUr6+hHNf6tZlfI3nu4nRs9tdsoz7/TZFcFkIIIYQQQgghhBBCCLG6JLkshBBCCCGEEEIIIYQQ4rRt6JrLYnUprVl0EYmFWMOASnHWrvVhCbFhyHtMbDQypoUQ4tTI+VJsJDKeRb+SsSlOh4yXUyfJZcHQyChVVSC1EGrIaYsCMqtIrCPWUAkMT9c1N933PFO1lMlKxCdv2MGuQiZvLiFeJqU1iY54vu64+Zj32Mdv2ME5xYChkfVZ8F9sPkEUMWdCUgP5EA43zLIxLdcNIYQ4kdKavc1wWZz9iRt2MFYIABjSKTbL1vgohTi5bgLGAYVQ89ySXP9F/wlzOZ6oORmbm8CxSeFieDS3deznL5YsXuna/MkbdnBOUdHIJNl8PCmLscnpMKRamuDqe6bYfddTXHPPFHNteGbRctU9z7Hrrr38/AOHmTURN923j6laCsBULeWm+/ax6KI1fgZCrG9Ka2ZtxEKqufm499ib79vHUupgZDtBJO810b+U1qRhnieWFL/4xWkenWnRSN0JY1quG0IIcaJFd2KcffN9+1hMLO/+4jRP1jU6lDVBoj8prTmQRjyzaLDAYoZc/0VfUFqzpHLMuRx1XeBw+8T7LRmbG083KXzVPc/zE589yOPzhqvueW7Z57vu2stV9zzP3maI0iunRVe6Nt903z6+diQ9pZ/fbORV2OTmTcRb7l/+hnm2lvLjf7OfqVrKlRMF3n3ZKEcapvc9XVO1lMSqtThsITaMREcYpznUyFZ8j1ngifk2+1paLlyiL3UDuCNt+MA/HeFXXzNGLlBYkOuGEEKcgsSufL7USvGrrxnjA/90hHkjyQ/RnxIdsZg6AGZaTu4bRV84NsG46669vO5jUyTGrTg221bJfdYGcmxS+L1XjHLr5w+c8Dm8+ORCYtWK42XXYMyVEwWZnDiOTIH3mTNd08U/fkzbQqAV2QrBbCnSva+994pRHptpcOPuQSYr0bLvnaxExNqBW7XDe1le7LWTejniTHg540qHIdXUJ5YbmV3xPfbcYsr/+OY8t1+zlTmXwzpHTsOASmT8rnMb5Zy06GJuuu85/vbmc7nt8hFKkWKsGBMoxdff/griQFFLLAfrGXc/vtBX141TMXTn/tP+mYVbt5+BIxFCbFSxZsUY4FAjwzq47fIRUgucYm5OaU1TRbSsxliJG9azfo8VlNZUU81b75/iczefy2efqb2s+0YZu2K1+ATj88sSiU9XkxXHplaKqstRCC2L6crvNR2GzJuI1DoirRgOpFxRv0rc0aTwSD5Y8fOu3sTXCtfXMFArjpe91YQPvW4Lv/blwzwy3Tzpz69Eac3Qzt3Mudyycdbv5/pTIdMzfeT42bXVXmZ/9PGf4/y7nuaae6bQyr9BjlVPbe9rFw1HXLW9zG0PTPMn123rfb1bC25ApSf8nrXwYq/dmX5txeb0csaV0pqZLGK6kZEYy1CsufMNy99jf/5D2zinEPC+K8d4tpZx7T1TnH/X01x1z3Myfte5jXJOKhRLNDuTlMY6LhqKQCmmahm3PTDNbMvyI596nu//6LP88kOHeN+V41QCs9aHLYQQfaUSGO69fseyGOCe63cwmtPc8fVZdpQjolO8PHRLFDw+b7hG4oZ1bT3ECovETHd23xVCXtZ9o4xdsZpW2hHygUdmuOe4c+2fXLeNX3pwmqeqKYda8BOfPXjCe02HIU8s6U4p0ae5+p4pnliSckX9SIchxqne//Fcy6z4eVdv4us4Smsya08YL/dcv4N7n6zxM184wHuvGD3pz6+ke06/7v4jy87pOgz7/lx/KtbX0W5gSmsWXO6M1jVeqWbMH/7r7AnB7GQl4iM/vJ3JSkQxCnjL/fv41N4lfu3Lh7n96q08/Lbz+OJbJhnP67M2m3JsvaQllTvhjXayejiLLuq9tvXMcfvVW2ULg1gVL/c9u+hi2saRGMv2csRbP7Of//Ql/x57YM8kf/j6CTLreG4po5k5mpnl7jdu4+M37GCiGMr4Xef8at/1XfNNaU1p2yvQCu6/cSfNzJF2Vgrc8fVZfvOqLeRDtey8+5b791EzwVofuhBC9JWaDfngI0d6McDtV2/lPz9yhOeWMm65ZAitFMXg1GLuRRcz0zQSN6xzZ+PecDW0jCIxlvtv3Ilx6qT3jVsKL37f2FQxDkUcKLlnEy9bd0fIsaYbGYFyPLhnkoffdh63X72VX/vyYT61d2lZ6YTjcwlzJjrhHP3BR6RcUT+aNxHveejoBNdvf/Vovuu3vzp7wmKuYye+js05Lbgczy0a/vMK1+Ybdg0wVUvZUgz55ClOnC2pHPMnOacvuYgD9WzdX7NlqqUPdGcw6tnKNVdPZ5n9So/dXV7vOLFmzH/5l3l+9tJhHtgzSWIcmXXc+dg8b71gkP/vTdtIj6lL9Mh0kzfftw+A79xyPnFw5vY1H9/d82DDndBBe3fJ9rainKxWnUN1OnxO9X72T67b9pK2MAjR9XLes367X0wjhXwAoVYcafradN0mfl0P7Jnk/MGQxdTxH/72wAljWMbv+qS0ppGt33rEOgxZchEHGwaNwzjHu744zVQt5eG3ncfWYsC7LxvlRz71/MrnXdf/z1EIIc4WHYbUE/jU3iU+tXdp2b/98veMMphTBBqWMsXwizyWX2kF+VBL3LCOncl7w9XSjWfz+Fj2XV88yN1v3Hby+0b1wveNQRSxf8ny5k7iRWIH8XINqJRP3LCj18BvshLxNzftpJU59i1l/MBfPbvs+6dqKaVIU4rgyokC771iFIvm6WbIUM7x7stG+ZkvLD+vyqg8M15quVOlNYnx19PphuH2q7cykg8YyinufuM2JoohR5oZf3zdORRDzUQxZEuUYjPbO+8em3P67E3nnvTaPFmJ2FkOGVLtF5w4O/Zxjz1Hdk0UQw42TO9eaj1fs2Xlch/orro93MhOeZn+qTi+S2ZqTpy9m6xEfGc+Zd9iSj5QFELFz146ym9+ZYaDdcOTC8nKxxSoVS+J0Z3RGdv1XTx9zLaArx1JV+ygfTiNeiuYV5qZnKxEWNQJP/tStjAIcayX+p7tvie/diThyYWE1MJP/u2BEx7nyokC99+4k12DIfn/n703j5OqPPO+v/dZqrqrm96XoqnuVnAhOMkYY9ImKGAEVGAettaZrIRk8rzzmNEMY2YYTfRxyCQZMjrEMJp5Ywwhmaw2oPMCKuKARDL0hCRkMhIji3TTNNX7XttZ7vePU+d0VVc1i6B0a/0+Hz9C03Xq1Knrvu7rvpbfT1No3JFpww82VOTsd5JiSOrj+9YJ/p26Y4G/6YqzYnsbPlWkicJ2RkwCuuoF35Dpd1UxiaKkHHLIIYc3GX2WztFx9oQRw6YqX6VtyACRXXAqtdNqAD8Ri1zcMMnxZp0NLxZS41k3lm0ZNMYfOT/LudGhitO8xDJkxg62zAmu5XB+kLZNTUDh8ZuD7G2s54n5U/EripNHGGdtjRg2AQ02zguyZl8Hr/YnWL69DRBZY9vJxYg7OXAhdKdD0uHEri/SvQLXvKYW7t3XSZFPYe3LHXRFrTGJZadZMdsk/PGB8ffmp5eEzppYHnvdbD7ywYaKrL5vMu7ZOQ89AeB23a4/2JOVn0pTOK/NNFvb/drry1n7cgebF6Zff9OCGiryVL7w804sW1JGjEo1zmPzqnhPRR7rmrsz7mnrkhAVmnnRKDGEohBT/V5C+Te9Fn9/YHT84PJiX9aqfThieqMCU4TB00vS6T2eXhLClJJgQGPrkhB7G+u9MYNzHWHIIQdnPeUxKPLoF/n0kEfcVsZds+PZVep4Y4GusK65G8no2t/+JyEOf3IGx1fP4FsfDvLt3/Vh2gLDxhsNdNEyaHBliS9nv5MUhhRZfetE4rEfD32WzsodbZ7w62DC9vxzQzCfQp+CroisNlsV0HJdHjnkkEMOKRCKgmGTdU9wx3gTlo1PEfTHrLQRWaEoGFoex6Ian9vbyaHuBHELdOF0QqUiFzdMLrhiVOcTZ76VcJMlBbpCT3L6Dsh6v1sWZz83CkVhWMmjW+bTJ/1IKbOe96oCGpsX1nDvvvCkGxHPYSJAkq8prNrVzsKtrfTErHHX1qYFNdRP0Sjxa9yx08mhhAp1ggENS+JRFrjxbcuggZSTK/k3kXE26gh3/Z+JDjVhw8MHM3m1H2io5MpCyWPzqri2ws9lhQqVajxNkDHbJPyWI4Psa6zntVUzOPzJGextrOe5ZbW8r1Jner6Z0U2djcY19brZ7O5dZT4v7+Xal7tnTzadmhwtxgSA23XbHI56/FRVAY2aAg1L2hwZsKjI16nRz64Ymdp2/5Pbp6UpY7rjAc8vq0MCioBTwwb3vNRJOGJ6Cr7StikkDoqfcMT07qksT2XEsJkWULCMWNb3Pl+FS/d+BxIWq3Y51cC6KVra2MmOpbVZVTo7IyY1AT8I556n55vsb6wlYQt8CgyZkvZhk6/NrvI4lNyNY3qRRoE8e6Uph3c2XPt86EBHVpscu2bHG41RNI1OQ8dMBs69McsRPxlybPKaMh8xGxr/v1aemD+Vxw71cve15dy8JTudS32RTp4mcvY7CaHqOmZCZPWtNQGBtCb2d2okAyS38n56xOn8CAY0vvKhqoxxwVSbLfUr3H+wk2/MDSKUt46zP4cccshhIsKNMfya9PaETQumMq1Qx5YQ0AUqktf6TR79TS+rZpVQ7HPi3vxAAe2GjgD+/kBXxrj2pgU13Lff8b/gxM1+NRc3TAZUBadiIc4rznyrkUiJBVwh+JZBw7vfx28OcnWpH12BUtXAtmyGhd87IxapFsdGFJZtb/VsduuSEEunF6aNn9cX6Uwr0PizZ0/RHI6yYU71pBoRz+HSI2IJT9NmVrkfnzK6tn70aj87l9aiKoI8VTAQN8nXFU6PjBZMClT42uwq5m/NPJOFIyb6Wehecjg3jJfDcpFKBzQeHaqTA5K82BYB8L5bW0KlX2IZCQrB8SESxtYF3Jyce+1Pzyrmr99XzrEBIy2X9PSSEPl6ZmJ5LKXG00tCTM838Umy+sjLi32ERwx6YjZr9nWk2dfGQz20j5iMGArTz4GvfqIg17k8AeDyAbmObs2+DmKmZM1LYV7rM7AknB6xiIpzEQlzKjnBgEapX81QxmwOR1m1q51TwyYLt7Xy4S2thCNm1iq42w0cjpis2N7Gql3t1BRo5MtExvu+UTVj936rApq3kPM1JW3sZF1zN09lUXXdfLg/bVRA2jaFMk6ZiAGS254+SdSSnjMAx/GsfqEd25aTZpHmcOng2ueqWSUZNumKAbhrtkAT4yaWj44o3LK1hcM9cU9M4Mn5NTx2qJcn59fwhesrvBHWUKGe8X5jRwO3LA6Rr+TsdzKi19Q8kYlU3zq1QCNfTsyOMkXTGBD5DIo81GTg5drw5sP9PDm/hgcbKs5os0/Or+H+/Z18/r3ltA0bue6jHHLI4R0PN8Zwu6yCARVbChZua+Vd3z/GnKdaeLXPSSzffW15WtzrL5/K8QGD7piVNWZY/YIzUguOz/7BrTXouVPfhIdQFKwplZwaNjLizIQl8Sv2hDi/+FJigYo8NU0gKxwxmVqgUanGKZZRpG1nnBE7jczOwxXb23h4TjCj67kranhF6sk2Ip7DpYVQFGwpRuPt59vpiphsWlDD0umFfHRmCYueOcnMzceY29RCT0xiS+FRZjQE80GIjFyCS1mwbUkIoSiUzPgjhkWeo0mSpXM1h3QIRaGk9grvOSma5k33js1huUhd/+PRofoU6eWvXmyLcM0PjnPrtlbipo3PPvsZK3USviGYz99eX+Htp2cTVT1TN/XYCftwxMSvKqze1U5/3M5KY7X+xmrWvtw56UT9cp3LEwDStqnME14HW2/M8rq91lxXTjCgsfblDh6dFyQvy+sdQQWdmK1gSccoN8ypZu3LHTw5v8Yx0KQy5uoX2mkOR9l4qIcXV9SjCIkVi1KVnzmulNkNLMftRnYW1MmMBbW/sdbpgh4HbuVJFaMVndQxa3AEIf71t728uKKecMSkM2Ky8VAPD91Q6dxPljjDva5PyRQxdCpb5CrfOZwVRnIssSxPzbDJ+/Z38lJjPbYtx10bQlHoNHSWJwUl1x/sYfPCGlbtaueLv+jkwYYKphdr2HLUTlVBWrHFRcugwbsr8tizsp4f/r6fj80spixnw5MOhp0pMtEbs6jIU5F2ZuHurYYzgeLDBmwEPlXSPmyzckcLG+ZU84v2EZoWh2jc0ebZ8BXFGqbM7mvfU5HHs8vqiBgW//vdpRRognte6uDHt9XkfHAOOeTwjoZPFexZWY8lHYHfR+cFmdvUknHI3Lm0lvv3d/J/U+JeW9Eo0J0kyHgxw9Wlfg5/cgadERO/IrBy49sTHlHFR8KQWBKv29KNE+7b38mPb6shbwLsnUWq5Qml3fNSBw/fVMWelfXYEiSSPAUvJs52RgxHsgsVDicsdi6tRVMEuiL44e/7uSlUkEYHkjPjHM4VQ1Ln3mRDx2d2OzmQr/6ymw1zq/nGvCDzxvjb1S+0s7exns2H+/nZ7dMYMSVxKztdy9WlfnpjJh/62WhH89YlIdYd6OSZ48NpnasToSA0UeA2XS3fMSpet2VxCFtaWXNY7u9sS1n/brLWTeam+YfzyF+NReprTRTahk2PBjAVqV3ULs7UTS2Fe906ojZYNqx9uYPmcHTc/bsvbnmTR5NJzDSXXH4LIRSFhKJTM/M99CUNK0+VTCGBkHjt8C5csvBjAwlWzSrBsmXGYVwoCu2GzukRi991DbH0imLqi/Q0Ggw3MLGlZF9jPZaXDHO6LI+cPErllVdmvWePImOc8QEXZ1pQZ0oguJUnt0K/+oV2b8w69XovtkVYfY1B3RSdmoDKB+ZVndFRuNd1O7bHPleXAiSHHFIhFIUhfMRtgSpABQ786WVETDvDjsIREw2bQhEfd20kVB/SGl0bzeEoa1/u5In5U5le5ENVIF+xidvCu/6pYYOaAj2r3SYsm0+/cJpwxGT1rKKcDU9CaCk0SK6Ken2RzkuN9d4eUXnVexgEJ8ErJT5x7oHRhWAsDczGQz1smBtk5Q6nk2BWmZ8V29vojdneqJllS2wkmiKy2qxpS14fSFCgK8QtyT0vdaTRMOWQQw45vJPgUsj5VOiKSU4MOv5xxLCZWebPGkv7VIVH5gQp1GyQENPy8AvByHCczYf7WX9jdVb/G7dsuqIWvTGLzYf7+ea84Fv9cXM4DwhFIWoJjg04TTlut6WLi31+cWNeWwpswJLgV5xz6ZniDUd8T6UiX+GJ+VMJFeqoAk4MJrhvfxePzKnmssLRjs3UM2JDMJ+115dTma9mtVm/ptAZMemNWaw/2EM4YvKJWSXsb6x9S+KgHN4ecP1sXIq0fMjUAo0in4LAycOk2p9rmz4FPv/ecm/6eec49JyaAnfsPJXRfb9hTjXPHB/2Gu32NdZTolx6KpuJAFXX6TE1Arpk59JaHvlVD989PMDKHW3ec86Ww+qNWVTmjVJDnC2BfK75q2xwX9sr/U5hVs1+vlEVQa/t96hgU6kvUn8vnXY2xhRVIarpfGNuNf88J+hNhI593ekRc/S9hDhnv+82CcUlqEKgIFEEaEISMc+duvaNIter/xZB0TR6bJ2OGBwbMJjX1MIV3zvK7KdaOR7VvApwNrG9dc3dVAU0/Fm+rSHp4/iAwc7XB5k9rZDP73Wqcy7/VapK5uoXTqNiUyZiFF5kvuEzjSecCW7l6dHf9FKgCR6/OUjdFEeAbywNxhd+3okl5Tndv3tdd2R7oglh5DDxIBSF16Mas59qZcamo8xtaiEcsWg6MkC+pvCz26edl/iaomm0DNm81hdPWxvN4Sif3X0agDIRJ8+KU6oannDPffu7MG07gwpm04IaL7E8GYTfcsgOn0KGyETT4hD5KvTYOieGJZ/fG+b4oMHcphambzp2zjRDF4pUGpiNh3q4+9pyErYjivrNudXe/X738ADX/OA4Mzcf4/79nfTFpbf3jPXbXz/YjV91hFRWbG8bl4YphxwASjadOu//cshhMsAVr243dF4fsjCkQkfE4q49YeY1tbDn5DC2zB5Lv9bnJBsDwqLd0Dnca/L5vWGqAyqff2853/mfXp5alLmv3L+/k3lNLazZ5xQMlVxFb8LCPSdaSXHHsVQTF/v84haTv/GbXsIRi7lNLczYNHouHS/ecMWp8zRB3ILP7j7NrO8f4+rNxzyqxWBAS7tP94zYEMznKx+qYs2+Dj75fDs/ui09rt68sIahuJUWL2xbEqJUxC/6uTWHtx9cMbUh4edYVGPL0SFsKdLyIR/86QkWPXOSuOV02Lv2l2qbD/yii+qASnWyo/SRX/VkxO1bFocwbTtrMbAsT037e9SSDj/+O5wiQ9E0/jAkmNvUwszNx1j0zEn+zx+X8elZxc5zMu1xc1hr9nUgxuxfqXSob4Z/8Cmw+XB/Vl+8dUmIe/aG06hgi1QrjfpiPJ8tbZs8K073kd9RLqKUqUbWHOD6gz3eWepse/dY25/d1MqMTQ7Vy2v9Jp/b08HhPouPPHf6TT9TirebwuXAwEDGBzpy5AhXjtOZ+1ZAKAo9tp+YJYmZNstT+FjAMaL9jXVoCgwaTuVYEWBYFsV+FUsKFPCqypoAv2ITEBbhhEb7iEllvsqiZ5yRo4ZgPl+bXUmRT2XljvRxgWyjGRfj+YySmDsdbg82VHBliY+AClPE2SvgQ1JHIrARJAyDgF/nUFecAl1Jq17va6ynWEbP+Z5Sr2udQwdgcXHxJZ07yGa/lwqXet1cLJzr5xhW8pj9VGvG2ty1vI6//XkHD8+pJmFJRgxJZUClXDXSFGZduBVDE2cDzSZ0tnVJiFCBit+Meq9JKD5GLIFhO+OxfTGLKT6VUyMmEdNGE6AIwYhh875KnTwrnW4mZ7tnxqW2Z6EoJFQfEUuw8Tc9rL6m1Ov83fRKH3e/txzTlrzam+BdZX5PzNGFu08Uykwx1TcKRdPosxxBKBswbbjie0fZ21hPb8xizb4Odi6t5UTyPr79u74M0agXV9RzS1LkxO36mFXu51h/gnXN3TSHozQE83mwoYKrS/3etM5YHzyR7feNJDD7V0+7oPt5M3Gp18KZ8GY/6zfjs09k230nYCLbsws3Rh42bPyqoNSvoKlK2kj2K5+Yzv37O1lzXbkncO0eMqcWa7WBMAAAIABJREFUqEzzWwxaGr/tSXDXnrDnc78xt4rqgI4mHD8upUQRgo2HevhQTYHX9bX5cD+PzauiUE6c2OFS2+5EsR2hKIwIP6dGLKryVeYkY8evza5ME3cs4eIlUGJqHkcGTIIFuidU5sKJN2rTbEXz+RiwVMIRi6gpCRVqfH5vOCMm2LYkxLSU+BZGRa1tKVmwrTWti/nRudVU5GtoCnx+b5hwxGLt9eWe0HG2eNfFRPS9E8WmLgUuxWf3ujRtgaI4036C5NC0EPzVODb6o1f7+ejMYop8GuGISalf8fIo4Ai5PdBQybxkLP7pWcXc+75yNEXgVwWqsDkxaPHx59sz1s6GOdVpk4mP3xxkik/hqmI1zZYnu+8dffagKoIC1SZuCRK2zOiOdYtSc5oyfc3OpbUseuYkG+ZUs/5gz3nlsN4MuPmjhO3kj/71v3tYdPkUQoU6ihD4VLh7TzhDeNSdrnBfezY6jtT14nXa24KTwyZ2ch8/096der9uDm7DnOqsTAjuz13bzObjzwdnst1LSoshhKgFvg8EcWKib0spHxVClAE/BS4DTgB3Sin7hBACeBRYBESAT0kpf30p7v1c4R7eLQkBTVDiU7NWueI2aIr0xPt2vj7I3deW0hGx+ckf+rnzqhLu2Dm6yH5waw2hQp0j/Y5RBAtG+Vqaw1E+vKWVhmA+e1fWY9iSgMZZx5wuBO54QvOdtbRHpJdAPxeH4I0uJHHk9SPkXfVHXrdbqnJmauVmdPFnb/Efe13nh+c3GpHDOwdxWxAMaGkjOOsP9tAVtfjctWWcGjZZtaudrUtCVPpsLCNT+XrQ0oiYcKQ/wRUlPloGDVoGDU/puyzPGQO0pY2Utrcxu69Z19xNOGLywvI63vPD171K+md3n05XqJVGrv9oEsHd+P0a/LZzmI8kBURSiw0C6I/b7Dk5zHsr/Wm0E+7YWNyGwosUiqq6zmvDgh+/2uPtLxvmVHt0QlUpHRtr31/B6RHTG1PbtGAq0wqdfU1VIJj8XbfLoCGYz7c+HCQccYovrrhPle4UZHK2m0MOObyT4HLO7lpeh65I+uKSYpE+kq0qo+PbqVQDBbqgRLXoN1RituDqUl9arHJ6xOKvXurkB7fWoAooFzGEUPjYzJLsfJQ5BzzhMIQPw4LGHW088P5yti4JsWJ7Gx/e0urFCLX5YCYuzhlOKAp9CUl1QKMj2Wmcuq+3DRvIFE5Dze/nD4OS8Eicu/aE2TCnmuqANq5+RD4Gdsp7nYqrHB+IM6PE5yWQmsNRmsNRbvjpCY5/agalIsFDN1SybHubl/zIxbs5jAdXb8rJObSmFeMKNEHUkgQLsttoqV/hzquKsaXwmiNevvOyNH/8Sm+CIwMJXlhe553PFj1zkifn11Cep9AXt7myRPcoPdM5l7uA0Qm+L/6ik3DE5KXG+qzaWZMRqTR6q2aVcHmRTg+wYvvJtD1nakBhxAJhC08XLBUtgwaaImhaHOIfmrtoDkdZ/cJpnltWy/7GuuQZ+62hBkz9XMtSPse2JSEq8xQEkikiQY+lpyWWwTkHmSj0WDo+BcpVJ+d2rvutm7OaoioM+rTz2rvd+CIY0Lim3M/mhTVeDqM5HKVl0KBuihMzzCr3s3VJiPUHe85KXftGcak5l03gXinlr4UQU4BfCSFeAD4FvCil/EchxN8BfwesBW4Hrkz+1wB8K/n/CQlF03htWGHljlGi9y2LQ3zhulIe/nWf93sub0vElPhUQalfsOa6chI2fLk5zPobq7n16dFKr3vgf3hOkHXN3XxzbjW+LHyX4YiJEFDqA92Mvembs7RtTEFaZ/a5CvuNhQCH7zNlM9h4qIfH5lU5/55l8edI83N4oxCKQp6Ar82uSgsSNi2oIWHZ1E/R8amClxrrqdAtLMNIs7+l0wt5oKGSLzePbrKpHE1u0q2+SGfvynryVIWAMDgW0ViWEhS5QciR/oQ3EuQmpqsCGrWFGiUiNxo42TAkdR460MnDc4J85Lkw37klyEuN9Zi2w8GsYGNL+PGr/dz7vnJODVtpFfumxSHK8hRU5dw5t8aDUBSiio+YKVh3IH1/WX+why2LQ3y5ucvj8Pzu4QE+fU2JN6YGYEvBwm3pwfx9+zs94QlnLFbN4EKzzZzd5pBDDu88JGyRPESDLRVWbG9hb2N9Wtxu2dLb9xdubQWc88G+xnqORPDijWOrZ2SNVfI15/Ducju+UUGjHN56xG2BnUy8/PmLmTFChW5hJi6e4G9U6AwlbErzNBKWzcZ51QwbMm1f37YkRFG+MzbdYzg2u3lhjRcr/HTRtKz6Efsa69Om+qLC0QVyu+1TY93mcNSjUMzZbA7nCjcH0D5ieHYFo4J8j98cZEaxL82njtU4KfKpabmVzsio3pPb2DN24rTYJ7h3XyerZpWwZl8HexvrmVmms7exHsuG44MJ8lT4+k3VrLmunN6Y5dk5kFU7azIhtalPlQoPHRjtCh/bMevmf15qrEcgiVmSfC07d7GuCL71215WzSrhb66vSD/rvgHO5AtBNvHR5W4eS8aRcpTmJ3UC42uzqzwx3gvJSb0RP5hINsd95UNVaT7c9bPBgIpEeN+PGzMENAnWG39W4+GSkr9IKU+7ncdSyiHg98A0YCmwOflrm4FlyT8vBb4vHRwASoQQU9/i2z5n9Fm6lyBoCOazYU41MUvyl9eWs3R6ITDKq5Kn2PgUwckhk2XbT6EKZ0R51awSumOWd42tS0Ic/MhlfKmhktf64oQjJve81EHEMD3OVve6TYtD2NLGZ1+8gORsOKOw33lgijD4xxur8KvO68ryVDbOC5KwBcPCT1ToXlXHfY9l29sYkvqZLptDDhkQisIgOoaNd1iD0SBFEc4IlE+BhCWxbZt+6WfElGyYU01DMJ9Vs0r4cnMXd19bzubD/SQsiSpk1jXpV20MGzoNR7jkllDAe7/P7G5n7fXlrGvu9viXmsNR1uzroEATucTyJIUE7n9/BZpw7ODPXwxz2XePcsX3HG7v3/UYKMCdV5UQM/EE9LYuCbF5YQ2dEZPPv7ecPOXCvntXAPZwr0lnxPL2F/e91t9YRVmewprrygnosG1JiKXTC4lYklllPvasrGfzrTXELZtgwKlNu+vkwYYKYLRTw7Llm8qFlkMOOeQwGSAUBYRzqEbicdIqSH6SouWw6ZW+jJhhy+IQuiJpH3Fe8+lZxahCUFOosXNprcdVufqFdixJ2h7xZvNR5nBxoGgaUjrj/O5378YIt2xtAbioiWUAC4VhQ3oUKnFLEjVtNi+sYeuSEMGAxvLkmcrUnK7qlkHDE0lvDkfZ3TKc1V7LtNHEslAUYrZCqV9h59Ja/vNPL2PDnGo2Huph7fXlGZykOZvN4Vzg6oMU6IoXvx78yGW88onp/OT2acwq86Eqgk2v9GXVOFl3oMvLrbhYf7CHJ+fXsHR6Id9dMJU8TXhnvJZBg3UHurCk4B9vrKbQ57yvYUnahy3mNbXw390xPrv7NH/oMzjan/B4w93Ecn2RnlU7azLA1QtwuHxPMv17xzk5bLJqVomXgC/LU9OSre75JWFJuiIW973cgYKd1Wc8/ltnOvPNPOu6nMS90s+w8GflGxaKgoni+cGGYD6Qmcdydb3cz/FgQ0VG/uBCclJn84PpnyUPTRE82FDhfRfuPXxmt3M2e3hOkMYdbRn5DfM8c3PnignDuSyEuAzYB/wR0CqlLEn5tz4pZakQYjvwj1LKl5M/fxFYK6U86P5uKofMkSNH3qK7z46SK97Nld87xqdnFfMX7ylLo7V4anEIBUlHxGJ6sY4Vfp0p1dPoMDQMG6YVakRMSW/MojNisvlwv1cdemL+VD67+3QGl+sXrivlL68t9yrdPjtBb/tJopGRt+4z117B/B1dGVWp3Ysr6T95dNzX5QcK8JdPxVY0FNuEkT4GA1Ws2JnemXHffme0ZOuSEHf9R9hz2i5e+3gdAydefcP3f/31108Y/q5Lbb/vFFRdfhVSzyNqSt71/WMZ//6HVTPI1wQJC1Qh6YvbabQvTy0KoQhoHTI8PiO3KHJD0M+QAYbtcKVLbKImnBg0PHX4+iKdf07SHgDsbaxn1a529i2tJmHaSFVDWCbxntNnXMs52524qLzyjwhHbJqODPBnV5ekdSW7fJr5msLcphZ2r6jn48+dYv2NVWm0QNuWhChP9NIZPv2G76Ok9gpei6jctSfMzqW19MVtEpYNCC8wOviRyxhMOArZt4QC/MUfl/GVZOHE3WuWTi9k/Y3V9MUtTo+YrD/Yw6ZkEtzlB3u4oeiMPn8sJrL9vv/lwHlf75c3Ri78pt6BmIzPeiLbbg6XFiVl5egV01CAowMGdVN0WocSFOoKFfkq3VGLrqjlxQNXlejoqoJhg67Avxzq4eFf9zkdoStrSUiFjojpnQu+1FDJt37by3cPD3D0U1cQaz923jH/pbTfnO1C9VXv5u69HfzDByuJ2XhJADfxUuO3OHX0jZ9rxp6v4j2nKQjNYF5TC5sWTOWyIp2emJ32vk8tCvGv/93L311XjM/nQwLzmlq4JRTgc9eWsSIZAz86p5KlVxR79ioGu7wYJT9QQKw0xJd/OarV4GryTC/2EdAEGDGGOk694XNqzve+M1FUP5Orf9jKf6ysAwSP/qYnLUbdsbTW0wh57sQgq68p9biSRwwLXVHQFJGhbfKF60r5yMwSz77dZokfvdrP//PuUrpjo766Ml8lNEXjgz8d1Rz5yoeq2Hioh/vfX8GIKdOmS7YtCeHrPpFm65PB9+YHCoiX1RGO2mld4luXhKgKaNz4sxPe39fs68iqM7RpQQ0giZqSPSeH+fM/KkNVBIYt2fLaANdV53NliQ9dGoyEzy9vlc2/jX2964tWPjs6PbHl9iB5fW3e72b7nVRKk7F5LPd9paohVI0rNx/PuLcLzUmN93nH3qdDlasxfdNoDsPVwHl3RR6qgI88e+qi5szOZLuXmhYDACFEIbAF+Csp5aBDrZz9V7P8bNzsuEuSfanI9fuFYOn0Qv72+grWvtyRRvHwleYu/ummagp1lSK/wA5dTswW/Ouvuvn7D1YQt+Dhg93c94FK/ulgN+tvrPaucXnR+FyupSKOFLbzVAQEptWc9T4v5vMRisLTS0IZXDFV+SaV47yHO96yOOU125KcRWOrLC4R+YrtbTx+c5DFz5z0rlNfpBPwaVS9TYQULrUgxNtFlOJMn8MR23TUuU8OG1nHdfpiFmq+StuwSe0UjdMjZhqf0R07nbGfmCW96i3A2pc7+emiadhS8rvuOGV5KjOKdU5EjLTxwE0Larj/A+V89/AA9UU6I4bN00tClPhMpCYAiyMnjk6q72Ii3uulsmehKPTZgvJ8jYd/3UdvzOb5ZXWoikAVjnjjiGFjJac+LFumJZbdACFiSsqKKrm6tCSrkOS53Ee37aPAMGkZdFSZK/JUwhGZ9l7FfpXP7XF87TXlfhZua2XDnGovUGwI5nP3teXeOKFrwz1Rk3lNLefk8yc6Muzk5fMXmZuIa8DFhPbtb/KzntCf/SLg7fzZxsNE/U5VXecPQ4KVTS08t6yO+/Z38pNF01CEQ4PXPmJx774O1l5fToEOcUvy8edP82+3TcOwbYYTkg/VFNDQ7oi4dsclK7a3pB18/6G5i6/OruLFtgh5qqTiHGL+iYpL8R1eattRdZ2OxCjX9sZ5VexdWY8pnWStX7UJ2PIN36M7rfTagEGBLhgxVKYHL8eykxyh0qG56kx207cMGgQDGpoiefCGShScidShhMmmBTVETZtSv5J2nv3TnU7S4tinZlA+pZDiKc69Dgs/s5tOevFDtqTT00tCTK8NvS06lC91zmEi4K347EJRGMBHfZGOKeGxQz18dXZVmhhfga54a2rt9eV0RS16YxbXV/n59AthwhGTf7u1hqbFobSiyl+8p9zjYIbR7s8XV9TSOmRlnN2Q6ZojX/xFJ2uvL2dqgUbCttm9oh5IUttoJpZ/YvrnM31nrti9S4njYv3BHr5/a413bnY7v/0qDCbstHPy6hfa2bW8jtMjJg//uo+Hf93nnW1uChUwtUDjb37ewWPzqqitDXmCeKoiULARZOpqQfb80dNLLuOqMXQUri9K/V5XPhtmf+PlhJKCdtl+5zO7HYqVmgLtDGcai2GhZc0fnC0ndb7rxRVF7B8207jrP/F8O88vqzsjrctY+sI3M2d2yRv0hRA6TmL5h1LKrckfd7h0F8n/dyZ/3gbUprw8BLS/Vfd6vshX4eE5QSSS9Tc6nKluV9fd15ajKrD25Q5MG44OWvhVwV9fV0Y4YqMp8GJbhJ+82s+DN1Ri2pK7ry1nzb6OtNEpl0do1a52h5bmEm/QqVwxJz89g32N9RT7HI6ebCMIMDreMpbfZtWskrTfS03ctQwaXFniSxutSB2tyiGHs8FV51aFgmFLHjvUy+aFNRnjOsV+hXv3dfD9w/3YUlDsH1Ve/8qHqrglFEDBoQlwxdBGDJtwxMS0bRQhvLVvyfGoNxSvqPK+Sj3HHT5JkW3sakjqRCznoOhyGM/8/jGu/N5Rbt7SQtwGn6oQT3LDff1gN9MKdYIBjV0r6vjewhr8quDefR3MbWrh6Igyri8903312Dq2FF63fOuQyXf+p5epSTHYT88qZvPCGsAZr1p/sIfTI2bGuNva68szRq9Wv9BOfZHO8U/NYH9jbc5+c8ghh0mPcxmjPdNru03Nm1LJ1wThiIlPgbopGtUBjc6ISThismJ7G/OaWlixvc3RSkFS6lfwqYJQoc7mhTU8clOV100HowffVbNK0BTBtiUhpvDWUeDlcGFwbWvQ1lCSdFnN4Sgf+EkLl286yvytLUjAsJQ3vJe6Ma7LdzyvqYW79oQZStgEdEdj5LFDvfx3d4xiv8rmhTV8+YYKvnNLEEsKPr83zEDcQlPgoQPdlPoVphf7sGxYs6/Ds1mXN1lVRNqaMXGoA9z4IVvskKMzzGE8ZPO/iqbRY/tRkUmRNZW7ry2nL26nJfZS6Vtc/7pmXwftIxZf+VAVwYCGJeEfmrvY21jP8dUz2N9Yh0RmpXbQFCXr2S1u41HCAR6NoQVIBJoCBRqUqwaWMTnyE2MpF2KWSKPEcdEcjvLE73rTKByfOzFIQFc8f7NmX0fa807VbknNX73SE+eZ48MkpOC4R71xjDlNLfyh3+Jzezs5HtUy9uBs+SPXp2TzRakYS3UxHq3rzFLfWc80Y2kyLjQnlc323UT6nKYWbvzZCe/ZurQtfXGLJ+c7OYzxzmmp9IVnu78LiX8uaXJZOC3KTwK/l1L+c8o//TuwKvnnVcAzKT//pHBwAzAgpXzjM8JvIhRNI25BQJXoikL3GHqLjYd6iFtw7/vKEeB1jimKQuOONg51RtmyOMR3Dg9w13+ECeiKZyinhg02LUhPgrm8zRMB0raZIgy6YzZzmlqY/r1jzG46mdUxwOiCdh353sb6ZId2esDhJu7cPwdU2N9Ym0to5HDecLs5Xu0ziJiShw9286WGSjb82hGRfPnOy3hxRT26IomZknDE4q+vK+e1vjimLfGrgvvfX8FzJwb5UkMlw6Zgii6dQORwPxV5Kk8tmsZAQjI3ZSNIWNLjB9vbWO9x29nSseUZ+SZ5Vo5nbjLC3fhdPjLX5yVsgWHZRE07w2//4NYapmgQsxwbbFoc4sW2CD7FOfh9dvdpPrXLqZ9+b2ENT8yfyt8f6Drnw5gbHPRJPzFL8P/+dw/Ti539YvPhfm67rIjTIyZLpxfyF+8p49anW7nye0e5a0+Yr82u8gqZqUHleLxqtnTUkXM8iTnkkMNkx3j+/FwPWEPSRyI5zdQQzPf8vypAEYLjAwk2H+73DoMwWtBO2DanRywWPXOSD/zkdW59upXKZHdctjjZrwquKLBzfneSINW2Ejb0x82svLARw0IK5zz5Rt9j2JBpSbFgwPlZzMSjElizr4N793VwbCDBx99VQsCn0Bkx+daHq4nZUKTDAw2VPHSgC1tKFIWsZ9B8lbQ1M7epxYsjlk4v5Jpy/1m5THPIAbL733ZD5+iIwpqXwvy+z0QAxX6Vz+xu98T4XKw/2JNhoz+6bRoC2HiohwcbKuiNWTxzfBgpJeVKAgvBqWHnOm7np1tEaRs2s/pfFZgxptFt04IawiMG87e2omMTsKJvaNrwUiDzubeiJotfbmdy6mf92MwSggUqj98cZG9jPauvKc1aBH2wocL7jn5467S0azw5v4b1B3ucApUQGclit4jqJI193n0OCz+xpFBuKloGjTFJascXbZxXza4Vdd7Ze+n0QnzKKPmBK9KXCocnW551b01trLzQnNR4sUc2rTFXp8k9p33xF508fnOQd1fkZX0u04t9vLpqBj+/o/6M93eh8c+lpsWYDXwC+J0Q4lDyZ/cD/wj8TAjxGaAVuCP5bzuBRcBRIAKsfmtv99zRZ+koAsJRmxXbHXGm9TdW8c15QYSAR+YEURUIFWqQrJSV5TsV7GBAo9Cn0R1JeGrBktGKyn37u/jm3Goevznocf9MLVDJl8b4HCFvMbKpbS7b3sa+xnpKlPTkg0+BpdML0/iSXGXWpdMLeeb4cFpL/2jFJXFJlERzmPwYwsfxgQR37Qmza3kdL7Y5nJ1fnV2Fqjiq3b0xgzt2trNnZT1bFk/j+KBDZ+Gu5cuKND46s4T2EZOaApWELSj2Cb52YzXFOhhSeMqx4KyBjoiZVeW9UJfkmfGcDU9CuN3JcUvQPpLwRuRSfZ6uKtz2dCvBgOaNk44YNqFCjWETjvYneLEtwuVFOntW1mPYEDVtbgkF+OjMEm+kdP2NVTw8J4gBxFS/4/NtG0XT6LN0DFsS0ASKkFhS0BGxWL79JJsX1lA3ReOOK4sp8SsUaIJvzA2iClAVZz8aOwq4+oV2dq+o46nFIb7S3MWT82v4zO52L9E87ohrrsiXQw45TGK4o6fLtrekJeXaR0yKfH78in1G9XahKERM0BXhdRHd9vRJggGNpxZNxbQF65q7PX7ODXOcycZgQKNAh4gBt29P98dH+xPjxskVuoWZmBzJi3c63L16xHTGmi0bumM2jx3qTaOa+IfmLjbMDeJXYFjqBDi/73dI6vzw1T7+8tpynl9eh2VLHvlVD0umT0nu7fWeGNefzyrmE7NKMG0nHogakiKfQsIWNO5oY8f/mkZNgcKj84IoOMKDBZrwzqBq8twaschIfqx+oZ0ti6fxpYZKFm4bpdJK5TL1KfIMBJc5vBPgxtEJ28kJIAUPHehg04KpTCvUsaRDLbF8+yjNyoY51YQKSaNkcH1jOGIytUBlX6MTT0skX/uvbl5si7BhTjUzin2s2uVM3PmEUxQZMU0CmsMdHB4x0zo/OyPmuP43Ydk8fnOQy4t9vD6QoCqg8sX9nV5n6GQ612XL3bQlGxpXv9DuJS9nlPjI1wT5isSQDg3Jql3tGdQZ7jWuLPFRoAv64xZTC1VeaqwnYUmO9Cc8P/D0khAKdtbXu00tEQs0PQ9DSmKWQFNFVjoKZUyS2i2qfXb36VHO5cUhilQLO+la3e7jsbSu5/odStumkPgF56TGy5+91Fif9dlcXqSza3kdUsL3b3W0b6zkJOzY5yKBobhFia6AdKhA3DWXGtOMdw/7G2udz3gWXNLkclKYb7yS5S1Zfl8Cn3tTb+oiwUiK6q3Y3uYJIKw70MXa91fwkWdPpSWWqgNqUgEaLImn+PjE/Kl0RiwUISnPG+VzaQ5HueelDh5sqKC2UD9roHspMN54wclhk15NS0tATBFG1uTGimRiZsMciU8BTZH8+LYafIqccJ83h8kD9+BXoCtpkwCrX2j3eI+fnF/DxkM9bFviKLVbCB75VQ9PLXLGo370aj/T3lPO8u1tbJhTTU2BxogpGU7YGLYkaipETZmxBqLW6OYGo8H3/sa6S/EocrhAuNVddxNOPTQ1h6MOh7KUqAIv4bxie5v3+v/5+HTyNCfR8OyyWoYTNr/vjVOgKxT5FB64oZK/2htm04KpFPnULEKAOrUBeHVAsnJHC8GAxsZ51QAU+lRPeLI3ZlE3RSdqSQYSklXPt/PITVUEC3QUCUJk99dSQqhA5bF51UhgX2M9inDGEU+PCb7PN/jIIYcccrhUUDSNYalj48Trtg1+RVKkmhwbURgxzbQJjfMppA1JnSP9CaYXOx2o8WQHc8ugwR07T/OTRdMIR0yPn7MsT2UgbnHZFI0/9BkeVVEq1jV382+3TWN+ljjZ8bk5TFRoPh/dhopPgdMjVhpv9t6V9QQ0hx/2mePDaa/7+w/aWFJBU+B8ZU5VBT51TSknhwyqAhqKEHyxoZK45SRvNAHvKvPxn39aR8eIzdykWN+XP1RJeMRCV5x14XTHdfBvC6eiqmBI8CmCr/6ym1WzSqgOCGwpmL8tk5MVnNeX52vMa8rksXW5TCdbAi6HM0MoClHhI2oLVJy6gSUlPpH97J4tjn5pZZ0nirdwWyu3hALc/4HKtETj+oM9HpWhy3fsFupChRoKzplr/S+dpPJTi0IAVAU0WocNL6GpKZKHDjjc9YW6QoEGxT41zZbd93K1RmDU/z4xfyqLnznJkU9dwdWlfgo0yWPzqiZlniJb7uYLP+/kyQVT0xoabSm5Z08HX/xAJV/5ry6++IEKnpg/lakF43APqzhTjbpTQNCETZnPQgSstLzOkNSzvt5tajnSn6A6oAKClTucgq17fk89gw0n0pPUa68vz6A1WbnD3Tud7HJq93HCFl7eqcfUM5KvFwq3mFJUP5NhoaMpkojpJHlTm0ldtAwamDYZz2bp9EIkpBXumhaHeOq1gYznsmVxCJ8iuXtvBz++vYbT8fQ1lxrTjJfDS9hi/KxtCi455/LbFZoCCUtySyjAAw2VrDvQxfobq73EMowmlk4MGtz/gXJUIfGrkitKHMG+UKFOge50nz322x6eWjSO42pHAAAgAElEQVQ6NuVU5TQq1PiEHEMeb7ygM2JmcGxJ20YhMxHXMuiIW5WJGIUyRp4VT/554n3eHCYPhqSPI/0Jj/vpvv1dXhfGf/7pZTy7rI7pxRrrb6xmii6IWU5XxQMNFZTmaSzf3sb/fncZfTHLC3BM2/mdjohFb8yZVhg7pgUQ0JRxHPZb+QRyuFjIxvfljimB4/N+35tAIdMffuG6UtRkIBGOmBRogmFDcteeMGtf7sSvCqSUrLmunKgp+XJzFxvmVHvjeI/+pofjAwbdCcVLOq+9vpy4JRk2JL1J+wQ8G60KaCCd97vxqRY+9twpDnXFst5ffZGOrgoKZJxCGWOKjFEso0yxY8zIN5lZ6hs/+MghhxxymKBQdZ2TMUek97U+g3lNLcz43lFmN7XSaeg8dKCLiqRINmTnmU8d0R177ZitsK65G4Hgp3/oJ1SopfFM5qnw1OKQx7e8alc7+ZqCxOkK9Se7sVIRjpgo4xQBcz534kLz+Xh1EOY2tdAXtzNGxh/7bY+n15GK+iKdU8MGugLqG3hfG4WIYWPY8Lc/7+D3vXEG4xYBzdH3MG2HYjBiOB1+t4QC3PeBShKWowtSFdA8WqzmcJSP7zrNoa4YHRHT4WC+oZI1+zpoHTK5Y+doETvb57Dt7Oe7c+EyzWFyIT9QQLuhc7jP5K/2hnmt33DoMTeNT485No4OBjRsBAlbEjVtdi4N8ZfXlnnc5Kl8yl8/2O3lRly+44Am+JdDPdR99ygLt7XyyVklBAMad+xs42+vr6CuUGNmiY/9jXXMKLBJ2IK7ry3n/v2dhEdMwlHbey8XzeEog4nsXbW+5ISKT0gq1Tj51uTNU2TL3YQjJp0Rk7g1WgEaiDuUInfsdPSx7th5CsOSfPL59gw6ktRJ80I5msexTZP+k0fT8jrZuIufnF/jUUita+6mLG9Uy6A5HOW+/U439ZFPXcGGOdX86NV+NCV9D02l83ORbe9077FcTdAVs2n42RujhTgTUiknrv5hK7ObWjncZ/GR504zu+kkXTGHRigV9UU6bcMGW8bQJz0yJ+g1EbmfqXFHGx9/Vwkzih29hr2N9Tx+cxDLlnzsudPJWCKTfiQ1NzdeDi+VRuRMuNS0GG8rjI51CPI0UBD87fUVKALuvrYcCWlj0a6KZnVAZSAhnQ6EO+qRyQ1dFRAxJRV5KosuL+Ir/9WVNj4X0GHIEkxRJl51LNt4gdvR5y5ooY6OwaiK8CgwXHiGnKto53CRIBSFqOV0AX1zbrVX2XMnAcrzVNpHTPJVpzPj2/ODnBq2KNSdhF2B7qxhIQRFPsULaE4MGVTmqVQHVAp1NUlto7BreR2WhIhh0RGxqBmnqpuz88mJVL54twPN6RJ2vuedS2sxbfCrjuDS3x/o4nPXllE/xeHJfKUnzrd/18eWxSEMW/Dob5wR6fdW+mkfsTBth49/59LajHG8J+fXUOIXXndRQzCfmWV+dAHzt7WyYU512rTLiSGDy6bojBg2P7x1Gh97/pQXjO9ZWZc2UuheXxMO15i7t0mcQ6tlSbScz77oKNl06rxf07962ptwJznk8PaEK7R3YtCZrrhrTzgtqaEIyf3vr2AwYbFlcYiVO9ooy1Ozxu6mhGGRR8KWBDTQVcGpiCRfcw7kXz/YzV+8p4x8Fe9aTgdSOq3AiGFTHVD53iv93FxXiADPHwcDGg/fVMW0Qh1bwo6ltaxr7k5TfM/53ImLbkNl5Q6na3eKLjwbsqUj2ljkVyjUYduSkJckcCeTqgIqUdOiyKfSb+dj2RK/wigl4BmQsCFuSUr8go03BzFtZ0LJlpIn59eAUIgaNn6/ZNOCqdRO8dERMakOqMmJKzwdiMYdbV6ssGWxMyZemG+zv7GWmD3aMJFKTeDabShJaZDNbs+FyzSHyYX8qmm8OuBQCLr0Fan+1aEW8uFPmUBO7ZJ0p0Qihk2+pvDwr3r4+k3VLHqm1YtTNx4atbPvHh6gJ2axe0U9A3GL1iGDUr/C6mtKWTK9iN6YxYZf97D2+nJWbG+jO2aBlHzs+XaeW1ZLV0yh2C88mo2ELRmJWOx8vY9nl9Xy+oBBdUAloKvoishqxyOGzdNLQgydOk7xtJpL9uwvBrLlbrYsDvHl5i6PonTzwhr+6qVOIJ2yYmapjx/fVkNAk+xvrEvSLZzfpLnbPfxSYz0xS2Inz8+rZpXwxV90EgyoCAGbF9Z4+3BzOMq65m5+fPs0yvJU7n1fOd/5n960M43bTJZ59ibr3nkmaldL2m+4kzkb5ZbbaLphTjUrtrexfHsbL66o51D36ITL1iUhin3OeW/fHfXETYdSpCtqZk2anxoxyVMhYUvqCnWODSS456UOwhGTLYtDXnPc2Ne5nckXShGSSy5fJCiaRqehexWe91Xn8fqgQbFPIU9zCOd/3liflW+12K8yf6vT0h63JT1Ri00LHN6UynyNhw508Pn3lvH1m6qxpMP9c3rE4KanWqgv0tm2JMQVBfaEIox3HcS+xnpODjvPxB0Vry/SCWiS45H0lvymxc7IiuvAJiNfUQ4TG0PSh2E7B797Xurga7Mr2bW8DltCniZAOh2fmw/3s/HmKiImLN/exp6VdVQHNAIqbFpYg08BS4weAB/4RRebF9aw9uUONsytzljnT86v4du/6+Mfb6y6IIedw8TCmfjid/yvacQs6XHuf+vDQf7ppmqO9Cf45PPtPDKnmgLdGYf91oerMG286+xtrOejz53iuWV1SR5Ohc/sTg90PrO7nWeX1aGn3MPrAwmuKvV7HfWpwdVjh3r55rwgtlR46EAHT8yfSqjQKWKaNh73p5s82Xioh8fmVXlV9ocOdCbv72Ra0Ak5n51DDjlMfAhFYQA/cUtSoDsdSGOTGjELumMWd+1x6Ig2L6zhihI9Y09/atE0umM2K3c4XZ93/XEZNYUKUtqoAq9w/Upvgp8tmoZfgReW1yGEwJQANpcX+1AEHh/ui20R7riqGHD88aYFU6kKaHRGLG7e0pJ2brhv/yhPZc7nTlyYKcXf7pjNmn0dBAMa35xXTfuIRU2BSsyEynyFvUmNHVU4HLG2JRkwJF1Rg088f37aBioQLFBRhULEkBwbSHhFkudODHLPtWUE8hXCUZuoKelInl01Mdol52qR7Fxa62mRlKimd9YsJA6KP62I/cVfdPJvt9ZQka9yesRiXs5u31GQmp8C3UxLOsKZqYV8cnTc350SeX5ZHSv//SRPzJ9KV9RJhEVNycZDPfzTTdUkLMlLjfV0Rizahg0+/twpL7+wc2ktI4ZkXlOLd/6qzFe86en3VOSxa3kduiLYdWKA2y8v8u63KqCxcJujj/LRmZJv/66Pu68tZ+WO1qx2vG1JiJqAIF8avBYZucRP/8KRSQ0hKVItHru5mkfmBPlDX5y1L3emJdfdTnK/IimUcbCSFzsL97BQFEpqr6BX+tOStdK20YTN2p93pp2tlk4v5IGGSo9ix/1uf/RqPx9/V0naHun+PLWYl1rgdc9pigIDdj4CiURQqhrYpnlGatcbf3bivDRmUptzuqKSiJk9IVyWp3p/Bnh2WR0DcYvemIVpSe7d18Xd15ajKRardjnPZGuyy3ts0rwzYjKr3M/KHacIBjQebKhg86015GuCe/aEWTWr5IyNbtns4HyS6TlajIsAoSiciqu0DTvG8Uflfozk4priE0hgy+JpSEEG58vqF9oRjKpdHhsw+OovuwFJqFBDVyVfbKhk9QunuXrzMW5/upVCXWHTK/3eNZZvb6PT0C9Ku/7FhLRtSkScAk2wZl+H5/ifXhLCtDNb8ht3tPHV2VVeC//UgMhVtXO4YOQHChgWfqKqoywbMSyenF9DOGLy4S2tLNzWyqlhk/6YRcR0qAM2zguSrypYyQ1GIOiOmkQsyesDCTQFhBBeQm79jVUMJkweaKikdcjMWOeu2u1tT59kakBcFEXZHC49XL74sSPT6w50ka9rHuf+j2+voVBXMJPCF9+cW03EtBkxbJZOL2TEVIha0kso2NK5jiIcDv5EkrNzrFJ1vgojhsXDyXvYcmTQG2dK5aB7+c7L+PpN1SjCxpfcUz67+zSzvn+MhdtasaT0xlznNbWwZl8HD91Q6XGgLdve5on/jOUs+8acqpwt55BDDhMGrpJ8r/QzLPwIRUHRNNoNnYghsWzJiGF73UwwSn0xELc8PYb79ncRDGjEzMzYPWJKVu5wCof3vb+CI31R4iYoisLJYZP79nd6sYEl4Uv/2cX/9MQZiJv4FIhZkohhc+u2Vq75wXGHE3RxCFVxuqC/1FDp6TZkOzf8dNE0di+uzPncCQhF04io+Rh6PlpyP157fbnXmfwv84LcufMUlxVpRC3ByWGT3/cZtA0ZvNYXp3XI4LddcV4fNhk2JJ943ukE3rokxOaFNbSPmERFJiWLC6Eo+FXwKQqmLbFx4o6KPBWJ5O4/LnNoB6RgxfY2CnSFzojJ5sP9aIrTZf/YoV42L6zhxbYI1/zgOLduayVm2vSeak17r7Fj7A5lo87xgfHtNhcrvL3g2ntMy0cVwvOrqTQp41ML6Wk25CakJXBLKMD0Ip9HMfjIr3r4UkMlf/PzDmKW5F8O9QCk5Re2Lgmx6ZU+SvyjxcPP7G5nik/16BX+0Bfn6s3HaB8x+ZMZxQyn3K8be7vrNVvcu/qFdn5waw0vrqjnigKbPGtyUmCMh2z0FYV2jGqfQ8cajjjFpVTKCrdYdK5wm1bm7+hKo52Iqc6+7Vfh/95Q6Z2xX77zMr4xL+glh2H0u/3C9RVZz9xLpk9hxfY25jW1sPqF05TlKTwxfyov3+nQX0YMmwPhOHOaWnit3+SevWFeG3ZihTNRu7rvMZbi9Uyfc3bTSX7ZmXDydVkoM137c//8390xbn+6lRFDsq65mzufPeXZYlVgVJPBbSLKRiOiCnj85iDrb6wCYDBuIaTkmePDWV839jscawfnY+O5zuWLgKjQ6YqOVhKWTi/kG/OCFPkEAwnJugNhvjq7yksQpKJl0EBVRqt2D/yii0duquZjz5/yrvXNeUH2NtZj2WDaku/8Ty8fnVnCK70JTzQqHDHJK9QnnJDS2OpHQJOYtiBm4wTeyZEGcJ5FV9RiXlMLAMc/NYO8HJVcDhcAoSjESkP8vD3CVWX5lPkdXuRv/64vo0vz4TlBBuImA3ELf4nGyWGL0yPOJhC3JIW64PSI09H0738S8sZvUjtK/mNlLeX5esbITmoVP2IKykTsghVlc7i0cKvRkFnh/ty1ZRi2JBjQ+OvryjkxaKZ1vf3g1hpKfIICXeUb84KcGjaZoju8byV+gZSjnIszin0YtuQL15Vy51UlHr/h0umFvHtOkEJd8d7rozNLkFLyo9um8dHnTqWNsuargmLFRGITKNB5qbE+bcwWnaxV6oR0xhmvKfdntWvDNKnSrZwt55BDDpccqeJQ7mj+5UV+LAuODzjx8Z6Tw3zqmlIihs2mBTU8+pseZpY5Ex+nR8w0zmOnizTdxzcE86lO0tP98LapmDZ8sKaQqClRhDNd6PIpA3x6VjFfaqikcUcbmxZMpTIfTAsKfbBnZT1xa/R1fVKQpyqU+gUVeT4SduYIcMugo0fSf/IolVde+ZY/4xzGh6JptMVVhhMmlQENKW2v89e1odJkLFjiV4maeInd+99fQb6meGfJl++8zOs2/ubcamekP4m+hKRGV7Ie+E3VR2/M5vSIlRZ3bF0yjZoCjfYRi8o8lWjyTOpO6919bTlfbu5m3QcreGROkKGE5XWBluWpVOkGf2hN785MPeNJBDbO6PYVJT6CgXRhypZBA9uWFIp4LlZ4G0AoCkP4iBqgColA0DZsECxQPb/q0li4/jUV7hi+FI4NHfzTWkYshVdXzaDUJ/g/f1yGLaXHt/uZ3e0AfO3Gakp8gr94T3mGjf4yPMxHZpaQp6a/jy2daZDPv7ecf/t9P/+xso6aAicFVpmvetQPD99U7SW5zxT39sQs/uzZU2mCcG93WIbBjHzFOSdIgSoECucnXuiem0ypZFBDLNvexuM3B1nX3M3XZlfx6G96WDWrhMuLdEryVKxx8ka+FN/qomXQETIF5yz11OIQ/9DsCDtuWlDDUNziCz/vZP2NVV4yesOcalbucKgvSkR8XGrX1PdIyDMnqYakj2XbW9NyAGOnSlO74cdSyH5mt0OL2BW1mFrgxBy6GM0Zuk1Ej98cZHqxj9/3xtl4qIcHb6gkbqZ/H1N8iqevM1YAs7ZQo0RcvCJJLrl8ERCzFT7x/OjI8roPVuBXoMince++MA80VKArAj1JMJ6N82XrktD/z96ZB0hVnWn/d869t6q6et+L7oZScAtGxcTYjguLUVxgBoXWJLME0cTJF6OOn2YY10SNGicaonw6k0kidjaTCALfgI4iH9CCgUQNWSQu0NhN01Tve213Od8ft+p2N91EjU2CeJ9/oKurbnV3vfec97zv8z4PC9e5ulbferWTTYuiOADKdf3tjtvs7Tep39XLXWeVo5TigXPKOX9Vs9dNqQoH35OL418aynHII4XQ5BgpjOxNlO06juzc+DpyPj4oEjJATsBhzuQgDq5+U3nO2KLw0/NqeOBXHWxsibNqXjUp25XDiIR1fnFJNUENgrrubYa6FLzTbxLSBPVzq6jISGZ0pxwuX9c0Jr5jccvr4vtx/eHHSKmI+8+pYOuVx9Aet1jXOMD8qflMLQh4rOOmAXOUrmdTvzvi+ssro7QO2fSk3HHUkpIgy3d28O1ZEf73lhg/uMBNzh86r5Ln3xngn08t5bu/6+LZBZPJ0d0hLlDYSmBo7ntd82IrKy6cRJ4hvbjUhWswm6MNSyeFSBGCMQ2OPFJjHgvr8MA5FaPciEfGtbAtMI7AjceHDx8fOWS1Er8wvZC6Ewo4MGSTdhwsR5BrSJZubee+syt48vUevnRqMVPyJV87q5y9fWmiBQYPvtLFo7MqefrSagZNxQWrm1lx4STWL5hMZVijKCjRpWTfgMny2ZVIIdnTl+LE4iD7Bl0j7pHFkKZ+V17gjtpSGuqiKGDIUtz/606um1HCcYWukV930qY/7TC10EChMB1Fn6U8A7iD111N+mvukYhex6ArYRIt0EnZ8MCvuvjKjBKGkjYvXRGlJk+HTHEg7bh7c7awe/+vO7nx9BI2XD4FKQSGBKUUT11SjeUoOpM2S7e6n/+KC6soLjYIjSAUSV0ngcGQCY196TF5x1Nv9PGlU13t2S11UXb3Dsf8fWdXsHynW8wZMKEoCKU5GpatKDQgX6RwrPELD8pxyJdmpqnTMqZg4uuDH33QAwFiKY1Y3CJtO+hSUBHWueWldh6dVUlBQLBsVoRQhoGaXV8PNYYvpKRpUHn65G8tnuY14248vdTzI6kI60hchnxxUCOgCYZMRUVYY8i0KQgalAYlzohiSLTAQJfwyOwIfSmbO2rLaBm0RskoPH1pNdfNKCHtOKyeX8OQ6fzJvLcgIL3i+JFYdzlcyNZz3C9GPD7OPe0WkgOkMr5aIanoSSsuXrOP+rlV4xaEjy0McO/Z5V5TLBa3ue/sinGLvNm6kT6CoJlFtMCgOk/n7aumsX/Qoiwk+eoZZSz9FOwfNLlhy/C5PPve2eKv6eA1PLKEG00Kbtgc89ay7Hs4yvUPG68oK6Qkbg03pkcaUY4s7JbnaOgSfnxxNb/vTHq/W/bn6kk5nsTLigurCGrKk93KkkuLghpBDSrCOounF/HUG73cMKOUk0u10SQi8IrmWfLRmvk1E1pYBl8WY0JgH+SEWxjUeavX/cD/7VOlhDSBEK6e63j0dduBSFjjpSui7L7qOL4zO4JCYeDQl7Y55xdNnP7TvdzU0Mb1M0q5Z3sHbXHX5GHB1DyPAv9eXRz/WjjYETbblVl6Rql30zz4Ste49HwfPt4vNMOgJ+V2swdNh9iQg6MgIAVT8nQen+NOBHzvgkkMpm2u/ngxzy6YTHfKIW0PbwiadLV1rREaTP1ph1teakcpGDId2uMW8UxB+uD4vqu27M8eHfJxZGJAGXx9u6t/denafZz7i3eo39XL/zqthH39KTQBEsVxRQFvxHok3KQUFq1v8VhLmnAZz2nbHVu6/eV2Fk8vIu04zJtaiOU4fObEIi5du4+4aZOyoanfTZAtRzG1MOCNco+My7d706RsRcD58+LOcsS4I2d31ZaxZn4Nqa4DH/jv6cOHDx8TASUET19axVUnF9HYZ/L7jjialLzdm2bIdIhl/D/OrsqlZdCmP624fF0L9+zo9OSybtjSRlFQY8mG1ozJn+C/ft+D7UB30iFpK3Tp5ga2cg2CdQmP7exGKYc7akeP8764MEqhISg1bEzHNUq76yxXmuhzz7Wyty9NcVDD0AQhTdCRcAjrmldYhtHr7o8uqiIkladXmZX+8HEEQLnMZNsRmI5i0fEF3L29gxxdENSEuxdLV5PbdiAgHe7MxMvi6UUENIkQguKgQ7Fm0p1ymLOqiRPq9/DlTTEenVXJ9y6YREATJB3pfe6aYbAvqRG38DTFD847lpxcTCxuEQnrXtxmY/72l9u59pRiPl4aBKW48tn9mA7veSR6vPPdkg1uvML4Y9c+PpzQDIN9CZelPClXY2phgH96vhXbUd762Txg0Txgksyci7Kxdqgx/B7b8CQPaiM5CIGXz+bqgmtPKaYkpNGXsulP25g2fPa5Vk7+USNn/mwv7/SbXLq2hcqwzpA1XFrO+jlpQjFrZROn/WQvf+xOe+QicN/nimf3U52r05Fw6E25LNFD5b0/uKCKhOUMF8d9jMGwHEQz057cw6yVTezqsXAUrLhwEmlHjSsNsbcvzZT84ULxeHIqI+tGP7igih/t6mXlvJpRsfXM/Bo2Ng1yS0bjfiDtMJB2mLu6mfNXNROLW/zgArfmlH1NtvibsWMYJQtRJFJ87azyMfW7mxtih5TGGFAGb2caeDBawiJb2E1ais8/38q+AQvTUZ7Ey8i/yUgpjiUbWkk7kmMKNBrqouy+ahoNdVGOLdSZs6qZc3/xDgvXtfDQaz2ct7IJHYdSkSRPJT0962zR/HDKGfrM5QlAMGOotHh6ESUhjWxztz1uMaM85I40N8RYNisyrmnSI7MjdMVtHGBryyA3NnR4Rn0C5Y0WjaTu5xqSRetbeHbBZG7b1u7pYx7Jo0aHEkg/tSzEtrop6FLx1MVV2KkEFb4el48PACEl/Y7OQNrtMBuaZFKuIm1DQIeUA/PW7hvzul2fn0ZljuZJ1TxwTjn9aUXYgPa46XVHDwxZXhK19IxScg23eT1efJ9YHCQo39/okI8jG2kHbjy9hITlUD+3CkcpqnINlm5t46GZEVoGTaL5BvkG2GHdYzZnx7miBYbXrMiyhgbSNlPyDIQYHlvKjlX/6rPHUh7WuHhNE5GwTkjXebMn5TGT9vS5o2HZ12XjsjAo+Hhp8AN1pdPO+HJOJxUHKNPSR4WJiQ8fPj58yI7YFkRPYlDoFGg2HUMOU/J1+tNuge3KEwtJWG4h7dFZlR7jZ+G6FqIFBhsXRr38+vaX21lx4SSq8wykEKy4cBJVuQadSZv7z6mgO2lTGdZ5uzfNx0qC/LE7xUDaLaiENFcn+bZtHdx+ZinfmRXBVmBIWLO7j8+ckE+/o7E/Y5T2xVOKeHxOhFxD0p10ZfVicYstdVGKghLzEPnyicVBTMdxGWDrOzw213s1F/Ix8cjGYdoBKaAnaZOTJ3nolU5uPbOMG08voSCg0TpkURgUSKE4udQgacO3X+vh+hnFLMvEiyZAFw7dBw6QU1bF5ZmR6qunF3LbmaX0pRVffO7AqM99Wq5Dv6MzZFoENIkU7nXWL5jsxdeDr3ShS0HadhmZusQrKmfPpEOmQ1fS4tyMWbwugfcYToc6351YHGTPVdM85pwfnx9+DCidjoTJste6uO1TZRQEXcbnw692sXJeDXXrW1i4roUFU/N4eGZk1PqajbVogUHJiLzUHJFnLj2jFBTj5rMnlwbZN2Byy0ujGfHVea7UW0iDt3tNgprkrcXTANCk4iub2rzrH4rwMdIE8PnLphySWXvr1jauPaWY1b4p5SGRnSA6uNn0+JwIAGUhjfq5VZ4E0EhG8l21Zd5Ze6QpZBZN/SYnlwZZNrPSY/n2pW22ZAxRLUfRn7Y4ryaX86fk8Y0dHTyxq4/aSA6Pz4lwYkkQFNzcEPPOY1n5llXzajKmfqN/H+U4lIfEqPpd9r2Xzawcl72edoYbeNe82MqOWILlO7t4cWGUzoTFgSF3/Y2EXSNJATx/2RSWbm3zTNLHk+IISOhKKm+SOlpgsOHy8eM17bjM6uz+FJCQj+kaLx5GaU6/1T0BKNBcI6+sGZIuXdZY/a5eHAVSCNY2DvKTP/aOet5NDW3cWVvOL1sH2dtvuovxcYWeWdPd2zsI6xor5k7i9X86lmfm1xAJ61SEdbqTrntqUJM8NrviQ5FUHkogPSQd8lSSkO12iHr37T7ifxcfRy6krtPlBFG4LOW2uM0Nm2IkLHesxRCSnhFGE1lkO4T5AQ0j4/Y+OT/Akg2tSAFLt7ZTP7fKGyNccWGVp6u4+IVWT/bm4GuGpEO+ev+C+D6OXIR1KAhofHlTjKVb2wFBZ9Jm8fQi2uIWt7zUTliHA3GbS9a43eSbGtq47+wKFkzN46cXV3ujXNkRqTxDY09fmvbMyOvIDnlZjmvM09TvGo3E4taoBPnOlzvIM4T3umxXPFcXH3jc6VDrdlAqP559+PDxF4eQkkEZosMOErcF+5Nw3eZ22k2Dy9e1kLQFb/emMxMk4Ci8ZjAoXrh8Cn/8/DQaroh6jeQsHCWYu7qZf/if/YDgosz6nbYVIV3iAKve7sdylCezsWpeNQNph5KQ4IFzKykI6iRsBTgs39nFeTV5WI7LWs3mEd/8dRdBzdXXXbiuhVjcYuW8GmzlkLAUsSFz3HXXUYo8Q/JvW2B8mmMAACAASURBVN1CTfa88PXtHe9qLuRj4iGkpNU02DtgYyqBrdzRZF3CxpY4hoDKsI6j3H9DmqArqRgyYc3bfXzupCKW7+whYTk4SiEElASgt7uLlCOIhHX+8I/H8OXTSnizxzULPvhz77HdwkFHwkYTrslv2JB8eVPMO2s+cE4FQU0ghTuJpGVy3JE5bI4u+Zctru5n/dwqxPsoOvyp891I5pyPDz9SNvzT863ceHoJQ5aiMSN58cSuPv7jt908u2Ayby6exiOzIzhqmKGaJUwsfsHVTs7Gg8u+Hz4/TcnXCWhiXJbnj3b1EtTkKFO5FRdW0Z2wuHFzjK6kQ2VYJ6gJ+tM2b/emCWmSxdOL2FwX5Zn5NYdkzRaHNK6eXpghbKTHfc7evjR31JZTEJBUhYUf04fAoZpNuYZ0m77P7cdRig2XT/HWsmyx9p4dnTyTMXjsPsRZXRNilJHjxccUcOPmGL/rTHLSD/dwxbOtvN6VonXIYtHxBYCbAwQ1SVAoyrUUj82uYO+SaWypi3JCkcGjsyOckDcsH3gwBHj1u6yM7Z9irwcOauBtroty7SnFBCV89rn9LFzXQiSscUdtOZesaeZjP9zDRWuaub22nOarXUby8p1do5jMC6bm4eBKay2bWUltJIemfnMUQ3rk3ykg8QwFRxonHu5JJ7+4PAHot7VR4xwhzf1Qbzy9FIVCzzDR7tzeyeMjFt4tdVG27R+kPBzkwVe6aOo3sRz44a5eTwLDchR7+0x0Kanf1csD51RQlat58hEhTX1oilYHuwr7Y1I+PiikrtMncuhUIfpEDpphsGdIMmdVE7YD+4cs7t7e4RpqOq7cgK1cfa6DC3grLnQZqJ0Jm9Yhk8n5riNEU7/pjXst3TrsAG9IaKiL8ubiaTx32RTyDfj5JdV+fH8EYCnhrflLz3D14CpzNE4pCxHN1/nxxVUMWow71vzv51VSFJQENYdVmVGuHbEEnUmbe3Z0UhzUyDOEJ9vy+JwIhhTYDp7RSHvc8hy5wU3ar9vUhiFhc12UPVdNY1vdlAlpOvrrtg8fPo4UeOO2Tzdz3JO7uXB1M3kBjW/8TblHurAyjKFIWCdhuwyl7Pj/+auambu6mYG0g1B4EgXRAmPUCO7SM0q9sejaSA6FQY1v7OggIAWfn17kFa/vqi2jMKDxVq87PaKUQgChjATC2VW5lIU00opRecTi6UUUBQXPXTaF3Vcdx5a6KJPCkjxdEjcdvvXqWDf3n1xUzTd/3YnpKK6fUTqKqHL9jFLUR0n88wiA1HUGRdDVtNQlc1c3owm3mZEt3lrK9edwCxvCM4dMO4obGzp4tnGAL59WSkCTGFIQ1sBKuZqmQR1+fNEkcgM6i9a3UJOne5/70q3tBDXBN8+txFZgOy4jM2HZFAb1MbnHI7/pIiDxTKESFty6rZ1nF0zmj5+fRv3cKkDx4LkVLJtZybLXut6XNLKfJ3w0IHW3UdLUb1KdZ7BkQ+soyYsndvVlpNscbAUtg+a4Zy1jRPVpQBnc3BDj6Uvd+MnRJSlbeZPem+uiPLtgMst3dnHn9k6u3xzzJIc2L4oCrob9HbXlrHi9h9Yhi1+3JVm0fj8VYR3TVgQ1wdKt7dzU0EahIb3iZfZn+sEFVdzSEONfzyijNpIzqsCZfc6qeTXk6IJv7Oggz5DkKD+2D4VDNZuGTMfbpwOaxFF4DdZsETUWt6gMa2yui3JsgeHFRfYaq+fXUBmw2LgwytYrj2HZzErPrDFbG8tKUbbHLY4tDHgF7OU7uxAoT/KimCRFKkGBSlCoEocsLMP7X+Oyzx/ZwKvK1SnWLTYtivLHz0/jO7Mi1K0fvVZfsb4FCRSJFF8fIcWxYGoed9aWM2tl0yjC0qHidc38GnTJGLmiy9a1HPZGtC+LMQEY2aG59+xykpbLM48W6IR1gVJ4oyJP7OpjY0uclfNqmJKnMbkgOEaY/MunlQBwzYutbFoUJdeQdCRsrptRwpINrfzkIjdJfmZ+DUIINMPANo/8RW6k1kvaEQSk8mUCfPzZ0AMBem0tM7UncIBBpdM6lKJ+bhWWwkvGe1IOxUHJgql5hHRJy6DFrdvaR4243LrNdY5tGXSNM789M8K+QZc9dPC4VzbRiFs2f+x2R3QcIG45LJtZyallIZex7Mf3UYXs+GvSHnYnnpKv89VPlnHLS23e+Oui9S28cIgxJSkEObpiyJRU5eI5yQekIBa3+PZrXdxRW0ZRUMNSrryS5cDSrW384IIqbyrmtk+VjTF1yDOkO2oonAkbd/LXbR8+fBwpGCDA17e3jdq779vRwYPnVmJow+ZNsbhFX9qhKKixtnGQWNwe9RpDuhP/ARyvmTetKOCt2dlx3NpIDvedXUFnwp1M2T/oFlUe+FUHXz6thH98vpX6uVWUhDT604pL1+4bte5HCwx+87kofaZgxevd4+YR0hCEdEl/WiFQXL/ZHQMvCgqeXTCZ/rRDJFfns8/uZ+kZpSRtxtWhbKiL/jU+ko8cpK5jSYO47e6BupTc97Ibk1KALiCZKd7++OIqKsMatuNKpKQdN7bsDHvyzu2d3Lm9E3BjpaEuSjDzPiEN0rZbaGvqN8kPaNz1yw6evrQKXUrP4+Odq4/LMJYdhkyHSbljWYPXzSihsd8Cpbirtoz9g27OcPWGAzw6qxJHwZINw3Ibq+ePPx5+KPh5wtGNrFnkvkGbshw3Vu1MkXk8yYsczZUffOQ33dz2qTJPAmjIdKgIa+gjWhdpB9Y2DnJnbRnfu2ASQU3SPJDma2eVezG+YGoed9SWs7Mz5TGZf3GpOwFYnWdw/zkVrHi9hytPLCLPEJSFNF5cGOWWhhhrGwdZMDWP+rlV9KRsOpM2p2RkFQ6WOPjqGWUsPcNt4BQGhvcFTcC+AZMp+QGWz4lQyIeD1PfXQr4wWT2/xvv8sk2FXF1ww5Y2lykelHz/D8N74sjn6TgUaDY9SO77VYdnfhcJ61QYJrZpUa7ZhPIMqsJBzpxTiaMED8+spD1usXxnF9fPKGX5zi6uPaWYeWv3jSoG/zlno/e7xh3q+bbpUCptBoRB4hAM7/QhTAVnrmwas+8vm1nJTQ1txE2HhrootqMISEWBZhNLH8rz5/AaUfrF5QlAtkPT1O86RTf2m+QZkqaBNLmG5GPFBiUhl6EgM11t23ZI2S7FPntDPTO/hqCmWLTedfL9V1shBRQEBO/0W3ysJEhTv0kk1+Dnl1RTGBC0x20OKMFJBQGsdPqv/ad4V3hOo4dR68XH0Q+p67SnBbZSWI6bhOfr0G8qji0MkG+4zBEZ1Pi7/25h2cxK1uwe4qGZEdK2oj1ued3ELLIjOPW7ernrrHK6Ms7cWV0ogOcum0JACqSAn/yxlytOKKR+Vy/LZkX4/u97Oa8ml5sa2thWN9mdKPDj+6hBljH3kzd6uH5Gqbfm5+iSe3e0c/2MUhKWw5INbpIU0oT3nCyiBQa/70wC7uhsZY7mFSNqIzmeNtfr3a5xyPFFAaYWGsQt5RVIHjinnDtqy/nGjo5RzvIBjcOW8Prrtg8fPo4EaFLw0HkVmMrdhyvCOt/4m3ISlttAXj2/hl+2DvLsgsnoUniyFyM17KMFBi8ujBLQIMcxyQ8YdCRsBMO5fHYcN8tmzh5ub25o42eXVLPo+AJveiXtKCrCOk8cdFBeMDWP710QoSsFg2mbi48p4Odv9no/W0AThDXF3/13Kz+5uJqAhN91psfNTTYtirIjlvBMrbL7Sm0kh6VnlFIS0lC4+5Rf9Dh8kLrOoNIICwhpkj4TEpbD/eeUE9IlaRu++/turj+9lEimqBw2NC5Z08zPLqmiOs+gMKiNiZVsoyGsOWBBRWQScRMMqZBC8MbiaQQ1eODcCgwpuOCZZi8GBIBSVOfqpB1FWJdjco/JeQZ/7E5Rv6uXb55byVUvtHq57Q1b2njovAo2L4qSdlyWZ6luYZvvsbKcgZ8nHH0QUpKWAdqTilwD3u5JUBHO4wcXVNEet7w4y66v0QKDhiuipG2Xufy1s8q5e3sHi6cXURgUTCsMENAUOSrtlZezNZTmAZfd/2ZPiv/6fQ//cX6EFy6fQkfCpj1u8fM3e3lxYdRr4MSGLL6yKcbi6UVUhHX++dRS8gz40kb3sWx9pTaSw/UzSrlojXvP3PKJYqaXBr3vZ5GVRqwI6/zggip6U45XlPzeBZP44osH3HxbgVL+GvunkNUo/t4Fk5icZxDUBPsHTW7Y0kYsbrl61YZg/tQCQpJRzYdJuRo5ysSxHabluNKvw8XZFE7G2GzUeuO4a3M67DJyF08vYvnOLr5+VjmTwoLGq6ZNSMPr/a5xh3p+9vFESo17TgxI5T5/xOu7neC4heJsvN7yUjtPXVxFiUiCgn476MllHOr6hwsTKoshhJgshDhrIq/5YcBIqrwm3E7dyICLW/C/t7TzRneK2JDFG90p7vhlBw6waVHUG4l7qztBd9LtUJsOnFTvOmw6SrCvP0UwU6xoGXTZbwNpRWFQ494dHXSaGprh6635+GggjkF3UnHBM81c9UIrlqNIO66W3a1b2zAdGDAVHXHbM027+JgCBtI2pqOo39U7ZuT0mfk11O9yddHLcyQVYW2UFMbnpxexty9N80CaqSt28/1dfcTiFl87q5z/1zzI93f1MWQ6/ijgUYqECKBQfGVGKfkBPEmL/rTD4ulFXPNiq6eDfPX0QsI6Y8aU6udWURSUTC8Neg2OkTrJy3d28fxlU/jpJdVMLwlSFBQ8+psuT897RyzB+aua+cqmGNeeUkwk1+APXSlubogB+EUFHz58HLXQg0GUgt604pI1zZxUv4dL1jSTdKA0JDCVIBLWOLsqj4KA5F9fasOynDHr8DPza3i2sQ/HccdjqwyT00oD5GiwOvPcrK9CRcZQ+8FXuigLuTlBLG4yrXCY5awLyNEYVTzuuHYa35kdIW5BW9yiI2PgfXZVLh0Jm9e7UvzL5hjbDqSIxS0a+9P8rjM9bm6ycl4N+wfd98qOFS+YmscLC6fw5Nwqb+R71sqmv4ie4kcZCQw0KRkwHQYsV46iLEcSt2DfgMXNDTEuPqYAHIc7a8tZurUNTbhFgH/Z0o42Tqy8uXgamxZFqc6TDJjCbRAUlBPUFG1xh1krmzipfg+9KZuQJrEciIR1nplfw+a6KApY/ttu9IwUS54xHMeQ0T7WBPW7erl+RiltmdxjpMxbf9phb3+auaub0YX6UEzD+ji8yBIq4pa77hhCcXZ1Hq2DLjPUUcrLgyEziv+3NeRqrkTL5547QHlI8tjsSk4rC1KTp1MUUJTK0QW+As1m1Tz3/DW1MMA9Ozq5fkYpA6biX19qoz1uURLSOLsql1saYgggabtSGIunFzEpV6cspHFLQ4y+tEvEGGkEN1LuCGDJycU8trNrXGmM+l29FAcly3d20TzgNlea+k3CuuTpeTW0DJokHRgUQX+dfRcI4IsvHuBjP9zD557bT0fC5uGZlTx32RSqwoJCkSZPc7jjlx2kbIUuBScWB6kO2l58ZOUrSsS7+xY5lkW5luKYPMmMsqDnR5b18zoSJWRTXQfes9TGoaRGioOS219uJxa3Ruk/jzQUPFhW5HDXKCaEuSyEmAI8BczArYXnCSHqgIuVUl+YiPc4kpGlvu+4cjKOENz8yVJv0SsMCnSpuLO23GM5ZDvUAQmN/RbtcYv6Xb3cUVvOw692eSLctZEcdsQSLFrfwua6KEIpnplfQ2VY4zuvdfGlU0vpS7mjeilb8XZSMC3HZy34OLqhGQYJE+9++r9/W42UkpQNdetdlrKVMTfJdtZ3xBL8snWIf5pexP/Z2eUxP7NspMqwTq6huOPMcnJ0wXlPN7NqXrXH7Mh25FdcWMWt29q9A2plWGPFH3r5/q4+Vs+voSosyFH+KODRBiElPWlFWNewHOhPw72Z+CkJad54YPbQf985ZTQN2Ny7o4MXLp9CSBMkbUUgk4sKITxpi6A2umtvKcX3f9vN359URNIWXHxMAev29I0aMYvFLXJ0yZIXWr0CdeD9uO/48OHDx4cM3abEdhijUViXyZG7EhZGrk7LoEUkrHvTHj++KMLGhVFicTffvmd7B3efVU4+LnvOZQe5EyWBcNBbjx2lKAvpXg7x76908vSlNdz3qw6+PTPiMYKkEKRsMrqPJRQHBU0DDovWt/D85VNI2w5FAcmNpw/rOGeLGct3dnl5BeBq3r7W5eUmZSENUJSEdN6+6jjCOqRshztqy0exXrOu8peta3Enp0j9lT6loxuWAhR0JBQFAVfqwlaCuvUtPHfZFC/m6udWsWi9O5V03YwSL4bilsJ23FhZPL2IjoTtTcw9cG4lBbpiQBkIwFSCtrhF/dwqwjokLOhJWVTnajxwTsWwJNYXp/HZE4u4fZur5Z1nSEpCGi/VRXEAKRSagJs/WcrDr7oxumpeDYtGyLP84IIqHvlNl1vYIH04SW0+PiRw49DGERopW9FnKgwpuHFLGw+fV8k/PL+fSFjn8TkRji8KYDqKqzccIBa32LzIXW8Fri9UXoa5iT2WMNlva9y7w41dfYQJ2vLZFWNqJyvn1fCNHR10Je1R31swNY+HZ0Y8o+zs5ElTvzmq0AyZ6ZfXeigMuNIZbZl9ISulcNs2dxLx9pfdNTlaYFCdpzOYsrnvN90eK3rN/JoJ8TU5WpElXl6W0VO+qaGNFRdWIVDeOTnU08pjs48dl5n85+DDNj2RiA9xwnuU2hj59xwpIZK95w6W/DjYULAkpDFkOlSFJQNOgJRy74WQdCa8bjFRshjfBdYD5wFdmcc2AA9P0PU/FOhJg+3YlIQ0bvpEqesYLFz36ZMKBQ11UUwHdKHQpGIw7VCT52rI/Pt5lTz46042tsRZNa8GXSiWz47wn7/r5oldfe5olS64Z3sHD82M8LmTiigOwu86XUq85Sgu95NKH0c5pK7TltYxHeWNO5Xl6AykFZoUXiKR1aqt39VL/dwq1jX2c/Gx+dy4Ocb1M0r5+Zu93H9OhTuaKgU//qNbIN5cF2V2RtOoecBiRnmAl66Iul1VITAk/ORiV+crRwOEO36zZHoh+SKNsh0/KT8KMaAMGvtMCoMa1Xk6VkYjbm3jILWRHH50kdsZXtc4wP+ZEyFpDzc/sjrM9+7o4LZPlTFkKR75jZvE3v/rTm48vYTjiwKetIVSirnH5FOdq9GTUl7BojKseUWPtOOecB+eWUlZSGPxC608dXEVId/PyYcPH0chhJSYDp6Z1Ei4pruQF5BI4cpeVecNF4WPr99LbSSHu2rLOLUsxGNzKt0C2jiHqbgF89bu876ujeTwi0uq6Uza5BqSuOXwH+dH6Es7/OiiKv7p+Va6kzbrGvu575wK2uM2venh9d92XFmDK57dzxemF/L/FkVxlEITgr6U66WSZ7h6+039pltYnhVxTeGkux90Jx36hxykEEwtMJBCUrd+fO3FhetaDrue4kcVQkp06ZC0JXdv78gw020M6RavNDEswZL9PAHufLnDk7wypOC7v+sa0xxYNa+GkKYo1B060pKQDrG4zZc3xWjqN9n1+WlcsqbZbTrkaCzZ0EokrLv6y0JQkSNYNiuCJqAraXu57kjt0ds+VeadTcOaa0jtKDc+JYrHZlf4Osk+POQHBO1Jt6FXEdbZ3ZvmhOIgsbjFzS+1jSpYBTXBCfV7vNemHOUxJN+twJc+KJ/O3itn/qyJWz5RzOa6qKdZHtYc7jizzNOUHVmUK9BMUmisnl/D3duH77mRhWZwjVUXTM2jtipMrg6Wozi1LMh3ZkdAKR48t5KlW9s8L6zV82voiJvc96su7jqrnL6UTSSs+428d8Gw5vAUUs74hcxEfIga9eEpBh8OvNeC+CgNZyUAV2rkwXMrGDIdQvroTX9kMTrbRFwzv4aetOLiNftGFagn5RpUGRO39k8Up/9M4JvKFaFRAEqpPqBwgq5/xCNbfGgasLh9WzvdSZc1+YeuFDdsjtGbhkKVoFxLYSn4yqZ2Urbr7XxgyF3wbjnDFbO/d0cHaSXIC0ju/psyFkzNQ5eQsBU3nl5KWIeykMuUqN/VS2VY5+FXu4ZFun34OErRYxv0p23PaG/pGaWkHdjTl8ZRyutYZwvLN32ilGWvdfHl00qpW9/C2sZBbn+5nbOrculJORhSoFBceWIhz182BXuEuH53wqInpfh9Z4pbGtrY259myFKkHcU7/SaN/SZn/qyJzqTtFpb9hPyoRTrjxN4etwhIPHYEwI5YgoaWIf7nssl86dRibAVmxoAHXKbTovUtLJ5eRGfSZsmGVi8OF08vIqBJAppACkXSUsSGbB7b2Y1SDgFNcd85FeQZkkFTMW/tPpZubWcw7RYa2uMWQQ0iYW3UOJQPHz58HE0YwDVVyu7zI5E18Qvr0Jd0DU+DEk9yCPCmPfJ0hzwnecj9erzR05Sj2LRvkPIcjUiuTtqBf9vaTr4heXxOhCn5OleeWMRg2uGRjIxRdv1/+NUuJuW6JJIrTijkje4Ub/WkmbOqidN/upe5zzRz/eY2Hp8TYfdVx2UKyw7/+bsubEcxZ1Uzj/+2h6pcg8KApC1he8zsrCzCM/NriIR1z0zL3wsODwaUAUpi2i6pQEMxkFZePrB/0PRiLlvQAjdHuP3ldlbPryZhOVx+XOEoSYzNdVGKgoKelMOA0sk33Jzj7u0drLhwEm8unubF1IOvdKFwZTEenVVJcUijJw2P7uwhYbk6t5eva/GkurL/rm0c5IYtbXQnXaa0EIIikaKYJIUqQb46MsfGffx1IHWdrpTg8nUtnldUriEROKy4sMrThV/8Qis5umRP37DnU7TAIEcXHJfrvKd4ChyUT9/+cjuPz4mw56pp/MuMYkpEijKRoFAlMKxhiQPHsshTKUq1NLqE3UOSL2xsJ1eHZbMiTC3U2bwoyunlwVESGC82DfDAuRXkaIK4BWlH8WZPml1dKWavambxC+59s7kuyuNzIlTkaOQFdG76hDstvmTDAe47u4JIWPdrLu8CV9YiSalIUqQShGx/jfkgyMqEBIRizqomznu6idkrm5i3dh8Xr9nn7lEjnpstRjdeNY1tdZOZFBZeYRnceseSDa009pmjXvtBMVHM5TbgOOCt7ANCiOlA8wRd/4iGkJKULcg13Fp9tgM3EstmVoKAARUgFre58fQSDE2yb9DivKebxlzz4ZmQtGyUkvzH+e6oR8ugTSRXI2lnEkfb4a6zyvnZG708savvLyLS7cPHXxOmoygKaty9vYM182sI6W5X/Z4dnTw5d5I3MnXbp8q4+ZOl5BmCh2ZWjmI7jTT2eWPxNACWvtTG4ulFfKIiRLTAIBLWmTU5jwueaaJ+btW49/QfPz+Npn4zMzEwxRur9XH0ISBdzbn6Xb2cUREhR3O8sdKmfpOzq3MZMm0GTUWNBBBeHNXkDY/mwfhxmGXMb66LsviFVl68fAo5Kk2OhFAoSEgTvNmTZsHUPK6fMawfl5VnWT47Qr7wDSR9+PBxdCJpCwISLMcZ1wgtqEGOJrlpS4wbTy8labvGQOMZBf2pZfLg0dO7asv4v3v6+cyJRZ756tYrj2Hx9CLvOeAynJ+6pIrrZ5R6BfCmfpMndvVx9clFPHReBQq8c8JI9vWOWIJ5a/d5+0AWXzqtlB2fidI6ZHPRmmbPVGrFhZNGySJk2UeaYMxorI+JQ9r12kOTLpPz69s7ueWMUhzl5gPZ6aTH50SoDGs8Pa+GKzJxGglr5Ad0bmmI8ejsSq7+eIlHhHjwlS6PJbntyij74orSENz2qTJyDYGtIKgNs6KbBty4TDsK2xF0Ji0eeq2Hl1qTrJhbNUoKYKQkwMico/GqaSjhF3l8jI8e2yCVIUm8059mSn6AIdNhIC3J1cWodbUirHH7tmEJiTXzayjR3rsh5MFrbixuUZWrU6a5pJ0/tZZldaFbh0z+6/c93PSJUuauaSES1lkxt4rupCt5sa5xgGUzK6nJM4jmu1OB5WEdTcKUfIPY0LC+clO/OcpQdeS6vLku6k2KPD4n4tdcfBwWCCkZUAZpxz1/HjxRknbGn+A6eGrpYFZ0tzW+KaA7ETtxE08TVVx+CFgnhHgA0IUQnwNuA745Qdc/YjG8sI3u2h3KmTGlXLbZx0uDtI/QhD34+YaEwqD78WjC1VgrCuqAImEpVrzew3UzSrlne4y1jYOjRMD9pNLH0QpDCmyluO/sCvrSDq1DaU4sDhCLW1z1wgGenBvhkdkRJO4BIO1Ay4BJdZ4x7n3mZOQzbvtUGZ1Jm4BUrJxXQ3vcoi0z1njwSFX2tUFNeLroKQdXU8zHUYl8YTK10OC+s8tBwLUb23l0VgVb6qJk5cG0gMai9c386jNRAtLh2QWTaYvb7O1Le0ymrCnrwbGUjbF0Ru4Fx9VxE1ISG7LJD2jcs6OT+rlVLN3qjiNOydfJ0SVDpsI/Ivrw4eNohiFdhtlt2zq452/KvLVXl5CjgyEUg5Zg8fQibt3mmtvsuHIyp5Ua76plOBKjRk8dgQKOKSj2Csvg5gxZo78sdsQSJCzFNS+28j+X1YwqgK/Z08/nTiqise9PnxO6k/aor3UBg6bLRI2EdY4rDFA/t4pIWOf7f+j2xtK7kzaP/KaL5XMiFOIzww4XAhKSDoR0KM/R2NgSB1wt4+o86eWelbk6SilyNMW2uimkMyPh+wYtrptRQtxyY2hkIwHwzNwvX9fC5kVRDA0SNrzc3M+VJxZ6De07X+6gfq7bTGjLnCOzjeeR+cbB2rNZ+EQkH+8G01HIjMzLrds6+P6nI0wtNBAIvr7dJePkGlCRo1MWknxndoSHZ0JAgyJpvufCMoxdc9/rWg3uNMFl6/a5/jjTi1j8QqtXID74HntiVx+1kRz+4/yI518SLTDYuDDKkOm+159al0f+v6nf5ITigDu16t9HPiYQ2briZeuGpSsO1vfOsv3f77p+XsOAswAAIABJREFUqNcNmc6E7gkTIouhlHoC+FfgCmAfsBi4Uyn1k4m4/pEMd2Fr4Z4dnZSFNMpztFGjeAc7P2rClbIQmZHm8ZyhV82rYcB06ElavNGdojvlMGDCnFVNTF2xh0vX7uPvTyqiwIDHZld6dHdfWN7H0Y5izUQIQdpR/P3/7OeeHZ0kTNcNPha3+NgP9zJrZRMdSZvelE3CUlSEdR7/bRcrD3I1XjmvhoBUhHUQAgoCku6UIkeDE4qDXuPnwVe6xtyjP7qoiv2DJkvPKCVaYKBJv7J8NEM5DoUBSUjXWP12H3edVc7MVfs45ondfPqZJjQ5WgvUdNx4WrKh1XPrrd/VS1lo7P5QP9f93ur5NeiZZB7Lvc6AMrh8XQuacMe6U7bD9TNKqd/VS29KcenafZz5MzfmGxO6717tw4ePoxKGBknLndb7u//e76293UmbHAntCcWidftZmDEPauo3iVviPTvNj8RIh/qgHPZzyOLBV7ooy0hQjMSQqYiEdQJSkqMpNtdFefuq4/jKjFIWvss5YdW8Gup39Xpfr7iwyjPkiYR17ju7gjmr3BHYi9Y085kTi6jf1cvslU3c1NDG9TNKEUr5Z4DDiHxhYkiIpx2kcIkIG1vinPyjRs76eTM9SZtCkaJIJSgmSchOkaeSlIgktuPQHreYnGcghTsJNZ68S1aaLWUrioM6L+8f5JzqPL60MUZ1nmRLXZSfXFxNUBcw4hz54LmVXPPi6Hxj5L+HOpP68DEeDOnGVlYCY9lvuikJSgoCgrvOKuemhjZmr2yi7tkW9g/ZfPbZ/Rz35G7StsKx3nthOYuRa+77WauzDM7upD2m4TdSmiaLu2rLvMIyuK+9uSHG1EJj3HX5RxdV8eArXUQLDJ6+tIYHX+nyvqcJ/9znY+KRrSuOjNHL1rWMkq3Isv3f77o+3utWXFjF1EJjQveEiWIuo5RaA6yZqOt9WJBd2Jr6TW7Y0sYD55RzbIHB5roojgNBqUbpsUrg+hmldCXchCBrtJB1ho6Ede7/VQcbW+Ism1npuWueWGywaVGU7qRN84BJWY6G4ZhoyvpIC6H7+GjBsSzKgxqWo3n33Rc2xlg+u4LNi6LYCmylGDJt3uyxKAlpVOXqPPRaD91Jh+cvm4ImBbpw2U6mAxU5gsZ+i4Tl8I/PuyYpT1w4yUvKr3mx1dMAO74owKDpYNqKG7a08fDMSlZcWEVIOmC/+8/v48MJISVpxz3o39jQwb1nKTZl4k0TUGg4SCGJFhiumzySlD28N9z+cjtLzyhFk3BiscHmRVFSjtslTlgOD55bicIhbknWzK8h1fkOVFd5+4ujHNb/XQ15AY2gLvnOrAg9KddFvjtp8+ArXb65iA8fPo5aJEy45sXhvd5SrjFTQVDQayqWbm1nRyzhPX+i2Jn5wsTUgkQLDD5dE+bmT5aiSYEGbFo0mTmrhtlFBQHJQ+dVIKUgz9Bo7DNJWA6FQe2Q5wTbgZZBk8d/2821pxTzrfMqaR2yqAxrCBRp28mMd9ssm1npSSjUrW/h2QWTicVtdsQSXPNiKw110Q/2y/r4k1COQ2nQ4YAjeeBXHdx2ZmkmD1C0DVmUhjSUkx7zOiElmpIcW2CQbwiStuLE4iCbFkXZP2hyy0su0371fNfUL1pg0DxocmxBgL+dVshNW1xzPssRJC3F0q1t3Hh6CVMLA945sj/tjMk3ioKCR2ZH0ISioc79OQPivbNCfXw0IXWdfIln1vf4nAjHFQV4u8/iiT/0jIl7pZQn66L9henwgcw04IOvdPHUJVVsrotSEdbRBHQnLZ6+tJornt3vrdFTCwNjZAHWNg6yfHaEoCaoyIFNi6KkHYUhBUENls+OUBLS+M/fDcvXPD2vhv2DJoF8w8+5fUwo3ovkxZ/L9n8vJosTgQmhOQkhPieE+Fjm/ycIIbYIIf6fEOKkibj+kYyDhejPX9XM7FXNGDiUigR5atg4REiJApbv7CJuOdxZW87ynV0snl7kFZafyugnj9TKWrKhlUFTMXXFbs54ai83NbThKP6s7qAPHx92WKkUxkH33Zk/a2L2qiYcpdg/aBGQko+VBDi11EAIN/l4YlcfJ/1wD8c/uZvZq5pI2tCZsFFCsGRDK7mGpKnfZEcswdUbDoxq/Dw8s5ITi4NI4Zr53bCljVjcLV5ndRx9HJ0QUtJqGtgZCZVogcGd2zuZumI3xz+5m8d/20Vjv+KGTTHq57oF4ZStRhlPZbUOF63fz94+k6TtsKc3TSxu0TrkNjb+bWsHk/N0puZYJOJDwPD+snlfnKQNs1Y2cVL9nkysCyrDkvpdvb65iA8fPo5qaBkW75k/a+LYzNp70ZpmUjZ0JGxuPL30sLAzhZQUGrBx4WT+12klXLp2HyfV7+GC1c10JxW/+qzLTt60KEpYV1TnGfQmR+cV2X0DRp8TTFtxc0OM7qTN1R8v5viiALm6a9b2gz/0cCDucGJxgKRlc3NDGzc1tHHf2RXURnJo6jfpSTmjvrZ9hslhhdR1moZciZaNLXGOe7Ixkwfs4R+ebx1Xnio74jxzZRNN/WnaEzaffqaZ457czZxVTZgOrJg7iV9eGeX4PEU+adbMr+Gxnd3oEmyFZ8pnOdCZtFnbOMj5q5o5MGRy8yfdPDXXEOPmGzoO+Y5r2leCb9rn409D6jrtpsaefpsVr/dQEpJMLwmiZVjy48V984Dl+X9Y3Qf+Yj9nn8jBViJjaKoRi9ssfqGV6T/cw9zVzSQsV+O+oW4Kby6exrMLJnvF6JGIFhi0DlmkbMXr3WmaB0z29KZJmA6xIYuOhEVvyuLsqly2XnkMz182hf/8bTe6FH7O7WPCMZ6p8HhGvX8u2/8vYbI4UTO03wC6M/9/GPg10AA8PkHXP2LxXqnp2QRj+c4uvnZWOUs2HOC6TTGuPaWYj5cGqcjRCGmKO7d3etcZqe3jZGIqS2EPST858PHRRUg6Y8aXVlxYRa4hOKHIoCDomqD0puGWhtiYscDV82twlGJvv0k6Y1oxnrv3t86r5KSSIJaj6EpYfPqZfSxc10IsbvHM/BqKAoIqw2eBHM0YUAaNfSZ6RtLo4Fi6bkYpi9a3sLZxkKVb27EdsJTLRjs4Rp+eV8O3Xu1i5Vv9nFAcRJeClK34+vYOvnZWOUVi9CafL0xWz6/h7OpczzwQ3D1h0foWFJKvfrKM5Tu7uKu2bEzy4cOHDx9HAw6152sCioIaxxe5TODdVx3HS1dEJ0QmTjMM3hqUnP5UEwLpaSjD8BqcsOD4J3czdcVupjzRSMoem1eMt2/86KIqUpbDtacUUxLS6EvZWErxZq/J4hdaeei1Hi5f18LOjhS2Enz/0xEiYZ1rXmz15Lja49aorwPCX/8PJ3psg3f6TXTJuLEY0Ma+Jjvi/IXphZxcljNmJH/Jhlb29pkuE980PWbZQ7UF5GoKI2Me2NRvYik1qlHxL1vaKcvRuPaUYhKWw9Pz3v+YtA8fI9Fjuxr1detbeOi1Ho57spFjV+zmzZ7UuOvY6vk1nFERouGKKMfnOvR2dx3Wn09IiakHeWtQMnNlE9EndnPP9g6+MzvC557bP+beeqffJG3D559v5eQfNfL3z+1n9UE1m2fm15AfkBQEJLmGJBJ2h/qvefEAi9bvpyKs0592OLUsRHvcYvELrWxsiVMY1Pyc28eE48+VvDiSMFGyGOVKqTYhRAg4F6gDTKBzgq5/xOK9UtOzovPLZlYyKVfj+cum0JlxCv7qS23ceHopGRNpogUGP7igittfHnZf1YTrUpp1vFbgdu0c9b7E7334OBqQo0wm5RpjHIuXvdbF2VW5fLzUdUSdVhRgbeMgsbg9yvymLKSRchT1u3p56LzKUdrK17zY6jkWCyG49SV3JPH+1zo9+ZrKsI4mHHJ9FshRj7Tjsh+kUNxZW869OzpGxYE9YoRpRyxBbMg9KD7ym27POT4bo6UhwdfOKufydS2se2eIu2rLmF4S5KZPlFIVFih7dCwpx6E6VyNuw6p51RQFJUoJzEzxOqTBPzy/n2UzKzm+yDcX8eHDx9GJ8fb8goCgL2nTPGh5jx1baFCuffB8WOo6nZbOovVNrtGaUuOOqlrOaIOcfYPmmLzivrMrvCmoj5UEaYtbBKXgjl92sHh6EYVBwYnFQWzH5tZtHZ68R9bFvW59C89dNoWlZ7jazRVh3TsjNPWbVIR1VvuG3ocdZiYX6EvZVIa1UbFYGdYQ4/zx047LRP/HjxWxf8gaN4ZyDYlpq1Ejz737dlN+/PGEg0HMsE60wKBtyBol17YjliBpOUwrDNCZtEnbtmv4mKsT1oVv7ujjfcN0QIqxY/n37Ojk8fMj3LN9dP47kLYYshyqDBPHOryxJnWd3UOSkC5YtH7YYHVt4yBfPePQ91Zn0pUOqo3k8NB5FVSENU+SKDZk0peyUQFJWcgtLi/d6hoWPjyzkrKQxr+/0snGljibF0VZuK7Fq9GENfw118eE44MYXB4pmKjicocQ4jjgFODXSqmUECKMt1Ue3VCO42ru/Ant46yGyhkVAXpSDoNph76UTUnI7TqXBCV5AcFbi6chheDmhpin7bNqXg0BCdV5BoYERzkkbEnKdt1c9w/YlOUYPoPSx0cKFSHI0YOYDrzVk+Lbr3Yxf2o+JSENB/cQYDuuNEF2TBDcg+COz0QZtBT/9qkyvvv7bs/ZfaS2MkBP0uSO2nK+saPDk6/JJlRVYTmmGOjj6ENAEwyZrqnqz97s5f5zKtCkwHYU3/1dF1+ZUTqquHDzS+189/wIN3+ylPt/3TmqeFBhWJTrio0Lo8TiFu1xi6Vb2/j6WeWu5tVB7y11nf1DNj99o5erphfTPGCzZEOrpx/njgPqVIR1Qrrw138fH0kUrdj/Pp4dhq376V1Sfdh+Hh8TD+U4VAdtwqXuJJEmBTdujhGL2yw9o5TczBRpYeCD78tCStpNA3tEQTmbSxzssq5LRjWlH9vZzV1nlY/JK+6qLeP4ogAFAUhYkru3D+cUZRk9z0uPLeCxOZVct6nNy/+7kzZN/SZSuBqo0QKD4qDk6oYD3nOq83RKtcNf3PkoQ+o6mu0a8Q2ZDpv2DbLk5GIvF1jxeg//MqN4zOsCEh48t4KUM8w6PjiGhkyHoGSMPriQkpQDeYbD6vk13L29g69+soxvvTpMdCgL6QxZ7nkyW+hWSlFI2s8HfLwv6IEAmglpizFxGou7OvCPza4krUATAokiJyT/IoWv7Jp8+bomXrh8yphC8qHuLU1AYVDjlc8dQ0iXtMdtzvlF06gc+lvbO1jbOMgtnyjmS6e6uvcAb/emubnBlUBccWEVunRJft1Jm+U7u3hsdqV/j/k4LHgvdcUjGRNVXL4XeBXX0uozmcc+Dfx2gq7/oUdAwi2fKEYhuWRNE5Gw7iXExxcFaItb9KZdd9N1jQNce0oxD8+MkLAcynIEKVswcuJtzqrhxXHFhVUMpB0SgQAhkn+9X9KHj78AhJR0OQa2Lfnu77r451OLqQjrbGyJ88SuPqIFBlsyLP91jf3eAS97v2xcOJmUDVIIji3Que60UkB5hpltcYscXdA6aHH/r7u45ZOlPHBuJYYU7O1Pc0tD7JDFQB9HHzQpKM/RcByHz5xYxKVrhw2cVs6r4cWmwVExFotb6JogH8G/n1eJoyBHF+RqDrbpJr7lmkMoz6AqHOTM2RVjkvOccC6DIkTSFPSnTW48vYS0AzWaznOXTaFl0OTOlztYuK6Fx+dEqAzrFEkTP8/14cPH0QghJftTGo19KT5eFuTl/YPcWVvOovUtHpts1bwawjof2Fx3QBnE4hZVubpXsHj41a4xucSqeTVIHHQJL9VFsZQirClA8JUZpUhcIzVLKTQhCElFT0rx0zd6eXROhLiZIYgMmrzUmuTp3YM8PifC0jNKuamhjfq5VSzd2k60wMBRbmFz1bwabtvW7hWWV8+vyRSWfQ+WwwUhJX2OwWM7u7jq5GLipsOlxxaMygUOxRzPFyY1eUFStkP9rl7q51ax+IXWUee3SbnamKmjnHAuXY6BhiRuKoqDggfPrcRWimWzIjgKdAnbWgc5a1Ku5wniG/b5+HOgBwLEUm6T659PLR53rfvOa13cdHopJSoxqhHylyh8Zdfkpn4TQ4oxheSXW4dGkTZcL5JyQrpGLG4RCUscJQhoYpQx6sJ1LXzvgkmsbRzkodd6ALjutFKkgI+VBHlsToS2TGH9kd908dBrPSNkCvxJQR8+xsOEFJeVUk8KIX6R+X888/AO4LPv9lohxBPAfKBdKfXxzGNfB74IdGSedptS6tnM924FrsFNH29QSj0/Eb/D4Ua+MPnKjFLMDIO5qd/0mJSb66LMXtlEbSSHB84p59ZPlYEAQ4NcA1qHHBauaxnVafv/7J15mFXVma/ftfbeZ6pTp+aBoqAYnIJRSSc2xgEhikagW8GKMbc7QWM63TFtbJ/kXjuJZnBK29e+xHg16XSUkDkRHDqoiUIEFCPGm6CJODBIQVHUPNeZ9t5r3T/2qQNFFcpQFFCu93l8CqtO7TPU2t/+9re+7/d7rn4S33ixg4c293DtM008MLeaiphN5Bi/T4PhaJOSIXwfWpIe9/yxi8604hvnlLGuvg5PBQm3BOoKHeZPTfDLN7t58vJJ2FJQGhb0e5Dyg5vAflfgquAGrzXpErUFt21s56cfnchdf2jnxg+UEbYEAk2xozkp4XD/CMVAw/hlwIUb1rbwrfMqOKU42LhwVWDq8+PN3ZxeHkEA6+rrCMlgSqUz7bOj12P55nZumVXB/365k1v+upzSfcZeR9qVFlKSEiEy5VM4b8XOITHfV3qI6/Vg4eHk4hDVIQ/fNcUFg8EwPslaIUolTJgQpj0Nn/hNMz+4qHrIdT9uQ0cayo9wZjKrgk64sojMF1ke2txDaUTmx6nt3BTh5Ie254sN0wsU2wYkV6wKio5f+qsSrj+rLD/C2ecJIpbghpmlDLiKyx4bulHZl/VJhCTFYTsf35uTHisW1BKxNB+scIgJn/vnVLJ0dhV+JkVl1DMdy0eZlAiR8cjnm1/56zImFOTWggZLgAVolR32u1opLAnLXu3Ky2r918UTmBR3iOSmouIjTB0lJkyiz4OM71EasfEUhG2wENywtpnHt/fni34JR2P7uU7lE7DLzXBsEVLSnAmKsAe6p7KF5p4/dvFPZ5ZRcAxm0gdjcl3CIeX5Q4rfl0+Lc/WpxVz0SNC4d88FlXx7TjW+CuTjfrS5m79/X/GQqb9Vf1OLY0kQELEEn55RxEObe7jnj10snJZg6R87+I/Z1ZSELSqiFqW2x7/MLOH6M0tPSJkCg2EsGa3OZYAw8DdCiInAbmCV1rrzXX4H4IfA/wV+tN/3l2qt79n3G0KIGQQF69OBGmC1EOIUrfUR9ikcfbRSeDpwvN5/x23AVbkktJTOtOLiR3cO2Q3/+RvdQ/Rib3uxjXtmV/G5s0oBeGhzT04CgPeIEInhvYqQElcJWnK703UJh4c29/DQ5h4gOLeWzq7iA5URfri5ixs/UMZnzyjF04BW7OyHxasauag2xj/PLGXRqr0TAA8vqCViwf1zq7AlfHtONSEJFiroUvZUUBw0yft7BjscxsoGI4EfWbkz//1BaZXLphZye04yxRKgYMhG4IoFtXz3lU7WNCa57Rw9bOx1Xwb15PYMZLn+2eYhxiSDHcr7fm/J08GmYswi3xFtMBgM4w1p26R9jSWgzxUoHUhUfGZNc/4xdYnA0M8aQV7gUAnJwLz17vOr+OWbXTx5+aS8/MH9mwJfh8WrGllbXwcE8fiKVY2sr6/jilxO8ekZRXzitGJuWtfMzWeX582mBs38IpagOmfU1tDrUv9EEOPjIUHUhqkJh59+dCK2hAJLEVIu2lcoII4HArbkdHkNR5e4LUjltLX3zzfX5gpwyAP/viNh/tQEUmi+dX4VUgQyK7dvDLRcN9RPGvY70g4R8hQZX3DhioYha+crZ5fTnAx0ZK98opEN9ZOIa1PoMhwe/YTzHb8Huqc6rTQcyEyMQnw9HAZj8oMX17Cj1+PZXf35uBySgrkrg8Lydy6sYsDTzNnnnFm9uI6LH2nI588X1cbIKFj4651DOrOnJhz+qipKbdzhO3OqKRmcCNHguxCHE1amwGAYS97hcnjwCCE+DGwD/gk4E/hHYGvu+++I1no9cDBFaIDLgV9orTNa67eBrcBfH96rHntsCULrYS7DdYU2172/hLQPV+7nRr1oVSOfO7OM00rDVBfYnFYa5p4LKimwBXdsbOOLHyzLa3Y5IzgVGwzjASEl/SJMWoZJeTo/9rS/c/HD82tZvrkbWwTJ/L1/6qA7o/jy8y1IaeULy7fOqhjm2v2xJxqxpaS6wKbAUpToFAV+iohvTFHeqwz4EkcMd4Z/eP7EnPGJ5p7Z1VTGbEKWyBeWgXzB4MqTE+/q9LtXT64x71b9yMJa1tbX5XWVC5yhl+uGXjdv4mcwGAzjlS7fwVUSS0hSnqax3x0Wk5fNqyEkgyLEkVIoXL5xTgU/+EsnV50SSCGdtnwb8x/fxUenJLj75Y68HvIgDb1ufjJxVnWUW2aVk3QV355TnS8sDz7uk79tIulpHpo3YViM/9gTjfgainSKcpGiWKdwPJODHEt6fbBHyAOWzavBkRCx3nndCSDuCAZczYCruPTRnZz+4+2saUweODcQELLlsDz1k79tIuUHa2dWdZSGXpesMl1FhsND2jYD73BP9ejC4J6qN+PnY+yxYDAm37epg6gtuPrUvXG5KWeUefOHymhP7/UlmVUdDSY8tGbZvAk8vXgya+vr+Po5FcNqLVc+0cinTi9menGIjK+4b1MH2wYkQh6jN2wwnMAIPQrbL0KIjQSdxr/Y53sfB76ktT77IH5/CkGn876yGNcAvcDLwBe11l1CiP8LvKi1/knucQ8CT2mtVwweq6enJ/+GtmzZcsTvbTSZePL7GNAWWR925FxMB1zFByrDvNHpErIE5/9qx7Dfe2vJdObt0828YkEtEwss3ujKMjHusLvfo7rAoshSNG3ZPPZvbBzxoQ996Jhmacfz+j1WFJeW0RevZtGqRtZeWcfmzgzf/3MXN8ws475NHXlTnOqYnTfFObnYYc+AR1sqcPUui9p0p326Mj7FYYukp0c8156/agoT4zYDjdtIJQfG/s0eAWbtjj4Vp5zJrj6XsCVoSwWGOZaA00ocUh60pf18Qfn5q6aMuKa2XjOddNP2d1xPxZNOosUPcf6vdvC7KycDYsgI3+BN7AUPN+R/py7hsPaKCbRvf+MovPOx53hev2c/Hzvk4/3h/OS7P2g/xup5jmcO5zM4HEbzczue1+6JTjRWQLhmOhB0gL7WEVz/v3J2Oe3pvSZm04ocikIQ8jK8vfXIP4NorIBw2QSckIOWFp4WvNWV5baN7XmDpy9vaAXg5g+VURmzqY3bXLiigYfn1xAPWTQP+AfM6zd/ajoZT/GBn72dj/Gg+cjKnWz5ZB3db79+xO/hYDmW6/d4X7vFpWXY5RNp3C8PGHAVFVGL2riNqzT0ttPavGfEY1ROPYUW187nozHHwhIQlpr+3W8PyQ2isQJKayYRCoXozGhOWb5t2PE2f2o6nWmftKe5b1MH98xK0L1r61H7DI5nTOw9MspPfj+bO90D3lNJoWhJKipjFmlPMyEm2fbaq8fktUZjBUQrJ2I5YbKKvCRN2BLMXtHA8ktqAPIyo3eeW8l1q5uojtncN6cqf/4lQtaI59XWa07ipB9uzddZfvlmN/94avSonlsm9hpOVN5p7Y6WLMYpwK/2+94K4HuHebzvEpgE6tzX/wA+zciiDwesjp+cGxfbsmVL/t/HEiEVaWVRGBKcXhbGU1DoQNKDe//UwV3nVY7odrqlOzusG25dfR1Ti0KELZhR6qDQKF8e1vs8Xj6fQY6313OsONafwfHwdxBS0qXDLMqNOHkabtvYzp3nVg5JgqpiNoUO/PPMMmwR3IQWhiRtqVxnkdb4GlKe5t4/tR3wXGtNekwosKmdWHOM3vHIHA9/i0PheHyth/MZtiv40nOtfOfCwD067ggitmRXv8+Aq+jNKpZfUkNn2ifpqRHXlCMFFZNq851nQkr6tENWBd1OhcKlw3dobc9y+bQ4NQUO7Wl/iOnItc80sXrx5PzxBztKSh2PEhMnRp1h7+f53Ud+jINhjJ7nuP6bHcZncDgct+//CBlv76tfRuh1NRFL4Km91/+7/tDOkhnFFIUFp5SESTjBdV/6o/0ZeICHsCTRMoeffzTo3uvzNNUxixtmlnHd6qa89ufvr5pERknSniblKTw93HyqLuFgC4iEg3HDhl6Xa59p4r8unkBdwiHqWAcld3Fcn8eHwbF4L+/2GfaIKO5+ecAg8VCg2WoJiBfGKSoc+ThCCpIiyEf7XU1LMsu0IocS6VK8T645aFbd6UE8Z6FwoJwiLAV/t3o3axbXUWFlxkweZbytudHkeKs5vBtCSlp9ecB7qrgDGV/yL+v28NOPTqQkrAnhv+N7G833PiRXtgRSCJIeIKDf9ejNBpMA7ysNfEmSrqIsavP8VVMoCUu+sqGV6pjNigU17Ekqvv/nLu46rxIY+bySuQrTYJ3lycsnYVnioN/PifJ3H4lj9bpP5M9sNBiv73+0+v23MNy872MEUhmHjNa6RWvta60V8F/slb5oBPYVp6oFmg7nOY4FWinKpEsmmUIpTcTSpBVoNDfMLOMrG1pHHEm5bWP7kOMMjt/NWdHAG50unRmFr/Q7jl0bDCcSQkpcO0yXDudHTSHQqWtOenz1hVaWzCimNGLRk/EJS0h7iq60T8qHjK+oiErOKg9RHbNACK58opGq3M3gSOfagxfXsHxzN2FpxLQMAY4M9Ja/sK6FjK8pDFk09Lp888U2Irbk+mebmbOigZvWt1DkSJZfMnRNrVxQy32bOtgJx2AHAAAgAElEQVSeshEyGLHbnrI5b8UuPvGbPbzS4dLihbAtya7eDLfMquDSx3Zy/q92cNP6Fu48tzI/+upreGbRZLZecxLr6us4qUCZUWmDwTBuEVKS9gX3vNxOxFLYuXg80vVfCIXlZY7aa9FKEdcZSkWauE5T47h8Z051vjPukYW13HVeJc3JQO/zfT/axvXPNo94XVg2rwZbBkXJWdVRIMhxYrZ8Vwklw9jiqsBcfd88YJDisESgKOSdpam0UtQ4LmeVOUyO25xV5lDjDDcE69MOGkFr0ufCFQ188rdNw6Q4Vi6oJWZDzBF8ZkYRUmiTBxgOiz7t4L7DPVVWKdCK5qSHLSFhg5cdGxm2wVz582tb2dSeZUefT29Wc9dLbVy4ogFfC55rDDr+s74ITPciFpfl8uf5j+/iK2eX88NLJpDxBXdubOOGmWXMf3zXAc+rluTeuNvQ62JLQcjcDxoMh8xodS7/C7BKCPEFoAGYApwMLDycgwkhJmitB+eLFgF/yf37v4GfCSH+D4Gh38nAS0fwusccrRTdu7Zyyqmn0qEclA66MQY7H5qTQcfa4Iid0kHg35e6hIMt93Y7PDC3mrPKQmhj6GAYB9ihEGlt0dDnk/Y9agrs/C7zv7/cnncJXryqkbpEsGNdGIK+rKQkAmELPAWOl8EBtqZsUp6modclakuufGLXsHOtpsDmpnXNfP2cChLSw+TqBgjW0soFtVyZW2/PXzWFAkeyZEZx3qkaglh81VO7+cmlNaytr6N5wKMz7aO0Zv7UQq5YFZju2BKaBlx+cdlESsIWNz/fknd9f3RhLT97o3vIMa9b3cTS2VXctL6FzR2Z/GuYErcCoxGD4TA4+/nYIXcId1878Si9GoNhKEJKUsJBC7A0rGlM8umeYqYViyHxePD6nwgFHXZjWWTTSuFrRXXMzo9fD8bq/a8Ly+ZNyOcapREL0DzwSif/cEYpD82bQFsqmISZlrAp0EZf+XjBDoexsyDQPLKwlsWrhq67mAWWUvgH8ffSShEn846GYFkFUu6VxGrodfnyhlYemFvN1KIQb/dkKY0E5u3zH9/Fuvo6IlLBcW9pbzgecXWwcXegmJp04XPrWvnxpYEsm5c5ept3+9OnHb7xYuuQyZBBX53XOrPUP7FXJrE56THgKqYWOXxmRhG3vthOQ69LytcUImhOeiyZUZw/zkjnVVlEcvVTQw1iQ5agUGSNeZ/BcIiMSnFZa/2CEGI6sICg6Ptr4Emt9bsa9Qkhfg7MAcqFEI3A14E5QoiZBJIXOwgMAtFavyaE+BWwmWBW7fNa6xPmsiqkJCsdJr7vTNICOpI+ZRHozap8MrqxOcXiVY0A/Ol/TOW+TZ35Ytq+msuOCKJdQ067OasYWTTEYDiBsEMhOj2B0oG55dLZVUwosFg2r4Zrn2nioc09lEYk6+rryPqakCUQKF5pd6mM2dgCBIJSW+G7in4ZYfGqnSydXUVdwjngufbWkuncO6eax7f2IGrjTIuO7Y2q4fjDchx8FZj1PL1oMpYQ2DnNz8qYPWSkDoJYXBWz+cnmbm59MZg2qUs4PL1oMg29Lhkt6csqrn+2OR/LH7y4Ju/6vmhVI6sXTea5pjQbm1P5Y1bGbB68uIavvtCal26piVkm3hsMhnGHkJK30zZKK0ojdt5IDSG4ZUM73zqvjHX1dXgqMMlOeT67BxSTIj5jfcWO2YJll9Rw2WOBJ0ppxBrxuiCF4Kb1LaxYUEtHKtgUvPrUYrKeYuGv9+b2jy2sZVp0jN+EYUSkbdOWlYQlDHiaREiwetFkRC4PiFhgo/Dc0esyD0lI7zOpB0GeuuDxXTx/1RQqojYPvNLJ588qC3IKX9OV1iZfNRwyQkqEFqxpTPJPZxaztr4ON3dPFZKapqQm6So+e0YJZRGLhPTwx7DaohHcdV4l8x/fNdR4/cngvnDxqsD49Pt/7so3aCybV8OnZhTzdq/LQ5t7qIzZSAGtSW9Yzr7veVVdYOPv08g32Mlcbnv4rjmvDIZDZdRsMLXWXVrrn2it/z339V0Ly7nf+4TWeoLW2tFa12qtH9Raf1JrfYbW+kyt9d/u08WM1vpOrfV0rfWpWuunRuv1H22kbdOLQ58HnWlFyoP6JxppSbokQjI/njFIXcKhMGSxpjHJd1/p5KkrJrPlmpP47RWT+e4rnfS5ex834CozumE44RFSMqAtQOalMO5+uYNkNjCTeGBuNWvr65g7KY7SMO/Rndz2YhsCmJJwCElB2BKUWC6+6yKkJOntPc6KBbV0pv0RzzWlIWTBjevbuGJVI33aGfE1Gt4bCCnp8m2k0Agh2NqdxdeaG9c2M7XIoSpmj7iOwrbIF5aBvJxFXcIh42v2DPhUx+z8z65b3cRD8yawtr6OpbOrsGRgDrXvMUsjFl99oZXmpMfD8wPnbhPvDQbDeKSfMJf/upGSsI2n4IevdVMVC0ae1zQm+fKGDiSBRIanIGZbhHr2jPkkh5CSpqSiM+3nixYHyi9qCmyWzq7ijo1tFDgy0NuNCG75fduQwonJPY4felRwzd7d7/Ofr3YRluBYwY6u62tsMfqdnIXCxZGMuIZKwpI7X2pj/tQEvg78HbTGrBnDYdGnHZTWPHhxDXe+1EHW18x7dCcff3I3nWmfmC0oDtucXhZmclThj+ImyrshpKQtrejKqBE360ojFnUJh6wKJEUHpeOufaaJjK/54geDHNoWoDQs39xNee539mUwNt+/qZMCW7C+vo6t15zE+vo6TomP7Xs2GMYTh11cFkI8J4RY/27/jeaLPVERUtLtOygtyfoir5nc0OvyL+taCVmahxfUDtNaLg7B2vo6Pv3+Et7ozPD3v9nNaT/axprGJIK92m3Tihyj0WY44enTITwV3DDaIljfG5tTfGZNM0nXZ0ZpmNq4w+llYSocj8cW1rKmMcnkh7Zz4YoG+rI+xSKTv8ns04EZ5uBx+rI+iZBk5X7n2sMLarGlpjPXUdTQ65JVpi30vUxKhsj60JnWrG7o432lYSKW4N/OryThSDzl88jCoeto5YJaXtjdP+Q4g53GKxfUknR9rn2midvPrcj/vKHXpSuj8rrNXRnF1H2OufySGpoHXO4+v5Kls6twJHzjnAoT7w0Gw7gk5Q92+wadyT/Y3MMjW3opdASPHOCa393ZMeavs087LFrVSGvSy18HVm3v4+H5Q68LP760hsb+YALl7vOrqI5Z9GZ9PrJyF0tmFA85psk9jh8yfuDxccdLbSw+uYgLVuxiykNbueiRBvpdheOPvkSAVgpHwo8vrRmWo6a8oIu0MmbxvVe7WLmglt6sZ9aM4bDIKkHK03kTP08pHllYS3PS4/0/2cGFKxrozfqUiMyYF1lHiq2DDDbUrVhQyz0vt3Pd6ia+dV4FjyysZfklNdhSELUFl0+LE3MESilumVXBD/7SOSw2Pzy/ljs2trGmMYmvNEU6RblIUaRTRnbOYDgCjkQW4wej9irGOX3aIZ0zgWhP+xQ4Emuf4pktJFVRzdr6OnwFUsADr3TwsZOLKHAEEUvkddzqEg4/v2wiMVvw7JV1dKY9ikIS7ZvRDcOJTUYFu10ZX9OX9fJyMBubU3zsySZWLKilKirIKonvukyLSjbUTyKrgjGuQjHUICWbc5Z/8OIarlvdxE9e7+H6s0q5fWMb/3XxBCbFHSKWwLFAacVdL3UBOa0tqQNRHsN7kpQvsCQse7WLj59azNyVDVTHbP7P7Coe/EvwvV++2c2Tl08KTD8sQdxWxJ0CLp8Wz4/pPbKwFq01KU/Rlgo63CbHHWZVR9nYnMoXnyEoLCxe1ci6+jq2LpnGm90uNz/fmpfIqEs4rK+vo1gYTU6DwTA+sXKdm76GqE0+D7j1xXYunxZn9eI6pAjM8EqOYSzM5hpEVm3v47dXTCblKVwFd74U5Bd1hQ6WgD0DHlIIejJ+oJerNdc83ZyXPNoXk3scHwgpsXRw/b9lVgV3bGzLa2ZXxWyKQ6Dd0Tc2E1Lia0VZJJjUK3CC/q/qqIWrNRXRYJrq0+8vJW5rtveaNWM4PCwpWPZqJ7fMqsjLbg7GV9C81ZWlKmah/bEx8NuXrBJDYmt72qc16bF8czdfO6eCyqjF13/fxkObe5hVHaUwZHHtM3vyNZLfXDGJr59Twed/18xXzi7HseDzZ5UhBayrr8NVwfu7YW0zzUkvb6JqtJUNhtHhsIvLWuvlo/lCxjNZBV4uaLUmPcKW4NfbevIi+hkFX1rfwj3nVyKkZO7KBpbOruKqp3ZTHbP51nkVPL1oMkoHHZ1feq6FJTOKuWl9CysX1BIX7phrzRkMo40lA3PLXf0u92/q5I4PV/DUFZORudGmiKX5zqYu/nlmWWCI8i4GKaF9nOUfnl+DLSUDOQ2xQkeitKYj7dOSDDqaF04rZE1jkkdNovGexXIclLTx0xCzYf7URL6IHLMlc1Y20NDr0plWfPGDZdhS4EhBV9pj6s925Lshbp1VTkvSJ+kGBYfKqMWXngs0k7f1ZLn5Q2XctL4lr6U8SEOvi9Ka9J63qSmfMkQD7rGFtaawbDAYxi3StgnpQGO5O+PTklQUOnJIHpDxfEqjFoXi2OhhStumyw+ktLZdO509/T6XPrZziJnfkhnFXPLoTqpjNrefW0Ft3MEWEHMEy/7Snd9YrI7tNSsejPEm9zj29OkQjtx7/b/rvMr8tb7ABlfD0RCi6CPEq+1Znt3Vz7Wnl2BJga8039nUwWfPKGX68q15352H/tLN3Elxk68aDgsB/I/TivnZG3ubJBwZ1CZOKokwocAec53lwMg1hFCC7ddOpyOtuDSnZz840V0WEdQ/sTvfdPG1WeXDzLW397h5b5PmpM/NHyojGYNJcZsSkQELomUOP/9ozYiNSQaD4cg4IkM/IcRC4G+01v84ws++Bzx+IukijwaDiaerNI4M9F9DPuzsD4oEyzd385Wzy4lWxNiwu59nr6wjYsHXzqlgd9LHlmqIMUhDr8tHVu7MH//5q6bwtXMqKAlLnrx8EiVhifLGfmfRYBhNhAyMUwDu39TJTX9Vxi2/b2PJjGIqY3ZOp1Zz9anFlNke/kFMaSUsnzWL60h7ioKQZM6KBpZfUsOCx3cNe+za+jpOLwuzZnEdlY6L8kyiMZ4ZjNMCjUKgtKYkpNmZhAIHHAuEgKKwYO6kOG0pn6qYyCewD23u4aHNPUCwdgYZNBxZfkkN1QU2pWHJ270uaV/RnPTyxeQfXVrDuvo6blzbnE+SIdeFJDQdyQFOiXrv2JlvMBgM4wVp23T7FmEbKmMWUgi++WJbsFHXl6XACTaHpxU5JCyFlxl7aSBp27zVL7l9YzNLZhTz/rIwf/fb3cPM/PbN3y95ZG/+vuWa6dz6Ynt+qqUqZGL88Ya0bdKuoMCCuLP3+j/gBjrHUVsSZ/QbeoSUpH1BgSO5549d3PPHriE//9yZpbyxZDphKbj/lQ4+cVoxJWFJgS3Q5h7QcBDsW5+wBNTGLT7z/tIhncG3zqpgQoFFka3wMmO3roSUNLkOfVmftpTPScWhYUXjRbnJvn2bLk4qDg3TZS5w5IjG7duvmY4WwZn7To1JBoPhyDhSQ78vAj85wM9+AvzPIzz+CcVgcuzrwOnU19DtB0G6KmZRHJJ88YNl3PWHdkBz2dQESoOvYVdvoA1bEQ1E5w9kDFIVs7j+d81MW7aN+Y/vwhiZGk50LMdhW8rG14E8xdfPqWDpHzuGFJZDliJsSU4rEgel/yWkZNuA5Ivrm7FzHdFLZ1eRVfqAGl6OFBQ5ymhtjUOElBRPOomUFaZHRGlxg5FlV2uSubGSHleyo9fFU1BggasUMTu4RMadwCzyQGunM723vaOh12VCziRk6rJtXPvMHgpDFktnV+WN+bQOOuv/7fzKIRpwg51rkOvM1xlKRZq4Nh3LBoNh/CGkJG1F6PQdPB1sMkdtCOeaLm7f2E7G19hScGpJmEmx0TdSO1i6fIfbN7Zxw8wyXmgawJaC5ZfU8MjC2iG5xYHyd0sI1tbX8cDcaiYUWPiua2L8cYCQkn4RhnCYTt/BkhCzoDA09BbZEhC3GPUcUUhJD2EsSb6IvS91CQdXwc3PtZBVmrmT4hSHJe0pH63NmjHsXcOdOky/CCPk0LW7f30iJMHzFRqdk+yx+OwZJRQ4giIb2rNHWh46NPq0Q3vKp9/VXP9sM3sGvHyBeFZ1NK+prDUsmzeB56+awtor69B6uAHmgc4hY4RtMIwNRxo9ZmitnzvAzzYApx/h8U8oPOmQUZKmAY8/t6e5aV0zrSmNK2wmxiRlUYvpRQ7fnlPN5MIQYUtQEdFkfEU8ZDNnRQOf+m0Ty+bVsHxzNw9ePNTUYcWCWsIW+ZG6lQtqKbGMsZPhxMUOhWhzbd7sTJHyIGZLKqMW355TzZnlESbFbSI2WEKSsA/+prJPO3zjxeAm8NLHdnLyD7dy0/oWihzJTy+dOOS8WjZv8DxThJQ5n8Yb0rZp88N4ToTODPylI8PufhcpNCkP3u7JErPBVUHHgy3hmZ39oKEsIplZEUYIwU3rmll+Sc2wtVMRtbj75b2GUnUJhz0DHgunFebj9v96roXFqxppTno8vKAWx9J87nfNpD3Nxqsmsf2a6Wyon8S0qGcKDAaD4T3BYLdaezqQD/J10EwWt8ESgoqIxb1zqjmrIsyUQpsKK3PMCssQXCOWzCjmNzt681r8g2asRY7MXx/ufrljn7xib/5+x8Y2ljzdRHWBTRyTaxwPRGMFZCyHmCPZPQCvdWRwJPS4iooInF62j5F0BEZbJUBIyfaUzQUPN3D1k7upiFrD1s6jC2u5+fkW7j6/iv/1XAuVMZumfo/CkCSqzTp6r2M5Dp06zIAvcCxJVkva/DD9MpIvMu9fn7CFotuFuDN8jadzxupjSVZBZczm2meaciaVwWbdrOood55byU3rW5izooE5KxsAQcSCxn6XiAWP7meuPa0oaNQ4UOOGwWA4uhyRLAYQFUIUaq37RvhZHIge4fFPGISU7OjzWbSqMa8P9ODFNdy+sY3/vKgaF4hain5P4qvABbvAVrSmoWXA57rVTfkxui9vaOVrs8qZVmTnTPt8dva53LGxjW/PqebNJdMJW4ICy3RZGk5cLMehX1m4SvPhmjhKB9rkfa4ibIEtJa4KfEritiKrJdZBHjubuwkcPK8g6Ci96qndLJs3geWX1FAbDzpUQhIsFFFtRlLHG0JKdmcstvdkOKsizFtdgRZbdczmkYUTaU16XP9sM+vq63ByXUNFITi5JMqGpiQfromjgcW5uN6c9PeaQdoCrTXtKX/ImN6yeTUorTmjPMIDc6v57iudfH5mKd86vwpbQM6jh8e397OpPcOG+kmUirQZzzMYDO8pBrvVKqI2lgi+pyD/72wuVy5yNJYU6MyxvT7bMlcAOb2E+Y/vGpZb/OTSGn57xWS6Mj6geWbRZKQQOBIiFnzlryv4+jlQYrkmdz9OqJkylbf7NdUxaEn6XP9sMy9cVceAy4gmeb7moPPQg6FPO1yxalf+/u+GtS3cc0Elz15Zl+vYh0JH8Pj2fv737Cq+dX4VcVsgEUZGxYC0bXamJFFbURWVdGdza1TAyi29zK6Nc3JC8Fbv3vrEvbMrSFVGqI1BtxsUki0ZxLekB4Wh4N9jaRIZkpDxyMdUWwTa+ylPDbuPu/aZJtbX12GhKBRZSqIMkxfCGf49c64YDGPDkXYu/wmoP8DPFgObjvD4JwwpEXSrDY7IVcdsrlvdxJ3nltORVvS5kPLFEBkLT0v6sorymD1EM2hjc4oFj+8i7cMnntrNh37+NotXNfL49n48Be0pn+09WfpccQzeqcFw5AgpUdLG0+DI4Lz46evdQCBBIIXMJzxB0Q/Sh9AyEsrdBO6vxdXQ61ITD2RnQhLKLJcCP0XENyOp45GsdOhzNd//cxeugnv/1MHS2VX8av5Esop8l4SrwFOKKQmHpAc1McGHa+J4CnzFEP22Sx7Zyft+tA2loWnA54a1LSydXcXa+jqWzq7iyxtaCVmSt3sDndA1jUkueWQnlz22k96soi3l8/Y+iXJWmThuMBjee7haUBu3QUDK87GEIulBdr9rfdaH1BgaSx2IAktRFbOxpBgxt5hQ4HDz8y18+Jc7uPqpJgZcRYWVoUinCHspykWKIp0yheXjiD5PsnhVI9lcfrB6US22gNKIRDE8Dx3t/Y3sPvkFBDnGBQ83kFWa1zsz/P1vmujOBl2cW7qyZDxFkcgYGRUDAP3aoSQUbF41JRWv5SbzXu/MMG9KIW90pmjPSr75YhtLZ1ex89PTuLiuEE9Bvwc2ClsGea6ngqJuyoeYNbadDoXCHSI9J4XgyxtamVo0XFO5odfFVzp/DowkIWdk5QyGY8eRdi7fBfxKCFECrAT2ABOAK4FbgY8f4fFPCISUNCV13p10sGv5Z290UxCy6Up7FDiSPhcue6yBi2pjfH5mKbe92JYzBbHyjtGD1CUc3u7JDjN7skQQ/P/9T53cP6dyTHcWDYbRQEhJL2GkF3SKSKAkYvGDzT1MKLD5yOQYSU/T0OsOMfEptw8uORBSghZMLLBHPK82d2S4aX0LGz422dzkjWOElPS4kjs3NnPDzDIs4IaZZVy3uok1iwMTvsG1YQl4vdNla1eaT5xWRHsa3u7JUOBIKmMjryNHQnXMpjnp5Q1DBn9WHbP54vpmmpM+S2dXURqxGHAVJRFJe9Lnyxva8o8NSW3iuOGwKV62+1i/BIPhkJG2TUgLmpM+hY5kW6/Hs7v6+dcPldC6T/wdcBVTixyKQ2P7+oSU9GmHrAo2qwuFS0i5RKxAG3qka4It4Ttzqlk6W5tuuRMAadu4bpAHDOYHYdsi5cMbHSkmF4V5u8cdug5Hs22ZYG0dKE9dvKqRuoRD84DHIwtrmRCzKDCFMsM+KIJGtZCA5gF3SB1i2bwazp0YBx2s7fs2dfBXldXs6M1welmY5qRHxJbDYu3OnhTvLwszViF3MNZGLcWjC2tZtKqRznQwEfhGZ2bE88PkzQbD8csRdS5rrX8LXAfcCGwHUrmvXwA+o7V++ohf4QlAn3ZYtKoxN2odiM5nfMVX/rqcjK8pCdsorQhJzYoFtaxpTHL975r57BklnFEeJu6IYZpBP/voRKpi1jDdrR29We76QzvfOKfC6AcZTjgG9eUyftCxsXhVI2/3urzRkWLlglpu/0MHn3hqD11pnxmlYSbGbU4rDRN3OCg95EF93R39Pm/3ZvnxpUO16x68ONAzf2xhLYUYh+3xTJ8O0Zz08vIoCrhvU9C5bEnoze41Xfrp691MSTicURHj7F80cM/LHUwtClEbdygOiWH6bY8srKWh1+Xnb3Tz8ILaYXG6KuTxjXMq8oXnJU83MaHAxhGCu/7QntfNNzpwhhOF4mW7D/k/g+FAdPmBSdniVY2ELcG0Iof5UxN88Be7hsTf08vC1MTkqHeMHojAGCtCixfilQ6XT/xmD+et2MX2VNCLk8AlYWtW7hf3Vy6oxRKKYmG65U4UuvxgQ6Au4eTzg6wPQivKYyEe+ksXUxIOEwpsZpSF6U65qFHUrhIy8HjY//5v2bwa7n65I7+uJhfalISFKSwbhiBy0oGuCjrqByfxYK98hOsHNdj7NnVw9/lVeW+R/qxH2JI4At5XGmZCgc2UhMNDf+misiB0VPPSoeaDEZpch/NW7GLCD7bzzRfbWLO4jg9UhIN6ygj+UyZvNhiOb460cxmt9QpghRDiVKAM6NBav7n/44QQ52mtNxzp8x2PZFXQwXb/3CpakvvO7gl8pfCE4M/tWWKWZmZllHX1dXgKtNZYQlMofXpsyQNzq/O7h7aAB17pYunsKipjNpPiNmGpKA453D+n0nREGE5IBvXl1tbX5eUGOlMedVVR3upM5c8NW0IipGlPgRCaiAT9Lg4TQkq2DkgWrWrI79z/6rKJLL+khkmFQde/BO6fW0UhWXP+jHMyGlqTXl4eJWrDPbOraUl6OBI8pfnFZRO5+qnd3PpiO4mQoP6UovzajFiaQjJoXzEtKtlQP5mkD1u6s1z/u2aakx4PXlzD917p5IG51ZxWEiKc61bz3cHf2U8HDo/751SydHaV6WwzGAzvWQYl4i6qjQVmfkpxUrHDs1fWoXSQA4QkxGxoTwdfR91NbT8GN7+vWLVzyBTiV19o5YpVjWyon0RcZ7BUmlMLnSH5SqGtsH0Tz08kXBUYmq1YUEvKU9w6qxxLwhfWtvL9iyr555ll+b/v75v6Oa00GuSOo/Dce9faLqpjNg/MrWZ6UYj2lEdWaf5jdhW1cRvHeIIYDkBKOPg+uXyWEeUjLAlZP1jbthRIEXiLLP1jF9+5sBLLkqBBiECe7fqzyii3XdRRcvTbd93v22FdncvTAy+SBtbX11EZkXxnTjVCaNbV1+FrTVhAoTD3bwbD8cyRai7n0Vq/qbV+YaTCco6nRuu5jjdCEn760QlMLrSZWRGmLuFwakkYS8Ky17qwJSzf3I1t2dzz/zoYcBW+1tiWoMJR9HiSjz62iwWP72LOigYWPL6Lq57azcJphSxe1cj5v9qBrzQR33REGE5ssjrQKgxJKAlD0z+cxEV1cSbELBLhQLdca82uPpdX2z22dGfJ+PqgupYHJwj2N9npTPsIrSnWKRI6RVylzfkzjhFS0i8j2FKwfHM35RGLe2dX0JeFiKWYmrDzFz5PaZ5eNJnXPzWd+dMS2AJKdKCNue86Cb5q5j26kwWP72Jjc4qGXpfrVjexcFohCx7fhYAhsdnowBkMBsNwhJREbYg58LVzKnAkfPWFdnrSPmlf42lN0tMMeIqkD44F8THoVAs2v4fmENetbuLmD5UN08f3XZfi3LWiWKewXBPPTyQGu4YVELUCjeW4YxGWcOMHyvjsmla292RRWuMqOG9inPKIHLW/8b5rbdBn59LHduM6W6kAACAASURBVNKa8vnIyp2c/6sdKKWNJ4hhRCzHIaUkjhVsfDgW+e7eQeoSDqUhCFmSorCNJeHX23qYknD42jkVfGFdK291ZUl6Gk9BV9onYnFU5QJHirHXPhPE2EEGNZULdZoinSKh0hTrFGWkiWtz/2YwHO+MWnH5IBi3rkVFtiIkoc9VpDxFyguSY0fC/KkJXmzq59ZZFdy3qYNzawroyiikEJTbHr7rDjN0gOD/SyOBuFdeX8hgOEGxw2EydhRLBIYNQiu6s4qmfp9/WduMJaAqZnP1U7v5+9820ZtV1BTYTC4MzCoOJpk40HlUGbPN+fMeQNo2SSvKtpTNeQ/vxBLw9XMq+O2OXi6ojfOH5n5aU5rebGBgUuBIerOKPQMe23uyZH2NfIer1DvFaROjDQaD4cBI26ZHRPGcCCkZzsfezrSHJeFfzy7nlt+38UZnhvZU4MVgiaCjudTyxsQfwcT48Y2QEh2K4DlBnhCxAiPfRFiwu9/nT60DuVzU4rNnlCCFYEt3lqyveHRLD2IURV7NfZ/hcLEch50pia8gLOHU0ii7ezM8sp+8yktXT2Jrr8+FKxp4rT2FI+GMihirG/qYFLe4Z3Y1IUvyl44MX1rfjC3FUd/Ee7d1P/jazdo3GE5cjlgW4xAYt5Gi0wt2BOMCdvb7/PLNLq49vQQQxB1BKuwQtWHphdX4OjDki9lB5wMc2NChM+0P0RcaRakvg2FMEFIinBAZLcioYIfpwYtr0EJiC40UivvnVpP0YEtXIIvhquCm8tfberigNk5UewcVPA50HlVFrWCMypw/4xZp22zpl7jK4+NP7aah1yXlQU2B5PKTirhxbTPfvagagWLADYrKIRlozfl6bxHDVeAc4DkOtL4GXGVitMFgMBwAy3F4s0+wpaufU0ujlOQMTiOWIB6yIBeDv3x2OWVRC1sIbAlRS+D4GXx3bDrVTIwfvwgpSUoH19VIIVi0qpE1i+soj0h6svDNF4McIeXDq21JPlwTH5aLJiwfNUp7HO9237fysmqz3gwj0uHZeVO+fheqowI3GsYRDJHqyfhw24vNrF5Ui6tFMF3nCE4qibC50yUREkyM21THbO6dU02p5R71Tbx3irGD/zax1mA4sRnLzuVxi5dLjFM+/PLNbq45vYRormxv5T7htpTi9c4MXWmPtK9QKKQdPKhQuMMMox5dWMvZlWE21E9iWtQzYyCGEw4hJR3KwdWa1pQi6weSib/Z0YvW4FiasCVJepq2lMtJJVFuXNvMn9vTNA14zJ9WxOS4ddBr/0DnEV1N5vwZ53T5Dj9/s5vyqJVPWn2l2dLtYQm45/xKLKFI+8Eo7Pde7SKj4PXODLv7XV7vzJBV7zx6faD19cEKx8Rog8FgyLGvYVPaCtPu2Vz5RCPnT4wTszUWUF1gk1XQ2O/RNOAScyQdaZ/d/R6bOzP0ZBVaqzGNqybGj1/6CKG0pDgkSftBt2Qo1ywpgDs+XAEoIhYj5qKT4hausN7pKQ6Jd7vvi3Q1mvVmGBEvZ8qntSZsweeebQWlyCr2asA7CjTcMLMMx7JIewpHQszZW/bZM+Az4Co60y5K6TGZDhlp3T+Wi7Hbr5luah4GwzhgLDuXxy0lYejJgq/gn84sQWvoymiKwxo/dxGojNnYIgj6BbagO6tJSYcyGSTP06LeMPOnvHan2b0znID0ESLhQFdGAD6WgJgVGEZEbeh1JUortnRn+f6fu7jjwxV86/wqpAClwRIqSJQO8vkOdB69tbODirLSo/lWDccYV2muP6s0L7vS0Ovy7y+388UPluFICIUlKQ8yvibhCOZPTfDD14IJE1sKHClIOKDczAGf44Bx2lfjdyzHYDAYDgFp22wbkHnDprX1dVQXCKpjNhkfCkNBLpxWsGhVI0tnV7F8czd3fLiCqUWh/PU/YgVeC2MZW02MH7+kfUFxCLrdoOmnLuEQltCRUUQsSVlUkvEFYRloMO+bi2Y8n5S0QEgSo/R63u2+b09yYJSeyTDesGVgytfY7zE9YfH1nH7ykhnFVMaCTuSMkiiCZp5/OrOMaQmb3iyELYbEWd9X3PlSB/fPqRyT+fJ3irERAWhT8zAYTnSM5vIRYjlOvrBsS5BCYluSxasa6Ur7aB1cBFqTgTlZW9Inq0AKQcbX9BAOdMCM0ZNhnCGFoDsraE56RG2LrozH7gGfB17poNcFrTVRW3LbxnZumFk2RG8xJAURSxLVh6b/Zc6j9yaOFAghsCQ8muuKeGhzD6sb+uh3g6kSVwXdzJ4KNvjmTorTlvLZ2p2lLemR9N/9ecz6MhgMhuEE3coRutVQw6bKmI2vNPdcUIklIWKBr8HNdY/e/XLHiNf/Qkcck/hqYvz4JGJDWzqYoAtJWDavhj+1ptA66PbMquCezFMw4Gre7snSPODxdk+WATeodmUPIkc4FMxaMxwOZbbHlIRD2BI0DiiKw4J751RzZnmE2rjNX9pTZPygwPOPZ5QStaE9DTv7Pb71UgcSaE/5vNGZ4Zbft/G1cyooHAPD1EHMujcYxjdjVlzWWheO1XONJR2eTcbXWDJwbFU6KDQ39Lrs7PO46w/tZPwgMcn4mrv+0I7K6S5LASlP0+Q6CGkUSgzjB2kHI6/NSY/WpIeroD2tWLSqkWtPL8mdEwKlNc1Jj6++EOy6l0YsejI+ERsy6uCM/AyGEsvFAtIeFIcl//03k9h6zUlcflIRzUkPL6eduOy1LnwYMS77plvCYDAYDhlp2/ToMI4VbOLtq6c5GHdr4w6W0LkJkr3doxubU/nrf2XMpjZuE5IQ8rPH8B0ZxhtSQE0sWHeDG8w+kpgdrFkvt/l8wPyAvTKHBsOxxHddyiOS2rhNTdxGCImnoD3l8fEnd3Pj+lZ8BWlf4+mgQ3nwXmxNY5IlTzfRmvQojQTGlRNiBy8/aDAYDO/GEV0qhRC7hBA73+G/BiHEH4UQ3xdCTBytF328IKTMd8P999YeTimNorTOJ82DHRk3rW9hzooGblrfwtfPqcCRCltqWpMeYUuwvcelTx/IRspgOLEQUtLuObgKWpMeyzd3B1pftqSh18WSAl9pujM+jf0uy+bV0Jz0WLyqkSVPNxG1JYLABdlgOBiU54EAx4K0D3/761383W92k/SCOGvLwJTn6lOLcSTc+IGhcfnGDwTyGQaDwWA4eILrvUVWKfo9gSXI62kC7O53ufrUYrJKk/E0aT/wKXFy3aODBeab1reQ9YOZaI3ZWDaMLhLoykpsEUz/DxaQ3+r2kTnJwmWvdb1jfmByUsPxREYFE6AC+OL6ZpoGPO4+v5Kls6twLOjOqHwT2+C92IMXD73fmlBgv6PXiMFgMBwqR6q5/PcH8ZgEcCWwHLj4CJ/vuCIlHBwJ//lqFx8/tZjnG/tZfHIRUgRJ87XPNPHVF1p5YG4104tDRK1A86s1rch4ikJHkvQUZ5Q5ZJUYp8IhhvcafdohqzQhKVi+uZsbZpbx+6Z+PlQdpy7h4CvNste6+Mczy/jmi2185exyHphbTYEjGXAV1QUWAkVc+JjbS8PBkvWh0AFXalYsqKX+iUbe6MywfHM3506o5tyJcTbs7ueqU4uIO2LImos7AsfEX4PBYDgkUsLB1wJXgUBTFBI8srCWxTlpjHv/1Ml/zK7ElgKBQAFZX9OZUiPGYSEEZY6PZxqXDaNIOieNtSflUhOzuHVWBVc+EazR5z5Wx8nFDh8/tZiUO/K6lASGvyYnNRwPZFTQVb+lzyVu6SHruS7h8NLH6yiNWOwZcKkusPP3Yvdt6mDp7Kq8NnN1ROFljr6Rn8FgeO9wRMVlrfW6g3mcEOIpoONInut4JK0kj28NuuF+8WY3155eQtILkusJBdaQ5ERrTXFI0JUFWwiaMz5lUYtndvRx+UlFhKQaEzF9g+Foo4GQFGg0N36gjHv/1MGSGcVELMWjC2tZ9lqwGfPk9h6+dk4Ft73YxpIZxRSFBaeWhCkNg63cMXEuNowPhJRYCrIKskpTFZOsq69DAlMSFfzyzR4WTCtk3pQEKU9TGJK0pfYKKBaGJFHMjaPBYDAcCmkl8ZRG5vojNFBTYLFmcV1+FPt7r3bxpQ+W0puFAkeQ8hRSCkL75byFIUlZSOFlTGXZMLp4KuiW/7c/dHDrrHIKHMG6+jo8BVEbXKUoCQebGyPlB4XSw3dNTmo49ggpSXsaX2nu39TJ186p4K3OVH492xK2dWeYWuxQHrXIeIpbZ1Vw+8a2IaZ/QWH5wCbWBoPBcDgcaecyQogocC1wAVAKdALrgR9qrVMAWmtPCDHpSJ/reMNXmhvXt9HyD0X888wyPBXoeu3qcymJWEMcWR2pGfAUm1ozXLFqNxCMDq5eHBRACoVrHFIN4wKFZHe/S0lYUhULNL0KHMmr7S51hTbXn1VGxNJcflIRElh6YTU9GZ/CkEXMAZlNmSKf4ZDo0w6N/S7VMQutBX9uz+Y39k4tcbjy5CIEGlsGHXaJkOCUkhACgWNBoa3ZnbKocZQZxzYYDIaDxM8Vln0NHSmPUKGDAC56pGGI9vLcSXEAejMuZ1bEEGgqYhZFEQtfQdSCOBm8jIm/htHHzvniDC2yaapiNgkbOjKCsAW+FhTYgtPLwmitcYSmULj4rlmXhuODPu2wpTvLs7v6uWVWBc839jN/WhGN/V5e/uLWWRV0pBStKcXUhENxRPDtOdW5ekQQb3s9Sdy2TSOPwWAYVY6ouCyESAAbgDLgGeCPwETgVuB6IcR5WutegMGv44kCG1775FT6XOjOeJRFLLb1eFy3uolbzy7j4rp4sItoQaEjeLV9b2EZAtOTlqRHbdw2BQ3DuMFXmi8918p3LqzCsTSnl4UDQzUJYSsws8z6gtakS0nEpiXpUxWzeWJ7D387vcgkO4ZDJqvIr7lEWOTXnC2hOKS4b1M3F9QWsOTpJp5ZNJmkBy1Jn9q4TXvKI2lLYlYw4h3BdHIYDKNB8bLd7/4gwwlNWILyNa7SlOQKxTDU1A+gwJHc/Hwrd55byattST5cEyflBTF6sIPO9FcYjhYWmopYmC1dKe6dU53PDxIhTWsGlBa0DgR55+RCi4iXDn4xkAE3GI4bsgpu29jOnedW8svc1HTU0tTGg47ke+dUE7Xgb3+9m43NKeoSDktnV3FGeYRdfS5xR1DgSITQdGmLSRHMPZfBYBg1jtSe4F+BNuAUrfUSrfWXtdafAk4BmnM/H5cIKWlOKhwpsURQqNCIvJ7RSSVh/tia5ovrm4FA7+uaZ5qHHKMu4dCa9FAmcTGMI0JS05z0+MK6Fnb0euzodXmzK4OvFIt+vZuzf9HASy1pskrgSEFJWPKfr3ZwRkWMjrRHl2/MLQ2HRkiSX3Ovd7r5Nae05tLH9vCDzT10pn0ael2kEPznq51UxWw8pRhwNQOuAiFJK+PYYzAYDAeDkJKwBTFHYklB1leErOBn+5r6AQy4iv/P3t3H2VXVh/7/fNd+OI9z5uHMTCaTSYYAEQTBoNigIIYW8CG5FQJatbeitdVWpWix1XuV2qIX9FW8iNyq7VUg159alRDUgFVJQYxC5FEs4SEQmGSSTGbmzPOcp733Wr8/9slJQgICmcmcJOv9euWVzJnDmb3DN2uvvfZ3fb8DxZBP/3qQhOvWx2jfwW7NtmadYLj+4UI99h4ZLnPZXQM8MhwS1UpmVCJD1ldoYxswWI3LV1IfS9/QnWGoFPHb4SqC4YnRChjDMxNhfWH5m+d2s3rTGAq47qECQ6WIZycCPInLv9h7LsuyZtLB3kmvBP7OGDO194u1rz8F/LeD/PyGpFyXcRK8fV0/IsJQKeCYXNzc77NndOzTZfgzyzrwxOAruGVlT33CvfeA74tdXbaOHE0ScOvKnn06EqdcxZ/+x04GimE97rvSLtsmA4ZKEecszJL1hImqxu4+tF6qJglYe4CYe/dPdtRj7ov3F+jNeUxUI95zYgv5BFS18Gc/3UFb0iXQ1LPuLMuyrOcnSrEj8ChGQjGEZl/R7Ltg4od9N57Xvc98tyPl7DdGd6Rcwuj3/CDLmgE5J9rv/uyy0/KkXSHhCKPliPkZj6lqRNEmcVoNSpRiMjTc8pyxNOEo/uauXaRchQjMz7hseOcxXHv2PK5/uMA/nNHBjumAy05rI+OpWuay0Jl27T2XZVkz6mBrLvcCv3ue7/0OOOb3fYCI3EC8SD1ojHlV7bU24Hu1//5Z4J3GmFEREeA64G1AEXifMebBgzuFl8bxPLaWFL4Tb/tzBP7Xbwp87Zx5FCOoRJrV53fTlXFJKEFj2DwecmzOY35a9mlycv3DBf7xjA6apGq3XVlHDKM1i7LCXRf3MjAd0p1xiYzhS2fPq8f9Z8/ooMWHiaoi6ynGK5qP3jXAl86eh6ewzS2tl8RoTXtKcdfFvWyfClnY5FIMNN96czebx6p8+teDDBRD1q7sYV7aYVcxZKwKnsTjuDZx2RZHwBb8tizLemFV5eEqCHSt1JWGv717gMtOa+MVLd5+Ta2bfEVHUnHXRfEceOd0iKfspd46NCo4dKUVd17USyWK64QPFkOafIWnoD3lMFGN8JSyc1CrYU0aj09tGOQry7v46QWLcGpjcDGI+OAprczPOPiOMFbR9GTdet+bD//nAAPFkDUreiiFmomqxlXUazDbeLcsa6Yc9B5gY8wB2zrXXn8xt+k3AW95zmufAtYbY5YA69lTXuOtwJLarw8CX3sZh/yyiVIMh/GWKmMMvTmPXcWAy07L878fGsEQdyIGePParSy+8Sn+cM1Wsp7iqfEqr//+NhJOPKHpTLt8ZXkXx6ZCW2/ZOmKIUkxJgslQIcC7frKdf7p3iGJgGK9EtCXjiU7KFTaPB7zmO89w3tqt5FMOA8WQeWmXVif4vT/Hsp5LG+FfHi6QcoVQG4ZKEX/3y11UovjBxs8uXER3xqESQdJVuApE4nHcU7sn2HaGbVmW9UJEKcYDRaAFJTBaCXEVXP7aPO//+U56vvk0n9owyPEtPgubPI7Jefzz/QVe++99lCLDzumQj9+9i6zv2Ou9dUhMR4pAx/1xlMBQKWKoFPGpDYM8NR4nCj07EdKStDFpNa6qho8sbcMAn9ywC1/ih3vZWj2i9/1sJ2d8r4+hUoQ2hk/cHc+Bv3hWJ9eePY/PbRxiQTYekxMOJB2x8W5Z1ow62MzlpIhc+QLfT/y+DzDG3C0ixzzn5bcDy2t/Xg3cBXyy9vr/M8YY4F4RaRGR+caYnS/xuF+WSeNRiQwZT9E/FXDjed184b4CVyxr55yFWapRvO3qn+4d4tqz59GZdmlPOniO4eHBKn0TAeUIPn73Lm5d2UNCaQqhj6MEhUaIt3fbxWbrcCRKsaXkcsG6bdyxqhdBs2ZFDxfd1s+jI1X+YVk73RmXpCu4AtoYlnWl2DhQIjKwdmUP85OasGL3JFovnQLec2IL33l8jL9Z2kq+9iAj4ynGKxGtCUWhrEm6Dk0elAPNVGhYu7KHtAtfvL/AR5bmGZcUrU5gG5xYlmUdwCQ+A8WQ9pTDrmKAI0IUafLJfbOVQ23I+cK6pyf5i1NaeXSkihLoTLusXdlDR9Kg7fXemmVuIkFYhkoUkXTj+cDeyQ7tKYfxakTGU2CMvfZbDSvtQm+ThyOGK5Z1cP1vR3jfya0Ua7UtvnhWJ9OBpiPlkHSFL53dxeV3D/DDLVP1cpyeglxKmA41aVfQgY13y7JmzsFmLn8HWPgCv777Mj933u4F49rvnbXXFwDb9npff+21Q6KqIdJx86frHhoh4wofPKUVgMXNPr6jSLnC3702zyvbEizIuKQ9oRQYzj8myyde04qn4O6Le+ltcijpeEk50IaxiuEjdw2ypeQiyjaVsg4fohRlJ8E4CS5Y10/fRICn4InRgM2jJX5xcS/ffssCTs4niIxmKtCMVSPKkeHLb+qsZ46+osk29rFevnhqbfjQqW1Mh0KzL5zUlqAn63FyPkHOh5GyxlMwXtF8YsMgrUmH9pTwxfsLvG1xjrFyyNk39/HklEK5B/vs1bIs68hTjqTejPoL9xVQAlunIpp94eR8POa+osXnSw8UOON7fZzVk+W+ndN87Q+70AZ6si7zM4IEB9z4aFkzxk0kGKrGO5WenQj5+bOTdGddTqrF6QmtPkkHWhLCdKDxbA8cq4GFWogMTAbwq+1TfPjVeTKuMD/jckJrHNPzMy7FULNtIuTyuwe4dGmeZV0p+iYCPnDHDioRjFWhGIIf2THYsqyZJWYWtwGLiDLG/N403Frm8rq9ai6PGWNa9vr+qDGmVURuA642xmyovb4e+HtjzAO73zs+Pl4/oc2bN8/YuQC0LDyef32ixPtObmWwGHHdQwUuOamFzrRLV9ol0BG7ipqRcsQX7y8wUAz56QWLqEaarO8gAk2uITJCKYrrJHkKHi+U6Mz4hFrzjtt3cMeKDsa2PTWjx269OKeffvqctomezfidDal0hmRXL+mEy1TV8IrVTwOw8y+Pp1DWB/x38t3Hx/jGpnFWn9/NoiaPkXLEQrfE1me2zPHZHN6O9thd+MpTGS5rioFmqBTVs+eObY5r1H38NXkWNnn8r41DrO8vxvWXU4qdxYhdxYhjm+OHHFf9psD6/iJ3rVrI8FP/dcjP42jVyPH7ug3pQ3481uy676zijH1WI8fubGh/xal87K4BPv/6DsoaPr9xqH6Nn5d2CQ8wF77r4l4iDSKarNIMbeujVJye9WO1fr+5jN/Zit1UOkNH72JAMVaNM+ifb0769UcKfHRpnlIQEe161sblYeRoG3tzvScyqRXNfhzXzx17tY444f89Q2/Oq99jffW3Bd7QnWHVuv74ON93HFlPqI4OMThwSDZ+W8/jSBx7raPDC8XurKRmicgpwHuBPwW6X8ZH7Npd7kJE5gODtdf7iTOid+sBdjzfhyxZsgSI/9Hs/vPBEKV4z4kt3PToKH91aitfflMXkYGJakTShT/6fpy1uXvryad/PchwOWJB1iWh4qeE7f/2NE+973ieGK1w5cZhBooht6zsYXC6yivz8ZNFJ5GakeN9sWbq72emNNrxzJW5/jt4Mf8fyk6CnUXDE+NxxnFvzqNvImA60GAMvTmXa2v/TpSApwyv786w7tlpOtMu2sCJOQirzqyd75EQT4fbOczFsRYNYAz5lEN7yq3HnK8MP9wyxdVnzSPUhvee1MKfn9xCe1KoaqEl4ZLxFJNVjRL4+9PbuWHT00SoOfs7P5z+fx9Ox/pi7Xc+G7bPzYFYs+ZIi9ndDsV5TSu47LQ8n7lniE//Qb4+F/YUhEbzllv3nwtHOm6amncidBjSs+Dl3Boc2JE4Br0YR9p5z9S5iFIUtEf/tCGfhKfGqpzY5h9wTpp24Zc7yvzVqdDth5gZjMuD0aj/bxv1uBrBTK85HMiUuDxVCPj3J8a57LQ2vvymLkITlxkEzVhlT7nBzrTLjumQPzmhhZwXrwP15jy2T4VkPcWitjyvaM7NaCnOozk+Dudzt/c6c+NIPf8Zq78gIh0icpmIPAg8DPwBcNnL/LgfAZfU/nwJ8MO9Xn+vxM4Axg9VvWUAozVLsoYPnZpnoKh5aKjM5XcPoA18+cECfRNxUfzdW0/+YVk7g8WQSMclNRwVD+xK4N9+N8r/OaeLP+pJs2pdPye1pwhN/H1f2W1Z1uFBi2LHdMgJrT5Xbhzmm+d205vzuOo3BUSEx0eqbJ0MeHK0QinU/OM9w/V/G66A70BYtduyrIPniYYDxNzO6ZDenIcrcb++S362g7N+0Mcbb97GSCUi7UHWU3z/yXHaki6Okvj9tjqRZVnWfhyBznRcr7YYwqaRCpVIk3DgD9dsO+Bc2FHgK2w9W2vWTRoPbYQr7x0i1HDlxmF0ZA44J/3SA4V4Pqqw/W6shtckAcc2e7xtcY6P3rmLh4bK7CrGY+rVvynwzp9s55On5+tz3mKoufi2fhKuojfnccvKHj65YZCLbutnOlSUxJvjM7Is60hzUJnLIuIBfwy8D3gz8BRxneVe4B3GmMHn/6/rn/Fd4uZ97SLSD3wW+ALwfRH5ALAVeEft7bcDb6v9nCLw/oM5/pcjCgLmeQY/69GVdvnK8i58pbnmwdF93tc3EXBcs88nN+ziuuVdhBomqiFrVvQQac3/fF07n984xDVvnMejIzuoRuCquKlZkwTMYrUSy3rJRCkmjUdVx5keoRYMhmqoObHNxxVhoBjy6V8Pcu3Z82hLOuRq9RfLkSHShi89UOCGTeMAHNfik3SEFhVg5/PWTJgM4H8/UODy1+ZxlNRj7s9f1cqN53Xjq/gmc3d8TgearrRDGEFo4P0nt6JNvHBy84oeEspANNdnZVmW1ThEKaZqY+0VyzqITDx39RVMBdQXlnfrmwg4rsUnoaBJhUR2TLVmWWAEXwnXnNWJp2CgGPLMVMgrWz2OyXn7zA9u2DTOB09po93XhLblh9XgjNZ0ewGtrR5fXt5FKTT0TwW896e72DhQAuKGqTee142rwJV4DA41rF/VS5Nn6u+rRgZBkZzLE7Is64hzsGUxdhH3UboJ+Kwx5kEAEfnwi/0AY8y7n+dbf3SA9xrgIy/9MGeWDkOaCUEAA1M6US8HsFtvzmOgGPLx1+TRxuAqoTPt4orhgcE4U/OSk1qIoJ7VoYDutGAiu9pmNQ7lujw1rfjO43E5mO1Fw5X3DvJ/zpnHaEmzqxhwSj7B2pU9XLiun1Xr+unNefz0gkUkXHjz2q37/dvwldDqhkS2S7E1Q3wF6/uL9QcYEMfaJ05vRzCExtS/35vzWLOiB1cggNoCieCpeIfJ954Y42NLW+fuZCzLshrM7rlASyIea68+k3r/kKFiRHvaOeBc2FdCzokIq8ELfLplzQwRIe1CRSuSDqxZ0UM5Mjw2GvCXd+zcLz5TrhBWynN4xJb14hmtSVIhlATLb922Xzy3JR20Nnx+4zDvPamlvhPPTMBt1AAAIABJREFUEcNkICzrSjFQDAm1wRXitQzLsqwZcrAbfx8BWoBlwOtE5Ki8G2+SgFtX9tCbi7eX9OY8bl7RgzaGax8sAEIpjHhmPKBQNmQ8RcZTdKZdfCUc1+LH2wWBjLILy1ZjaGnLU3FTjEQe33l8jD85oYUnRgOuvHeIS5fmmQzgotv6yXiKCOhIOaw+v5vH3nscd17US9aLazDeeF73Pv82frCihybPEAX2RtOaOU0SsPYA43ChFOIKfPfxCe68qJfN7zueOy/qJePBdAhVbTDG4DuCpwwf+c8B3nNiC01i49OyLAvijOUxHc8Fkg7c/vaFFPdqTP353wzhyfNf7235K+tQ8RVMhrCrGFKK4Ffbp+jJuvzLwyOsPn/f+Fy7sodWz953WYef55vzDkwHfOCOnazvLzIdaNas6OGHT40zGcTJE188q5ObV/Rw46OjJGz5N8uyZthBZS4bY5aLSC9x875PAF8RkZ8BGeCoKeRjtObYVMivLl5EMYLNY1U+eucAA8WQtSt7+PHT45zSkWZe2uHGR0c5Z2EWgOOafTwFIERGIwaemBRekXVtXTprTinXJdM5n+3TEcXQ8P6TW3nbD7ex+vxuLjmphesfLnDN2V30TQSMlCOOb/YohZqsp3jLrVvrzXzWr1rI/IzDV8/pIuMppgNNkyf4URVb+cWaSUZrjs9o1q/qZaAYMlgM+fzGIf7x9R0UQ8M3No1zxb3D9OY8bjyvm3lph0oUkXAcjGgSjmG0bLjkpBbaUw5G28UQy7IsAON5VMvxXGDLREhH0qEaGTwl3LNjiiuWdfDlh+IyRPZ6b80VUYqqjrf8DxZDXtnqcuaCLJfdNcClS/Nc+2CBa8+eR2fapSvt0kLJlsOwDktGx6Xd1q7soTnhYAxcfvcAP9wyVa+v3JlyuGXzOG9YkMVTBgdDT9bj648U+O8nttAkVVuG07KsGXWwZTEwxvQBnwM+JyJnES80a+C3InKDMebvD/ZnHA6M1mQp05zw8PMJvvPWBTgSp4b/8fHNGGP46m9HeNviHFlPSHsKRxmUCM2+4er7Rnn/ya1cdFs/d1/cG5fdsKw5UsJjOoQL1/Vx7dnzaE8l6gvJi3Mely7NE2hDb87ji/cX+P/On0/VQMaDX1zcS6jjOoxpV2OMoinvUdWCr0xcU9wWWrZmgQ5DOhxNMuvRnUlw2vIuWn3YPq1Zu7KHnO/UG0tlXMNgSWhLwJNjEZfeNcjGgRK9OY9fXNw716diWZY1p5TrMmU8KhrSUZz15hgYLIYsyrqEBn789Dhn9WR5cqTER5fmUcDJ+QTaGHwhXryw13vrEJk0Ho6Ap4TVm8Y4pa2T7oxw3fIuFHDd8i4iY+Ia4FR48onNLFmyZK4P27L2ISputlfWikjX4lXihId9+t8Y8B1hrBJRDDTXvqmLf36jYSrQdKYdyiG8/fhmlBjGy5opAy1J+NhpbTRhx2bLsmbejG6IMMZsMMZ8EOgCLgVO2f09EemZyZ/VaEQpKm6K4dAl50HSgVDDO27fjhLQRvjwq/MsafHoTDmkXaESGgR4zXe38p4TWyiFmr6JgMCO9dYcK0XxlsK+iYAv3l/AV1JfSG5JOHzgjh1cc/9wvAWrGPLff7YTJYaU69QXlu/ZMcVEVZHUFbKmQpuUyZqKncxYs8poTdZUSDuGcmioRNCagLakA8Tl5QTNlomIlCvcPxjwjtt31BeW167smdkLo2VZ1mFGuS4lHHaVIpbf3EcpgrFyhK+EX++YRgNf/W2BNyzIsqF/ijO6s4Q67oGadCCvqmRN2V7vrUMqMEJk4tj8zLIOPrFhkJFyHIPVWijmE0JW29i0GpMoRcWJF5YDDc2+ECCMmQRPl1zOvHkbx960hQeGArSBqapm1bp+PvHLQYaKIYKhJeEQ1e7FQh3Pgz9zzxApV5FSxsa/ZVmz5qAzlw/EGFMGvlv7tdsmIDcbP2+uiVJM4IGGVh+eGo8ohZr5mbipXykwGAzbpkJ6svFT9e1TAf/jV0N8560LuGNVL6GOeGwkpDfnxaUy7DYVaw6FOs5O6s15bBwo8e3HxlizoofPbRyiqg19E0G9cdrtb1+Io4SkIwga31F85aEC7zmxhU4vQId2AmMdWqIUO4qGndMBbmuCq39T4PLX5nGUUAkMVz5Q4FOva8dXmusf3rNNdl7apdWH6QhElJ18W5Z11BCl6llxLUoRhPCP9wxw7dnzCDU8MxFQCUu8+8QWIgPXPDjKSFlz+WvzVCJDpA2trpBVmtBe961DzPV9oorAXrF51ZmdOEqYDjStibgLe0Urkspe363Gsc/Y6ylMpEk5kPNgy0TERbf183/Pnc/Pnp1k/aqFJJy4/IsiTpzomwjomwj4m1/s4uozO1iQ9dASN6n++iMjnLMwy6eXdeA7hpQJ7BKDZVmzZlYWl5/HEduPtKo8JsowHYREaZeLbuvnrot7+dhdA3zz3G6+8V8jfOjU/AG7FCsB0ExUDKs3xQt4rU6AtlUxrDnkKVi9aYxvntvNB+7YwRX3DjNejbhueRePFir1jvA3bBrnhk3j9OY87rwoLiVQCTV/dWq+trBsA9k69CaNz4XrttKVdvnuWxewvr9YfxgC8dj7T68X/vmBEa46sxNXCb4jpOPkZjwFhdAjr2wJF8uyjnxuIsFkBGEUN+iNd9zBpUvzXP9wga8s72L1pjGueeM8zl27lR/9t4X05rz6HADicfVX7+i1zfusOTEaOlx+9wDXvqnreWMz6QhVA8+UXRYn7fzUmnuiFDsCD4h3fypgMoByFPexuei2fvomAl7Z6tGdacUYqGqNEoUGKpGp35NtHCjxh2u20pvzuOuiXq5/uMC7T2xhXsrBFUPK2FIYlmXNrkO5+/eIfVA2HSmenQgYKkWEGvomAiINP9wyxad/PcgbujMIer+urmtWxNuvmzzF/IzLV5Z38Yqstgty1pxr8Q1XLOuoZ3VueOcxfOjUPNoYrtw4zDfP3b/jdtoFhdDkCh1OxcaxNSdEKSpa6hPtz28c4pbnjL1rV/Zw3UMF3tCdYbSiMQaM0URGc/+uEpUInFrNO8uyrCOZ6/uUtWI6gGJoiIxhOoybp3zgjh187Q87afbhimUdRMRz3A+u38n33rpgv3E1p4IX/FmWNVsqUXzf9XzXfG00/VMB1QjySWESf46P2LKgJB5urU54MTSMVaFam8MGtTUFgMgIzT4kXUXSUYRak3A0OV+xZsX+8e4ow0eW5lmQVjRRIRnZUhiWZc2+Q5m5fMQKNWS8eJ3eVfHA7tR+3zhQYtW6fgDefmy23uxsd1MpAaaDPYX5RY7YBG/rMOF4HiOBcGzO4brlXfUayg8PlvAcxUAx5NO/HuTas+fRlnSYDjRjlYhm36HdiZ+K2+7D1lwQpQhdD2XYJ7v+0ZEqXz2nixNaE3gKEk6ckVfRBk/FWweNEX7w5DhnLsjiKSiHYJQiOdcnZVmWNYsKoUPGgdaEYjKI57RVDVFtYaOqFWEVutNCxUh9bnvZL3bVSwr1ZF3aHLtbyZo7u++7dl/zd8dma0LR5Cs2DZdwHZe2JERGEdl5qtUAylrRnoLxapyFF+p450jGUziyZy6bciAyMBUYPEd4cjTglHyCQBsmqhFfPaeLjKcYKUf89X8OMFAM+dXFi+JF5bk+Scuyjhq2b9EM8BRMB5rpQOMruHlFD67Ajeftm9152Wl5HIHL7x7gocEym8cC7h0o87FfDFAM4YnRgK0lhePZbDlrbjieR9G4GG0YD+DZiYDL7x7gwcEyLUmXlCv1Jn6r1vVzyc92kHAU1z00gquwT8WtOWU8n9GKwlP7jr8DxZCUq0g4cbOpahRn5Z13y1bedft2fjNQ5unxgONbk7Ql48uio+JJvmVZ1pFMDHhK8+xkxJtu7uP4m54i0jAwHdCb8wh1PF7+9Z2DRFrXx9aNAyU+fvcuqpEhqeyuO2tu+Yr6DtHdsVkODf/zV4OUQkMxEq5/uICR+Nru2FweqwGkHJisahyJE3lcFZckmg40P356vJ6VHBoItGLzWJWoltRmBJ4YrXLdQyMkHMUlP9vBqnX9DBRD1q7soUlsiSLLsg4tW3N5BqQdzTE5j+lAU9XwvSfG+NvXtDI/49SfJE4Hms60wy2bx7liWUe9hlJvzuOWWkmB9/98R+39CVqwWwutQ0uUYihQKIGKhiYP0q5w+Wvz/NlPd9Tj9c6LFrJ+VS8DxZDBYsj1Dxf47BkdR+4/cOuwIEoxVBYGiiGLc+5+429rQmHQlCKFED8UXLOih4tu62fVun56cx4/WNFDMdAkXQdfQQhHcEEny7IsyPkwHihWreujbyJgWVeKhAP//ECBb795Aa6CkXLIFcs6uPzuQf7n69r3GVvnZxzbJMqac74y9GQdfn7hIgZLUX1+etlped770x0MFEPWrOghqcAYm11lNYbdDzkGSxGr1vXz8Ht6CXVcRznlKn61fYo7L+qt7ya5cuMwP1ixgOlA4wkcU0teu+6hPc2pu9KubahuWdacmJXFZRFpM8aMPOflk2bjZzWCyQCafSHtOiQd+NMTW3j997fxy4t7eWVbAkP8RD3QmlM60vz7E2Pc/vaF9SZSTa5mrBpvP8x4Ks6Wsyt11iE2afz6lixj4lItGU9RiSJ+duEitIGEI7QlNArwHRdfCdct70KAaI6P3zq6TZGoP/DIJ4X2pEPKTdA/FVKJDE2+oBAq2iAIjoImT7hj1aL6NsTBYkiT54DRuErhoG1gW5Z1RBuvsk9tz0+ensdT8NkzOvine4e46fwupgOFMYarz5pH0oGOtIs2hoQj5KjYXUvWnJsO45q0kTGE2rC0I8lpy7vQxrD6zd1oEy9AR0bT7ivGbQ6PNcdExeVZKnrPw73pENJO3I+pNaFY3NxMpAET76gbKIakXVjc7DFSjki6Qm/O5do3dRGZOPO53Q2JAruTxLKsQ++gHtyKiCMifyMiXxeRS0QkKyK/AoZFZLuIvHb3e40x2w76aBuUr+CZiZBnJkI+tH6A0UrEzy9cBAJf/W2BhAPlUOMpOLHV4yNL8yQcRdIVWnyYClW9Vth0oHHt43RrDlQ09UU3JTBc1rQnYWGThyNCyo0n7gDjASRq27dGyiGRqdUQVzZ4rdmjXJdxSTFskoxLCuXGz0fdRIKyjheHV28aY6ISN6QKNJz1/WdZta6f0AihEYLadtggMoxXNY4Ykq7giLAo59GcEMoRaKNJGXv3aVnWkS3Qe+rVArQlnfo1/eqz5hFp6EhBa9Ih5QraxPMETxkcseWwrLklSjElSRQwHUKkDZ1pl6wHCaVxRHBFSLsS1192YTzEJvFYc27SeJQi2FUM6w/3MNA/rbl/sMLmsYBNhQoj5RBXwWQl4sbzuvnCfQWyHjQnHLKewhGpPTyBvBMQBXbualnW3DjYlaCvAO8DxoGPA/8B/Ap4FfAt4JqD/PzDQpMEtKccsp7wwVNaUSJsHqsSaM2fvrKFX/ZPUdUwVNJUIuoN0jw002H8dcKJa4Qek/PI2jaL1hxwlBAZ8Gp1vwIdT9S1iSsDaAMjZc3OIlSi+GFJV9oh5Sq00SQUFLRnF5itWeH6PsOhw3RoCA1Mh4bh0EG5LsPVuPHJ6k1jXLo0z1X3DddrKu5eMIm0IdRQDCKUaDSGtKd4bCSovQZBBEEk5DxFWgd20cSyrCOeq8BhT536kXJEyokbTD8zXmVXKcLU5gEYMBh2ToVMBZAVu4hhzR1RimfKLl9+eIQIyLp74nbrZFgvOWCId+T1TYZsnY7fV7KJndYcq+p4DWCwGNbnqjumA5r8/e+jIqPxHCGfVJyzMMtk1RDoePc0wDw/pNmUbO17y7Lm1MGuAq0CzjfGfBJ4G/B64ApjzCbgs8CrD/LzDwtGa9oSip6sy0n5BD1Zj5PyCb7z2AT/eM8Qy+ZnaU0o2pJuvHinIOUY+qc11LaweAKvaPVoTUACe2GwDr2k0rgCg6UQg6EtoUi68aKdAFLrXpzzFa0JKEVx5+K2hKIrqZgKIekIJfHn+lSsI4xyXco4JF1FupZlnHIER6AkccMpBVy6NM/1Dxe45KQWXMU+zVC+9EABV8GuYsT1D4+S8xQdKcXJ+QQJx0EEbtsyzlApwjd2YdmyrKNDyoGK1sxLx3XqFzXFGQ6tCerjIyg8iecBgjA/47IwGdmFDGtOTZHgF9um+NvX5Ek4UIlgfjqO25aES2gUjsTJEJGBtqRLd0ZRjrC7RK055yvqiRHfPDd+uHfpXYM0+4pT2vesJ8zPuHznsQk+tWGQtqTDq/aatza5hlap2Gxly7IawsHmyGaMMcMAxpgdIjJhjKnUvq6IyFGTg5uWkK1lhRJDZ8phMoB3n9jCn50EpTBiuGTIeIqEEy/UPTkW0ZqMv2j1YKQaX2SalLYXCGtOpExAkbiBRCkwNHuGyaoh4wkGIdRQhVoMK5RoHFGkHU3ZQNYTIi2UIkjO9clYR5RQeZRCjTaKahRnLm8vhnSkHJq8WndtqC8styUdxGjOXJCtN0OJDLT4cfOTty3O8Rd3DPDpP8izqMmjTJw9csHxzbQ6gV0wsSzrqJFxNJMBNPnCyflEvQb93koRJB1o9yGslMCAtsOkNcciAxcuaWJnMeLJkRLLF6YZqUDaM4BQCsFVimbf8F+FkPaUgwKyniItIUNzfQLWUa1JAgrG44plHXxu41C9IZ+vYLSkybpx/FZ1vKZwycngO5BRmrBSiVPyI9t32rKsxnHQi78iItQSGwHznK+PGuOh4sZHR/no0jyjFWjyoCJQjSDpOuT8+OlkNdIUyoaOlIurDFkXxgLo8OMLRWSbR1lzxGhNXgWUHI8Ih8kwbngWmj0TFyVxY8q0o9BGxVtnUdw/UOLEfApPYRtSWjOuXNv6NzAd8P6f76BvIqA353HLygVMh9DqK8qR5oplHVx0W3/9+7/5k4W8/fhmQh3vGNEGOlOKloTiy8u7iGrdt1ulghFtF0wsyzrqhJUKXckkw1Wpl22rRJB04kWN3XwV16rNzN2hWtY+HAWVSPHdxwt8/DV5mpx4F1NprxKEGRcK5bingisgaHzRhFWbyGPNrd33XU1NPtct76rHbGRgXipu9FetzVM9BZ7SZJSKF5Yty7Ia0MEuLmdhnxoOstfXwlH0MK2qhV/uKPPnr9J4AuVIMTAdsrBJUdUqXsQQqGpFS7LW/AxhrAo5D3uhsBqC0ZokcSyObt9BqvdYZK+VYgM0uYqhcjwBckXz/vWDXLo0jyKuH+YpjqJ/+dahUIngmfGAO7dNcfvbF8b1wbWhEhlAMViGSqg5vtnl7ot7CfSeLa9pFxJRhW3b+sn0LmY6UvXF5rwXZynbcLUs62gWBVVafY9ypAgNFCOIgnic/PojBd5yTI5XtHhE2MVlq3FUNVS14f0nt6INPFQIODXvUI721Lzwas2ngwiMgryrCSt2YdlqDEZrPF2mzXUZE49qBEUgoRSuQGmvhyTFEHaFkJ/rg7Ysy3oeB1tx6kzg2L1+LT7An49oohSBlwQR/mFZO+VQgygiA1fdN8y9A1WGSyGTgWZgOsJVoDC84ft9VDQUyiElm61sNaBScZqM7AnOtAv/NVxhpAL9UwFbxqs8NhpxyUktXP9wAc2ep+uWNZMiDcfkXP72Na1kap2x4/rfDqGJd4Ws+NF2/vbuIaYCTWgMxTBeMp6sGozWlIrTeGGFFlOiXUq28YllWdZeypGiGMWNzvomArZOVnlmIuAN3Zl9rvGW1QhE1RJ3tKEjJVRqfUCmQsUzEwHV2gPoB4eqXHbXAK6CFlOypQethiQiKIEmH9IOjFUNo1VDJdJcee8Qr/33Pn5XCPYrWWRZltVIDjZz+afGmNzuL0TkFmPMqoP8zMOGKMWOwEMCGCoFLGnx8ZSwfTrkzq1T+23RXrOiB98xVELhxvO648Z+riKnQlsOw2o4LW15RkIXbaCiDZEWVvxwG587o523Lm7aL7ZLYUTWc8hKgL3/tGaK43l4EeSTDoUyDBRDqlHcfCrjOYQavvv4GGtW9HDRbf3csGm8HpMtCYWjxGbSW5ZlvQDt+ZSqsH0qZEmzS9ZT+13jUw5UJS6FZRueWnNtEh/fga8/MsrfnJbHUTAdaJQYsp7irbdufU78Gmy/dKsRKddl0rhxpnIY724uBnqfMfjG87qZn3HiBB67ZmBZVoM62MXl5z4/W36Qn3dYmTQeW8YDmhMOKVfwVFyfdrAY8o1N4wD1RlKOxFtapkONp4R56bipxKKUsXW/rIYjSuHk5xPoWr8IbUh4Qm/O44p7h4E9se0paPVhR1HT6mnCip29WzNnJHRJuYZnJjQXruunK+3yzXO7aE0IBjCGFxxv046xE3HLsqwXMF6rtzxYDEm7sk8jVEfgx0+Pc+GSZr7yUIE/PbGFY1OhXWC25lQ5EtoS8Nevbq31t4GOlMNUwAHj96LjcyTm+qAt6zlEKbZXHHwnbpK+u6Hqvz8xxk8vWISjBEdgpByS8+3WUMuyGtvBjlJHXT6Ycl0mVYphk6KsFRlPUY00HSlFsx8vtK3eNMbalT18Y9M4x974FOfe0sdYJUJjyLgKX8H8tCJjKoTV6lyfkmXtpyQerQmFq0Abw42PjuIr+Nabu+sLzOes6WOyGpFwNJGJY9rWDrdmWqChGAoXroszOD55ep6OlCIw8STcoF9wvE0Z+/DOsizr+YhS9UZSqzeNEUSGP5if4Zw1fSy56SnOWdPHmxZmcQWueXCUC9b1M2m8uT5s6yjnKBivxpn0jtqT7TRZjXhjT3af+D27J0uT2Pstq/FM4pNx40SJ3eNwQsG7T2zhzbdurcewEiGhIKdsAo9lWY3rYDOXXRE5hz3X9Od+jTHmPw/yZzQM5bo8Pa24YF0fXWmXb725m+lAc2yzhwgUKnEG5xXLOki58J8X9VKNDEribJBCWehICdponDCwWR9WQxKlMAKFsqbJU4Ta8CcntDBd1bQlHVaf301nOt6+lXAEX8FIRdPqgzPXB28dcXZ3zu6biBeJ25IOIARR/L32hCLnPf94a8dZy7Ks5xc6Pq6Jd3t8ZlkHn984xGWntfHzCxfFCxpOvPCRrF3g+yYCAmMLf1pzy68lPxjizE5XQdpT9E0EzEs7/OSCRXgqnqc2U7FzAashaSMkHKGidVwuM57ikvOFn1ywCCWgDXjKxDtJbc1wy7Ia2MEuLg8CN+z1deE5XxuOoKZ+U3jsmK6wZsUCkk6csXxqu0eo46yPXcWQjqRDS0IQEUBjiLdu51MuSccwHWgco0mJneRYjamqfMqRUNWGqjakXWjyao3TIk1n2kUJhAYk0hRFkfPBjYKjbyuDNetSblyDrjfn0TcRoI2hFMVZS/fsmOJNPWnSbvxEc+/xNqEMKWPrf1uWZb2QyVBo8aEYavJJ4eqz5tWv8Uml2bC9yBu6s9zy1BQQj8WOEuzgas2lhANjFUPKFZIOhFqTdmFxs19fkHPEkPPAVGywWo0p7cJUCIEWsh44oilGcTmXvZeRHYEkoa3yZllWQzuoshjGmGOMMYtf4NcRs7AsSrFzOuLDdw6wdTKkbzJgtKLRRlGODFGt1vLvCiEtPjgieKJIu4KvhKwnpF3FOWu2Ua3YrVlW45qOpF7za6Jq+MGTk/VF44Sj6vXFmzzhE78cJNAQaNvgx5odaUIUsPr8uCRLWNs66CuYl0nwi/4i2igybjzeuiJkXKHDi9Ch3T5oWZb1QkINU0G8eNHi7xlH067QllCc0JbCVfAX6wfozXl8683dODZx2ZpDohSRBt+BqoZyBOVw//htTyimqjbtwWpMohRTIfV7rulAM1A0ZD0h6cb3W67EawidvrFZy5ZlNTxbGf5FmjQeq2o1P9uSDhlPsaTFpaph21SAI3GtOl8JWyY0jxYqbJkIeLRQoRRqBCiHhltX9lAp7Jzr07GseFIjCUZMgilJIEqhXDeu+VXL+rjx0VHesCDLh9YPsHGgzLMTYe37mmcnAj57Rgfv/sl2SnYNz5ol09rBCFz7YIH/e+58Fud8PAWRMXSmHXIJj0cKAfcPVpgKNE0eNJuSXVi2LMt6EVwFg6WQoTLcM1Dh2YmAJ0bj8bSqoSvjUAwiNrzzGH56wSI6Uspe8605NYlPZGBgWhPV5qyT4f7xW4qgSeyCnNWYJo1Xb5yuDXz9kVEQ4Z6dVZ4cDdhUqFCJNGs3jzMW2Cd6lmU1Pru4/CJV9Z6anyPliOlAU46EQBv+5eERtNFcsayDq+4bZirQLGnx6cl6LGryaPIUvtL4jnBsKqRUnJ7js7GOdsp1ebrkcubN2zj2pi2cefM2ni65TBkPV8FoJcRTca3l7z0xxlVndnJyPsGCrEtHMq6B25tzaU4oBoohnh1JrFlS0oKvNP9wRgd/ecdOfjdcJulANTIknHgLbFfGZXGzT9KBFPZG0rIs68XKuvGuJIzZZzxNu3FGXVLBktXPcNb3n+XNt24l6Tq49ppvzRFRimIIFQ3vuH0704EGMSQPMB/wFHZXndWwqrUHI//6SAG/ds9106OjHJPzmJ9xOSmf4JGhIgtzCaraLi5bltX4Gnp6KCLPisjvRORhEbm/9lqbiPxcRDbXfm89FMfiq7jOHMAX7y/QnnQINFxz/zCfWdbB5XcPknQM1y3vYlGTj+cIt20Zj2vWejAdQsbYhhLW3BOlGA49Lqxl4kP84OTCdf1UNCQdQ8JRVELDvLTio0vzJBxFwonrMo5X4duPTbB1MiLSsGZFD22uTWOyZp7r+0QaLvjxTnoywi8u7uX0zmT9+wlH9t0Cm8RmLFuWZb0EQm3HR8Kpb8POuEKLHydGfOKXQ/X39k0ERDquE2pZc2GKBJvHqkS1pJ8Prt/JdBD3B9l7PpB24x1OltWofCX86Olx3nVCC19/ZJR5Kdnnnutz9w7x7v8YoDPt4isby5ZlNb6GXlyuOccYs9QxVXJyAAAgAElEQVQYc3rt608B640xS4D1ta9nXbOrWbuyh96cx8aBElfdN4ynYH1/ka/9doSrzuzEcxwMMFEN6ZsIOL41SdoVjNbkVWAXlq2GUBKPyJj6wvJuu28aU46wIKNoSTpEOs7OHy6FFENNoaz5p3uH+MamcealXTKecGLOdi+2Zp4oRdk4+A4MFEP++Mc7eXKsylRoCHWctRxqIajVqnNEIzYOLcuyXhI3CkAg0HtqfyrRBBq+cP8oN2war7+3N+fhOfF7LetQE6UoRRBEGq+W9LNxoMTnNxYwRjAmLjFQiQzlCPzI9rixGlfWh7MXZvnV9ik+/Oo8FR0vy4yWA4654Slu2DROb86jK+3a8i6WZR0WDofF5ed6O7C69ufVwAWz/QPdRIKxyEWAX76jlycvOY4PntLKHX1TrFnRw/r+Iid/awvnr91KKdR4SrEg6/Gq9gQ5X+GFNmPZahxlrfCU1DPxd+vNeXjKMFGrs+gJhMbgCORTLv9jwyDH37SF9f1FblnZQ9LR5FRIWLWTd2vmTRqPqRASCtau7GGgGHL+LVt5661beXoi5LP3FHhspIIxBk9BDvsAz7Is66UyWqNEoc2eTE9HFL4D7z6xpT5X6M153LKyB0/ia79lHWqTxsdRsLQzRcIx3FJL+rlh0zgfvnMXoQHBkHHjBmh2TmA1srGqsDDrcNGSZgxxU9XBYsjFt+8A4jF37coe5vmhjWXLsg4LYhp4y5CIPAOMEj+I/ldjzL+JyJgxpmWv94waY+qlMcbHx+sntHnz5oM+hkWLj2V7lCLnOzwyXGb1pjG+dk4nVaMINbT47NPp9duPjXHFvcM8cclxpF2hEhlGn/rdQR+HdWicfvrpc1rUaqbj90Dajj8FVwm7ihHvuD0ujdGb8/jmud0syjo0JxSFiqbZV2yfChkqRZzW4VHVccy7ClIuTAxsZ2ykMCvHaL10R1rsthx7EqJcHAXNHowHYAw4Kp6Al8O4U7yLRoti5+OPHPTPtOZOI8fv6zakD/nxWI3nvrOKB3y9kWP3xUilM7QsOo6pqmGgGDIv7ZBwwHcUyuj6fNdVcX1mEdjyqB1vjxRzGb8vNXZbjnsVKS9uKJlw4l1MgiIytbmpAzunA5oTHiIw9KSN0yPZ4Tz2ptIZEt3HkfOhFMbzWl9pIhSVCCINngNpB57dZOP4SHQ4jb2WtbcXit1GX1zuNsbsEJFO4OfApcCPXuzi8m6bN29myZIlL+sYJlSKN/6gj7su7uVjdw1w6dI81z9c4JKTWuhMu8xLuzR58OudZVat6wfiJ413rFrEeCWiI+XSbEozdjyzwR7PHs3NzQ0zUZktY5JCG/jqbwv8xavaGC5HDBZDVm8a47rlXQA8OxGwOOdRDDVbxgMynmI60LQnHa66b5jrlnfR8py4blSNFt8vx4s5hyMpdkUpRk0CiLdfp10ohoa0K/UHHrtjsiPlsCDrkoleOB4Ppzg4Go+1keO35cbth/JQrAY19v4FB3y9kWP3xZhSSUSE0XKE5yh8R9DGkHRe/nh7KB1O4+VMOhLG3pcau2OSwlPxvMCYeG4wWjH7zGMvOy3PoiYHULTL4TkvsMf14jTi2Pti/46mJEHVKJTECWqgGSnrhh9vX0ijxceh9HLO/XAae2fD0RwvcHif/wvFbkOXxTDG7Kj9PgisBf4A2CUi8wFqvw/O5jFUo7gWrStwxbKOfRaW25MOlTAiNLB60xiwZ9sgxpByFa2OrZFkNRaFIYo07zqhhU9u2MVgMaQz7XLN2V2EOp60d6ZdIgNgeEVrAlfFWfhX3Rc3sMw4dnuWNXsmjYcQZyG5Ku6oHda6aqe9fS9baU/h2ibalmVZL0tFCz95ZgoRQYgz5gSx463VcJKOIdKQ8zRRrb5yZAzjlYi2pMMHT2mlM+3w9UdGcRv6Dtc62lWN8O3Hxuq7Qr7+yOh+423GU9jh1rKsw0nDXnpFJCMiTbv/DJwP/BfwI+CS2tsuAX44m8fh1BpG3PToGC0J4Zqz5/HKtgQdKYehUkhkIIoMl5zUwoZ3HsP6Vb30ZB3SnqIrBTq0demsxmIQPrFhkKRjuG55F6e2J1mQcWn143j3VLyI9+Onx9FGqITxpP2kfIKrz5pHPin42j40sWZPVQuRgWIE9+6YIqqVHXIVJB1Y3OzTlXFZ3OyTdOKYtSzLsl46V8Hn7itwz44iGU/wHIhMPK7a8dZqJJERNPD+nw+SqMVpWxJOyieYn3E5Judx06OjvOuEFrLuXB+tZT0/JcI3No3Xyw2964QWbnp0lGNyHvMzLiflE4yXA6o2l8eyrMNII08R5wEbROS3wG+A24wx/wF8AThPRDYD59W+njUJBd95ywK+sWmcu7YVSbtC0hUcETKewnOEQu2J+XglohJpqpGhEum4A7dlNRDlungqzsJf8aPtHHPDU/zRLX0UyhGjFU0YaVIOJB3hrJ4sd/RN0pxwSLmCK0LGE1p9bGMJa1Y5SjAYwkizpDWF78RNTkbKmrQL6Vo8pl0h7YJn7EM8y7Ksl8rxPByJm6Z+7r4CC77xFI8Nl/AUjFUPPN7Gy3uWdeiVwrjXzRXLOvjonQO4Eu8wTTiQcISEo/jIq/N0pgTf2HswqzGJUijg1pU9PF4oMRVC1jN8dGmehKNIOMK9O6bwXZd2L5rrw7Usy3rRGva5rjFmC/DqA7xeAP7o5XymKMWk8ahq8BU0SfB7F8maVEhLQvG9ty4gn3IwJs6gMwL5pMNjhRIntKVo8uNsDk8MkRHa3RAd2gm4NfteSlyPRh7bpkKWNLv84uLe+nYsVwzPTIS0JR0yjkYDrQnhj49rphLFGc0JB0CjwoA5L9RkHdEUmmLVIErIePFDvvaUEz8AMUJqrytXzjGEVXsTaVmW9WLsPWdQYdys78FdJe7aa07Q6sOOIjjA3vuyRbBzAGtOiFK4BsqRoTsjXLe8C0fiUm4iht2BKgJtPoQV+9DZmhsvdF8mSrEz8Ei6sDDr0JZM0erDkyXhocEpXt+dJdTw+u4s7b4mrFTm+Gwsy7JevEbOXJ5RohRbSi5n3ryNY2/awpk3b2NLyUXUC/8VREFA7//P3r3H2VXWh/7/PM9aa9/mfsnMZDLJYLhoo1b0hw1HIIRyUUl6EkjUn7Y9EbHtOVqOP37aQ9VKKWgtVg8HqbavKob0qG0lBGgTRMBDiKBEUaFquIXAkMlkMvf7vqy1nuf8sfbeMzszk2QgmUvm+369eDGzZ2bPWpPvfvZ3fdfzfJ+UpanMRaEILCS0QSu44+lellfGsVgcBf2ZkHSocLS0wxCzY6Zx7ZtoBmjWwCd2d9KX8bEW0qGiIeXSkNSkjSJlfJwgR8yJCsvGgLKWSo5/Q0aI10srzV/8pJsxPyThOAz5UOEplpW7JFyHwEDMgRqVJcjl5vpwhRBiQTg6Z/DzY+ktP+vl2/sGcPKbS/VmoSml8RxdLCS7ypIykgOI2VeI23IXxgLF3S8MYyz056AypgmtKt4YqXMDKciJOZNMlR3zuiytY1R60Z4iwwHct3+QnmxUaC4UliWOhRAL1aIpLg9bj40722kbima4tQ35bNzZzrD1jvuzA74ipqMZy2OB5akun6QDH3pTNVfef5CVW1/iknvayOTbYSS0JN5idsw0rl0dbT6Z9Q1/ef4S3vdAB2/Yup/LdrQx6kdxOxoorDF0vfwCZWGaGpumTqUptxm5qBSzQ8FnV5fGZ1c6uqmnsWhlcJS0ZxFCiJk4OmfwNDxxaIR717fwzX2DrMyPtwPZEAVkDdTYNPUqTbmRHEDMjULcAiQcw0Ut5VxyTxtn37Wfd/5LG11jAUk3mrsc+rKSScydeN3SY16XpUNFzmocBQ7jsdz4jf1cvL2NYT+kRmUljoUQC9K8bYtxsuUMNKVcdv3nZZTHXHwDjoKYY+E4k4xzRqGBbGjRKtq9tS8bUhFT7N7USmij2Z3RDtpRr2VZMihONaU1odU8uHEFcUfhaQiM5eUhHzvN/sJljuFzq5fwqce7+MK76ktaY7w8mKUy5uSffBZPRIijpIOoiPz4+1rJhhZHKbSKHve0osxV5AwMqiQ1ji8rRYQQ4gTkDFzakuKm8+swaMpcOLsmyfN96ZJ8oCYGowGEBskHxJzLGfjoqioGcpByoDHlsHtzK6GBoVxI3FG4CiocHyPpgJhDRrt87p11XNZajm+iG3iPtI2QMwpUfkwFhnyDq2BJcjyWPQ0VMbBZWZEnhFiYFs3M5ZQL3373UmqTmmR+t2tjYSxUuPH4tD+ntAYVLbfSKvqZUd/w5493ExgwRAXnwES7FlfpUGZ2iFOusETwvv2DxB1FaKP4izuW5RUuvrUorVFa47txBlSSHpvEt5rahOJvL2ok7roYG/VSfqRthA8/3BndJFk0o4KYj7Tr4mo4Mhbm49NiobhjtsXwnecGyeXH3C7fY0QnjtviSAghFrsKDz7/rjrI57O+gcaUYvXSqBCiFWhluGtfNMZ6zlwfsVjslNaUxzR/uKoaV8N/e7SLsZzBWrBAddyhMhZNGJIbzWKu1SU171qWoi8TkHSiGF27vJyKmGJQJfGc6Drr+se6CPJjcDBh7M3Jfk1CiAVs0VyNB0ZRly8sZ0ODySclxkKfHxU0pjJsPQ6N+Lg66lVrjKG10uMTb6/jzx/v4pnuLB2jAQqolRl0YpYME+O5vjTvO6cCfdSsorqExtOKYeJkdJx0SDHeMyFUxzSuVoTW8mxfls27DnHLz3q5b30LnkZ2JhZzqj/0KHfhjEqvuAIktHBkLODp7gzXPdrFBcvKqYxFj7sahn1Dh+9JgVkIIY7BKE2ZqzH5ZdlKGSo8PfUY60GZFJfFHFJaM4RHJoiu2yo9iqvvnu7OcGQsILRQ4WliVtoIiLmXUy51cVhWpok5BkV0Uy8dGEIbjanlbhTH1z9WGscASYljIcQCtojaYljKUQRGk3INI0F0l9sSFZ4H8ajUZtKs48LsOD8MqU04jPoGV1vOqfb4X2ubCE3UlL+cLEbuNopZYqzi3a3lHB4z9GV8zq52yYSKsSDafKcnY7jpJ91887Imhn2AkOq4U7yh4iqD52pW1cX5znuW4WmIOYakA4EsxxJzyDfwH705zqqONu85PAblrqGl3KUp5XL72ibijsHPL9/2NMTjDrnAkFYxEmTm+hSEEGJe8hR0ZwxaacryWzMYoOyoMTamDQZDxmjK5/SIxWKW1jGSSgHRdZtS0FymuH1tU7GFS0wbFFom94h5Ia7BUdFEh/2DIbfs7eQblzXharAWMibqG96QVPyvi5uKkyTiDlQ4EGSlliCEWLgWzTSvlAsDOUjoKJEudyG0hlxoCa3CNzBEfNIM5piO2mB86kfdxBQ0l7nUJFwyYVScbowFlJm0tMIQs8oA6RD80LKi3OHQqOHi7W2cddd++jKGjf/ezpZV1eTyvcVbyhRKQddYyLWPdFKWn6kUFgp0jqU3bRmT3FzMIaU1nobbf9nH4RHDTzqzxB1wHV2cxTyYNfzXH3YxFkAiv+TQWkMIBNIcVAghpuUbGMpZLrmnjYSGXAgDWUgd1Q8rE8KBQbN4LhLEvBTYaD+RdBhdx40FMGlTG0tUeJaVS2IeyITw8lDIQA427YquxVwVFY/dqO0yBwYNgY1ulhREk3uyc3bcQghxMiyad+LAKmpi0ccjflSc689aLr/3Vf7gwUPF1hc55RX70446SZKeZmVV1AbjU4938dMjGQ6NRBW4au3Lbq5iToQWAhu1A/Ct5uYnu7ltTSOvfmQlSVfTNuRTm3AIDDSnFP05jTHwV09285l31jOSM4z6huf7s7wy5PPLrhxKKcpdjtmDXIhTRbsuoRunLhYtF/zrn/WQDS2dY4Z0ABWeoTYB2TDk/gMjhCba4G8ga6JCs6uKG6UIIYSYLB1GecBPP7CcTAhJFxJuVK+bmBM82+dTHtOUK8lxxdzx86tHq73oJnKZC/0+/KY3S/uIz296s/TnoqJdRk+eICTEbMsZWFER7dVUuBZzVTRrOelGrYjKY5pn+3xeGfJ5vj8brYpGElghxMK3aN6Fbf6/Ph8qY4rRAK7e2U5TyuWrFzdS5ilyoYn6LytLc8qhN2uiTftstPT6Sxc15jeYUpS58iYg5o6rwQ+hIeUynAu57tw67ni6l3c0REuvWis9+jIhKys99g8ZukZznFWTzM9mtlTFFXVxRcqLkwstgbFs/U0//+8bq1leriiTArOYRdp1GbEOlcrQNhrNSP7ihY3FTVS1MiQUZCwsSXq0Vnp4Doz5lp50SFPKhfwKFJm8LIQQU9PAdefW4RtNhRct0a504MXhkO88O8A1b67B1QpPK1xl0I4j7QbEnAlN1MolRDPsGxJO1HbgDVWxYn4Q05b/c3CEs2qS1CYclriysZ+YOw6QDnTJtZjF40gaauJQ6cLYUTHsaUtnBpoScZm9LIRY0BZNcTm0ioEc+WLx+B3F29Y00pMJqYjH0EoR04alSUVvDjKhIuEorry/jbah8dkbrZUej21uJYOmCklgxOxzFBgNfgAxR3HtIx382+8txzfR0sGtlzdz+y+jYvNVO9t5bHMrlqgYfVaVQ85YBgLF2u2lsX33/hEe29xKWvb0E7OoP/So8KAnB68MZfnYo51TjrlJJ5qxf+/6Fjxt0SqK6Z5MSNx1qfBgMEziG4unFTWyyaoQQhQZ4NpHOvjh1a2kXCjT0bi78d/baRvy+fIv+oFozP36JU28uS5O9dwesljE4g6MhdGM+5xR9Ofg0h0Hp8wPLt7exvc3rqBfeXJtJuZMYfP0ihhsX9fC5/d2846GJl4Z8mldGqcnp7l0x+S6wvc3rqAnp2S8FUIsaIumLUZMR4VlR0fLrJz8HcXahEOZp9EqKlo0JDVDocY3oFW0HGviGwBEnwcmeh4h5oIimk3vahj1LR9dVUWZF/WrDQ00lTn88VtrijdR/Pzsj/qEQ2Cijf8KX5uoENuyN6WYTb6xDPlR3JV5etq4hCjul5Up+tKGrrEAV0HXWEBoIBtGif3ug6Os2d7Gi6NalskKIUReaOH2NQ04GlDQk5s+FyjztOQCYk4lnaiwHOSvyY6Vt7YN+Wgl12ZiblXEohpDLjTUJhRfvLCxmNv25KL4nCqGC/EthBAL2aIpLhcKcTEdfZxwotmdo37Ue9bkNzfrz0UFisJSFUdFReiJWiu9aBO0RfPXE/NNpQ4wxqCw1CQctry5Oopvx2KAh18Z5k218eKyLE9DVzrA0ZZMGCU3ha9NVIhtV2JbzCJPq+LO76O+mTYu0yFUeHBo1DAWWOqSDq6GbfsGiDmgNfzd072c25DkrsubuHpnOwPGm+a3CiHE4hLXcG5DkpiGofxqvulygVHfSC4g5tRIMB6jxh47b22t9IptDIWYK6GJag2HRw1JDSlXFXPbwETxOVUMF+JbCCEWskUzjCmgPhY10y93DXFtWFrmUBnT0aBuoiQ6MNEbg7GGhGNxlOGedS3FN4LWSo971rUQ04YaRzY6EXMj9H1qY1DhaSq9aMd3BfSOGWpjhguWlfP3z/QSGMN961t4rjdN3NFkA4uTvzFSHWPK2E46hvqY3D4Xs6fGiTZUrY3BGZUeWy9vLonLe9e3UOFF4/ORtKXcc2hKuXgKvv5MHzeevwRPGzIBfPBN1fzL8wO8oSrOpS0pctLiRQghAKj2ogJHpWuLRbtyF+77vdJcYOvlzZxR6UkuIOZUTSzKV+tiUW/l2tjU12Q/6Rhh+7oWYtrKtZmYU6MBVLnRTOWXhkKyoaU+n9u6GpKunRTDhdiV8VYIsdAtmvXCIwGMKqjzDBkFWmmWpSDpajTREpa4jr5PKbjjl/38/++owVGaMyrgsc2txUS80oOYMgRZ6ekl5k6QzVIWj/p3ORqyoeUvftLNZ3+njjdWe/zpuXUEBhpS0JBMkvQgnQ/ZhGMZylnOqFAlsV0dAxcjG0qIWWWCgPKYRzo0LE1Bddxj9+ZWQhP1XKzxLINBYUaSIuFE43QczZ+eW0elB4O56Ln++bkBPvqWWgIDnzqvPlr+befw5IQQYp4IsllcneTnPQFnVHpUxiATGOriiife10omjPLhmIYqV3IBMbdGAqiJWfp9y5IEpEPNG6tKr8nKXahPlpN0ojYaRmJWzKHAQK8PTSko8zwCE22curwsSkW7M5bmMsWeza3FVaRJB8ocS5DNzPXhCyHE67JoZi4HBipceH7I8p1nh0mH0JdfEmiBCuXj+mnqY4aENnzwTdX8z1/0E9rJdxE9G0jCLeaFIJul2qaJ5ft73Xj+Et73QAdV/7Cfi7e30THqM5QzhBY6RgKMhTIXBnOWuANHDwFSWBZzJWZ8sgaUinreh/mku8IzdGYsZa5BKUNfNuSCu9tY9s39XLS9jd5MSCaMeuYba7nmzTW4WuVbF6l8nAshhICoGLck6ZB0DQ4GFJR7miB/E04hhWUxP8Q1dGUs2RBGQ0U6hOEAkq6hIt9ZYCAXxaxSBo3M/BRzy9VRveGVYcvF29s46679/D//0saADw5QHQdH6eKcBwXEHEPo5+bwqIUQ4uRYNDOX3fxGfktTig1nVTHqR4+lXIOjNCaIpnQWZoOeWenwp+fWMRZATkNtzGB9H2sMoay4EvOMq8DRCmVMcUaHo6Oe4fF8r9qejOUt395Pa6XHMx+KZigNB1ERz3OiWf1yMSnmigkCql3oz28w5eZ7448GmsYEfGvfIG9dkuSsqlhxVrPngCbqI+5q6E2HVMQcHA0/6RjhPzWXU6ECpDOGEEJEQgvlHuRCTVxDpQM9E/ov18eQXEDMCzHrE9MOSmmyYZSvAjzXneW3lyTHC3QKUlriVsy92IR6w8QZ9q4yjIZQ5kBPOD7eVnig8/UFIYRY6BZNcbnchRAY9cE3Fq0gF4CfbwUwUSE5qYbolqIFI/mKmMfKHIOT1AzmNOkgiu/DwwE1CYf6hKYqBn2ZsNi/NhtCIkiTgCjGDQQS42KOmSCgiqA47pJv46KcGL93ZhXZ0JIOLV1jUWz/w3/087G31eEqw737hzmrJkFtwsVawxtrk9TEDGFW7gYKIUSBVpAzUS48GpDfBM1SmZ+9LCUOMV+YIKA87jGYg1xoCYzlH/6jnw+8sRqlop7MgQHXT0sOK+aFnInaXIwGk+sNNfkbdxPrC+Skc5sQ4vSxaNpiJDSExuCo0scdBUktqbRY2IJsloQyKAyWKFGpS7qk3Ohu+VDW8IZKj0eubmVpmSIhd0vEAhLkcjTEQhJuNIDXJhzu+k0/H3pTNWWu4atP9/PWJSneUOXhaUPC1SwtU+BLYVkIISZKEEyZC4fWUOUalJH9RMT8EbMhxkbt3Ryt+MhbaqlLKFJOlPO6i+ZKViwE9THoyZhJBRZHgRfKtZcQ4vS2aGYum9Cn0nWwaJSKllYlXajyrCyjEqeFIJtliefRp138EBwHYjq6glQKahJQ4VrcUJZfiYUnyOWo1ZphxyOnFP/f22vRWjHsw8fPrSPuRO1hjI36L1dpQyhxLoQQJULfpyEepyenolmfDpS7ipgGMIRyU07MI0EuR+NR8VrpRblt1hjiYVZmfop543DHIVqblzIYaLQZrzdUOiGhLzmpEOL0tniKy4WeykZHvTo1VGifICszNMTpI/R9alxLv/XwTdRVoEL5uDYf574svxILlzWGcrLFVi4YSCnQjkt/6DGWH9trHJ/Ql7FdCCGmEmSz1Lou/US5wmgAMccnCGTcFPNPkM1SozXDOkbWwJCvSGhD0spkCTG/DPT10tjYMKneIDmpEGIxWDTFZZjcz1NW/onTkcS5WGwk5oUQYmZk3BQLSXRzOUN5oVdtKJMlxPwkY6sQYrGSTlVCCCGEEEIIIYQQQgghZkxZe3rd9x0cHDy9TkjMiaqqKnX87zr5JH7F6yWxKxay+Ri/1VsPzeahiHlq4Jplx/z6fIxdIU7UXMSvxK44GWTsFQuZjL1ioZoqdhdVWwwhhBBCiJk4XlFRCCGEEEIIIRYzaYshhBBCCCGEEEIIIYQQYsZOu7YYQgghhBBCCCGEEEIIIU49mbkshBBCCCGEEEIIIYQQYsakuCyEEEIIIYQQQgghhBBixqS4LIQQQgghhBBCCCGEEGLGpLgshBBCCCGEEEIIIYQQYsakuCyEEEIIIYQQQgghhBBixqS4LIQQQgghhBBCCCGEEGLGpLgshBBCCCGEEEIIIYQQYsakuCyEEEIIIYQQQgghhBBixqS4LIQQQgghhBBCCCGEEGLGpLgshBBCCCGEEEIIIYQQYsakuCyEEEIIIYQQQgghhBBixqS4LIQQQgghhBBCCCGEEGLGpLgshBBCCCGEEEIIIYQQYsakuCyEEEIIIYQQQgghhBBixqS4LIQQQgghhBBCCCGEEGLGpLgshBBCCCGEEEIIIYQQYsakuCyEEEIIIYQQQgghhBBixty5PoCTbXBw0BY+rqqqUnN5LELMlMSvWKgkdsVCJvErFiqJXbFQSeyKhUziVyxUErviVDntissTFV44vb291NXVzfXhFMnxHNtcHs98GmAnDvxzYb7FxWt1OpzHiZyDxO6xLaQ4WIzHKvE7exZSfJ1sp+LcJXbn1mKN59Nt7J2L2J2vsSPHdWLmS+zC/K05zCY595md+3yJ37nKGxZzvMDCPv9jxe6iaIvR19c314dQQo7n2Obb8SxWp8u/w+lwHqfDOcy1hfQ3lGMVp9Ji/jdbzOd+ulqs/6aL9bxPpvn6N5TjWrgW899Izl3MxGL/m52u578oistCCCGEEEIIIYQQQgghTi4pLgshhBBCCCGEEEIIIYSYsdO657JYuJTWDFuPnIGYhgrlY42Zd88pxGxIpsrIOHEyRhMaS1xDhcpJ/Ip5Lxp3Y2QNOFqR0IaklbFXzB9H5waVTshQ6EiuIIQQs6wwHlvAEOW8MW1lHBZzSuJSzIbT4ZpJZi6LeSeZKss7gCcAACAASURBVONA2uWC7QdZedcBLth+kJfSLo7nMaLi9Nk4IyqO0qXhq7Se8uvR4wmOBDGe6fX54IOHuWD7QQ6k3UnPIcR843geS1rPZCTQtI8EPNOT5eO7j0j8innN8TwGdTI/7ub40IMdXLy9jRcGQzp8T2JXzDmlNRknzktpl4/v7uKV4YCM0XTmXMkVhBBiljmex6CNk7OadKj4dW+WDz7YIeOwmDOFPKHD93h5OGTIh1/3Znl1JOCZXl/yWfGaaNel/qy30GMTDKok2nXRrkt3GOeVkZBnerJ8Yncn+/oX3jWTzFwW8068binrdrbTNuQD0Dbk893nBvivv11H51hA11jAtn0D3HT+ElYmA6wxKK05kHbZuPMgbUM+rZUe961v4cwyw0ujmo07Xy0+fudlzXz2x11s3NnOE5uXU052js9YiKlp16XL1wxkQ67OvyYKMXzTk918bW2DxK+YdxzP4/lhxaZdbZPG3T/8QQfbrmimotKT2BVzppAzdIz6/OOv+vnMO+vJGsulOybHbJQrrKCczFwfthBCnJa063Iwo+nPBHzowUMyDos5p12X/aOaUT8k7iiWl7scGAr42KOdxfjcenkzNTWxuT5UsQAUZ78rRdeo4eoJNasHNiwnG1qu2lmag97+y17++K01VNTFFszYJ8VlMf+4XrGwDLC6Kcn7z6medNE3sbg2bL1iYRmigvTGne3s2dzKxvwLtfD4tY90cNuaRq7e2U7OKFBzcpZCHFd/6BEYW3wDgtIYlvgV81Fv4BYLyzB53G0qc8kZJHbFnCnkDNuuaGbLqmrSoWXLQx3TxmzWQPkCjNfqrYdm/DMD1yw7BUcihBDT6w89usb8Y47DYyFUuHpBLREXC5PSmi7f46qdbezetIKXhwLqk4prHi6Nz2se7mD35tY5Plox302cBHnbmkau33OkJI5eGfKLNy0KjxXGvjJPL6gcdOHMsRaLhus4tFZ6xc9vOK+O9z3QPukFt2VVdVRcA3KGkoJ04fv8aR6vTUS/I6btKT4bIV4734BWasoYbki5Er9iXgqOM+7GtZLYFXOqkDP0ZUIaUi4NKfeYMevoBZLVCyHEAuQbe9xx+MWBHMPWm+YZhDh5hq1H51hA25CPJSoqh3bq3DaUex3iOKIJDe3F8ezoOCrz9LTX+qO+WVA5qBSXxfxjQu6+sqVYYJ4u2ZhYXItpSgrSEH3uadiwspwd61vYvbmVHetb2LCynFHfcN/6FipU6fMKMV8orXF1NLlz14blrG5KFr/WWunRlHIlfsW8Uuh7D1PH7KhvuPOyZhyFxK6YU4WcYeeBYZrLXDytpo3ZrZc3k9By9SiEECfTxL1yXK1IOVNfy436hruvbOHmvT3FSUVCnEo5A11jAa2VHtnQ0pRycRQ8/v4z2LG+pZgrtFZ6xJw5Plgx702cBNmXCSeNc46KrpsKtarVTUlaKz3qEw5Lks6CykGlLYaYNwq9aNCK773Qxw82rqAnE1IT17RWlrbKGC+uZbE2KlTct76leFeo0HO51g343OolbNo1/vg961poLVfEzMLafVMsHoU+XxN7L229vJlPP9FF51jAjvUt1MQM1pf4FfPDVH3vj47ZXGj4m5/18rVLGmXsFXOqQvk8uHE5h0dDLrln6nF2+7oWMoGhPulEu3XP9UELIcRpYqqc4d71LexYv4yrdx4quWZbknT4qye76RwLoklFMhiLUyymFdv2DXDnZc2M+iFfvKChJFe487Jm7ni6lxvPX0K19jky1wcs5rXChIa2IZ9bn+rlzsuaufaRqMXKhpXlpDzNH/ygoyQXbSpzGAtCKmJ6QeWgUlwW88LEJKMp5fLFCxq44fEjbFlVTZnrsWN9S8mGZveub6HB8zFBVKCwxrAyGfDE5uXkTLTkukL5DAYem3aV9qvdtCvayM+zUtwQ88/EPl9H9/V6dFMrmdCScCxuuHDeaMTpb6q+94VedOnA8uWnevhh+1i0YoScxK6YU9YYKlzFe6bon/jIVSvwLaQccJWmQuXkZogQQpxEU+UMV+1s59FNrWy7opmGlIurwNXwV092j+cPysdKAiFOIaU1w77lE2+v4/Zf9nLrhY1s2vXqpPacj21updbxMUEwx0cs5ruJkyD3dqa54+leHrm6FWstMUdx8fbJ1/x7NrdS6UY/u5ByUCkui3lhYpLRNuTz6Se6uHF1PW+qiRHXlkonnFQ4LhSWC6wxlJON+ghYQGmyZup+tbIRmphvCjP3A6uLfb4mahvyMZYF+UYjTn/T9b3PhhZHwZ+dV89f/idFjZ48dgsxF3LGThmzKEXXqM+bqh0SYVYKGUIIcZJNlzMcGQvoy4TFx86p9viL36nn5vOt5L5iVgxbj/fcF012u+G8OlBTx6oxFmOlsLwYFK7RcyaahTzdWDTd95VMgrQKRyls6KMcjyNj4TS9vC1VauHloNJzeR6Y2HNqRMVRenH9syitydrSIvDezjTr7j+IUlBus5ggoNxmqVUZym32uMlFYSb0c/25Kft3yWZSYiZO9WtUaU2H7/FMb1SMK/T5mqi10iOhDeU2I8n1Ijcf3zOm63u/rzfLG7e9xG/900scHA54aVTPi+MVC8OpjPWYVlPG7K96Mqzd3sZYIHeghRDzw3x83389pssZDo8GXL2znbXb21i7vY1MaE/42k+Ik8HP1yT2dqa5emc7+3qzUktYxLTr8lLa5YLtB1l51wEu2H6QA2l30hhcqD1N933WmKiWRYYqm6b7pWcJjaF9xD+t4mthvzMtIIWkYFjFqT/rLfTZBCMqjnbdYwbi6a7wQsyGUycZjnptF3eFXTlv3tvDnZc1F5+70ItZNpMSU1Fak3HiDKgkvTbBiErMyms0rTwOj4Z87NFOAmOLfb4mxu29ErenvUL81Z/11mL8zTR5mSuFJV8TY/bOy5q59ane4uddYwEbd7bLbu/ihJyKWK+urWNQJemxCTxHsWOamF3Iib0Q4vRyqt73p8p5ZyuXqFA+9x41/m69fDxnKDz2Wq8DhXgtlNYoVXrj+danetl6udQSFqPxVpXtJW0rprqWKdSejvd9E8U0J/2af6obkbN5c3JW2mIopZYD/wQ0AQb4R2vt7UqpWuBfgTOAV4D3W2v7lVIKuB24EhgDPmyt/UX+ubYAf5F/6s9ba7fNxjm8HoVZienAkHA1vemQhpRLNlDkrMee9sFiIF7akiLuarrDOJ6GmgXYy+dElw7AeDuMe9YtK2luXrjIU1j6bHzK5znW7ykst2ob8vnsj7u4bU0jtQmHMyo9apTc/RaTKa3pNR6BUQxkQ8o8xVDOkol5HBlN8+imVkIb7ej67y8NUnNWFY4yKF57m4pCDGcCTTrwaUq5pAPDdefWccfTvdy2ppGGlEt9wqEqDlbaCZy2lNYM4TGcg5cHczSmHFKeQ1rHSGqoUDkAMjpOdRweubqV0Fi+9FQPG3dGfeTLyc7asRbG3urlZ+F4Hn2BS13CsntzK9kw2nDnhsePsLczXRzPP/vjLmlLJKY0HlMKRys0ltAqIOS2NY3c+lQvezvTbNzZzu7NrSgFCW2iTU5OYOxVWjNCHFW7DAskXcVYGM2w+MZlS1lR7vHSYI7P/jjazO9e6e0phJgnJrYO/MiqKj7zO3VopekOHRKOjfYxmGEOOjHnHfVDYo6iN2OpTcTze9qcvGtP7br0hx6+ifqLxpRlLLA0pDRfv6SJMk+zrNylLx3SORb93kLeoGWHBvEanEgt4ujvqXRC+kMPBXzvvcvoyYSUeZpR37Akofnh1a1A1FIr4Uhcnq4mxoVzjFaVWaPIES/GThBqtl3RTF8mLOasx7vmqVA+N52/hJue7C5e8zel3JJ9xWZ67B2+x2A22ow6QDFInFwIn9zTyf0HRoo3R1Ymg1NSD5utnssB8Elr7S+UUhXAz5VSDwMfBn5orf0bpdSfA38O3AC8Fzg7/99q4O+B1fli9F8C5xF11f25UurfrLX9s3QeM6a0ZlTFGc4F1CcdQmMp8zRX3PtqyeZ0R/6oitBCx2jIe+8b/9o961o4p9xdMAXmqXb/PVYAF4rArw4HbNs3UCwC92VC7ni6lz9+aw3r7j846XmO93sm7spZWNbSWunxxOblUlgWU0qrGP1Zw9UTYmrH+hZ2HRjkopZyrn9sfFC+Z10Lxhr2D0Zx+pfnL+GsMjOj1+lUMXznZc0M5Qx3PN3HllXV1CYcusYC/vapHr6ypomUoyV+T1M57eFYjcaysspjLLAl7wX3rW+hPqnoHAnZvKu95D0CIGdnp1o7Vdzes66FW/ZGr49dG5ZTFXf45J4jfOvypfzZefV0jQV89sddxUKz7PYuJppuLLzj6V6uO7eObfsG+MK7Goox1Dbks+WhDrZe3szSMo9m79gFZu26vDSq2bhzfKf3aBaSy8tDPtfvOVLsrXjrhQ2M+obmlMKGMtYKIeaW0prAah7Y0MKSpEN32vDqcMg1D5/YddZ0cjpGGCpcbbDAlfcfLLkuPTN5cvJN7bq8MKLZtKt0/P30E13cdUUz6+4/CMCO9S1TXgd+bW3D6z4GsThERcEYBuhJG646Ri1Cuy77R3XxezasLOdzq5ewaVcbP7x6OVlj+dijncWf/9/vbqY7E9Jc5vHpx4/wibfXkaqNkTCZuT1pcVIdnY8+/v4ziq0qJxaYWys9nuvPse7+gyWxMzGHLUxWONY1T6EX89fWNkzYVyw748JyoSBuUKQDwwe+f2jKfLpzLCxO1DhVk5JmZe2LtfZwYeaxtXYYeBZYBmwACjOPtwEb8x9vAP7JRp4EqpVSS4F3Aw9ba/vyBeWHgffMxjm8FoW7B9kQKmIOjlIkXD1pav1VO9sZ8i2hhSNjAduuaGbH+haaUi6bdrXTHy6cJcQzXRJQKALf+lQvn3lnPXEnKpDEHcUX3rUEz1Hs3tzKNy5byohv6AljjKg4aXXs3zPVEm1ZwiKmo7QmYxQ35+8c7t7cym1rGrn5yW7Wraziu88N8NcXNBQfv2VvN1pprn2kgy2rqrlqZztdvndCy0wcz2NAJekO41TFHT66qgoY3304sHDduXVcv+cIa7e3cf2eI1x3bh2f3NMp7QROYzmrOTwW8s1f91HmaTpHS98LNu5sJ7CazbvaaUq50YXYFc0cGQv4y9X1p2zp6MSWToMqSY+J0TEa0JRyWd2U5LY1jWRCy19f0MDqpiQ37+2hPuHQORbwkYcPkwks1+8Zn8Es47CYSGnNgI0zGlhuW9PI6qZkcSzcsqq65P83nFdHa6VHXyYs7qZ9YNCfNC6WLP/TCYatR9LTPLBhOR9ZVVX8WT8cX47YORb1+dzyUAdLy1ySVmJUCDG3CoWOv3u6F4tixIdXhnxu/2VvSa5605PdM8oPtevSk7UM5wJCq/mro3Lfv5rh8x3r+PtCjzJP8eimVp7fciYPbFjOAy8PccN5dRyc0Gv01qd6J+W+N52/RPIFcULGW8e8ylNd2ZJaS1PKpWM0oDuM8ljH8ya1OtiyqppN+fzaWIVWqiQn+crPe3lDpUfMUXx5TSNaQTBLkzrE66ddt9gSbVAl0e7k+bVT5aNdY8GUbSvuXtfCzXt7gPHYmViTuvaRDm5cXX9C1zzFXsyvsbd8IfY/vruL4Vy0KmS6fPqG8+qKx5gzpyZ+Z2vmcpFS6gzg7cBeoNFaexiiArRSqnB7chlwcMKPtecfm+7xKb344otTfjxbGt5wDofHSu8uFwoFE+9+tA35KBRd6bDkLlnhrodvLC/uP7XHf7L+PpWtb5py6cBYLuDwK5N/RzJVxj3vbeGWn/WTDkvvEm5f18LXnu4rzhbdenkzH3qwg86xYNq/48Tfk0yV8ci6pVjHRYUB2Z5XeGFs9JjHf955552Ev8LJMRcxOx+P4WQ43nlULz+LWDIq6h7dmmU4F/LRt9SiFPRlQrbtG+C6c+tQRDFXm3BoG/LpHAuwTsjAwf3T/p6GpqV0e7UldzcLM08/92QPbUM+Ma247Re9PHTVCvoyIYdHx2d9/u27aqd8HYHE7omYr8cFUH/Ob/PPzw3wibfXTfteEJooSf7CuxpK4nTH+haa4vakn18yVUampoVbftaVf22Mv5d9773LSIeWLQ91TDrOLz3Vw73rW7hqZzuf/XEXX7+kibOrYzhhlnTX1OOwxO/smg/nWIivTd+fPNtjb2e6OLYW/t+Qcotfh2j8LfP0pPf96DnHY7UwS65zLGB7frz91r5B+rMh17+jjtt+0TthOaKD7evghVd7pz3uo83v2E2dhOeY/xbiMZ8MJ+O850v8ztW/4XyNnRdffJHq5Wdx095+bru4iWf7spxdE6Mx5UyZqwZhyIsvTX2dFa9bitEu2gRkew9T3fIGhnOG+qTLYDac0fOd6N+rMBb/y4u9fOCN1bznvraS67uUCx95uJNtVzSz5aEO9namuePpXn549QpsGEDgH/e6bb7ELsx9zWG+mKtzr15+Fht3dZbkDACrm5KTcuZ71rWgVVhSQ6hNOMX8+vIJq8vvvKyZ7z43wJ+8tYaXhwKueXj8ee5d38JATwfpfIzO9NznS/zOZbzOxu+urq1jsKxp0rV31WgfA31RrjddPvrd5wYmtapsSrn89U+72duZBiiJt4K2IZ83VntkDr98zDHsZJx/7RnncNOT3Vx3bl3JCpSJ+fTSMrf42oCoQB5m07x4jJrFsRwrdpWdxYZySqly4DHgC9baHUqpAWtt9YSv91tra5RSu4AvWmsfzz/+Q+B/AL8LxK21n88//jlgzFr7lcJzDA4OTjqhF198kbPPPvuUnttUBlSST+zuLC5vLxSmCq0eClorPXZvbmVfb5YyTxd7tXSOBXz9kibeXBen2qZP2XGezL/PiIpzwfaDk5YOPLF5OeV26qn3SmsGiXPR3W2Tfu62NY1cvbN90uetlR5fv6Rp0t/xWL/nRFRVVc3pbcip4neuzNXr5mQ7kfMYVglCFBdvnxyDD2xYTtzRhNayfyBHa6VHfybknGqPp7qynFkVLcGKO+Aodcye3gMqOeXveHRTKyu37qe10uOhq1YQWvj040e4/8BIyfcdK74ldo9tvsfzkErSORZSHdf82Y+OTPm+sao2TvuIzx/8oKO4jL824TDqG96+JE4qPLnvE4Xx/LY1jVy/50hJsr71iuZi246Cwhh9/Z4j/OT9rRhjJizzOnbrAonf2TNfXgsT84XVTUluOK+OhpRLTVzzmSe62LKqmuv3HCnG1Pc3ruCafBECKOYBb6vziuPidDnIQ1et4De9Wbbti1ahXHn/wWIv5xtX1/PGmjgJbV5T//z5HLvVWw/N+PkGrpl2zsa8NF/iebadrPOey/id63F3vsZO4biGVZyOUUNt0uXQiM8ZlVHLrE8/PjlH+OraJqqOulYsrKA9MOgXe8eurPKoiGle6PdpLncJjeXK+w+eUE4xk79XYSx+YMPyYsGjoLXS47HNrXzggUM0pRy+uraJ0NgTyhUmmo9j73yNqdkwl+feZ+OsvOsAELVYKeSsEz+GKH+9cXU9q+rirJ1wPbZjfQtxRxUndhQUrgO702FxMsXErz2xeQXlNvOazn0xj71wcuLlRHprD6oka6a49t6zubU4Zk6XO962prE4vhbGKFfD6u8dLImdiTFW+Nnj1aROxvlr16Uz5/Lr3uyUx1DIn3949XKe7/d5Q1WMlwdzrKw6fku5YzlW7M7azGWllAfcA3zHWrsj//ARpdTS/KzlpUBX/vF2YPmEH28BOvKPrz3q8d2n8rhfD83UMyFXVrnF3i2FWTUOTDlT7ezqGHHHRl2rF4BCO4pCy4qJy6CPdR8jE9gp7/oU7rAc/XnbkM/Z1bGSv+OJ/B4hjhb1s1Nkw6ljcNS3pDz4/QeiWfNbL2+mOq44OFI6u3TbFc04CnKpGCkn2oDt6EE7yPcYP/p3GDu+ecn/+NER/ubCBm46fwlP92QlvhcBpTXGwvseaOf/bFox7ftG+4hPS7k35ezlk9kjsaDQE3+qWSCF1gQTFWaX3rOuhXLlY2wQbWJhkbgVkxTia6qZRdvXtfCvzw8Ue8Xdu76FdFC62VPUc9kpGRdzRk0Zl4dHA67fc4Q7L2sm5aqS2cyNKZfGWEDoy/gqhJg/HK0ZDUKqrcVRUfFEuVNfW2o1ua9nWnkcHi3NVbde3kzC1VzzcAcPbFjOqG9PSU5RGN8dPfWY3D4S8MULGlha5lCtslhlJFcQr9nEvZZufaqXOy9r5tpHOqadxdyUctl6eXNxJvK2fQN86aLGKWM16Soaj1otXfha1kC5dMeYEye6z5dvpr6+9w3FjfZy01yfN6Rcbjp/SckYpawuqXVt2zfAPetaiq0xZuuaXWlNl+/x4kCWhmnisyHlsus/L2cgW9od4L71LXCKOm3OSs9lpZQC7gSetdb+zwlf+jdgS/7jLcD9Ex7/LypyPjCYb5/xA+AKpVSNUqoGuCL/2LxkoTiAFfpjZkNDzFF8/ZImdm9u5euXNLG0zOG63eN3yib2aunLhKQDRcbJ9w9U8RPq6zpXCo3Jn9i8nAMfPpMnNi+fdpOJQl/EnjBGYGHDyvKSrxd6K071eWulR8rhhH6PENMpzJrvHgt5dXi891tBa6VHVVwT1/DFC5bQlHK55uEOGpLupP7oWx7qYChnOGfbS3x89xG6wzh9NlHymnXzyc/Rv8PVsGdzK2+sdvna2gaaPb/kdfTIuiUS36exYWLFYq0fTv++8akfdRFauHF1ffEiEMZ795/sntyFZL0vE9Ja6bG6Kcm3Ll9KwlXUxPWUY3ZLucs55TPb3FIsToX4uuG8uknxvHlXOx97Wx3VccUfv7WGppRDwol24t73X87k4atWcGaVR3UcRnWcAZWklwRaq2lziUJupZSitdLlu+9dFo27FZbQl76eQoj5JWfg9l/2oq0l5WkyIeTyOcLR14xmQv9XpTW+GydjNM3l7qR+82G+kPKVn/dSk3C4cXV9cdn3yeq7nHJh14blOCr6/+qmZPFrrZUeXWNRi4EKV0luK163iXstFVqs/GDjClorvOJ11xcvWEI2NGy7opkbzqvj288O8PVLmnhuy5ncemEjo76ZdI22YWU5Or+nyVRx7GipLM+Wkv00TmD/rQJPqymvvb0J5bTYNNfny8vdSdffR9e6vra2gXPKzazXpIatR+dYUNzrZuLxr25KsmvDcppSLnFHccve7uP+nU6W2Zq5fAHwh8CvlFJP5x/7DPA3wPeUUtcCrwLvy3/tAeBKYD8wBlwDYK3tU0rdAvws/303W2v7ZucUZsbxPPzceH/MO57uZcuqahpSLpkA3lYfY8iHrrGAqpjmc6vr2bKqmluf6i3uhn5mdYxRP+TQiI+nFef/6yvFu8nNKU3STp4ZCaVLBFIuBEaRM7b4scVi0MXp/clU2Uk9d2tMtPvkFDPWxo9NYULFJ/d0FnsqF3rPFj7fsb6Fm5/sBsZnKX36ia4Jd4Ty5y8z48QMaddlxHocHgtJuZb2kejOY6H328Retp62ZEJYXuHxzUubuO+lYTIhVMWdYqP/L7yrgc/+uIvGlMNDV69gebnH8/1Zbt7bQ+dYUHzNxpQt3k0vnXEC2o4vyS7EcuF19OLB/SxZpMvsTleFsdAC6SDapKe10qM/G9KUcvnqxY30TLi5NpQzNKUcDgzl+K3aWMmO6oX3jZxRxbvwJ0MhWd/TPsJjm1vJhlFrmEJcbz9qzL53fQsJbeRCUZyQCuXz4MblOEqx7YrmklhuG/J5ddhny0MdbF/XQmAptsoAMNZSHXeojDlY4FPHyCWO7tPckw45759f5uVrzqRa5RgMPBwnTtZoAgOehlo3YDDQx1xqKYQQp1Joos2iXhj0+dijnfxo83JU/ibb0eNlkE8cldYM4TGUgVeGsjSmHFKew6d/p56PvLmaRw+O4jnRddW39g3yhkqPj7y5ilsvjHKOQl573bl12OMkFFEeEyNrFGUeZMJohV7MgdGcmTRjurBapDAmtw355CbMHhTitSoU/H70vlZGfYtWcGjE59vPDnL3lcso8xRlnoMGDLCs3OXcJQm+8+wAb6iKMZgNWVk5PiP10pYUf/7OegB+0zt+PTcxjnfkc17CYx6amIGja1igyBhFaC32qLrRvfnJXRNb+vRlwuK4VXiumDaTZhbfs66FGsfH5OfBTLfyvnqaVpdH17pMAOXMzmpN7br0hx6+gZo4NKUcvvRUD3df2cL7Hog2pfziBQ0l/cGjjavDYlu5tiGfjNHkSMy4HdHxnFBxOT/z+KPAB4F6a+1vK6XWAE3W2u8d7+fzvZOne+u4dIrvt8DHp3mubwHfOpHjnktj1sXVFO8GH72E6e4rW/jCT7v53Ool9KRDXh0eX7L52R9Hg1bSVWz5wRFuvbCBxoTDqx9ZyU1P9nLVzvb8jGeX5pQiaccDYuISgYnBVfj4gZeH+OhbaunJBMUE4sbVZ6DdqCAwXVG6+OI2lrieesn/0SYWkh2tiGnD4THLVTsPThnsm3a188CG5fzZefXUJxzq4vC1tQ3ctqaRmAZXW/75Pc0n/UUgFhfturwwohnxo8LFQ1etKCbSpRs7uQzlAg6NGC66u63Yd+vKlRVcuqO04f8dT/fy5YsaMFbxR48cntTepvCabUy5PPjKUElh8I6ne7n1wka0UmRUnIRjqdQBWRxGw6jYUX/2W9BuKLNBTxOFcfqmJ7v48ppGRnxT3I24LxPy5YsaGA3spAuzO9Y24WgY9S1xR3HD4+MXanc83UtMT14We6LGkxWLp1U+6Qo4q9wSLisv9gqfGNebJ4zZS5IOh0Z8kq6LisdJW4qFusJzCTGR0hpPazrHgmLf0MKNus6xgBUVHt+4bCmuimLp/gMj3H9ghNVNSb5yUWNxp/epconHNrfylTXwfH+2uKEJ5GcxZ6OZ+EnHcmDM5TvP9fOBN1azeVcb4aCaiAAAIABJREFUTSmXv//dRlTCJRetgMQHhlUc7RC1e5FYFkKcYo7noQNoSLkEJmpdMRLAy4PR/jxxR/HVixv5748doXMswFEKLKRVDIXiyJjPowdHeP851cX9EW5fs4Srz64ES3HT3Z2vjHLlygquPmo8vePpXr66tmna4xvPY45w0/n1DORUyXNsvby5uPF6Ycb0w1et4Ne942Nya6X3uvIWISayxlCls/QGbrFIuGFlOU1lGt9oMqElphXZMEShCZXlmrdUYyzEtMtoAOUxw73rl2GsmrSx32d/3MU1D0fXjfsHcjSlHJI2K+F7khxdw7pjbSMjvp22SHrVzna2XdFMYJjU0qemIkZXziFnLHGrWFZueWxz67TXJRNnI0+1V8zECUGGaB8mRyk0BsWpmYAwVT9ppTUvjOiSzQm3r2vh83u7uW53J1+/pIlVtXHW3tNWMlP52kc6Ju1j9nx/lnX3H5yynciJ9LKezon2V7gZuBb4R2BF/rF24IYT/QMtNoGNNvg6qzrGllXVk5YbfeGn3dy+ton6hKYnE7Kiwitph7H18qh/a+dYwKhveHEgRzpU/Le31XJpS4oyT3PVznZ+3u1zIO0Wl90P2/ElAre8a0nxBXnDeXXc/ste3n9ONe++71Uu/N4rXL/nCNedW8c/Pz9Af+hxJIjxTK/Pd54b4tVRywXbX+WDDx7m1RHDvv6Ai7e3ceZdL3HB9ldLfmfBxOUKGSfOgbTLBdsPsvKul1izvY3BnCpeDMJ4sN9wXl3x8+50yIXfe4V33/cq2RDKbZZalaHcZkiEhY+n3zBNiOPpDz1u2dtd7J91aMTns6uXlKwuqE84/MN/9AKKpKuKrS/6MiGdo6XtMK59pIMtq6pZVu7xvgemju+2oWgzlU272vmjt9Zy/Z4jrN3exvV7jnDj+UuiWR6+AQxZo+jyXQZ8zSd2d3LWXftZe89BXhjRaHfW2uSLUyitPEZ8w+dWL6HMjWLsxvOjGEy6ipZyrzh2r25KRjfYHIUBbvtFL7/uzVIVd9h2RTOXtqS49pEOvrKmiQr12pb2F264rNnexln58boQb32BW7zbD5Pjuj9rMNYykAn5VXeauAOvjoRcvL2N33/wEL/uzXI45zKiE/O6pZOYXUprDmUdnu/PEpjoZsln3hndjL9xdT13XtbMB79/iD965DDlsejGRaE1y7Yrmvn9Hxw6Zi6RDiy//+Ahkq6e1Kc56aio35xSjPiGPz23jmxo+cZlS/nmpU3EHM3BkYBLd7Rx9l37Wbu9jRf6ox6h7VlHxmEhxCmVTJXRE7i0D/s0pVxGfcOXL2pgJFd67aMUfPmihqiPsjYorUmHCt/AAy8P8bG31fGFn3Zz25pGnvrgGWw6p4ojYyHZ0FIdV+ze3Mq337OMztGApmgmUXE83bKqmvAY0++GrcdNT3Zz/Tvq6BgNi4XlwnNc8/D4mFx4DOD6PUeKheVCX1IhThZrDGeWGX54dSuPv/8M7ljbQE/a8rv3tPGmbS9xyT1tjPpww+NH2PKDDjpGAn7Vk6V9xOfZviz9GUNF7Nh5b3c6pDEVTSKUesRro7SmevlZxRYX2nUZsPGSGlZ3OixeC8HUud6ycm/KNoGdWYdL8v/ma+9p4ze9AX/3dC86P1mhL/TIOKWtZq0xE+pOUa0pqm0lOBLE2D8U0jFqWLO9jZVbo2ul5wdCPr67a8q62Ov52xR+5zO9Pp//aS/P9Pr0m1h03KHltjWNrG5KFtvI/fUFDXxlTSNnVsXoPcaeODCeC9+8t6f4tYltMgpF/qiGd4ALth+c0fmdaIb8YeDt1toepdTf5x97GVh5gj+/KBSq/HFXkQugfTjafOm3amNTLjfSQNZCzNHUJx0+sqqKb+0bZGVVjOFciDGw9fJmylzFf3/sCN9+zzI272rn+xtX8Fxftliw2rizPdqtlAw5q4oFieXlXjG4ahMOW1ZVTyp+3fF0L194VwO/7o3uhAP8/m9Vc0n+jsdtaxpxNTSVuTy6aQWg6MuEdIwGLE15JMgWz31iU/VdG5aX7LjaNuTTM02wFzbpm9hTWZZKiVPFN5Ytq6o5MJijtdLj0090881Lm7j1wkaGcoYyT5EODH/y23WUe/Cr3hzb9g3wzUubSHgOSgWT2mE0pFyMnXozgNp8H6RCz08LPLBhOa5WWAuBtXz9mT7+5K01DGTtpLuRdQmHb+0bZNOu9mhn24Wyu6eYRLsuA8YjF8CKCs1/393JV9Y08Z77DnL3lc18eU0jxkJoo5ZK37hsKcvLPQ4M5vjknmh20j3rWrhlb3dxWdjdV7bwm74cWtnXnOT2h14x7iCK20K8+dNsclGI62VlLi8P5fi3l4b403PrGAss//p8Pz+8ejmDOVsyk+ne9S2cVSb9mEV0g6U7XbrR1P9+dzOfeHstS8s8PvxQR7GlUC4M2X1wlCfe18qRdMhQzhw3l9AK9nam+fQTXXz9kibOqYnz8lCOTz/RxXffs4zGeMiraYtvKJmVf/e6Fmo90AmHH1y1gtBYdrw4RDowLC2LYYERPFIyDgshTpF43VKyoSW0sPvgCO9alqI2rnl1ZPLmfGdXRzerUypkwMbJhJYyV/HhVTW4Cv7ukiZ8E+354YdwzcMd3H1lM1ppbtnbWZxUse2KZr70VA/f2jdYLETEptgksCCXb9mx5aEOtl3RfMwxGaJxuWM0KFkd2OD5mECKc+LkGgodLt3RxqUtKW48fwlX7Zyc3269fCkrKtxJG53ds64FxfHz3pFcSDawxOfg/Ba6Ys1oV+nf3diwpIZ1ZCw4bq6HnXqzvs4JP1soSj901YpifWvDynK+vKaJEaIVwxVMXpE/Xtsan8G+Y30Lj25awef3RmNlYUZwVItbHrXKeJ1/m17jkQnBUfDmujhvX7KEdGjpGAv54PcPTZpNv7czTczRjAUB3WlLS7lX3NyyoLXSozbh8NyWM0k4ig88cKi4oq/wNyq0Vowmqh6c1KP5RM/vREvsDjCS/7jwNlM+4bFFrxCAH9/dxYivCA186kddaAyejmYnx7TlzXVxvrymieUVLnEHOkcD6hMO/ZmQj72tlk+9owYLOBqiHvG2uOTJVdE/sKcVtz7VW1KwGgvzS6iUKm6QUyie8X/ZO/M4qaoz/X/PXWrrfS+aphvBLRgVjQYVZRkWgzCDQJt1EkJMJo6OMfwyiR81OkajDhkdkjhxZrKIZDOJgDoDqAhhUYxEYkyMjAsg3TRN9b7Wepfz++PWvV1FNwQVBfQ+/9jS1dVV1e899z3Ped7nAbpT1ohJkjecV057doM3bVUT126OkbGGLtQzynRsKbjp2Tb29plMX93EBQ+/ybWbY7Qm5IiKaYACXRn2u9oT5ohm6W5Y1E9m1rJsZ5f37wHFHzTxceyhK4LqiMYdOzqz4zUmX9wUoyNpUhVWURVBYUDBsC2u/F9HOXfrpEqEIng9q7IbW6zx3anOdfzwnNE0FKnE4iMHAsYN26vthmIdBehIWrzSlUYRcMv2dq49txyEGHZS3riuhZsurPROJw2/Bz9poWgab8QVLnukiVMf2k3Scg453Abo+i3tdCedA8iwBvdMruZLGw/y+Q2tADw8p5anrqxHEbB8apSdnxrrTcHcNqnS2QS+TRwpSflwIZRuXb/Zn6EsqPLx00tJmpIiHT5xRimv9RjDlEwL1rbQbui+gtkHaVvhs0/lq00++1Qr9UUBbCm5b0oNmxY2MLpAJW1JPnZKEX/qTLNwbQsF+sjhLG4vsWJWLQcGnefdEUsy9/H99KQsBjM2sYRJsW7Taai82WcMU8Vcta4FicKcx5o5c+Uebt7ezpxTirh2c4wP/XQPcx5rJha3/Br24cPHuwdNx7IlccPmzhe6eO5AgkEDrlo3XB1sShgTlhxIqyRNyf5BA02BhOmsd2/0GizdGiNjOQfXTf0GvRnJnTs6+PbFVZxZHqQqrBJQBXdcXMmGhfWOlUBEO6KqOKDg7SvdtTcXbp/gfv3I3DpufLadhWtbuPQ3+5ixpol+Sx3pqX34OCLcSekBEaJXhOmUIfpE2JsqytiOQOOac8pJW8P722hEoyig8lqPMWzftWhdyxH73jXz6oglDL75u46jJtF8DEHRNHpkkLCu5AWNLlo31Nu5HNZIAYuH8kb7B0fee7cn8gUAruLcJa+vn1jBzDXOfmzyIyNP5B/KbTX1O/ua/+vO8I/nlnuvvTykDpGzRwG3fosbzmRQ5KunM4pOV0oy57Fmzli5h6mrmjgQt4hnbI9Ydl+Lq+JuKNbJWDaz1zRz2SNNfHVrjEez4Zbu57F6bh1dSZP+tMXevow30Zf7mbm8W+YwoqKjfX9He12sB/5dCBEEz4P5TuB/j/Ln3/dICp2+jM3yqVHStmMkf1ltiLgFB+MGY4tUFKEw+9FmTntoN7MfbWb/oEV9ocqP/9LNm9kL658mVtCVNAmqCtdtjvE3q5s9tVpH0rmALFt6YUouYTVoWLw2ILhhS4yfzKzNI88ainWW7ewaliQJ5I1fg1M8e3JI6YiusmhdC4snlI44duBK6A8txJEajZW7ennkivxif3ReHRfWBNm0sIH7X+ryR6V8vOsIqVAT0YglTG55rp3lU2pYdmk1/RkbXYWgKijQBQFFcFZ5wFFXhFXCGpxZHvAOXKatbuKM7IhVW8Jm8/44K2bV5tX3mnl1FAcUz0N0xaxadMWxwFi5qxchBDecV45AYB5mMTcl3s1D9zuZkxKKptFt6RTkNFOB7CGHe+i2I5bkv1/uoSqskTRhXLEzLfLLOaM4szxAT9rm8seaOf+XbzJ9dRO9acnKXb0sPb+Cs8oD72i9PFKSckCRrJpbN6yuzyoPcP9LXdy0vYPKsEpH0kRTBJYUNK5rGfGA0VUTvFsJxT5OHriK+EnRMGvm1XmWYQEFCjTB2EKVKtXxMiwPaXk1lTRtr7eBIeKivkjjgelRCnXBTds7vN/VUKxToDvX26YrR9M0KGkZNA9bo7lqmcUTSodtPhe8iynbPnz4+GBDKApC1VjxSo93WDaqUGcgY3n2imvm1XmiA1VAt6myt8/AkrBh3wBpyzkYrgxr1BZqLJ8adYKjhUsiCO69rIq0jUdiTF/dRCxhUxlSuHtyNTUB84jTUCWaTTSieXvMQ/d3P7u8lrAmePbjY9m4sIH/+lP3yEo5Hz7eAnLFfK/1Opadrp3bG3EFLRBAVRRWXl5LbYFCYIT+9rZJlUfsU4Mqh+17FSSffKKVf7moimLVn2B6K3At+Kaucuwqrnh8fx5J6/Z2LodVGVKH7asfnVfHKcU6y6fUcMtz7dy0vWPEvffKXb15vzuXcL7xgophnNahthCDIkTKHrk+CnSFxnUtfO0jFXlk99GIInMtJ874RTPXbWmnwwrSLUMMihAZ6Tz3oUKzoqA64ms5pVhn48IGkqb07guP7x2kIqSweVEDuz9/KlsbG6gOK07WoITv/bF7WA+dy7sFDnO4crSiz6O1xfh/wE+BPkDHUSxvAD53lD//voZQFHoyzteWBMuW9BoW10+soC1hElQFmiIoy/6hLSlpi5vcuaODey+r4WNji73UXNOGyrBCiS74j+lRvjvN8YZRgP/8cy+r59YhkWxYUM+yFzq9MKeIpnJ5NrAhlrB4cNaoPPKsPKSSMC0vwMGV1AshhhXrHTs6WTOvjjue7/BUzO6pTC5yJfRuIbqPWbazixWzavNM2K+fWMFvXu9l08IGFCEJiCGz9GJV8cL7rHSS6vCRmxofPt4uBgwoCcCaeXUsXNvCwrUtXgMvgKAq+eb2Tja1JFg3fwyDGZvOlEVRQKEnbUNIQRGSLYsaMLPX+4//0s0/TaxAU+AXlzs3xta4SUBALGOz7NJq4oZNgSa4c0cn155bxm0XVZE0LIoDKgfijmp6pDEWRTjqkEOTbX2cHFB1nW5TI2NJbOmo1v/fRypQBVSGVP5tZ6cXnvO5CY4nvhvAWleg0mdI4obF4g2tzKiL8I0LKlEVgSpg+dQalm5t4/7p0be9XgpFIXKEJOUeS0cVMnvvclTOzx2IM22MM254x/MdtCWGRnWf/fjYPCXTofXcnjCpjQR9y6MPODQF5o8rZOn5FSzekB/EclqhJG4r9NhBzGz55NZU84BjS/SjmaOoL9QJaYLOpElRQKU8pNGZNPN8llfPrSNjScYVOyF9ix5rYvmUGoKqOGyNuvhrvY8PHz58HEsMSJ3/+nM3nz6zlIde6eGac8oIKDptSYul29q8tXLl7FqWv9jlqJQNZ2I0YVh8+exyQpqkQmiks31HxpZoQqIIwS8/NpqwBpqqcueOGCtmjWJ0oY6mOPtNVQhMW5KSCoceoYUjBQyKIBkbFFOhP2N6vcN//bmbp66spzNlkTCdkKvaAp3mQYP9Axk2tSTynssP8/PxdpAUAVrjGZZdWoMN/M/f1qEpjp1hLG4yKhKkecAgrAlCqkbLoMHPLq/1JqUainVOLwscsU9NmZKKkOCJ7LSgLcG2bZKWRFcUNi5s4L//3MVXJ5ajqSopW6F0/IcZFIIiMdxewYez1+gewYLPDQbf1JKgecBk2c4uj8P6ytY27plcxYYF9dgSNAFpy6Y9aeethdEClacX1NOVsjgYN1m/d4BbJ1XxUmd6yPLsijru+r0jOjhSXyfUISuM5VNqRqwP1zVAU4S3f3PJ2SPY1AOuGNXiiSvrCavQlbKZsaYpb+8VPcRpoKnfwLIZ9lrmjytEAjPX5Aeu3/9SF2/2m55rQWVI9SyP5o8r5PvToihItjU6nGQuHwdOeN9j8+o81XYu+fzX3h8cpXJZStkvpbwSJ8zvImC8lHKBlHLgaH7+/Q7XO3DxhlZe7kyx4pUeSoIahg1pSxLRnNAYw4LWuGMc/29/6OLrH6kkqIq81FxNcVRkbtDMrq40BwYNXu1Jc/WHyygNCsKaQnvC5HMTSr2TG8SQ6nFHLMkXnj7ojfwvXNvC4g2tCASnFthsbxzD3iXj2dbYQFAdfjoRS5hIKVk+Ncru3kzeqUwuck8x3EJ0HxNLmIwqUNneWO/9rjNKNb46sYwqNU05+cF8uSbqvft3+wuzj3cNmgIPv9pHSBU8MD3KlsYGHpgeJVqg8sSbg1z862YvOLOp32DVG33URDQsW3DXjg4nQTagcSBu8nJnihufbeMTZ5RSrDuN+bgSnVCWtEjbkvElAUYVOOd4X9naxqaWBEIITi+UlIacyYD2hOPjfOjp64pZtbQnTEYXaDQUCt+r9iSDUBRaUgp7+gxmPdrMhJ/uYfGGVrpTlqMKVqUXJnn35GqWv+gEv/708lrWv9lPQFP4djZ88osTSrjpo1V0pixe7kyxdGuMff0mt06qPOrNmarr2RHCMHE1jKGH6LCCvNZnY0vbScD+/Klsa2zg9ELHG7lMNSjQVZoHDP7+yQO0Dprc+UIXpz60lzue7+C706J5yk5XiT2SkuknM2tZuavXtzzyQUixuXdKjUcsg9PD/PLVXlpSCrt6hkIh3RHVZTu7vBq6fmIFYVXQkTQJKBBSFfrSFgnDojqssqXRUWxsu6qBhiKVmgKVvoztKabdaa5D19xHrshXvPy13seHDx8+jiWkEFx1WgnRiMo151QQS9hYMEzNtnhDqzMtazlWinHDJmlKVAV60zKv79jTm+G//tyDJSUlQYXykIYmJHddUg0IfvRyN4blHH43D2RImDZ9hkKPCJNQHbsBRdMI1Y5j36DNS50Z0pbkH3/bhmVLNi6o5wsfLqM1blAZUoloCuUhlRufbWP2mmZu2t5xRKWcDx8jwbUPyA19a03YbN7vuLLqiqAkqAISy4YfvtzDwYTF6ELV42H++Zl2gopg5exadn1uPFsbG0Dm9xSH7rtaBk3aEhaaAE04odsRXaFAc2xO05bNM60pkjZer3Layr1MXuXYK6TUodf8frHQOvRvkfu+jvQ99/t7k9qIFiUuSbt6rtN77YgluXl7O6vn1hFLmPzN6mZmP9rMgUGT/YMGc/+nhZu2t/OjmaPY9bnxPL2gniLdsVm7+Nf7WLi2hbX74gQVeDq7p9na2EBdocptF1X9FU4r3wpjpPrItbkMqoIzyjR+MK2acUchihSKQmtCsvzFLl7tTpOyoC2RH6a6aF0Lt02qHPbaTFsO61eXXVrjCUbdn796YyvfuayGccU651UFiUY0bny2jQd39dFQrHP7RVWUijRFMkWJTA7j48Dh5MaFTYcv/Px4tjeOOar3571PeRQUtBCiCkhKKQeFECqOYtkEfiGlPKFYwL6+vmFv6I033uC00057135nrwh7gTBfmFDCteeWUx4SWFLBlpKAAnHTuaBqIirFARXHWQQiGixce4BoROW+KVGKAtCZtCnUBW0Ji46kRYGuEDdsqsIqRQGFg3HT87mqiaiUhVRUIbzX4GL+uEK+Ny2KlBL9kFMJF0JR2J1QWLhu6ETvZ5fXUhVW0RWFzzx5gLsuqeb+l7q4fuLQGIHbGOQWmxtomLGFQ8CN8PuOBu/23+tIKCkpOa5apJHq93jheP4djiVy34dQFPrRaUtIth8Y5G/Hl2BJ0BV4sy/N9NX7AWfRfqZxDJqicDBhUR5SOTBoogpJQFW44/kObjivnDPLAmRsKNSgLWnTkbQYVaCxuzfD+JKAN00wKRrmxgsqqI5o1BVqVOoWZiZDtwwy7qG9TIqG+f7UGoQg75qPFqhYNhSokrqQfeQRRb92j4jjUc+DIsifuoy8cFNw1uZ/vbQaTUBQy44qAQcHTTpTFudXBzgYtykKqLzcmaIqrFIRdjxi3dqoDKnc/UIn/3B2GROrgkjbJmM79xRVCOKWY7WiK1CmGiiKwqv98KvXernmnDKEAFsqtCXMvKDZJ/f1c8N5FUjpbFgztjNK+5fONNdujjmNygUVlIdU4obNGWUBTn1oj/feJkXD3HVJNVdvHFJa54bZ3n5R1YhNil+/7x2O19ru9QhSoAiBAuxsT7Fsp2OJNSkaZuVs51DcJZ1/u6ieMdnQncZ1LUQjGrdNquScygADhiSoCnQhSFnO1wUaDJjOwb5lSzY2DTCjoYiQKpAIdGUowG9SNMw9k6uoK3TyKv7cmWLt3gE+feaQDdj8cYXcOqkqT9V/aO9zItdu6YoDb/n5epeMfkev573G+6VXeas4Vu/7eNbv8V53T8Ta6RVhulMmZSGNH7zUxbXnljv3dFOiCjgwaHDT9g52xJI0X30qGQvCGhwYNCkLqRg2vNmXyes7vjChhOsmlvPwq71ZJbRCxobXetJs3j/IV8+rwJBOwFLctNnb5+wvI7qKKqA4IIgbjnAoY9lENIVogcbUVU1EIxorZtcy4adOH+D2AIfuG+ePK+S+KdFhk6vvBCfi2nsi1tR7hWP53hVNo91w7GACqiBtScpCKkFh05MZypKyJQRUgS5sYgmL37UmmDuuhIGMRVlI9WrU7VuLA4LyoMruPpOrN7Z6PcX4kgCxhElEc3J3pIR9/QZji3Xu+0MXm1oSPHFlPa92p1m6rY0Hpkc5pSTAnOw+z0VDsc4D06PMfXz/iP1CLk6WtVcoCq2Gzt7sHgRgXJbwDCgwYEo+9tj+YT0SOGRt2lYcb+QinWmrm4Z9XlsbGwhk9xuWlLzanWH1G/0sOq2Y00oD6Krg57t6uayugGmrmrw9c2fK2Z+XBFWKdIgb0JO2qAortAxagFMny3Z2Za0pRzlrV0SlPWV7HvauYrhAFwQVwbhD9jT3XVZNdUTjjd4Md+zo9Oxqf/VaL1+dWEahPHzI3RA3BiFNoTVuIhHeYaFLWLtCU4BXPzfe4w/c7//y1V6+fHYZnakhjuDU0gBnrNwz7HfuWTKeKs1kT1zh9uc7vNDWoRDVdy5UO1LtHi25vAO4Rkr5RyHEvwJ/CxjAZinl0nf8Co8hjsdC3yVDfPpJx1T7rIog33jGGVPe22dQX6ShKoKkIelImhQFFA5kvf5cwrgyrNCblnzr+Q6+OzXKru4051QGeaPX4Ht/7PKKojKkUhoUWBLaEhbfer6Dmy+sRAiIaIKURd4GaNXcOsqCgmrdOmIhtRxopbRuHGkbVEUQUmzC0mBA6kxetd9blOuLNCK6SlAVBIV9TBqDkeCTyycG3i8NUu77GBRBJq/azxcnlPCZD5ViSSeNNaTavN5reTeheWMLmDeuiNa4ybWbY2xc2MDLnSkmVoVYujXGzRdWEo0oDJrOjWtcic5rPfnXa0ORSlvCHvGaDKhQqlj0WyqTV+0fkejQFUdlrWLT2fwmdaNrj/g+/do9Mo5HPQ+IIAlLcDBuerW1I5Zkzbw6lm5rY0ZdhH+5qJK4KSnSnYNDTYHigMaMNU3eiKkqJEmTYfeD/ozpkHRCsGBtCzPqInzr4kqv7tym+azyAAjBf7zUxefPKiOsKphSsjunUfrJzFqe3NfPp84s5Y7svSVuSpY87TTf90+rYdCQeVZHj82ro1gx+Jv/aRvxYNO0nU2vlJKMxREPHf36fe/wbl8Luc10QMFTpzmjhvnrYcq0KQuq/PuLXfz9h0o4q1ynLwOnZxvm1xaPZ/ajzcyoi/C1j1SgK47NWHEA+jI2IVUhlrC44/kO7ptSjcQ5MMlYNooQnFqis3/Q5JNPHCAa0fj55aPoy8hhFjBVYZUpOaRz7mFgYZawtm0IKnLY2OuJXLs+ufz+hU8uv3OciLXTL8KkbVCEpCtpIcQQETF/XCHfuawGgINxk4mVOn0GPHdgkHOqIqiKoCc7GdU8YFIeUulOWRQGFH7wUje3X1RJXaFG3ISe7L9rAjqyRMuv5tR6vcbNF1aSsSV1hRopS3qEMwju3NHBf06vpjXhrKXLp9R4Y+rgEDK3Tark7IogNjhCK8Extww4EdfeE7Gm3iscq/cuFIUuW0ci6E3bXjj0P59fxlfPr6B10OE0EqakOqKhCSjUHX4kbYEmJIOmBClJWuQReavm1hFhuCWWAAAgAElEQVRQBLf9rp3FE0oZVaBRHFDIZMlrVcBDr/Ry6/OdwBBZHC3QkFIyaEimrWri9cXj6c9YXPDwvmGvf0tjA9NWNXk/v71xzIgE5Mmw9gpFoY8gCcPJ+7KlI7JyrRY2tSRYMauWm7YPkaMNxTo7Pj6GngweIR03bD5crtORGt5//eq1Xu59scf7/yfeHBjx868rUOk3oECzGTAEHdkQ9Oda43z+rDJPdGkj8ohjl7xddmk101Y1sfNTY6kMOY9LWZL27Pta8vRBtjU2eL2gi4ZinWeuqseWAsN21rOMafPFTTEe/lgt5SI14menaBq74woL1rZ4dodJ0x4mOGrIeki7Np0/mjmKwYxNdUSjLKjwhacPsiOW9CwtLClRsyLVkV7r9sYxAB6/cOj3jkSGHy2OVLtH67l8OvBS9uu/By7B8V1+BTihyOXjgQIN7plczZKnW1k5u5YLqkNkLPjprl6um1juLYo7PzWWjDX8WjZtwYK1+1k+pYa0LSnQFUwJ69/sZ/nUGkwbx9tV2qQsFQEsWOvczDtTzsnMtZtjPNM4xvMHsmzpnbRta2yghMOTy8lEnDqZotCVz1nOf4qUIc8Vt+Afm1fHaN05gTsa3xUfPk4UCEUhbTke47c+3+nduACe/fhYpq1qoqFY5zdzRjOqUOOyR5pYObvWCXiKG6zc1cs5U6IsnlBKcVBBURTaEk4AQcZ2mnFXpeGSehdUB0e8JjcvaqBHKpSKtHeN7YglWfL0wfxTbufyJpmIH6dPzcfbhVAUOpKSBWv3Dzt9/lC5M6r06TNL+UuXY9j/4YogABVhjf0DTqDYd3Z2ctNHq5BS8vVn2oZNj6yZV0dZUGX66iZm1EW4bmI5AwYesewqiJdPqeHsyhDXnFNGW8Lmlp3tHkm9cnYtzx6IU1uo8U8TK5i6qsm7t7gNUFO/wfVb2rj3smq2NDZg25Kg4mwU9+8/wGPzxuaRhrdfVEWZSCPFUA278mz/vvH+hjv+eOXafBVLTUTFsC3Wzx9D0rRpHjD59o4O/uHsMgwb7ppcScKU9BuCN3rTzB9XyOIJpSjZXIgHd/Xx4K4+JkXDPDQ7SsZS6U5J2hOOov6xeaPpy0gWrm3ySGRVUbAkfDKbsL18Sg2v9xps3j/I+vljUBWBZUtWvNLD/PHFXibFjliSpdvaWD23jnLVwDZMysCvYR8+fLyrUDQN23KI36f2DbD4rFIue2RoMvYfzy1n9qOOou17U6oYXVhCsQ6nlYX5c0eCi2sLMW2Jqige2Tt/XCH3TokSS1hkLIdILtQVxzJgWxt3T67mqmzPEC3QmbaqiRWzRiEElAUVNEUwkLQoDihUhDSmrXZ6hJSt8KvXulg/fwxhTXg5Jm5wb22BRonIGbf2104fR4mMotOVkLQnDG9ibsWsUZxaGshmU6kIHHJxMGMSjegcTFhe/a2b75Br126OMaMuwvr5YwiqChlbcu/OTl7pznj9cS7pHDdszvrZ3rzX0tRvcEZZkHV7+zi1LETakjQUO1kPb/SO7NncnbLyfj5tKxSpyklh+ZkvDhBkbMmBQYPqiEZ9kYYQgq6kxZ6+DP/v/AoAkqbNitm1vNqdZu3eAT55ZgmDpkJIxQkkT1nEDbJTa7a3Lw6pjujl3hd7gCFbiM2LGrw9uhugt3BtCxsXNjCQMTFshTf7MpSHVM4sD3JRNERL3NmzHHrQ5VpFPDA96tlhtCUs7/Bt8YbWLPncQVO/gUAO8xteMauWWNzi+i1teQT6A9Ojh/WNF4pCu6GzYG2T13+6POFI1iDlIdWrw//8UzebWhKsnlvHzduHrHNdSwspbZDO7zicN3KXpY/4ezJSeL75rvjjWNfl0ZLLFhAQQpwO9Ekpm4UQClB4TF/NSQrTxlNzaQI+O6GUjCX53IRSFmZPK1ZdUUe0QOX1nqERabdgy0PCKyzLlsQNGwX48tllJExJT8ritFKNlkG44vEmnriy3nu8i6Z+g4QlvLGkXBg2byt4Jtdz5Z1aXfjwcTzhEh6t8cwRA5wcQ39HZZkb9vC1Z9p5aPYowhqcVx0Chq77lbNrsWxYPKHUI5bvuqSaJ/f1c3pZcMRr0pJOQIQU/jX2fsWA1D1iGZx6enJfP9dNLGdvX4bbJlVy9UanfsCxngDIWEO+xQ/u6uOUYp1PnVnKdRPLuf8lx5P5jDKd4oCKaTu1FI1ofOOCSi5/rJmnF9R7jYzbOJdn1Rig8J2d7R5JPaMuwp0XV3J+TZibnm3jXy+tybu35F4nO2JJLnukib2fH0+FSHkbxWQizul+DfvIwvGry6/7K9e25I2J5vomlwYFv3qtj/qiCjI2dKdMVr/R71lR5AaqfGFCCTd9tBKBwJCOGulXc0YTjWiUhjSmZRUc6/5udFadPNQvAV5d3/tij7eZcTFvXDEVIZX188egKYKgKhxi2fe59+HDx3sAV+VWFJCUhwSXjy30etFJ0TA3XljpEcsAfzu+hNa4ydauFNPGRDi3ugBbSkYX6kxf3eQRckUBldd70tw2yVEix+IW40oU7vp9B9dPrKAnbRONaHx/ag1W1pN+dKFO3LBIWlAsnenYmojiedaXh1Qsmb+WToqGWT6lhnMqQ4SUd2+61cf7E7mkpmorNK5r8u7vd11STWnQIZPveN6p2/tf6uKOiysxbIWXu9J5alDXuiH3YPqNz5+atx+75bl2T3hhS8mTb/Yzd1zJiHvEzqTJ2VURyoKOzcCj8+ooVQzGlTg8Tu5E388ur+Xrz7Tn/fyrPWlqC7S35Ft7PDCSOGDd/DEoQvCNEQQu6/6ujn+5qIq0JTElnFGmM3ZiuecD7PJcxQHBD1/uYdmlNfRnJOf/0vk7vPH5U4f1Yk39Brk6zNwAvbaESXVYpWXQzOPS3LA+d20aiVQdXxLgxmfbWDGrlgJNcPcLnfzbZTVedplL4NqI7L683pvo1xXHwtYllt3nPK004ExjjEAuD0idWMLM6z9zeYVDa2xUgcbyKTV8e0cH35sW5Q5silWLH0yrZvmUmhH3Vkfi6QLK8ADAhmIdWwomrx6y3Hh0Xh2nFtjHtNc9WpfxJ4DfAP8J/Cr7bxOAtz5v9z5ExpbexmdMkY5pQ2/aZFSB42/yoxlRVEVi5JDQ4BTmkqdbvbCa7pTFild6vGA/VREkDJugKkiYwhsjUMXQ4+OGTdywaSjWsWw5okG5/g685HOD9g41/Pbh42TBgAxw5doW7tjReVhzfhfVEQ01J0DqN3NG84PpNZQEHTuaaauasLKknnuj6M9Yng/6jRc4Tc8XP1yOrgwPzGwo1lGFY3kB/jX2fkXGHiJnJ0XD/HZRPV8+p4KF2TocVzKUVh03nKCxjqSFlJKVu3q9Or31+U4ShsWHynSWT61hYlWIiKaQsmxsnPCe2yY5vsZN/QaBbJhkboPVnbL43z192HLoEGRGXYT/95EKEpYzCbN4Qil7+zJ595ajDTLza9iHi9y6d+EqT9yvr97Y6tVhaVDhix8uJ5YwUYRzsPIPZ5d5/Y4bqDJ/XCH/eG45M9c085fOJGb29xQHFG6bVOmRIgCFAW1YvwQcsa7jho0l4YrH95MwbMpE2ieWffjw8Z6hz9ZZsLaFN/sNQKEjaXm96I0XVNCRtPLWVks66+WdL3SxZX+CiCawpUBTYMWsUfzH9ChJ0/Gqd3uO6ojGkqdbsXJ6gfaE6fUQ7n7UklAW1Ghc14KiQEXYmcTKZPeZ3Skrb20FvIkPTcHvA3y8Jbik5uRV+/nUkwcxssFv7v396o2tlAU1FmZ71ftf6mLp+RWENCcUvUBX8q6Nke71h6tXw5Z0JEyuGFfC17bFhu0RH51XR12Rxpllzr/dNyXKaYWSfkujQBOcUaZnA4TH88xVDVSFVWJZwZK7x7xjRydXrm1hQAbei4/zbSM3zA6cnqozafHpJw9464X7vWhEAyG84NAlG1pRhTIsYG7J0620JSyum1jOnr5M3t/l0L8JDO2R3a9zA/TaEyZCiGFc2lXrnbqAw4cwhzTBv11WA0jufqGTf7moigHDYum2No9YXjGrlpBiZ/c0KSpEilKZRNq29zfNfc6IymHXuYw9JBTKfV2HCwn83FOtLFzbwuN7B7FtSaF0etDD7a3cEMUuy3meCjWT95gi4bgPHFrLX9sWy/vsFqxtod3Qj2nw5NE+0xeBdcBPgHuy/1YJ3H7MXslJjIDieEx+44JK9g+aqAokTNjdm+EH02tQBARUJW/z46Kp30ABVmVTMj91ZikPvdJDxnaUkR1JJ9TPJbDBCXNYMctR/lSGVKrCTuL5ild6WDU3v5BWz62jTPXTeH18sJHOXns7YknvtHpLYwNbGht4cl9/3mmkLUETsGJWLZfVhlAUQYEuSJlDN01NcZSm7o3CsCTRiOaReosnlNKZsijUYPUI16QmbApUv/F+vyE3MVlVFBqKdS/cJmlK2rKn2DtiSSfcIls/lVkVUIGu0DJo8M1JVZ5K+dmPj6UirJKxJZ0pm+mrm+hImqQtaOp3fMLGlwS8JkZKyU9m1uY1cMt2dnFWZQTDtr1DkK99pIKmfsMj6cpDKnfs6GTNvDrv3nJoMrGf7u7jryFwmAO1qrDKpGgYGKq3pn4DKYUX+GhLeK41TkVY8/odd82+b0o17QmTZxrHUFcU8EZTk6bNuJKAR8IAnroOhvol91qrCqv8as7ovLpeMauWscU6hZp8y6nYPnz48PFOoQWD2Xu6wa3PdaArcHppAMuGp66s50PlAcqCyjCyzD2IvvOFLsY+uJuvbYvRkbQ8Utkl3dyew86KInQFrxdYtrOLcSUBCnSF9oTB6rl1tCdMzOxjDRvSliNwShgWj2Z7BMuyR+xvKzT/UM7HW0MuqXnP5Co0ReTd35v6Da8e3T3W4g2tnm3WoYSie6/P7WH/d0/fsHpdNbcOgaS2UKMtYfL43sG8PeLyKTWUBhWu+22MtA1VIUG1brB7UDB5VTP1D+7h2t/GsLPTqC4h/vSCeu/nXVWsY49xXD7eo8ZI4gB3nThUEXzjBRUeeewKq1yRSy5ccUFdoc4dOzo5pcRRdzcU6/zi/3pHXEMUbF5fPJ4Hpke55bl2Lxdm5a5eVDEyl1YdccwYRiJvV82toz1hsG/AoL4owA+mVXNqgRNM+sD0KFsaG3hgepRRBSphOXyPMxJR6+yHMof9LAMKeUKhZTu7HHuNhMktz7XzwPQory8ez8rZ+WF+hxPx5CL3MGbcQ3uZvGo/e5NaHkGcq2re+/nxbG8cQ1VI8PjewWGfXSxhMiD1Q3/N28ZR2WJIKdPAD7NWGDVCiDYp5ZZj9ipOchSrFt+dFuXAoEl7wmRMoUo0orF4Qyu/umI0SVPyZl+GD1cER5SoSxwj+u9OixJS4Utnl2NlfZZdtY+rSm7qd1KCvz+1hn84uwxVgbKQSm2h4JSSCoIKbG1swLRBV6DMH+v04QM126i4TbbrIf70gnquOaeCR3YPeiMiukJ29Ebhy+dU8M/bYnxvmqMAca/dnpRJaVD1PDq/srWNR+eNzt7ATKojGu0Jk7pCjc5ExrsmNQXCqiRuSgK2MZJNk4+TCIqm0WPpGLYkognaEpY3TjZ/XCFPXDkGEMx5rJmVs2s9AtjdQP5kZi1Xb2zlK1vb+MXHHEL4hy/38O2Lq/jOZTVeWMWYQg3DEly1bn+2idJ5JTsGOKMuwjcnVXlNTNKC+1/q4obzylk1t47GdY6H7P0vdfH9aVH0iLNBVRVBga54hyTdKYtYwuQHL3Xz3alRVAGq4gSTWDaEVEkRxzaMx8f7D8WqxaaFDcQSTj+0clcvN19YSdK0eXjOaNKWc8hiS6enMbPqu5W7ern30mqum1iBYclhvVJvWnLt5hhbGxtYtK6J1XNH85OZtbQlLAp0SaEu+NnltXz2qVZPDZPbLz0wPUqBrniktLsmq4qzCdCFJGCmCOD7gvrw4eO9gxYI0GOQd0DWkbTyQq8enVdHRUjluY83kDQligBNsbl1UhV37uhg+ZQaTinWKQupTF01lBeSO4J963Md/PxyZwpEZu20Gop1j3g2LMnyF53+o6xI89ZRy7H3pKnfoHnAZGyxxr1Tapzvh5S8/rZCM7EM/wDax1tDLqk5ulAHKVkxa+j+njud3Z0amhTVckQ+bj/tkmURXUERNlsWNZCyJJoCASG9nlbL3vebB00sKbz+3N0jgvPcK2fXsvT8CnTheOt2Wzq/eNXxGtcVQUgV7O03KNQFQU3hzX6n98n1/XWfS1XEiP68JwpGslLQcvYIud871D6vPKTm7XFcuJNhqoBYwqRAFaR1wdbGBgwbinWZt4bY0mbsir3ceVElnzyzlPum1NCeMLP7mgraEsaIv6My61ns7nc2LWxgIGMRUIUXiNdQPBRoZ5tQq9sUVeh/1dLv7djEFgmD2y+q4vbnnfW5OqJRX6ix/ap6L+A82dlKSWE0T+n+2Lw6ilWLfuvwvsiHs5/b3jiGQobC+qRtO/+fzQsZFCPzkO0Jk9pI8G1Z6I6Eo1IuCyGKhRArgSSOFUZSCLFSCFFybF7GyQuhKOyJKx6xvHJXL/1pm4AqiCVMZ/MiHJK4LXsinHvysWZeHRENgqpCyrSwJaRNG1VxNlyu7UWuKnlHLMndL3RyelmQiK7yp4400paUySQRK0mpTFIpkpTIpE8s+/jAIxwpQIFhKswVs2ppGTSwpPROLn80cxRJw3YaBk1hMGNx/cQKUpb0SDiAa37bRsqSVIQEGxc2cN+UGlIWfHtHB+UhhWhEY+WuXsIqVEQC3LAlxp87U7QMmvQbgmL95Ah28HF4qLrO64MKU1Y1cepDe/hjRzpvnKwipJIwpOcV1p2y8k6xcxugX36sloguqCvUuOG8Cr75uw4nQCOsck5lCBs8RcCkaJiMJT1F0oO7+ohoktsuctTOgxmT2y6qYsnTB/mnzTHvdPz706KUayZFOjwytw5bQtywaU+Y3iTMT2bWsqklwSefOMDLXWnihkRHUqWmKbRTfs36OCyEopBSg+yOK8xY08Slv9nH0m1t3HNpNWFN0J+RTF/dxId+uofFG1oJqgrr5o/x1Hc3X1jJwaTFgUGTlhy1MTi2L25IpatKbh5wNhvlIYXqiIotoUAXPDA9isBmzbz8fml8SYCIplAV1rj9dx2MfXA3M9Y0IXDSzEcKW/bhw4ePdxOKptFvqaQsBTtLqLnr3aGjy3v6MuzpM5ixppnWQZPLHtlPSQC+Ny3KBdUhJNAyaOaRyrkqvh2xJP/9cjf3TXGCrXRlaJ289bkOqsKq13/8qSONLR1lsq6SR+IZ2cDB/+vO8Eq3wStdaQzbsRLyiWUfbwe5E0+WhIQFN21vJ6wJT4H84790e1PeLpHYkTRYNbdumBp008J6elIWQgh60xYhVdCTsvjWji46kxYz1jQx9sHdXPJIM+UhzeNvRrLEKAkIlr/YRcoSTF61n7hh8YkzSrni8f189qlWdvcZLN7QSvOAyVXrWg77XI/MrSOknNg99EgK3aAq8vYI7vdybVkBb4+zcvbwvXZV2CGeV8+t41s7Ojnvl/v4xPoDvN6TpisNL7an+MyTB9jXb/BSh2PPd+vznfz9kweyQi2d702LEi1Q+dcXuob9jp/MdOrjqSvr+f0nT+HeKVFeiA1iSfIC8Q6dvnwrln5v1f7PJaR/MK2aiZVBxhYqlAhnL+U+R2931zB18fgCmz1x5Yiq5MPZz2XsI7PDRcLg0UP+vq4i/K+ppd8KhDwKiYYQ4iGgCLgJaAIagLuAhJRy8TF7NccAfX19w97QG2+8wWmnnfau/L5BEWTyqv0sn1LjBdTc/1IXd11SScYWFOpO0u7/dac9RZqqOmoxW0JQlbQOWgQUwVe2tnHflBrKggoRDZKWk8Bp2TBoSNa/2c+Ss8rQFEFAERTo8JeuDEuePuidxLwdvJufz9vB8Xw9JSUlx+jc5u1hpPo9XjjR6uLtoiMl+ecd/dx1STVNA854TtywqQyp3P1CJ9+dFuWUB3cDsGFhPV/aeJBHrqilPKSTtmyueHw/6+ePoTtl5fmmzx9XyPKpNUQ0QcpyTlxf73FGhGbURbjm3HL29CS5MBohYwvvmg8okpqA/Zaa8KP5W/i1e2Qcy3oWikK3DDJtlROac+MFFUyoCHLmyqGwkFc+O44rHt/vJRe7oST3v9TF4gmlVEc0aiIa6/f2cWldIVUhlavWH+C7U6upiTieh5YtKQ4IEib8uTPF0m1tLJ9SQzBrSOYGWvx2UT2FuuPRWKArFAcE5SHNU2aGFUlYOqrjlBqkedBGU5xDzbjhNEgdSYuaiEpEV9EVCCs4QRV/pYE6Vp+rX7/vHY712u6O6KUtySeeOJDnNf6zy2t5ozfDD1/u4YbzyhldqHteoaeX6ZiWTfOAjSklize0er3UzRc6HqAFukJNRONDP93Dmnl1nFkeZM5jzUQjGvdPi3LV+hZm1EW4ZVIlQVVg2GDZoAobiYLEsTBSkaRtwT9vi/H43kFv/LIqJEhYUKu//fCpE7l2S1e89WiU3iWj39Hrea/xfulV3ireD2vv8V53j3ft9IkwtoQDcZMH/9LDTR+tABROe2j3sMe++YVT+eqWGHddUomuqpyxcg+TomG+P7WGoqDKnMeah/Ubbsj0bZMqOa00QESFjISkKbni8f08ckUt1REdwwZFSPrTFgW6ihCCoAplqkkCjbRp056U3iHfvZdVU1eoYwNBIY+qV3g3cCKuvce7po4n3u57HwqSa+FHM0cRUASLN7R6goqH59Q6Nak4xJouJG1Jm2893zGMV7FtGyEEEU3wgz91c8UpxZxWqtMyaFAZ1pm5pimPmFs3fww/fLnH42/c/jwa0Xj41V5+vKuPNfPquOP5DmIJi19fMZqp2fDgNfPqPIXylsYGpq1qYlI0zLJLq1n+4tBzVYZUAqqkQsnvM07EtXcoWNFR6JZoNi0phb19Rt4eoUiDnozkYNxiydPOOnPP5Gq+98curptYzphCh5juTjkq8oTh8Fkfz/aIDcVOEN/1W2Ie+ev2f/9yUVVeKOBPZtZy/0td/Oul1RRpAgnYCGwpUYRAFRJTChRw1iRFOvsn1aLfUk/YsPGRrheXVzxUXZzL8x3NYw4HRdNoN/S86cLbL6p6y3ZwR6rdo7LFAD4GjJNSJrL//7oQYgmw5wg/84GAe3qwbGdXHnHQm4H6QpWwJslkxzDdE+HchStl2nQkLZbt7PL+0J95so0tjQ2EVJuSgOZNUJxS7CgoD8ZNaiIqvWnJmKIAmxeNcS6YD8zW2IePo4etaDy+d5CKkMo3LnAIi7TlGPrfcF4Fb2ZDzKIRjTGFzn+FcLxvI5qjDr3vD11O+Jlhe+PV7qlt2hKMDlpI22ZUgT40fm3aTBpVSKEuSZjCGflRoUKzfHXHSY6kEkCasHruaGwpuGq90xDnjhsFVJEXSHb1xlZuea6d2yZVMr40ABL60ianloUYVaASNySxhMnFv27yfk9Dsc5TV9YzkLE91UBIE3xtWxvfn1rjpVTftL2D+6fVeD93MG4R1pQhwswamsQLS4OigM7ePoOxxYJRBRpCQFVEcw48czaK/j3Fx9FgQOr84tUevnR2uVf/X5hQwrcvrsSUggnlAe6aXE17wmL2o/kp1bqAP7TFmTuuJK+XuvuFThZPKKUkKAjmhFTeu7PTs3v5rz87SpXOlMWfOtKs3NXLbRdVce1vnc3KpGiY1XNr6TckXUmL00o1vjctyn1TnMPAkCp5o9fktBIVaZ04Gw4fPnx8MGBkLSfaEyZdKYu2uI0ph8bPJ0XD3HhBBdURDQW4+cJKCgIau7rSnhr5K1vbWJG1wTi033hgetQjld37+qAI0mk4Nm/Xb2nnxzOiCEV43qit8Qxji3VqdAvLMAkpFnGpU1uYb4FRqVuYmQxI30rIxztDru2ARDBoStbMq2PhWsfWbenWNu6aXM2bCYvv/dHhWU4pdtSsLqFoSecgWVdU0pakK2UxfUwhowpUNAWiBbqXMZKLO3Z08sDfRLnj+SF+piqs0p0yuKyugPNrwtSEVWIJi7suqSZlDVkkHhqc7V6TNz7bzp2XVHkEa0CFYmFimyd+n3GolYJlQK2uDLePsGxqdYWysiGbsYgG90+PYtkShKA3ZdE8YPJca5xPnFHK3S8MWUTURDT++89dHrHsEsi3X1TF+AKb7Y31pCWoQqAg+cG0mpEPsSTDrUYs5z+2CYWY3ns5GdapI6qSs3SuqzC/MoeAd1XZf+092qZJlWoTKtSpjQT56LTqY066Hy25nAKqcFTLLiqBtyeVfR/BHeVwQ2fcJmBMoUaJSCMNm7QS4qFXerjmnDKWT41iSWejE1Bhxpr8k5lbnmv3QpY0RSFjg4LNt57vYt64IspDKnHDplDX+dBPdw95cYWP9yfhw8eJCcV2PKAe3NXHK90Z7xq959Ialmxo5azyAL//RANJC17pSnPbpEoa17WwYtYoyrKjVw/u6gPg5o9WUBXWsCQEVAgIm7A0vIahVjcOuQE7a0AA8m7UPk5eKJrGgbjNwrVOjSRNycrZtdQVqh7Ze+uFFehZn+/cEMnqiEZtgcbSrUPqyTXz6hjM2IDgySvH8LHH9nv3hJWza7nx2Tb+Y3qUr32kgvv+0MXdk6uJJUy+srWNeyZXsWFBPbaEkqCgNqJmPbqO7B2WW6dC2hRhIGX2sSdJA+bjxEHGhiVnlbG71zmo++KEEj7zoWIMKelKOYdwFWFtWML3grUtPHFlPX93akkeWZLbS5WHVOIZi5WzHU/yTS2OxmH9/DGoikBXoL7IOaxfPKGUaGQoqX1HLMnv2xzSefGEUjRFUBZUufHZNu/6e2xeHWHp+9/78OHjvYeuQMqSrNzVy7JLa7jx2Ta+P7WaNfPqePjVXq4/twwLBcuxe6UzZVEe1rhjR6dHIu+IJT2RxKH9xphCjVKRznh7nAwAACAASURBVDssLhIG5aGg9/gvbopx/7RqJpQHseTwvB5p21QoBgOWTiZjEAloFAkDM3PiE2U+Th54pCZQrCvEg0FPrNOdsvj3P3Sx5KxSvjstmvUBl9ywJeYRwqMLNb66JUYsYXHbpErOKAtQHtKwbJv9gxZXrWth+ZSaYZ6zsYRJdVjl3y6roStlURZU+cYzQz3Cqrl1mLbktkmVXL2xlaeurPeeI9eHOPdgZ0csyZc2HmTFrFpGFahUatZJbVN6KOHsriXStgmRJgTO96yhn1FUDRnUObtS5cMVQXrTJtdNLCegCPrSFqeVaFx3bhnXnluOcgiBbJs2hZgUQh5x/EHYm4zke+2F/OV87m/VAzoXh/t7Hisclecy8GPgaSHENUKIOUKIa4CngB8e25dz8iHXn2ZHLMnSbW0UaMK7mQMUkeEzZ5YyY81+xq3Yzcw1zQRUQdKw2byogWc/PjYvUbShWEfLpmFOW9VER1Ly9QvKWbi2hcUbWglrQ382d4N2LFMeffh4PyFgxD2vc/caDanCI5Zvv6iC/YMWLYMmd+zo5JzKAOvnj2FMUYCelOF5nT+4q48Za/azf9DgYNxJ3Q5Z+b5Lb9WTycfJBaEo9Ng6C9c6o6FFAZVrN8eYtqqJWMLm5//Xy+8+PoYrTokQVsnzfV26rY2MJfn2Dkcd4aYTV4dVDBt++HI3CVPy88trve+FVUEsYZEwJV9/pp3FE0pJmjaPXOF4zP3N6mZmP9pMyrQpsNMUytS74h3mw8eREFCc0NQX25Jsa2zg7z/kELkZW+Fbz3cQ0hTPezwXTf2GN8rqkiWHrtOxuMEXN8W48dl2igMKa+bVsaklwVk/28vljzbTn7YpIY2uwNJtbfSkTO+6A8fP+dZJVSzd1sbFv97Hjc+2cd+UKHuXjGd7Y/1bHgX04cOHj2OFkOrYUXxzUhX9GZsbzisnbsGoiMrXP1LBoAm9aZOwCkEVTi8LoGWDsVwSeUtjA8UBxfPSPNxe1IW0bap1I+/xV61vpTdtUaWmR8zrcXuGvn2v+j2Dj/cEfWmbooDC4g2tLFzbwqaWBJaET64/wIw1TUgJ10+sYOWuXtoTJhlLctfkah6eU0txQEERggODBpYUXJX1MF+7dyCvP3APmKWEv3Sl+eQTB1i8oTWvR0+ZNjaCiZUBmvoN+jOmty9ctrPLy4fIzVHZu2Q8WxsbmFCmUqsbJzWx/HZhmyYVSpoizWbQsLlqfSuz1zSzeEMrtQUaITtN5xt/oZwUpTJJsUxRKP1sl5F8rw/1ioYTex93tMrlu4BW4NNAbfbr7wAPvkuv66TB0ZweHPoYK52ktEDQawge+FMXnzij1PPscX0Ae9KmtxlbtK6FrY0NbGlsyKqWRV6g46FyeR8+fOSguJI7tzhWM6YNr/ek6c9YRCMqN33UGdtetK6J5VNquKw2RFvCZlH2hHvlrl7umlydZ4URyvrdhhQ775TWx/sbridcUcBZc5dPqaExJ3QnY9lZUs1RGe0ftLhzRwfr549BUxzP7Z6UxaaWBA/u6vPW+sZ1B4glnGb14Vd7uaS2IC+p+oHpUUzbscxw/31SNMwD06OcWRYgeAL6iPn4YKFIGGiBIB87pYgpq5pYObuWscU6bQmTxRNKaTyMYqihWEdX8FLEXbJkVIEzMpm2bBatO+j1RmkLHt/Ty6aFDQghCQontyIlgliGzaq5ddzyXAf3XlrN1sYGEqZEzz5m48J6DBsimqBAtdHNtK/S9+HDx3HFoAH3/L6L2y+qwEahBpWmAYM3+wwmVgWRUhJQFXrTFikL2hImowpUzxpo4doWT13ZUCiOWslmmybjw8rbVr758PFuYkAG+Fg2W2HzogaaBxyV8I3POiI8AEUI7n+py/NKXnZpDQnDJmNB2oKMLamOaHQkhw62540rQiA9Oy2kJKQJXu5Ke2F0LpnthtFVhlUODBqMKdJpKNZJmPDTXd1ebx/RBJsXNTiZOiqUKlkyWZJnSfdBhKts9teao8c7VSWfCDgqclk6qX8P4pPJI+Jo5OW5j3lj/27CZ5xNLG7yd+OL+fVrvd4ipSsCVdjE4pJlO7sAPJsM77mk4y20Zl6d59WcK5f34cPHEAzbUX92pyySpuSOHZ3cM7mKf58aJWNJUIZ80x+eM5rpq5vyvD8feqWHL59djpn182pPmFSGVX+U+gOGAalz+/Pt3DclSkOxTn2RxvIpNZSHVLpTTijrZ55qZWtjA4CX9h5LWHx/ag1CQNqSno2FrggefrWXGy+ooDzkJClfc04ZLYNDJxZN/QbjSwI88nofj1xRx1Xr3ec0qS3QqFR9b2Qfxx/StklLvMOW7pTF6EKdjGXz4YogK2fXYkvpbdxyPZdV4YSyuOOk7qZu86IGNuwbYOPCBnpSFgW6IGNJvnxOBUHVJqAodKdtOlOSkCa5/LH9zKiLsHxqFE04HoxzHmseRmZvXFBPQPhrtw8fPo4fhKJgqjoBC+fA+cE+JkXD/OaK0Xz2qVZWzx3tBJepCrt7M5xSEmDR/zhk2/en1lCgwxNX1nuTHyFVolkGhdI+6lHnd3s02oePt4u0jReWnbYkccNm2c4uj1huKNZRBCyeUOoRzDc+28Y/nF3GhPIgC9Y2sX7+GBQhaE+YXq7OWRVBFAEz1zjX0s8vr2Xmo87Xbgjfj2aO8rySdQWktGmTYNrw2Lw6WuOmJxJx0VCss3FuFcUhwUnEAb5n8Neat4aT/fM6LLkshPjC0TyBlNInnN8GUpbAknim70I4ash9/U6Qwle2tuUtopoCmiIYW6xz8/Z2rptYztJtbZ6fjx/o58PHyFAVWHZpteeRe8/kapY83cqGBU5jrooh33TDHgpqyPX+DKrCWSyl5JQi9aQ7RfTxzpGxnUb2a9tiPHHlGAYNmTdx8uSV9d5BoIS8OnL9kU8pCWDZjqfht3d08OkzS7l64xDZtmZeHXbOQt5QrNObtri4toC7fj8UhBGNaFTrxkkRDuLj/Q+hKBjWUM0v29nF6nmj0RTBrJwAv9/MGc2PZo4ioimMLtTQBSQtiS3h/pe68g5rDFtyw7YO/tSZ4WsfqUBVBAGgQIPulKRpIE1FSKUrZVESdEJ1HtzVx+cmlNKdsniuNZ53IOOS2fS0IivKj+8H5sOHjw8sVF3HEBqDhhOM9+i8OhZkg8tM6ayjpUEFy3bUmQW6gpK1SmzqN7x+YnShgioEugpBRfqhpD7eFxCKQlAIb6/m3r9XzKrlpu3txBImv5ozmn39GaojGsun1tA6aLL0/ApGFTiZOG4Q+y2Tqli5q5ffzBlN3JTMfrSZldnwyxWzRnmPbeo3PD6mLieEb/XrfZxaFgKcvn1c2GRURPeu2dwwtXTnPhhde3w/PB8+TgAcSbn82aP4eVfR7OMtQlUgbtjEEiaz1zR7/95QrLNxYYMXSOOOTv9sVy+3Pt/Jsx8fy9LzK7jxWSf4b8nTrWy/qt4nunz4GAFOkwKjC51xbFPCl7JkXkAVtAwYRCMqq+fWsWhdC/+fvXePr6o68//fa+29z8nJyf16CIFwEbVYW7S2MF4QWkUr/H4iRNuZ6ZTSznRm2lLLt+041mqtrXbs6FBLcTrTKqWdsbUFL30hrSJfAcVKtZZxKlVBMBBCEsg9OTnn7L3X+v6xzzkkJFwFkpD1fr3ySrLPbe9z1nrOs571PJ/HU7pf6XZGu+65hTXMXlPHltpxgbaR2cgZdYQkVOTaPLmrm/tmVnLjU3v7NSfblW6oY8tgl/nwcbR4/X421dbQ3JOksVezcEpBNrCceY4Fa+tZNSdwTjPBsLIciytWB9n0T+7qzt62pXZc0AXZYBhCMnIxUeeQ7dza2Mv+bp+/ebr/+L7pN/t4cHaMlNBorXmrw6XX0xSEJP90SRl/9dt92cXacwtrslr3mQyhmoKgK/ncX9ez7vpqwpYk4etsZlIma3rV9naWTCsddEPmzT0tlJvgssFgGAKkbdOlJEkF+bamPSUoCAlWzalifL6NTCc7CCQHej0qc216XIXq41Nsbezlw2v2UFPgsLG2Bl8rU0lnOCvI+BN5IT2gAfDi9Q1srK2hrtPlS+kEvOmxyIAg9IYFh3yHiQUO35gR6Jln7pNpwjc2z8k2Ic7MqzmP7cnK0QFcWJ5LnhNs8ARNLo8s8/BWvGco3zqDYdhwxIZ+WuvZx/Hz4TN5smcTIQkT0jtxfUW7H59XTdTRbKqtYeenzuHZG8ZTnWdx+0sHqSlwqIhY/TSH6jpdUkb31WAYgJCSFuXgKYUjM91WRdZZkWhCUtCWVEQd2FRbQ3FYZpv/AVktu5DUh7TNDaOSfOESy7WpKXA42DuwOdldWw/y2LxqIhZYQg0YR2vmVpPwPApzgiYgkwpDgzY4q8i1eeGmCWxYUMM5UYXXJ5u+7/3MWDQMB7q0w/y19bQkvH7+TPII43ZSYYhY1KInpbh1ywHu2nqQsoiFI+HRj45lx6fOCRpUOQw6h3rcYO5FbAspBD2uYtX29mwzwHtfaeHmiwINxkwX+UOZ/mYzxmAwDA1CSnpxSPiSpK/p9gS2hB++1kbUkezp8rISQQq4eVMTIRls2imlsk3E4JA9LHCgzPZNgpHhrCDjT/gq8BemxyI8Nq+ajbU1LJtZiSVg1uq6bAzklktKBwShv7y5Mdus8vaXDvLIG+3ZBCMIKqseuqoq20h41Zz+cZiVV1cxsdDh/eVhzi1yqMqzqcnV/fyH4dxMzWAYao6quSyEGA98RGu9cpDbPgU8q7WuP03ndlZjiUD4fXKhHew8K3AsEBpSPnhK8cPX2rhuYgEROzB4P7umivZk/0hyEDAzessGw+F0aQeN4J0uj/v/0MyqOVX0uCq7S53y4Z6XD/LPHywlx7azuuZVeZJNtTWkfI2noTvl0elKM9dGOVoporbiV9dVc6D3UKZkhsa4R0XEwlXQ7WnGpceRp4LS1wJHU/Ifb/Pmoslsbexlb7c7aIOzXFvgWCkqHE1cW0gpBr2fGYuG4UAqrY1YGLb50qaGrLRFcVgOOm5zbMGBuMeSjcEmeU2BQ2FIEnWCRpiZyu4eV7GtuZffzB+PIwPtw+a4yzudgQ13lcaRUJlrcfNFpTzwx5ZslvK4PJtvzCinIGSRIxX5ImkkZAwGw5CRycjMdQIZIKU1rhAUhuDj5xXxizfb+fv3lbCzw2XFtlaWXRmjMe5x++8OcusHS5FSUhoR/XyKqKWwvSTKBLYMZwmpdFBZCPjKxcX87XtLOJjwaY57rNrezoSCcq6flJet4ivJsQZsYj+5q5u7Lw2a+roqaLbdns5WzmQo3/ZiMz+7porGuMctLzRndZZzbEFIBq51wgviMiXSw0u5g5ytwWAYjCNmLqe5A8g5wm3h9O2Gk0BpSHpB8MpOJ6B98blG9vd4vN6SpL7bZ/a4PGJRixxLsu76cXz1+WZuXLePey+vAMjq/OQLY/QMhsNJKbCF4G+ebqAx7hOxBAUhyWPpHe293S43X1TKx3/TwMfX7ePNtiQJX+MqwcfW7ePcVW8z9advk1JBQ4jHzVwb9fgK7v79ASK2GJBF9NBVVXzhuUZSStOd0rzSnOKdTpc325I0xz22HQyCyWErCBbf/uKBAZUrT8yrplgkSbbsZ1/SYnubz80bG7NZmX3vZ8aiYTiQa8N3Lqtgd0eKxrjHgrX1zFpdx6fX7x+0MissFTeua8gGlh+fV80//t9GbnxqHzvaUyit2d6S5Kbf7OdbL7fQ0O3xlc2N9LiKu3/fQlmOxcqrq/A1JHz41taDFIcF35sV431lOZTlWCzf1oLSUBnyTFaRwWAYcjIZmVIIpICVr7fhSOhyNYUhwefeX4ojBSu2tbL04lL2dbusvLqKDfVxPvH0ft5oTdGRCnaT8xwoFkkcz9g2w9lFKF1l6vo+f3V+Edc8sYfLf/kOSzc3sWRaKd986QD3pZtqA9mEob4E8nSCXR0p3mpLct2Te/nCxsbs2g+CZJCU0jw+rzorT3rtE3to7vHY0e6S9CBHKopI4rvG1zYYToSjZi4DHwaWHuG2/wb++XheRAjxMDAPaNZavzd97E7g74AD6bt9TWu9Ln3brcBnAB/4otb66fTxa4EHAAv4sdb6X47n9YcjecKlXVq80Zoi6kgKQoJvzCjnmy8dYNHUIgrDgsmFIX78p1b+8vwimtIazHWdLlVRm12LJ6O0ME2dDIYjkGtDpxuUZv/oqjHc9JtAz/PTUwt5ev54ej2FIwUPzo4RdSQ9rkJrjevrfs00Y7k2IQlFlplro5184XLnjHLmr60nlmvz4OwYk4tC7Olyue3FQ3JFd19aQfD1FaA1PPDHVlbPrcZTis2141FakGPD5toalNY4QmcbRYZLx/BWh8vnnmukrtOlMe73y8osEmZRaRh6LMch4UkWr99LLNfmoauqsjrijXGPqC340VVjCElBa8InbAn+8f82s7m2Bl9pQlKjIZuFdPuLB/jJnDFMLgxx/8xKmuMey7e1cMeMcla+3saSaaXc8/JBbr6ohEIHEkrz9emH5uMd08uYUhTiixeVErU0vpsY2jfIYDAYOJSRaQuo7/G4bmIBDV1JKqIOSQV17UmmloS4+aJSlr3aws0XlVCZ9jEy/qnSGk9porbCN9//hrOQfOHy2/njkEIw99d7+sldfObZoDKqO+Wz7vpxWFJgC80j147t16/hV3Or+e4rB3m9NcX3r6zM3r5uVxfPLqihKe7RHPe4bUsz359VwYZ0n6vmuMc9Lx/kzhnllFmBj2366xgMJ86xgsvlwJEUynuBsuN8nZ8APwB+etjxZVrr+/oeEEJMBT4OXABUAc8KIc5N37wCuBqoB14WQvxaa739OM9hWKE8j4och6gdxlWQk/4kvntFZVDprKHb9bm0KorWmsXr97NqThXLXm1hR3uKc4vD/MdrLXxpWrFp6mQwDIKnBU1xj5c+NoHSiM2ymZXc+0oLD2/v4PXWFLdcUsolFTlcUBpOl2NrEp5iV8ehZpqPz6umM+VRlSuNXucoRkhJl3ZI+TAmF7bUjielQMogyz0TVIYgUHbPZRUkfU1hWHBBaRitNcuujPHff27nx9s7WDazkqWbm3h8XjVT8nSQGaHJOrJK2kSdQ/rgWxt7WbA2UKDa9anJaGEWloahxXIc9vRKHKlZNaeK1oTPI2+0Z2UxqqI2f/N0Q7+NumUzK3lyVzf/NlMj0pouTh/Zl1suKeXaJ4JA9S2XBJ3fv3tFJb/d3cnHzivi21uDzfeQJelyoSAE4/OsfqXiv2vo5rySCIURz6jGGAyGIUdISY6QvLVoMmFLU5Jj0eMqDvRCdT4UhSR5Tjgtzab5/LQSpAj8V8cSjM1z2NftUhiS5AsX3zW+qOHsJWzJfn1Npsci3HJJKSU5FmPzHA72ulz0SF32/tNjkUPyohLinmJDfZy6Tpd7Xj7Isisr2XxjIJGRZ4OTF/RhWHZljOXbWvjSxaVMyLOoyrX40KyKbJKHwWA4OY4li7EfmHaE294PNB7Pi2itNwOtx3lO1wO/0Fontda7gZ3Ah9I/O7XWu7TWKeAX6fuOSISUtKXgpnX72NOVorHH57Jf1nHeqre55vE91Hd7fP65JpZubmJPl0ddp8uiZxq474pK7tp6kLaEz+ILik1TJ4NhEISUeAoEgo/9Zh9TfrKTpZubuPvSCqbHImxt7GXp5iZ6fc2Eh3eytytwYlytidiCF26awLMLavjBtlYufuQd4p6ZZ6OVjFbiZav3Muknu5j+y70cSChKrRSCoLyuLzUFDhFbsmp7O2ErCD5PXPk2s9fUcUFZDnWdLmOiNnWdLjesrafDG/g1LJV3xHK/kDQhM8PQ06VsmuI+Vz++h1mr61i6uYm/Or+Ie19pYdEzDSh9aG5kZGPufaWFmgKHN9pSTPrJLi5bvZd9ccWvrhtLTYGT1U/MbKb8xaPv8MmnG7j+nEJKciQPzIpxYVkOlRGLhh6XhC/40KN1fKyPrNEllVHG5EqzODQYDEOOkJIG1+GNNperH99D1Y/fpiAkKMmRTC0JA5I93T5Xrq7jnJ/sZPH6/UgEt7zQzIfX7OHvnt2PqzR5jsQWmCQHw1lNr3DwlKY8YlFT4DA9FuHuSytYurmJWavruOqxOhwpmR6LZB+T8TM+8lgdNQ/vBODZBePZ+alz+N6sGADf/N0B6rtcYj/ayTudLuf8ZCcNPR7XTijgQNwHtGnOZzCcIo4VXH4E+E8hRFXfg+n//x34r3f5+l8QQrwmhHhYCFGcPjYW2NvnPvXpY0c6PiLp0kFDmsa4R3tSsfCp+gHlH3dML8suyDLHFYEhjToCWwoTaDAYBqFLO6QU/PXT+wbMq1suKaWmwOGxedXsSzdV63EVYVtQEbEZm+dQHrHoSHo8vL3DBPRGORmtxL7jaP7aerp0CJ3u7H649nJH0uc7l1fSlfKzmZt1nS4lOYHDXBCS2WODbRAmW/YzqdAZVJPZaC0bhgNJxYAu7Rm/ZU26LHXZzEpeuGkCv5k/nttebKYx7rHy6iru2now+5gFa+sJW/DcwhrG5jls/+RkPj21MPs6jXGPuKf58Jo9THh4J1N+spMpq95m8fr97OxwWTWniv+6diznFofJswVfeb4JXxl7bTAYhp4u7bCrw83ayumxCK4SfOSxvUxcuZNXmhPcsHbg+i/jpz50VRVx12fhU/X0+sd4MYNhBCNtm4a45urH99CS8HjoqirumF6WldqCYH4sfKqeO6YHhfM1BQ5r5lazYlsLsVybZxaMJ2xJrnpsD+f8ZCcTH97JpJVvs6E+Tmu6qV/md3FYsnxbC7uP4IcbDIaT41iyGHcDFwM7hBC/J8hkHkOQRbw+ffvJ8u/Atwiacn4LuB/4NDDYDNcMHgg/6gpix44dg/49HHA9H0dI1sytJuHrAd1O6zpdJhWG+NQz/ctKQ1Kwak4VKV+T60ja63exP34k5ZLjZ7i9P0N1PpdccsmQvO5gDIfPZDicw8lQNuk9KGEPOq+mloZ5cHaMylyLn7/Rzsqrq6jItRBoGrp97nn5IJ+9sJikr7NBaN9NUd/UQO8pmGsny7E+CzN2j83JnFdBzfmDjqOEgjfbUvzn/7ZlpQBaEz7Lt7WwaGoRU0vD3LrlQPYxmU2Mh66qojet3V1T4OAne9mxd+eA14007mZy5Vg2LhyPrzTCT9Hb/A5vDeEYPBKn4vM24/fM8m6vsfic9w06L84tDhOW8Hprig31gfRLnnD52VXlOLbDx3/b0E9G5m+nFuIqwew1dVnNxNVzqwHYUB9n5dVVOHKgruJj86qRwO5ON61RWooj4Y4Z5UjlUd9wZHt9qj/f4T12c0/Bcwx/RuI5nwrOJts7VJ/h6XzdgprziToyG1hedmUlSzc1ZvXpM9Uafcn4qctmVrJ8Wwtf/UApdZ0unq/Y8fbQj/PhNNeGy9iF4R1zOJOczLVHcqPkVk3ihrWBzvKeLo9V29v5zuWVg86P84rDvLFoMhLSDTFL+MvzFQvS/RdWXl2V3dDJbNIs39bS7/fXtjSzZFopy7e1cOH0gkH98NN97cNl/A7leB3NcwVG7vUfbeweNbistXaB/18IcRXwEaAUeAn4ttZ6w7s5Ka11U+ZvIcSPgLXpf+uBcX3uWg00pP8+0vFBmTJlChB8cJm/hxohJe0pTYsnybEl39raxD2XVWQ1BzPUFDj9Sq4zxlEKWPZqC/fPjFFga4rHVh3hlY6f4fT+wPA7n6FiqN+Dkfw5dAiHt1uSg86rt9tThC3JgbjPF6aV4muN1pqUr9PNokqpiFi4SvOb+eNZ/EwDjXGPJ+ZN4NyINyQlUyPtsxiO53qy72G3sAcdR5YU3LX1IHdfWpHNrMgEve566QDLroz1s9+r51bTlfJ54I9B8DmTiVwR8Sg/7Lx27NhB9dgqgv3TRLC1KoFTYO9PNSNtbB4PZ9v1HM6p+Mw6013dD58XuztT5NqSR68bi43K6hcWyGAuxXItHptXTUmOhdKaiQUhZqUDyxAsHGufqmdTbQ23a/C14oevtfGZ9xazak4w/lsTPiu2tbJwSgHvK8th6cWllEUs2hI+cVdRry0qxk6iSEC+SPWz2WfjeO3LgGt7Yd+7f45hztn+mR6Js+26h+JaTvd72C1serpdrp+Ux30zK7nqsT39mvRWRQf3L7a3JFm6uYk1c6spCge69DmWGPLP+2wbc6eS4RhzONOcvJ8dpssjOw/ufaWFuy+tYHdHanD/W4CrNJ2u5qvPH+CeyypYkK4AqOt0uXVLMw/OjjGpMETEDhr/fX9WDEtovjcrRnvCZ9HUIpZva+HOGeWD+uFn6tqHA0N13iP5PTsVnK3XfyxZDAC01s9qrW/VWn82/XtAYFkI8b8n8sJCiDF9/r0B+FP6718DHxdChIUQE4EpwO+Bl4EpQoiJQogQQdO/X5/Iaw41Ge3OP3UKblhbjxRB86dPr98/oLT6V9dV8+M/tbJsZiUba2uyO9i7O13umFGOIxWuKf00GAbF15q7th4cMK9Wz60mYovsXEr4mjdaUyR9cKTkX6+oBDS3vdiMp2FxunIgK4VAaGgvzHDGyRcuT8yrHiBP4chg8++2F5uzdjqTEb9kWik5Fjz60bG8uWgyD86O8YXnGlm8fj/fmFHOByvCbKkdx6Qh2qwwGN4tRdLl8cPmxao5VazY1kpz3EMpPUC/sMDyuX16eVY/sdfTJNXglVtJX7O9NYnSgqUXlVISFuQ5kkXPNLBgbT0b6uNU5tpIoWhN+Ny2pZmkD195vpkbn6rn1QNJLlu9h129NkIel6trMBgMp5R84fKeEoevTy8HBjbp/ZunG1g9t3rA+m98vs2Ds2N0pnx8LdKSWKkhvBKD4fSRUiAF2XmwtbGX215spiAkeewwP2PN3Gq+tKkRpeFbWw+wZFopbUnVz4/Y2tjL3Cf30hT3SPoaW2gKdS95hTOP5QAAIABJREFUKkGJSFKeI5hWFmbFrArjhxsMp5hjyWKcCBOOdIMQ4ufALKBMCFEPfAOYJYSYRpCa9Q7w9wBa69eFEL8EtgMe8HmttZ9+ni8ATwMW8LDW+vVTeP6nnUC7cy+r5lRR1+niq6DsPmNEl82s5MKyHN5qS/LD11r5q/OL+mXEPT6vmpKwRApBZ8rDdyxyhvqiDIZhiCVENvD39PzxCAE721N84blGGuNetjTqe7NinFcc4subm2iM+9wxvYzJRSH+7coYLb1uv/Ltus6ggVS+ZZpFjSa0UkyKeGypHUdKBTr3+cKlGytberdgbT01BYFGsgCWb2vhO5dXMuPRd7Kdru+fWUl1nk2xOBRw02Z/0DBCUZ7H2GiEZxfU0BT3aI57LHu1JVtm+qFZFQOEyzp9i4VP7c2WiF9YFkJpMWhmkqc0c5/cS02Bw8baGna1e7zaFGfjwho8HWQtrXmrg4srI7y3NMwDs2J8bN2+rM3OlJvPX1vPltpx5JE8k2+PwWAwoJUiJAW1T+3l+RtrBti6xrhHwlNsrK0h5Wt2tqdYsvGQn/rAH1t4YFaMmG0CYIazl5CEfV1ePzmLxriHq0Cg2VRbg6s0roJbX2jikoocoo5k2ZUxZq+p40dXjRnUj+hxFb6GhJLZeIlWKvAHBKCNH24wnGpOZXD5iNNTa/2Xgxx+6Cj3v5tB9Jy11uuAdSd1dsOAlAoCVK0Jn+sn5dHj+qyZW83Cp+rZ2tjL0s1NPLtgHJW5Nhvq47zemuLB2TEmF4UIpZv37ezwsATEokFZyNFVpw2G0UlIquzcWvRMAw9dFWNyYYj7Z1bSHPdYvq2Fb8woZ8W2Fm6cUsjSi0upyLWxBYQtwTdfOsA/vK8kW77dmvBZtb0dpTVdOkQeiaG+RMMZZDBnNMfRVOZaPDg7RtSR9LiKylyL1W91cPv0cu57JWhalslQAtj5qXPQwiwQDWcHEVy6sCjLsQD6lZnmC3fAoi3jA02PRXj46hjNccUv3mxn9dxqatNNjTMVJvf/4VAj45Sv6fU1f1GVx5c2NXLzRSVU5zl8/PwiWno9bAmeUv36U7Qm/Ozjk0qaTUGDwTAkJHzB304tRGt4fF51toFfZkM6JAXfeukAX59eOsBPvWNGOSWWi/KM7TKcveQLl7KIQ1dK9fOpC8MC14eOpEfSh7KIxd2XlpHwBVeurssm69mC7Jqv79yK2oK46xOW1uAdvQwGwynnVAaXDccgJOH6SXmMiVrcMaOcBWvreeljNfxm/nikAF9pvvP7Ft5fFmJzbQ2uAkuCLWBHe4oH/tjKkmml3PJiM/997VhCUoPpHmww9ENISVJJ8kLBbjdaY0mBFBC2bcojVlaj86bzirh76wEWTS3CloLyiMU3XzrAhvo4t36onBvX9Q94tCc9rBybPOOkjGqkbdPmBjpuF5SG8RTYEiIWXH9OIZbQbKiP93tMTYGDIzEbgoYRi5CSLu2QUoE/k69cKhzo1g5h2yaWa7NidiX5pAYN5IbSOs3furQcISQLn9qT3nBXPD1/PLYUpJTmvlcO8vD2DuBQFnNICn74WivfvaKSA70+f2pJsmp7O7dNL6cnpfDS8yrTn+K2F5uz/7/RlqQqajMp4p2x98pgMBiElOQI+MR7itjb7WEJzfobxuPrQAZgX7fLFzc1E8u1yLEkYYusLV0+O0aRdFGesVuGs5fArwiRa0NByKY4JwhNORL2drl85flgfiyfXcHBXkVR2Gbur+uyyXo1BU66ottn1ZwqKnJtrPTcuuflFj57YTGxiGV8b4PhDGGCy2eQjN5gU9zjc88FZR+9nqY57rHomeD/6yflcenYPGauPtQ5/bF51VREbO65rIJPr99PY9yjvttlYoFDZKgvymAYRmR0zeevPTR/1sytRmnNjev29ZOY6Ur5JD3F92fHcH2o73b55NNB877H51Xzlc2NA5pMrZpTRYUUxkkZxQgp2dkjuaHPGPvV3GrKcyR/bvNIKc0z73QNyMZcM7eaEtvDd4/9GgbDcOOQbd2bHdNPzKtmUsQjV/WSC0FmkDqyeczol0ecQAM5Y18f3t7Bw9s7+PFHYkyriGQ3ZjKbeitfb+PSqigPb+/g9dYU915ewYVlYf71ikqk0Hx5czPfubwyqAwAvrK5ka2Nvf0CzY3xQNrGYDAYzhRd2kEBSRWs9VZtb+f26WV0pnS2/P/6SXncPr2cv/hlH7/1ozGm5GEylg1nNYf8ij39Mo5v3RJsDmck5cZELVK+4Ia1dTy7oKZf47+Hrqqix1X85/+2sfTiUj76RP/nGhO1gsa+Zt1mMJwRTmWXE5PLdwwCvcF6oo7MGsZeT7Ps1RaemDeW3Z8+h/tnxmiOe8Ryg7h/XafLgrX1hG2ZDSyvmlPFLS80o4ylNBj60SscGnqCOfLYvGpiuTYLn6qnKGzxzA3j+fMnJ/PcwhpCUnPdk/UkfRAayq0k5xRY/PzaKrbUjqMsx+LJXd39nruu0yUWtcmRxtkfrQgpaddh4p5m2cxKpsci1HW63PhUPUIIelzFim2tzJtUwKNvtrPu+nG8uWgyG2trKAoLdnYL01zMMCIZzLbOX1tPl3aO+zky+uVhS6D0oeY9Gb71cguTCiw21tbw5qLJrLt+HI++2c7Hzyti1fZ2INAo9RR84rcNnLvqbRrjiiXTSln8TAMppelO+XxvVizbCPm2F5uzTVlTyripBoPhzCCkxEOS8oPK1FXb21kyrZRvbT0IaDYtHJ9d9zUdtu5b+JvGE7KtBsNIQUhJtwjTqsO06zB3vnSgXyLP4vUN3DG9LCsXmmMJIOijU9fpYh2h8d8dM8pZ9moLP7pqDH/+5GQ2LqxharFNleMaSSyD4QxyKjOX//4UPtdZSV/N5Yzw/P1/aOGeyypoivv9si0z2TaZRZEA7p9ZSXH4UJBZCpNBaTBkEFLSENd87rnGAfPI09Ca8CmPWGgUCR+Wzaxk+bYWvj8rNkBTt01EBm0OEZKCiE6ZaTcKGSwrvq+d9hSURyxuvqiUZa+2sGhqEW1JRXnEwleKPV0ei9fvN83FDCOOo9nWlBInlFqglSJkQY9Sg2b328qlRCi6LIeUFPzD+0r54Wst3Ht5JV+9pIzmdKPWTGZyWY7FomeCihNHgLSDzftMNViGwH4by20wGE4/GX/hzpca+d6sGCtfa+Pr08v5dlqGrThs0ZJULOijv3z4uu9EbavBMJwRUgab1HHNDX0qoB66qorGuJ/tmVDX6TKxMMTG2hp6XEVRWNCcbhpcU+Dw339u76ev3Bj3iNiS8/JhxayKPo23U2hfmfWawXCGOWpwWQhx1zEer4EW4BWt9SOn7KzOUjJ6g5kyjs8828DD2zv47IXF2fIoCAzrZ55tYNnMShasraemwEFpTcrX2cDy6rnVSKFNcNlgSNOlnazDAofm0YOzY0RsQSzXJiTh+9taue/Vtmwwo9hyUX0k7YSUOIJ+XYsz0ge5NmhTpjgq6dJOVhIA+tvppZubspUkjoT7rqgEIXBkUB60s8NFChEsGLVZLRpGFkezrSF54n6IhSLuaWwJGxfW4OlAs7zAVig3MMZ5JOkWYS5bE5S4XjcxHxAs3dzUr+S1oSdYXK68uopPPN0AwHcuKx/Q3OeJedXkC5f9p/KNMRgMhkHI+AvLZlbS0utx3cSgmuneyyuxZOAbXJmWP4TB130nY1sNhuFIZrOlocfNblLDwHEP6T4JrUmWbm7iZ9dU8de/3c8d08tYtb09GzsBeG5hDSrtO5TaHl7KJQ/6Nd42GAxnnmNlLh+PQN17gduEEA9prb92Cs7prCWjNzh/bT23vdjMg7NjTCkKYaWDDn2p63QpybEOZfPIIGixak4VjXGPhKdQ2hqiKzEYhh+ZyoC+1HW6nFMUoj3hE7ElP3+jg0uromycVEBNgUOpdahZirRt2nwHpUEpTZ4j+nUtRmuUcVZGLUcaXxW5NqvmVNGe9MgLWRzocPG1R4+riEUtPB8e+GMri6YWUVPgYJmKE8MI40hjf0pR6KS0DCPaJT/ksKvDpTOl6XEVkwodSoTbb2r0fV0pBLe80MyymZWU5Fi0Jnxu3RI0N15/w3jak362bHbx+v386rrguCUgLDX5wpTGGgyGM0PGdpXkWHz+uSZWzK5k9rg8GuOBb3Bucejo676PxgKbZXwFwwhH2jatvsP8tXWsmlN1RD8agsDyr64Lkuc21tagteb+mZWkfMWXP1DK/X9oYdnMSipybZSGCidYw5leJgbD8OGowWWt9eLjeRIhxFjgVcAEl49CRm/w2bnlWOFItmyjSzuDluCPido8ODtGr6fwlORAr899f2jh5otKiVgCaSIUBkOWTGXAgFJoS7Cz3eOurQezZVc1BQ5basf1CyzvTVj0eh5FYZt7fn+Q//OBUuj1s88VdSR5wsWEJ0YnRxpffaWKfndTDe8vC5HwBUpr6rtdHvhjK0umlbJ8W1CxYpmKE8MI40hjP9fipAK2WimqHJf8UqdPCevA4G/f121NBMHjTHZT5hwsCX+9roEVsyv7bwYCvtZU2sHzmiCNwWA4U2RsV8Zuff65Jm65pJRoWkbZkWJQmzoh7Zu21+9G51YN0dkbDKcGy3HoUjbeILKgGWoKHEpygl4LrQmfJRsbaYx7rLt+HF/b0sz9M2NIocm1NCtmVZJSpH2GpGl4aTAMQ46rs5AQolgIcY0Q4i+FEHOEEMV9b9da7wPuPB0neLahlaJ9705KRII8nUQrlc1ozgjUZzSI/un5JiK2pCxi0ZnyOb8kzHevqAQ097x80EhxGQx9GGwerby6im+9dICILWmMe9njmRJpCMq1urRDwld0pjRvtiXZUB/n3/7QwoQCh1jUZmJhiIocssFow+jjSOMrE1heM7eaPOGSpxLk2QoB5DkW91xWQVFYsGhqEcu3tZBSpqmfYWQx2NgPbGjqpJ9TK0WeTvbzhY72uve+0sLKq6sGzL/dHals8MaxBBW5NlOKQlTnmUY+BoNhaMjYrkwpf2ZjbNEzDcSiNpbQPDaITS0WSfJ0kt54zxBfgcHw7hBScsCV7OvxebMt2U8W9PBxr7Vm0TMNLFhbn/WnS8KCFbMqKLeSlJAgx0+SpxNH9RkMBsPQc8yGfkKI2wkykm3gIFAOuEKIf9FafzNzP631v5+2szzLyWQ0b6kdR0oLLCEQaL43K4Yt4ECvR2dKs/CpPf20Bm2pwT/28xsMo4F+80gJQhJsqfnniwspyLHYUju+z453EHTI6IAVhqGxx+dzzzUSy7X7aaJnnJ+Q45mE01HMgPFlBaX6/33tWBxJWrs72Hzo9QVCaLpdxY3rGvrZ7X3dLqF8xzT1M4wYBtrWMyMzcfjrhm3B+hvG42vY1ZHi1i3NAFl7PeexPdl5NiZqZbMEDQaD4UySsV0PzIohgd/MH0/cVeQ5klteaOLJXd1cPymPDQtqkEITEka6x3B2kGncl9SShK+pfWpvv3VVX1nQXAvyRQohJZtra3AVffzpYPPaVB0ZDCOLYzX0uwlYAnwCeFJr7QkhbGA+8AMhxBta60fPwHme9WilDgUb9CGNoh5P05nS3LploNbgz6+tIsekLxsMWbLzKN3QAR/2vrODiilTgjsc1uihixDz1+7h2QXjiTqSuk6Xuk6X2148NN9qChxKhNklNxw2vtLDITc9pjJNIaVtgy/wFIPa7XsvrzBd4A0jjsNt65la8PV93RYvh4aeYKLNfXJv9j4Zez21NMz2liS3bmmmMe6x5cbx5JE4MydqMBgMfdBKIQQkFUz96dsATI9FuOWSUpZeXNrftzQNyAxnAZHcKA2uw/4enzFRgRQcc12ldTBXCvGy/oUyRaIGw4jlWJnLfwf8H631mswBrbUHrBZChIHPAia4fIoRUtLqO/R6ihw70A8cTGvQdBI2GN4dCT9optnUEzRZyWiBbW3szXbs3lxbYwLLhuOmzXdoT/gUha1B7XaPq4ztNhhOgrAkq6fcV7dxa2MvSzc39es4D4F9z7eksd8Gg2FIEASZmIP5lpuMb2k4ywiXjuGtDpfPPdfIM+kqI7OuMhhGF8cSfpwGrDvCbeuA95/a0zFkyvQTvubPrSleauhmQrrMc6DeoWmPajCcLEJKrLTT/+XnmxmbZw+YZ4/Nq6bYMvPMcPy4CnZ3uvz67Y4Bmoorr65iUqFjbLfBcBLkixSTCh3KI9YAW/2za6q495WW7H1rChwsAV3aaGMYDIahwQd+19DNmrn9fYE1c6sptU16puEswwllq0D3dbsopVg9yNg36yqD4ezlWJnLYa1162A3aK3bhBCh03BOo5ouHZTpr7t+HKu2t7NkWikrX2/jH95XzMaFNfgaQhYUYsr0DYYTIWjcFyKpIMcWNMd9KnJh5dVVLF7fwN9vaGTF7Eo21tbgq2CeFUnXNPEznBC2JGu7f/5GO0/PH48tBZaEsAVRZWy3wXAyaKWoclx6Qw4+sp+tbuzx+jVtXXl1Fb5WaG0kaAwGw5lFSElKOoQ0VEbDbNnXzXPpNZwjocABP9U71KdpMLxrMhrLPhJbQI8bNO+7dcsBvn9lJY4FGxfW4KXHfqnt4btmXWUwnK0cK3NZCCEmCiEmDfaDcdlPOUkVlOnf/4cWbp9ezvJtLVxaFaUxrvA0PLWrA6m1CU4YDCeAkJIW5dDpgRTgaZi/th6tNRW5Fg/OjnHv5RU0xX16XEW+AwWq1wSWDSdMxIKv97HdBxM+GuhJeSRcY7sNhneDkJKkkvgqsOUfeayOrpRP1JE8ODvGxtoaHpwdoyLX4oevtQUSNAaDwXCGkLZNg+sQ9yWkfcxzinPY0+XyVluSblfhGjfAMIKRtk2HiNApIrTpMCktcRW0J3xq8oPN3ca4xxc3NbG/xyepNGELikUS3zVZywbD2cyxMpejwE5MEPmMIKREpvWJHt7ewcQCh2VXxnCVxlOa/3ithY+fV0RKa4Q0OoIGw/EQyY2SkGF6U4rWhEeOLclLl2291e5SEbGYWBhCClAalFJobeaW4cSxHIekB0UhwXcur8yOqYTr8/XfHWTF7MpsI0CDwXBi2OEw+xOS7pSPqyA/FNjxN9tc9nYm+f8mF2b9pZWvt/FX5xeRL1zTKMtgMJwRhJQ0uw5FYUWPC293GR/TcHYhbZsdPZK7Xmrkax8sI6V0dl21u9PlxYYePvf+EtbfMB5PQ3PcQ2tNISkTtzAYRgFHzVzWWkuttZX+PejPmTrR0UCvDOFIslqCt790kKWbGtEacmzJP76/lKgDf251jY6gwXAcWI5DtHoyvoamuE9nSlH7VD1SkC3b6nE1uztSNPZ47O5IYUlBRJuddcOJIaRkR7fA0/Af/9uGBA72+rzRmuTrvzvAN2aUk2OZfVqD4WSww2He6tRc9Vgduztdblx3yI7f+0oLF5TlsnRTI6+3JGlLKv7hfaWcE1VmMWswGM4YXdoh6ihSSqK05oE/thof03BW0a4cFqyt5+aLSujxdL911art7Vw7oYClm5r4U0uS1oRPdZ7D2LBvvosNhlHCSQeHhRAXCCG+eypPZjQjpKTXF3i+Js8R2fLOz15YTGfKJ2zBG61JciyLqCNJKROkMBiOhuU4vNUtWLGthaSCxesb+jWa6Fu2BRCL2lxYFqbKcY0TZDhhuglzw9p6BJrrJhZwywtNNMc9KnJt7r28ksqIpNuorBgMJ4zlOBxMSW5YW09dp0tJjjXAjt/2YjOfvbCYqaVhxufblFtJI2tkMBjOKBFb0OtJXB/qu11uvqiUe14+SNLX2FIwuTBEcdhUnhpGLikf6jpdxuY5A9ZVN19UyvJtLSyaWkRFrk1ZjkWho8x3scEwijih4LIQokwI8UUhxCvAa8DU03Nao49e4eAr2NV5hN1sDVFH4mnocZXRETQYjoK0bZpSNgvW1rP4gmJ8FThDrQk/m7EctUVWaxlIl22ZZmuGk6M37XDv7nTJcwSfvbCYkhyLjqRPZ8rnzXYXzwwtg+GEkLbNjm6Bm7bhgLHjBoNh2CGkpNMTJH2NJeGBP7YStfv7AhqNMss3wwhFSIklg4ohXw++rjp8vIeUydI3GEYTxwwuCyEcIcQCIcQTwD7giwRB5Q9qreed7hMcLSSVxE47I4frA+aFJM29Hj2uwpYwqdAhXxhjbTAMRkbzrjHuUdfpYklByDpUPv3QVf0zlquiNu8tC1OdY0qoDSdPxuG+dcuBATY86kge+GMrjhGSMhiOm4wtv2FtPU56fgFHteNlYYwdNxgMZ5wuHSLpa6SAsMWgWcslOZI8s34zjFC6dIiwFch3Nse9o66r3l8WMpWgBsMo5KhLXSHED4D9wApgD3Cl1vocoAOoP/2nN3pwFXhKcfv08n7OyLnFYRwBnoIJBQ65FoyLaGOsDYYj0KWDwHLG8fGVZvvBXh6fV50tn35wdoyfXlPF+SVhcixNqe2bDsaGk0baNiEJj1w7doCDPbUkzMrX27h9ejk51hCfqMEwgsjY8rpOl+6Ux5q51dQUOGxt7GX5thY2LKjhkY9W8b6yMEVhwdvtKbpcIxlmMBjOPEkFvtI0xz0kiljU6pfFqdBEpZEIMIxckgosFGOiFpaANXP7r6t+dk0VpTkWuU7wPWxiFQbD6MM+xu3/CLQCdwK/0Fp3nPYzGoUIKbE0rNjWxt+/r5j7ZlbiawhLgWMBSHIdiSXAFgovlRrqUzYYhi0pFXQnXrW9nYeuqmLl62187LwimntSPH9jDSk/yDINSbAFRPDxUsbZN5wcQkrafYdcW1MUljz60bGURezsGPMVLJlWiqcVSR/CQ33CBsMIIWPLawocPvNsE/81Zwyba2twFdgSIhaklKYjpdEqaJ61YlYlmLJzg8FwhrGkYOVrrXzqgmL2dCkmFEhy7TBe2l6VhcBL9g71aRoMJ40lBf/6h1a++oFi8hwHrWFTbQ2+DtZTy7e1cN3EAgSQUIK8oT5hg8FwxjlWke5kYDnwVaBRCLFGCLHwOB5nOAG6tENIwnUTC/iP19oQaMJS4OsgY7k9qVAaYj/aSUfKZOUYDEcjJIOOxUumBY0lLq2KkucIzi+NBIFlEey82wLCXq/JIjG8K7q0Q8LXNCdgTK4kFrXRgNaw+q0Odna4WBI6kgqTw2EwHD8ZW54puf3EM/v5U0uSiBVEj7tc8JQk7vp8/XcHuG16ObbpR2EwGIaAHKm4bmIBP3m9jZIcSY8r8RSELFBa0eMP9RkaDO+OzBj/1z+0kfRVNk7hSDjQ6zF7XB5johaOBGnCFQbDqOSoQWKt9Tta67vSUhhzCLKYHwLKgbuFEKah3ykgpUDooIRq9rg86rt9trcmSfoKpTU5FnSmAsF8SwqENLF9gyGDkJJuEaZVh+kWYQosnztnlPfrWCyFoDXhobRGykAPzxYm1Gc4cQ4fbykl8DTEXZ+ulKLHVbzVlmRPl8s5xTnEoha+rwhbklLbbGQYDEej7/yyJVlbvmxmJffPrOS84jBxX3Pl6jr++rf72N6apChss3x2jB/+Tytxz6xoDQbD6eVwP0BISUS7jBlkHac1RO3A7zQYRjKDjfGOlMfO9hQJH84tDlMeCZIpTI8Rg2F0cixZjCxa6+eB54UQS4AbgEXANiB0ms5t1BCS8I/PNfOfH6kgryxMSgXZlY4E39c8+Fobs8flsWpOFV/c2MidM8qZFPGMlpFh1CNtO9u8LyOF8Y0Z5dTkCZbPjuGm55IEwpZNxAp20xM+5OCa6mnDCTHYeLt/ZozmuEuPq/jFmx18+QMlRJ1DpbBRO9hAHO94RtfbYDgKQkp29drMX7uXuk6X6yflsXxWjAdmxfBV0IfCFgpbSjbV1mTnWIGj2dnhsqE+zl0ztJHFMBgMp43B/IDMuqwwLLmgNPj+z0hjhSX4GhKeJmeoT95geBdopRgb9sktDeOms/ItAYWh4Ls4z4EDvZqulCZqossGw6jkhGe+1jqhtf651vpaYELmuBDiqVN5YqOJfOFy54xyPruhmVeaEjT2eCQ9zR0vHmDmmj385flFXFASojQsaYz7zF9bT5c2MX3D6EZIyc4eyZc3N9Ic96jItbn38koeeaOdAwnBnb87gI3iYK/Pko2NvNqcYEeHR3sKiixlNmcMJ4SQkn1JizfbknhKE7YEX/tgGT98rYXKXItY1OK6iQX8w4YmXm1O0Bj38BSEtUvU7zWBZYPhGHQRYv7aeuo6XabHIiyZVsoVq+v42Lp9vNGWQmtNpwv7e3xeb0lS3+3yekuSHe0+d/++hSfmVZMvzDwzGAynhyP5AXe+dIAuQuThEvcUrQmP7S1JdrS7bG1K0pqEiDb9cgwjGyElDUmLP6W/f//3YBKhFUlf8XpLkj+1uOzq8Ig6knxpKvUMhtHIcWcuD4bWuqHPv1cc7b5CiIeBeUCz1vq96WMlwKMEQep3gJu01m1CCAE8AFwHxIFPaa1fTT9mEfD19NN+W2u96t1cw3BAK8WkiMeKWRWklCBsCRBw64fK+colmvteOcj7y0Jcf04h/3Xt2CCr2YIOP4KvNCGpyReuCZYZRhVd2uGbLzWzZFopn3m2gbpOl5oCh19dV03U0dwxoxyAcXnwwKxYVhes2HLxXeP0GI4fadv04LC/x+VzzzVmsyqXXVnJzReVIgTkhySVufC9WTGUgrDU5IskyjN22WDIIG2bbu2gIKgsIch4sgQkXKjrDILDt1wS2PVYrs33r6wkpTQayHMk+SEozLFQ6SZCEs2KWRXGDzIYDKeVXhlif4+X9QNqChyevWEcD8yKkfDB0w7jcxWdIZvyXBtfQY6lySdlbJNhRJD5jk6qoCG1YwXfs4W2otsXNBw2/ldeXcX5RRbR0kMVe4WORnlGZNxgGI28q+DyCfIT4AfAT/sc+2dgg9b6X4QQ/5z+/xbgo8CU9M904N+B6elg9DeASwgKH/8ghPi11rrtjF3FaUIEXj0tAAAgAElEQVQrRR5JhCXpEmGkCBZbSMG/XF7Gni7FzRsbsxqylbk25TnQkhDEfUhJh1JpFlaG0YMlBd+fFUhfbKytIWzBvi6XiYWSprjmnc4kUUfS4yomFDiMjyh810WZuLLhBLAchx3dgorcYHPimRvGE7Ghx9XE3aBE/2DCH1Aeq1WgtWgwGALscJi4kggAHcynpK9o7tHkOpKILagpcKjrdCnJsfjbqYUsmVbE/riiK6U40OtzoNfP2vVJhQ5lziG/x8w3g8FwurDDYXpTgpTnsam2hlBa9qq+R/FW++H+pkeu74IAlFHqMQx/7HCYHl/S4ylaEz4Ln6rPBpB/8dGxlEckIUtwfrGTlaWyJGjtE/dlP5mYmy8qZUzUocoxcQmDYbRxxgRxtNabCRoC9uV6IJN5vAqY3+f4T3XAS0CREGIMcA2wXmvdmg4orweuPf1nf+ZIyDBdKcUbrS6z19Txnd8foNcX5Ick35sV4+LyMClf8ZXNjezq9Ik6wS4hSDzLSGUYRgd2OEyvL/C1xhKQ9DVozdg8i15PELYk7ykJU51n8dzebpriPp3qTO6lGc4GhJR0+DaPvNFOZ0rhKvin55tQWhC2IC9kYUlBVdRmb2eSJdNKs+WxBoPhEHY4TFIH+uNtScVbbS67O1yUFix8qh4pguyolVdXUVPgMDYq+eK0IuI+aATFORYVuTbvKQlRHgns+v4en17hDPWlGQyGsxw7HKYlJSl0YFxBmLClCElFtwc9rmJM1KIm3+Hc4jC5jiR5RnO3DIZ3hx0OszcOPZ7GT38nZ+SpfvHRKiYU2NhSkmtB3FP4WiMFFIfAkRZSQGWuzXtLw3z7L8p54I8t7Opw6dLm+9lgGG0Mtdp6pdZ6P0D6d0X6+Fhgb5/71aePHen4WYHlOMR92NXhsm53J0/PH8+tHyqnx9Xc+/JBZq2uY0+3R54j+doHy/jmSwfoSGn2dHks3dRIXbdCyKH+SA2G04sdCvFWp+bB/2kh7mq2tyaxhSYkBQkfulyNpzUJX5PwNJ+6oJh1uztJmc1zwwmSkg4JHxZfUMzuDpfF6xv46gdKiVhBJlLc0/jpsTZvcj6vH4yzaGoRST8oLTQYDMHCNYWkrkvzPweS2blUkWvjqUAKw1ealNIUhgW/nV9NQcjCh2AuCUj5mh9sa2FPl8fXtjTzsfOKWLe7k4QyPo/BYDh92KEQLSlJ0tckfKiMQFhKenyJBnJtQUFI0usH/kCvp+lwlfEBDCMCy3FoTEh2dbh4iux38qenFvLL66qYXOjQmlAorej1ISQllhCEpKbLVSgNntK4StPQ4yGl4LYPlRJ1JCklhvryDAbDGUboU1RHKITo0lrnH+M+E4C1fTSX27XWRX1ub9NaF6ebA35Ha/1C+vgG4J+ADwNhrfW308dvB+Ja6/szz9HR0ZG9oB07dpySazsTRHKj5FdPJqUg5fvEPajtU5Kyem41//4/rWyoj7NqThU9riLpay4sy+Ermxv5/LQS/u7Z/Tw7t5z2vTuH+nJGLJdccsmQfhOO1PF7pojkRikcN5kvPNfID2ZX0uNC1NF0uVAUkuzr8QfMG0towpYkbEnadr421Jdw2jBj99Qz/j3vI+4HmfGNPR6zVtex81PnkB+CPV0Dx9q4PIudHR7VeTZaKw7u+NNQX8KIwYzfs49IbpSqmgn0KEHSl3zksTpWzakCYNbqOrZ/cjKWgDmP7+Ej1bnc+qFSQjKoJPc0tCZ0v9Lc1XOrefTNduZMyOfvnt3PuuvHEZbQ9vbQzrPhPHY/+ELuCT/fy5fH3/1JGUYMQzl+h7vdLSoppTg2lrYUuEpTGRFIAUor2pISS0JIaBriaoA/MD5PsOfPxgc4nQxn2zsSiORGyamanG5AranItbFEUKF33xUVFIQknoa2hE9KwSNvtHPTuUXcuK6e52vH0e1BY4/P4vWH+t787JoqJhU4/M/BJOfm+iYmcRSM7TWMVI42dk/ltuo9J/GYJiHEGK31/rTsRXP6eD0wrs/9qoGG9PFZhx3feKQnnzJlChBMmszfw4HBzqdb5tDrg680Edviuifrso1t6jpdap+qZ93143h4ewcVuTbNcY/CsMBVmkVTi6jOC3QKrXDkhK91JLw/o5Ghfg+G4+fg2jl0uJqbLyohpTSOJVBIdnckmVoSzjr3cGjebFxYQ0ppciw97K7neBmOn8XRGI7nejLvYYcCR4CWgh5X8ZWLi7Ek9PbZ/INDY21TbQ2xXBsJpLQ86fdhJH3eI+lcj5ez7XoO50x8ZkJKdvXa9GqLhA9NcY+6TpfWhE/YCrSV67tdIpZg5dVVLF7fwKVjIlxdk4cWkPA0C5/aO6gfJISgrtPFloIc68Q+r7NxvPZlwLW9sO/dP8cw52z/TI/E2XbdQ3Etx3oPO0SEbi+Q7Olwfax0tUV7Kggs+wpcKY7oD5xtPsBwPa/hwHCNORyNbpHDO92BVnLYEjTHPSwBy66sRKPZ0+1TFrGQUvLNF5u49/JKrnliD3WdbnbtlWnuB8HY/5unG9hYW8OkQocKB8pHyHvxbhlJn/vhDNV5j+T37FRwtl7/cdUTCiFCQojPCiEeFEL8tO9P5j5a6++cxOv/GliU/nsR8GSf458UATOAjrRsxtPAHCFEsRCiGJiTPjaiEVKS8AWWgB//qRVfH+qYnqGu0/1/7N17nF1VffD/z3ettc9tzjlzOXMjmWQggFCu0argLUARLwQfucRW7PMU0ednWxSpv/p7/HmhWiu2/oqi5VGrtcTY8qiVi9igrYBcFK+oASVyCYRJJmEy9+u57b3X+v2xz5wkGuwQEzKTrPfrdV4zOUySfcI666z9Xd/1/aJVckNmJKnx1ZszXPvAaHOnsb8YkFK+bYR3+BGlmJU0c7GgRDihLWC86nhkvE4YQ0uQ7K7v630TOUhpoUD9EF29t1SFMeycC9FiObEj4C2ntBOo3ccG9zQwnRwpzBmwzNfC97wj04wLuHDjIHWbBJaHyxH9xYCPPTBGZ0az/rxlfHrTOFkj5APh1guWs7o7y5qbBqjHST3Hfb3HjJLd6x0tFMTP657nHRxho0zASCWkPWOYrJNka5YjFA6R374e8LzFrGZpNuHrzGhyRsgFgiDU4mTTJLagBS47qY3Ratwc66FN7r32NfZjC8vTsW/m53lHoIXe/m4A/gKYAZ74tceCiMiXgR8AJ4jIoIi8Ffg74DwReRw4r/FrgG8CTwJbgH8CrgBwzo0DfwP8pPH4cOO5JW3GBSiB8WrE+ccUwTn6i3sXwe8vBliXNLsxCla1BrSnHXcNlunMaIbLEV+/oI+ChM/wt3je0qCMoWayzOksE5KlrLM8UTG87KbthBbAEbpk0dMSJNkjc6HFPsP7JlDQaSK/yPGeNa3gmh+PMV1zGFFsnUrmV6PY51gzKlmstxjI6kNxxZ53aIlShEGGqlXNm8z5m9d/fuUyhsoR77x3F4GCT57VS3fO0Jc3dGRMswSGFsG6fb/HApVkV928ts/P657nHTSiFEYln/fX/HiM2LpmTdrhcsT1m8YB+4zrgcBvMHuLnFbChs2TXLm6xEd/MspsaCmlNbGjucHrcARKmqem58e6c4650O5z7Gc12Cg6FC/J87xDbKEffa8BXuqce49z7q/3fCz0L3LOXeqcO8o5Fzjn+pxz/+ycG3POneucO77xdbzxs84593bn3LHOuVOdcw/s8efc4Jw7rvFY/+xe7uIyn41Zc4J1lkAJrWlhJoy5eW1fc8LuLwbcvLaPahRzVItuZPrA5vGIr63tI9CO49sMq7L+Rstb2pQxTMaa0aplqBwxOBNSs3DRxiToECioxrszRcarMRpHV1YTxpab9vG+SVUmiUO/6eI9OzoISGv4y98v8YEfjDAXOVoChQLE2X3O0VosOW0phxbn/FzsHVlEKaYJGJixTNdj+osBtdiyYfMk73pBies3jXHdmh4+vqaHrqwhdpa0hnKUNASaz4BK1kNun/O5UZZVrQEnFJyf1z3POyhEKcZsQLaxUfyBM7rYORc1g80bNk/ymqOLfPbBCbJ63+uBDuODa97iZdJpFMka9/pNY1x2UhsprajGECiaG7x/++NRtDh6c6a5SdxfDPi7n4xydDFg/XnL9hr7t72ujzy1Q/viPM87ZBZac3kbkD6YF3Kkma9HeOHG7dyzrp9PPzjO5Se3kxIhYxRpDfet6ye0yUImjC11K1Qjx4w4iinFqlaFAHkJsVGEL4jhLXWzLiAGKlHEdN1RiexeRw4ja0kpMI0SMR97YIwvnNtLPqUYq8QcUzTcu66fyCaLo3Yd8uivth2WNY28g2vGJrUVu7Kad72gREYndZe/9tgU5x1doCWgOdaMgvYUVGLYMReRNYo2Ffo52TuiVCQgsoqvPDrGW05p59YL+njf/cO8/8VdXPPjEd6+uoMV+YCMTkpbhM4BjoyG2CVz+sB0yEd/PMZ7X1ziqJzinnX9ybFcBWkFOeOQsEYc+s0bz/MOjoqkgCSRwTpLKSN0ZAxZY9Eorj6ji7/50QiXndTG41OW41vNXuuBkon85pe3aIlSjNUV77xniGte2s27XlCiO2cwAhmdJLDFLtngXXf7IG+ZiViW13zwzC7++ocjXLemh+6coT2taEvv8Tlt63QEPtHN845kC81c/hJwm4hcKiJ/sOfjYF7c4Sqba2GKNBc2sjE18KYT27hzYIa0VkTWUY+TjumlDI2dckVKC7XYEVpHXlta4gq5uOKPnniHDUuymO/IGC6/Y2dS9kJ2Hzl8aLTO7U/OUAjg5rV9DJUj/uddQ1Qjy4pCQDUWBOgOQlqdf294+0eUomaT8fjtp2ZYUQiApOzKqV057nhqhrTWzc2/1hSM12Eugu6MZlkQ+sW1d0SYP4E17tJEKCILl5/czmu/vp1SRvPRl3UnJTDO7uXY1hRZkwSWHUlG4FzoKFCnXYfN7L8bNk/xuYcmQHY3ozaSbKRTq/r3lud5B1XFCpFNTlWkFGSMQolQixQpBd1Z4bqzejm1M8OyFkMttpRMRKdUaHMVH1j2FrUZF1C3cNuTs1Rjy8pCQC2ypLSAwEwEOaPoL2juXdef/PcYCsHe4z52Fo2lQ2p0SoXRJx/xn8+ed4RbaObyOxpfP/przztg1YG7nKVPGcNEHDSDDi3akrKN4vc6TQy0rzyWSrQ7GzMGShnNRce34pwDhHrsiBzUrKOUVsxYECcc1WJo1yFRzQfNvKVPGcOsC6hZGrveENqk2Nd82YsVBcP685Zx+R07+dgDY/zty7p5wZcHuPpFpb0yRQrGYeI6zlqsf3t4+/Dr4y2jk8DWnothUYqaDojrUAjgpcvzfPbBMf7stHbaUkmWxjGtrVgHWeUoSB1Xs7TP/wEOnE9Z9g5j8+8jCwyXY747OMMfn9jKTJTM37oxf8cO3nf/MFeuLvGhH47wkZd0kWoEaYwAKDpNiI0szlqelzfNE1uBgqKEWBclO+0W/D2r53kH2r7WBXEMkYOMgr//6QRXrm7HOUXNwWgt6avg4qR0gBZo0zFx6Bee3qH1TDGIXw/41htN+vqLAdtmIr7y6BR/dEIbV90zxPtfXKIrGzDbKI/RoZPT0a2BoiIBVZvUW04JFAhxsfWn9DzPa1pQ5rJz7phnePjA8h6UMVREkxz0TFhgmoAxGzAVWkYqlh2zEXqPBhCmkcVz6+NThNZRjR3zHwMCpMTS6ip0SsVnY3qHDWUMI6EmtBYj0JZOFvbXPjBK0Hh/fOyBMcp1S3dO85lzevnYy5MsuLsv6efclS0YLF26RpuroEOf0eY9s7aOEoNVzdPlCOeSJjwZLUy4NKMuS80kzSNdkCalINAwE1ra08JbTukgcsJ06KhGlkIAnapG3vkx5x1ZdBAwYecb+sB3B2e56PgCdWeb83daJyUubvzVJFef0dWs5xg5SGnBiCMQS4ur7bWesVHk1zqe5z1n2jpKVNDUG436WgJQIgQqadr3709M8cYT2rh+0wSVKGkcLQItGj9XeYuGDgIknWU8TjKSlcBtW6YYmHWM2QBRCmUMU5Jl1GUItGK8GrH+vGVs2DzJBauKfPXRST76sm5a0wYHpLWlTXZ/RjtrycTJ/VZJqn7963nePi24l62IGBFZ0yiN8QoRWWjW8xHD6YDRCmyfCbHOUYkcdatwKKqxUIuTbJ6RSkwgNIvgf/HhSbIaXt6X5/YnZxr1CIWcETozQlTzhfG9w8+sC8gFSRmL2dAyE0JKw12DZe4cmOWWC3aXvajHlpNLafryASsKAZ0mpJ0qeVfzixtvQYLO5ZQjS1+LQkTRnnLsqlgeHqtRi2NGq5aRSsxkHSbrikDBbD25kZyfkzNaSGsIBD/uvCOOKMVkrCgG8HQ5phbD645tJbKKeqwIGvP3XQOz3Ly2jy9snuJbW2e47qxeTuvM0J7RdJrIz92e5y0KpaOWEzeygUrppGH0/MmJQkp4fk+O+3fMcsXpJVJakdZCZwp/X+YtGjoImLGKkaqlHDlilySprV1V4P4dsyiEUKcZDjWRc6S1oARaAkVrWnjbqe3kA+Ftp3aQ1kkJTqOSrH3/Ge153rO1oACxiJwI/DuQBbYDK4CqiLzOOferg3h9S4YoxWwEc6EltPCqW7fRmzN85g96yAca1Sgd2BIk8fydc2EzG7MlUMxFSYbceUcXqVvXOGrlkNA3hfIOTzULOS1YhNFKyFEtCmR3A4lz+3J868KVpFSy0CkEjhd8eRv3rOv3WSLesxZZWJ43bJ+NeXxiljV9eXaVI664e4hvvn4FSmBwNqIlSE6fKCBlhJ2zMd05SeZkLWQ11GNLcKhfkOc9x6wJyAFTdfjyI5O8fXWJqHHvGbukNum+5m8lYMT6o+Oe5y06EzVQEjNagft3zLJ2VStagRFBcLzmmCK1OAnK5Y3FxfGhvmTPaxqLDFkNE7WYdbdvZ2A6pL8YcNPaPi49sZXRqiVjhGoMtTimGCQJFq0pRYtRFAJN5GDnXERPTjNdt2SNojXw8QfP8569hWYffwb4PHCtS4oCIyLvbjx/zkG6tiVlxgVkDUn3VAv3rusHkizmjrRQaWyNzzU6nF/3swk+8pIujmlNoSTZLW8xjkCBIGS0pSC+KZR3+IotRGo+6BegBLbPRKS18NXXLqeU1RhJAsuzYUw5Uqw/bxlpRVKo3PMWQJRihhRZSY4KdmY1Xdk8dQuX37GTgemQYio5WdISKEzjPI8FbvjlBH9+WglLksnkcEyHUFJ+0e0dGUQpZlyKwABWKMfJxsufntpBSjXKISdl8nHAVx+d5D8vXEklsmR0EpxxCO3G+sCy53mLSiWGXeWYo4sBm4Znufj4VmKXzGu12BE0NsfmkxxAYSOftewtDjoICOvJ9+tuH2z2chqYDll3+yDf/8N+jAjlCAopRb1iQZJ1bt3CeDWikNJooL8Q4HAYpSmmBBf6+IPnec/eQstirAY+MR9Ybvhk43mPpE5XObJkNDRKKRPZJNic1PZ0pLWjvxjQldVc9fwSH/jBCI+M1xhtlMmoRjBRjckZ/JFR77DXlk6CEVolwYm0ho6MBmCsGrNjNmLzeI2xSox1QjWK6W3R5MV34fYWRpRiZxiwdTrCOks9Tuolh43GPc2mqk7QKtn8KwSWtlTyeOMJbfzf9w3xi9EqO+cirBO60/6ooHf400HAlGSZcmkCLczUhUqcBFwcSbOrtIKUshhlSWlLWifvmfd8bxdbp0N2zkVETuhKWeLQz9ue5y0u85vMxQBe1JujFkNGQ6uxtARqr7XodN2SWXAxSc87+MYiQ9BI0plfz87rzRlqsSVykDWOKIb2tGFXOaIYQDGwpLViohqzZbLOwEzIr8brRNY1Gu56nuc9ewvNXN4JnAV8Z4/nXtF4/ognSmFROCyCZbQKxRQ4pQijJCs5pZIayvkAorTCAZ88uxfraGQrw1PTER2ZJHjmQxfe4STJfksaTaQUtKVgum4JHWSNogaUI0feQFva0JUzxDZpqmYkeX+EVtHe6Frsec9kz7GW14qZckzWCIVAUbeWuSjpoj1Tt/QXAwamQ2qxI2eErqzmiSnLca2KQBQntMKnzu4lanTe7kxZX2vRO+yZVIqxUGMkqUueMYrxakxPzhBbR40kU7nuHJGFjFGoxsmAY/17xvO8RWzPNYJ1SVCubqEjLUyFSYmfsRr0tyhagvRec1nFOl8Sy1s0IgvVKCKfMs317Lwvv/YoYgelDMTWoZQQ2aRRZU9OUwxgRYtiJlLNe660TjaMqzG0HMLX5Xne0rXQ4PL7gG+IyEZgAOgH1gL//WBd2FLigjSVCDJaNYJnluGKoyeXHPvXAlunI7RAWu/eDhypxBxdNIjRWAcrC4EPnnmHHWUMW+YU3x2c4eLjW2kJoO6SrOVC4KhEScB5ompBhHotor3Rrdg5yAUQuJgormP9W8P7LeYzlVsMFFOKyTpc86MRvvSqXuYiqFlFbKEQwKzAv52/nD/85g4i67jl8Wle2V9gvBozVRccyY1nVkO7Tk6S+NOw3uFOBwHjoWY2tGgRLto4yH9etJLhcsTyFsPnHp7gz08vsXM2JIwVhZQw2wjI6EZt5Q4dY10EDv+eWYLa1u941r9n8vLlB+FKPO/AEqV4smJ4ZLzMa4/OMxPCu1/QTtbAdF1IqWQ9OlmDsT3WogAhilRc8yWxvENOBwFlZzAxvP/7o3z2nG5uXtvHJY3SGO9+QTstRlGNLZEV0lqaSWsbNk9y3Vm9PDBcR2M5sZRNNlAERioRaa1YmY3wpcU9z9sfCzrg45z7BvAC4JdAofH1951ztx3Ea1sSlDFM1JOjVeUI6jEYrbh442BSsyuyGLF0ZTW5IAks12JHV1bzex1p0lqTUo4uXaPVVXxg2Tus6CBgOAz47uAsa1cVSCnLTGiZCsE5x1wkbJ+NyBsQEeqxpT1tiBoZ/cUAjI2I6vVD/VK8JaAiKVrTSRB5NoKhcsQ1L+1ksg61xpF+rUArR0Yn9ZfvvqSf9rTiZcvz3Dkww/J8QOSSOou9GUuLrfgyGN4RQRnD47PCL8ZqPDUdMlqNGZgOia1jw+ZJojgpe7HxiSlKWU05coxVLfNb5kogo8WvYzzPW5RmSPHIeIXndWSZrEPOwHteWGKqnqwPshoqUVI+q62xFtUCCktsfUks79DTQcC2imI6TE57Xn1GF39+9zDWWe65pJ8tbz6OK1eXAIhcclJ6spacAI1iy9VndPGjp2dZ1RqQMobbtkyhJSl11ZEx9OecL2Pled5+W1BwWUTWADudcx9xzl3R+PqYiLzsIF/fojcRB9RiR2wbdTyda9bydM4hIgzMxJQyQm/OsCxv6CsEWISUJEHlvK36BYt32NFBwK66YagccfHxrTiEGIV1ilqcFJGpxY7hcsQXN0/Rk00WNnEjsNyWSgLQfpHjLYQyhghhaM7xylsGCBvH/wopQ2iThXNsk6apQ3PJzaMWwbpkc3BVUbjwuFasSzKXOnToj/N7R5SJOOCijYO0BIqWQDFcjugvBnz8p2NcfUYX7/7eMBnteP1xreSNYnne0N6Ys5XAbVumqMc+r8/zvMXHpFJUY+Fly/NcvHEwKSkQw1yUlBeIXHICwyhI66TUj5AEl4spxYzfM/MWgbHI8NR0iHVJUltPTrjurF7aM0Fy4tNaQps0q6zHjtAmiRaVyFK3oMRx5lF5OtKKE9oD/ltj3ZvVjnap+WQez/N+JwttTXAP8GMROfbXnv/Wgb2cpSdpDOWSDqsCY5UYraC/GPDYZBJg7skZZkKhFic/m2vUkc07H1T2Dk/KGMaiJLA8XI6a2R9Pz8VUY0dsHXXrmhlxJ3fmuPGRGWyjXMa8SuQDFd5/TRnDcKgJLVy0MTkWGCj4/s45arHDKLDOsf7hCYSkvveOOYtrjLekBIai1VXolIo/ReIdcUQpwsbG+Hg1Zi60bNg8yT+/chl3DZb5zIPj/P0resiY5Ji4CFz9/RHOvmkAJfDZB8dY05en4Buuep63yChjGAs1WiUnTAemQ4yC+wZnmzWVh8sRdQtzYRJwDm2jtnyc9GpI+2Z+3iIQWWgJFKlGqYsksQ12lSM2jVR59/eGMY0mf0qS5tXD5YhHJ0IeGinTkUky8uciuOmxKSaqsU908zzvgFnoR+UccB1wv4i8ao/nj/h+okbB+ocnAIcWSyGlMALrz1vGp34+zlzoeHyyzo7ZkF+N1yhHjoy2yBH/L+cdrkQpxuOgmTm6YfMksQVBuHjjILFNgnyBEtY/PMEHzuji+k1jrCim2TmXBPSy2lKJrQ9UeAsyEQektGqeGgHIaMefnVbi8ck6WZ1ka/zRCW0oceQCxdNzMQMzIY9N1JgL/YLaO/IoY5iSLNOSYU6lMY2N8Y89MEZnRnPV80tcv2mM69b08JZT2lEitASWgnGsu30Hdw2WufWCPlLK8Rer21mVjfzNqed5i06FZE1qhGYCUGsKnteRxaikt0JnVmMEahZ+NV5r3rfVbJIcUVB+w9k79IyCudBiBEopSy0GnGV5i+G0zgyfOruXrN69YWJUUme5M6PpaUlz1T1D/GK0ys65iLWrWjmuxfrPbc/zDpiFBpedc+6fgHXAehH5y4N4TUtKWiU1CD/30AQAPVlFSsFRLZq3ndqOVnBMa4rlecNpnWmW54RqnARBlFloP0XPWzoqsnsRv2HzJFeuLlGJLDXrGJgO+fhPx5p1Oy89sY2vPjrJR1/WzcmlNMvzhlIaUkrI2dAveLwFERz1GFI6uWkE2Dwe4nB8+EejVKOkLmxPTmGdkDPJvNzbYjimNUXOQBD7EhjekcOk0+wKA8arMUNly8+Ha6QU3Ly2j6FyxDvv3UWg4JNn9XJ6V4b+gqGYSoIsNSvc+Jrl3Luun+cVhbytknc1P197nrcoVRvZyXXrSKkkAWgmhKOySX+FamTJaKhZt8/1QV7FvkSbt4Rthw0AACAASURBVCh0BjFHN9a5v5q0LM9BPqWa6X4iEFlHSlk6MprZeswHz+zioz8ZBRx//4oeTuvMcEzB0JOK/Ck9z/MOqGd1yMc59z3gTOBSEfkXfOYysYWvPDrJ207toN5oIhU7aE0rTutM05rWAEzVYh4arbF9zlGNLGPViEkbHOKr97wDr2oVzjkmahFXN7KSRyoRKSX0FwNu2DzFZx4c5/xVrXRlNO9YXSJjFGktfHrTGDMhSN0fz/IWziJY5xAst17QR38x4L33jwBJrbk//NbTOOewTqhEST3FQiAoIK2FQCU1wj3vSHDMccfz2HRSm3zrdMgbvpnUWQ4b65k7L1rJja9ZTl8hIK2TGvjWwUgl5pdjEVunk5tRX5fc87ylIIyTpnzWOSJr6clpRisRE3WYDR3vvHe4uUYwosgZIaWgaBwlFfo6tN6iMRkKWZNk27cEiu8+HfLoRMjmsRrV2HL9z8cox8InfjZBIYD2jKY7p/nk2b2sLKSA5DO9HFuGQ+UT3TzPO6AWOqM8Of+Nc267iLwcWA/kDspVLSEFCfnjE9s479ZtDEyH9BcDbnz1co5vUzhRtKWEuQhSytCZNbSlLE9MW6brlvbMob56zzvwYusYnA3JB4qcgWvX9CAk2aK3XtDHRRsHuWHzVPNIdWwtL/rKAP3FgOvW9BBa/LaV96xYt3vM9bUo7ntDP5GF/B5j7vgNW+kvBnzt/D6UOAopzdNzEUpged4wWhc6jPFZHN5hTQcBU5GhHEVct6aHo1pMs87yg8NlLj2xjVfusZ659YI+unMaC+QDTbaoMEpopYaN/Aag53mLn1bwD5sm+NPT2hEROjNCJU5Omjrgr87s4pW3Djbnva9f0Ncs8+N86w9vEalb2DRa5/s75/jT09p5XlsKEcGopBn1latLtKYcbzyhjVfctL05pteftwxwKBGMEnqympqFCQloxa97Pc87MBYUXHbOrf61X1eBSxuPI5qzllXZiPvXraRmhdA63vO9XZQymne/sJNAJVlx+SDZZZysK674ztN8fE0PRkBpH8zwDi9pBZ/6+Tjve1EnEzVLt1ZY5yhHwsq85rtv6Ce0ySKoGMBIVTPwluP40uZJunOGQLF3Vz/P+y+kxDXH3BPTMd05wTqYQ1hVFO5/Qz91m9xgFgw8PB5Sygg9OcNrvr6Nuy9JgtET+EW2d/hSxvDYrPDlR8a4/OR2OrNpMlqadZaveWk33xuc5e5L+oldkt3UmYLJKCmHUQws28uwXNX9yRLP85aMtILzjynyuYcmuPzkdioKAiWkdHKE99ii5r439FOPHYES2sWX+fEWp5TaXXJwfjwbBRrBKMtUHYxSHFNM7rfqcVIS5um5kIzW7JyLqMWO3pxB4XxCj+d5B9SCy2KISI+IvE5ELheRt8w/DubFLRXOWgpSR8Ricbzt1Hb+5KQ2tk7VCa3FqKRURjV2/HS4ylA5ojOjEaAu2h9J8Q4rBanzoUZ9r5FKzEglJlBCS5A0SqnHycST0fAn3x7iuC9uYc1NA5y/qsDxrYZ27evaec9OQcJmTbk9x1whgHKkmKrH/Gq8xkzdMl6zHNemaQkcaS0MTIfELll8+75+3uFIGUNZZxmLA1pTmiufX2L9wxOcuOEJds7UuOWCpM7y+78/zHHtmaReo04y/4eqSdd5I5b7ng5pSykfdPE8b0mxQGtaOGdFnpFKzJbJOrXYEtvk3uyybw8xXI4RHJ1B7Oc4b9GaX+9ev2mMly5rYaJm0ZKcDi1HipZAEVn4f747wiu+NsC2mZBKZGkxirQRfq8jYMPmSUyj3FXwrAqkep7n/XYLmlJE5ELgCeDDwOeAKxtf/8fBu7SlZcYFnHPzdq59YIzntacxSqjFjvd+b5jHJkJ2zEbMRclu49fO7+MLvxxn51zEwKyjgq/16R0+5rP5rz+nl9M6MxiBamx58VcGWP6FLZx7ywBj1Zj/88gUb1/dAcDAdMjFGwepxPhMfu9Zc9aysqC5dk0v3TnDcDniL+8b4qmZGC3wljuGuOLu5OZRiWCdYqou5IyjvxgQKEhph/GLbO8wo4xhMk6Ov0aNplaC489Pb+dvzuwkExi+/Mgk33z9Cr706mX8XkealkC4/udjbJ2JOfeWAY6+YQsv/up2enKGvPjNP8/zlha1j8zM+c3mT/xsnLev7mDd7YPUrTAW6uf+Aj1vgZy1LMsJ731RJ6eU0kzVYv74P3bw4q8MMFqJMWKpxY4LVhUYmA65/I6dPDkVUo4cE1VLxiiuPqOLjIa0dj6hx/O8A2qhKbMfAS53zn1NRCacc88XkcuBkw/itS0pWgt3X7ISESGtYFmLoZTR/H+v6GG4HFFIKWqx47KT2rjmxyNc9fwS+ZTiiw9PJA3NlM8G8g4fzlraTMik0wRa+OLDE3zz9SswSkhp4Yc7Z1lRTNOX372xMjAdEvnjWd5+staiBDoyms6s5m9f3kNaO77y6BTXvLSb939/mMvv2MkdF61EBHaVI4K84esX9JE1luk6FAPBV8XwDheiFFM2oBI7tkzW+PCPRhkqR9y0to+2tPAnJ7XxznuGuHJ1ifNvS2ozvn5Vno+v6ebSE9uaQef5ebsriInq/g3ied7SUpCISaNoCRzdOYMRyGjBOcv5xxTobQkYmA5Rgi8T4C16WReS1obP/2Kcy09u50uvXkZKCzltGalY0sbQkUk2SQamQ1oCRSmreeUt27h3XT9HFzRKQY7YJ/R4nndALTRPa6Vz7mu/9twG4E8O8PUsSToIGK86npqO+It7hnhkok5aObImqfs5Xbd0pBVPToV0ZDSXndTGe+8fZu1t27n85HYim2Q+e95SJ0oxqzKMuizjccCV9wwzVYv5v07tQER4ei5icCYkbQzdOYPeYwHfXwx85qi33yqx4rMPTuAa3Xecc3z2wQlWFNO89c6dvOeFpWQDw0FsYbgcEVlYntfUYqEWOZzzG3ze4UGU4smK4eVfG+CEDU9wxd1DXPPSbnpzhnW3DxJaIbRw2UltvPXOnQxMJ9lLl53Uxrm3bOfTm5KbVq2E2EFOQ1SvH+JX5Xme9+woYxiPDTf8coKurG4EkB3/sGmMX46H9OUDtCRrUF8mwFsKnLV05zQXrCoiktxIbZ2q87a7hmkJknur8WoMJON6LkxKZ8wn8WQkRtUqPrDsed4Bt9DM5WER6XHO7QKeEpGXAKOAPzsEjEeGp6ZrfP4XE3zkJV1oLZQjh4iwqxyx9rbtbHnzcay9bftv/F7TaPhXt+J3yr0lS5SirgK2zzku2riNgemQH7/xGG57cpbbnpzd62fvWddPd87QmdEMl5OFTX8x4JYL+iiZiNif0PL2Q+Qc1/5sgmt/NrHX8/esKjIwnWzs9RcDhssRRxeTmnOfOruXzeMhc6FlVWtA1oW+l6R3WJghxYWNuRiS7KW33rmT69b0cPHGQTI6aQzUnTPNn4Ek839gOuSGzVPcsHmq+fyWNx9H2q9RPM9bIubXpZUY6nbf64P54NyuuZCb1vaRUo52HWF9zM1b5CoRnH3TwG88//E1kFKOjz0wRn8xYP15y8gHgnWW/mJARju/Uex53kGz0P3ZfwJe3vj+OuBu4EHgMwfjopYKUYo4laFuoSVQXPX8DlpSmq1TIVopjIK50DYzMvuLe2cn9xcDUlpQYklrf9fmLU0mnWZW0kyFios2DjYDFaWs2ueYnwstPTlDSjuOaQ3Y8ubj+O4b+llV1Ng4PhQvwTsMBEr2Od7Gq3Fz3P3Lq5fRndP8701jfOCMLrIa+vIBJ3Wk6UyLL03kHTaqsewVNAaamyyvX5UnaxzWWXpzZq/3zfz7ZU/+VInneUuJMoZpAiyKmlWEdt/3YHNh0nR9VWvAirymPa18Nqe36EkjxvBMn9VGC1981TK+fdFKApXEKP7xoQm+fkEfiFDVGUT5D3XP8w68Bc0szrmPOedubnz/JeB5wO87564+mBe3mCljeLJimKoLWpIgcl8+IHbJJB47SCnL0Y1dw50zNW5e29f8IOgvBty8tg/nYmqxImuS8hqet5SYdJqRusI6GCpHewUzMlp+Y8yvP28Zq1oDnLVYB3OhQyvIG7jmx2O+PIy337TArRfsPd7++ZXL2LB5klsu6OP0rjTHFAMyWnjLKR2UMkIttjw6UaMaW2YihzILPczjeYuXSaXQz3DjqQWuP6eXWqyYjYSWwO31vtmwefI35u1bG6dKPM/zFjtRigoBtRgqcdJfoRzGv7E+mF+PGnFM1R2TNUvN7y97S8AMKcar0T7jCmFs+cRPx7CNEnF9hYDOjOKK00t0ZBQPjtTYNhuzMwx8gNnzvANuv+6knXPbDvSFLCXKGEajgAs3DnDnxf3U45ijiwEiuwPNWuATP5vgytXtFNsCIgelFNy7rr/Zsf2RsQoiKR4bn+Uly/KIGFrxNQG8pUEZw6PTjg//cIiPr+lluBzRXwyaAeak4oXjzotXAkkJmLQCkeQ4V+xASLLnHIprfzbBFad1+PIw3n6pRFDKaK5b08PpXRkUyfj64JlddGaEWuwQhNgJWQPKObbNWk4upcloeHwyRBcC2pT1GczekiRKUdcp5mIhpWD9ecu4/I6knnJ/MeBbF65AgFrjgIgSGK86enOa+97QTxiDVpASx42vXgYi9OYMHWlHXK8e0tfmeZ63EDOkCNg9zw2XI9JaOKWU5t51/cQumfvSGqyFSuyYrsUU0wrxhbG8JaAaC9N1x/PazF5xhZS2VCLhitNLxC557htbpnjNMUUg6Vd9xd1DrD9vGbU4pmBS5PGf7Z7nHTgL2rISkdNF5DsiMi4i9cYjFJEDUrRHRJ4SkV+IyCYReaDxXIeI3CEijze+tjeeFxH5BxHZIiIPicgLDsQ1LJQyhuEwoBY7BqZDtMBT0xGFVHIz53B0ZTWxtVx6YhvXb5pgum6px47RGmwarlC3jtDCiaUs3VlF2hgiC6GvCOAtEcoYJmzAxRsHueykNrRKMt7++ZXL6C8GnNGbJVCwqxzz2ESdd9+3iyiypBozjmqUGBegEjqqcaNMjPILe2//pDQ44F337SJvYC6yZI1QSKnGxp80F9sFA2tu3k7OCEYlgenunCH0zVW9JUoHARMuzVwk1G0yt/bkNJ85p5d71vXzmXN6yZqksbBzjkCBdbD+4QnqFrZNh1SjGHGOuhN6WwL68oZC4Cj7PW/P85aIaizULDw1HRI01qYr8wZHMuelNczVYyLriBwIQk+LoTOjiGO/BvUWN1EK3Si7WbdQCJKHdQ5nf3Ot+7LleT72k9GkWaUWzu3LcfkdO+nOGZ+p73neAbfQ8xBfBu4H1gC/13ic2Ph6oJzjnFvtnHth49f/L3CXc+544K7GrwFeCxzfeLwN+OwBvIbfSpRiNAoYKkeoRmfhG381ydHFgOmaZSa0hLEjFyiGyjEr84p3rC4RKGHLZJ1Lv7WDq+4bZmguoh5bts+ERFbozhmMSjKG/BEVb7HTQcBjs4py6Jo1PAMFf3VmF9dvGuO6NT189fzlWJeUhenKaq56fol3f2+Y2FnGq5aHx2oMzoY8NllHRLhvcJavX9BHQXwUw9s/aQVpbbl5bR/f2T5LRoNWjnrseGi0zlPTIY9N1CiHlkpsufPifpa1CNUoaQZoXTIHV63yJYq8JUUZw+Ozwlk3DVCOHLGFuchx58AMJ5fS9OUDTi6liRv9IQZnQ5RYUsrxRye08chYhY6Mphw5Hh6vMzAd8uhEjXJkqURQODB5BJ7neQeVKEU+SLKWWwJFSwBXn9EFIqS1xYjFWouI8IvGuuDRxrqgFlu/BvUWNVGKMRsQKOht0YizzIWWtLZUIsemX1vrguMzD45z12A5qcUs8Je/X2JgOmysef1RUc/zDqyFlsXoBf7KOfdcbum+Hji78f0G4B7gPY3nv9S4lh+KSJuIHOWce/pgX9CMSzKWh8sRzrnmkVOAN5/cRqCSo/5GIB8opuqQNZAzwimdaW58zXK0JBl2E9WYtBYCDT05QzFwTNYdT1YNq7KRP5btLTrKGGZdQD2CS24f4NsXrWw2TJupa9IKPr6ml8g5IgsPjdZZ3ZWiPW2wwCfP7mU2gqNaoCVIN49xFQNoXZajIKEf995+mwkhpeDogqIzmydvYDaEnqzsNd7yBmYj6EhbNo/HtARJALqU1RiBXZWIyZpwQiEgDv2Npre4KWMYjwMu2jjQPE0Fjs89NM6lJ7Zx1T1DvP/FJVYWAiok2U6f/8UE73tRJ0e1KFbmNV3ZLFkNbWlFV84Q26SG+acfHOMvVnf4ednzvCVhxqWIYnDOMRdapuuW7pxQjxU/eLrKy45KoUWRM3uvQ/MBBFHNz3XeolaRgNgJUexIa8VI1XJMMTn9fFRu7zH9yFiFk/9lR7MWcy2yGFHoRvPrtBYyyoI/Ne153gEkC4kXi8h1wAPOuRsPykWIbAUmSE41f84593kRmXTOte3xMxPOuXYR2Qj8nXPue43n7wLe45x7AGBqaqr5gh5//PEDep3F/hPBBPyv7+7ifS/qRARGKjEtgWIutPQXAzrSwvi2JykUi1Dsom6TRc7gbMinfj7OB8/sojur2DodkQuEnpwhqy3jNchoxcu/NsCda7uY3L7lgF67tzAvfOELD+k27sEcv/srm2uhq28l2yuKSmTpbQk4/otb+M4lKwHhUz8f430v6iRjpLGQN6S08Bf3DO3zfXJMa8DNj03zhc1T3PzaXjITg1TKc4f6ZS55R/rY7XzeaXx60xhvPrmdgelwr/HWmYHN43FySkSSZpNZ4xivJUcJ54/KOpfUBD/3lu3cu66fkccees5fx5HqSB+/+6Oto8RUSy/V2PHyf3sKgO9cspLurKZm4cuPTHL5ye1JvXud9IR4ei5iNnR86udjXHZSG905Q2/OUAgs03VhVyVmuByxYfMkV7+o3c/PC7CYx+6Lvpd7Tq7hJy8vPyd/z+Fmf/7/HOh/60M5fg/kvJvNtZA6ahVKhG0zdfJBchK0NaVIGdVckxoNQ3O716SrWgPM5NNMjo/9bi/Ge84t5rn3YOg87lSqFp6eC+nOaoxSjFZ3f2Z/8MwulrcIoRXqNuk1omR33fFa7ChlDdXIcnRB2Ll1q/98P4QOl7nXO/L8trG70OByD/ADoALs2vO/Oef+4He9QBFZ5pzbKSLdwB3AlcA3niG4fDvwt78WXP5fzrmfwt5vlnmPP/44xx9//O96mcxKmq0zMaGFT/18jKue30FfPmnkl9Zw5d1DfPrsHvKuypRk+eVYjc//YoLrzurFkWQC4RzlOJnoc0boyxvGq5a33vk0//qa5Rz/xS08+eZj6ZDnrsD+gfr3OVAO5fW0trYumoXKoVaLYuJMHusgtHD2TUm2cuzgtV/fRm/O8A9n9TBajenJadozGtWo9ZXV8OhEuM/3SUos5UhIKfecZCsvtvG9PxbyGo70sTunszw6EfLNrdPNgFqghGIAEzWLVorYJfNwbC1D5Zj+YtCs/z1RjXjrnbvY8OplnLjhCba8+Tg6pXJIXstSGrMH6lqP9PH7bOggYCwyCLDmpgGuW9PDu+7bxcB0yBm9Wf7hrB4CDe1pQ+QgUBBZgKQsUS12dOcMtlGXMa2TBpcFCZlxAXX73M3Pz7WD8d5azGO3bf2O5+QaJi9f/pz8PfuylObLX7c//3/m/60Ph7n3QM67s5LmwbGQk0rpZiC5bh19+STh4ZnWpG0qxEbRgbqMA2KxjunFdl2Lce49mP9GYy5L5Fwzya1ud3+Wp7SQVY5P/Hycy09uJ2cEEWEuTMrAzNaTDZXOjCKjLYQH/vN9sY2P59L+vPbDZe7dX0fyeIGl/fp/29hdaIHfm4CtJPWNb/y1x+/MObez8XUYuBV4MbBLRI4CaHwdbvz4ILBij9/eB+w8ENfxXylISGdWkw+Et53ajhLh8ck60/WI0Do+dGZXszZhaOHDPxrlytUlPvPgGLZRF+nh8TrD5Yi50NISKD7w/RFO+dcnGSpH6EYd55R+Ll6N5z0zk04zJjkeGQ95cKTWbGAZO7j2gVFuXtvHUDninfcme03FlCZQQkcKDA4j0J3Te71ParElrSAT1+iQKnnnjyB6B878mDtnRZ6RSsyWyTrlyBI7CB38arzGjtmQX43XmKhZOrOaK+8eou8LW1j+hS2c8q9PMVSOiK2jvxhgfA18bxHSQcC2iqI1ZQktDEyHfOyBMb782uX0FwN+NFThoz8ZJWc0I5UYAbZO1ajFln98aIJcoJiuW56ei3hyqk49dkR2dyA57/z87Hne0lNv3HfF1nL1GV189CejjFRidszFz7gmTSm76ALLnrcvohRpnSSn/eXvl5rje/5z3jrLB34wyjkr8mglOITbtkxRjR3FlLA8byikhDC2uJr/fPc87+BYaM3l1UDJOXfAu7qISAugnHMzje9fBXwY+AZwGfB3ja+3NX7LN4B3iMhXgDOAqeei3jKAs5YVORgzhra0JnLJJJ/RinwgpLVmJNJktMM4GCpHvP/7w7znhSXqsaMjo/eqh/S/N41xw+apZj2kf39iin959TKU+AL73qE1Fiq2TtW44u4hNrxqWTPgNjgbctdgciTzjotWokQwCjI6yf58dDJmcDZk+3SNtasKHNOaQknSoTulHFlC/HLGe7ZEKWZcQOgEpZLj/dUoqV+fVZaUDckSktF6rzEXKMfnfzHJfzs2zymlNKFNmvZpHFkjfOCMLjaN1hiYDukvBty0to/1D09w89o+8gYqNiBD7VC/fO8wJUoR6YC5WIEDS9K3Ia0cBer7vPmbtoa8sTgURtEMKL/r3l3cdH4fHVmNliRzIHZCLba8+Y4hzu3L8eend/DFhyeamf0pLbQFFhUdfhnK3nPrd8nA9bz9ZVIppmJN3SYlrYbKEX/8H0/zpVf18qmze5v3Ww5LWvMba9KZXU+TKXUc6pfhHeGUMUzEAaFNejXFjROje64FrAkILHRmNTN1y7teUNqr1JsWeO+Lu9CSrHFjHK87tpUdsyGTNSGjQQmUVMhz2kHL87wjykKDy98FTgI2HYRr6AFulSSgaoD/45z7DxH5CfBvIvJWYBvwhsbPfxM4H9gClIHLD8I17SUJbKQINEyFQqDAISgLxxQD8gEMzMRctHGQ3pzhs3/QQ2/OcPPaPi65fZCLNw42A8j9BcVTM5YtExXesbrEn51Wwqjkw+T8VUX++3/s5MbXLCfn48veIRQ2Om0PTIeMV2M2PjnNTWv7+MiPRrjx1cv54//cwQ2bn6C/GLD+vGUc1aJZno5ZltN0ZdO8oDtDVkMlTo5jBxradeQzRLxnTZTiyYrhwo3bm0HgWy/ooz2tGJiO6Mxq0jqgREh3QHOBrjV8etM41/5sIqnvvbaP5+Uto6HmydmYnIH2jObbF61ENzZJUgresbpEVsNkHYxSZA71P4C35O2+cXTkjGCdoxg45mJFNUoCwaPVmIs3DjbH+Ncv6Ntnc98kiKKYroMW11xn/GiowrpvDnLz2j7u3zHLimKa7pxhVdFw9yX9WJJmlu9YXUrmZAXtOsTWI/x9pnco+IC097sw6TTjdRhpzJ29OcO/vHoZ/+M/d3LCl7butT5VKIoBVOMkaGc0pJSwY3yMLh9c9g4hZQyPzyku3jhAb87wiTU9vOk/djAwHfL6VXk+vqYXJQ4VCg6oRo7leUPdkjTfVVC3lm0zMZffsXOvdXJnRrOiEJA1oFySiOE3kj3PO5gWGlzeCnxbRG7lN2su/9XvcgHOuSeB0/fx/Bhw7j6ed8Dbf5e/89mYD2x86Ie7+NCZXVzYWMBcf3YP7WmFEpgOFRdtHOSm85exqjVg60zMtpmIlQXDvev6mzvnaQ2PTIS0pxWnd7dQjZNGUtXIsn3GMlKJGSpHBAr83Z53KGlFs0nlxx4Y45qXdvPVRyf56Mu6yRnhvjck41oJpJOkO2okpWOcs8kTEaQhSWl2YH1c2dsPMy7FhRu3cW5fjr9+SWfSKbsx9o5rM4xVLJm0ZiYOyEc1WolAQGnDlY0NvEBBfXQHNtNBShnmQst1P5vgIy/pQmvB4ahHEGtHRisqcTJnx9Yl49fz9tN8GQslMV0ZzWQdOjOOyRBqMewqR7SnVTOwDEmpiws3DrLp0hVMhaq5hmhLWeJqMr0KMBc7lDjuXddPaCG0jsfGq7zu2FZCm5S7+MTPxnjTiW0cm41wkSUDPL4lqfPm52TP85YiUYq5WBE5+PAPh/jG65bTlja0GLivMR86kvVp6Bzl2DEbQUY7skZRt1DzMTZvEZiIAy7eOMDAdMhN5/ex7puD/PiPVgDJ+E4pmIuk0TcBtk6HFFKayDnSWtg8VmPLRJVLjm/lnnX9xBYgWRu0SqP8RbK08KEFz/MOuoUWlMwBtwMpknrH84+jD85lLR4zpLhw4yAffkk3FzZu/t7zwhIjlZh8SjFccUxWYx560wpWFAJmQ7hk4yCd2WTxsn0mpNGwmHKUfBCUI8fWqTpDcxFbp+qICCklbNg8yc1r+2jX4aF90d4RL6OhK6tZf96yZnmXc1bkCZSgRGgLkuCec8lRQyWW4SpME/g6td4BVXPwP09q5UNnlrBOqMeOunVsnQ4ZrzkKKWk2M6mZLJOSZdRlmYgD2nVIp1RodRUmx8cQpXDiWNUacNXzS3zgByM8Ml5jtBKjBbJakTNQDJKmlGlf/977HYhSTFtDSkGghIHZmH98aIxarBipOF55ywAv/7enmKjZZjO+H7+xn8G3HsdDb+pnLk5qLGZNMifXbDImA5UEm9c/PEFKKwKVNKQcmou46r5hLv3WDrZM1gmUcNXzSxzXYn22kud5h40ZFxCTlL667qxuQit8f+cstRjmIkchBZO1mCvvGeLBkeQzPlBCa0rRYpKAXcovVb1FYL53whm9Wdoyip++cQUzIYxULeXQMjATc9ZNAxgF4NiweZJAJaVdnLN0a2RlBAAAIABJREFUZTWnduV4+91D/Hy4ylA5AoTulPOf+57nPecWlLnsnNur9ISInAb8CfCmg3FRi0n1/2fv3uPsqs7D7v/W2pdzm/tFMxqNNFiATbDrkhRHNDiy3CBiI6UIobi59C3GNG0/TohLnZY4vsY0yYfWLbGJ/fb9A2SljdMYicsbyTdwAdXiRS5xiBtTbEBh0EgajeZ+O5e991rvH+ucMzOaM7oxYm7P9/PRR9JczuwjrbPO2s961vMkit7xqFoiAKAl7SIOxQT+/OVRPvWzrfRNGTxl8bX7+tgqjo8V6cgFlBJDRwYGClAXaobyCVc1hRgLKU+R86E+0HxpWyctfkwSSTqRWDp+KkVgoT7UFJOE79y2qTpWW1KgylWT633NXU8N8MVtnQzmLRvrFLHV5FVI2hSW+FmI1SLtKe56VxOjJUOgDL7WKAub6gMshqDc5GSkaBkpGv7ix6P883e1YFEME5ALfMLEtQso6BRRbFmXUeR8zX/8+Y5q7XxjLSnPUkpcYLmIaxIoxKVydcLB05pCYtl98DjfuHUj+YQ5mcoD0zG/8zPN/PZPu/4MCS7DqJQYpmMYmE64oiFAK0194I7ABgp+5R1NfPVHI/ybn2mmrsZ8vS4FSVTExHKDKYRYPSKrCCwoFIUE/vuPR/jd97QyWnSJD5/43hk+taWVP3pvR7XGsqcMCpdV1eADxrw13eCFWIDSGt+63gn3Xt9KQwhTsaZkLL3jJX6qJcXth1xWc50PY5HlMze0k/ENsXVxiGzg3vv/w893zHrvN8TFRW+TJYQQ53XB+7ZKqXal1MeUUj8A/hq4HvjYZbuyZcIrN8yp/A4wXEiYigwauPOdzYyW4PXxiMFCUm2wkxjLh5/s5yfDRXKhZjrRdKY1rSntHk8p0r4rsA+Q4DKRJq2WzE+xZLwgYLCkGS1CY+gCeJ5SZHy3CVI5jn3f90eYjOGOa5uIDbwykiefuGz9fCIRObF4UtplbCos6zLuxjHU7neFAgUTEZSM4rkTk/yrdzfTnHbZnZFxxwkJUqzrXM90uQb4SBH6pyMyviLlKXoaAupDTSHRZD1NgiYfK6ZjGcvi0lVqIibWjdfe8QhPu+OtlcAywI8GC/zbf9DqGvFoRUsAZwozm9t3PnkSU27wM1KEyZJFK83VjR6/dV0r07FbW2yqD1DK3Vz6yjBQkMwlIcTqo5TCWldDWSv4t/+gmcnI3bMZC9/tm+bfHx0i5yt8pcj6bkM5VBqNBmNIIjklKpbWhA3IeLB/Rzc3d4fkY0VULvuWCzSJnVkrTMbw/VPTdOc8pmNNR0rTkta0pjXd5Xu1bFAJLEsjaiHE0jhn5rJSKgD+MfBh4BdxTfT+HFcO40PW2oHLfH1LLtRwYEc3oYbHdnZz28E+7n9hiAe3dWBwQeW3N6fIBZqB6ZirG3327+hm749G2L+jmz2HZhr0HNjRTXedx5f+eohb3tZAR9ajNacZLBrueXaAj/10Kx1ZjzAb4pUk81NcXn4qxWBppp5nS2gYKmnX7ETDf/7BCB9+ZzPTkWEysvMaRWhwnYo1bFmfJdQwXUm6l5icWARKayZjF6DbmPU4VYDJUkJk4Je/4ebW//1PN5P2Nc0p+JV3NJL1DEXjBmBlGFoMfmO7azBpXWbyH3x/iD+8sZ3pmHnz9BX1HoUEGnwrRerEJQu12ziudH6vbDynAreh0Tsecd8NbXzsuiaOTxmstbRlPIZKrhZzW8YjF2i+uHUdnq6Wr+fEpMX34MsvDvGr1zTNaQS4d3sXHVmPvT8a4V9f1yzjV4i3yKU0KBQXT/s+KnFZm54GZV25oInIlRDKY6r3Xw8//Oqc9/XBEoTa0OBLEo9YeiUDDSH8VKNivHz/5Gsoxa7vjaeorhUmSzFXN2f42b/onbNebQwV9QGkbREMxBJXFkIsofOVxTgNGOCrwGettT8AUEp99DJf17KgtMZX0JhSpLSlMaWqjSLSPpQSt7MYlJuf7XtplG0b1tGcUnzkXS3UB1Qb+rn6SAYD/Mt3N/P//HCE92+sIxekSHvwpfetY+uB43zl/Z3kghRNS/3kxarmp1KUrEaVo28WmIxdoDnrg1Lw69e4I9f/6t3NdOV0tVFE4EHGM0zF0Jn1aQwNEyW3yA+9cixDkuXEJfJTKaYSTcYDgyEuQEcafjKecNvBPh7Y2sG+l0b5/j/ZSNrTnClYcgGUEkVrCFOJ5sRUwtdeHuW3r2sm9DRjkSZK3DzcNxlzdVPA5/5hO7935Ayf/4dtcxqvtoUwlRjSXqVB5VL/i4jl5OxNuaYQPBMzYfxyNj0UDEQJ1PlgjUEpCC3Vjed/+e5mDuzo5r//eJS7r2tgIoa2jObEZMIroxGduYCB6ZiWtMdUZLhuXcbVB7UGqzRtaQ+s5deuaeJrL4/y1O5NKJSbgzU0+m7+lvErhFhNXB37AAvV+U4pRWwVfvk+y1pF1rfz3tcBVODKXZWsJgiCJX0uYu2qrHNDU9n/dYk9sYH6wDXndZvRhgM7urn9UB93PXWar39w/ZxxnY8TlzBhI9lHFkIsC+fbuv0h0ARsAd6jlGq+/Je0PCitGTIBKc/V6BqLoCnUBJ4LLEfGBeCmIkMhjrmiwTWIuvPJAZpCyPqKYrk8QFsapmNDPoFQGVKe4s53NpML3A1qyWis0tXazlIeUVxOXhAwnsDfTSRsfaSXq776Ktv29/LySFQeuzBSMLSmFXdf1wpoonLH4qYQcp5hsAC+MjSnDM+dilyt5RjSnqHVT5b6KYoVyk+l6C+42ogTMYDG1zBUgtvK2Zmb6n0eummda2JWAl8riolreNY7ZRgpWr728ij/5meaCTw4NeXG+bHxEs+dnGRd1iPQhvpA8eX3d5ILfCwu46k5dBuAGmjVkZQUEHP4qRQvj1k+9kw/Pxws0DcZMx3DG3nNcCHBV8Y121PQnHIZ8w2BJqU1TaFmU50rY5HzNRvrPH73+tZy3URDPnZjfF3WJ9Cw76VRksTw9uaA2Lj5dzRyc6yvbbVT/G9d1zonsNzgGyIsmzOxjF8hxKpS0CkKCTzVO0moob6cIjUdQ0sIp6ctDSHkAm9WYNkAhnd+rZe/G08YjyBUMBRfUNshIRaVn0oxHkPOc4FkDyhag6/dhknGc5vUDaEiG2h66j2e3dPDn31gA77nEi88DYmx1PuarkDWqkKI5eOcwWVr7TbgSuA7wO8A/UqpvwRywIrc8vVTKXQqQxxkmPIyjKgMgzbDpE6jtKt3nAQpJklRSBQjJU1TSuEpxUiRcrMnSz62aAzvbgvI+D4bc5p3NAf88bZORksaT0FLyk32gwXI+JqsB+ORxliFrxVTkXszicu7lT0NQfVjQrwZ2vcZK49tE7qxXvQzjKoMw4lPKdFzGkr1jkd84+/GySeGsRLc8sRxPvf8EIF2mcrGuuNbBQNFo+nIaLTSDBZUtS5YbCCrIS5JEwlxaQZLmsSqav3u0RI0BMypUZvxNaAZj9xGnMJ9Pp/M1L6vZCwXEs2u8jj3FVzZnOFvBqaJjKY97TL33SIdrAWVJJhiniAuymJdzFGpR3/f0TPcfV0r9xw+zXu//jqjJcvr4xHtWTdmT00blHWN+AqJ5uR0AhgmY3dsGyDlWSZji1YwXtIUkpk6zIl1gZNPb2nnU//fGcBl5CUWOjOayVhTH2iyvqu1WCn9onBB7chqVLEg41cIsSoorfFTKeIgw3S5FMZ9/2uIkUKMxfW/KSUwmcDmBkVi554s6Zs29E65+fX2Q30kVjNYQhJ5xGXnp1KMqgzjKoOfcvdiU4km58NE4tatCdA/DT8eidi2v5fnB0p0pF2sIB/DVHnjpCVlSawln7j3+1ZVoM7Ke70QYnk5bxjTWttrrb3PWns18AvAKdyh979RSv2Hy32Bi8lPpbC4J12yBmPdeZSgfKyq5KWI/cAdNUncjV9iXHAYoD50h05Giq45RMrTJFZTTCzDJbdz3jse8evfOsH/Ol3gh0MJPxgo8OvfOkFsXHfjShAu0IorGgJMebfS17B3exdXNATlXXYhLo32fV6Z0mzd38vfDuaJrMu+PzGV8MSrY0SJy7yf3VAKXHPKyOjq5x5+aYzbDp7gr04XOD7hjlf3T8W8MhoxWoJ87ILOlbpgvkaaSIhL5qdSxAa0cpnISXnTbSKi2igVYLzkAnWV2uCJdTebsaFa+96gmYzmBqW1UmgsKd/nldGI7/YV2H3wBG97+FU8ZakzeUwcn+sSxRrkBQE6lWE49omMa2J611MnZ40rN+7ysaJkNMXEULJuHi0mrvHef/yrEcBlFgOMlhRaKcajytfMjPG+yYj7/tcQLw7k+eK2ThSumWo+gaEinJmOOXKqwCujEc+dKvChb5zgqq++6hpVlizDMgWLVaxp74l5v97zvWzNj1d+iZVLaY0XuDIY04lxpdnK90s7/t8TPPLKNIVywHk6gmPjhh8MFOibjPjBQIFffPwE1/zp63jabcP1jkfVhB5J5BGXi59K4acy9E7B8YmIltAwnriYQz6BkZKmkLiGlCMllxhR6WvTXRfQX4B/8o0T/HCwwOvjEU/1FfjgEyeZjt3YlTiBEGK5uqgzQdba7wHfU0r9NnAb8M8uy1VdBn4qRYQmwFCwECrN69MJ9x3t5/fe00YuULRnPKZit9rQCoyxeJ4rrB+Xu7SDRQEZrTg5lVSzNnV5wTMVGfqnY3Yf7Kv+7J4GF7C2VrngtnK1GD1c99fmlCHru8znRl+6vIrzU1ozYct15zxdDcZlA1frc/fBXjqzPlu7M/SOJ1gSfv/5M3xxWycWt+tdaRJR4Wm3+RHomc8d7c+z+2AfPQ0B39y1idPTruRFKTHlDFLY3Bjga0NLII0kxKXRvs9gSZfnSaqd+BQueNwU2mrduVNTMe0ZVzog40HRGHytKTFT+/7dbZ0Ac5qhDBcSpiLFPYdPzxn3PQ0BgZLGfWI+P5UCYCRymxmBdk1MZ4+fxFimIkNUvtdrTvnVPyfGopXiCz8Y4beua+V/DxVpCF3mccrX+Fq5TWwLWlke39nN554/w76bu7jjOyf559/t59CtG7muPVXt3XB6Oqk5hitNgHwPGctCiFWhoFNkgaJ1687Acx9fn/PKPWpclnLGB6sWnh8TY6t/rgSVW/2YM2/x8xGr30+9610AjMVuPOZjQ4mAkYIhVR6/lWVu5fdcoKtj1lPuvb5WLMFYd5pU4gRCiOXqkvZtrbUFa+2fW2s/uNgXdLlYNNOxO3Y9Gbmg7u2H+rjj2iYGCwlaa/KJCyK7G0NLyrOuEZ8x5UYR7tfAdIyvoDPnkfKU+3u5sP7bGl239kqWXU9DwKM7u8n67g3B14Y6HyZi8D1Nd07T4APFPLkkL28Y4ryU1sR+QNrXZANXOy7rQWfa1UGuZB7fe30r4yXYdbCPtrTHl963jsiAxqKs4dGd3XPGaagVnnJBjgM75n5u/45ujDG0Zzw2N7oFTtY3NISK9owuB5Zl7IpLM5K4urLNoev6HmqIEzdX+spwatqysU7x7J4erl+XrjbuSazBV1DnQeiZau17cFlJFst//UU3H9//whDtGW/e/Pz4zm7qVXSuyxNrkPZ9DJqSdUeufQ3NoaUj61fHD8B/+qsht0Gh3Q1hXN6gs9ay90cjhJ6ipyHgqd5JrmgISHmKknHZyoF26wljDMXE0pZxdcA3NwYc3tPDa3dexd9vT1HnuzWIVpYrGmqvMRpCCLWlYUUWLBNCiPmmE9dzYTKCklHkPHfj2pKCn2pJ0ZH18TU0+FBIDFfWuAc7sKO7Ok8f2NFNne8a/CWRvO+LxWfRjESuTNadT54kF2jGy9nJXnmdUCk5iLX45cS0ypg9MRmhrKl5H5b2LM2ejFshxPK1proZlMpHoSo1CnvHI1rSbhtRq5nMJHAlLuoDjbYGTys8ZQi122VsTnukPHc821PQnvHI+oapSBFquKY54Jk9Pe74lgeBNhRiQ0OoiY1mtORuVOt8A1FELPWSxAXygoBI+YwUDZ1p97GR2NAcaMYiV2+zcry6Je1VywIYAKUJFDz44jB3vauZ5pTi8C/3EJWPFDYErvFkMYH2jOKZckfiQLtmabGFduV+ryvPHCqJMFGMFBMQl8pPpYgKbk4sGEvas8TWjbPxyDVIa8+4MgMWN493pqF3yp3+qA/dxmBaazoy0JRyNe9DbRguQkvaY9/NXazP+dQFCgU8s6cHYyGlLPWqJDXrxDwjSUCzB8fGLa1plyU/ULCsS1se29ldbTD53b5pPrWllabQzZ+g0cqilOXXrmni4GtjPLqzm90H+/j0e+CDb6urJhaH2tCS9piKDCVjqc+55pJR+SRK4EGTb0iiiLYwpL9gCT24qnFmjRF60Bi4TcVsAL4pz/dCCLGC+WFIMitnQStIa9DKcDoPdYFBK02o3Qkm1zxd05TS1flRK5fV/ImfbeczN7g5N60NJpHG0+LySIBieXhVTs111wXkAjdWfWVIey4IPWwsLeHMpvGdT57kE0fO8OC2DtoymmfL92G+hpwPKRtJ+TYhxLK2ZoLLQyWqtboqehoChgsJKU+5QIN2QbNAG2IDxlpO5y2D0yWuac1QX8kIClwGc8qD2Gpa0y4w3Z1zGdFF435WqtzR1UPjea4ofyEudy8OEuKiND4TF84PQ/qLCk9De9qVWBkuaWJrmCo3hrC4BciBHd2cLmfU9zS4rFALFOOYX72miYf+1h3TrgSWw3JmfnMARd8dM4zLEZDYQKRcuYI8LsiiTUwSRXL6WrwplbIDQbnxzpmCJeu7RXdb2i3QjXWbfZWSLbkQpo1hU04zHsNY5ObbtAcGSz529ZUbAs26tHtd1JWPzrq6zFCv3fjFlstwCHGWyFiGS4rbD/Xx3Id6yHmGiQjGIkVHVs8J7qa0az5ZH7hGPWcKblC1ZTS3Xd0IFp7d00NiXUZzPW5DQ1nNhlzAVOxTMi47L/SgzS+PTzNTaiguFuhMp5hK3GZKZT3TEMBUrIktNOlEbjyFECue0ppEKQJv5j26FMNgCdpCt5E8Hs005Qs1KHQ1icjX0Jk2DEeaqXLfhlBDna8xiQToxOUzFrn7Kr9clu3+F4b4i1s2MBUZGn2XGNGShnrP3a8VjKYnx5xNkfrANVB3a9vymiEysnEshFj21kxwOTbloJg2WAuh1hzY0c19R8/we+9pwxiD9l39w7ESdKQ10wlcUQ9tmQyxcYG1tiAhLrmgcDYIGLczN3rVm0ZbTo825V9lKSCn4JWfvELT1Vcvwb+CWKmU1gxGnjtObS0jJZd/X0ossXXlLDzthl3JwOB0ievaM/ja8MQvdTNeSmhJe/zOc4P8t5vXcfdPzwSWU+XFe1q7xUw+MTQQ8ZMf/5irr756ZixXxG5nXog3w0+lGIs1voKm0DAWQXvaNTnJJ65hZKChNXQ3lLZclujkZESCpqfOZdmfmEwYLxne2ZrCWIWxLrvT4hqltIaGVFzklVdfceO5JONXnF+gVbXEkAJ6p6EnC4MlVS2T0ZJyWXTFxAV5S0bjeYaWlMu0r5TaCjS0eOWAhpkpiWyNgWKRHJCD6lybLHAHGReLpHBriWrBxiJky5+XBHwhxGowSYocLuEhthAqQ7+BjKcoGENaw+zKjoHWeBjawnKJNus25hpgZq5MwMibv7jMosRly+d8Uz3l1BbCFQ0BYOjJuRKdUxG0pDTjEYybSuktt1EdJYZGW95ZNtJGQQixcqyZXrm+hsYATk9bVPlo1bqM4o/f18n6nF8udaExVtMUaoZKMFGuzdwUumOnzapYDSyDq9eVS/I02zxtKk+dKcjxanFZTOIaOmnlmkRVaoPH1n0sNm6XPFSGptDQlg3Z/5MxjNX01HtsyHmkPMOnt7TzT78zQH25hmdiXD3Reh8i69bgDUQyjsVl5adSDJY0Fpdx7KFdnVqgmBjaQlcOIzIusJzxXBZSnQ/NmYArGzxKRtMQQspTXNEQ0BS67OaUp0h5Bq0MraE0SBWXptmLqic/SgbqA8VQSVez4jKem3PBlSIayLuPTcea4aJbP1zx8Ktc9dVXSYyVTDkhhLhA7tSnu0nVyjASQWdak/JcHeYETWvo5uLYuI1kkN4fYul5Ghp9ODEFb2twvUKGS9CTc+N2duhlPHIJFJ3pmXEcG1dfXAghVqI1EVx+x7XvpCmEkoWr6hXFRNNfgIZQo5TL9IwM1HkGP8pjinmaygHjJpuHYp4gLkrATSyZfDlTzljY+6MRfD2rGVS5XMCjr4wxUt4UeUejx61XNTIVuUx8l52s2dzo8cVtnQwX3Uu/M21osm7M61IeL5JxLi4vLwgYLLnMTl9BIYHJxAXmRkuQ9TUFo+dkangKphLNROyyQiaj8nHCRLOhzmdTDva9NObKBISQ9TRpm8iNprhkJo5pC11THa0spcQykE8YmCrSELqNvaESDBYgH2umY8NoyY1nX7tfUGmWKnlHQghxoQrlMm8F447YaqU5U55vc75mKnEbz3G5NFHak8CyWB6ynos39ORgrLwhXbmrGo/c52Y7cirPYLkXU2IqJVxkzSCEWJnWRHB5OPbwAKUM47OSh0ZLrrlDpTGaLEzEcuWV64GH2vJP3tFEU2hoDg3tGQ8wlIzhxg11PNU7QWQ0pwvu++oDV3JARUWySR591saJjHnxVvFTKfxUBqV1tVRApQRGIYHR8iJ8InbZG1F5Ne4aqRl+NBzx5ReH0MoSWThTcJstWR8efmmCn++uI+O5x1JRUTJFxZsWF4tc06hIadest7vOo6s+xXABpiNLFBs+frifn4xGpDxN2jP4ypDxDU/1TtLTEPD4zm7qlXR3F0KICxUbGC5nIw+X3Ht9xWTk6tW2hC5BIuu5jwmxHOQ812By/Kwl6HjsyrwMl2+7fv1bJ3jf/l7asiFNodsgSXmuNIasGYQQK9WaqLkcGzep53xXa7k0KzGzwYexGNpCU22cI8RyE5YbRjWnNPWB+3NrWN4Zj11mZ0MAt17VWD22nfbgJ6MRVzYFZCUbWSwR17RPA4bBElTKCGR8y0Rp5uifxQWcY+PGM4BS7ghsU0rRlAp4W2NrtZFZNnCB6eEi3HZ1I0dOTNKSrnOPZWW8i8VRqXOcDQLGZ2XUp32FtYo/3tZJWO7kHhuXOW+t4R9tzPGBniz1SsoMCSHExZhd7qK1XJe2ktWZ9WEigQYPvneqyDWtGUKXZyHEkhuPXWyhYObHGwaKbgzX+fBnH9jg/hwYJiKDrzX1gaGUQCBrBiHECrUmMpd97SZ1H7dAyceWxFqOT0T0TrnaSJLBKZYrP5Vy9T01/Lf/M8ZgwZCPTTWrIzYua2OsZDk2VuLjh/sZzCc8fXyS+lDjLe3lizXMBZadwXJmclTuhD0ZWQI9U0Ig0K6+feDBX742hq8MqXKH9+G8IUoMhdjQNxlRiC3TMRyfiPi1b57g5x/p5ermDBnP0BZIxx6x+Gb3WGj3iihriYxFAR7udIgfuTJaqlSkRRWos1JmSAghLob2fRqCmXWBBdrKmZ2xgZGi5eXhEr/+nX7asiEpz9ASyDwrloeSAYsr41ZMLMXE8CcvDvHymMVXrqdIpWyWxZV3S3lurPtAaCRrWQixcq2JzOU6H1R5S3tdaibIsbE+oC2UBYlYvvwwrNanbQhmSl/80pWNpD0YjgzNIeQTTT5RbKoP+dK2TnIBrM/WoZQhq2Ik3CaWwmBpZv+yklEPkFKWdSlNBAwXDFnfZSPFxh0p3LqxjsdeneCf/lQjYPC0Yqhg2FjnUx9oCuVu3Bvrg2r2R1MIvk3mNF0V4nKwxlBHgTqFuztMpJu7EKtJ094TS30Ja9ZIEpBT7kTpVAJTMVgPmgIg0AyW3Fr3i9s63fs+0rhXLA/a92nzoGAM7aFbA3tK8VvXtVLnQ1qDK2Xo1gwK11C9kGjS2m1iy4a0EGIlWxPB5bSG4QhagoUStWUiF8vTYORV69O+MBBx4/oU7ZlGIuNKAtQHutqQMjauNrOvIVSQaMgqQxLJLrhYGvGsBXTlKGBaG/oL0Jm2ROUxDK6mYkq72XhdBnZd1chIETK+Zn0WJiLNWMmN8YwPdTohHZfcg1ugCFJlWQghhFi5IuPu2woGcp7L6owtTCVu83k2Hzl5KpaPkSQgiqAzrUlwGfeVxpOTMaRDVy5jvOTu60LtSr+0hUYCy0KIVWFNBJcBWgLX2T0qZ8/VB66ja4yCYmGpL0+ImirZnqOFiCsaAs7kDbkAWkJN0YC1bsFS+brm0MXZNC74nLISWBZLx5+1n1cfuFq047FbeE8l7pjrSGnu+PVsQi4pZx8rIHG/6oH6WZmisaTjCyGEEKtKZd1QCTDPXuPmyuUDKsYiyC3NZQoxT2QsvlacLrhEiEBDW2ip3JkVyslCGd+Vz5iOXdNqCSwLIVaLNRNcrkztFVnPoNCMlhRNS3VRQpyHr8s733kNSUJTKiDQbqOksthuCU15fGtGSu7vBQOtviGR2LJYQpVMZTc2Db4HOV8zFruF9UTkFtaBD7kkj5XsYyGEEGJBMyU7svC9CyvfMXrnhst3QYssUyn5FswNLLeWyxj6SqO0QSmo95Bm7GLZCLSiNYTRyCVPVE7qdaTn3re1hgYTRVhlwEhZLSHE6rFGgssGddZHVPnjaQ1SkFYsV21BwnBJcU2jYrAUkI8hKgecp8pHBzWa0diN6bYQEjQpYimHIZZcWrvGky2h+1Uwek6mcmfa4PLsjWQiCyGEWHRSP3llCbUh60HRzC1lqFD0FyydaYjRUmtZLDvNXgR4rj44muGSO6k3Fs8EkANVruYmmcpCiFVooSLEq8r/+du/rfnx49OQkbIBYhmLS6VqUK4ldKUFAPoLUIjBA4YiaPINdbZIXMxji3kJLItlIS4WaSnXnDPocjOTs8kNohBCCCFAxxGTiUueaAvdRnRsYLCk6CwvIjwTy7pBLDsmjjl18hSbk7Y4AAAgAElEQVTgSr9V1r/5cgJQZxoaA1nzCiFWrzWSueyCHM1aM6EDSkYxWoKuQGocieUvLhYJtGY8dmM31JZmz43duAiNyLFAsXzFxSJNgCmC1RqfAIPCx0qdOSGEEEJUWWPIEjGa1F7zCrGcjQ4P0d7aQgpIjKx5hRBry5oJLoNbsNRRLJ9Hcc3QhFgJZOyK1UDGsRBCCCHORdYKYjWQcSyEWGvWRFkMIYQQQgghhBBCCCGEEItL2VW2jTY2Nra6npBYEo2NjWf3gHxLyPgVb5aMXbGSyfgVK9VyHLvSzE4AjN654bxfsxTjV+ZdsRiW49wrxIWSuVesVLXG7poqiyGEEEIIIcRacCFBRSGEEEIIId4sKYshhBBCCCGEEEIIIYQQ4qKturIYQgghhBBCCCGEEEIIIS4/yVwWQgghhBBCCCGEEEIIcdEkuCyEEEIIIYQQQgghhBDioklwWQghhBBCCCGEEEIIIcRFk+CyEEIIIYQQQgghhBBCiIsmwWUhhBBCCCGEEEIIIYQQF02Cy0IIIYQQQgghhBBCCCEumgSXhRBCCCGEEEIIIYQQQlw0CS4LIYQQQgghhBBCCCGEuGgSXBZCCCGEEEIIIYQQQghx0SS4LIQQQgghhBBCCCGEEOKiSXBZCCGEEEIIIYQQQgghxEWT4LIQQgghhBBCCCGEEEKIiybBZSGEEEIIIYQQQgghhBAXTYLLQgghhBBCCCGEEEIIIS6aBJeFEEIIIYQQQgghhBBCXDQJLgshhBBCCCGEEEIIIYS4aP5SX8BiGxsbs5U/NzY2qqW8FiEuloxfsVLJ2BUrmYxfsVLJ2BUrlYxdsZLJ+BUrlYxdcbmsuuDybJUXztDQEK2trUt9OVVyPee2lNeznCbY2RP/Ulhu4+JSrYbncSHPQcbuua2kcbAWr1XG71tnJY2vxXY5nruM3aW1Vsfzapt7l2LsLtexI9d1YZbL2IXlG3N4K8lzv7jnvlzG71KtG9byeIGV/fzPNXbXRFmM4eHhpb6EOeR6zm25Xc9atVr+H1bD81gNz2GpraR/Q7lWcTmt5f+ztfzcV6u1+n+6Vp/3Ylqu/4ZyXSvXWv43kucuLsZa/zdbrc9/TQSXhRBCCCGEEEIIIYQQQiwuCS4LIYQQQgghhBBCCCGEuGiruuayWLmU1kzYgJKBUEO9irDGLPVlCfGWU1rTtPEqhm1KXgtiRZF5XKwUMlbFaiLjWQgh3hyZR8XlUBlXDT3XMKn8VTeuJHNZLDuZbI5jeZ8b9x9n81ePceP+4xzL+yj95oar0ppJlWLYpphUqTf9eEJcbkprjuV9bjp0hl/91in+ZijidBwyqdIyfsWyVhm7v/nMAC8Olnh90nAmSaF92dMWy0tlrFbWHL/5zABnkhTDNi1rBbHizB7Psm4QQoiLd/a6oBKL0L4vsQRxyWaPq3f82RvzYlyrIVYld3li2Um1rmfHwT56xyMAescjdh3s48iejdRRXPD7zrXDWHkx7zp4nN7xiJ6GgMd3drM5E6+q3SKxukzYgF0Hj/ML3Vn+1btb+OVv9Mn4FStCXgVMRgmf2tLOnkMz4/axnd1cmdEybsWyUZlne8cjtnRmuOdnWvmFR3tlrhUrkqwbhBDizZm9LgAXi/jc82f47A3t3FYjliDEhaiMq86szwNbO2hJe5ycilmfDcjoaFXEqlZeOFysekb71cm8ojPrE6MX3MlZaIdRaY3SmlGbYiq2PLC1gy2dmWrAesIGb+VTE+KilIwb+5/e0saZfMy+m7t4dGc3nVlfxq9YtpTWjJSgNeNTTObOu7fJuBXLTMm4G8ePXNvIn39wA75WNdYK4VJfphAXpGTgF7qzfPaGdlk3CCHEJaisCyq2dGa4/70d/P7zZ3hgawfP7Onhga0dfO75M7I+EBdEaU2M5sCODTy4rZN7Dp9m2/5ePvp0PyenLXkVcnJq5b9nS+ayWDYqmcdhoLh1cx2/eV0L3XUBGQ+GCob37e+dk/12Vc5gYrdbWGuHcdfBPo5+aCOnpi27Ds5870M3dfHJ5wY42p+nZBSopXzWQsxXeS1opfnqzesZKhg++nT/vDEs41csR3kVcGoq4c4nT9acdyMrg1Ysvco86yvFyd+4kpOThvcfqL1WKBqok2ErlqnZJ/fSvuZTW9o4k09W/Lqhae+Ji/6e0Ts3XIYrEUKsJaFW9DQEdGZ9/ujGdhpTHqEHd1/Xyl1PzV3brpycUrFUZk7Q9/LA1g7uOXx6Tszq958/w2duaK/5nr3S7pkkc1ksC7Mzj+/7/iCf3tLObzx1imv/9DVeGi5x+6G5ZTJuO9jHQBRUM5jP3mGsfF3BaHadVWLjrqdOcu/1rfQ0BITavrVPVIjzmP1a+K8vjZL29bzxf9dTJ/nMljYZv2JZKhhdDSzD/HlXKbUi64iJ1WN2TfBTUwmFWNWcZytj1tMra3Ev1g7t+7w26+TeT0YjYoOsG4QQ4hIorZmILY/csoE/unEdWV+z+2AfClUNLMPMvGpWym6duGRvthayS4J078ktaW9ezOqOa5vYXSNe9ZktbcRWrah+NXJ3J5aFCRtWX3Q7N9fPWRTnAl0zcNw/HVePCoQaehrmHhvoaQhIjK35veuyPo/v7KZezf2cEEtt9mth99UNxAtsnFzdFMr4FcvSQmN2XdZ3WR7WrrhjXmJ1qSz077i2icFCQukca4W927tIa8lNEsuP0pqBKOC2WTelALGVdYMQQlyKCRvygcePM1oy3PnkSVozLhhYTGqvExIrG3ar2blKr16o2UmQw4VkXsxqXXZ+Sdje8YgrG0N+53A/I8nKuWeS4LJYFoqzXnRn7+jUehH2NAQMTMfueB+ued/jO7urX1cpgh54qub3bqzzV1yBdLG6VXZFC0ZVx7+nFYmxNcdw2lcyfsWyFCyw2deW9njwxSEiQ3XuFmIpVBb6LWmPXKAXnGdb0h7rcx4ZKwE5sfxM2ID+6XjemnlgOq45nlOybhBCiHOqxCRC7e7HPOViCW9MRrXnVVnOrmqzs45hpvRqrSSZhTKcZydB3v/CEA/d1DUnZtWW9mqOrTcmI544Nkm0gt62V06OtVi1lNZo6ybu3vGoGkyuvIjvf2GIR3Z088uHZjpeP3RTFw++OMTPblsHFqwxbM7EHNmzkZJRhBomYsvdT/fz9Q9uYLCQkAs0U5Fhc2NAkyrKAlssG0prTkYBx8YifqolVa3zFWrFaDHhqd09/M7hfp44NklPQ8CjO7vJaIMU+hLLiav7GRJb+M5tm/h3//N0dczuu7mLe793mo/9dCsD0zFvq/dAkj3EEqks9I21dOYCCrGpOc+2hJCxkawXxLJUsqoaSO7M+tx7fSvrcz4dWZ9Hd25g98ET1XXz1z6wAV+CIEIIcU5eud5yJR5hrOGRWzYwHVu+fdsmXhst8fmjg/RPx+VT0CVOLfVFi8umNCvpq6J3PJrXv2CmrvLx6vvu4zu72ZyJqcclQe462MfR/jwPvjjEt3dtYqSYcGoq5tuvj/PU7h5OT8cMTMfse2mUu69r5ZPPDdDTEBBoVsw9kwSXxZKqvBAno4i927u488mT3P/CEP/1F7v4v759slr+IuvBd3f30F9+0T344hCfu6GdehVROY1ijaGOIiiYJMUHHj9OZ9Ynn9g5BdIf39kNK+d0gVgDKg3QPvp0P3u3r+eRWzYwGdk5zaUe3dnNH7+vA4si0IbQRCvlfUasATOLqjeqY3b/jm6++L4OphOYjhL+xd9rpi5Q1Id6ztwtxFutXkV8a9dGzuQTPvj4G/PmWZSiPUiISwWZZ8WylMnmMFax76VRvv7BDUzFdk4T1cd2dvPs7ZuYTmBgOqYppWnQMUmy1FcuhBDLV6hh7/YuvvjXLsP00LEJ3ttdxx3fOTFnrbAhp8mYkmw+r2JKa0yi5iQ9AjN9u2YtEF2G8/F5Gc5H9mykzhZnkiCtwljFx8vJDLduruNTW9q56dGZe/5HdnTzX/5mmP7pmAM7umn2Ikz8Vj/7SyNlMcSSqhw1+J3/OUDOV3zl/Z3c/951KODZPT289uGreHZPD21pxbog4oo6zXVtKb68bd05y1pUjrzee30rd3zn5AUdZRBiqcxugPaJI2doTnnzGqLtPtiHUoqsZ2lAMunE8lLr2NieQ32gFBlfUR96XN0U0pn12ZBKZPyKJWWNIRvo6iY2zJ1n2/yYuFRa4qsUYmGp1vV8/HA/d1/XSj6x89YMtx1082+oFVc0BGzKGJJIyrsIIcS5JMawLuPxL/5eM00pxS9d2Tiv2drug33EiZW17Co3YQM+frh/XhmLx2r07Sot0G+mUgbQGkOdLdJCgXavyBe2NHDsw1fypW2d7DmrAe8vH+rj0ze0c3hPD2+vM5h4hUSWkcxlscQqL8Te8YjffvY0917fSi6AjfUBzaqIVcbtCiWuAkAdsTuCYDln1lvlyGutjpy1jjIIsZRmN5482p9nsJDUHLfGWNJWMunE8rPQourUVMypqZiWtMcVDQGNqoiJZTEull6U1B6ziUGCcGLZM9rniWOT9E8n7L25a8E1Q5sqgIVEhrQQQpyXAiJjKSaWyciSDWo38pNYwupXMlTfZx/Y2kFL2mO4kNCe1vM2Fiqxp/NlOIMLNI8ef5Wrr76aYZOqOb6ssTSqworJWK6QzGWxpGYXOD/an2f3wT7u+M5J/HIx2VpF0S9EpcHfVGRqFkgPtYTnxPKROqsB2qmp2s14ZNyK5Uhpjad1zTF7aiqeM69LlodYapWGK/4CjSd9WRmLZU5pTRj49DQEHO3P8/JwUdYMQgjxJlTWBhaoDz3uOXyabft7ZX5dwypxqkqMatv+Xu45fBrF/BhVJfY0O8P58RoZzgv9jNlW8viSJbRYUpUX4q2b63h0Zzff+9AVPHXbJhp9w7G8z437j7P5q8e4cf9xjuX9Cw4wVxr8/YN2d3ThYl/oQlwutTrJ1qvSnDekfS+NcmDH3HF7YEc3DZ4USxRLb/YYbrni7ZyMAn77mfnHxvZu7+L+F4Zk3hVL5uz5tqmltbq2+PzzZ9hfY55t9mSciuVnZiynOZOk+PIPR6pz7v0vDLF3e5esdYUQ4hJU+obcuP84Gx8+xn/54RCPlu/L7n9hiEdu2cChWzfyzJ4eDt26kW/t2ijz6zJQ6556MS0UMJ6I7bwYFVCtq3zsw1dyZM/Gc5ZwPd/PWKnjS8piiEWjtGbCBpSM24WpV+evC2uN4cqc4bM3tHNbuZ5RpZbN7z9/pnZRdIoXdD3WGNIUuTKjXQF1owi1vaDrEuJyOFcnWfeGtImicZ2K/+TFoTlHcO47eoYvb1vnSsMIsURqjeG927von0745HMDPLC1g3VZn031PqGyfO0DXXhakdZmxXQ6FqtDrbH66I5uPl9eWzz80hgA39y1iVArfA2tfkwSyRwrlk6ttTQwbyw/dFMXX3t5tDrnbm7wObJnU/n7ZK0rhBDnU5lvY6vZdbC3Gnf4wg9GeGU04vCeHjSWMwXDR5/un3PvhrRvWlLnuqdezPe+9VnFs3t6SIwlpcHXli1fX7hxXx3FCyrhWlFJiFwtsSoJLotF8WZe4OOJx20Hj9OZ9avBtFNTMb/7nlbuuLapGly7/4WhOfWNLjSYbY256Be6EJfDhA343PMDc4LGn3v+DF/c1omPZSK2fODx4+y7uYsv/GAEfjAy5/sf2Noh9b3Ekqi1AN/SmeHe61sJPcXD29fzkSdPsftgHwDH7rySoaKpNvm7XIs+Ic5WGavFRHFyqkRn1q/2dth9qI9v3LqR/umEo/15Hn5pjIdfGuOZPT3c8Z2T5TE6v5aeEG+FhdbS7WnNroNvzFknT0WGz97Qxl8NFPn44dP8+Qe6aFEFWesKIcQFmD3f7jurbv2Wzgx3XNtEZCDQitsO9s2Zf09OxazPBqQvMOFNLD7XSHyBIO9Z/y/a9xlJAiJjCbSi2YvO2yRvoffjxlDPq5HcmfWJ0Qzb1AUnWM62mmJVUhZDLAr3Au+rBhwe2NrBVGwZtec/olAy7kX5Bz+3rlrf6KNP9xN6mn0vjVbr2/zRjevI+u7VNvv4yqWUzRBiKVgUd1/XWh3n9xw+zd3XtTJWTLhx/xtMRZa929dTMnZV1V8SK9vs+fb1cpBuS2emOme/9+uvc8sTx/mDn1vHls4MPQ0BnlLV9wSYWfRNWEn1EJfP7LF65Vdf46NP91fHJbhxOBXZOR/raQgYLjdRlTEqltLstTTMzJvFBdbJgwXDcyen5qyPhRBCnF9eBZycitl3cxftGa963zV7fXvVV1/l9HRSc/49OW0l7rCEFmokXjJzs7C07/OTSc3W/b1c9dXX2Lq/l59MarRfO8e2UmpjMAk5ORXTmfWrj73rYB+eVnPu0bd0ZvijG9fxvv29EpNCgsviIpyrrk3lBX52wGHr/t7zvsBCDZ/Z0sZdT52cs6DefbCPO65tqv79zidPUjDuGvKq9gJcbgrFcpag5o3zu546SX3o0TsecfuhPvKxpTHQ7LtZ6ieKpae0ZtSmqvPtcCGhpyHg3utba47lz2xp48CObkJtai/6rKTei8unVnDurqdOcu/1rYCbS3OBqn6sUl7g/heGql9/9o3J5a7pJ0RFyaia86an1YLr5Dvf2cydT54klrlVCCEuiPZ9Tk5bPvp0P9v29/J7RwbYv8P1gHp4+3rSvuKBrR1s6cyQC2rPv7dJ3GFJXWgjvJEk4PZDc9eFtx/qYySZ+71urZfmdBzyN0MRv/atkzUTFBR2To3kz2xp484nT0pMqmzRVshKqe1KqYeUUn9Z/vv1Sql/tFiPLy6fTDZ33hun82UKV17gtQIO53uB1auIq5vCmgvqlrQ35++vj0fcuP84J6dtdSdp9ufPvikUYjmJF9hljcvnX3rHI3KB5kPfPIGxlq+8v5PX7ryK//GPO6ScgHjLVeb945Nxddze/8IQD93UxbpyqYHZescj3tYYct/RMxSNrrnoM1ZJcE5cNgtlsrSkvWogOTaW3vGId7am+OauTXzyuQGO9ueB+Tcm2vd5TU5JibeA0hqDqjlvprVZcJ3saxeQLkq/XyGEOC/t+wxEQbXXE8ATxyb5ix+P8pkb2rnlieO89+uvc8/h0/zBz60jNpbNjbXnX4k7LJ0LbYQXldd8s/WOR0SGauxL+345zvUGb983c+qtM+vPS1D430Ml0r7iyJ5NHPvwlVzTLGNjtkVZHSul7gb+b+AVYGv5w3ng3y/G44vLR2lNsWXTvBsn7fvVgHPBSzFG6pyZwpUX+EIBh1ovsEo20FASkPIUt26um/P5ylHVs/9e2S38zJa2eV8vZQPEcrBQppu/wC6rr1T1z5UxHnqajK9JeeCFabTnzfs5QlxOlSzQgemYnoagWmM5Fyi6cn7NOfvl4SJPHJsksfDYWYu+h27q4uOH+9fsbr64PGbPt57WNcfl+pyrlfjgi0P45SONPxoq4ivon46rX1e5MVFaM6nTDCVzb0DXekaKuHwmbMDHD/fz0E1zTy19a9dGIqvRSnHo1o3VDKrK54PyePb02ryRFUKIc5l7T5ZmOAnon47nxSt+rivH7rPe7x98cYj60EMpas6/End465x9bw1UG+Ed+/CVHNmzsWYiVqBrb9qWjK3GvgaihU+9nZ2g8Pmjg3zg8ePEKAJtq2vKsx9/rY6NxWro96+BX7DWvq6Uurf8sZeBdyzS44vLZMKG7P7GG3NeTJ97/gyfvaG92mTvv/3iepQ6R10bNdPpctSm6GkI5nxt9QU26zVWq0j6gR3dgNs9rPz9vqNnqo/x0E1dfPK5gerPvroprP6s2TeFK7kIulj5ao3tx3Z205VVZJVh/45u9hyaaXK2f0c3+TiZM8Z7GgKaU5qPPHmKP35fB7/yzRMc2NHN2+v88zYgEGKxVLJADx6b4OnbNzFcMNWjZZWxCzNz9uzxq4DWtDeneWUlQ1QaU4rFciFrib3bu/hn3z5J/3TMQzd1UUosD93UxYMvDvHlbR3zOnRrz2Mw9ikmFk/VzniZ3VxYiMVQMm7M9k8n1Xkz60M+tnzg8d7q+N67vYtPHBmgfzpm/45uiolh7/Yu0tqAZC8LIURVrTXCd27bVE2amP3+PjtBztXRbac+9Hj/gdrzr8Qd3joLNdfbnImpVxETOqBkYEIH1Ou5zfSavYgDO7rn3b984YVBwK3pam02zA4qVxIUZp9065uMKcSWb70+Mu/x1/LYWKzgcj1wvPznyj9jAJQW6fHFZVKscYT0jmubqpk6j9zSxVjJcnq6eN6gsTWGJl3k8Z3d1d2fhV5gtTp83l7u4v5vr2+jM+vTEcZ8eds6/vPWDl4eKc07upr1mHdTKGUDxFKrNbZvO9jHV97fyfqcz3MnJvnGrRvxtCIxlr0/GuE3/34rX3l/J598bqAaAPnIk6fon45pTnl0Zn1uP9TH4T09NCLBZfHWCDXcurmOX7umif8zXOKjT/fPGdd7DvXx7J4evrDV8pPyHN0/HXNgRzf3PNvPHdc2cc/h0+fdbBTiUk3YkF0H35i3lji8p4f/vNVyfDLGWMv9713HcCHhwReH+MMb1/Hgi0N87oZ26lXJrRvKHbqV5/PjCcXth9zN5KFbN17QhrkQb1ZYzn462p9n98E+tnRm2HdzF7/4+NzxfeeTJ3n69h7ysWHvj0b4yLtaWJ/zyNhIhqQQQsxS657s1dES+14a5aGbuqqlPHsaAjqyPj0NQbV5Xz423Plk37z595k9PQTYmfWDuOxq/T/uOtjHkT2bOFMwNYPO1hiU1ownHhvrNN/ctQmtIKUV9x09w8MvjVUfv9ZmQ09DwFRkeGxnN//uf57miWOTcz43HRt+46lTPLC1g/uOnuHwnh4SY9d8TGqxisYdBn73rI/9NvD0Ij2+WESzjxXoGqn8s3fu1mVdEfTPHx2cd1TvsRp1bSoZzEf2bOT4R650wbBQM2EDlNbVn10wM4XyK3rHI87kE9779df5hUd7GYs1dbZIm1eiK+fXOLpaos4WaVEF6mxxzb6IxfKhtCbGNeN7dGf3nAYAuUBz28E+dmxu5JYnjnPNvte45Ynj/Po1TWR9yJWb+M0OMj9ySzf3fu909VhOJENcXCa1SrnUq4j/tLWTB18c4qqmsOa4LpVKrE8Zrm1N8Wcf2MCze3q47+gZnjg2Wa3PLI0pxWI731oiKseLu+sCvvjXw2zb38s9h0/zmS3tNASKL29bN+/4pNKa4bMav3z+6CB7t88dw4/KGBaXga+pjrUtnRm+9sEutKLmvPvGRMQtTxzn165poiW0dAVr90ZWCCEWUqsPw+ePDvLpLe08+OIQD2zt4HsfuoJv79rEf395lL3bu/jMlrZzrnutsdTZgsy5b4HzrfWKhgXKtoZM6pnmfMcnY67909e4Zt9r/PWZAt/tm57zc/a9NDqvlN+jO7u5rj1FyoOP/XTrnM/t3d6Fr2aym584NklirMSkWLzM5buBv1RK/QZQr5T6MTAO/NIiPb5YJJUi9v3TMQPTMZvqffZu76p2uexpCGgrHwHozPqUEncktHc84pPPDVSP6vXUB2Q8g03mv3isMdTrqHx8YSaD+Vu7NlKI7Zzdpcox6qP9+Tk1lmuV3JAsZbGczRzZ6Z03vvun42otZU9ZN5atQivFdGx4ZSxm2/7eak3bSpadVpYnjk1yz8+0lmsrItlyYtGd67hZSlvuvq6Vmx97o+a4DjT8eAJ2l8f99z50RXV3/2h/vvq+8e62NGltZO4Wb1qt8Xr2WsJYy1X7XqtuhP/Jtg4UltG+v6N+QxfAnNNUlceciucejTzan+cTRwZ45vYeConFAk0phY3lYJ5YPEprxiP4xJEB9m5fz7qsz8hZZYhmz7tXNAQ8taOddZkYmxhZFgghRA1hudfN7Pf1zqxH2lP8x5/v4OSUi4d8/PBpjvbn2dI5xSO3bDjnuldOLr01LmSt55Ub2s7WOx4xncD2Wf9/j9zSza2b6+YkvszOWv/sDe1clTMc2bOJ6QReGS3x0f/RT/90zLd2beITR/rnlPn7xJEB7n/vumrsSk60zViU4LK19pRS6j3Ae4AeXImM71tr5Q5yCSjtMoVLxk2qlZt5pTWvTmlumxX8+voHN9CR9fjK+zvJBZqpyBAlhn03dzEVGV4ZLVUn5cpRvZ6GgGf29JzzCF6t4wvHxqJ5x6rveuokD2zt4J7Dp+fUVK5VcqOOYvXo6lqsYSOWt1pj/q6nTvKV93eS8vRMLVrlBnGoYSq2fPDx4zywtWPOcVhwr4HKx6ciw4Ed3TR7EUaqYohFtvBxs40YVHUBVvlcZVyvz/mEocfucj1QmH+07Gh/nnsOn+bwnh63my9zt3iTFpprK2uJvdu76JucW5boyJ6N1Nkip6an5jxWZb0UW82ug73VOXf2zUr/dIwFJkoJdaFGyRgWi2zCBrwyWqJ/Oma0aMjHtdfLlXm3WRX5yfFXab/66iW+ciGEWL7qVTSvXOcXtnZy06O91TXD2e/3BhZc93bl/DVbS/etMDuG5ZXXZQut9R7f2U1am5rlLF4ZLc35vl/+Rh9P7e7hxcFejvbnefDFIb69axMjxYRTUzHtaY2JS6A8tj92fM7jHRtz782V+/PKz5iKTLV/x1qusXy2xSqLgXW+b619BMgA712sxxYXrrLLc+P+4/zqt07xdxMJwybFkM0walPzup5/6JsnSHkz319MLP/8u/088IMh3t4c1iyH8ejObtr8+d04Z6t1DCUX6Jq7S+9uS/Pd3T08+OJQdSdKjk6LlabWmO8dj9jcGM6ppZxYy4FXJ5iOQSu341qrfMBDN3Wx76VRHt3Zzd9vC3h7nZFmfuKyWGjsloyrC17rc+9oTpH2FRPR3M/XGsuVjREhFsNC4/Xa1pTbKPcVnzhyZs7nSmZ+9z0/DDmTpHh90lCI7YJz8YEd3dQF0JrxKMSGxPI42jMAACAASURBVMjdg1hcJUN1vb0u6y+4Xn5Hc4qrckZOfwghxAWwxrA+p/nK+zt5Zk8Pz+5x9eoXer/fu72LeIE1xjuaU/PKaYlLo7SmaeNV1VJ82vcpeClemxXDyie17z/e3Zbm8J4e2tJuXff4WeUsHtvZzeePDs77Pmst37h1I9/70BXccW0Td3znJP/wL17nnsOnUeVsxoXKqBzYMf9n/HR7inc0+TXLrK1li5K5rJR6Fvg9a+0RpdS9wL8BYqXUl621f7gYP0Ocm9Kakg6YStwuT2fW50vv62Aqtmwrdzn9/q+8reaLdKJk6Sg3DKvs6v3Bz63j78rdM2eXw5iKDBuymiQqnPN6ah1DmYpq7y79/+y9eZhU1Z3//zrn3ltbN71VbzQNrYCaYDCYMcKIQUxwSeD3lS3LPJMEiYmZ0VHjJBN/0cQ4GuOYbxx0jGYmiSJJZjKJDej8QCNiBAQjiSaYBEYFWhuapnqpXquru+ou5/fHrbp00w2iNJuc1/P4SHVV3brL555z7ud8zvudXyr90OxKls2qws30+0v99E2qOYUYKebzy7MHm0l948Pl/J/JxexIZphSFg4qlvP3WWXMpLbQxBSKh2ZXMkbYvPH66xTqCiXNMSJvJHVw7JqGCP598HtSwMef2MtTBxme5SsCNi6uI+MqwoYgbjq4tp4Y0YwOh2prI4ZgSjzMVzYkAvPf/HuDV0IZlkWvZ5LodVmQGy/9/MqaEdvimgKT72xt47mmNI/PrWWMJXV1imbUMCyLpGMiBMF4e8XlNezuzo4Y4yEDPcms0Wg0R4hhWfRkYO6TewH47afrKA2bh3z2ikiPjDfyGMMYtZLM0xdpmnS6FlkXbEtxz+/aea4pzcq5taRslyXrmoMcFmrk6wAwq/7AKvxfzx/PC5+sw/EUIaGQUgY+XYO/5yi4dUsrN0yLBxXrgz3ElBp5fJlIO9QUGGzMGfaFJb6Zo3tAHk2PCQ8wWrfJB4CXcv/+EjAbmAH83ShtX3MYhJQkPYvGlKIp5esF3nJBnPYBN9BSnl4dpSgkh5n31RVZRE3Jw692sGlxHbuXTgqqiL/1YhvLL6sJlgIsWddMTYFJVL291mB+GcrgWZ7yiMGKy0c2d1KeF5jzde3dpRPLmlOOkWK+fm4tt25pDcykbv5QnEJLsi/lcOfWdkypqM/NhublA6KmoNjyKPS0KYDm+GBKNcy0zK/eUNie4mdX1AyL6+6MryF+3ytJVh0U97ddWMEPtiXpsz3KDBvX1lXLmtFjpLY2vzzyKxsS3DBtqPHKYPPhyuqxvN4r+GNbJljJdc/MCjoH3KAyJd8We0rxVk+WL3yglOcW1nFmodTGaZpRw7AsXu8VXFLfyGee2sd/XTmORNqhuc+mImoMa5NXz6vFQCGkznBoNBrN2yFNk0TWpLnPCdrSr2xsxVUejx/U38dMQanIEHEzlBr2sErV+rm1PLQtSa+yDveTmsMgTZM3UpJZ9Y2c9dguPv7EHv7+g2V8rDbGorVNVMbMITmsWza3DKssXz2vlq9uGioZdeUTe/lze4bujF+s6Hpe8Gyd/1793FoGHJdvzxhq5Pjcwrohq4EONb4sUBlKVD9xMaDNHN+G0TL0k4ASQkwChFLqfwGEEKWjtH3NQeRnfmxPYSEYcBWL1h7Qbi2L+FoX+ZvvlgviwU06WMD88U/U8r2X/VmjO/EoJoMwJA/NriTrCWKmYsviCTn95iM30sub8G1cXMdbPTYdAy43bmwB0OZOmvckI8X8D1/tYMmUEm7+UJyxBSb7UjZz/8e/TxNph2//tp1vfDjO0/MnIAV4CiKGQjqH1jPXaEabtOMbSR1sVnHfrCrKowaOp3h6/gQM4Vc5f2VjgiVTSqgrsnh0RzdnFlmsX1hH54BLgSXIuoq/Oy9OpWXrKjvNqHMok9+kY/FkQ4pE2h0Sy5VRSZcKYyuFWRRlUX0jKy6vCcZH4wotLl+9h+WXjWXF5TVUx0wSacevgjEk1TGTqpCDa+t2WTN6JB2TRWsbA9Psqpi/dHv8mBCf/fU+7plZwboFE3AVNKVsoqZgW3uWD8Yt34NEo9FoNMBwv6kiw6XDtWhJO3jKL6BY+mwzWxP93LqljX+bXc3zi/wVdi1ph5qYQLl+PsJzHMYVhHnqqvEY0peHu++VJI/u6Oa688p8/yfNO6bTtYI+D/wc1eK1TTx11Xge3dGNIRiSwxppPFceMQLT8DyNPTYFlgy8YgTwy9e7WLdgAm39Lq1ph+9sbQtM+/I5Ln/smMFzDuShDjW+1LmqI2e0ksubgR8AY4HVALlEc/vhvqR5Z+QbTkPCvpRi0dpGPlYb45YPlyMFQ/SD+mz/JsiX9pflbsZE2uXHc8YyodBid3eWGzb4TpiDhciHmOe5+R/nHRvpKc/DFB5L1jUPWV5w86aWwFxHLyPQvJcYKeYf3dEdmPOVRYwh9+k165vZ3pHl9unlnFUSotBEd2Ka405IMqJZRWvaoTQsCRmS1rRDx4DL+8vCQV+Sj+FvvdTOy60D3DerGikUxRbDBmwazWgykslvfjnjwcao6xfWMWeV/0Cz8+rJNOYm//LjI1f546dvbGnj7osquWVzC0umlFAZM6mOmVRatpZ10Ywq0jRx7KHajo4SzH1yL9s/N5FE2uGjK/cE79UVWTwzfwJ3bm3nF1fW6OSGRqPR4OdG+oVFc1qxIGf0e9XEQr41vYIxIUVr2qEyZvLVTS0sm1XlG6KGDW7ckODJhlRQDRtVQyePXQ8+8eTe4dJEgyS2NMM5OMk/+JnWPoSWtZGT5tuXsoflsA4ez21aXDeiVEbHgBv4a8SNLH/7vhK+/sKBsdx9s6qDgpdCnMPmtUYaX2qOnNFaW3U10AX8Cbgj97f3AQ+M0vZPS4SUpESYDhVmwAgHRn0dGVi0tonqmMnXLyhnV1cWTx24CW97sZWoKTgjt7Q5f9Pl37981R6WrGsG4L+urGH93IpjJkR+qOUF2qxP817lUPIYK3Z0DbkP8zpf982qYko8THXI0UttNMcdISVhA1YfFLOP52L2vleSVMVM+myPFTu6MAXDYnjzp87g32ZXU2FkKEPLuWhODCO1vavm1fK13BLK6dVRrFwCerCRT1PKHhLT+YeR8YUmFUZGV99rRhUhJa22hSkP6EcCuJ6irsjivleSw5Zk51cZJtKOn9zQaDSa0xwhJQ39Jq+02YHMFcCSKSXctbUNSwpW7OiiPGIEBRR//cu3WLKumWunlvK/n/elQMcXiGFjVp2/eOfkr8fM+r1MfKyBmfV72d1vIk0TIeWwPg/y3kRQP7eWB/7YwW0vtlIUkpxZbA2Thnpinm8OfvB1eWRODfe+nAyS//nq44dmVzKtPMwZhVKP5Y4jo1K5rJRKArce9Le1o7Ht0xUhJc22Rb/jURk1ySqYv6YxmOFp7LFZNquK9gGXO7e285OPVbNybi2L1jaxNdHP0mf389RV43lfmcXGxXVIFKvn1QaNry9OblJuZHlj7y4qjpFZmF5eoDndkIZBPGLw/CLfXGBnV5YfvtrBtVNLObcsFNyHeZ2v1fNqiRtaPkBzfBFS4hghbCVo7nP95PHlNdQU+Pp0UQk3nR9n6bPNnFnUxaKzi7jp/Dj/8ecO6ufWsnjtgRh+Yl4tJUInlDUnlvx4Y9PiOvamnKDyPr+E8pYL4jy5qzsYK932YisPX1rN2cXWsHZZx7TmWNFLiETa4axiM4jFxh6b5ds7g9cAzy2cgKdgZ9fIqww1Go3mdEVISTdh5q8ZKnMFUBYxWDKlhIdfTfLN6RX85C8dPP6JWj751IEcSHWBSYElEHiEvOGSVzp/8fb4VeMh+j2B64HFgVwV+FXJC9Y08dzCOuzcyt7BfV5dkcXKnBbyD1/t5NqppZxVEiJmQpF0KAsNN9HzHI+JUcmWxRNIu37/eNuLrYdfha+rj48ro5JcFkJYwDeBzwE1QDPwM+BupQ7v/iaEeBSYB7QqpT6Q+9sd+MaAbbmP3aqUeir33jeAa/AFG25USj0zGsdwstEvQsQMhackzX0OpREzuFnz1Q1lEYPWtEMi7fDF5xI8OLuSjYvrcDwwJUQNiGLjKT9pVRyVJ6SR1De45nRBmiY7U4J/finBbRfGqS20mBIPc05pBaaEsAF/2NPPw5dWc05pONAd1/IBmuOJNE26PYvUgIcpYcGaJlZcXsPs+kaavjiZPtuj0BJMGGOwfsEEHAXFYUFZSDCxOI5EsWlxHa5SuAP9VB6jlS8azTtFeR6u8rj4V28BsP1zE4fIgy1c08ZfPlvAhkV1uMofK4WkxwtNKT+mPaUfIjXHDCElA66gNVfgsWVfiudzsWgIeKOjn42LfR1QUwripkMsbvGLK2t0XGo0Gg0HKmSjlhomcwX4Xgsxk+//oZOOAY+v/pVvpr5hUR0eIAVYAlr7HWpiMtBaPhidv/DJS10owEPieoqYqejMwv4+h6XPNlMdM4cl+YEgmV8R9XWUpfACnyHXU+zszHBeRZRbL/Sfk+Om72/heRDBIQLDzr9/XQYYY0rdP56EjJYsxveAOcDfAR/M/f+jwL1H8N3HgCtH+PsypdS03H/5xPIU4DPAubnvPCyEMI5+909ChMATkrd6bNr6XZRSwRKA+15JUj+3Nlim/MicGhJphwv/u5FL6hvpybqUigxhp39INaTyPApVhjKhly1rNKNNvvMtC0vuubiSopBJ1oOvbEjwVo/NJfWNjP3xLu76fZLqAt8gSt+HmuONNE129Ul2d9s0dNs4OQ20/OC8Le0QNSWL1u5j8mMNzFm9h/19DhJFxB2gRPVTpAYoVv2UMUDX3l06hjUnFaFBSy/z46XB8mDXrG9hd7fNx1Y1csaju/jrX+1lVm0hJUKPjzTHll4VQgpYsaMLA8XUihiXrmzkrMd2cenKRkKmSXu/w/ZkBs9TuLatx+0ajUYziF5lMX9NE6GcVu9gmSvw29eqmBmYTp/7swY+9dQ+3uyx+ejKRs58dBczH29EIIgqLXNxOPKJ/Os3tPJ6l8us+kYmPrabV9r8Z4ilz/oeQ7dcEGd3d3ZE2YvWtEN3xqPP9vAUpGyPK1bv4dyfNXDTplYaum2+uimBid/nHSk6r3VyMlqGfp8EPpiTxwB4XQjxB+BV4ObDfVEptUkIccYR/s5VwH8rpTLAm0KIXcCFwG/f1V6fxAy4kHEVBZaf/29K2YHT6aM7uimLSG46P87tMyq486U2ls2qGmI+oyshNZrjR17GZn+fTX/u3isOG0wuNvnm9Aq+s3XoPRqPgJvpP8F7rTndyGt9LljTyNPzJ9CadpBiqAbtHS+1c8eMCh6+tJoCS9Jne4wtMIh6We1hojklyGslzl/TFIyXnl9Uh0Cxal4tC9cckMQ4qyREzPCXW+oHE82xJuMJpFDcdH6cB1/t4OpzS4e0tdUFBt9/OckXPlCqjaM0Go1mBLKeLw8qUEFuJN+nTyoJETEEjucNk8IYW2CwZfGEnNmcrnQdiYMN+UAwf80els2q4pr1B8zq8/mp/OuyiMEtm1uHnPO8HvKD25J8d2Yln3hyL0/MG4fneaxfWEdL2pcve3BbkjtmVPjjMN3nnfIINQpXUQixDzhvUHIZIUQ58CelVM0RfP8MYM1BshhXAz3Ay8BXlVKdQogfAC8ppX6e+9wjwNNKqfr8trq7u4MD2rlz51Ef24midPJ5ZFyPt3I37Y/+3MmtHy6nfcANBqETiy2KDI/0QBZlmAjXIZPcT3+67wTv/anLBRdccEI9uN8r8Xu6UTJ+Mm+kDa57PsGKy/0mr2PA5cNVEbozLlJKpABPged5lEYMml/706jug45dzdtRMn4yLW6Ii3/1Fq8vmcSurixFIYntESxru316Oe8vCyGFwLZtcOzj0q/o+NWMFtFYAUW1E/EQZF1f9/7Orb4Z2q8+Po5u2yMkBX22x7SK8FG3xTp2NUdK+dnn0dRrEzYEbf0uVTGDmGVgCIiYgj09Nj1Zj3NKwww07z4u4/kTGb9vF7sf3hx7x9v8/cXpo9spzSmDbntPL6KxAsZUjcM2InxsVSPLLxtLoSVp6z+QG6mIGmRcRVu/y4odXSy7pJqMq4iYgrCXZd+u1070YQScbG1vNFbAQGkti55OBMnh5xbWMfmxXWxYXMfs+sbg+6vm1RI2BNc973921bxabt7UwsdqY3z9Aj9f1Zp2WLGjixumxSkJCy74xVvsvHoSZz22m+nVUW6fXs45pSFUpl/nr04xDhe7o1W5/Djw/wkh/hnYA9ThazD/6l1u74fAXfhz9ncB9wFfwFddOZhDZsfPypnU7dy5M/j3ycCR7E+XgH//UydXn1tK2va46fw43/19O0umlFAcFkwuCVFgglKSiogAXF9AaNzb5vLf1f4cT062/TlRnOhz8F65DsfjODpUmALbDeQFwobvUDy1rBIhBG92Z4OBzxlFFkXSoeAd7NOpdi1Oxn09lc7hsdrXDhWmtd1ftrYvZQcaaGGDIdVzA66iNuz4ev3m4fuVU+m8HinvteM5mPfiNYN8xU0IVwj29DqURQyKQoIzi0M8etlYQobka5sSPNmQCoxkik3vHbXFJzvvxev6dpxK8ZySMMaSZD3/0SVlK1rSWc4stujNuLgKzioJURVycN9mPH8qHfeRMOKxbN43Ots5BCfrOdT7depxsuYcjifH8tjz8gx/6XH40Z8T1M+t5Ttb27j1w+XDPhuS/jPY7TMq6BhwKAoZmMKjwFDHbP9O5eue3++UCDOzfu8QQz4vJ8t6sK71vS8nefijVUHl+L0vJ4N/b+9o5vbp5UwpC3P9tDIe3JZkyZQS6oosTOGn8hJphwJL+kZ9kXeXvzrVOZVj5nCMluby14H1wEPAK8APgOeBW97NxpRSLUopVynlAT/Gl74AaALGD/poLb554HsKw7KIGvCZc0p4bHsnZRHJ2SUW98+uZmp5mPKIwddfaMFWgjFCawVpNCcKISUpEUZKPymXlxcojxjcdH6cr21uRSmPc+Nh39yvLEx1lHekKaXRvFPycdmhwqREGCH9rj6Um/R4ZE4ND/yxA6V8+aWqqMGUXIxOLQ9TG3aH6PVrNCc7+QfPmfV7yLqK1txyS6UglXVpSbu8nEjxwOxqdl09mY2L65hcLHEymRO965rTCL8URBExRNDmfiAepsCA215sp8/2KDCFHiNoNBrNIPI6ywWW5MmGFL1Zl2unllIYknwg15aeXRqmLCIJGYLvz6pmc1OKlrRLxBQUoSUw3o6sxzBDvrwsa/7ZIa+pnEg7RAzJ+8osnl9Ux8+vHMcZRSb1n6hlxRV+onjJuma+tH4/N0yLs2JHF8svqyFkwI7PT+LHc8ay7A9JxEE1ood6fnknjMY2NO+eUTnbSqmsUup2pdRkpVQs9/9v5bSR3zFCiLGDXi4A/pL79/8AnxFChIUQZwJnAb87ur0/uTBDIV7vFfz3691URgXXfTCOqwTdWY+HtiVp6XO5ZXML35peQbGFbig1mhNEXmf51aSNxJepWX6Zb65548YWLAn3X1JNxDTpznh8dVOCroyL6eqHRs2x40CSbS9/8+v9vJq0aXFCOKEoCMG3Z1QEVQQhQzCu0KIj4+F6UBTyKCajE8uaU45eFWL+Gl/nzxD+JErUEGQ9j8KQxJLwoaoC+h2FQuEpD2FnT/Rua04zig2XiCFJOwrHA08pdndnuXFjKzedH+fMYgslfONVjUaj0fhkDzKf/saWNsKG5BNP7uWnO7oIGR6mAFcJQobgP/6UZGpFjDOKLEoNR+dLjoDBZsh5HvhjB5VRg2unllISFjw9fwI7r/aTw7duaWV3l39N5qxqZOLy3Sx+qgnXU0wrD/PzK2t4ev4ESsKCa6eWUhUzWPaHJFN+upsvrd/P7RfGhxRJDn5+mfhYAzPr97K736TPiDJgHD5JnE8o94owuw/aRkO/qRPMx5F3PXoRQnz0SD6nlPrN22znF8BsoFwI0QR8G5gthJiGL3nxFvDl3La2CyF+BewAHOB6pZT7bo/hZENISZttcNfWBDdMiyOEICxBIDCE4Mbz4ygFyy6pxhAeWdcjcqJ3WqM5TekXFvv7XH70505+cGk1RSH/7xsW1+F6YEmwPY+QlAhL8tDsSm0eoTnm+NUde6mOmdx9USXXrPe1lOvnjmPAhcqo5P7Z1bgemNKfYY5HDXqzLp4ndHxqTkkyOYMfAE8dkBK76fwyzi2zKLAsbBdCBkQNRdTTbbHm+ONks4wrCNNlmUhACcH4MRbLLqlGolBAvwPStIihJ/k0Go0GfKmLwebT16wfZOJXHKI17VIWEURNQdYVXD8tTkhCkXT0SpAjZLAZcl5z+abz4/zrH5LMmzgmkHE6p9Ti8lV7ALj5Q3Hu2trGU1eNp63fpWPA5dYtrTw0u5Iqy6XTtQhJk4qoSaHp8Q/T4vz9eWWEJXQ1NaCiB+Qw8s8vg2U5Fqxp4uFLq4makrEFFjWWHXw2bzpYZLjs7pPMX7OXZbOquHlTy5BtzF/TxJbF4ylEr1Q7HhzN1PgjR/AZBUw87AeU+pt3sm2l1N3A3Ufw2ycFg103YyaAoHzyVJIKX2dmkEN5r7LIuIolU0q4Zn0z6xZMoDVto4D7XvErzSpjJuURw39AUrY2ktZoTgBCSvo9ydJn/Y7M9qAr4+Aqwf+7ORHcq1Uxkz7HJWoaFKqMdsHVHBHRWAEpEQ4GTvlJiYNdnEf6u8JPsg12ds7HqFKKN3scSsMSU0oS6QOGG9+eUaH7FM0pi8xV3DT22Hz3d0n+8a/iXDu1FCkEL7dmOaPIAhQhJA5qZAcPjeY4IF2Xfgcauu0hJlSQkymKmWQ8wWAru5Hafo1GozkdEFJiScGqebUsXNN0IKlcEmJPr80tm1u4YVqcu7a28NDsSspFxs9AueC6w7c10jha46+Gnxh12LJ4PFlPEDKgO6t4rinNozu6qSuyqJ9by3d/lwQItJifbEhx84fiQwz/ls2qwlMOxTj+eEsBNpRA8Hr/QQZ+I8lyNPb4/eSSdc08fGk1sXiY5IDLglwSuq7IYvW8Wv75pTYae2zKIsaI28iq03vQdzzj/l0nl5VSZ47mjrwXyS+bb0m7nFNqAoLmPpf/eq2LpeeWYiuBbYSpCLm4jkPGFbieojJm0thjsy9lU2j5Zfw3fyhOZczEFBAxBCWGg+foxlCjGU2kadLpWtiewpKCUsMOJAKElGSlRdqVCAVurhMsixi4SvH3v2nh51eO5Z6Lq5ACPAUZxyXtKEpDHrxn1lhojiVCSjJlE7h/WydLzy0FIegkTMRUZF3BgKtwFOxJOVTFLMaFXdodgwFXIAVEctUdgwdY+RhtyvUpaUeRcR0qYybxiMGyS6opN23dp2hOCfKDZAUoITEFhICVc2tZtLaJR3d0UxaROVkxMARkXI+GbgfLEHxp/X5Wz6ulIiIQ6IdLzfGl17MAj/eXhcm4CimgNe0QNgRhQ9CUspkwJoQRsuh2DDKeQHq+9uXXXmglkXZYPa+WsWdPZUAqf1JQx69Go3mPcCARJiiwBPv6XAothQQ2Lq6jNe0SjxgIoYiZkiVTSnhwW5Jvz6jw+3M1NJk2xoK0K3GUQipB14DLmz02K3Z0cceMCiZGtWxGHuV5foWvADwoiphsXFyH7fljqYdfTQaJ5hWX13DL5tYgyZynrsgiJBWHq1YRUlIyfjIdKhwkO0OKIaaB+W11DLhBkjnrKRbkKqvhQHXzsllVPNmQGmY8mN+GpwTCkO+J6/z2hUaCiCmwPXA8RdiAXltx5RMHEvJPzKs9ZnF/VAIkQogyIcSVh3jvSiFE6dFs/1QnK0NYEs4YY6JQpB14oSnFl8+L05nx2JHM8JUNCRrTgoZ+k9c6syzf3klVzAz0hPKGS2MLTARgSkHJoISXRqMZHaRp8kZKMqu+kcmP7WZWfSNvpCRmOMyAESFjWDSmFLPqG9nVncWUBzq9ZL9LIu1wz++SWAJULqHRmfEYE5JEla4y0rw90jTpUr6u2JfPi7O+sZe0o9jba9PnKFr7XS5bvYel65oxBIyxJP1YJAcUH39iD+9bsZt+x+OROTWBwSQQxOhgE7/KmImnIGyIXGJZ9ymakx9pmvSJMAhJ24DihucT9GQVGVcRlvD8ojr+9/OT+NLUMvalbDr6HW7emECQm3QJS6pjJgvWNPG/XY7W49McV8xwmLQL/9uRpSvjJ5Q9BZUxk4yrUMrXuGzvd2izTa7f0MKkx3Yxe2Ujtgf/dklVEL+vJrPs6HRpti0GjIiOYY1Gc8qT1929f1snHopeGxasacJR8GaPTXu/Q8r2+MdNCd7qsamMGkwtj/DgpdWURwSeadEtorS6IXocQb8LXbbkxg0JJi3fzez6RpIDHit2dHHDtDh3vNRGr7JG3A/fFC5Ct4jSK05PczjPcTDx+NqmBG/1ZPny1DJ2Xj05SCwn0g4r59ayYkcXQJC4LDJcUiJCUkXoEkM1k/PXeM7atiHaymEDnphXGzy71BVZPDKnhntfTlJXZNFneyg1cnVzpS8PEMimHLyNr25K0KXCDBi+LnO3iNKhIqfcNT1Yl/r6Da20uWE6idDmhrl+Qyt/8+tmXuu0mVXfyKTHdjPz8T3s73Opzp2jvFTISHE/Ghzt2fwm8FeHeO984Laj3P4pi5ASIQTdWYUhFX22BBSXnTGGNzozuZkEwbeml9PW7zJ/TRN3bm3n0+eU8FRDN6vm1QbGYD1ZDwEUWIK41GZLGs1oI6Sk07VYtHbobOhdW9votP1JnT5HBu+fWWQhgNXz/A5VAP915Tiea0rz2WeaaejOIoAzi0xqLF1VpDk8QkpsM0xTxuAvyQw9WY+I4bH47GLStkdNoYklJS1ph5Vzx/HzK8ZSFjF4o8sm7cDitU1Ux0x+s2gCEVPy4LYkUVNQP7c20KiTAr5+QTnf/X07bf0ubf0ultSJhRlKsQAAIABJREFUZc2pgzRNUsqiuc/l1fYMC9Y0sWRKCe0DLru6bb752zbStoMlRRDj3/19O7fPqKDQgn99Jcmitfu45YI4jT02tYXWoEF26EQfnuY9jjRN2rISpRQrdnRhu5C2XQzBkHi9Y0YFN21sQQH/cnEF4I9Hlj7bTPuAG8RvgSVZ+mwzDd02r3U5epJEo9GcsuSTuZ0qzKamFJ85p4TXO20SaYfGHpumlB0kMItzBnFSCHZ2ZXE8j3VvpfhI/V56HD+RfNZju/n4E3to63f52qYEt11YwRemFNPYY3PN+uZAgnTJlBKynhi2LwcSeH6x0etdLtdvaGVXzmDOsI5NYu5kZIywuWNGBUuf3c9ZK3bztU0JagstfvHxGrYsHs/ZhR4Pza6k4epJbFk8nkkFHrv7JDPr9zDpsd1cUt84ZCK0U4UDXWc4UH3clhGURw1++fFxvLFkEg9fWs1tL/oJ7OWX1VBTYCKFGmY6WFdkUR4xqCuy2Jro58FtSZ6ZP4HXlkxi2awqbnuxlScbUuxNOeztU3Rl/EKxiY/tDhLbBxsGHphcGP1Jhfy2i+reN+K2D/fbvi61f+6mV0e5YVqcj61q5Mzlu/nYqkZumBbnnpkVLH22ecj5XfpsM7dcEA+2cyylQo72TM0D/uMQ7/0IuOoot3/KoqwQXVn4xWtdOMpPCoQNQXu/y3XPJ5hd38h1zydIO35VcmOPzdZEPz98tYN5k4opDUs2LKrjp1fU8L6yME+/2YNUnk5SaTSjjJCSHizsg7SevjClmB9+tJpeG/ocv9ozeF8IkgMujudx78VVhAxBVUyyfmEd/3nlOKaWh6kOORR6A/qe1RyW/CC235UkcgaRk4oNWvsVtqtI2Yqo4SfLfvTnTgotg5AheSs3WHAUgXmfJQVKKW670B8E/sPzCR6+tJqfXVFDZdTgzGKTB2ZX88HyMGcUGlQYerJSc2ogpGRXn6TXVixa20SB5VcgnxsP05p2eGhbBzd/KM7c/9nHd3/XRmXU4LzyCMsuqWZsgcHy7d08uqM7kDKqK7IwcuPqxh6bjG6mNceYTtf3Vemz3cBwsrXfJSRhXKHJeeURrp9WRjxikEg7SAEguGtGOXBAezIfv4OXCo8tMPUkiUajOSUZnMxt73f4fyYVc9fWtpxRn0NdkcW3XmzLmce1k3UV7y8LU1tocXZJiP/7cpIvPpfw+3JH8b1Bk3JL1jVz/bQyPvlUE7dNP5BgzkvHVcZMX8Jh0L50EyZiStYtmMBvFk2gOmYGieiFa5rY1pbh9V5x2iSYB2sxN1w9iYdmV1JhZChjgELlP0cUqgxlwn/d4xrDksf5idBX2rK81WOPWH3cMeDSZyua+xz+6YUWLEOw/PIa1i2YgCWhOCz56qZWVlw+vDL5ey+38/Cl1ez4/CSWTClhybpmEn0OC9c0sTXRT12RRWvaYfHaJiKWwcdqY8HvLljTxCttdjBBe3B18GiucBu87XP+c0+Q3M5XxkvTPORvCylxkKy4vIZV82q566KKwFsnfyzXrG9mXKE14vktixjBa38MfHIml6uVUu2HeK8DqDrK7Z+SCCnpygoSaYcvfqCMjKtoTTvYHnzumaFB8LlnmgkbIrhJHt3Rzd1b28i6sK/PYXsywz9uTDCrtlAbeGg0o4yQkgHpG6flZS7ATyxf98EyEmkHT4HtgesdmC2VQEnY4O7fJenOuDT3OTSlXN7ozGB7HsXopJ3myOhVFne81IYLPPVmD3fPrCTjShauacJD8MAfk2Q9f6LytgsruOKJPdieosCSNPbYuJ7i9unlPLgtScSUDLjwqze6eGb+BO6bVUXGVfzTCy10ZDwKvAwlqp+4GKBQ6YkPzalDv7DY3+dgCN+w0lOKe2ZW4iqC5a3L/pBk2awqvvABv6Lpu79rY+LyXaRt+OTZxUyvjgZLK5dfVsO+lD+mqiuyMOTpbfaiOfbkxxFFYYNC60Dl3faOLK19Dn/76318af1+XOCROTUopWjotvnb95cMid0+2xu2VDhkCKpjpp4k0Wg0pxyDqzGjpr/S+4ZpcTz8/v2ROTUk0g63bG7l2qmlxCMmu7qz9GZdzlqxm0d3dAN+X76zK0vYPJBEG7xKyfYU35xezlUTCwNt3uqYGeRX8om9jzzeyPt/upvLV+8BRCBHlE9IF1j+StYO511bl51yKM8bkkA+3PPD4Yz5ziwOkfVGrj5uTTvs7s5SGTN5siHF5av2MOWnuzlnxW4+8ngjzX0uibRL1BCsuLyG1z5/oLr5uaY0YUOydF0zC9c0kUg79NlesO18n9nYY9OSdvj6BeVMr44O2bf8BO3geMy/P39NE13q6CqZhZR0HaJq+/etWWbW72VXn+SOnDnh4N/uVSEa+k0uqW9kdn0jN29qYfwhksiuYsTze/D5EKhjstrpaLfYKYQ45xDvnQ10HeX2T0n6RQjb8w06DCkg9/DjHOJmkwzVmHmuKY1CcUahwbTyMA/NrtRi8xrNKCJNk4wZZXe/STKjyLiCfsdjZU5G4NYLy7lraxvxiElr2iXrKZZv7wxkBjwF3RmXG6b51UcZV2FKwaTiECVhoe9VzRGTVYI7/7ocA/j78+K05/S7G3tsMq5iyZQSJPDFD/iVF75mlgg0lb/3cjuTS0IsmVLC4rVNpG2XK88o4pbNLbSmfdO+ey+uYmzsvWFkoTn9EFLSnFb86M+dGLlJQEfB0mebSdt+O/zgtiRLppRQGTMpjxhkXDcwnRFC0T7gcvv0clbOraUoJCm0BN/Y0kZdkcWqebVEpL43NMcOaZoYEpZv78RTghs2+FVZeQ3EGze2kEg7PD63lpCEB7clsT0osCR2bgJx+WU1nFlsURSSQ5YKV0QNTAG3Ty/XkyQajeaUY3AysifrAYJr1g/t35fNquK+WVVMKg5hex5fWr+fqCmHVLA+/ola7tzazmBv6roiC0v4/9/dlcXx4N6Lq1ixo4vV82qptA6YobXaw5OKeTmi26eXBwnp/KoRWw8bRiQkD53cfLM7S7ElR6w+vvflJHdubac65z128Pdb0w63XBDnU0/vY3Z9I0vWNTO5JMT9l1TxzPwJPLgtGVQpr5xbywfLw2z+1BmBNMbgCua8xFR+2/lrmvEOnRzfm3LecSVzXuKiV4TZ3W+yN+Ucsqo4n2heMqVk2PsZj2Gx2dCdHfE8NaVsll829Pzmx747Pu9LhTy4LUnKgRYnREoM92w4GlmQo00urwb+TQgRHbJD/utlQP1Rbv+UpN8TGMJPKFsS0o7LN6dXYIiRbzYXmFTgBcsNtiweT41lU6gGjmiGSKPRHDnSNNk7YNCZ8R1npQApfIOdLftSbP5kHSBYMqWEjKtY+mwz33/Z10P/5etdPHXVeLycsUQ+oVEWMfxOb3MLrnsYe1yNZhDSNCmyBAWWryPmKN9oL78McG/KX7LnAe25gc8tF8T56qYE5RGD5ZfV8FxTmrZcErmxx2ZPrzNyXHo6LjWnJr3KCgbcD21LUj+3lpgpDxvvr3f6jtir59Xyw1c7aE07nFMaxhDQ7/oGgCuuqGHj4jrKI9p0VXNs6XQtHtqW5NPnlIBSJNIOl6/aw5J1zWRcxX2zqnjqqvFURiTL/pDkpvPjtOYqrxxPcU5pGFB4nkd1gcljg5YKg+8IP6kkpCdJNBrNKcfgZOT+PoeujHvY/v2tHofV82opsuA/r6hh86fO4Jn5E/j3P3WQSDuYuXaxrshi+WU1SOmvBrlzazuOAinhgdnVTIo6eI6DNE06VThIMA4mX9U6qTgUVFHnV42Yo1/0+Z5gjLBZfZAx3/LLaiiPGNy5tZ1PPb0PTymenj9hWPI3kXYIG4rH5w79ft7jKJ+EBdia6Gd7MsNnnt7HknW+bMmGxXU8fGk1/Y7Hmz02ISm4eVNLkFh+ZE4NK3Z00Zp2AompwdfUkOKQyfHWtL8i+UgN8QZLYPy+NcuCNU3B893B2+4YcINt580JB79vSDEsNu/c2s6qg87z45+opSZmclaJxW8W+gbXz8yfACg+8ngjrWmHmze18M3pFXxjcwtnr9jNzPo9Q5LlRysLcrS3xbeAMqBBCLFcCPFdIcRyYDcQB759lNs/JXE9+M//7eJb0yvos10KLIMfvtqBZTBsJmH5ZTVEDIbp1ehkskZzbOh0Ld7qsYNknespvNzqgnPLY+zutjGk797u5FxpH93RzQ9f7WDpuaUYUmDKA0uxb97UEixR+faMCi1fozkiDMuizTFIOZBIO9ieYFdXFlMcWAb40LYOKqIGPVkvGJCURQyebEhx48YWQLFuwQTGFprBTP+9LyeHxeUdOi41pzBZJYLKju//oZMfvtpBTcGh4/32GRVcUBVhzf8ZT0XU4MozilixowulfC2/kBT0ZP2k3d5eG0Ogx1yaY4rtqSB2w4YKHgi3Jvq5eVMLA47i1i2teAguHV9IZcwgbAjOKLJYvr2TrKdY+ux+rlnfQke/S0N3lv19Dj1Zj5glaUr5ca0nSTQazanGGGEHK7jvfTlJLFeRPFL//q3pFUyNh6mOCd7odiiPmnRnXJasa+a5pjSr59Viuy6bP3UGT8+fQIEpMAXBao/WtMPOTt90vd0NkzKi7Orz29CikBwx8ddne0RMX8oov536ubVEjZGP53RHeR4VEcGP54xl59WTWbfAT27euNFP8jb22IQMSW/GxVNqSPL3P68Yx7d/2w5K8fCl1fz20/51rIpKvj2jIli1mefel5Msv8yXTVm4pokl65qJmpLSiN+H/uqNLtYvrAuS2A9u82NqxY4uJoyxhpkGRqQ3JB5haGV1nsYee5gR5MH0qlBQbZxPit/7cpJH5oxctZ1/Pbhyu67I4onc6rqDYzORdigJy+A8PTN/AuVRSWOvzeK1+/joqkb2pfwJmT29/jNkTYHJxsV1fGdrG082pIJjGZwsP5QsyNsl0/MclViMUqpXCHERsAT4GHABkMRPOv9MKZU9mu2fikjTxPLgJzu6GVtg8vEzC7E9X+pi+5p9PHRpFQ9fWk2BJemzPcYWGIwxPLQ8q0Zz7BFSYrv+UtN8su6+V5J848I435xewXe2tnHvxVUopSjPmerUFVlBgjm/zPrFT9Vxx4wK7nipjWWzqqiM+cm9SsvGc3SSQnN4hJT0eibJAZes6w92q2Imd25t51efGMdN58d54I9+tYanFDFTBgnn/MBqa6Kfj67cA/iDj5c/M4HV82pZsKaJ215s5eFLqzmrJETMgDEiq5NnmlMSISWGEkFlR12RxaM7utnekeWROTVcs755SLyHDL/qZGNTirPLouzv81eY3HR+nHt+386is4qoLjAxBGQcj/KowRiy6Lp+zbHEkiKI3Ud3dHPXjHLWL6yjJZfseHBbktsurKA743JOaZhCC5yQ5P4/Jvmb95VgScXPrqjhc880c+PGFm6fXj4sjstNPf7QaDSnHoMN47KeYIylho1nJ5eEMIQgaoLreezudim0JLdsbmHJlBLum+XrIkvhcenKvdTPrSXRZ/PAHzv43keqSKQdfnZFDRFDUBG1uHFDgicbUqy9ajzXPZ9g2awqagoMVlxew5J1vj9WvgiwKmZgux5nFodYcUUNnoKwoYhio1vckRHAl9bvZ9msKm7e1DKk6rauyKI0LLl1Syv/cnElmxbXYXvQlLL56gu+RNQ/XRCnJmaQ9SAkFWOkixEzqI6FWTWvloW55Gci7VBdYPD8ojo85a9E3pey+ddXkvzdeaVcOr6QrOtSlasGXjKlhAe3JbljRgXkrt69F1cGObmosofFoyEFN25IsDXRP+QYQlJxqMGjkJK0c0BeIz9+3Zro57YXW4PcwbhCk6/ktp1PJFdadvDbIakYI2yEkKycW8uitU1BbK64vIZ01iNqSj7z9D4ae2yumljI92dV8+DsappS/vj35g/5niTLL6uh13Ypk0aQWM4TJMvFoWVB8u+/7bVX6vgMqYUQa5VSc4/173R3dw87oJ07d3LWWWcd65/2f19EiRiwN+WyaK2vj/mLj4+lM6NYuMZ/ffv0cs4qCRE1BaWWh5PJHJd9OxTH8/wcCSdyf4qLi0+oYN1I8XuiONni4t0y+DhSIoyDZHsyw4/+3MkN0+Jcs76Zj9XGuOOvy/GUf/l/sM3vlAZcv0PIG3HmG/6KmIGnQCnwlEIKQUh6ZD2J66mgMxithN6RXAsdu4fnZIrnlAhjI5ld38iyWb722/2XVDN7ZSNfnFLMorOLeLPbDiYhp8Yt2gcU//xSGzedX0ZRyBgywHhiXi0To/4MZa+yhgxIjnVSebTOq47f48fJdC+8HSkRxlGChh6HB/6YDNrs/CD6vlnVCKEwhEDiPyoIFAhBxvZ1FEMGvkSZDYb0/y0AAy94kDgadOyeWE6FeJamyRspOaTdfnr+eFwPLEMQMfz4dYGw9JeJv9blkHY8xkYNbKWojPqrqdzcA3ReEsNEEVXvfgLxRMbv28VuyfJ973ibXUvHHfFnT9bY0ft1ZJyMbe/Jdo6OJ6N57IZl0ZI1g2rjFTu6uH1GBWcVeLjSoNuWCPzcXk/WI2wITKkQCAZcWLquOahGPbvUwvb8dlUAf/+bRJBc27C4jtn1jUyvjvKLj4/j5o0Jv8gIMIX/nWTGJR4x8BC4HoQMKJH2EOP2d3PsJ3Pbe7TkpRXueKltyLgtL3FREZEM9PdTGTMCzesjfX6RpkmrbQ2LDQl0Zlyk8P0MUrZLoeUXiuWf1ccXmoRz24cje2bKH0u+mnfwc9eh9jElwryatLnu+QSNPTbTq6PcfVHlkPOw8uPVnF0k6XGNt92HlAhz/YZWvjuzks6Mv5o1X+38/Y9UMq7Qyvk/QdQAWwk8BTl/TLKuL8dVGjHoHHD5bC6vkaeuyGLL4vEUqgwpEWZm/d5Dvg+Hj93jaXP5keP4WyeEfFWkFIqSsODp+ROQAgZcGBuDjYvrcDz/QhtC4SrwXPdE77ZGc1ogpCTj+rPeZxRZQXVofvZwwIExIX/56sKzivn3P3Xyd+eVMrHIYsPiOlwPwgZs3peiIhKjSGX8DmdgcOe594g7Hs3ph5CSfmEx4PhZgfwSqbsvquR/dncHs9Jv9th87YJyQjkJlgJLEZLw0Owqsh7ETMWWxRMOzOgPGowUkiE/4j5Oc8cazaiTf9AY8ARZD76xpZWfX1mDIeDp+RPIuoqikPQ1lB344V/8Cs/KqMEzb/VxXkWEtn43mKA5I1cp07FnN7XjaoLf0beI5njgOQ5nF5pBhZYh4aXmFOdVxBCQq7jyCBv+JMjjDb3MHFfI3/56f1CUUmgZhE1BRCiUELhdbRSPKQR0HGs0mvcWrm1TaSmsQl8m4N9mV1Nq+AldKT36HYuWtEtlzCRi+GPltK0wJIQNwf2XVNEx4PorxFUGpTxwoUOFh1RtDq4obUnb3HR+nFs2t3Dzh+IsWdcctL8xyyAkYYzlJ+p6XIMx0tPPeIcgX/370OxKFIJNi+twlSIkDjyzJPbuoiKXkFeed8TPL57jUGF4RAotamJhLpxdhRKKPlvQ5yha0w7L/pDk9hkV3LK5hScbUsFzebnhT8Tmt38kv3lwJfORFO9kPV8TOb/Cbmuinwe3JXluYR1S+Oehq+lNvFgNhThD9uFAot2f3CgyXDK24MmGFIm0y90XVQbV4HVF/sTJ3zy9L6isriuy+PGcsaSyHhPGmMQsAymgrd9l+fYu7ryoYkj1d/7cjBE2Sh2QqTk4mZ5//+04nsnl9zT5WY2Ypei14dm3erlqcjG2h6+prKChO8sDf+zg/tnVLF7rz6itnFvL2YXmkNkvjUYzuuTvz+a+LJNLQpRGBMUhi/svqcZRimS/S1fGxVWSMZbg3t+3880LKwCJrfzZ65iluPa5Fr4/qxpDKnDzekp7WDarKpiNhAP6RFsWj/c7Ls1pj5CSZttif59Lv2NzdmloyBKpWy6IU2CJYBLSkNCWtrn7d8nALfuOGRX+hIWbG9DoJLLmPciBKpG9LJtVRVlOoujP7Rm/yn92NQJw84Ev4NqpZRRYAttVXDSugLTt8v4y36Cnz/boy9m6j6kah07FaU4EnuNQjIMwJN0qzJnFEUKGxJRgCWjt96iImvz7n3zjvy37Ujy/qA5X+VXK21r7uWmTv0Q8akrGFsQpkcd+dYpGo9GcCPJtZn6s6+VSJcrzqLFsxhSFyHgCmVuRtC/lsXx7F/MmjqEs4gsil4Y4MGbmgHlg/nktr9m79NlmvrKxlQdnV3Ht1FIKLcGzCyYghcCQ0NRr87UXfG3eR+bUDB2T6zZ4RIKE8ZA/js4zy8HJaCEkVsgiYpqMjRk8NLuKIsNPbi+bVXXUqznfSfIb/DhLpJ1AAqMsYtBnexSaHhE3Awr2p/uGfW/w+Def2F01r5YxFiPKapRHDJycSTD4n6mfWxtoKuc1nfOGiXVFFovaMty5tf2Q8onvJpk+GO1zOUpkpUWhJSkJCSypuGhcIT/YlqQr43JJfSO1j+xm6bP7+ae/Kqcv63H3RZVUx0wWrW2i0z0ygWyNRvPuyIvT37m1nazj0WcrurIejb02tgdlEYOqmEl5RCCE4NszKlj8VBOTH9vF7PpGdnbZvNHlsGRKCS1ph0xOxD+T0yUa7F6b50jE/jWnB2YoRKcKEzUlS59t5s6t7QzY3jBTp7SjkHgo5fGZp/Zx4X838mRDimvW+y7I78RQQaM5VRlsJnLvy0mihuBnV9QEJqoPbUuSsj3mrNrDxOW7uWL1Ht+gz/UYcMEQUB41saTi+ucTzH1yL598ah9v9dh4ZvhEH57mNKdXhbhhQ4KUrZizqpEzH93FzMcb6ckqsp7Hp88p4ZevdzGnbgy25y9zLTQ95q/xNRULLL8faei2dX+g0WhOS5TnUagGiIt+SlU/Y1SGQkvyXFM6MHarKTCHmZwebNaWSDsUWoL1Cyfw0ytqkALOKQ1he7CzK4vteTy0LclHHm8MzOj0mPzkQ3l+0rZE9RMXAxSqATzHoVBlKBMDFKrMcZ0EyMfZYKPBmgKTmHBJiTAdKkzJ+MlI0wxeDxhhugnT5yiWzariC1OKWTarin7Hr8hfOXe4EfAtm1sIS3h2wYTAtPCXr3dx36xqdl09iWfmT+DBbckgsfyzK2q4c2s7WxP9zH1yL5et3hOcv4PP57s9d7pyeRSQpkljSnHX1lb+5eIq/u/LSe6YEecfpsWR+HIYbk6b9WubWvjeR3y3yrsuquDyVXuwfZFAjUZzjMh6gsYem8Yemy8+l+DB2ZVMGONPCOWlah7cluT7f+j0dZDmjmPF5TXUFJh0Zzz+YUOCey+upDJm0pp2qI6ZIMCQQ42mDtYnOpzYv+b0wAyHeb1HcedLCf7l4qphcThYLilqwI/+3MVPdnSzYXEdd73UxqM7uodMYBypoYJGc6qSb68Btib6uXFjC/fMrOD+2dUYQjG5JO6b9i2uI+sqbE+xfHsn/2dSEWEpuHFjCz+9ooZdXdlgnJVPyrme0mUVmhNG3uQnv7x12awqxhaYFIUkMVPwZo9NbYHJP0yL+ytYBPx8RxefPqcYIBhv5ONZ9wcajUZz5NWWBz43gYwSgX69APb3OXRkPHqyHlIIMq5vqP3l88q4qKaAe19OBglmPSbXHI6R4rHIcNndJ4dVJf/itU5eaB7gnpmVLH32wHsHVyA//olxrF8wgfYBl7EFJhLFtVNL+ewz+wG45YI4lTGTG6bFKRF+xXi/afHA7Gr+dZbClIJPPbVviDFhY49N2oUxphy15PvxHGK/Z2+9Ttfirq1t3HtxFQ3dWZ5rSjPh0QbOeHQXEx7dxSX1jQjgjc4sN0yL8/UXWrh+WhlnFllcNbEQU8KAEUZI/cSj0RwL8klg8JMVF/53I9N/6d+XhZZiezLDvIlFrJpXm1tRsI+sp7hs9R7iUX9Jdp/tUR0zebG5D0uCbYaRwPLL/Iq6R+bUBL8xWJ9Ic/oiTZO2rEQCyy6ppqE7OywOL6lvxFOKAUexvSPLt15qp7HHJuMq/vGv4nxhSvGQCYyQ1LMVmvc2g9tr8O+Vpc/uRwIl0l/612P77fbnnmnm3J818P0/dPK5Z5rpdxW3Ty8nZAju3NrOmUUW06uj1BVZ9Nkews2eoKPSaPyq5Z1d2aD6aOGaJv76l2/xiSf3srPb5qMr93D2Txu4pL6RppTNH9sG+MmObszcPbFqXi3b2weCeNb9gUaj0fgcabWl8jyKDAdTgOP5Ws3b2jIsWruPy1ft4aMr9zC7vpGbN7XQ7yg8BSt2dHH3RZXBeEKPyU8/hJRBlXFKvH3e7uB47HGNYFUe+IndO19q47oPxllxeQ39jp9nyL+3eG0TS6aUBK8/+dQ+DCn4zNP7iEgPCZxVEuL26eUA3LyphQJTUCL82D+4mtvAC+Qz8tQVWezsyo5qBf7xzGZ+9zj+1nFFoLj1w/6FzYt3D04yrZxbS0hC1BTc9mIrTzakGF9oYQjB92dV0zHg8FqXS0O/qRPMGs0xQOINuy8fmVODUoqOjOK65xPBQCIvWVNb6Fciuwoen1tL3RiLmAlfPi+OFB7JjOCGDQkKTMG1U0sDE8+dV0/ihU/WaR2u0xwhJbv6JF/ZkCA54NHc5xyyfwgbgu+93I4UIvj77q4sjTljv0fm+BMYq/WEheY9jpASpdSI7bUhFG+kJJfUN/K+Fbu57vlE8LAH/uC7MmZyVkkI1/MH0YYQ3D69nOWX1TCx2KK/dd+JPDzNaYyQkrR76OeEYksOi+XKmMnjn6jFzBlZpm2PRWcXs/yyGs4olLo/0Gg0mndIfnw+q76Rz/56H54auV1eNa+Wn/ylA1fBkiklXLO+mdun6zH56UheC3lm/V4mPtbAzPq97zhvl81JaeaZXh3lhmlxLl3ZyPt+OvKYNq8dnn/tKfj1/PHsTytm1u/h7NxY+IcfrWbrp8YfNvcwRtisHiQJkx9b37m1fVRJSk6yAAAgAElEQVRlPI9KFkMI8YW3+YgCksAflVL3HM1vncx4CNoHXNoH3BHFu8sikr0pvyIB/IsZNnxF8O6MR8pWVP7/7L15nFTVmf//PufeW3uv1XQ3TdONKGpwXGOGRBEh4hLhN8hi1kkIY+IkOsZhknwdE81iYhxnzA+N3zgzmUQkiZlEAXUGUFkCIhpRoxgjSmSxm6bprXrv2u6953z/uFVFFzSJCArCfb9e/arq6uqqe6vOee5znvM8nydi8rFHm/0GYD4+7wICT/YiPy+70y73bklw7ZkVAEW7iNesbeW+abUYwpurlgS04pvPJrhnai1SwB+6bMqCRqG09abz4wzamuaBDA0lJpVBAy38wPKJzIC2mJ1rSHbN2lYWTakZ8fpQHTb4znOdrGtJMnN8SVHzhTsnVxOQgvKgt4FRF5FFjUl8fI43BrTFa91ZfvJqzwH2+p6ptcxd2XKAvV40pYY5K1poLLUwBQzair1DXtMd0JxWESRkQqmw2TZCAxUfn/eCAe1lCI10HejPuixYs/eAsVwXNbnvlQTXnR1nwerWwjXhtAqLnuYd6DF1R/u0fHx8fN5X5P3zpn6bRVNq2NE3sl2ujRhcMa6UpO0WZDBOrQjQl3G59swKaiIG2q+GOiHweoHsLvI/r1rRckhxu/2bSd50fpxr1rb+WZ+2O+0W/r+x1MIyICQFVzxafCyzc8ei9cHXiFop6iKC+6bVErUk3WmXbz7rNak8kjKeh6u5/Nm38ZxS4HQhxP/RWv/4MN/vmMQQmpPKAixY3crPptdxzdrWwqBYPrMeV2v+5YUE4A2MxZfW0Z12iFgG7bn0dEN4gyOjBSXyyOme+Pj4QKnh8u0Pj2J2rhxl/wDecJr6bU4uD9CRdFg2o77Qof0Xl9fhao1EELUkHUmnqLQVvPl937RaasPS11o+wckqqI2YnF4ZLDQmG+n6sGRrL+takiyfWY/WXhOH/MV+yFZkXMXclXt4ZGY9YZ31h5XPcYuQkozryVncfkF1weluLLV4ZGY9kuKsD9iX2ZH3rQISAoYgbArueTnBHZNrCEgvsKwcZ+Q39vF5lxk+tve/DiydUc8/rG87YCwHDcG9WxJ88rRyHny9t3BNyCpNSGlS/kaJj4+PzyEhpMTRkiWX1dGd0679x6faR/TPk/a+RKSMq2kstXi1K8PCje0svrQOAz9Wc6Kwf9YxcMia2/nM4XwsojpijviaDSUmK2eN5ZTyAHuHHCbVhmlLOiyfWU+FtOmyjXd8LGFtUxc1C/Icw2U89bEQXNZaT3s7zxNCnAE8ARx3wWUhJZ0pL0tmpF2vqpCkP6O49swKFp4X9zLVIl6Ku1KKUWHv/p5B7wvWWrAzZfol9T4+R4hwJMqOIcmQrUbcrRuyi+eZp6ElGF9mkXEVESvEfdNqqQwZKK1BwJCtWLK1lyWX1TF/9b4AyOJL6xgdNY6okfZ5fxIx4Y4Lq9nVt09fM399qI6YjImadKZspjXE+OTp5RhCMW1ZS9FYqokYSAFr5zRSG3Bwbf+a4HN8ki85bB0aOYOoIigLi7v9G6eOjprcN62W0VGD7ozLl3/bTlvSYemMekKGpsp0/MCyz1HjL43tgaxb6OQ+fCxbEr54ZiV3vtDFupYkiy+tozpiEDK8RlV7j/aJ+fj4+LyPyNviq1Y0FXztJ69qGNEuB6Vg+iO7WXxpHVFT8IMXunh4Rj1VIS8wXRMxCGvbT/g4Qdg/6xjy8YK3n/GrlWJCTLN2TiPtSYeKoDzgNWeNjyGF4LrchnN+o2N0xCCWS5IISOMdH8vbbXx5OBwxgV8hxGlCiI8IIU7d/29a69eAB4/Uex1LeKUVLYVshLakw5wVLcxf3Upd1CTpaG75XScZ1+vSeFpFkFEhSTwkiVreYklruOflbpbmtJmvWtHCgA4c7VPz8TkuCMZHc9WKFr72dAdBQzJ/tbcz3ZZ0eHRmPePLrAM0th58vZcLHmqiN6OJmYIz4kHiIUlfRtGTdqkKGdx4bpxFLyX4r+mjef1zJ7NhbiMTK0zqrCNrpH3enzhKsGBNa5GO2+a2FAs3tqO0Zld/lqwS1EZM7ni+k5Sj2TC3ke2fP4UNcxs5rcKiLCAImTIXWPZ13XyOT4SU9BHkqoP4UqMiXmZRyIRlM+oPsNeWhA9UBhkdEcRDJg9eMYan5jUyLiaISz9j2efo4pXTjjy2w6bk5mc6CxnMpvQa9ERMyVMtg0gB3/jrUWyY510TakIQl76P4ePj43Oo5G3xcDmBmza18/CM+iK7XB0xCVuCtXM8u1sbNblrSi2VQUFfxmu6VhXEt8MnECXC5tH99IoffQea265tU2PZjI2ZlFjiAA3kH06pLWQ2gzdG56xoQSlV8GUP91jebuPLd8rhymIghPgc8K9A9bDH2oF/1lovyT+mtf7nw32vY5F8mnxTv1206zWu1KJCeBosP55aXdgdKDVsBrTFls4MlSGDypBByvEym9OOwsVLdc8oiB05bW0fnxMWJc2/OEf37eCBKTWfOb2MBWeUMWBrHA1ZpRmyNe1JT/voJ6/2cOO5lfzrRTW4GtqTDqeXG4TcjL+L7QN4Y2akcddYamEJGLA1IdMbc3m95SVbO7nx3ErGxCxSLnTkxpUfWPY5XhFS0mpbCEaeLw0lFt1ph8d2DnLXlFrGxgwev6oBS4IlBVprUi7Eg0AmTRl4ZYEacHx1Ip+jz8HWCY2lFgbw4BVjMCVYEpIOtA7ZREw4ryaKraAjaXNquUXETQH+mPbx8fF5J4wkbfDYzkHunVrLmtkNJNIuA7lqkoyrqQwZbOuxufmZTm46P86ZVSEiluZzT7by31fUUenHaU4YjmTGr3IcynB48803OfW004peM792HM7+khfvRfbx4XBYmctCiOl4Uhf/BpwMhIFTgB8CPxJCXHrYR3iMk0+TBwraq/NXt2Ki0EodsDvQ75oEJNRGTT75+B7O+MVO5q7cQ9iUVIYMzFwTMUP6FsvH50gglXMIczRNyM0QN7KkXU8w39XgKs3i13poLLUYFfaylhes2ctpS3bwsUebKQ1IwtoPAPrs42DXBsfVvDXg0J500BpMoVk2w9NevuEcf1z5nFgMaIudfTZtyZHtdMpRtCfdQoOz3+4eJGkrpi9vZtz925m6rJmkrYhK9y+8k4/P0eFg1wKAi5Y2AZB0NK5SgCJqSa5e1Vq4DsQsSewQs6N8fHx8fIoZbovzNJZa7Oy3aR1y+OTje7hseTML1uwl62oGMi43P9NZqDrUWvNaIrOvAZrPCcW7kfG7/2sGpB5xjO4/3t7t7OPD4XAzl78CfFNr/aNhj+0E7hJCpIEbgTWH+R7HNPnU9LcrjJ1RgAvlQcGGeY24CgzpNfSzlWL5m308PKOegAFJHS7oq/j4+LwzMom9PDpz3CGJ1w9oi7akQ1O/jSFg8Ws9fOK0ch54rYcvnVVBXVQW5q8pISg12j12DLvP0Weka8PymZ5t70g6BA1Bd9qBkEFFSLDo4loMAU/Na8RRGikEo6x9OsvSNBnUVlH7EFuBUt74KxHZY8q58PF5O2SV1yBVac3ymfXM2a/p6g9/n+CfzouzbEY9PRmHUyrCvNmTys0Tz/5WBBRO5u116/bxea8pNdyiJj75BpW9adfzMSR0DDrcv7Ofvz+rgpqILBrfVQHFoGOQFhau1hhCIIVm1Kln0Y+XyVxh+GsFHx8fnz/HSH75IzPrqYkYpF3t2V3txWS01ix8qr2gh79sRj0hQ7Bkay+PzKynzFS4/p6fzxHmUOOKxyKHG1z+EPCFg/ztIeCWw3z9Y55DTU03pKAj5RA0JJ0pr1OkqcEwBBETLh9XimVoUIqWIUXUMhgbwncafXzeIankEKf+hTkqpGRAW2jAkJK0Ax1JrxHbg6/38snTyvn1tl4WnFGBqwW2hm2JFKOiAf77jV7+8ZyKo3eCPsckWilOiWk2Xu1tQgAEDci4sGRrL9/4UBVKQ9pVKC3oyl8PBIQMQYXp6SwLKckaAfqymrSryLgKV8GgrVmwprXI+fAbwfq8nxBSolzBkK0oCxpUBCWrZo1lyNaUBiQ3bWrnsZ2DVIYk/3ReHFdDVinOro6SdjVKgxQafNkYn2MQISUpYZF0oCIoWDSlhtMrgwBETcHvO9I0llr8cmsvc08t5W9OLuU//9DDgjMqMCUEDEFVQLE7CXuHXBas2V208XLvlgQ3nBPn3i0JvvXhUUyImv5awcfHx+cgjBSz0Xj+9GWPNNPUb/N3E8v42vlxEimXf72ohn+ZXIMlQQgNeDKm8ZBBe1ZRbfk21+fIcqxLXrwdDrehX1Rr3THSH3KPRw/z9d8XHEpqekhqHAWVIcnoqIklBZYUIDQDWUHEFPz7Kz1ktaQmYhI2JVlhMSiCDIggfSJMtw4xKIIIecT6Mfr4HNccbI4KKXGtIAllkdGCAQfe6LFpGbRZsrWXn02v46db+3h81wDXnR0naEiChsBAE7JMkrbi06eXEzTw56NPEYZl0etKJCAEvN6doT3pEDDgxnPj/OCFLgZtRcSQlOc6BgcNQcSATNce+hxJtw7R6QZJuV6DwLSjKA8aVIVNxpZYrJ3TwG/nNlAbMXONYK2/eFw+Pu82QkoGRZBuHSzyVfZ/3DEsDKEZX2ZRFTJIu/CNZzrozypu2tTO/InlbPr4OL50VhxbKW/+SEnIEJhSELMEVab7vnK6fU4MpGl6foWSpF3B1u4sCze2s2B1KwMZFw1FPsayP/VzUqnF9ed4fkbEFBhAZ1YSsyQVQcmiKTVMqg3T1G9zzdpW5k8sL9zOWdFCr/Ltv4+Pz4nBwfyMv/TcAW1RIuzCelAIQUfSYfGlXuPt+7f2cfOmDupjFoYQhExB2BSsb05y0dLdBA3JVza0kVWCHte3uT5HnmNZ8uLtcNjREOEhR/gx8PtOFCGkREivBLQ34zKQVXxtYxsvd6ZpHnARQrC6aZC7XurBVvD7jjTTljXx1oCLAjrTmilLmxj/wA4uXLqbnSnTD2j5+LxDDMsiawTJKEkirXmjO8uuPptXO5OcUmbx7Q+P4t4tCRZNqWFaQ4ysqxFC0ZG0uWFDOyUBybhSi1+90cur3a7XlMqfjz54tj6DiaMltoKMq4laki//th3XVdREDK49swIpBK91Z+nNKLRWVMkMJSJLtqSaVxI2zYMO23oyDNmaqKWpCpsoLUi7mjue72T68mZMKfjRxTXURkyv4YOPz1Egv3gbEEF2pEwuXLqb8Q/sLPgqaSNEuxPglYTNp57Yy4VLd7NrQPM/O/opCUiSjkvQ0NwyybO78yeWUx0xqYmYlFia7z6X4Pz/fosdfTbjF2+nO+WyvddmT8bw7a7PMYWQXlKIEJ79lwJu29zFz6bX0ZZ0+MpT7SituHVSsY+RdqEi4OmC7uizuXrVHqYubWJXv03W1SzZ2svtF1QXAsyVIaPoNuv6m9w+Pj7HL0JK0kaQISM8op8x3P7tCyh7SRrXb+g44LnS9JL84mGDmCW4b1otG+Y1cu2ZFaRdhSk0Bp5MxkX1URZNqeGbz3bw2M5BpPCk6Xx8fIo5XC8kBjiAfZCfEyJz+e0gpGRnyuRPPTZSaCKWQV3U4J6ptZxVFaIuavLrN3r5wrq2QuOavMM4d2ULCsl3n+tk8aWj2bXgZNbPbSRsSfrwM5h9fA4FMxCgV4Rpz5qkXE+mYN7KFqKWZFypyYVjYlz4cBNKa+6cXMPEeJC6qEnYJKd3JLljcg3lQckfujJcUBdlwZpWdvbZ9Gp/Pp7oCCnJGEHeGnCZurSJ5gEbV2mGbEVb0uHjj+9lyHaZGA9SH7M4Ix5kVEgSyWW/9xHEMDzFqps2dXDd+jb2DrmA5LVEhj2DNrv6svzTB+NcUh/hs0+20pV2+dakKr/BiM9RIe/fXL+hA1sL9g45LLmsjuc/2ciTVzUQtiRpJfjNtj6uW9/G7RdUUxsxmbuyhb85pYykrTnvV2/x6cf3Mjoiuftizy8aEzPpSdv8zf+2cv/WPhpLLbrTXnO/qCUKdvdIZ+wfSkaUj8/+ZI1Awf672pNvaUs6fPPZDhZNqeHOydW83m0zvtRg0cW1nJlbA6za2ceWLpuG+7czf3Urd0725slnn2wl5epCpvJN58eL5kL+Vgr8pBMfH5/jDmma9IkwnW6QtPJ6NOwdcqiNeL5yU7/NVSta6NX563aIVtvKBZ93cMnyJm44J17YmLtqRQt9BNmTMdg96JJIucTDBhPKA4yOmkyMBwkagqQLXWmHRFohhWDOipaCBrPSYPmm1sfnAA53WpwEjD/IT/5vPngNwr7zXCcVIYMhG1zlZSbYStGTcZm2rIlbn+uisdRiaa5xTXfa637e1G/jKLh1UhVlQcmufodpy5o4fckOLnq4iZ0pE2kerny2j8/xjxkM8kY/XLy0ic88sYeMC4725lh32iVsGsxd6YnoNw843LSpna6kNz8b79/BJct3M2grlNYINLdt7ipsAkUtSdLRfgbzCYyQkoTyNDbz46g77bL4tR4aSy0WX+plrv31r5uYurSJtiEHCSQymrcGFLvTBhc93MTpP99RFIRbsKYVR0NZ0KA77fKTV3voSLrcMqmqMPYmlAcoEb72rM97T96/+f5HRtGbUfzk1R4iJkghufzRZk5fsoOLlzbxsZNK+MLEskKArKnfpjftYhmCxlKLzW0pnm/PMHVZE6BIpFyuXtVaWMz9bHodS7b2snRGPSlHFcZ+RksyZph+EWJQhA7L/uYD5X8uI8rH52BI02TIEQX7v2fQRinF0hn1tCUd5qxoYf7qVmoiJkOOZvzi7Ux4YDvjF2/nxo2djI6ahQDI/NX75kl1xCz4GtURszAX8reLL62jPWn78kg+Pj7HBflN3pQR5E+DkilLmzjlge1cvLSJtqRi/e7BQiUHeOu43YNO7rrdzN4htyj4nPc78r+nHU3K0cxd2cLXnu4gZWvakg6XPdLMSfdvZ9qyZtqGHE+e1NWYORcgH6cJSE2F4fvcPj77c1gRSa1108H+JoSoAD4F3Hc473G8kFUwf2I5g1nFJx7fw9o5Dbga7ng+wXc/UsWGuV6HUqU1htAkUpo7X0wAniEzpSc4P2QrrlvfRlO/Z9DyO3Dr5zYSl+p9p8vi4/NeIKQkJQOksoK5K5uojZjcf+lotPaaOTSWWtz5YoJfXjGmMLfufDHB7RdU82+/7+LBy+uoiXrzMCC9MtfutEtb0ilkDQ3ZCkdpOlMuFRUWITJH96R93lW8JpABFKAQuFpj4clS2IoDxtEDr/XwpbMq2DC3EVdDT9rl+893cu2ZFcx4bHch+FwbMWnqtwvO8KIpNcxZ0ULa0Ux+6K2CY5t2FIFcUG7IVgQN4dt/n6NCVgluPLcSy5DcsqmdhefFiQVMbt7UzqIpNVSGDIIGlAYknzq9nDkTSgFNY6lFWdBAaM3iS+tYsKaVO19MsPjSOhwtuO+VBGtnN6CAgBRoNIsuruW+VxJcUBctsrvNg4qQhFt+18l3PjzqkJpbDm/o6mrJVSuaDvCxnpk3lphv033+DNI06XGtIvt/8zOd/OjiGiyDgp9vSkg7Lqn9+kA1llpoDXdcOIqPLmsuSF7kqxnzvsaYqIlAc8fkGpK2y7VnVjA6avD51Xs9eQwlwFdI8vHxeZ+S3+S9asVuVs0aW9isA8+2zlvZwqpZY7nysd0FH7mx1KIj6RSes2CN5z/f+WKCm86PUxkyCpt3F9WFCBiCUmEU/O3//6UEt0yqYt2cRryVocAQmqAEgcCS8ObnT8GSEDYgIhxc22/m5+OzP0c0FUMIYQgh/kYIsRTYC3z5SL7++5mAhOqISTzsBQ7ahxyGbMW6liTzVrbycmeaPYM223uzhEzJD17oKmTrLJtRT8yEMTGLifEgD19Zx4Z5jSyfWV/IcMi42s9W8PEZgXAkyq6UyZu9DlrDshlj+Nmlo7GkoGXQxnb3ZRW5ygt4AGxuS/HNZzu49swKaqMWhoCICY6C7b02b/U7RVlD40otKkOSBWtaSSs/y+14RpomnW6QzrSiLam4eGkTJy/ewQ3r21Da02fbfxxNGxsDJIaE5oEs81a1cOO5cW7b3AXsc4bzmRX5x/LBhYgp2LngFJ64qoGhnNBbe9Jl5ayxjCu1CPqSGD5HASElCkF9zKIr7XL9OZXMX91KyICF58VZsrUXpTWWlHz96Xb+0JWmJ6MIGAabrh6LqzU7+23Kgp7e4Z2Tq7EkhAzBupYkf/tkK68lMjQN2LzenUWj+eRp5UV215Lw/c2dGIZk/sTyXPZm4G0dvzRNduQkPbb1urQMOoVFbJ5CwM7H5yAIKdk+JEm7+gD7/5Wn2tk75OJozZ96MnQmHTSCiLnveflNw5s2tTMmtu+xIVux+NI6TOk1AFw+sx6FRgpByBAYQnByWYDyoCysGXx5JB8fn/creXm47zzXyaIpNQSMfc1M8zT12xhSFPnIy2fW0z1sx66p36ahxOT2C6pZsrWX7rRLZ8rloSvHcM1fVfBaIoOr96357t/ax6ceb2VbTwZHga00aVeTdDWWoRF4vn1AQkhlcG0/a9nHZySOSARECHGeEOJuoBX4JfD/AVdrrc88Eq9/PFAibOpjJqb0HMavPt1BXdQslEkPL5UbyLrcPbWWbfNP5ql5jdRFDV7vsZnwwHamLm1CCMnPt/aycGM7t19QzazxMaTAX/z4+IxAbHQD336uk5ApmbasCUtCxBSYUnDPy90M2V61wIa5jZQGBMtm1BecjbakQ03EpCwAGkXGVXSmvMc+UBngpDKTf7uohsZSk/akQ8rxHBpX+Yu745V8EOGS5U30ZFw6U56+7G/nNnDrpCoMCf+7o2/EcTQqBNt7s4yJWTw1r5Ffvt7L5rZU4bWb+m1GR/cVFOWDC8tn1tOe9OSQPvDzHcxf3UrYlNz2XCelAUnUFIR19j3/LHxObISU9OogX93YhhCCrKs4qTRAU7+NEIJFLyW44Zw4lhSkHMUtk0axcGM7kx96i+nLm+hM6YIddlyIWpKaiMmYmEXUhGUjSAm4rmZ01NOqLQ0IutMur3dnmT+xHDmsV0XmbSQtS9Okw7aYvaKloGfbkXQK8zaPH7DzGYnh2tx9BPnVG70EDHFQ+x+1BBPjQcbETEKGwNGCdXPGsunj41g9u4F/f6Wbx3YO4moKiSWlAcnoqEEmp7l823Od9GYUTQM2zQM2rUMOjtaFrOZHZ9b78kg+Pj7vS/IZy47S3HBOnIUb25nwwPZCvCMfYG4stQrJQA0lFksuqyNpKy4eG+PvJpYVnlMaMLh3S6LwWpMfeotE2sHNXc7DhuaRmcW2OmxKNJrygKDMEgSlJGxI2pIOGVchUAxoT/5w+DWgfOwpvnyWjw+HGVwWQnxNCPEq8CyevvKNQC3QDWw+/MM7ftBKEciV1OcDyl/6bRunVVhsmNvIG/NP5smrGjAECCTfe66T05bsIOVoMq6X9Qz7ykH+z/lVhbLpH06ppSPp+IsfH5/9kKZJKGBxz9RayoMG6+c2EDAkaRdSjsstk0bxgxe6eKvfYc+QQ39Ws6UjxapZY9n++VN4al4j973STV8W+jIKpQTtSZfWIYfxi3fw0WXNtAw6dCVd7nm5u7B5FPT9i+OWAe0Foy6pjzC2JFDQQS4NSPqzmoCEC8fEeGbPIOvnNvJmbhxt6UjxareDFN4m4I0b2vjbD5QXZWPkZQLy95fOqOeMSi8r7epVe4rKAueu9AJiQ7bGFPiSGD7vKUJKWm0LV3tBL601Y2IWEUOzctZYXAU3nluJOaxqa95+pa2zV7SgtOZbH/bscHfaJZF2ybqamzZ1UheVPDXPm0Pr5zby6229/LE7y5u9NtOWNeXmm+C2zV1UR0yU3icdYMg/v9kuTZNeZdGWdArZT039Nne+mOBn0+uKMkr9gJ3P/hiWRa/2mktJKTEE3HhuHK01k+tHtv9Dtlf5tKvf8x8uXtpEb0aTdRWfe3Jf08qoKdh4dWNuPQAVQcnOPm+Mzp9YzqqdA8TDJvUxiw9UBnngtR6ilsEz88YekhyMj4+Pz7HEgLa4akULAUMQNGDtnAbe/PzJrJ3dQNDwJIPyvvHi13p4+Mp67nslQcSUfO3pDtqTDl/9YDy3OTcGDYWN49qIyeo5DVSHTTqSLut3D9KZ9jKS/2v6aLbn/IzSgKBtyGFnv8OADUOOIqOgMmjwsz/28Fq3y/UbOtiZMmm1La7f0MGWriztboBON4hhWX5DYJ8TmsMd8f+KF0z+HDBLa/1rrXXyUF5ACHG/EKJDCPHHYY9VCiHWCCHezN1W5B4XQogfCSG2CyH+IIQ47zCP/z0l6Wi6Ug7VEaNQ/pl0wBCKkCHoSrvsyjXxyDuZAUMQMCjsssG+cpD8fSGgKmz4ix8fn2EIKelyvE7AFy9t4m+f2IMA9g65heZ939/cyd1Ta6mOmHQkHeavbuUL69q48rHddKX2Sdds68nQm9EooDbq6Ye+/rmT2TC3kXGlJj94oYtvf3gUv2sdzAUi/CzS4xEhveZhtRGTL51VyfTlTUx+6C0WbmynMmRyz8sJTAGjwganVIRoHrB5tSvNJ1bt4XsvJOhIOtRFTR7a1sdjOwdZsKaVb02qAiiU9QUN2DCvkUVTavj+5k5e6swUaXjmyTd2ChrCH28+7zkpYZF0FF1pxcKN7Zy6ZAf/9Wo3WS2YUB4gYkFpwGD+6lZOW7KD7rQ74hi2FYyOGFx7ZgWVIaNgh9e1JGkecEk6XvAt7WrueqmH6ohJQ4lVsL1feaqdtqTXNd51FUu29vKLy+sISA66uBNSMqgt0o4uZCrng9J5GZtFU2rY9PFxbJzX6AfsfIqQpsmfBkVRg6ltPTYZFxY+1X5Q+6+1txE4XBd07soWUo4uSFosn1mPAGxX0ZNRfObJVvbmmkrNX93KnBUt/HRrn9cMVmgWPtXGZ04vp0JkiIWVxH0AACAASURBVOmMP059fHzet2SVoDZi0p9VaGD68mYmPLCD6Y80YyuojZo8+/FGaiOSL/xVJZaE686uJOsqfjilhoqgJGZJFl86mphlsHfIoTpiUhvx5DG+uHYvQ47mnpcTXHd2nDkrWtjVb/PFtXtxlGdPmwe8JJCOpNfU3ZSSoITvbe7irpd6uGZta0F+qz3pFmVFX7K8iT8NCq7f0OE3BPY5YTmshn7AR/ECyz8FFgkhfg38CjiUFNoHgP8L/HzYY/8MrNNa/4sQ4p9zv98EfAyYkPuZBPx77vZ9gSUF3/pdF9//yChOKgsgc9o9GSWJGJqwKVi4sZ2mfpvGUotHZtZjCoXWnjZsnsacxuDw+1XS9p1KH59hpIQFSDKuw9rZ9QzYXqO1fJOHmojJYzsHiYc6uf6cyqK596srxlAalNz/xx6Wz6wnaSuqwgYpR9GXUQQMiSkFMQtaBhU/nFJLVUhTHYpSIrL+XDwOyWdqGkLzrUlVXL2qOAsTvDI+AIGiNmoyZ0VLkT3/7nOd/HBKDZPqIoX/O6kswKaPj6MqZJB0XN7ozhYa/C25rI5FLyW4Y3INjaVWUXCusdSiNmJSZdooxx9vPu8tGSVJ2i5RS/D0vEaCBuwedJm61GuY+vCMMUVNePJB3P3HsNKggLqYyVX/21Jkg2MBiesqHA0RSxTGfF7/fub/tNKWdFg+s56KIAghWXhenFFhg5Sr6Uh5zf7GxIIINGFDM2bCB+jRFlrBm71Zlmzt5WfT67h3i5exfM3aVja3pVi4sZ1HZ9ZTLvyAnc8+DMuiX5nURLxNQLRXXejkpLAe2znI+dW9zBhfwuxh9n/ZjHqE0JiSQrNuKL4G1EZMUraLreE//tDD58+o4L5ptbiaQlJK1JIM2YrRUYMgLj+eWk2J8P1/Hx+f9zdCSqJS8Jsrx+AoOLVcsmFeI1lX4yjN4td6mDY2xhnxIHuHHCqCJoO2oi+rmL+6tWBrn7hqLKYU9GcVSmtqIhbfmlTFNWu955gSbjgnTlbpomqln/6xm1snjSr4LfsSPrzeKjPHl3D/1r6iSqfqiMnHHm0uWgvMWdHCoik1PLZzsNAQeOO8RipMG+X4DQB9jn8OK7istd4AbBBCXA/Mwws034hXyfX3Qoj7tNaJP/MSaK03CiHG7ffwLGBq7v4SYANecHkW8HOttQaeE0KUCyFGa633Hs55vFdUGDa3ThrFLb/rZP7EcqojJuNKTVCwrdfm9IoAa2c3IITAlCBR/GhLD9efE+fHW7qBfaXSYYNCwKJc+sEFH5/hCClpTWpmr2jiCxPL+MwHypm9oonHr2ooOBO/uXIMjaUW92/tAyjMPSMnX5NxFV86K07Q0HQCURMGHUldTKK0F0BUWlIVNghJhbBtYlqhfXWa45IBbbGzz+Ynr/bwrxfVHJCFmXXhmrWtrJ3dwKpdA8yZUMaGeY24CvqzLpVB6ZX/P9/F187fl61s5nRi+7MuUUtydpXJ6587md2DNoteSrDwvDiu6zV1WrCmtShYXW35zqrP0UEAEUvy3ec6ueGcOHUxs7AoWzSlhqxbnG2fX8DlF3j5hVtAepr3J0cUT1/dSMYFU4IloHXI5vbnE9w5uYaOXBA5YmmStkYgefCKMVgSKk2HPlvj5twgpTVvdNuMKzWpCJpkFLhKgBC0pjVp19PAvW1zF7dfUM29WxLMn1hOPOQtZpWGoFB+0M6nCMOyaE5JhmyHQdvLfrvhnDjXrPU2rM+qCtFYanHrc13s6rdZM7sBmfPngwakHMU9L3cX6ew3llqEDEFtxGDIdigJGERN+ORp5TzwWg8LzqjAlIKoJaioCpJxNQGpKRE2f9q2jQkTJvg+x36UL95zCM+OwKY99C4Y864dj4+Pz59HSElCWSSSLvNWerJzXz67siCllY99RExIOZqP/KaJSbVh7r90NFc+trsouLuzz+a69W2smjWWrJL8+o1ePnFaWeE5ds5XXzVrbFG10k3nx4lagqfmNeIozw8JGdCZdPnyb9u5c3I1QFGlkylGriqsDBlFv+8edOgyJROipu+z+xz3HG7mMgBa6xTwC+AXQoh6vCDzZ4Gbgcg7eMmafMBYa71XCFGde3wMsHvY81pyj40YXH7zzTdHvH80Ka+Mc/eU0bgIDDQZV9M+5HDPy938xyU19NuqKNtt2Yx6Iobmjsk13HlRDUqD6yoyLqye3cCQ7fKnfkWop5VUcugdH9ex8vnkOVrHc/755x+V9x2JY+E7ORaO4VAJR6JE604i6SgWTanhnFEhMq63Q90yaBeciV/kOq/PWdHC/Vv7WNeSZPnMekaFBHuHFGUBg5AJ/7C+nfkTy6kKBYiYAltBUEJPxiXjQqBvL23df3YP7Yjwl74Lf+z+ZQ7nuEobTydqSR7bOcjXc5puw53K/qyiqd/mjhe6uO7sSiY/3FQURJMSXOXJrNz0Ic9BXXxpHY7WlAYk5QETR4GbTRMyA4yNWVx7ZgU3beoAPK25fLBCOGlSHW+xrfmd2/wjyZH4vv3x+97yTs4xHIkSjI9GSZNgkEKGzjVrW3lydkNhPlSGDKSgaI5sbktx75YEj+d6S1hSUGpBNpsl0bSbluQQVeM/wJ4kRVlID8+oxzI048ssBDCQ1Zho2t7aUfB5OoCq8adz6aN7+fXH6hiyNVFLEjAkQw785x8SXFAX5dzqEHNXesc8KmzQlnQKi8rKkEHrkENlyMBJ7GFvd2Jkx3IE/LF79DnS5z18rEvlkEnsJVZ/Mm/1ZwC4bn1bYezngwnNA1l+dcUYPv3EnoJP8YvL66gKG+wdchkTtfj06eU8vH2wyMdvT9o4CkZFTDSCpgGb37Umue7sOEqDKTSpjj30DvMz8mPzeLK9I5/LO1lCHqn3Proci8cEx9ZxHStjF47NmMPR4FDPPb9mSyvBvJVeoPirH4wfEDSet7KF9XMbcbUurON6MuqA4G7UkjT126QcRVXI4Kdb+5g2NlrwR3oynkTXD3+fYOmMeuatbClUK3lrQFjTPMgpFWEGsi43P9NJW9IpBJTzlU7LZtQTNMSIFVndabfo946kw8KN7WyYM5au7a8X/nasjN+jOV5P5LkC79/z/3Nj94gEl4ejtW4BfgD8QAhRkKzIZTFfd5gvP1KHloPu2U+YMAHwvrj8/WOBN9/8IxMmTMAMBunMCv7t9wm+/sEqtvU4rNjZz6pZYzGkwM2VgVw2roTBrKI6YlIRlNzyu07unVbL555s5c7J1cxf3cYz806iXmfe4fEca5/PsXU8R4uj/Rm8H7+HfKfhqcs9p2TW+BjnTq0tOAC3PtvJksvqmL+6lVuf66Iv6/LUvEYyubKrH/4+UdA7XzSlhte60kVlUl87r4Lrz4njKoiHTCoMG2VWMipe+a6e1/vtuzgWj/VwPkMhJb06wNBghsZSi68+3VEYR/kgQWXIKMqEXzXLK80LSMGPX0lwxbhS7t2SYPGldUQtwYZ5jZgCssrTlI2akqSCKlPTsmcXRu1JhE1ZaDi2YM1efnF5HaeWGYSEhjF1R/Ljece838bm2+F4O5/9eSffWd62zshtfufL+M+IB1lyWR0BuW+R1Z12iVmCh2fUc/WwzKNvfXgUEQMChiCqM2hbYQqI5MbyoDBY9FIH/zV9NPUxCyOnTxs2LbIuuEoTNaBEOOjc/xiWRRKTgay3AK2PWbzZaxey/GeNj3HLpFHMW9nC2jmNhcqVn15SW1hYzlnRUqgGiFsuTvzdt+nvFsf72B2JI22D9h/rXlPHcTjKC1wARWO/O+2SVZofb+nm9guqWTO7AVeDFLBn0GbB6r20JR3WzWmkOmzw9NWN7OyzySova7887I31lkGbrz3dUZB6CRkQE7nqlBHG5PFme0c8l02HkoV8hN/7KHKsfrfH6nEdCxyrMYf3kkM997yt3ZP0pAfzQVpDisL9SbXhwgawEBAUuiARlPe7hwd3h2xFY6lF84DDs619PHxlPbc/38nDV9Zz9aoW9g45I/rqQUMQNqA7ozm3OspNm9p5bOfgPnkMKXjyqgYiJvxwSi1f3djG+dWhQpLS8A3D723uBCgEo7/5bAdN/TYu8pgcG0frmE7kuQLH7/kf8eDycLTWm4f9+rfA2w0ut+flLoQQo/ESU8DLVB477Hn1QOvhH+l7jxkI0JGRSDTf/GuvRFq7Xilcfrcun9l28zOes/mz6XV848UOvv3hUaAVtRGj0CQnq8TIoXcfnxMIr9OwN38m1Ya54Zx4QQP0F5fX8dknW7lpUwf3Tavl5PIAlhSkHJekQ5FzkJ93+fLV9XO9UmlTQsTQBHQaNCi/uum4J+/8fue5Nm6dVFXITBs+jgJS8IfOVKHsP5+19sjMekIhyd/9VSVJ2+XaMyuIWYIndg3y0YYYaQWGEGRchRRgSEBDKjnEaUGXqGmxZnYDjvaCbKPCBmFtH1JTAx+fI8Fw2wqQdRV3XFjNZY80Fzbels2oZ+7KFu58McG9U2uIBeDJqxroSrt0JB1ue66Tb394FKdEFco9UG6iRNh858OjuKooqFdPVGWIaOX5OJqCDIAZDNKcBIkuZEo7mkJgGbxO8fnSWjP3nM1tKb6wro17p1azYW4jrgZLetJlTtY36ic6+4/1vG7mU/MaGbIVpQFZNPYbSy0e+tgYFp4X54GtPVx/diX9aVWk3fmLy+tI58Z8/zCNUPCCJ//+0RrGllgFqZcKw0Y5WXxRFh8fn+OVvK1dNKWmKFDsKl3osXD7BdVFclqPzqzn3FFBko7Xe+HRmfVFPsOosMHymfXclpPsuv15T4q0JCBYN6eRgaxbCDQPrzCJmILyoMkfExmWbO1l/sRyFp4XpzvtIoFr1u7l9guqiVmCTzy+h6Z+m/kTy7ntuU4WTalhYjzI1kQGpRV3TK7h6+dX0ZGrjso3bLVyPr6Pz/HMuxpc3o9DCX3+DzAf+Jfc7WPDHv+HXOPASUDf+0VveX+6bIOMq9k7ZNNQYnHJ8uZCQOy/po9mbMwiYgosCQ9eMSanwQw/mlbLvS8nmDY2xl1TavnbJ/bQWGoRkNo3WD4nPFm1T//qpvPjBYekqd/m67ls0zExTycrYICrwEZSFtCsmjWWnowiKAURS9CW6+j+0619fOykEhpKDLb12JxUYhA4mifp854yPNDQlnS5++JqNs5rxFZeMNiScPdLCe56qYdZ42OsndOIKTRSCGTuNmyCFAYxyyDtKL73QoIvrGsrbGTURAzCBmitIVdNpxyHMqmQhkVWCU4pNXwNWJ+jxnDbCuBo+OLafQGyu17qAfZtxEVMkELjakHQ9Lq13zutNtcjYuQArlaK8WGHZ+Y1kNECQ3h+z5A0UGiyriZiAghMKejNwq6+DGVBg2xOl9zZ7zjzjXcAOlN2URns1ataWTqjnnhIUC783hU+HvuPdfB+DxqacaUWAUMwfXlxE6ePP76HX15ex5fOimMIqI0aBc19S3rXioyrWd88xIfrIkUa+p6vIag0bJR2/I1rHx+fE4K8rd2/migvWdGRdArrONi30ffMvLFUiQy4MD4sPZ9BeRnPoVwfh3um1iKBuy+upTPlEjQk972S4LJxJZxcZvHUPG9j2RDwiVV7uOn8OGVBgyVbewta+vmA9bo5jYWmgGvnFEuAPbZzkMd2DrJ8Zj0LN7ZTGzH58bQasq4uahS/fGZ9btPwKH7gPj7vAe9lcHnE0KcQ4r/xmvdVCSFagG/jBZUfEkJcAzQDV+eevgq4EtgOJIEF7/Ixv2s4yiuZu+fl7qLmUJvbUly2vBmA7Z8/BVN6H5wG+jIuX1jXxua2FDPHl9KXcWlLOjw6s94LOvjBZZ8TnIgJK2eNJWpJqiNm0QJxc1uKqUub2P75U5ACFr2U4ItnVnL5o80smlJTcCg+s3YPX5hYVgiSGAIMoejLeGVb/lw7sRgeaNjcluIjv2kCYOvnTubZ3UPMGB/jH86J86Wz4ghgxc4+ZowvI+kotvVkqY9ZVIUNdvRm+cmrPXzjQ1X85mNjiIcNTCGwDAgZipSjKKU4K1krRYzMARmbPj7vNcNta3fapSSnazicu17q4ctnxw9oNBkFbwwr+Et7I0JKHFd4/SWUpjfjYEhB25DLuFKTtBK0DTmMK7VwtSdT0JF0WLK1l298qAqBLiqTzeskNvXb3LChg59eUsvqfKM14TVai/mBZZ8cQkoMLdn08XF0JB3ufDFRyDpzXagNQ68tRgw+j45aSKEZsDXfeKaDu6bUMuGB7Z6OZ9jAVvC9FxJcUp/im5OqCsHnoAHlhoNr+1EHHx+f4xshJQPaIqvAkJJZ42M8tnPwgGqiEgsqgsaItjarBMKQDOgAGdcLKkdNRUQ47BiSfOc5L1v5rKoQlyz3+p+8Mf9k7nqpp7ARvmFeI7VRk7TStOVs/U8vqeXWSaP43mYvG7k64m2M14YUqjxAU7+NIYolwPL3hzctvn59Oz+eVlO0wVhp+jbe58RAHu0D0Fp/Sms9Wmttaa3rtdY/01ontNaXaK0n5G67c8/VWuvrtdYna63P1Fq/eLSP/51iSq/M+asfjNOTM07DaSy12Nmf5YKHmujPuuzqyxYCy42lFkO2Ih42eGZeA+PDjp/N5nPCI6Rkb1Jz3fo2pi5tYldfdsR55SjNVza0ccW4Ujpy2ob5wPK9WxIsmlLDtIYYSkPMAiHAFILdgw4llvDn2glGQDLiONrVl2VcWZAvrWtjZ5/ND57vpGkgywVjYlyyvIkzfrGTZ1uHqI4YdKcdTiqzuPHcOD94oYvWIYf2pIutNJYAV0svsOyPLZ9jkP1t68KN7VQEjRHnRVCoQ+6GLk2TPhEmQYgO2+LGDW1MeGA7lz7SzOioiasF63cPEjAMdvV5esr5jKMhWxXs9w9e6KIz5fDIzPrCsS3Z2suyGfUFOYxbfteJIQRSgCU1UZ3xu7f7APskkKYsbWLyQ2+xcGM7t19QzazxMR6ZWY9lCPodWZBgGU5jqYUUkHZh8Ws93DJpFCrXeOrOFxPEwwYxS3DftFo+N7GcN7qz9KVdIiaUksG17YMclY+Pj8/xQd7GXrh0N+Mf2MmUpU3cOmkUs8bHCtVEvRmXUUaGMDbGQfxvwxC02havJLLsHnTYPWAz4Ah6lMWDb/Ry15QazhkVRGldCE7npTbydKddlPbs9dIZ9bQlHb6wrg2Zy3o+qyrE2JhJtWXjZDJEDO+9lfaqpPK2PX8/37R43ZxGfvWxMcTDJgEJMVNRLnwb73Pi8F4Gl31F4GGUWYrKkEHIENREjIJxAgql0hMrAzxx1VjCpmDBmr2FwPLiS+sYV2rRMmAD2g9I+PiQly9oKTgSt23uOmBeLZtRT8DQXHtmBeVBQV3MZFRYcNeUWuIhyQ8urKY+ZlETMdFK8ffr2rAV3PK7Lhas2YujBdJ8Lws+fI42JcLm0WHBqnyDjts2d3HN2lbumVrLL1/v5dOnl5NydEHf9e8mlvGJ08q5cUMbEUsSNODkMot/u6iG0yuDOEpjK03GVQQlvh33OWbZ37Y29dvctKm9KIib10IsEW9vASWkZFAESRkh9mQM/pjIsHvAYVtPhm98qIpJtWFqIyZpV3D75k6+eGYl7Umn0AneEPC/O/oKmzb3bkkwf2I5rhaMiRqsm9PIpo+PY/7Ecn69rZcnr2rg+U+exA+n1FIbdImTIqbS/rzzKTDSOL9mbSt3T62lNCBoGnDYmsiQSHmb0sPH/iMz6zGEwpKaT5xWzm+29RI2NMtyQYtlf+qnJmIyoTxAdcQkakksQxDzpY58fHxOEEaysXNXtvCjqbXs/PzJPDNvLOPD3mbv9iHJP25o42fTD1zHJW0XUwo+UBnglHKL+hKLsgCgvd5V05c3s6Uzw5u9+5KM8lIbwzeeA1LzyZy9XjVrLD+/vI7yoIkhFKOMDGU6Vdh8LhFZHp1Zz3/8oYfqiMF902q5c3I1loS1s/f5FzUBhzgpKnSKqJsi5GZ8G+9zQnFEoiRCiEn7Ne/LP/7XWuvnc7/+8ki81/GCoVwqQwblQZOUAzc/01EQtO9Ou9z8TAe/vKKOmOU1/dt4dSO260lpBA2vA7Wr8Rv5+fjk2F8ncXNbipuf6WDN7AYUEJCC+15J8PdnVTAxHsTNSdMEpUCgsEJGrhs8dCS9EurNbSm+fr7D186v4ktnKwTQ41qU4We6nSjkdWCfmtfIW7kyuHyDDgBXw9wJpVyztpUll9UVxuBXPxgvNGe9++IagoaXLakRSAXjSi3ChmfPDeXkpZZ9fI45RtKgfWznIP93ag3PzBtLVgkCUr9tTfB89tKDb/Rw47lx9g45XLe+raih6h0XjqI3o2hPOsyfWE5nymsKGDS8ktQHX+/lyvElrHlrgLmnlnH31NpC+akGgoaiJmJQHTY4rzqEBMKWQbZzD0688t35oHze12TVyHIXroK9Qy62ojBOX/70SQWfvaHEImpCZ8qlNChpiEn+4Zw4WQVjY/DUvEYcBSEDyNn/k0qtnP6m70v4+Pgc/wgpybgHsbFaE5CarIKUaZFRkqdb+lh0cS2GgE1XN5JyNI6G+//YzTV/VcGeQYeGEpPWIZeHtnkJHiFTFhqpVoYMbtrUwSMz65m9wmveVxmSrJ/biK00QUPQOpDhpPIgN5wbx3Y9bfyw1F7j7P18mfxa4B/PqcCQglg8WKigMoSmIpthlGHg2n4g2efE5khlLq85yONP5O9orb98hN7rfY2QkuqTTmVPxkBryZCtUdrT+5mzooWpS5uYs6KFtqRDQHoNbS54uJnBrMLRmmnLmnitO0tWCYZs5TXy8/HxGVG+oC3p8MdEhq2JDPe9kuATp5Xzn3/oIet6c+7ljjTXrmujM6UJG7ByZx9Kw1//uqlQKdCRm4v/8Uo3WaXx/YYTD60UJor5q1uZs6KlEFhuLLUwJZyS02LrHiZxZMh9TvSu3N+6M4rXEhlaBm1eS2Tozniv65fL+RzLHEwaRqCJ6QyVIk1Mv73sHGma9Ogg33muk0+c5mX75xubgbfQXLCmlTExi8qQQUfSoTpiFnSVq0JepddPt/bxcnuKGePLeKvfs+Vf3dhGIu3SMujQlVJMX95M84DDJ1btoeH+7biuprc78a58Rj7vXwzLYsgIoxAHlbuojphF43RXv83Cje1MXdpEVmmSjkYDr3Zleb3Hs++2UmggZmqqRIqgk6JMp6gSqaKMOB8fH5/jESElthlkyAizPWXyRs/IcoVKCy5cuptPPbGX5kGFFDC5Psa0ZU003r8dV8OljzSTtF2uO7uSzpTL/NWtbOnMcPXKFhacUcHsFS30ZdyifgttSYeX2lOFSqYL6qIsfKqNIVsRNBSWaZJyFOVkqBJetnHIPXhFk1aKmM4QdtOU6xRxUpTrFCUqTe/u7X6Gso8PhxlcFkJIIYTh3RUi93v+ZwL46X3DEVLSals4ZpAh29uh+/rT7STSI5fYPds6SEZBbcTMBaHhkZn1/HhLN1Uhg/Fl1tsuQfXxOd4ZSb4gr6d854sJrhhXym+29bLgjAoCEupjJqdVBLhzcg2lAcHNz3Ry48ZOVG6/Ji9/sGRrL0pr1rUkEQiso65U73M0GGl8PTKzHqGhM+kU9NfyJXzD9d1ufqaTIVuTdhQTK4OMiVmcEQ9SH1I4mczRPC0fn7/ISGP/UCQw8kjT5E+Dko6ky/XnVDJvZQuOPjAr2stk2qenXBUyinSVQbNmdgNTx8YIGlATNqiOmMyfWM53n+tECkFPRhVkDW46P05jqeVvxvscgGFZbBsQbOnM8NWNbQf44stm1KO0Qu03Tve39S2DDilHEw8ZjImZTKwMErMkpoC0vxLy8fE5wRBSklAWbw1qtnRmmLOihds2dx0gc/HIzHq+utGrCLl3ajUIwR+6vOfnba6t4JL6CEIIlBZ89snWQnZyU79dSObYO+QUXjtvo7/3QoL/fqOXuqjJWVUh7r64lqqwQGnJuJj8f+y9fZxcVZnv+11rr713VXX1e3e66XTSEEJAQARHBkYZCCMwYrgzYOKVMy8HmZnrODqKnvEe56gwXnV0mPGFgHJHjxoz53pGx/A2knFGZAwICiKCIAEkBDrphE53V79VdVXtt7XuH6u6kgjy2hjSvb6fT326s7t6197ptZ691vPye+iWTprI4VhIXqosRoqtQBQ83ZGsgb99iedfVNSEz1NzGbVU867vj/KN8wf4q9/o5uLv7OWNgwW+c+FKfCnItOHLP59k/THt+AKuOK2HzpxH0YeaJ7ji9F7aAkEgBcalUTocwP6SpTs3rKBubG104Gk+clovG7aO8OEfjnHFaT34UqAaVQFGSUarCe+7bayZqex7NDvFX3N/iY+c1suXHpzkf/3uAL6kUcp6qO/W8evmwPEVa0HggTaC1MA/3Fti83kDXPLdvXz4h2Nce3Y/HYHgunWDrN9qM50/ec8Enz6zn8zYcrx2Ilc+5zgseNrYfwESGAcylfms3zrMf1y4ktbAaiePVJJmt/V5htp88kpwQlfA35zey5d/PslHTuvlE3fbDvCBJ9EGBJrZGD505xiXHN/BsoLi02f2c9vuCqs7Q8A6BJcVVNMZ/tSC/s84DkeElMTSJzaSJIX1W4fZfN6AlXo5u49tG4bItC2RfmIm5huPlvmL13QfNE7nmzfdtmGIoBFwnks0pXpGPTPMJZrBoqIn79EqYoyLazgcjiWAVIoKPnEG9cywYevupmTc8GzCh3+4Xwb0yDYfD81oNeNHbxuiK+fzxuuHD5KYAygo+O+v6+F3b9zF996y8qDs5AOTOa78SYmv/+5y/vA/9jRt9H9cuBJPWvmKUBomI4OSMOBHmMxWlzgcjoXjRTuXhRCvAY7COpZvA8484McGGDfG1F7a5S0u6lpy6S37jez7bhvjq+cewbVn99OV81AC8h7UEfzBcR2EnuDfn6xw5mALHQHUMo1E0BVax1glhY5DfVMOj6rGVwAAIABJREFUxysIozVFIuomzwMTdXbPRrx1TTvb1g+RGtDGoKQBDNUUlBBc/J29Ta3P6y8YpM03LG9R9BcUnzurn1qacfaKIr15j1YfdOw8y0uV+fElfcVjc5K33DzCpnOP4IrTe/nYXeN87sw+lhXs2HlwosZrluWbepu+hJxnSLQgzgxGOMey4/BhfuwjAMOLcpYl2nZu9z0QDQmCy3843gzMzNvhGy4YRAK1DH4wUuHPT+omSjUb1/YTZYZA2uBOpgUdIWxc20/a0ND/+sPTfHn7DJ87sw+wjuoVRUWHcE11ljLzDg8JVFNNNYZqktKZU01Jo99fVWSsphmdS2kPPfryHhvvm+T9r+3m5sdnmtqd8+P0itN7Gasm/OY3hvmT49v5+Ot76S0oUm0dGVGmaRUJOnPjzuFwLC6kUkxlPok2FJRAG8ORrzqRkQhG5xKKvqQtlAdJxg3PJtw9WuMtN48w1OZz54YVKAn/8NvLmKxrMpM+7f0AEzVNObHVSBiaP5vPTt700BRb1g2yYesIf/WDfXzz/OX05BWetLJes7FGIGgL7drlxQTHHQ7H8+OlFHj/wBgzbIx5Eogb38+/djnH8tPJGhureaN592iNz9xbYk2nFYUfq6ZE2uq2tfgSMBxR9PGEYLxu0FowUkm5+Dt7KSeGFs8ZRofjmfCk7QR8Qk+Bz/60RJRZT0joCfJKMhPBX90+hhCC2zcMsePtq9m2fohMa97+3X2U6hkFpalnBk9KjmoP8CUo7WRoHDYDc75kTwpBeyDYuLafwaJPT85j684ZVrSFzMbWnvfk4MYdM+yqaMZqqSvPdyxJfGkdyqmGyXrKpnMHGK2mfPAOm+3/yCVH8/31Q/QXPOLMoIHXLCsQSBAC6qkm8Gy/ienIZolOx5CkmnKcsWrTDr68fYZN5w5w5U9KTUe1cywvbVQYsifyGCmnTEeGeqOp1HgtwxM0M96uPKOPt9w8QosvGaumjFZTLjulm8/9tMSrevJ0hJLbNgzx+KWrueWilbT5gvdsGwPg1pEq05HmqK/u4Jzrh/EEDPiuYZ/D4Vh8qDBkKvPxJeSV4KlqxlX3TVLJJE/M2L4JLb5AG54mGQcHS2ul2spczNvdZ3p/OdHNn+2uJGw6d6DpR7nm/hJ/dmIXy1s8btswxP/63QHaQo9A6oYmPrQqQa8XIeLn3x/C4XC8OF6Kc3laCHGBEGIV0C+EOEoIseqXXwt1oYuBUD7dyH51+wxffKBEX0GBEPxsPOIDt4+yu5zyJ7eMckxHgBC2jPpjd09wxreGGa2mKCkInKPL4XhG8p7hr36jm2vuL/H6gRYm6hmZNmRG8/BkTKINl5/WazsUe7bkSgjozPl86ow+vvNEmdGqpqAESghalGCZn7mNogPYn4EJtixvsm6opRlCwAfv2MeKtpCpSCOFoM2Hychw7pFt5D3IK+m08h1Lkk4v4bp1g4xVU7SBoi+49ux+rjxjGQDGGJ6cjdlXzThm8+Ocf+MuWgPJvmrKm2/azXH/tJP3bRsl9ARSCFp8Sd6DD9wxRuAJdrx9NbdtGGJNh8/m3x3gtg1D9Oak20guIYSUVGSO1M+TBnlEmGe0Ltk5Y53JE/UMKWwCR4sv+frD01y3bpDRaspUoxnUZD1j8/ZpAiko+oJ3vLqTQAoenoypJJrZKEMIwRcfnGrKaX3lnAFqqW46TVxAw+FwLEZUGPLIjOGa+0vsmcuaesqXntBJlBlafJutXEs1oWfY0rCv85Jxv7jkaG5/6xCr8ilGa2LNQXb3K+cMHPT+Ry85mt681/zZxvsmaVF27bBtwxDveHUnGsPjMwlv+7c9nHvDLvZWUkp1w40XDNIlIormVzfpczgcC8tL0Vy+DLgKGMI6qR9/hvcYwHsJn7GoaBUxN14wyIU3jzSN5jEdAaEnyHmwRxu6ch6XHN/Bh384xmg1RQpBZqAcp3x1+0wzEyeUBuNK7RyOZ8YY2nzJ+1/bzbKCQglbGvWxu0vcOlJl2/ohRioJU5FhT8VQywxfuH+Svz61m76Cz8XHdWCMocUz+KYOBqez7GiiGhmY82V5m88b4IN37OPvzljGp87oQwrQBqTQzMSCzFgbnws8iiJBp852O5YeOk1ZU1RUjM90rCnVMlZ3BGgDSsCn7png1pEqt28YYufbj8aTgvduG2W0mvEfF64EAY9Px/zRf+xltGozn30J7zm5u6m7/JabRwAbyP/++iGUcFUCSwUhJTtrikcm5/idlQX2lO2aerSaNqoBbYVgV85jrqF3/+XtM/yfa1r5/vohxEFZzMv45D0TXHZKF8d0BEhhpVhSbZC+5PONwPW2VW1M1jOuub/ExrX93LlhhSu5djgci5aJWLJ+6zD/9vsrePNN+6U+vUbPqLnEBtl2lVNA4Qma0oSZNnzpwUned3IXxlgb6TXW01f+pMTfvn4Z19xfakrM9eQ8/ueDk/zpiZ189PRePnrXfN8FwfHdIcYYlBRcfZ+1x1eesaxpj69e2++CfA7HIeBFO5eNMTcANwAIIcrGmNYFu6pFynxTnO+t68UL842mODFl45MaSVsgD9Jzu27dIFIYPnH3BP/363p45JKjCaQANJl2GyaH41dRTQV//p9P8fHX9yIFPDYd87G7Jxitpnxr3SBg8KUglJJczjaEev9ruw/SX77xgkH6VOqaPTiehofhK+cM8Kff28vdozW+/PNJrji9l7++Y39jsb6C4v/92SSf/ulUU897qOihExelcCxddJpSwDr72lRANYOdM/vtczPrU2gmdchNOysAXPLdvVx9ltVRvvKMZcwlmr6Cx75qyjX3T3L5ab18/O5xgOb6yZeaVhLXTG2JUDY+F968mx+/bYhyDI9OVji1v8hYNSX0BGDlsj7xW70MtflUE82mcwf473eM8/7XWvmLed3OD94xxpVnLGN50QdjCD3rGAkEtHkJf3hcBxcesF6/8YJBOhuODDfeHA7HYiVtZBp7Uhwk9Zlpw6aHprj0hE42nTvAxvtKfOjUHqracNHNwwfZygObnEp0cz0933j96PaAvBJIYXjfyZ222s+HL6xddkBT4QhjNAL5jPbYOZYdjkPDS8lcPpBuACGEBPqAfWY+JOU4CKM107t3cMwxxzSb4sQGchL6Ch7fXz9ElBmkgD2VhHd/f5TRasoVpwt8aaU1xuvQ7bsNk8PxTAgpQQtGqynnXb+L0/rzfPz1vXztvAFynkBJqCSa7rziA7ePcunx7Wxc248EbtswhDEGXxiXfeT4lQhMM7uiK+cxWc/450em+dQZfcSZoTOUFBT85cndvPOkbnwJe8oRldRzTVgdDuYbBNZpVZJCt88/v2mgsWHcb3eDAyoE7h6t8d7b9nHFaT0sL1qtR2EMQavPO17dyUg5ZuPafj5zJigJrcqgstjZ8CXEfHl1LYNEa17XX0Q1+i986NQehIDLTunmIz8a58O/2c1Aiw8Crlrbjyfg6rX9KAnXnt1Piy+ZrGd88A5bRXj7hiE6pR1POoVVecmdG1Yc4Ohw6wWHw7G4kUqhMprO5AOlPjc9NMXbju1g00NTvOs1XdauYp/Ht20YItOGUNoq7gNtpYCnrac/eMc+vrC2j6KuA/sbCD9TU+H5xD1njx2OVwYL5VwOhRBfBi5unDMRQnwDeK8xZmaBPmPREki7KPaEoZ4ZZiLNxd/Zc1Dn9CTTzCXQl5esKEAaOaPpcByIkJKa8KlryZ6K1fZcv3WEu0dr/F/fe4rr1g3y13eMM1rNuOK0Hk7uCdi4tp95hYJOlZIlDS3cAxYuDscv0yoSPnp670GZEjdcMEimNb//7RH+7Ph2/vBVHbbcv+FYDpQi7wEucdnhaGKdzE/fMAIoafjWukHeutXOs9FqSl5J/ujf99Bf8LjyjD7aAjihOyTVVoqmPQA/qYFtKu9YZNjnfEBNCzINgQcdXd2AXUvPN4wMPcneuZQTujz+5vRe/p+7xrnslC5WtflctbafeVW5UGiKJmoOFmEkAy3qObPgnm3cOhwOx2JkKvNpDwzXrRtk00NTzUqP+YzjgYLk3a/pJmtIXXV4SaNaiV9pK59pPf3L2c3PhbPHDscrh4VyLl8DtAAnAsNYHea/Ba4GLlmgz1i0tIqE8SxkLjN8b7jMhjXtbNswRKbB96DgWedzh4TMwFgErX6OwGXlOByA3XDuTWwkPVR2nszGGdee3c/RHUFj45g1nclKQuiBMiA9Q6BjssTNJcfzQ3oe3TnB99cPNR3IeQ+Gyyk3/94K8koihD2mBAy0hvxob4XefJHwUF+8w3GYUMsEEs3nzuzjuK6Qeqrpb/H4+puW40nrTMx5hsl6Rt6XTNQyckrhH+oLd7ws7H/Oa6SUSAFxAmH3EehA0m5SbrhgECFs09WxaooxhjUdHp8/u58oA9Pov1AMoBQ1ZFMO+AyXBedwOBzPTKINe+cMSmjec7KtyrttwxCpBl9CpDVxBp2hQEmDjp87m8LZXIdjcSEX6DxvAv7YGPMLY0xkjPkFcGnjuOM5MFrjS9j00BSvX17kXf85yn1jdUarKXEGBs2WX8zw6FTKO24dpZ4JSnXYm/hWAsDhWOKUjU8t1dQy+MVUxFyi2XjfJKEn+eAP9jETZTw+k/HkbMKjjZ9XU8iT4Keui7DjhVE1in01w9nXDbP6azv4/P0lNJoWX7KrnDBSSdheipiKNP9wb4koMxzTmafTSw71pTschwVSKVIj2FfNeP/t+7j0u3uZrGv+4tZRSrWU7aWIx6YTfjQagxDsraS0BpIibo4tVg58zp9/4y6O2/w459+4i8m6IdawL5asaRPkPQg8webt0wRSMFzWPDARNe3ybKypZ9Cjsmd89htts5m7RJ2icbqdDofDAeBLwaaHpkiM5L3bRrlrtM5IxfamEWgenkzIjEFJzUxsnrePwtlch2PxsFCeyTrQ+0vHeoBogc6/6On0Ei4+toNvPjrNJ9+wjBO6Q5YXFb05mI1hdWeO/hbJTTsrSAET9YydMwlTJmRW5KiInHM0O5YMQkrqXo4pkWfC5KlrSWeo2LB1hI/dPUFPzuOyU7q55v7SQZ2FV7T6nNgd0p0TtIsInTqNAscLp5bBhkapPsCnfzrFO28dY7BFcnx3yBEtiiPbfL720BQXH9tBRyBYU9RuvDkcz5OpzOcDt4/Sk/PYdO4Ao9WUD/9wjHe8upO+gseJDXt+QndIWyAZavNZHmZuji1iYk3zOT9ve4dnEzZsHaGeQawFpVhSFAntPlx+Wi+fvGeCSqI5piNgsOhzUk9ITwg57Z7/DofD8UJ4Nl9FrCUndoeEHtQyycOTCWXj6ogcjqXGQslifBm4RQjxWfbLYrwf+NICnX/Ro9OUNUXFe07uJtEQZZor75ngq9v3S1Y/csnRDLX5aANj1ZSunEecGabqGZ+8Z4KPnt7LqnzqIn6ORc18aWw5ztAGjmjx8ISgltmN5vBswntv28en3tDL3/92H56wTfwk0EnNSmSkTo/T8cIRUqKVTxrRdG7Mc9POCuN1iLKMFt+Oyfec3E2nl6DTGGeVHY7nRirFVOaTaDunRqsZn3pDL9+9aCWZgYISpFrzxut28d2LVmKEoEfUAHBLn8VNIAU1/XTbOzybkGqQAhINRmhkWmNNUXH12n6SRsl2Z0P/E+2e/w6Hw/F88XyfqlEYYKjVNqtONXgCPn7X+EG+CoAdb19Niy+JtbA6yA6HY8mwUKmufwv8HbAB+Ezj6983jjueJzpNaTc1fAlvvmn3QcZ63qm8Zd0gWabZvH2auUSjpGh0wO7iwptHXJTQsegpG5+JWkZbIOkteOSUYSa20jJDbXb83z1a43eu28V5N+zCk7C7nDjnnuMlIaQkVT6ziTxorM0z1OajJDw5myKAvsDac5cd53A8O0JKKiKEMGQy88l54DXm2LwtP7YhgWCAf3xgik3nDjBWTfFdwdaSQEhJ3je/0vYaY5r69zMmRCrVXFP3iJqzxQ6Hw/E8sdWhIbGfJ/XzTKWSyUizq5zyYCnhrC3DGAzbJyNuHake9LtDbT6ehLlEE0gXxnM4lhoLsiw3lq8aY84xxhzf+PoVY1y/zheKkJK80ly3brC5gB5q87lu3SBdocAYzUd+NM5lp3Szqt1nJsoYr2UsL/oMzyY2SuhwLGISIziqTVFODI9MxtRSyZtv2k1R8YzzJs00XTmPVuXcy46XgB8yVrOZcS2/YqwlmWZVu48noJQuVGGQw7F4kEpR9fJNSaPIz/N4TfGDvVV2zBjO2jLMXApfuL/0jHPMQ3P2iiJFX9CV85yO+RKhQkg5kWjzzOtjhMGXhrwHo9WUPZHnpOIcDofjBSKVstWhKQyXM2oZaCQ7ZxLGaxmX3rKX4dmEmShjVbvPpnMHDrLH119g912r2n1ahXs+OxxLjQXZ/Qoh/gtwvzHmYSHEGuB/AhnwLmPMIwvxGUuFmvCZqkPO29+BVUnIe5pqBl05n6vW9uNL+Pl4jWpmN1iZsUY9kMbV+zkWLUJKhBGkxmrebj5vgKRRJltNNQMt4qB5k/OsMzCHRmWJmxqOF4UKQ8Yi2DmTcEJ3yE/21Ti+O2Tb+iGyRrZci4LEgDFQm0+Qc7E+h6OJ5/tMZ3bZKbBSBXMJXHTzCLdtGOKsLcMMzyZkxuqY/7fXdjbtuTGGFh+qqdXPDyUUReKyUZcItcwubR+ciDm1L/il9TFE2hBnhj1zKeM1m3TR2u1TdK1fHA6H4zmRSlExPvUU9lUTlhUUG7buZlvD1rY0yoTmZYl2lVMKnuGk3jzbNgyRafA9yElDPYMOz2BSl9TjcCw1Fiqs/wlgsvH9Z4B7gNuBaxfo/EuGurbRwXX/OgLAo1MRk/UUT4imn0IAPxip0NsSNOUxxqopN1ww6KKEjkVN2QRoY0gbDuXJetYsk/3oXSXmUpDCkFd2I1pJYLKuMUY6LXLHi0KFIeOxJMoMLb4k70F3IWB7KUIc4DwOG46yWqpR0jo9HA6HDQomfo5UKrJGAGZeziLKDMOzSTNICFbHcajN5yM/LFFJNKDxPUE1tfr5XYF9j3MsLx08acfM5u3T7K1okkzT0lDHKCegjaAjkPzFf+6jxZf79T4dDofD8ayoIKBsfFJjn8nLCgop7DM5a2grzyWauUQ3s5Sv/EkJ5SkeGK8RSGujkwzGaoZqagi080c4HEuRhdr+9hpj9gkhcsAZwIeBjwEnL9D5Fz1CSjI/bEYHh2cTWpThyDafVMPO2Yzd5YTMGGqp4bQjitwxUmnKY6xqUyxv8ZwDzbEomdfkrGtBLd2vu3jlT0oEwpbJ3jpS5VM/LlFJGpmjBj7543F+79u7yQ71DTgOS6RSTCfWsSwbi+vHpyM6Q8HK9hz1zBBrQ6o1GZrQ00SZzWJ2MiwOh7XdJe0Dgp2zGZdtG+WpuZRHpxKqqZ1XQ23+QVq6X394musvsDb9s/eWiLUg0XbzGniaRGuUcPNrqSCkJJAQCM3lp/XyyXsm2F1JKcc20JzzwBOaWFtJjHkniNP7dDgcjmdHBQG7aoI9lZQos41RlQDdqIieqmdM1lOOavfpzXtNGYy7R2tcc3+J1Z154szaWiEMnQEM+InzRzgcS5SFci6PCyFWA+cD9xhjIiCHKwp+XsxvvmZTiTamGRl8sJQw2ALLi4qBomKw1UcKCD1BWwC/t7qdNZ0+rYFkx0xC2QUJHYsQqRQ7a4o3bNkNwKaHpsh51qE8Wk25aOtT9BWsHMaHfrOXghKkOuWoTTu4daTK/37TcgKXRep4EaTSp55Bpg1j1ZTevEddS8bmEgpKoISgoATLcpK5VCKRtPpgGjIsDsdSRkhJVYZUU5iO4S03j3DJ8R1M1K1uoxQwVk3ZdO4AP9pbaWrpXn7XBHeMVPjBW61NzytBQUFBQU5KAind/FoizK+PC0ozFUNfQbBxbT8rWwMCT9CXs86QvBLEGjadO0Bv3nN6nw6Hw/EceL7PaOTxRENP2Ri71lUSQs+wZd0gn/jxOEoKJDDQoljT6bNtwxA73r6aa87up+iDJwS1VKNLeymayDmWHY4lzEJ1HPo4cC9WZ/ltjWNvBH62QOdflEilmMp8tIFUG4SA2Xi/QP7G+0pcfloPy4sQZdLqGUlB0bel1wVPUk40n/xxiT85sdOWYbtEDcdhzvy8EOwvs7rwZqvFmVdw0ep2/uHeKT50andTdzEz0BNo9kXQFUhKKHa8fTW+hEqiaZMpmUtfdrxAZhM7Bjc9MMWlJ3Qyl2iOalNoBKmGRGu6QslkTFP/s6gkfuYW146liwoC5rTH3rmMjpwtrW0PPYZnE7pyHmCP7akkFH1J6EEt9FmWP1gzP5A2gyrWthrFl5BJTZtnqwUcixupFLPap54ZKolgsMUGKQ4cH1MJFJRmOoLenGBNp4/CkDexs8EOh8PxKxBSMpEqRqtpU095pPFMriaavC8YLHpsXNuPxK6FBRBpyBo2WAmNAZQnGfQyHp0s0dvddShvy+FwHGIWJJ/PGPM14Ahg0BhzS+Pw3cDFC3H+xYCQkkjlyYI8y487icTP84uK5Mwtw4zOpQgh8ATsq2ZM1DJWFD2uWtvPsrwi0ZJEGzJjX5N1YzVksVnMt45U6Sso8t6hvkuH48UjpMQEIRU8WhRM1DPuH48O0uJMNbQHkg3HtFOKDMZATkFRwZyWtPqC8QiUMNQzq33bn4cscRlMjqcjlWJG5JkwOWZEHqlsvFWFISLMWyeGgDcf1camh6boyXv4nmAmyti6c4bQk5Qa/aK6QuhWKSqpOaeGY9FjpYpy6CBHpPLMeXlSP48K89SNRzmBC28eIWtIfY1VU4bafCbrWbM663/cOY5paDyu7giYS+06KNGaiVpKNYVqaje0tiIAWqUmjeNDffuOlwnP91FhnkjlqRiPeqNMOzUwE0OcaTJjSDREmbXPGElPTlCKNL6AXFZ3NtjhcDiehQohUWYzleelhDbeN4kxMBVpQilIMtsUPdKGWmr3YKHc30g17wkKOqGQ1lwPBIfDASycLAZACGwQQvwPIcR/BVJjzOgCnv+wYF47eVrkmTB5pkUeFQQ8lfhkWjNa1YxUUioprN86wvBsQl9B4QkwGHrzHqEn2F3JeN+2UX4yVmdXOSWQgtlIs7uc8vNSxHu2jXLvWEQ5gesvGCTnafI4B5rj8ESFIakKMUiqCZRTuOjmEVp82WzuBDZD+Wvbp+jOeeiGU+Kqn5a4fW+dx6ZTpiIAu6ksKBBoJkefOnQ35nhFooKA1M+zu+7x81LESCWlmmbU8PHCPCngYYMT1z82Q1/B4+wVRXaVU342HtEWCC46pp1YGzwBgdTUMhfEcCwehJRUZI4Jk2dKWOex51s7LJWyUgUBTEaG2USTGU1OakbrmpnEat8Ozyb4ntUq37x9mq+cM8Dm7dP05Kxu42g15b237WM21taBrKCNiAE/oT8vwRhyUtMhIsK0RoepuTm2yFBBwLTIMyvyJH4eISWPzGRUU0NqJJ602p+Ztk/2Lz44hRICYwzD5YRHpmIemU4ZrwtafNw62OFwOJ6BeVs7YWwguNaQfJt/JvfmPS47pZtP3jPBeC3jybIt9ww9mKrbDOUuP6OQ2WdxmNYQsQvkORyOg1kQ57IQ4reAx4F3AicBfw7saBxfMggpmcXnibLhph0zeBI6AphMPcZrGZGRPDlrdY3SA7IxQ8+WewoMBd82jzqqTfG5s/o5qSfHylZFZjQb/m2EtVuGef/t+7jslG6ObPPpCgUDLR7tMnNRQ8dhiQpDRuu24/tsArEWzfkxWc8wmGYDia8/PM3Fx3bwgR/sY08lIefBu0/u5qReO09afEHoSZQUtPmSosiYniwd6lt0vIJQYUgmBJG2lSLv+v4oPxiZw5eCibqmmsF0LJmIJZ0BvGF5ke8Nl3lVV8jyos8J3SH9OUlmoNUX5JWhmkK7a+DnWCRIpZgTIQhBriGeJoCyUZgwT8X41FKYjUWj6koisHMm1oK4kQ011ObjC81R7T6XndLNNfeXuOT4DgJPNHUb//f5yzm5J6RPxRSN3agarSmaiC5Rd/qNixgVhpQSj0BCNdWUE5iIJeu3joAQxI3MZK01vgQpDBcf28F/u32U6ShlqNVnZWvAYFHRm4O8cetgh8Ph+GVUGDKbCToD65eopLYiZNNDU80mqZVEs6pNcdXafk7qzXFkq6KgAAPLCh5H5FzVkMPheG4WSnP5KuBdxphvzB8QQrwNuBo4dYE+4xVPhZBEw517ZjhjsMhT5YisxXZJX1ZQRJlp6hrNd0Yfnk2opdDSKPnsykmKviTVNDPiCp4k58Odb11JPRN40palFEWCTm1Nttt6OQ5HVBgyEUs8Ybu+g13wzGcrX/mTEl9+Yz/LCh7Xnt1Piy9p8eHqtf0kGhAQCgPSEGWS2NhSrULDIeHmheNAVGiz48sJJAYuvWUvw7MJf/iqDjJteHI2psW3dlwAtcxwZKugZ3U7qbZ2O+9pfj6l6c57YAS+J+jPGdIoOtS353C8ZKRSTGc+5UaZbCUx/NsTs1x6QidFBfVUIgVM1jNCTyKFIDMgjC2ZlcLOnc3bp/nn85fz2Z9O8Z6TO1nT6XPV2v5G7wib2dAbgNEpWZK4dhFLDBWGPDJj+Pjdo1xzdj/TkaY7L9HGBpYzbTU+r39shnOGWqmmGaEnaA8FnzurH21ACJvt7mcRRO5573A4HAcilSIWtuIo8DQzsQ3ihZ7dd735qDbu3FNh49p+uwcTUPCsT6GS2H4HvtT0KEMaOceyw+F4bhZKFmMN8C+/dGwLsHqBzv+KR4WhLTEx8Hur23nLzSMMtIbEWqCkaJT1maaukRS2C+tQm4+SUE0No3Oaerp/eSyE1ZedSyGNIoq6To+o0WlqFDKnb+Q4vFFhyHgsG05iYZtDNEpg57OVR6spf3brKHGmOaE7ZLDok1cenV5CrxfR4mliI6g2HB6ooesoAAAgAElEQVTL/IQW7TRvHU/nVSeeyHgsKcVQz2yZ9Xz1SGYAIWhpBPb8xlicl1qxY5KGfJGkv0UhEEgBbSJxjmXHokBIyY45yYOlqFlldekte7n0hE6enE0wwlZWpRqWFRRK2rnjCZpOY21grJry4dN6ufKeCd62pgNf2nk1/55OL6GQ1UgjJ3OxVJnPUL7k+A7iDLrzHp6wdneozcdgCCS8urfA94bLhJ6HJyRtvn3Wgw1i5El4/BePHtJ7cTgcjlcaKgjYE3lEGibqUEkkaaOCWkkYqaQUfcHqzhwTtRQlDEraxIt5rftAGNpIXMayw+F43iyUc/kxnt68761YqYxFTzP7Uu7fZA3PJiQHZPGEnmDTQ1MMtfn05j1mI01HKPjOhSspKNOUxHh4MuHJ2YRHpyLriE41nZ7bfDkWF/NzJsoMqjFnch4UlSaQBm1MM1v5yjOW8dScbQIVSE23StFpitEaP43oMDV6RI124wIujmfmwPGWNjLi5qtHwH7vS6sNqyS0BYaeALpyHlOR5uHJiD2VhAcmIqYiTU+g3ZhzLDrKxm9q3c+/hmcTPGkDL/NrGimsE7kjsM5Ag92UTtcTAmnozHkUPLjyjD4ibbhrtM5l20YpxxkdInJzxtGUvurKeY21s8Bg6AzgunWDfPGBSaTQ9BU8Vnfm2FVO+HkpYqKuKSrNMj9x9tfhcDieAakUs9oj04ZY2x4IibbB4BZfUlTQk/ea768khocmY2YizVU/LTETZfTIqClV5XA4HM+XhZLFeB9wsxDivcAwcCRwDHDBAp3/FYtUivHYZuUUFFQTjfKk1RqUkKTWmPeEhj84roOvPTTFO0/qJOdJlLTRwdkY2gNo8QVFPyTVdsPW5oPSiVs8OxYNQkpiGTAVi0Ymm2EqyejOK/bOpSxvkfTmJPUM8GnOB19Cqw++SV2mm+MFoYKAUiNDPtOGnC/wpbXV118wyFtuHmEmSukrKIbafJJMM1mHrtCwogXKqaK3oJoBkA5fu0xlx6Ik1qKpdR96Nj10qM1vVl35EnaXU1a22qzlp6oZvTnBbGJ7RmgklTjjiBaftJHtHyrFES2KL5zdRyux26g6UGGIiu3YmqxnHNPhY4DpusaEgpWtgr88uRtjYKAFWg5YF3cGIDK3LnY4HA6w9rSuJZXUygLWMhCZTaIIlSTTtpposKjQxiZR1DJNVwid4f71rd/o//T+U7oJPTCJy1Z2OBwvnJecuSyEEMAocBzweeBe4BpgtTHmhy/1/K90pjKfKDP4Em4fqRBrq4e86dwB9pYjAmnwhGasbljVZhfMIEkN5Lz9m6y5VGC0plNE9AjbiVXGLivDsXgQUrKzphiPIMoMXqOZROBJunxNXknGa4a5zJAB1cxmN/kedAcaGbsSasdzI6SkInNMmDxZkGc08kgaGvabHpqiPYBWpYkbAcHbNgzRGSoMmpwHUgraAkmiJZVMEjfK+QMP2qSTwHAsXjwpmlr3893jN507wKaHpjiyzUcYTVfOoxxr60w2gqkIfCnJKcnyFo+OnE85sba7TSR0mhrd1ChqlwHlsPZ5IpbkFWxZN8jm7dMooZFCI4Rg56wmlHZrUk1hJoauAPqClA5Tw0RuXexwOJY2QkrqXogK88xpGK5kaJNRyyDR+1+phtCzPRDynkYJzZFtPqWabUQtsC8ADOQ8Qy3TBMbttRwOx4vjJTuXjTEGeBCYMMb8f8aYv298nXzpl/fKZz4b7kd7KxzTmeeB8SoGOKLFYyq22ZY5T9IRSKJM4kvIKZvRU4okShh6PVvan8tcV3TH4qVsfC68eQQp7Jz59uMzXHyszebfV4cVBUlnziPKBNXEOgMLCkLhMkUdz4/5AMYbvrWLT/54nGpqywGVhG8/PsN/Oa6Df9o+w1wGQy2SvPJItW1e0upJ2n1bnj3b0GUuYp1jPaJGm3ZODcfiwvN9pkWeWZFnWuQRWIffaDXlvbftI8oMazp83n1yN505ia8k/Q07nVOS9lCS922wfLJuqGWgjSEntZMscCCVYkbkmTB2fEV+nulG4+vh2YTunOBTZ/QxlwoKnqSvIOnKKcbr9vdDT5MZw1gdSulCFVo6HA7H4YuQkr2Jz0TdMJdBPZNEScpkHc7aMswxX9th+yE0ZKwSrfmb03t5x61jKAF9eUlvwSNUkmoGQaPHSKKhHAuW+Zl7djscjhfNQmku34dt6rfkUNJmw63uzPPYVI3fGihSS6EtkJzUE1JOBHUN9cxuvKop1FPYXoqYqmfE2iDkQv0ZHI5XLrGe7wJv2PTQFK9fXuTOPRXe9ZpuhJBMxHYxZDXKbZClnmnyLoLueJ7MBzCGZxOuOK2HKLPlgHkPXr+8yB0jFX5vdTtJ1hhvxkpdCDRzGU7D27HoEVKy7Kg1TIs8+2KFBMZqGZ+/v0RmoJ5qvnn+cr7+pgEGW320sb9nDGA0U5Em05rpSHPFD8d5w78Mc99YnTfduItqagBBq3A2eykipKQicsgwjw7yPDYnOXPLMKu/toOztgyzu5yRNKqW/vbHJbIMCkqgjWA6pqHprQFN0TeMVg3GGFp8m4HncDgcS52yCdg5k5BT0mYqZzDQGrJ+60izSXXes9V2Y9WUiZqmOxRsXNtPNbPyGaGEnLROoEJWc+teh8OxYCyUV3Mb8O9CiI8KIf5UCPEn86+XclIhxJNCiAeFEPcLIX7SONYlhLhFCPFY42vnQtzAi6XF01x8bAfffHSak3oLttxf7jfsoSeQaGbiRiOpRjfsFt92yk61YFr7zsHsWNRIpQgaWuSfubfUnDPnDLWSaIMUtjlUW6NBFNjFT6vCZfM7njfzmrEARgi0MWzePs1spOkMBece2UaUGSqpIdWa3hAKvmE2MkTZIb54h+NlZj7jaV+ieKgUMVJJqGeG9VtH+LMTuxipJBR8QTU1/OMDk1QTTS2z3uVAgmksGT0p+ey9JW4dqfKVcwbYvH2aLesGyXmGXj91NnsJ4vk+NRnSEQimY005hbfcvN/ZMTybsH7rCJ4QfPvxGS4/rZcP3DHGzpkYbez6ONUQSklXCJkWDBY9Wn1JJdm/LnA4HI6lTKStDwFEs0H1fDXIPKPVFGN0s2nfrkpGlBkSbdAGfrKvRjmx8pxSuaoQh8OxcCzUcu0NwBPAWcAfAX/ceP3RApz7bGPMycaY1zX+/dfArcaYY4BbG/8+JEilSIykKyf481d3EXqS0BPkPSjHmsm65o49FaJMsumhKZQEJTU9AQy1+mw69whCTxBnNuPO4ViMqDBEez7a2AZqt45UufZnkwfNGV8YJuraZicZw5OzGVEGgXYZcI7nj+9ZzViwWfAjlaTpxKinmoISKCEoKEGLD5VUs20k4iM/Ggdhm/85HIsNz/cpyzzjWUhOSYZaFa/q8jm63ccTgv6CIqcEA0VFQUnaAsG7XtNN6ElyniCU8GAp5l3/Ocp0ZDNP33NyF9vWD7Gmw2fj2n76CpKiL50u/hJEhSH7Ykk50cykkBpJksEbBws89MereOSSo3noj1fxxsECXSH89qCtWvrcWf2sbA0IPEHRt+XbQsBTVcOdT9V5562j1DPbZKpbuWw6h8Ph8KRgLtF40trGcpThS5prX4B33LqPWgqBJziiRTHYap/1gRRc+7MSfS0BrQGUIsFU5vwPDodj4ViQcJUx5uyFOM/z5PeBtY3vN2Ozpj/4a/x8wG7WHi0LPn73KF964zIibZ3EBqinhp2zKRvvm+RvTu+lEidcfGyH7XINlDNNqy84ss0nM5qcksSpOEBV3+E4/BFSYvyQ3VVNXkE1FfQXJNee3c+azoCcJ/CElYoxQvCPD0zy6Z9OMdTmc8MFg3R4CdrVwjqeJyoIUBpuuGCQi24ewZew8b5JPvFbvXz6zD4EAgPklXU8v/PWMW7aWWGozef6CwYpKphIPDoO9Y04HAuEkJIKIXOR4bHpiI/dPcFvD+T40xM7ybRhRdFQk4JvnD9AnBlyCvJKEnqSKDMUlCDnaWqZZGVrwNVr+0m05tP3lnjbsR2svW6Y4dmEoTafm/6PQVYVNM5iLy1UGDIeS+KGfkqsIdaG3pzg8tN7iTLTlML6+zO68bA9SS46pp04s1l3SoI2Vuf+7APG1PUXDCLQdAeQRi5o4Xj56Ni05wX/zvSly1+GK3E4np1AQm/ew5dQ8DSVRNDqa65bN9iUxhitpmQGilJQb9hZIQxT9YyzVxTxPUElntdkxvkfHA7HgiFsP76XeBIhzgOeNMb84oBja4AhY8wtL+G8TwBTWJ/tF40xXxJCTBtjOg54z5QxpimNMTMz07yhxx577MV+9K8kX2ihd3AlVXzWbhnmW28eYFnBZ3c5YXnRI68k9cw6L3zPlvWXE9uYLNa21B+gnMJcnIEQdOUkc5Uq07t3LPj1Ol4Yr3vd6w7pI/blHr+/Ljq6usn1HkGUSR6diljTGZIZwx0jc5y8LM/H7x7nM2cuoydnJ8RcaudHpm234undO6lV5w7xXRxeLOWx29HVTWf/cqZjCD1DZmwFychcxsfuGueyU7oYLPr05wXl1NrjmdiWYSsJ7QFMNzS/p3Y88Gu9dodlKY/fl4N8oYW4e4iLtu5pOuv+5fzldOU8RqspR7d7aCTlWPPUXMbG+0r803n9jNcNqYHRuZSiL8gr0bDT9s+jpKacSCS2EaY2dl1THd/D9GTpUN7yIWMpjt18oYWu5SuJhU/cKLUGGpUhmrlUsq+aMlZN2T0b8YevaifTEHo2oFzLNHEjK7ng2/GkBFTS/Xa5qIC4xhM7Dv/5+ErmUI7f5xq7p95R+LVezwvhnjOqh/oSljxL0fYuW3084xG0+FavfqAFaqmkoOw6dt5+dgbWnkYZXPuzEn95cjcjlZTBouLz95d498nd1FJDXhomdvz813LtjoN5Jdteh+PZeLaxu1DO5ceAM40xTx1wbADYZox50Y3+hBADxpi9QohlwC3Ae4B/fb7O5Xkee+wxjjnmmBd7GfuvR0pK2iczkswYjtv8OE9cuprUwEyU0pmTpFrgCYGSIIWhHGtafI+00bX124/P8Pur24kyqzM7Opcy2OrTJaJDplO4UP8/C8WhvJ729vZXzELlUHPg30FISdn4xNpGzVtF8ivHq5CSKROiDeydS0m14cg2n2pqOP/GXVx+ajfnDBUPck4IAYHQGARFXX/Z7uNw5fncw1IeuzMijxSQGqilhtCD3eWUNZ2KOBNNvftWH0qRvcxUG7pysHfOsCwvkEKSaFDoZx3fvw4OpzG7UNe6lMfvi+XZ7HJF5njDt3YdpMP48H9dRamu6c17hJ5AG3h4MuJLD05x9do+DKKRQWp4YiYG4EsPTvHuk7s4ut0nlPZPlBjQGkJpaBXxYaWx/HLMraUydufHm8E6LZQUgMCXNJo5Whs7VtNNveUPvLaTv3hNJ0pIWpT9PYDP31/islO6yMx+3dBWZRMvOk3tBV3X4WQvF5LFYHufa+y+mIziXxcvZ+byK3VMv9Ku65Voe1/O/6P5/dVl20Z598ldHNfpo41AYLPwJmoZu8oJm7dPs3FtP6mGzFhfxHeeKHP5XRM8fulqZqKM7pwgNdCrsgVr4vdKGx+/Tl7Mvb+Sbe+vg6U8XuDwvv9nG7sLpeK+7EDHcoOngP6XclJjzN7G1zEhxA3AbwL7hBBHGGOeEkIcAYy9lM94IZSNTz0TTNZTOkPbnCw11mlR8D12l1Mu+e5etm0Y4qYdM6xb1Uo1hTfftL/M77p1gwSeQRtBlBmWFZR1rnnysNqgORY/+UILhHlSfXA2UaA0e+s+gznd1NcUUpJ6PpGRGGO7F4PtVBx6gh/trXBqf4Et6wbZsHWEP7t1tDkfVhQ9Im141/fH+MLaZYfwjh2HKwJDlAnyCmpotBG0+JLf+uaug2yvdagJCr6g1TfUM8lQEWKjwWiKSlJJJVXp0yIXbsHtcLxUpFLEwifStsqjVdmszzS2QboU0L6PTKyDuZ6JgxzLf3J8O76UjFVjunOeLYXF0FfweM/J3fy8FLOmM8QThtAzDLX5VBPNZad0c+kte5vz6IYLBunJeXSKGhhYgPwExysAqRTG85mKD84czklNGkWoMGQmlSTGJkrsnIlY1R4QejawkUqDAWItD2rkd+kJnUSZwPMM07GVJuoKDRcf28EZ3/ol+1wQhFKCa67qcDiWEEJK6jKkekDlc7tvHcZeljTXonUZEhjDFaf3Nu3svP38+N3jTam369YN0urbymmFoLvV4/K7Jhhq860+c6tHlEG30qSRW+c6HI6FY6GcyzuFEL9jjPnPA46txTb5e1EIIVoAaYwpN74/D/gY8K/AJcDfNb7e9KKv+gUSN7KPx6opN+6YY8u6QbQx/NvOWd68qo1lBcXwbEIg4dW9Be4ZrfI7K4rctmGouVj3hGYuMaTaIIXNEtLGsLvusSynCPThlQXkWHxIpZjKfLpWHo1Go3+p72cgoehL9sWSwFO0eJoMKNXhqbmEwaI1K0oKNm+f5kOn9pBX8hnnQyBhNs4454YRbrxg0GbeOWeF4wWiEWhjUMI6j+PMsLLoNceaL2059qfvLdlGZRKqqbSF/hJapMQDRut2XOY9SI2PJ7Wzx45DjlSKmvAo1TW+gCPyDTmhDALPjtlEQ6kuyXshbX6Kl9oGP/NOvr/6jW48CZu3T/PpM/vwJYzOZbSFHuu37mLzeQONDFS45ckybz22nc5QYoBtG4bshldC0ddUnPztosI6lj2SX3r2SqGZTKArDJmMbZl1KbbB4xZfHlSN1xoIjBHMpRwU1PAa2e4awWjVlmTvq4ES+mlr46kYVuQSp9vtcDiWDEJKZvHJGo7l+TVolEEtg1T7+NKnI9BUIzAIJPD99UMNOSIbEN64tp/PnNn4faWpZxBIzUd+WOJ//GYvQ20+N14w2JQf6vZt4NDhcDgWEvncb3lefBS4XgjxGSHEu4QQnwGuA654CefsA+4QQvwM+DGw1Rjz71in8rkNKY5zG//+tRA0mo5s3j7Nm45s45uPTlNQ8IblRVJtUMJu5n4xFdFX8GgLfXZXUqqpwWBlMAJP8sUHphCIZlbnFx+Y5MnZhJlE8ERNIeRC/VkcjheG5/vU8Ml5kPOsymYttYai1bfOhcdnDWd8a5jVX9vB1feVmMsktUyycybh0lv2khoYqSRkWnPF6b188p4JwPAbfS3MJjYS7wvNZdtGSTR4UnLnhhWsyqfOked4UWhjmmMu54EQkqnYNEq1NR0BlGPNHxzXYUuzE5udF0q7mE8NjNY1P5+ocdaWYXbMWHteE66LtuPQU8OnnklafetYnk01o3WNEJp6qtk7l7F2yzD//Mg0gQdTmcITsOncgWYHeU8KlIDLTunmiw9MEkhNayBRwjoDJ+sZP9pbIZCG1y8v8tl7S0xHNhgO0JWDzkCzrwadnvMuLyZi4SOAJ2czztpin+1nbRlm56yhw5fMZZKuAKYSjRJWwmIu0YxVU/5/9u49uu6rPPD+d+/f7Zyjo6O7LNtylIsTQoA2tLShBByHW4G4kOvQTtsFKX272lJIWWWGlwFaCKUM78CEQKG0M0xIO32HAYdAa3d4GyhJSiCBkKRpCZC7EtmWdTu6nsvvsvf7x/7pSIqd4ItsSfbzWcvLkizJvyM9Z5/9e/azn/2ivhL755rMJ5a5xKCgFXMAWd6POTaWsVrairHEav78gUmamaGZWVKrGSpZ2S0ihDitJF5EqN39lafd/dZ8Ynhqfmk83rF7mGqsSS1kFp6YTfjsv0xicePnYzMZtdRirEUBzRTafBiZz/jmSI1Awz9fM0Q5gF/60jCPTSdMxRrtr1aNoRBCOKuSxbTWfg1XWdwGXJb//cv5x4/1ez5urf3Z/M8LrLUfyT8+aa19lbX23PzvqdV4DEeiXSUUPMv7L+rj0w9M8rItbQzPZWxp86iEmoKnuOk1W3jrbaOM1RJe0BPRGfmUfEU5sMwnhi/+eIZ/97xOUmPoLXq0BfAffr6LtsD9Kt60Z4Q5wpP1kIRoUVoznWnmEsNsYgiVq+70NCTWTXQeGG9y5Z4RXjVY4tG3ns2/P7+Td3xrtFXJNDybMDKfcOP9U0w1DCUfPnXpAGe0hwSeoi2ANMt45x1jfOCiPrr9lG4alO3a9RwXG1+oLDfeP8XT84bIg5Kv8oOlFH0FmE0MBV/ze/80yqb/9ijbv/AoZ/6PR+n9q0epxpaxuiU2igv7i/z2BR1ctXeEqRgaRhb6xNpRWpP4EfUMAgVNAxOxaz3QGSrqqSbOFNfsHWHvG7fy1hd0Us8gztzCyaaSx2cvHeC7bz6Tgqf4yiMzbCp5XLqtzP4FQ29REfmKoUrAx+6dpK8U8f3RGmeUPf7gwh4iz81rCp5LGs6nmjOKkgA81YQapmLNVXuX2lkMzyZ8+J5xUlzSo2E1HQHExhBpWn27y4GiGrv2KJVAE3nwlV2DrQTzTT+sEnmWIN/J9Gwx1hca0jhew5+CEEKcfL6GiQb8pJqwc/cwP56OaWSKq/eOMFDyGXnb2dxx9RAKt1PJWtsqcvvLB6u0B3BmJSDUitBT+aGphnvHEj7yvUl2XzbInz8wyXxi8T2P4VlXCNTILNVMCiiEEKtr1e6crbXfs9b+rrX2svzv76/W914vrDH0BYatbR6fvGSAF/UW6Ct61FJXzVEOYHObu5lTSvPDySaJcU0F4kzTE2l+5ZwOtrR5tAWahcQwF7sXlQu6PXztJvRNs6bnE4jT1JwNSYwmNoq+gmJ4wfCTasK/jDdp5hOdtkDzqsESv/ez3YzMZ1yxZ4S3XNDZqmQaqgR84DvjvOcXevmz70/wo6mEp+dcIqLkuxtQpTw+tXOA88pLPZuFOB6dIfxJXiX//YMxI/mpUWXfJeJA8+BEk9HayqTYUCWg5CsKnmt5lBr49ed3MjybuINQZL1DrBEvCJg0AQcbLi5jQ+twysTAfOrObZhoZNy4o5/YKF7+5WF+XI3xNLgcoeUFPRG9RZ+i53ZZfWN4jud3R3REPvVU0RnAV3cNMlpLed93xqhEATOxRSn3vCp4kGSa2RjKKpEE4CloKnYxtbydxUUDRf76tf1gXSxFCiabmkam8JRbTG5mlr6ix/O7I0AzVjf8nyfm6S963H71EI++dTvvfHEPHYGmIx+jP/3AJJHv88hMSmpcjHX7qWzPFkKcdpTWTMfwZJ7wHZ5NGCwHdEVw1zVDfPENW2lkrgVR3gEDpSwfWFbk9tS8ITVudymAsYbQ8zmvM+DGnQP8xb9M8fH7qmjl5rS/dUGHm+Na8rMXhBBi9Rzzfgil1PsWq4mVUtc/2+dZa4+nNca6kyUJZd+SqABloeApuryUeatpUzBQ0kReRGwsj03HvPUfDzBaS7nlskG++JNpfvV5ndy1b57tXQUAeoo+T1YT2oKIoueSHd7isa9CnERN4w6G0gqmY8WTszG//61Rbn7tFvSyrdPvfkkvr//qU/yfy89geDahu+ARaTi7I+Cm12zh2tv28647DnLjJZvoLfp42lXRaWtoy5q05fFtpPhNrALt+8ykmu0Vw6d2DuStVlw1XmwA5SbbZ1aW4nPxEJSv7hrEU9AwruWR77nJ9lAlwNfuuSANQMXJ5ochB5oeibEMz8a8sCciMbC1BNU8t5vm7VzizHBhf5FLdg+3bkwDBUrDw9WUR6vzXLy1zLvvHOdPf6mP15xZIc5bFXjKQpJwdhHuunobsVGE2tKu8rMfjJskRvl1yZh9akqNO5j63T/XxbUv6MLTioGiG/wen83ojDwmY2hmrr1bM4PegqYt0K2eyYE2TDctH/7+5IoDe/uLitBmmCTlnKLmMzv7l8VZE5sYOb9PCHFamrMBqVna+QnQHblDqrVWKAuhDwupm6NqBX/5YJV3/3wPN+4caJ0pkhjDL/7vp1cc8NdVUAzPpvyPh2YYqgTuNV+78xe+OVJjrJZyViWQfIMQYlUdT7OdwWVvbzveC9lITJrSQeoa0lqwRlMKDAuZppG5A06uOq+DC3oi/vZ1W10fJWV5+4U9HJhr8qK+EuXAVScHmtYEPVHWJfLW9uGJ05SXT2QWKzgXJztTjYz+kt/aOv0/X7eV4dkEL+8xPtXIuGOkySXbSrSHwYrDn5Ryh1eWfY1NEpnDiOPihyETiUdqoOiDr9ykuzOEaqL5t8kmHZHHWRWf2dgwUc94QXdAI4XugqIzWhmfgTbUUlAKAuUSJ55SbmIeGmZj2UUiThylNXM2IDYKTyvaAksjVWQJHKyl9BY9NpW8VkVSNVZ0hm7LK2immxkdkaae2taNqadgrJ6ytU1zZiWg6Gvu2jfPDZcM4Cu3VpJZF/9dXkaWly6VaS7NaWSgPq34Gn48WefXzu/kDV9zCYrp391ONdZctXe4dfCeVu5zF1JDbDSZdX2Uz+vymKhDR6i4/aohMus+r82HAilZ4lYlrDESZ0IIkYvzxbnFnZ/DswmhVkw1LY3MtSA6EFuu2jvCHVcP8d398/zq8zrdYX+ppeArYgM/nGiuOCA1NYbJuuG9d40zVAnYfdkgobZup7XW/M0vb6Gv6NHlJbJoLIRYVcecx7TW/p5S6gyl1BnAnzzHn1Ne6ofsW4Bq05IYuO7OcUINkedWCRMDGYqSBwPliLMqPs3M4mk3uV5IDL52i4c33DcpCTixJgraoDD4Sq2Y7Hzs3kmyzLD7skEGSq59y1AlYN98wk2v2dLqo3jH0zUKecXoYtyDojsCskR6Kovj4kcRU6lLLHeEUPENiYHEWGYTWn2/x2opCjiwkDEbu88peO6E7ThvdRF40B5a7h9P8DWE2iWR48xSCeD8Do+JpkLJaCxOEKU1j9d9/m2ySVug6Ajh6TnDJ++fJDEwVksxFkqBx0ziWhMkxi2meAp6Q9hU8plpWh6fiVs9bvfNu5Yu43VLf1HxvK6AN27vcKfKK8isW0Tp9jNpSyQAF2OObAwAACAASURBVEvn9xS5co/ruXzRQJHpZa0yHhir42sXk4FWHFjIWu9HnmJ41tAVQSnQLnGMW/iLDRJjQgjxLEKtMDZr7awbqgTMJRAb5Yp49FIvfAX0lSIeqbrxOPJUq1DiujvHeHwmZqKekhpLoDVbyz5/+7qt3HH1ENvKHp97sMqTs27MPq8zYGuUyfkJQohVd7xFsk8CTyz78+Rh3t7wlNbMq4g5FVHzikyrIpO2wLwq4AUBc4niydmEiUbWSrwtpHD/WJOdu4ex1lLQhkYGqbHUM1c5VPA0jdRt1+4KDX/wrYN84KI+ekJJwomTr2gTGpm7oewMbWuyM1pL+e1vjuIpy407B/jMA5PcctkgN94/RZuv+J0XddEZKX62v41qbIkNRNqglaHNM6gkkQmMOC5+FPGTWcsrvjzMn31vnKKGWgaNzE2w07wVxkJiuPmhaZoZXHvbftoCTWwstRSmm5ZmZomNJc4M++fd2Fvy3eJeJdD0FsDXhonYbUtsV5IYEcdPaU3Di1jwilRVkUlbZNpGHFyI2d4VMZsYpmO4fM8I176gC1/DzQ9Nk2WGQLsFkSS/iayl8PS8YTx284hrb9vP9fdMcGt+iNp77xoHoNo0TDVhNrZkxtJI3WKLwqJnx6V3smgxuJ6di9Xv73lJT2u79VAl4PI9+yj7hu6CR2ZczBU86C54gGuXMZeoPNbcd9TKUNHyui+EEM/G15bJBhR9y/O63M66JN8l0hZoMrs0LltY6lk/nTBRTyh48N3983xll7snm08sn3twivnEMJ+4Irb5OOXRmZQ3nFXhzEpAt5dQSOtyXyaEOCGON7n8IPAI8H7gTCAAwvzP4tsbmtKaJxo+b799DGPdzVxH6FoINIxiMvVbLQTGailFD3ZfNkicWa6/Z4LPv9ol54bnDAXfEHqKUCvOrAT0FzWlQDPUppmJNTfuHOD8DiUHm4g1YY1hS5DgadhfWznZ+dvXbaWn4DNRz/j4fVUKnuWTOwfY3Obzgp6IroJPyVdUAkW7D77W9AUGL2lKxbI4bhOxblXV/dHP9zARQz3TeHmhnJ9XzPcVPa57cQ9NY1stXW68fwqL64/vK0XJV7QHmq6Cx5Y2TWo0aV6g/NBkwqMzlp7Q0qOl2l4cP+37TJqApoGZ2LgbRWVJrasWjY0iMapVJepphcbw/ov6eP93XaK44LlEn7Eu2XywloF1Sb3h2YR7Rut4yvKPV5zBf3v1ZraUfc5oD/DyeC/4iq6Cx0BR06MTxkYPrPFPRawnU7EbSxer37sLbofSd/fPc8tlbtGi968ex1Omlex4YjahPYStZZ/BxVgLFEUfuiNNu5YDe4UQ4rnUUtja5uFrj4XEUs2L1Ey+q3mx/SC4JPEHLurjXXceZOfuYa75h/00MsP53UUenqrz6UsHOK8z4A8u7KHga4q+4smZJpf93T4Gyz7ndwVsK0i1shDixDqenstYay9USr0QeAvwbeDHwF8DX7HW1lfh+taU0po5It7098PsfeNWahlsiQwziUbjen7W06V+STc/NM3Orf10Ra5/4uLp6x+9uI+ugsfD1YzBskIrV2lXy1x2v5oYOpRLZKSSVxYnmfZ9qllAYiydniIwsGAMMyn87Y8n+d2f6aLgaRILPUWPoUrA275xkE9dsonYWAbLPgoX0w3ltsOWbZNMEnPiGCitqauAhtFkxrWpSJOl6g1Pu1izQMl3FZ09IRxsGNpDTTPLKHiq1dLlIy/r5y8frHLtC7oo+QpQ1PLDUW64b5LffH4HHZHPXAJb2iN6Q0ibG/7lS5wgy8fLQKu8Z+Hhb9aU1szbgEBbjFVM1BNuuG+ST13SD1oRZ/mhkSxViWbG8ql/rfK7P9PFR1++CU9B0TdYqzlYh80lV3HvWmmpVp/G3/nmQT5z6SYO1jLizKOr4LWeKx6WsoqxiZFGL+IQqYFyQOvA06lGxgu7A87vLvLjqfqKXp6LyY4/vGOMz1y6Ca0MXZGPxbV5q3gpWZzIIX1CHEbnTfuO8DNL8O0j/dxDTV+79Zi/Vpwc2vfRmaaWutd/T1uXFPZcuzc3HzDcctkgV+0d4W3fOMiXXr95xXhcTzN6i4qXbS3TzNz9l6/hzx+Y5OP3VRmqBNy6a5DufJ4id2VCiBPtuM+Os9b+m7X2PwBnAf8V2AUcUEr93PF+77XgBQFeVCQNijxW92lkLqlRDn06IxhvaCbrbnupr9x26tBzLQSue3EP1942Rmfoquhu3TXIaC3llbc8xfvuGmNzW4BB5TeLbkK/kFis1VIhJ04qP4pIgiIzushYEmCAoq+Yz3Mknlb0FhXvuLAHcInlUENHAF/N4/qddxxs9bQNNBxYSDDWLbhIPItjobRmfxIw0bDUUktiQWnVajcEkBmLr5cOjPSUoWkN3ZGrmNvWHqBZGn/f950xLt1WJtAKlCJUhp4IwPCHL+6hLXCJkaIPXaHBZFJtJw61ODd4uuHxxGxCbFzl8HQW4AXBis9dbKVVtRFNA6lRNDPLb/5/+7nuxd20h5qFxOTVyO5P6Fm+umuQm35Y5c3P6+RzD1bRgLGKeqYJNXQXXMX+ljZNwXOVzIvtMO4ZrfPheyZ4XldET8EjUpZu1aRH1SnbhozJ4rD8KGpVym1p8/jspQOc0e6jlaGnoHjF1nKr7VCgoSuAr+Rj69u/dZADCxmJsRS1pUs1pVpZCCGegx9FEBUZSzy0sq0zl8DtNAo9tyOvEiq3u7nd4458B6nvudd+X7u5cLuvqZDQpRPm4oydtwxz9d59XLqtzMNvOYe7rj6Dc4qpVCsLIU6a46pcfoZzgUuAXwLuB6qr+L1PmKXT2t2NmwHGG4bQ03zo7nE+uXOAoUqQHxBluWLPMDfs2ETkKcphxFQjpRJqNpWgMwr45M4BpmMIPRhq97j96qGlA6R81yM0Nm51UWOZaGQMllfz1yDEc/OjiNhqnprPWq0GhvL+yme0BwQaSh6kVlPyLWSu+i3Oq0W3tHl8+5ohmll+aKUyTDUMkaeIPIgBKY8Tx2KeiHqaklnF1X/3FL99QQe/eUEnlTyhceWeET7xg0k+uaOPemaYS6AzBGvdtu7ZjFZFx3kVxV1XbyM2ilBbpkceZ2DoDOZtwFQMnaGmmSdNMgOZApXJlkFxKC8IaKKJU5hsZLzlH/evGDc3t3lsCdwi8eICibGWyLWkxQJp3k5gazlgNoHXf/Vpvvfmba0q/IUENrUp/vDFPWgNf3BhTyuWAwX1DG5/usbFW8tMNNxiSHuoKfm05hmh5w7qS+MYrKskFeLZuLkAdIUAhmoTfrY3opG5nXWdIUzlrbkVUPYNs6nm+rvHuePqIYyxhNrSrmKsMRJvQgjxHPwoAqCZnxlS8iyepwA3ny36lrkY+gswFbvdTYl2Y7HGzQPqGXTauhuU89d5awznFPWKOa+My0KItXBcWU2lVDfwa7i2GO3A3wA7rLVPrcK1nXB+FDEea6y1lEPFQuq2WHdFlmrT8pYLOgm1S2pY4Io8Ebd4iEli3GE5kWfJjNe6kSwEMJ9AteluDNsDd2BKZhWPzaR0FTwKnmZkPmWgLaDsA1LsIU4CP4oYa7qt2IuJZXBJj2tv288dVw/hK5hOQauMkufR7sNs4pJ2CtDa9R6vhIbEaIxVVJsZvUUPDyh6gOTnxFHyo4h6A/qLPk/MJvzLvz8DsEw0XFXd5pLin68ZIs4gw1XR9RY0zcxt1a7GS4nlHj8lbSaUoTUBP1BbwKQpJVJKAIl7AWxb/BwDUtwpDmcy9ekNYS6FT/xgkptes5mt5YDMwlgtZaKeUQkiOsKMWeMReoZGqtDKxWYjs4zVUrfN1dI6PO2Nf3+AW39lM97yTWTa3XguLkp3BDDRMHzuwSpvPKeCAqrNjHZfEyUNABfPeQynck6fOEITsaY3hNGGoTOEoTbNRB4/qQGNIfI0Jd8wn8Cjs4aBkuZrj8/ziR3QqxqyiCFOW0fe4kKIRZrJGNp82NqmWUigoGGqCZ2RIjOKSuiKeZabTQyJUfhaPes9ljWGMs0VSWchhDjZjrdkdj/wBC6pfHf+se1Kqe2Ln2Ct/afj/D9WjdKaho6oZdAdwo9nMj58zyj/6Rd6oeSjlJtQzyXuprC/5FP0oK+gSJad2DrVyIg8RZD3Wl5IDDf9cJpfO7+Th6fqvGxrmSSviPO1q1h6fCYjyxv09xQ9mqmht+hRCQyhzaQPkjhmfhQxk2pi4xISkecWNOrZYpLCEmnoDC2TsUtiLB4etdzwbOImLUBXBLHxmEuWDksDKPswn1oaKfz5A1VetqWN/pLP5raAkm/wlCHCSL9FcdQmYk3BhzgzPL/LYyZRWKvyFhiWWuoWNQBm8srj6WUJ5bIP9dRiUIzHHqHWtCs5lE8cH6U1aQYTMXjAn13cx0IKr731qVb18jev3EZbAMMLio4QQq0x2rW98LUhtdBb9Ph/X7eVsVrKmZWg1criir8/wBdfv5UMl4gONEQafN8wXod/m0hoCzSXbivTU/DwtaW3oCjaWDaIiKOyuGtpNnHVymnDxfXYQkLJj1hIl8bTggezmSY1ln01w8FaxpmVgIerTYbynt8SgEIIcailsxnceFr0oM1z423RA60NcaZpZC5H8Gi1yfk9RVLj7t2KPmTWMt3MOFjLGKoEFH1Le2DxM8kZCCHWr+NNLo8CBeD/yv88kwXOPs7/Y1UorVFBQJq6gb0aw1V7R7hhxyYmGhkdBQ9fuYRxakAryxllH2Ndsg5D6+Ccj907yacu2UTRM5zdETAXG95wVoVvj8xz+fYOAu1WDDVuAVEpGGwPWpVIJc+tSnb7UOTZDwMS4rl4QYDRPjOpe6JVAhe7bR5UE5dom08M51Q8MgsTsWtvAUuHRy1PMA9VAur5wstYA7ojy1TTEmqYzntdJGbpEKq3X9jTiumChkBrAptKz0VxTNJ8W3+gFfPpUqz2FWC8YekruDhcTDA3M+gODSM1qITQMNr1ZwYKnmLfQsacH7AlkASzODZeEDCdabdIbKAUgJdqrtn7VGvsfNVgiUbmYrOZWeK8B73vaeYTS1ek6AoVZR+6Io0CIs+02rzcM1rnD+8Y5S9e2U8tde0xJuoZz+/2GSgp2oKolfBr810Vf4+OJabFUfGjiGoCB2sZvjIoglZcb2mPiI1bdI6zjPZQEWkXq9VM0Rn59BZ9lDW84bZRbt01mB98utaPSggh1pfO7h6M51Egb4llINMw6jYa0QCaxo2vWrmFvt5SyHW3j/K5V/Uz1YBQga90a+wtei4X4duMVHIGQoh17LiSy9baM1fpOk44L4gAQ4dveKrmKouWt7jIjKWWGc6paKqxopa607PnUvCUO4Tv1l2DXJHfDP7Z9yf41M4BNpegI9IYC2d1dKAUJBmkxuJrhQeU0vqKbauP/OQRzj33XHDvCnFUlNbYICLFMFozZMYyWNZMNCwDBVcB6lbLFf88Mk/nOe1opVsr6OAWTxZPIF7eOzTyDBmuj+dsomgPFABbS7CQuso6AmgYF+eedonlgmliU6lYFofyw5AF41H03ER7efuKog8lUkyW4VuXMMYqMutiSwHfPVDnlzZHNPIkn8F9fUNBhmawBEmecFZALTHExo3L9cRS1yEF01izxy82Ju371PHpCgwNA/Opi8+JRrZiUe6Pfr6HJ2cTzuuKqIQezcyilMoXqV17rP9y7zh/8tK+pTFYKc6pKO68Zqg1jnr5gX1JBuVAMxe7JHW3l2BsvoKY/7dSMCqOlB9FTMYaL3HJ4y/+ZJIP/GIX443Fvp5uPK2E7jX+4WpKkmkG2zXzydJY3R5Atan59jVDdASGLJHMshBCPNPmLVuxGGJjMFa3zlwYraUMln2SFTf+bmfTmRXFjTsHSDLY2ubG4kgvJacbuGI0SSwLIdY7/dM/5VSimYw1vnJbrYcqAVONLG9rUSXyFGN1S3sAobbEmSUzUMt7MXdGmjuuHuLRt27nxp0DBJ674awlrpqokbrv5WuohJaFxFDR8kIgVo8fhsziWrssJJqJekbBV0zHilKgiK1rD7C54BLB15zXwUzTkubVdMq6SuTZpqEjUtx2xRk88tbtfOuqIc7tDGj33Gq653LKzCVui1ZsoOIbGpn7GBb6g4QuWydK61JFJw7LD0NQijYPUrsyRgINJQ2J8pkmojN0bV1S65IZc82Msu8qOp6YzdDKHYSqFr+BdbtAFg+cKnqWaiMjNtDMDMYotNbUM4UQR6uaBZTyaqOxhqU3j8/F3smLPK1oCzRBniA+WEuJM4uv3Of6Gr45UuOvH5qmM3TPgVrixuyCNhjr5hn1FOLUUDBNOm2dXlWnw9ZlZ5M4Zn4UYXAJikbmdn285yU9KFy8Glw1vK/hf/14hki73XhTTbh3tI5SriWWUq4y3x0uabCJ7AYRQohnE1tNVwD9kZvrJpmbD/SGbhxdXFD+3INVmpmrUgZ3rzUdQ9EzlD0jcwEhxIZz2iSXJ2L3JzGglaI7hFsuG+Tmh6bpLXi84awK3xieo+BrbN4KI/QUFouxUPIBFLXUMjKfsH+uCdadwuopiDMo+h6VUFP0ITGaoTakRYBYNX4YMhZ7gG2dNNxf8omNq5KreIr5BAJt+PFMxjtvHyWzcPmeEXwN390/T2otWhm0VszFhkC7xJtW0BEY5jKDsVAka908KiCyCWmzSYdMdMTRUG5nyEzqEsNTsTvcLNSGdt+QYQgVpHlbgdADYy2VwCXtlDL0lxSVyPWuq2euisPLe4JONQ2hZ6k2DQpFe6iYamR0RT5Kud75meRAxDFIjGUhg2rTctuTs0zFhtCDmx+a5vOv3tJKMJv8LIWi7xbuSr7b6VRtpvTm5yvcumuQ//7QDH/x4Oyy+QTMJZrIU2wKUzptnULWlKSdWBV+FLFYUNHIrEtmKFcRZ4Ce0GBw5yR0hvCKwTJffniOcqA5ryvgeXn/T6Wg20vpoS4xKsQG0XnTvqP+I46f9n1SIMprGn48k3Hd7aNo7eYOc5lxLS7ys2x+/fxO/ut9VWrpyjE1VJA2ZXeIEGLjOd6eyxvCGWedzVw+bvv5NpOxhuHsfBuKxiUrzu7owOIm31opfAWpsigNjdQlPMAdzDPTVDw5k3BOZ+R6gC7blj0bQ2+QkTbl2HaxOpR25UM9kes/CwpPQ5K6xHB74BZPFDrvJz7MDTs20czcQX2esmzvKvL90RqvP7NMqQTTefuMID9sIkNT9Aw+hjRNmXj0R659iwUjeWRxDBYyqGeaNt8lj/tCaBgFKFILoTI0jMHTmoUkoxy4XSWJsWwqQjPTVAL3tbXUjd/zcYJB01XxmGy679XILImBzGr6S+57BxriFAIf6T8kjlqgFfUMrt47wreuGmI+tWwpwR+/tI/r7x7nhh2b6C/5dIaKMzsCxmuGbWVXxTwbZxR9TcmDIPIwFr59zRDNPFlnceN2QVvaVUyWSICK1dUwmoI2tPuavlAxk4KxhmammYkBpSn7EChXZbK1TXHVuR00zNLBkp6Cds+QNqVIQgghfppqFmBb/QF1614s0HDdi3uop66auWFcG8HQU7zzxT3UUpeHKPrQ4UthmhBi4zotkstesYyfJ8eKntt2va9mUMq1AEgseNZVfFZIsNa0ksVtWhPrAINrAFoJ3DbCrkiTGp/5PLlX8N0Evaxcf8RU8spiFXlBwFxerRwbRVvgKkFT7arxG5n7e7EBwGI/cS9v//In353gP/1iDz+3qY3xBnSGLiE9m/dUrONuJgNZLRerqL4sLrtD9zGDSxT3hq4/eE8IsQdjNYtSrv0QuCRzlvdhDpf1nusuBtx3sE4lLKKVS0QPzyaUA7fQZ6yrgC547rTtHt/IeCyOWpeXMJa4Q08z617nmxlsLrlF6cVetDqfF2jlUc/7JU7HurVorXFbXRdbE3V5Kw/xtdJAWZwABe3ORijk+xM7fLdzxM/nDOD61k8lBt/TdIeaegZYtwBS8UFjZD4ghBBHKDGu+GfR4r2YAsqBYt98hqegK9SkFja3uYI08q9q810rroIOKCNjrxBi4zkt2mJkeR/a7hAKnqHNN7QFmv3zGYmxpMbd3XUFHLLdzxpDkDaJ0jp+XMdPXI/Ztsy1BuihTpetU87qlDJpFSBWnzvlXRNnmmZm82SGJfIMCkuobasC2dOs6CceavjqrwzyzZEaf/a9SVdlj+sVvpAaIs+gVeaql+K63EiKVbWYUCvk/T1jXGK56LlK+6IHk7FLsLWHmsm6YS6GqaZlvGEZr2dMNAyZNXgYNhXc97zuzjF3uJ91h6e2Bdq1y1AQeYrIM4QaNoWWNJbMsjh6Jk0J8rE0yGOtzXMLebXUklpLLbVM1DNmYyj5hqaB/TU3yH7w7nFe9qVhDixkdKmmtBMSJ1UjH3sXMjfWgpsDL+/52eG7hY+RuYTRuqWeugU+rYw7OFXmA0IIccQC7Qoj/Gfci3X45LuaDON1w0jNMtm01BM3JoOb20403NgcGzkrRAixMZ0Wlcv1bNngDfhoBttoJSQiD3pDqdAQ648fhkzELk4BMmNRSlFtKjpCS19BM5+6Scl39s+zY7BM5Ll+4h++Z5ydW/s5u121tmQvbnfVCoqeptrMmG3CWcUmUkAnVlugXW/PhUxTz9xa5mKl/GL1XJpXdXZHmvZA0zQuPgMNJd+j4Lnkc0EbFjLD3z82x627Binm/Zk/+y9VLt1WzuPaUPQ1ockwcRNJ44nj0RNk3HLZIAtJRuQpphJFfwTTiaKRgedBqD1KvuHJOcs57cb1vw8V7//FXq5/qaVdyeFn4uRSWpNZmI81Ftd3fvH1vZa5Rb3F94faoC0IWnPhou8q6HyMjJ9CnEaOrO9yCb699HnT1249cRe0AXV5CdZzZ4REeule7LWD/flYG7V2PfWGYDCM1AyR77fqnQMNFovclAkhNqLTonI5NbBgAAw+7nCpqdh9vOC5AV4Sy2I9mki81gFmvoabflgl0JbMWu7YF/PYbNqqWj63q8jwTJPp2LCppPjUzgHmE41G0xlAR+BuGo1xB1BONy2hUpxVTCX5IU6IntAwvLDUHmNxUr1Y0bz4vpe3wJiODd2RoS/Mk9ApzCX516ABzeXbO+iIFKEH9xyo8YazKpzZEdARurZGfizVoWJ1pHHM+RXojDyivNXKo3OW0DMU86X5egoLiebcdo+60ZR88JIm3apB2crhZ+Lkm7NBa8zN8jG2ZmCxFWigQSlDNV/hW9z1lBpIMihpmRMLIcTRMmnKQuaKIeYzw/YO10ZrKnbz1/wMdSwwm8JE07J/wR0GXPahEhhKvqFdSc9lIcTGdFoklwMNbRoONsGiVky4OwO58RPr12LyLcwP3Xvz8zr5ywerhFpx80PTGJtX3RtDV0HRVwopeRpPaQzuaydjONhw7Qi6vYSKdae+dyHJD3Fipc0mQ21LyWRfQzlwfxd9i69dv1pPGWqpO0X7QE0xUnctB5Qy9IYG32ZMxy7RbIGOQFNP4aVbypzfFbAtyqApsSxWXxrHtGV1KiQYY+grejQzTZb3Eg89tzAy1rQkqaFkpFJZrK3lPb4DD7pCNweebMJk0zLWsDQzRdHT1Iw+ZE4siWUhhDg2Fc/wVM0tRjfzHXuxcfdi3YHbYdcTWvYvpPxoKmVTyaPDz+fISpNmh7boFEKIjeK0aIvRE8LBpmFTBBOxaiXsFg+Yct1AhVh//Hw1O9SGegbdBcVvvbCbzFr+5KV9fOjucf7vX+jhRV0BDeN6KddS93V9eauXErgsiAUjBZ3iJEubTQJdpJ6m9BfdRLsrhIkmdIWWRuYOpyyFbiu3l+WJEQ96QttKdHRCK45J3ItXCSCTEVyceNYYCoc7YMeufFsO6BNrLdSuSnnfXJOf6QloWNcSqzeCaj4HNtZt2waDF0CUH+abSl5ZCCGO2YH9Bzhjy+ZWS0NfQ0cIkbaMNRX9kWYihs7Ip7fo0xEaEgz1TFPxDKFJpCOGEGLDOi2SywsL82xqK7GQaYqe6/eZGqjGLvEsVRpiveoNMkabilBDd6gJNMylbutqf8nj05cOEGcwHrtV8lC7/FuXl5A2JZMs1oduP+UnDQV1w5aSe9npjdyhU2HeA3w2WarUHygYSXQIIcQxaFcJqR8QBj4PTib8TE9EBni4sRbl1kRmUgiUpmCapFIpJ4Q4SkfWp3mlU71P8/TUJJs29aOWbQ7PLFQTRUfo2mEsJo+1gjhzhRUVH7JEdj4JITa20yK5/NQTj/P8F76QeraUvOgtgM4kASfWtzSOGYhCFozHRLy01XVTmJIleU+uxWrOZaEsFcpiPcmShOeVA6ZSn7HGYlsMaFMZaRwDKyuTJakshBDHxhqDnyacWwmoxhGjjcUDpAwVkw+ullYTZqmSE0KI1WPSlA5S/EKUH2jt7t/mrSv+Kdk0PwSH1ta7NHuu7yiEEBvDaZFcBledvGJbdVO2UouNIY1jIiCCVvxmctaD2GCyJKGDZEVrC1kDEUKI1WeNgWfMe2XRTgghTp602Tzk/k2Kf4QQp7LTJrkshBBCCCGEEEKIk09aaQghxKlL2VPs9JmZmZlT6wGJNdHR0aHW4v+V+BXHS2JXbGQSv2KjktgVG9laxO9Pi91jSUSKU89PSy7L2Cs2svU49gpxJA4Xu1K5LIQQQgghhBBi3ZCKVSGEEGLj0D/9U4QQQgghhBBCCCGEEEKIlU65thhCCCGEEEIIIYQQQgghTjypXBZCCCGEEEIIIYQQQghx1CS5LIQQQgghhBBCCCGEEOKoSXJZCCGEEEIIIYQQQgghxFGT5LIQQgghhBBCCCGEEEKIoybJZSGEEEIIIYQQQgghhBBHTZLLQgghhBBCCCGEEEIIIY6aJJeFEEIIIYQQQgghhBBCHDVJLgshhBBCCCGEEEIIIYQ4apJcFkIIIYQQQgghhBBCCHHUJLkshBBCCCGEEEIIIYQQ4qhJclkIcCuzxgAAIABJREFUIYQQQgghhBBCCCHEUZPkshBCCCGEEEIIIYQQQoijJsllIYQQQgghhBBCCCGEEEdNkstCCCGEEEIIIYQQQgghjpokl4UQQgghhBBCCCGEEEIcNUkuCyGEEEIIIYQQQgghhDhqklwWQgghhBBCCCGEEEIIcdT8tb6A1TYzM2MX3+7o6FBreS1CHC2JX7FRSeyKjUziV2xUErtio5LYFRuZxK/YqCR2xYlyyiWXl1t84kxOTtLT07PWl9Mi1/Pc1vJ61tMAu3zgXwvrLS6O1anwOI7kMUjsPreNFAen47VK/J48Gym+VtuJeOwSu2vrdI3nU23sXYvYXa+xI9d1ZNZL7ML6zTmcTPLYj+6xr5f4Xat5w+kcL7CxH/9zxe5p0RZjampqrS9hBbme57berud0dar8Hk6Fx3EqPIa1tpF+hnKt4kQ6nX9np/NjP1Wdrr/T0/Vxr6b1+jOU69q4TuefkTx2cTRO95/Zqfr4T4vkshBCCCGEEEIIIYQQQojVJcllIYQQQgghhBBCCCGEEEftlO65vFFp36eaBSTGEmhFl5dg0nStL0uI04Y8B8WJorRmzoY0DXhaUdCGok2wxqz1pQlxyiuW2phXBXn+iTWjtKauAhpGkxlLpKFdxRKDojX37DznRcwomXsKIYTYWCS5vM5o3+fhec1Ve4cZnk0YqgR8ZdcgZ5YjZmKFpxUagwLaldwQCbHatO/zyILmyj0rn4PnlQOyJFnryxMbmBcEPDKvuGLPU63Y+vJlg/QWAnq0jOdCnEheEBD3nsnFu5eef3/zy1voKwZsCeT5J0487ftMpB4TDcs1y+b5X901yNnFVGLwNOYFAQ/Pq0Pmnue2+ZJgFkIIsSFIcnmdqWYBH75nlBt2bKK74DHVyLj+7nE+vmOA3/j6PkZrKZ9/9RY+/cAkH3xpn0xGhVhl0yZoTe4BBko+owspHWFEQXtSYSSOifZ9RmOfK/YMM1DyW2P8eC2ltxBSVwEFmmt9mUKckrTvM56459/wbMJFA0Xe85IetFJopeT5J044pTXTWUCcWa7Z+/SKOcb+hZRKGBFpI4UjpyGlNVOp35p7Lo5P9dS6SmZtJCaEEEKse5JcXmcUlndc2MPbvrG/tXL9+VdvYT7O+PDL+njtV57ibd/Yzw07NnH5nhHuunobZbkhEmLVxBmtm76LBop85GX9K56PUmEkjsW8DUiNZaDkHxJTt1w2SNTmrfUlCnHKqmYBsbGtxM0zn4O37hrknKKWcV2cMHM2oGlgopHJHEOsMGcDYsOzjk8SExtP5037jvprpq/degKuRAghTh450G+dMajWhALcRONt39hP6CnOKAdcNFBkeDahu+AxPJsQG7XGVyzEqUNpjadhqBIA8J6X9BzyfLx8zwhzNljLyxQbjNKaA7WMx2di/vii3kNi6qq9I8RyzyjECaOwhFoxVAkOO65fIeO6OME8DQoYq6UyxxArWMDP554SE0IIITYqSS6vI0pr0ryyZrnh2YSFxPLYTMx7XtLDUCVgqpExVAkItV2jqxXi1KK05vG6z2Q95abXbGGoErQWcZaTRR1xtOZswJV7RrjlkVnO7QwPG1NSkCTE6lNaM68iDIqphhvb+0u+jOvipHILjJaR+YSbH5rm86+WOYZY4mmNxsr4JIQQYkNbF20xlFIecC+wz1q7Syl1FvBFoBu4D/hNa22slIqAvwZ+HpgE3mytfXKNLnvVzdmAAwspe9+0jbZAM9XI+Ni9k4zWUiqh5h23T/CJHZtaPZe/umvQ9WaT/LIQx23OBly+52kGSj6fuXQTn710gM1tPm86u8xbLuhs9UC/+aFpt6gjzztxhBa3u+46u52pRnbYmIokpoRYVYsLhpfveZpbLhtkNjaUA0059BiqBAyUfN7zkh66Cx4LiaHkW8jW+qrFqWjOBlyRzy8+9vJ+brhvkht2bGJLmy+xKIgNXHf7QT5wUS+lwJN5pxBCiA1pXSSXgeuAHwGV/P2PATdYa7+olPoc8DbgL/K/q9ba7UqpX80/781rccEnggUyC7//rdFWn62bXrOFzW0e5QA+/op+htp9DtZSfudFXWwuKWwm5W5CHC+lNU2jGJ5NGJ5NePu3DvKel/SQGsMHLurjqr0jK/rjVrwMI4d3iyMUanjT2WVe0BPxse9P8P6L+rj6kJhKJaaEWEVzNuCDd4/xxddvoafo0RF5/MbX9/HRi/vY+6ZtjNUyrr3tmX1Npe+yWH3xsvnFe7491kokhxq+fvk2DixILJ7OjIWvPT7PaC3j0zv7Zd4phBBiQ1rzthhKqUHgMuC/5+8r4JXA7vxTbgYuz99+U/4++b+/Kv/8U4JB85Z/XNln69rb9hNqxcVfforI1yTGMtU0XH/PBLX0lHnoQqwZpTWzBBirWn0Q7xmtc+WeEZ6cTVsTfFjqjzubyeFr4shVvIxP7OhHK8VV51ZaiWWQmBLiRLHAB1/aRz2FnbuH+deJBqO1lFfe8hT7F9JWMg+kr6k4cZTWaH3o/OIt/7ifzCom65nE4mnMD0My6/ot3zNaZ2Q+k3mnEEKIDWk9VC5/EviPQHv+fg8wba1dXJ8dARaPT90KPA1grU2VUjP5508c7hs/8sgjh317PTjc9XRtf9Fh+2xlFgZKPtfsHeEf3rSNzzwwxUcv7idU6ao9ro3w8zkZXvKSl6zJ/3s46+F3sh6uYTU81+PoP+s8TKB5952jfP7VW1ac0H1e1+H749aTjANPnNyfzU/7XUjs/nRrdV2d27ZjQp//+M+j/D+v2HREMbVef4aHsxrXKvF7cp3qj7FYaqM8eA77F5qt3WAfu3eyNca3B3rVxnaJ3bW3nh9357bt+AXXT3d5dfJNr9mCpyyhd+yxeCqNvWv1O1zL2Fkcp5bPPze3Hb7n8lrMOw9nPT3X1kvswuFyDqXj+h4b1anwGI7V0T729RK/a/k7O53jBTbu43+u2F3T5LJSahcwZq39gVJq5+KHD/Op9gj+7RDnnnsu4H5xi2+vB892PdPKVTYsn1QMVQIemXYH+V25Z4Rq0/COC3u48f5Jbtw5wObnvYh24uPaOrdRfj6nm7X+GZwqv4ef9jiafoG5ZGlL4g07NrX63AX68M/JMAhO6s9mo/0u1uO1ruXPcMpGKBRfe3yej71800+NqY30+95I13qkTrXH80yn4u9sOe37jCUBjcxyVsfSAuE9o3Xe950xbtixic15r9u1HttX20a+9mO1nuNZaU3VRqQG3nvX2Ir5xXvvGuN/vm4rfSXvmGJxPT/uY7EWj2Wtf4YNL2IuXTn/HCit37FprX9e69kh87dv7zvm77FRnc7xsZEf+1pd90b+ma2GU/Xxr3VbjIuBNyqlnsQd4PdKXCVzp1JqMfE9COzP3x4BtgHk/94BTJ3MCz6RCtpyy2WDra1zQ5WAz796C9ffM0F3wU0+x2opb/vGft5yQSdPziZc/OWneLzuo/Ra/yrX3uKp8FM2Yl5FrZ/J0scLzKgic2rlv4vTl/Z99i1k/KTabG1JvHLPCDt3D/OuOw+ioXWqOyw9J/VJPlWls7uHWV1kwhapqiINryDxu4G057ubhyoB80l22JhSp9hJPdr3mVFFJmyBaVVkThVk3BUnnNKaRxc0r/rKMOff/BhPzMSt5xq4BPOzje1fer3bJDeFi9lZ5eYM2l8Pm/zERrN4oOR1t48CMFpLW/OLK/eMMFpLCTR46sTMM7Tvy7xhnWsYjbV2xfxzspGui3nnWnH3bAUml43D80piVwhx6lBa07lt+4qcVWvsy++bGt7GvGda0xmztfa9wHsB8srld1trf10p9WXgalzC+S3A1/Iv+bv8/e/m//5P1toN9Wq7PJhCDe0qWVZ1bOkuaD576QBtgWaqkfG+74wxWktZSAyff/UW3vedMYZnE/pLPmO1tNWb7a6rt1GmuaaP7XgprZmzAZWh85lX/jN+Nj/9axdPhV9+IMo5bYbHFvSKj3/+1Vv49AOTfPClfZxdTOXAlNNYNQu4Ys8wAyX/kJYYt1w2yP6FlK8/Ocs/vGkbnlZkxnLTD6ucf2HXMf+fi3EeGw4zBhxK+z6z5QGu/PLwMw76DNgSHPlzRKydWqb5o3zb68Faxl/9a3VFBdunH3A7UZ7paGPlZHu21zPt+zw8r7lq77CMu+KkmrMBH7p7qTq5K/L41lVn8KOpmOvvmWC0lnLrrkFQ8OkHJlvPQ2MtTWPZsfvQmP3ARX2cV/YxqZymJY7cnA24fM/T3LBjU2v8Xz7H+MquQTxlyaxaEYuLrwmf2dm/4vspramrgIbRZMbSfeZ5KK0OO5Zq3+eRBc2Ve2TesJ6lBiYb6YqWKc82R3hmPByp9TCPONJrWLqXe0rmDkKIVbMexsHl1/J43efyvaOtce7rl2+jkdoVY99Gfc1er+UY7wG+qJT6U+B+4PP5xz8P/I1S6lFcxfKvrtH1HTGlNXOEaKWIDaQZEFr+9HsTfHOkxq27BtneZjBpSi2Ff3p6gVcNlYkzyxntAV947WYCrZlqJLzj9jHuGa0zVAnYVPL5ozsPAq4XV2zU4ZuGbBDa93l0QXPFsiTwrbsG6SsoFO5ArNnMp2nA04qCNhTt0pNtcRL/zANR7rx6iA/ePXrIJO0tF3SeMkl5cewSY1snuH93/wJ3/buh/OOQGWhmhre+oIs3fG1lXHaGkOZhczQvWM+2CHK4CfPi920kmtGFJgMlv3Wt1962n89eOkB7TyDxu84prYmzpW2vH724j49c3N8aqyJP8dGX91PQBk8HTKY+Xdt/hmkFbR588t5JPn5ftRUrg22KhcwlFyIN7er42iId62Oqq4D9NcsVyyZHX901yOaSYj7RHKytjNm3fWM/N+zYlI+7Z1CmcVKvWaxvzxxH3Wu+d0TJiOVf52l4x4U9K5J4t+4a5EU9EV96w1YCDxYSS2bh0zsHuPXRGS7oruBrxU+qh4/Zq/a6uUQHklwWRy42iuHZhO6Cd9i2W5FW/KiacH5nyAdf2sfle0YYKPn88UW9/JdXbAJoVS2lXkBiNfsXMq5YljC+ddcgA20exlgqOm09Z3Smuf7u0UMOCJd5w/oSaMis4r13HVyx0PWun+vhhvvcvUp/yecTOwaoeAkmPXSR4XDzgMVx0QLjdbvi3mpxzglQ1yGpVa05b8Gzx91q8ZkON++9ddcgW0qKklo5zvtKtZIrwGHmDnLPJoRYciT34Edz730yrjW1msvz13Fw49xEPWM2Ntz82i1MNTI+du/kstfs8IjumZaP+57WxPm47nugrMWi6PKSE14osW5qra21t1trd+VvP26t/UVr7XZr7TXW2mb+8Ub+/vb83x9f26t+bovB/Mn7p9i3kHHJ7mG2f+FRXn3rU/z+z3bz5Tds4UN3j7vegF6BYqC5ZFuZJLPsm0941x2jzCeWzz04yXzeemuoEvDlywapNhLuGa23PhbqDVXAvYLSmrEk4Io9K09HvmLPCLMJ7K9ZxpKAt99+kHO+8BiX7B7moWrG/iRoTbxjw2EPwFC4G8133Xmw1ergHRf2cEa7v5SUF6etxZ7Kv3VBB1eeW2H/fMrD1YSd+XP1DV97mrnYcNNrNnP71UPcsGMTH7p7nIlYM68L1Lwij9V9Lt79NGd/4XEu3v30c7apmbMhlz8jzt2p8OGKz1scOy7e/TTbv/Aov/+tUT7ysn4uGii2vq4t0BK/G8CcDUjM0rbX9941zkQ94/e/NcrO3cP81b9WCbXG04qfzKnW68Qlu4cZnst454VdfPilva1YmWwqrrt9lOG5hFoG41nEvD7xW0YX2wvNqYjH6j4/GE8OGbMv3zPCD8aTZ43Z7oLH8GxCw3DCr1dsDIvbAKsmZDZVHKwbnpjLmEjd4sUDEzFvv33skHFVaU3Diw4ZfxdS3Uosw9Jc4t6xBjt2D/PodMJvfH0/O3cPM1pLeflgmV/+6lM/NWaTjVM0ItYJL59fTDWyw7bdCjzFZx6YQivLOW2Gf75miL/55S0A/OfvT/DEXMq0jVhQEaN1mG7aw8+Tm5ZP3j/Fw/O69Vy4ZPcw77iwpxXLi58v84b1JdDQV/RWtEx55S1PsefxWf74pX28686DvPxLT/Kqrwzz2IJG+z77k4CJhqWWWhILsylMmgDt+8yriHo+Lr799jEWUsWH7h7nhh2bWnPYD9497haHk4Cn5rIVc94T0WrRFf8cGrc/GE94eF7z9v+fvTMPkKq80v7vvUtVdfW+F0XRpQ0uwSwYSdooNjAiKJCPVWNWQkxmMYPGMRlGjcaoiZ+JGTSOfpk4isQsjuwzLEEwLIIB40JiJEahoZumqd73qq662/fHrXu7qruaoAHFUM8/YnVTdbs599zzPuec59nR4ubvY1GTgD997i01D2djN4sssnCQelY+0Rk8Uw6yz95qprc97dd6JDnA4KAmkINPkdxz4S27mvneZRUE/Aq5qkTU+MtnJuf9v76jhaZ+kzc7NSavqmfsUwepXVlPXY/OTTsivNUnnXapt+zp7jTCCebFFxWzcGN6UC/Y2EieR2HJhFJ6EwZvdum83aXxhV8f46q1DYDg9k+Ucd++Vm78mG3g97MZQVsyQxF876V2ALf7ki+0E1zJmY1eSyWSlPhIRX2PRmfc5JPPHObKNYOFsjOBUdetuYnBI5Gmqwj2/5sw7KB5w7YmchTpA0/KZ/HXo0TR2TY/zHcuLedIj0ZrzHBXE8GOl+s3HyOmW2nNib6EyZudOoe6Nfo1k+fmVXHgS2N5fNoo7t7bOuIDK56cZEpFfY9GfEjBnOlBeMO2JpZOLAXs2O7XzGz8fgCQMOHBl9tYldTTXzqxlA11ttRK3eKx3HVpOVeuqadXEyzI8JzQLYnPf6jIzX09CZPbP1EGCK5a23DaDoSpSC2KfteSYN6GRnJVKWMs56qS++ehMeuQLJIQ72lRl8WZicFiuJmD3TrXrGvg8dc78SoSU1fX88lnDrs5NzWvOn/v7W6D4/06K6YHWTM7RMCv0DFgZIxLh5z44pYm7r2snPoejahuMf8v5FknZtVstZzFO4SELWe34kDXMA3dlTNDPP56B3dfWk6hbHCwX+KKlfWcv+IQP329k1svKUUSgtpV9fTr0BozaBshtnsSJosvKh72/EiNZedzs3XDmQXDNEnoJiuH+O0smVBKZEhum7uhkS5TxbQsYgZcs66BC1cc4rbdzcjC1pr/+o4WuhOCX77ZxbdryonpZsYBm7gpUdedueY91aRLYoS6N1eVWLCxkUXji9zX5m9o5K6asrTvTc3D2djNIossHJwsaTxSDkpY712zKvVanXzmYOnE0mE84Q3bmrirpox+zeTtrsSIOdkZ/GkzPDT163x9QgltA8Pz+qLnbL+2BRsb6TRO7/krWy6fRmiWHcyyZP+3JpDDmtkht3vsk3GJzgq/knboWby1ibYBg0XjizAse/rWI8E5BSo/esXW56z78lj2LBxzxmtQ/SWjvQFTUOyVmFOdl/b3HANDGF4oD53AyBca62anF2frZocwLStjQunXrA88KZ/FXwchSRzsE/znH9qJGxa5qkSuKhHwK+596hT1QwkzvyrxyP52in0ymgnT1zaw+LkmNMPigSsqUWXJNTNLNYSSRmiCDOUER5rEd4w9l18VpLpQzcbvBwAeCZ5vjPL/ft/BpjljuDTg4zMXFDFz/VH2t8aZv6GRK0N+DIuMsWdYtnzL0omlhAtUclWRsXD4aw+EI+VpGCyKAn6Fi0q9rJgepDxHzpizOwYM9/9TYzaVZAErO4GUhRtXi8YXccO2JgJ+hX+dWMa1GYrsReOLSJgCIUl0WV7u3tvqTnos3d2CVxY8NT1Iuf/EcVnfozEmT+U3C6oYlaucMM86Mbt6VohiOZtrs3hnEODKsBV5BZvmjOGl689l+4IwkrC4LJhLwC/RnFDSJpIXjS8ippt0xQ3Wf3oMfgXC+SolPpmNc8akTSOHC1TKcmQUKfPhuSI5BZqtG85MCODbv22lL2G4QwqrZ42mbcDIOMWGBbmq7BIRNYEclkwo5Y/tceYlc2lMN/nqh0tYuLERjywyDtjoFiesed/J8/kvnfFMRMa4dRqBJT7Zfb2+R2NskWeYmeGKA12snR2iQDbIIosszk4M5hr7bG0yAmk8JH85W0SpCBeoyOK9O4eknusfeLk9reFc4c9ci44t8lDmk7lnX1tGIjx18GfsU4e4cXuEMXnqiHn9vdrEO1M1lz/wEJKEsOxgNkyLOdV5w3QAnX9sISBHFmyeW0WOIqgJ5LAvEiNXlSj0ChRhk9DbF4T5ytYmIlGdezDJE3Gw4Ey1NLS1XzxEdXi7yzbTCfhlflQbQBIWpiG4dVeE9XV9roEa4P7/ypkhliRdtoG0IsROCnbC6DC9eCwYm2uwZ+EYEqbAI1kUyAadhn1ITL1pbc1qmSIRP6NJ+SxOHxyCYu6GejbNGcPbXQkACjwS919e4RJ3zoEsnG8n6QdebmdfJIZl2QfA+h6NG7dHCPgVvndZBY/sb+dbl5QiUDjYNWggtWZ2iFH+HPyCNOMW5/1VCfosH5IQRHULJfkgHBq34QKV7QvCdAzoFHokLCMbv2c6nMbX3A2NPHmgm7rF49yDYVW+wsb/MxqfouCVyRh7Phl6EhYVyUIhkWyEjFhQvYtaSUgSTZpKXbfdtOvXTKoLB00kZAm2zK1CCNLietWQnL38qiC37Wlx3zdcoBLOt2O2N2E3Sx/Z3879kyopUCw4Q59dWbw3cIptp+BdVluZcToz4Ff4aJkPRYI+4UUz4OaLS2iJ6jxzzWhKfDL/+kLziLWEY4YMdkz6FIEqCQ52JTLm2dF5dswKLB6eEqDkPdCoy+JvD/lCc7WUnZz+xLQgS3ZEXP+UXQvDRKI6Xx1fyOc/VIScTOF9ukmBx6LAI9GvWW4NHYnqbp6NRHVWzgwhC/ComWuGYK7C218ehyxAwkKVRbZuOIOQKUa2zK1ixrp03eFH9rezclYQ07I9QZyvLZ1onyufnz+G3deGiRu2V0jbgEHAr+CRRJqG575IjIBfQRbQr5kj1rx+xYKT4HFTtUwDfoUHJlUQyvPike33v3rd0bT3deLWyclDG9LhApVIv87j00ZRla/ilQQWFg9NCfCNHZGkqZ+UPbtlkcVZgkFNZTGMN1o5M8Sc6jwiUYOlE0sp8cn0ayZ+xUJYg1rMXhlWTA+y6LmmtGexdJKHkJPVdXauU5YEEiaCwe91Nuzre2xZ2ztebOGxqQHOLfRgWVbG5zcW3LSzmUhUt4nwIZebyW+srjsxYl43k5+jSCDE6TM4zJLLpwkx4UFY8MS0IMvf6OTB2gDT1tRzZcjPrZeUIksC04InrwqgSgIZWP1WN/91oJvVs0I88+cu+jWT84u99CR0d4w+EtXdidszlVSGzI6/z14zmphhceWadDf2SNRgXyTGgo2NbJozhm9NLKPSr7CprtvVlYb01aiVM0cjSyLN2d0WZ9ewhIkQEof6Fe7eO9yhe93sUJZYPovhxKZmGu5mwT372vjx5EpKcmS+uauZ5VeNYnSeimFBS1QnEtW5ZVez61ptWDbZJwtcUuSR/e0smVDK57ekP7zueLGF+RsaeWxqgECuQiBXsuVtkiRenip4qzPB4q3H3eL7c+fnsXZ2yJ1mch4M12865pLVeUIjG8FnNpxio9Aj2LUwjIRF3LTJspUzg5T4JISQ6BwwMExYvLVp2DPCI8HyNzr5yodLKPQIojp4FXvTY31dn/tZ7srou3guxITK8X57Uio13oqLVfyKwbE+iwUbjw6L64UbG9k8t4ofXlGJX4FezSKS3DYJF6j8YsZo+nWTWSmGmKtmhWzToDP8GZbF6YdHgjnVeZTnyOy+7hzKfDIHOuLMqc7j5otLGJ1nF8GdAya37opw36fKiZsQ000KPDKLtzaOWEs8N6+Kf/tEGcVemaW7m10yb/lVQRp7NfyqxPI3uoYdOJZfFeQLv7bz7NrZIcbm6Jh6NtNm8e5Q7pP4zfyq5GGTNGL513PHYAHVhTK+c/P530PdTArlUeSV6EuYWMDU1fXD8u7irU1snVeFacF//bGDqWPyqPQrbJ47hmuGkHmf3XzMJaQr/DKl8l+44CzeU1imSXWOzp6FVUQNexCnM57eYKsJ5NhSWElDJo8EB740lu64QaFX5s5P2JutLTGDSL9OeY5CwjC5//IKpq1tSIufX77ZxT9+tBiBvQmbpwoO9+hsnluFLOBYn8bDr7Xz6JTKk7p+h9xwiOWhuXSoEfX2BWH+1BHnjhdtknn1rBD37msFcBuDpmWxaFP6INaj+ztYX9fH/rZ41tQviyzOEmQy4kut9a7d1Mi2eVUc7dPTiNR1s0P4FDWtubVy5mgenzYKjyToGDB4ZH87j06pOOlruHtvi2uwGvB7qVAHhw5Gus5H9rcnG2I6+QwOGtX3aESiOjmKxOLnmgj4ZVbPCrnSVk7+XPRck9uMy0SEZ9pyvmdfG7+8ZjR/t7qegF9xjWLB3oB6bl4VkoAmLf33M9Tg8GQI9ZGQJZdPE3QEFoMrcWBxZcjPv1xSypGewemwcwpUchWLv3++mYcmB9hwpN91JtdMC1UCXbYnEkpzZHYtDCedHs/sw06mboqz5jV0PWtZbaWre9gaM5iyqp5wgcq2+WH+fX9XGilRmSOzc2EYScAVK9OdNlOdhFM/33HorvArjMlTssTyWY5eS+XuvS08MKnS3SyIRHVu2tnMr64Jct+nylFlidaYQUtUZ8WBLr5zaTlfHV/IDdua2DK3ivYBnTKfgoldEJf4ZHe1e6T4zlUl5m+w720YnIKzLLhtT6tbfP9iRhCvIvHdva3sWBCmNWZQ7JXwKYKfXz0ay7Io9AhMPfH+/AKz+IsQkkRCUmmLM2wauNAreGRKJQUe2Xb0BfI9Ms3J6bXrLyyiOaq7sXdnTTlfHl+EZVnVNy3sAAAgAElEQVQse7WDB1/tdA9cd19azuEezY3Rd0vYDpgSi7em5+vFW5vYuTBMHIkFG+tHjGuAb73QzKNTKgiqWvLZBX/ujHPrC81cVOJhy1ybXFEl8Mng58x/hmVx+lEgG9x1aTm372nh258sx6sIXmzq53uXV9ASNZi+toFltZXckmz4+VSJ2WsaeHzaKL6wZbh0RmotYVjwqf8+Qk0gh7tqyrh/UiWHuxPkKsKdBHlsaoClu1vcKTmfLFAkeGp6kKN9GmU+u7jOl07dREcWZwcUj4ejMUFddyKt3n9ociXLJlfilQXNUYOr19WzfUGYZ/7cxT98tJRpa+rZNq+K1tiJ62Xdgtt22/q5DlG3YnqQZbWVXFTqxbIgYZj8/OogshCYlslP/tDJNyYUv8+/mSyGwjJN8higyOdBLfWCZTfdFo0voipfodKvEDdsnWVVMtEsiY4Buz5VJfh0dR49GszfYJMJK6YHieqm6+0gSwLDtFj+Rid31JRR36OTp1tIwkIzJRRJ8GZHnBUHurj54lJu/0TZSfeoHXJjWW2lSyzDYA2RWifU92g0J5vPK2YE8SsCrwR//5Fibvl4KcFchZ++3sGC8wrYviCMYYFlWXTFdZ480O2+x7vd0Moiiyw+WMjEJQ2t9XSLjDKBj00NpL127aZjPDY1wPQ1DWl+ZX/pzORwBkPVB+zhA3uL4kTX6XJTVpzqHJ2dC8Mc6dFImBZg8cCkCjoGDHJVwbLaSj5U4qU5qmNag18bSoQ7xK8kpGETzwG/jCTgmWtGu8MVQ7dLnYZzavMvlUPLRJYPJZ9PhKzm8imEowXTK7xoJqw/2M2dNbbb7+ttce6oKaMlOqijdeP2CM1RA90SfP/yCjySxf2XDxrNjHvqELWr6onqsG3eGK7fdIzaVbZj8OkybjpVyNRNGWmVO1XqIlUX0bQsHpsaYMfCMCumB6nMkdFNCwUTYZkn1NlJ/XzHoXvSs0cwTCt7SDzLkbAEi8YXsXR3s7tZsGpWiEgymcdMmLGugUnPHnHNT767t5UvjC/iq+ML6YwbFPsU8lTwy/Z2Qr9mjqiZ5Oh3OvpymgkfLvUSylM5p0DlP1/vdCf063s0KnMVFm5sZH1dH4d7EvRpJtPWNjDmiYNMW1NPY5+OZWVj+EyFIzERMwS9CfvfKU8VXFjiIV+V0Ewo9in4FYEi2Yekb+6KEMqVmVmdz7Q19Wmxd+++VvI8Mtvqe3nw1U5g0PjmcI/GLbua+c6l5YRy3/2qqGFm1qY3TCttBTf1a05cv9kRZ31dHwlTYJkmhmkiC4tyv0Ikah8KnRXfm3dEeKUlTo+RHZ/LAnoMhXv2tvKtS8pYuKmRe/faBsYOMeHEWcCvUF3oQSB4fNoowvnqX6wl5CT5sC8SY9b6o6iSSMu39T0a5xV5iER1pq9pYMbaBg52aSzYcIwP/ewQX9t2nF7NGtF9PIssRoKsqrRrsrsN8rMDXVxY4qHQK6HKgs64yf5WWyPXkSi48WOlmJbFstpKLE5cL4cL7EbI9y+v4JdvdrnxDDB/QyNvtMdZuruZlpjJtDUNVC8/yJVrjvK5C4uyestnKIQk8VYvTFlVz737Wvl2TTkvNvVT7pPo00z+3JlAFhYDBhzv1xidK/OJSh8VfoWYAZ1JGYylE0tRJIvzChU+c0ERt+9poSeu41cklkywTSIXb21i9VvdxHS4cki98fBr7bQNGMmF7r8MZ9XbkTZKRWpOhqQ+uE8mblgs2tKEblj0ahaz1h9lyqp6JGEx89wCrt/cRPXywXp3yY50qa2sqV8WWZwdOJH/ECQ9i0Tm78kd4sJc36NxYbHnhH5lmfTjEyYZh8fmpfjcnOg6U7kpyzRRMFn0XBPT1zTwd6sbXF39P3UkmL+hkS8/14RpweKtx92vfefSclvKQpLSdJY/s+mYLd2Z1G6eU53HnTXlTFlVz6f++wgz1jWwZEKpawi/eKvtXZb659Trda7zZI0SR0K2Wj5FGHQ9b+FQj73ifPOuVjYf7mX7gjCXVPjch/rQzm7cgJnrj3I8anJhsepqAjrGf/fsbUWRJLeAPNVOvqcDngzGZf2amVFQ3ZG6eGJakAdebndfP96vEzcsCj0S+R6JK1bVU/3UIS5fdZTWASujaY9TdGT6/GxRcnZDSBIDshchBBV+hfV1fdzxYguXBXPxK7B9QRhZkkY0k2qNGsyqzkc3bemBy1c28Fa3rYWXowgq/UrGmOvXTDe2wwUqsgS1q+oZ99RBZq63D3yO0YljMOB8/m17WslVhNtkeWxqgFG5MjlW9oB4pqIXD91xE1UWSELw09c7MUzoihsc7dO5aXuEo70JWmIGN22PMKBbrK/ro7FPdzvxkB57evJ5korUwmXehkaixrsf5fGOkC+9MsgjfG14XAs6LC+yJDFgwE9+38GWuVXsvu4cVzbm2zXltjFF1swvCyCeLNo/v+UYV4b8/ONHS2jq16n0K64ZyZh8hf+YGmByMmd+bdtxLCtzTDq1xPKrghzrS9eue71tIC3f2vEt2DqvircWjWXL3Coe2d/uShY8MS1ITDc/MDVXFmcOOnR70vTh19pZOTPI7Z+0ieOmfoPfJ01czylQeXzaKJ65Jkj7gMHU1fVcsOIQt+xqRpXFiPVyv2ayclaIz24+NiyeneGMB162Jboe2d/OstpKdl93Ds/PDzMu18wOV5yh6MXjyqDNrs7nvn2t3HxxCQiJ4/0GP329kxxFIqabeGVBzDDpTpgYpoVuQolPcP/lFaw40MWRHoOEKbhvXyv3faocvyrT2KfREjPQkyTIRWW+NBPJ1HojV5UwTnIFyvGUOFG8On9eOSvkaj9HojqSJFx/EQDdEty2p4VltZXsWBjm8WmjyFVEmtRW1og9iyzOHozE5aTyRi1R/YS5J/U1r2RRIgbIs4ZvsKeSttVP1bmDBX5lZMO9uDl47jnRdaZyT07OdL5/KP+1LxLjtj0tbJ1X5Z77NcPiH37TQl1ModfyuMSv872PTQ3wpy+N5fuXV7jSGs413rBtkEROJeYzNf+c6xyJLD/Zs1uWXD5FiAkVw7J4ZGqARc81oSRviDv3tlG9/CDhJw+6D/VU2Oub9tTYgo2NJEzB0zOCeCVYurvF7SbLAv68aCxvfLGaK0P+9/RwPpIT8ImQ6eapLrTXCFJfWzs7xCUVXp6fH0472K2YHkQW8JEyHx5ZDCNd5m1o5Ee1gbT3Si06Mn1+tig5e+E8NF5p1egaMChLTv84U+0XPX2YqavrMUa4Ryv8CgUeiXkbGgnmqSzd3Ux9j8adL7ayZEIpi7ce5/6XWlk5Kz3m1swOUeCR0vTlHt3fnjHxDwruDxbp+yIxbtrZDEAoT+VjpR7XZC2L9xdOs6JL5NBu+egTPoRkWzhU+mViOizYaLu3l+ZIlPoUwvkK37m0nJhuuV9zTMV0a+TYG4ngLc+R3Y70X6MykS8SGfOlIiwe3d/OqgxxXemX0+L6ph0Rqp+q46YdEbyy4PnGKIuea6IlqlPik/n7jxTTm7B9A7JNvrMLdg3ho93y0SVy7CafZK9jh/JUAn6Ff51YxrWbGinyQDBX5tGpAW7Z1czvW+OuASbY98TS3c3DYnLlrBBV+QqPTQ1Q6Zd5+LUO92tO4e7k27tqylh+VZCfHehCCMHbXQmW7m5m0fgit6n/yP528j2ya7ycbYhkcTKQFIWEaTfllkwopTxHQRICwxRcu7GRSr/M/3x6NHHD4mvbjvNacoI5Nb47B3SqC1WenhFMi/HVs0J8qMTDT37f4Q6bpMZz6uH0kf3t/HhKgAllXs7JkyiX41lTyjMYA8bgUIEjs2ZYgoQJD79mNws0EyL9BpIACXuy3auAIgFILN7axNcnlPDIfjsOfjzF9hGJGxY9CZOFGxvds+lIk8YVfoV+zcQjTu4Z7WhGX1I+/Hz39IwgOYpg93XnsGVuFT/5fQfXbT7mxutnNh3jP/a3szqZyx2JuvkbGpmyqp7paxr4/u/a2LkwfMJpwyyyyOJvE5m4nLWzQ3yi0suuhWEuKFI4r1DOeH6pLlTfEQc00rSubgoCIwyPvdmZcM89q2cNJ4xXHOga9rmDOvtjeOsLVexaOMh/OYhEdTTT4mcHuogbFpoFD08J4FMEA6ZIy93Odl5zVKc1NtwQeySFgKHNv9Tr/GsHNLOay6cAQpKIGuBTJOKG/Q8pgKdnBPliirmXLAadIh2EC1Sa++2CzyEISnwypmW7AM/f0MgN25p4bl4VF6w45BaYhR6LPt17Wlweh/5s70Z3JfXmSZgCj2QbOKEy/DVA96g8WBvgWxNtrdFlr9pTbve/1MqXxhdlvFkkYQ17L+eaRvr8bFFydsLu9DWwYnqQwz0aLzb1s3JmiGs3DYrnr5wZQpUy36PlOTKqZBuxGZblGqk5jq/Laiv5aJmPht4EK6YHCeWp+CSTQsWkQ1f5xdWjUSXwSKYrbeCgvkfjo2U+9lxbhSRsAiNV2D8S1anwK/zkD+18Y0JxNobPAAhJot1UaRuwuHZjuqlosQ9iBvhke8X5U6O8NPWb3LM3wgOTKpm3oZEV04PU92hU5at8fXuElTNDtMb0jLFX6Vf4+YEufjFjNJ/fcsz9rCemBbl9Twvfu6yCR/a3o0q8KzM/GDlftusqD77aSceAmabdWOITGIbFr64OIrD4xq4W955YX9fHeUXtriHl/A2N7vU+/Fr7B8KQNotTh0zmvk/PCFKeo+KVTcpyZO6qKaNtwODKkJ98j0I02XxJnc6vCeSwdGIpVfkKOYpEviqxbV4VQtha3g29GkpS+sIrw4O1AX5whcUb7bZ5VKr0UHWhhy8/1+S+tuD8Am6+uDTNEObpGUG+tKXJ1abzKxYY7+dvMosPAjoNFc20yJEhbpggBLph0ZaULfDJdlPFkQoaSvLVBHIwLcG/7W7h5otLeH5+2P2aV4aFG4+lHULrezQuKPbSMaCnTXjefWm57S8iTLDI5tszGJKiIBuDtWfHgMG5BWqyYWy5K9kvXBvm3EIPPlnQ1K9zToFCvybQTRNFkgj4FcYVqiyZUMo3dkZYMqGUuGFy4/aIW3PI2GfT3oSZsd4o88mU+qR39Iy2TBMfccbmSOxZWEXcFMgSKAKO9ukc79e5dVezG7ep+dd5befCMB6JYaZWd9aUUyJrmJaejeMssjjLcFJcjgHVOVJGbumdcEAjTutaIAl7Y+jaIYZ7t+2xJXuc88+uhWEMy0IWAgmLR6dUDPvcVKM8YeiUKBLfubSc/W3xYee7b9eUc9++VlczedWsEIaZ+ayYShpn+lrqNTtDnKZlsfu6cwjlKXaeTU4pOaS+Q7anks8nk4Oz5PIpQEyoJAxBfU+C84o8tlyDZeGT7XV2x8wjqhnugdv5x/rFjNHc+oI9mRgusJ3RB+ImMVmkja47cCacd10b5mjfoOmT40Z5qoknR8jccZvsGDC4e28rj06pJI+BtO8d5iyJRp4Vt40XUoqCPIa/JptxKlUFT55KwC/z8JQA9+xt5ckD3cyuzs94s3iElfH9HdgmGSN/PYuzB/HkQ6NjwOBoT5zPXljEPXtbXaPHMp/Mf/2xg3/+WMmwe3Tt7BCPv247st9VU4YiRFo87ovEuGVXMzsXhnn4tQ7urCl3XWQNDQrR3BjsM70ZY9knmeSj0Y+XPs0imCunkXk/eqWdJw90c+NHS7JGJmcAnJx/7cZ0A4e5Gxp5fn4YzTARCLyyQDPtzYtltZW0JXW3OwYMvvnxYgq9MpGozk/+0MG3a8qGHazWzg5R4LG4c28bX+nR2LEgzLF+O+87hNn+tjjb5jtGr+/+Z8qUL53u9ZMHul1DnXCB6ppTIKA5IbuFlYMHX+3knz5Wwrb5VQhAlgQy8OiUSvJFItsgOYvgNPZS75MvbmlixXRbqz6Up3BekYc/tsf55sQy4oaFkTLF3zFgMKc6z13zXzKhlAUbj6YV+HuO9TOzOt/dcAoXqDx7zWiKfDK37Goelm//1BF3SY0797ax4Ug/q2ePZvuCMKYFbTGdqG66ZioPv9bOo1Mr3/tfXhYfOGgmrH6rmwXnFwCgm6Bb0BLVuaumjPpejUKvnBbfqTXBT/6ukj7N5AdXVGJYUNeT4NH9Hfzwiko0c1AiwEG4QKWuJ4EiYEfSBM0nW+STzbMfBAhJottU8Uiw/Kogi7c28cDL7az79GgSJmiGLeMWSE4Ug8BIxlMw10dTsh44p0DlrpoyBgxcI6kbtjW5pHLHgMHDteVYgE8WCI/EqlkhdyvEqTdKfeAx3t0gjmNMiOTl6zta+P7lFVy/+dgJ8y/Y9cKNHy3Bbw1wfp7imgKrEsm6Jjtxn0UWZytOhssZ6XveCQfkGWG4TJEEr7clCOUpbF8Qtr2/JMFnN6c3etfX9bGs1pbdSB30Sf3cTAOba2aH2N3Yx6Y5Y+iMm8POd8tqK1lf10d9j8bCjY28sHDMsLNiKtH9xLRgmvHgmtkhirwSv5gRpCpf5WczghzsSrB0t715+sS0IJ0DBopPJg/d/X3+NQOap0wWQwihCiGuEEJ8Jvn/uUKI3FP1/mcyBkyJtgGDXFWisU9j2eRKdCDfM/TXK3ihsY/tC8K8/eVxbJtXxQ9faXOlINbMDrH+YDfNUYP2mJHWhfBIg4xSfY+GZsCtu5pd2Yy797aeFk1AC3u175Zdza6w+JIJpegWafIYqVo1n/31cX7frtGse9xV8ZOBqesUWjE6D76OgsnzjVHA1o97Ylr6emBW4iKLdwI5qev2wMvtfHpsIbsb+/hRbYAKv0JLVGfp7mY+c0ERdT0av3yzi81zq/jTl8ayrLaSUp/MZy4o4p59bZxX5EGVrGHx+MS0IFgWP70ywPl55ojF8EhyLYWKSbvppSdh8XZXgj92JJi5/igXrjjERU/X8eSB7mQeeM9+ZVmcAE7Oz9TlViTI8wzqJCaMwbUkRxvsgZfbufFjpXxzlz21/HxjlM9ubiKmm+xYEObPi8aya2EYVcCADhvnjGHpJ8oQAnxDvPDqezQUYZ2WA9jJyAtJZma9s6O9OvU9OleuaeDcJw9yxap6WgeyZMfZhvgI0yAVfoVzCz34FdvkbMWBLlRJoFsgicGVvAdebueBSbZMxfcvr8Cn2I7aqQYlF5X5GOUXbJsfdjW+v/+7NrrjRkYprhUHutKuJxLVeSkywNTV9XTFDQTpZipLJpSim2RN/bI4ISRFQZFgyphcIkkzv8M9CXcIpLrQQ64qpWlEpta3NYEcvIpt+jp9bQPjk8aSt3y8NPnsN4fF8xPTgtz5YiuLtx5HElAux8kzB7LE8gcEMeFBM2HVW90EcmUemxrggUkVmJY9+SsJi/IcmQevqOB4v8Ftu5tRJVhxoMslmVcc6KI8R2JckYfuuJE2Ee80Lx54uZ254wq5aUcEvyLRkzARWGyeW8XbXx7L1nlVjMkVqNpfHzvOufH2PS3DauU1GfJv6rq1cw4sEzEKrViWWM4iiyzeE4wkwYEFP329k4/9wpbPbOjVaejVMjZ6/5JsRCbpjfkbGplxTgEx3WTSs0eYv6ExbdMuVRc54FcwkZAFbJozht9+5hwenzaKPNVuPDuSWNvmh3np+nNZVlvJjb+JMHb5IT6/pYmECY+/3kHcsHhgUoUrAXc4g56yZZrkWfERNapPhFNSKQshPgK8BTwOPJF8eTLw5Kl4/zMdhmkR1U36NZNNh3vpjJv8y85mclXB2EIPiiSIGxZ3vNjCRWV+uuMG7TGdL2xpcjX+HpsaIOCXmRTKo7rQdr90jJLWzA5hprRBwgW2KdgjUyrSTBhOhyagJSS3A1ITyGFZbSU+RWAiiIlBQsG5YQJ+he9dVsGN2yOcv+IQl69qeFdO66k3uXOzPD8/TN3irO5WFu8cPslk+VVBIlEdgcVFZX4GdJOobjK+xMvff6SYf94eYfHW41x/QRGLn2vCAm7Z1YwFrlYswJ86NdcoJ1Wf80ivTszghMVwajfQ0ZAbl2fxdp9g6up6LvzZIW7cHqFQlVgxPb0oX35VECWrVXtGwDCtEU0kPDKueevNF5e4ckgdAwYrDnTxxLSgq6e1vq6Pn/zBNr77UW0lrTGDb+yM0K+ZHOpO8O3ftqKZghu3R7hgxSEmr6qnK26x4kAX37uswjVyUk9SH/GdIlO8Dsu9/Z3DtMZWzQrhVxjmrmwbo3lOy7VmcWZCTjFschAuUFEEHO5O8IUtTZiWyZ015ZiWfV+1JKUonOe/blosmVDKzPVHuXVXM15Z8NT0IM/NryLgVyjxyTT1m3TEdLrjhqvxbVkQ8MtsmVvFocXjeH5+mF++2cWSCaXDCDpHk3nBxsa0xlF9j53vTQRthuekfSeyOPvQZ6n0JQxCeaorsXLni63kqYJbLymlOarTr5nuc2BoffvMzNG0RI1hxt+LnmsiaoBpSbzaHGPXwjBvLRrLY1MDabr3xXJW+u2Dhphpnw9v3tXK6rd6GF/qJZSnIoDehMV9+9qQsNyYWl/Xx9MHurjrUjtfrjhg57MBQ7gm6Klr0E7zIuC3tZfX1/Xx76+2M7bQw4ABb3bE+eauZltn2fzrBnYcfx4d+9y4vq6PX77ZxZa5VW68Prq/g5svTs+/2WGhLLLI4v3G4HlnMF/9028iXLGqniUTSt2Bhhu2NRHKk4d5IpxMHsskvRHwK0gCCr0yG+eMoSaQ434tVe6iJpDD/ZdXMHlVPRf/8jAz1x+lX7Ns76cdzTw3r4qDXx7Hw1MC3P9SKz0Jk1uSckQOl5inWtzw4eJhA6MrDnSdUi+cUyWL8f+AuyzLeloI4QiK7sQmm//mkatAUXKk8KsfLmHp7mZu/0QZfRrcljSJcQwaHtlvT+EUenGNC5zDjWFCngI5ioRPFiyfbrtgVuTIHOq2g9EhmdpjOrIkURPIYV8kRoVfsQPjJGMjVcJi9LgL6U52zxUJcmQwLJtAGdAtl1j+3mUVaaP2a2eHGJsjYZmme8M4q1hDCYU9C8fY6wknicwj+cnOSVbiIot3iBxLY1SuymNTAwgheGR/Ow9eUcnXth0n4FdYOrGUByZV0K+ZlPgkAn4ZRcCqWSE8Ejz8WgerZ4X4v79r442OxLB7YdWsEJZl2hp5f6HH46zvCFkiJlSaEwrzNtSn3TPXbT7G8qtGsay2ko+U+Tjck+C2PS386uogvqwsxvsOb3Jy6NlrRrtbK/2ayccrVOIGJAyLgF8h3yPzjZ0RnpgWdFf6ncaEJ0m6PXmgmzc6EiydWEqFX2HZ5ACKMJm34TgrZ4W4dVdkmAGkk2cfmxogkKucVg3jE62kCUlCLR3FvTvTpZPu29fKD66ozDixGjUgX5GyJMhZAqex9/Br7dx8cYlNnAhh62u+3cO+SIzPbT7O/3w6CAh0U2bAMDFMXFkxvypxw7ajbvP6hm1NBPwKd9WUuea/h3s1Ht3fwaLxReSqEDcsvv+7NhaNL+KWXc3sWhimdrWdZ19oGnAlkYq9El/ZejxtUiRXHSSPawI5LJlQytTV6drq2QZ3FkMRN2HW/zSyZV5VmmzW17c3c//l5Zxf7KEnYXLzxaU8/Fq7G4PlOTIb67qZM7aAyhFc6bvjBhV+mXt/186k0bmuAaUj3XLvvlYenVLhrrVm8cGAYcLRvqS+8N427tzbRk0gh2dmjuZQd4LnG6O80ZHg51ePduPizr1tHO7RuPvSUu6sKefefa08WFvJ0t0t/OqaIGtnh/ju3lZ3PfqOF1tYPj1IU7+eseZ4eEqAYvHOJtOGQlIUDvZLzNtw1JXiqAnk8LkLizjUneDG7YN1zBsdCR6bGkhuroi/+rOzyCKLLIbC4bkswETCMC38ioVuCeKmLQ+km7Z0lVeyBiX7BFy1tiHtOeycuxzptUjUxCsJts2v4lifLUt0MnlsqPSGQxg7n5cqceE0je/d1wrAXTVlwxrPznXdsquZlqhOVb798zrPDedc1q+ZdMcN5m9oZN3sEC8sDNOQlNZ9ZH87d19afkrPkadq/OIi4OfJP1sAlmX1Azkj/o2/MbTGbAdfRYKbLy6hX7e4LUkye2WbDfLKgu9dXsEPXm6jLWYOm3xsjhpMX9dIXY/GucsPcc26BnTTPszLAnfCucQn8fXtzczf0MjSiXYHuCpPAQQdljdtssbpJKe+LikKrYaXI30mbQMGTXGZ2lX1jHvqIJNX1dPQZ9CvmfTr8HZXgnCBytKJpcNI43kbGl0pDueGGcmB+N1MVf81I/lZZDEUxR74cKkXw7Lv0c644U4zz9/QyKLnmqjwK9yys5kHJlWSowiKvAJJ2C6tY/Jknm+MuiZ+y68axVuLxvL8/DCFHonRuQpqhow60j14KKZwpNckEtVHMKwU3LKrGcO0mL6mgUhUP6WdxSzePQpknf87qQJFhlxVosKvMLHCw7E+C4H9YL2rpoz79rWyaHwRRV7B9y+vIOCXWTY5wEfKvOSquBO/jm63VxY89vt2JCGxc2GYIo/EovFFaZ3s1JXXcUUeAn55xOt8N8gUr5m+Z0D2ciimEDME6+v6XIf3+RsaWV/Xh2Fldht+uytxWiScsjjz4MTOeUUyj0wNUOiVuWptA+c9dZDaVfV8KRnb+yIx/s//NtEeN4kbFuU+hdF5CuNLvYzKVdBMu8nt1CGpG1IX/uwQ09Y2UOSRuLOmPONExrrZIQzLSiP85m9oZNKzR+iMm2m6eakO2kDG2mduSu2TxdmJTHnSSA5ZNPRqablvXyTGw691oBn2gfa8IpWHpgT4UIkXWVjU92pcfW4BUQPquhMZ82bHgIEkBLuvrcKCjDn3dGwvZnH6ICQJVYZH93e4m2o1gRz+vbYS3YR79rW5m06He9Lj4skD3Vyx6igFquChKQE8kiDglzFMKPPJ3D+pkvIciU1zxvDQ5EoE4FfsgYmhNUeuYmGZ5kk9+zP9DJripU1XXa8SZ2rayZ25qpRW4+6LxBbYNbMAACAASURBVJi1/igdAwYKZvZsl0UWZzFOlHfeTU5y/l5dTOGh/Z0cj1rUrqrns79u4q1ug8tXNvC5zU38uVOjdlU9Y586mLZlP5KUmyNPES5QaYnqXLf5GAnDYtFzTSdthZQvtDRpq0yE8eKtTayZPdo2OZUFyyYHqFs8lvOLPSNKzK2cORq/KlG7qp7PbDo2jNvwyhI//1M3y2or6dctLGBcgcSEMi+PTqk45cMSp4pcPgJckvqCEOKTwMFT9P5nLIQk0RS13Xgn/uoIf+5MuOtLkahBzLD46euddAwYFHplVElQ4pMoThrNOIegWz5eyn0vtfLLq0djWlYa6WwCpTmKS1IrkuCiEo8bVL+eO4b2AYPLVzVw30vtxC2bZO4RORxK6iBXP1XH5auO0qSpHOyXuHJNPZOePUKeR3FFwcEO1Pv2tdKj2e7WTnFTMcI0hVPMOjIW/ZqZeVU8S4pl8T4hx59LXUyh5tmjhJ88yJsdcUJ5KtduOsZte1rcJs9jUwOU+STW1/UhS3CkR6NzwCRhwG+b+mgdMHnmmtGEC1QuKvEQzFVpiRn8oW2Ab73QzPGoSalqpH22kCTaTZW4JUBIxEz7QdmiqXx3byulOcqI8gr9mskT04L0aYa7KZBdHXz/ISkKLZpKriLRr9mFxfifHaJfFyzY2EhMt/jP1zsYX+Jx9eon/uoIM9cfJRI1UAQ882Y3v2uOc+++1rQm4337Wpl5bj7NMYObd0T4Y3ucCr/Cz2YEeen6MC9/9hwOfGksAb/CxjljyFUEdd3aKSO6hmrnH+416DDtZ0m3yKHD8jEge6mLKbzSajcYFZGZRG6J6u5B1nntiWlB7tnXliVBzgI4sfTgq520xixeb4u7Ux8wuO7/q2tG85XxhQT8MgO6xbwNjVQ9eZDLnq2nPWbwry8080Z7PK15nYnwvXbTMSr9Mmtnh3hr0Vh+Mz/M+BKFH08JUOiVECKzPEfAr6TF6IrpQcp8svvaX6p9sjj7kMljpNP04JHtGLrzxdY0Was51XncWVPOlNX1VC8/xKSVdmz/8OU28hSJUJ6KJATd8cGaOzUmV88KUZ5jTx9Z1sgEdLbO/uDAqQ09EtxZU86yV+1J9l9cPZrP/foYhmkRSRo7LautpMQrDZOfWj0rRJ5HokTEKZY17qwpZ9raBqqePMg16xpojZl8ZetxPvXfR/hTR5wir8J9GWqOfl3YZ1lN5fftGg19Br9v12jS1BOSOUKS6EGlW5NImIPNO0eKw8mdDtmcCif3ZmvaLLI4e5Hjz6XdVOnRBQhBwpJoNWy/LklR3Oesw2GdrMxqr6Vy995WvvrhEq7d1OjWjV/c0uT+eSip6wwNjCTl5uSxVBm1fs32YLppR+Skrs0yTcbkCrbMrWL3dedwbuFwwjjgV2iOGkxeVc9Hf17H1NX11HXrHOvLzBWE8hQCuYpbX++LxLhtTws/nxHk8FfGsXluFT4Z/uEjthzGpGePULuqnuNRi1I5cVqGN08VuXwnsFEI8V3AI4S4DVgJfPsUvf8Zi15rsFsLdqdZCOEG77JX212CYdKzR5i+toHPXljEpjq7g/DS9eeyc2GYcL7CQ1MCFPukNCOZb9eUIwuLa9Y10K9Z3LOvjVnrj3LrJfbE8pg8hXxVMHdDI1eG/PzLJaW0xwwOtMeJGVbatQX8ChYi7TVJDO/QLBpfxPwNjbREdbe4KfZKJyxmHRmLS8rVYYYjWT2tLN5PeEtHpQnop96jzgTblFX1zFp/lJhhx6wq2Y7c+R4Jj2zx0XI/T73RiQQ8c02Qf55Qwox1DUx69og7IXfvvlbatfQp0oSkEtWhvkfnlp0RXm8bQDMsNNNi0fgirKRm3tDD5KpZIXIUW74j32ObvFT65eyEx/sMIUlucy5mWG6hAraUUH2Pxg9ebuP6C4pImMM1h2/Y1oQJXHtBIdWFnozTZ6E8lXv2tg57bghhT8Zds67B1eZuiRksf6PrlBFdqdr5P55ciWbCN3ZGeKvL7vBXP3WIV1o17t7b6hZFQliuPi7Y8fv0jCBjC1UCfjt2nYOsow+aJUH+9pFa3M/b0Dhseg3se6KpX+efPlbCv9cG0moTR//4oSkBJlZ4WZvSvB5pQ0ozocgrs/lwDwnTpDlq2nG7/BDf2BEZ1uxYNSvExrputi8I82ZSY2/p7hZu2tnMstpKdl93DqE8JUvkZZGGoR4jP329k4PdOnuO9bF2dohIVGfp7hYemxrgzUVjeWhyYNgQx4KNjdz9qTIGkjn99bYBOgaMNELRaXoXeQVLdjQza/1RDASr3+4ZlnOzzecPFhKSSvuAxY9eaafYJ7h/UiXjS73AYB2xelbInT5bsPEYflXwixlB3v7yOH6zIEyuKshNEgM9hjwsxm7Y1sTSiaWALeMliRG2jEyLmFA5njShnLKqnhu3Rzjeb6R56wz/GTxYSGim5cp8Ae52X0mySZfJlH3t7BAValYjPIsszkY4E8llVdW0D9ib/nXdOlNX1/P5Xzfx+/YE7fpw87uhW2MjTTYnTJvLSvXPSK0bT7Rl70i5DTUiPbdAdc8xjo5xriq448UW1tf1nfRGm8fUsLDojhuuJ08q7qopG1YL37CtifOL1IwG68Uijm6Yw36euAFTVtUz/me2mV+/bss1jvS7PJU4JZrLlmVtEEJcA3wVW2s5DMy3LOuVU/H+ZzKGinPvi8Ro7tfcA9Ci8UXDCIb5GxrZNGcMrTGDxj6NYp/M4R4NzbDYfrSPTXPGIEsCw7RY/kYniy8qTtNWmb+hEUUSdlDJGpGE3R2+9ZJSOgYMLODG7RFX9wpwNZPjupmmjYmVrv8Cg5M6TkFww7YmvrL1OMuvCrqdnlTS2NFosUwTH3HG5khDtJKzBUQW7x9MSRnxHk193Zm2XDM7REw3CeertMY06rpNclWJy4K53LSzmbtqyrhxe2bdI22I5nK/IdE5oKFK8O2acu7b18qYmnJbS92v0NincUdNOd/b18rj00ZRla9yqCvBP2+PEInqPDEtyJe2NLEvEuPQl8eSmx2We19hNxNt7VefTFoudYqEJw90A3D7J8syFi+GBU19GucWeDLGoCRExufGwo2NPDY1MEya6LGpgXekt38ipGrntw3YB01ng8b5WavyFZZMKOVwcnquK25SkSO7+rj9mq1FtnDjMQC+d1kFi54b+bmRxd8mEqYtPyRLghXTg5TnyCPm3Ft2NfP8/HDmYt+wTf5G5crEDYk1s0NEktqhQ98LQDct5p5XiAJcvW5Qy359XR8A2xeEaerXKfZKbKvv5VPBPLrjBgnDotyvuDJFt+xqZs3sEPekaJc6MbwmG8NnNVLz5CP72/n+5RVIAoq8OXhlW8JuQLeQBBzr08hRMjdWTEuwMEkIPvByOz+eXOnW2Y4fy4rpQT7/60FNcMOEL3yokNv2tLBtXhXH+m2TwKBfYBnZOvuDgoQlIQudf7mkmM4BONKTIFeVOKdATasjNs0ZgyIJVEnQFtP4/JYmts6rQpIE/hQdtkxGUc4qd7hA5e5Ly/HJVsa86ZVgwJRYvPXosPXsnQvD+DJcv5AkEpagNWYQ6de5qMTDylkhrt3oaJLq9MYNVkwPsug5W/f5sakBzivy4JchXyQw9Wy8ZpHF2QZn8+fuvS08PCVg+2NcXsHte1rSfDVSOSwH7taYGHyfuRuOpp0vqnN0PJbNZUV10815zuTx0D87cIYGUj2anDNNsVfQHbe4ZVez+1lPTAsO8+twru1EsEyToKqRX6qiGzprZ4dcMjlcoHJeUWb5iwHdyuBFZvNrQ7WcM233Ld46yCG+k+t9NzhVhn5YlvUqcOOper8PCob+gwL88JV21s4Ocbxfd4namkAOSyeWukSEXxF0DBi82NTPJwM+ijwSsgQzzy1g5vrBG2X1rBA/eqUdSC8UfIogoOj0GKqriyxLgkCuwrQ1DcmgGSwklk60jaTu+GR52s2x4dMhVs8KuR3vcIFKZXJN1Ok+Pz5tFGPyVPI9gheuDaObFh4xMml8IgOoLLJ4ryGZw4kI5x5NTeirZ4UwLRPNsFA8MrplT6OW+WSu23zM/b4PlXjSSMUHXm53TTVViTSSTwJ8isSAbtIS1fnBFZVMX9tAwK+wYnqQ//pjN//40WIerK3EsKA1qnN+kYcf1VYS1U0kYblGg7kKYAz96bJ4L5Ewcad6m2NmWi7dNneMm0ufPNDNgvMKMpPHwOKttpHkUNJq5cwQqmQXRQG/MizOcoeIetf3aJxX5LGNKE5Bnk3Vznfe3yGTnes8vHicq3v7xLQgzVGDg539zKwuxLAsDnUl+M/XO93nnSxg18IwhnXi50YWf1vwK1DgkZm2xiZ451TnsWpWyCXTHJL20f0d1PdoyBlqqXCBimXZUyY/+UMnD77ayTc/XszNF5eyZnbIXQN0TFCO9CRYvPU4m+dWoSS3sobWXpppMenZI7z82XP49NgC/tSRYHyJlymr67ky5GfbvCq32M5VBQvOK6DIK9g0Zww9CZOOAYPRuRJWlhg5a+HkSSc3zlx/lC1zq7h3Xwvfrinn9j2RtJy5cc6YjLGtpxCC+yIxbtrZzNrZo9mxIIxhgWlZ9CQM23D45XYiUR0Li9F5KpGojiwJNtT18PkLi8ixtFPRX8ziPYCkKHTHTYq9MglDMHP9YBOs4YaxaXXE841Rll8VJFcRfP937aycFcIrw3WbjhGJ6mlkSqYYO6dAZc/CMe5U+7rZIXcacE51Hj+qDZAwLRSJjHWtYVoZyYdeS0WzYH5ygn/VrCAlXnvduydhUuGXOdqrkaem584CFXzGQPZcmEUWZynsrbYWlkwoZfKqQaPkJ6YFMbHc52Yqh+XA3RqznA2i9IbY3A2Nbr6ryvMSiepuw/aBl9t5ekaQL26x/zziwGQK+ZtK4pblSuxaGEYzLRRJ8B/724f5dZzsoI/Dk7196G3Ov+CCNMLYea9MP7fz94RsmxW2G7a0UoFssG52iLv32j4/F5V6R2w2vpvrfac4JeSyEOJfgN9YlrVfCHEp8CygA5+3LOu3p+IzzlQ4WsNzUw45d19azthckzG5Kl2axJzqPG7/RBltAzYz5JUF/Zq9Dn/HJ8vpiBlcu+kYAb/CQ5Mr2L4gjGmBKsF397a6HWxHh3XVrBB+ycLSTRKWcDXa/AokDOEeqApVyb15nClqR3sG7ECb/b+N/Pa6cPKGsQ0J8xRc4g1AEYKr1zWk3YBZp/QsPiiItx9n7exz0ojkJRNK2VjX606F+GSBLCxaYqR93/KrggRyJfZcF6Zfs8hJ3mMVflsrecWBLr53WQWP7G+n0q9QLGuYKWbtXhlKfBJdcfjClsFOrLP2eNsny7l1V4R/+0QpoTwVb76KDJT6JBL91rAHX3WOlL3v3kd4JHtlyZnqTc2l09YdZe9nqtiZzKU+mWEE2BPTgrTGNDcvO9M844o8+GS7sIgZJmPyFO6/vILFW20S966aMlZMDyIJXAM0sJ8JfplTFhOO2cTxft19/xxFYsFGe1p75cwgetIYrb5H444XW7j/8nJmVhfyzWQcVxeqfOFDRRli135mZA+VZwd0S7Bg42Dh70wOb55bZZsfC8FP/tDO7Op8nm+M4pEYVkutnR2iyCvoTVhMHZPH7OoC+jWT4/06uapgWW0lFX6FMp+MZph89Xn7nlQENEd1diwMU+lXqOtOsHS3LcnymwVhvvnxYkblKkSi9n38zDWjqe/RePJAN9dfWMjXth3nypCfGz9W4t7nzvOgulAlx0xkibyzGE7d71UkFmxsSDZH7I2The7kpuHGZzBXHjbEsXpWCGVIQ2VfJIZuWRR4BPW9xrBaZFSuzP0vtfGtiWU8MS3ILTsj3FlTzrg8C0PL1gUfBAhJokVTaYlqXFCs0qelTxxHNbg3uckWylNRBUiSze8+MKkS3TRp6tfdGiCVTBmaP52V6dTnrjP5ZiHo0y3+3Bmn0q9Q5JVZcaCL9XV9bq3yyP52vEMGJpyfIW4ITHBrgfoenR++0u7Wsq0xgy9saRqeO61s7swii7MZsgTLJttNrU1zxvCjV9p58kA3N2xrYvPcqowcVqbNx5G2NRKmwBImkmS53JrTOBPAC9faBLFPFuxaGEY3wStZ9pBO8iw1dEgSIXGoX2Luhvq0Z/jbXZqbM9/tVubQzxKSlDGX5wsNhESv5SGqw9tdCe7Z1+Y2GcflWXzn0nLmbWhkWW1lRoLaMas+3Vukp2py+RbgieSf7wf+HegFHgJqTtFnnJFwtIaHjqmbuklcyPznH9r56ZUB+nUo9MkYpsWGuh5mnlvAQ5MrOdCRYHzSnK++R+NT/13vvvfBL4/j+cYoMKgP2JswuG9fKz+eEqBIkjANQSSq89umfoq8+TQnzcGWTizlus2DN9WoXAVFEhlvxP64RrmiD95EGq60hY7kdpac73eKmTzi79WvOYss3jVi0X4uyDV5fr49PflGe9zVTLpzbxsAby4ai08Ww3SOFm9t4rGpAT5S5qUnbiILGdOySBgmKw50sWSCvRHwo9oAlR4dQxtkliVF4WifQXNUdwmK1FWcJw9087WPFLO+rs8lXhzUf2XcsBXF7H33/iNf2JPCTf16xlwa1QWdAzoNvToPvNzOo1MreWxqgPOLvagS3LwjQiRq8OPJlWkrV6ZlUSQS9Joqx/oMAn5BniqxZW4VHhn+1JFg0XNNbhf+tj02UWbrbJ6aqWVIrmv5Jfo123R2+VVB+jXLndYu8Mi81ZlwY3hfJMbfrW7gpevPdeP4uflVfG3b8WzsnuWIm8PrjfV1fTxYG0AVFnU9CR58tZPd4wrtiRXLosxnF/v9uoUsoDuu05WQWLTlOEsnlpKrQtywWLKjmRXTg+50XbhA5fFpowDYmJQVC+WpdMUN/tQRd5uAv3yzC9M0uf6CIva3xt28fDxFZsOTrJNmV+cP0zBdvLWJPQursg2+sxxO3d+N1z20OhsnqUSxs37650VjKfIKts2vQjMhVxF8d28r3/1UWdo0/zc/XkxL1KTEJ2esRX4zP8zzjVH+dSJuDbO/Lc4L14YpIKu3/EFAr6USN0wq/QpxA7Qh03mdcSNjTfj2l8fR1J/gtj2tPD0jyJrZITf/OWTKSCvTqXCIjAHZS2/ClnzzqxKmZbFsciWlPtklep6fHyZfxNPqC8cgu6k/QVX+/2fvzcOkKs/0/897lqrq6pXeqmiKblmMGZwkqChGkUUBF5iwGzMzCaIzmYkZ4zA6X0aNjnGJwZ8OGkaTSaJIzESjLJIBDIgBCRjbaEIWiQZBG5qmet+rq+os7++PU3W6iq5WNhXw3NflJV1dVedU9fM+7/M+y33r7r2bEve+18yMuFNd4PlODx48OFA0jYM9knkb+pO0q2ZEAHhid6crEH54Dqs04AjaDs2gf8rFHJDZjZu0+hth0nsxwL5rR1Em4v2TwEcwZZ+rS3rehnq2z69h2UR5XBSwQnG6kJO285kKMRiVb7tNn7oCQ1QDaZOiAelv9nx8ahW3v9LE7PXOvcxJJb8zaW0zmzWqgoJ914760ClrT5SgX7GUslMIUQh8DlgupXwcOOsEvf9JDWnbFMgEpSKepbqYtKEtbnOgx2Lxy1F2tyZoT9j802fL+GNzjKTtcCO3JWxmjSzIes+aIh2f6owT77l2NFvn1WDaNrfubGbdvh6klHRIPzdvj/L41CrmfaqYeRvq3S7mdJCbDnC/sqkhSwE98zqYA4PS9Gey7YEk4S5PiwcPpwikbVOgO1MDi7c3Dhhl2duRdAXZMlHXZRAp0Gjps7j3tWb+0BKnqc+iKl/n3s9XsHxXKwvHlKAIiWU4rxWKQlz102bpzNuQLWR1uLDJYCraZobydua9eOvu40dAE66wWCZqinRUAeOedkQe77+4koqAyohiHwpO/LL43DKiMZNvvNwIQDhf469K/ZT6na1YVwVD83UaU3z8S1IiFz/4Yzv3XVRJOKix6MUGnrlyGD+5vMrh2TyO4CBtqx0ij1YZoEc47IqGDbfvbAIkFXmq263dErfcPSZTVKI0Y2/xDVLE9Gz39EdaXKVb+HMKldQU6fylPcFvmxPkaY5IcHlAZfmuVroNmL/xEI19Flc+v5+zVu5lwcYGVHBFrdIiVNGYyd7OpCtWVddlUOpXuP9iR1zt981xDvaa5GkKrzT0ctv55RTogjsurMCQ4n39ctonDy748pF8lR5OAbT0WSze3sjkVXX4FFxKuUzUFOm82Zpg9JP7OPPJvVz5/H5s4O//qoTGmEWe6nTzv7VwFP8ytox5G+oHjUWStmTNzAgLNzdk8TzGTfmBKvUeTg5IoFBX8KsC04YHX2/JEhpNWDKnDf2xJc6lq/cTjZkYtsP9ed9FlcwaWZAlrJ7rLJoLFgpxS7JwcwOLNjewpyNJ0oLbx1dw3Zhi6roMhMieihKKQsGwEcxe75w1S/wKq1P3nhnLer7TgwcPaWTGhelzcWaSdv6Gem4+r8wVyFs7MzIghzV5VR0z1h0gZvafI9LTGocL3KUpgNLJ50y4yeejxGBd0pYtj8jfDoZ0se7iVQcY+eQ+Ll51gH19GgcTKhNX1TH6yXeYuKqOvb0KfWKgwOH1Wxq4/+IKV/Np2cSQO92aFgZ+e+EoNs2uZmhQIWAd2f5wvDhR0cgBIcRFwDXAdimlJYQo4hPOEOpT4JZx5TzzdgdLJ4TcUfpbtkeZEClAU/oF/pZOCGUtkI2zhtNr2PypNcHBHoM/tyXwqYLvTgo53Q1xmwM9Juv29XD7K03oqQN92qCG+JWsRVUb7eNHf2pjbY6FmGg99L6f4UQtTg8ePmoIRaFyxKfoEX7qeyz+e1frgDWwYloV1QUayiDJkEKfyk/fyl7DS3Y00pcSrKoMaviEdK/Xaut0GgIjtRllBt3p9fnYlDB7F43mvIrc6q9+b92ddEiLR9R1GYwo1geoCa+cXoUC7Fs0iq3zaijxK1hAfY+BIsCWsOy3rfxw6lBWTK9idImP5piJTwVN2LTaOvW9NpetqWPCs++xcrdjc0U+hW9f7FCvLBlXRl2X4SbOguLYt1hF0+gVfrpNhfoek9+3JPj6tka6Tbh1Z1OqaCJ4tyvJqBIf+bpCU8wkGjPdoGXb/BoemxKmWJeuHQ9WMPFs9/RGen1cvOoAv2lKIoCV06sG+NqaIp2Vuzso9qs8dXkVXUmL284vJ2Y43LILDjt4bHy3y01gpN9n1YwIq/d0ufxxNUU65XkaG9/tGuCnrx0zBBv4Yoo3XxHv75fHhQKsnRkZtIDk2bEHgG7p41uvNrt+MGnDxn2drJk50FZX7u5wf149I4JPgUd+10qhT+X6LVHeaksQ7TXdmMGycycY8zRBzLAHFMf3dCQ/NNV3DycWUii0xC0O9hhoCrxUH+N7v29j46zhvLVwFKNL9AE2tGKaM6WR7lTrM203sfDQxLCbTDkaJG348qYGdyoJnCLeW20J/u3cMmaNLEDNqAenY1tDKu5ZM2Y6nOCPTQlTXajx3FVeDODBg4d+pOPCr29rYm+X5XYTZ6Kuy0BThDPBZktG5ZkML8hdqM30IZnMAfuuHcXO+cOzKFs/KPl8JPfeI/y0ST+qonwoPs1fNnRAwnj2+nr2dRoDHovbA4WBw0GNQp/K4u2NjH7yHbfomE4wL97eyJutCS5/fv9H2uBzopLL/w6sAm4H7kk9NhN47QS9/ymJQmFQGRD882fLaIlbLkfrjWPLuPvVZoxUXqCuywABm+dUs/sro1g5vYohAYXuw8q8lu1w1fzLWOcA1pSiwKiN9pG07KyD0nUvHhqQ/Pi7T5cwOt8esBD7Yr3v+xmOZ3F68PBxQSgKDYZOi+WMH87bUM/0MwoJB1VWTq9i91dGsXlONSBpTdh0xK2sjsxZIwvYOs+hJbjur4ewtzOJaUv8quC288u5r7aZSIHuOHdhIBSFTvwYtuCdjqR7QDy8WzkaM6kIauSrNgErkXNzLBRJb92dZHDGopyuskJdQVf6ffYPpw5l2W9bsSTs6zSZsrqOr/0ySkufhWFJJBLTsrljfAX/uOUQY368l+lr95OnKfgUG8MWgMLdqWTF6186g9svqGDJjkbqewzaEzZLJ4Q4a4gzhtoUM5m3oZ4uS/3A+84FVddpMVV6TYebNnNvsmV2p+ilq/cT7TXpNRwqmMenVrm/X7jZOZz67KRrx+dX+nMWMT3bPb2RXh9p0ZCkLd1iStrX6gq0xy1uHFtGQHXG/RZsPEifJdnfbTI0X8sKnseH87hqRBH31PYn8ZZNDHFvbTPzziyiLW4xa2QBOxZUI4CvfqaUvZ1Jbt7eyOLtjdw4towew+aaVGK5LW5hp4SvcvnlqnyNYhKMyjM5r0L37NiDC+egGaBVBugQedhCcOPYMhZvb+THuzsIqJKLhxVw96vNbEtNHD42Jcz3ft/GwjElbiGuNKCgCYdz0jrM16bj+AdebxlQUFkzM0LMtBiSMSWSTjbeXdviTYacItAEFOgKt/yqCZ+wWT0jwkv1Mc5+ah+Xr91Pn+noNWyZU82ea0ezcnoV4Ag7L5sYYvmuVvZ3O/RrTrFMHlMHmgqsmDaU1TOGUeDLTgXETJvvTg7jz0icJFUfllSQsr/wYdqSR37Xhl9VmLfhIDdui/LYlDDnVngxgAcPHqBP6DT0mnxnglPA8qkiZ5JWVwTLd7UicPxZiUgc0Rn4/aY1ciWfR+XbdEudNumnR/gHnfjJbJYY+eQ+vrEtOmBPPlKflpmkPvyatqLlTLbnEm/PVXS+c3y5S6uVft71WxpYMq7MjQ+Wvt7qvP4jFLw5IZzLUsqNQNVhDz+X+u8TC0VVqeuxBgg6pUfp2xNOdjk9lj9j3QFqinSemxHBltBjSLYe6GHR2UMI52v4FEGBDm0JOYBT5aE3WrO426Ixk1BQZeeCapIWWVzQBZhHxDEDg3NKe7xZHk52dEvd1k0/vAAAIABJREFUSe7ZENQc3tjhBTox00ZXBFdmiFRunlNNXbfBo7vaWDbRSeIJIXivy0RXHJqAw4WdbjqnFEUIKvV+LqS7Xo2ycEwJlUGNfB1XxCfdFXdmiQ9VCO57rZlvXlBOQAwk8z9ceCVpC6xEH5WeiObHimRGJ7oqQBGC6Wv7beinVwzDkrbLcbVi2lB6DMkNW6MsmxhK8b6W83JKQEJToEh3eMEOxmwUHNqMhZsb3OffOLYsizNrzcwIz145jG+83NhPNXGUOQVV12k1NQxb8k5HgrtrWwgHVZZOCNGVtAmoDODqylMFoaDOTeeU8cjvWl2hqnBQQ7YdRAZKAVxO5aIUZ7+3Z3xykDk2mF4jN59XxpczRJ1Wz3AE+m7e3sTSCSFCKRsK52v4VSjP09gwazh317ZQG+1jybiyLC7PTDwyKYSuCj5XUUk0ZruxTyYP3fVbGtgytyaL/uJHl4XdWCnTLwc0QTH9h5MACVd7wrPjTzbcQnWfSWVQI2lK8jTh+sibzyvjrXaT3zfFeHhSGMuG+19r5l/GlvJSfYwndnc6sf1VEWoP9XLmkDxUAcV+JcvXrniz3Y0ZwKHL8CkCTYGAKpn1fw08PKnS5etvi1vc/orDv+/LIbzm4eSCUBQMGxp6nQmgORsO8ZPLw1kxAcBf2h0qrNsvKKPQpww4Q97+ShOQ6pwT8qj+7kJxxqt7kjYgeLfLyBnfhgHLdt5Y1XUOxSUtfSaRAs0VKn7ojVa+Ob6Ce1PFv8qgRiioUaabDFEsz3d68PAJwADO4NRaF4pCe9J5TmPMaVDRhMzKVaWnex77fSt3XVjhCsydqNxT5vlaCIW9vZrLnZxOEI/McbY+nGM5U5C6KfVZAtoHH74UTeOdXoU5h11zVL5Nl6WiaGTFvJAtvJdGTZGOP4fo9ZklvpzJ6bPLHD2ItDbDsewVx4MTJeiHEOJM4EvAMOAg8LSUcs+Jev9TEa2mxtz1dQMqCssmhogU6NT39B+4hhWo7Lj6DCryVL6yqYFnrhrGH5tjfOnTJVy17kDW4aw4RXmRyalSGdSoLlAHEIDb5pEnkgfDYMkvDx5OZiRtR2Bn+tr9/HDqUO4cX86+ziRbD/Rw7dlDsgTVdEWQpwpuPq+Mh95oZemEEHs7k9ywNcrmOdVuEhH6xUlenFNNQJXYpkmP8HPXq01uMjAc1HjwkkqqClS2zavBlE7HSnOfwY3bnMPg3Re+v6PPXHd7DrxDxZlnfkTfnIdcSFMELX29le9OCiEEWTbkV6Ej0c9RP6xAd+1m6eut3HdRJTN+ftD15b+YPZz2uKSh1xF83DKnOqvzc+GYEjfpAP0USj+cOrQ/WFCO/mC5p0fwrYwiyNNXVtHQY3F5qtiyYdZwfvDHdldEoy1u8e3ftPA/l1YyxKfyyOQwli3xK1AoEvylrZWKstKs63h7xicPmeIqg60RVcDN2x0/uWRHI/dPCHHn+HL8qqAtbpOwHFtfPjnEjdsaqQz20xVlBtCzRhbQHLdpipmMKPYxf8OBnHHW3PX1WfdVG+3jH16K8r1LQ1kJHVvaFJMccMDw7NgDQJ/w0Z208KvOVFK+rhDKEO9TFYEtJZ+pCDJ5dR0bZw3npfoYI4p0tsytcadD7nutmYcnh/nXbVHuGF/B/m6T5btas3ztzoM9vJwRx/sU+OYrTqd+NGaiCieuOfxw7lclmB/wQTx8bEh3whX6wJaSFdOqWPRiA2eufNdN6I4s0vCpgoo8lZvOKWPBRieWTBfAfKqgPe7QB63c3ZGVjDmae2jodTrjFr3YMGh8u21+DcWp9+6yNSzbwq8pTF69nxXThrp+XUpnqkoIR9OkVDVcYWvPd3rwcHoj7VMyE7ZrZ0YYnW8Tk+qACfw+C372dgcbZw1HUwS6IkhYNv8ytoxS1WmATONEx1+5RPkGExvPxbG8bl8Pi88tY/KqOsCJK99PqFwoCk2G7orsgUNj0WPYAxLOmULtz8+MENCEG7f2d0knKcwjK+Gevo/DRQ2lxBVVTf9NjmavOF6cEFoMIcTfAG8AnwbacIT8XhdCfOEIXhsQQrwmhPi9EOJNIcS3Uo+PEELUCiH2CCF+JoTwpR73p35+J/X7M07EZ/gwYA5CAF4Z1KgIqlQXOiqY99Q20510hJPSY3IqMHNUsTsmnR4Hvae2mYCKKwCR5lQJqII8DIplH+Wij2LZ5ySWPXj4hMKnCOyUMM4drzQzusTH6j1dfPGsEp58s50zinSG5muMKfOTp9lUBDVMW3L/hBAtcYvSgEo4ldzItY4VISjEKcsmbdxkYDiocd9FlVgSLl19gJ/8uYPOhMXk1XVc8Ewd0ZjJ6hkRitRPNCX9KYc0RVBakC9hScaU+okU6Iwq9nFPbQv7u013bClTlCmzEPjOtaPZOb+aQk0we70jLBYOaiD6hfBsKfmrUn9Ou/MpIitYOBp0S51vvdrsjnM/8ad2nJJ+vxDE6j1dfHN8hStUtXh7I3eMryAoLAJWghLZR5mIUyDjXieSBxeZFFq10T6+/ZsWQkGNTw3xpyY5FHRVcNM5pdz+ShPr9vXQmbA4M8U9fsPWKJNX1XHD1ig9huSZK6sY4nd4vg8fR3xwYpj5KVE+bRD/XBpQmTWygHyNrNdHYya2FDTFDG7eHgWgTPG66jzkhlAU+ixBwpLuJMrkVXXs60z2+3pb4lMVbt3ZxIppQyn2CdbMjPCj3Z3c/1ozpQGVz5QHeHhSGMOW/Pt5ZTzzdgflASeJmOlrLxpWQHvciQ0UnMTyS/UxRhY7B8wSv+Z2imbSxPRanqDfyQqhKPQKP5V5CqqCayuZf8NbdzYRs0AgKfT10249Ob2KTw3xkTBtJq2q45yfvsvi7Y3854UVjMq3j8pvpamLQkHVnRoZLL61Zb+YnwT8msJ9KbtLv37h5gYueKaOy5/fT3fSTiWHvHOnBw+nGzJF+TpFHm0yQI/w0yd8NPSarJxexZqZEcJBjTnr62kxdRJSocjnUPct2dHEDVujtMct/jbVNHnWyr1MWV3HwR6Lm7ZF2durfKjCtIOJ8iVsMYCyYjC9sba4lfXa96Oj6pY60ZjpXnN8OI/7LqqkK2kz5zCe5UUvNvCzq4a51JhVupGTS/pwGpBcFJqPT63igddbeGxKmN1fGcWyiSEqAspHGuOeqM7lbwOzpJRb0w8IISYD/w38/ANemwAulVL2CCF0YIcQ4gXg34BlUspnhBDfB64Hvpf6f7uUcrQQ4hpgKfDFE/Q5ThiEouCTsG1+DZVBjTwVEhZ0JW0qgiqakIx7+j33+f8+rpwJz77HrJEFbJw1HFUB05JZnZDfuzTEI5PDmBI3uEx3O9xT28yjkysdygsPHj7hEIpCtyHxq/1d/gow78wi7q1t5utjSxHC2RTquw0iBRodcQuf6iQz2uIW40J+lk8J05202P2VUSjCOUSu2dPFuaE8BM7mUagY+CSuum2aF+87E0KEgxp//1cl/OvLUW+9nuLoH9OqJmE73WoBxcZC4YZfOvyuy3f1UxWlJ1MyE8yLtzeyc0E1BXacNul3aTbuHF/uchleFglS6FPZ15lk1sgCbjqnlGEFOpaEmGFRnqexZW4NeeqxKR6niyCXRYJ87XOlTFldx2WRILeMK+fZq4YhgZu2efbq4eggbZtR+XZqekqipTj0Hvxtu/ucmiKdZRNDbud9W9wiFNS477WWAYH25jnVXPfiIR6fOpSgLrKoAGKGxbKJIYYXauSpgt1fGYWj7Sdoi1s0xkyKfIJHJofpNnE5mzPt+f4JIW47vxwFvMSyh0HRLXXilnSnoNJ2endti9t9+tAbrdx2QQWXVAWoytd5r9uiKl9N8eXCW20JSvwKi148xI4FNQwr0Pj658qYvLqOcFBzbbPXsKkIKJhS8E57H2PK8/jmBeXcfaEzEowOzZY/J03Mf02UR02R5OHDR5pS5VCvQThf44k/tfJPny1zubbTqCnSiRkWAoWWPsvd8w/1GthSsujFQ1k+co7bcXfke3I6uZKnKfSZlhvf/mXhKIQQqAIaYwbf+U0rWqpbMA1VwG3nl9OSipNv29noxQgePHwCkO5O7p/OdTpuZ40s4M4LK7IodZ69chg2EkVA0nL8RpFP4buTQnzj5UYWbDzIjgU1bJw1nPaEM32Wpm7Y1ZJ4307gY733bqkjAUUo7Lj6DJpiJuv3dTNzZCGRAocC04kbLUYW61TpBoUYAygo0t3FaXzQ9GjSxtVGq+syWDLOyeetnF6Vu6BnSwpEwu0uPpKu7fS59OX5NbyXOk+mv88ndneybX6Nc+6cP/z4v8yjwIlKLkeAXx322I7U4+8LKaUE0lGSnvpPApcCf5t6fCVwF05yeVbq3+CICP63EEKk3uekQVL1gQnVhTqqgJZ4NvfympkRV80xLdAEEI1ZtMYt/KpC0sZNLP/osjBxGyatqmPl9KqcweWyiSEvuPTgAedAeMXzB/j11TUuh2F7wmR0iY9ozEIhm3N59YwII4o1upPwdnuCVxp6OT8UwLYlhXkqigBbgk8TzBhZ6FYd+/mTLMJBR2wtTWmwrzPJk9PDJG3prdfTCM1xOyvgWDszwm3nl/Pt37SwcEwJZQGFbfNrUAUDuMXWzIygCWeryqTZeHJ6FfU9Bhu+ECGoqyx+OcpdF5bz8OQwpg1SSqS0sRFMWlX3gXxhg8Gn9BdBbj6vjKvWHXCTzLfucBLkAU149urhqCEUhb29CrPX99vn41Or+FVD3OWSS3cUpwP1fE2w+GWHoiXT3hzxEacg8+Tudv7t3DLC+Rpz19cTDmosnxJm5e4OHp4UpteEYh2ifbYbY80aWcAd4yveN17693HlJC2JqgDeEImHQZC04UCPwfCC7NHT2mgft+5sYuu8GvZ3G/hVmy99usSlF0rTVdxb28y6fT3suPoM6lL8tgENupOOdkqa7iiNd64dzYZ9nVw8rIAhqollG1mHy4Aic47B+j3O5ZMS3VJnX6fBDVujbJpTzYO/bafYp7q8xWlbeeryKkJBjT0dTnEt04YGm844Ws2FdMyhCQj6NX6+t5MJkQKmZWhHrJkZYfmUSvKUfpoVw3ZMq9eU/OCP7TxwSSh3jDApdJzflgcPHk42pOkklk0MZVH1LRxT4vowcCgfhADDIuucsmJaFX4V7r+4gktX7ydhOdMbE57dl3WdY/FpWXzPqkARgpgp0RVBqWZSH3eKdQFNYf6Gupx7czpW/cEf27npnDKGDNEJWInDOJ+h25REU7m6TEG/wbKPPgVXBP36LQ2UBlS3oSjXHn60NIdpSNtGEzYLNzcMeM9ew/7A+/wwcKL6z3cBNx/22L+lHv9ACCFUIcQuoAl4EdgLdEgp0yXQehwuZ1L/PwCQ+n0nUHZcd3+CoWga3Yaky7BpizsfIZPeYsW0oXQnbZ6cXsWGWcN59sphLH29FYAl4xzOV4mkM2FR12Vwz0UVqKriJinShpkJ1zA9ePDgdmh0JSX31Dbz878ZRmVQRxGCp68cNoDLdt6GemImVOoGI4t1bjqnlG7DpjVuIZAoQhBQHRG3OakEx5qZEVbPGIZfU2g2dYb4bNbOjNBr2FQGNe6ubSFPU3mnI+mt19ME6bHSwzuI+izJwjEllAZU3u0y+NdtUZJW/4TJjqvP4KW5NTy6q42Y5URORarF2hTNxoEeg43vdpOwoTNhce/nKyjwKfSZkoAq8amCfF1lwYZ+21s5vYqGXpM+ob+vGnEmilSLcFCjpkhHVRwajv83zlEbTnc0pyvtmfDs1cMHIdfauH5LA09fOYzrxhQDjh1VFzoCqiD5xsuNrNvXQ2Uwu8+hpqhfk2LmyCL+67ethIMqm+dU8/SVw7ivtpm7Lqxgd1uCzoRJUgrmrq/nskiQPdeO4uHJYeZ9QLzUFDNZ9GIDhte07OF94FPg0V1taDnGZKMxk4Yeg8mr6vhNYzLroF3XZTB/Qz0PTw7z7nWjGVGkMWtkAQlLkrTE4HGBCp+pyOOe2mY6rIH9P7nGYNN8jB5OPiRtyNcVxy6k8/e649UWbvhllB9OHcqfvzKKbfNrGFHkdCqnE8vQb0NDAipvLRzFm18emeVLj3ZPLhQGv5g9nB5T0pGw+MKoYrdg98t51WyeU01QU5Ao6CoYmp9eNQ/LBtt27m3hmBIsmXtkXBVe9dmDh9MNSSncxoDM5GX65/HhPNbMjPDjy6to7rNcEWfon0RrTk1j1BTp6Co599O0TxvsPJNJzdGl5NEl8miXfuK2QtIWrN7TRVdS0txn8afWBAfiCrEUh3NTLJu6Y/6Ger4+ttS9x+u3OL5t0YsNxG3netkUFPFBqSoGQ6EwuOvCCldXoSpfcxuKHp9alWMPPzqaw8OvdXhcsHZmhPMq9KNqQDpROFGdy18D/k8IcRNO4nc40At8IOcygJTSAsYKIUqAtcBf5Xpa6v+5dq+cO+yePXty/vvDxtBP/TUCQcKyCKhOT3smvcX9F1e6FYZ0xTqN6kKNxeeW0dpn0Ra3mDWygOEFOiKjcp02zHSCrKZIZ/WVYTrq3+VQrPeY7vmj/H6OBB/X/YwbN+5juW4unAx/k5PhHo4FJcNHM2tkAQKb/5pUSVtcupXU164ZkbMLxLKhDZ1Sv8SSgj7TIhRU6UxKnn6rlWvOKsGWuJzKy3e1ctv55bzbmSQUVNGEQpFPUB7wk7Cdg6dhO+Ozh6/XNTMjR71eP+hv4dnuB+N476uo5tM5bacqX8vy6atnRPj+H1pd0byqfBUB3Di2FEUIWiwfium0TG6eU42uwMjPlnHz9ijfvyyMAtT3Wjz9VjvXnFXCPbXNPHBJyLW9TFt6YfZw+pIKczf2i0Ns/JsqAkJiSgXFNkm0HgIgEK4hmCqC2NIRRksnmdOB4rHsLyfi7+3Z70eLE/0ZB1sbloQ7xpfz1c8MoUBXWPxyNKvjraZIdwsemdMAAqdbftlvW7nzwgrMRJzp6xpZPWMYD02spKHXcoQnJ4UwLMllkSBfH1vK1DX7eebKYe8bL62aEeFfUqOcpi3Z887xfRee7X78+LA+97Dh1dx5YQX/84e2AZMoa2dGMFOHtvRESCbqugz6TMkTf2rjH/66lAcnhghqgpg5eFyAtAnnq9x2fjmWLYnFExw8sD/rffOC+WyZMRSpagjLJNHyHn85xtgfTh77/bhs98O8bsnw0fQazrRGnirdSbraaB//uOUQa2dGSFqSQp+KJcWgNtSYEnO86/MV3HZBBRIwzCT10Qb6juJvX3rGp/iPVzv4/mVhupOScFDju5NC9JrSpX15ZGIFXzyrmNa4pNcwCedrxMz+yZOYYQ2w3cenViEtgz17P9q/4cliu5Ar5xA8rvc4VXE6fIZjxdF+9pPFfjPvOy+Yj79sKLaioQkb1SdcGrPMjtt0jiqd31o5vaq/kJaBui5HQNSWsOaqKroP7AVg9ZUR5r3QT6mx5qoqFNvknaTG3Ayxu9VXhqmwekjml9Nj2Clq2Kh73cxz15IdTsPCrJEFLJ0QotinUuwTPPhGNKtL+fZXmqgu0F0GgcwzkGnZR+THDh3B95oXzOfB8UORqoLfTrDmqirmbmzg9leaXKFW1UrQ13R8e3j6WofHBQeO8z3fD+9nu+JEsUkIITTg88BQoAGolVIedRpeCPGfQAxYAoSllKYQ4vPAXVLKy4UQm1L//nXqmlGgIk2L0dnZOeAD7dmzhzPPPPOYP9vRolPkkbCcYKAiT8OvCpdb7YlpQ7lq3YGsxVdTpPPYlDAz1h3gnWtH8f0/tHHtmCEIAaoQ7O1MMqLY547xg0MMfuf4cs4a4ieg2E7L+zFWJj7q7+eD8HHeT3Fx8cdaes9lvx8XTja7OBoomkZ9QiXaazGiWGfyqrpUYaeCmiIfl66uG7AGl00MsXh7IxtmDWeIX+HtdoM+03bGGWdXs2RHI8smhflzW8JNarT0WTT3Wfx1mQ9bCv715SgPTqgk36dwKGZRFlCZlLr2knFlLq/i2Ao/+VbfEX+eI/lbeLb7/jgR9twj/Fy8aqD/3rmgGlM6ok+6Injs961cVJVPaUAlqEGxXyNm2Bg2LNiYPQprpsSgqgs0DvU6BznDhsvW1LFpdjWXP7+fH04dSqRAp7XPpCtpu9yzS19v5c7x5S7nGTh7w/0XV7LoRaeYeef4cs4s8VHgE8QMiRDQ2mdRU6jRZYBhS658fr9r/+lOhCXjyqgMagwv0CgRiUH3lxPlJzz7/ejwYfj2HhHg4lX7c8Y2+briJolBMnf9wayRyZ/8uYN5ZxZx1hA/b7cnWL2ni5kjC11/eV6FTlBYHIir9JqSUr/Kzdudw0XCcuzyzBKfO9791ldGufQE0B8vjSj28W5nkjxNcOnq/dQU6WyfX0OxPHJfnAue7X68+LBiFVXXebtb0GfadCVtQkGVPE2hK2nTFrco8ilECjR2tyUZU+pnco644mdXDkNVBPfWNrNwTAnnVgawJUxZPTAu+FyFn66kxKdAR8IiqKv4FEGFmtv/ng6+9+O23Q87zk1zLmsCOpMSRUgCmupqeDz0Risv1cfYNq+GxpjJF184OMCGVk6vwpaS6kKNtoRkwYZsWraj6UzrFn7e7rA4s0TnT6393KbpGOK6McXc8LlSgrpCa5/TIHFGkYoiFCatqmPZxBB+VfCDP7a701ptcYuVuzsczmV54vhSjwQno+9N21TJioNH/X4di4Z98JNOYpzK58bjxbF89pPN96b5lTOp/7bOq2Zfp8nyXa1ZCd1ZIwt4cGKYqWucfW/NzAh+VWSdR6A/DvxMuZ9i+vcyoSg0xSxUf55LO5GmEDr89S/Pr8FK5Svfakuiq4J/3HIo5zl+6eutA5pwnrsqwvf/0MYTuzvd+wFIWJK56+uzcgA751dTIOMfynfeT+Mh8CmSjvp3iQyr+uAXnoR4P9s9YbKMUkpTSvkrKeWzUsodR5pYFkJUpDqWEULkAVOBPwNbgfmppy0E1qX+/fPUz6R+/8uTjW/ZsMFMCXz1mTZWqtvxu5NC+NTclenRJT72LRqFJuAf/rqUGT8/QEATaIrg7toWLMtm1WGK56GgRqEOBXLwg78HD59EdFka73Y64ziGJd2OT10R9BkWa3Koqy59vdXlQEymRgDTVdg8TXDb+eXkaZKzy/x8d3IYnyLoMRwOOokgYUunc+75A3zzlWYq81TyVFg9I+KKtyzc3EAoqKGLk8pleThC5Bo9en5mhEKSCOCdjiSLX45yxRlFLN7eyI93dzAkoNPcZ+FTBfe91pw1LvblTQ30mZIJz75HjylpiVskLOkqDKuKIBzUGF6gI6VNUFe4YWuUyavqWLy9kfsuqiR0WMfcknFlbmL5vosquWFrlC9vaiBpOXuTQLBg40F2HoqTtGwefL2FVTMiLjdYWgBz8fZG8jXxvollDx7S0BTJimnZo37PXRVh9Z4uFm5u4OtjS5m7vp7SgMZLc6vZc+1oHpsS5tadTTyxu5MZ6w5w8/Yo4XyNl+pjrr+sytfIkwZdlkpzn8WCDfVIHBqa5bta+fQQPyOLfSiiP7byq/DcYfGSX1W4dUcjeZrCrTubXb+veES1HgZBq6kxb0M9t/yqCb+qMG/DQc5+ah/XvHAQv6qw4s0O2hNOAfqaFw7y0yuGZdn/imlVVAZV7q1t5rbzy/GrAsOG//1zR864oCNuogjHT5fnaRiWTTRm0i31D7hTDycrpG0zzG+hqwrzNtTztV820tBjcvna/Zz91D5eqo+xZmYEG0nMdKaKMm3oqcuryFMFJX4FRSgkLcmyiSHGh/Oo6zKYvb7+qOzDRuH6LQ2Y0umeH1nsyxp3/4/zy5m3oR5FOGfYRS82sKs5SdKyeXxqFSt3d1AeULnpnDIWb290Y5G7Lqw4rrFuDx48fPzIRW/257Yky3c5k5glfsHGWcN57ZoRfPviSpe+FZwpsfKAylOXVw3YB0cW61mJ5WxILAT/saNp0M7n+h6Tui6TlpgzsVZTqOd8XmlAdYXzMj/Dgo31/L9x5a7fHFXs4+7aFlcDJO3bPmyKqWyqjcRRTZ2cSjhmWgwhxAGOgHpaSln9AU8ZCqwUQqg4ye5npZTrhRC7gWeEEPcCvwMeTz3/ceApIcQ7QBtwzbF+hg8LqgJNPU7y16cKkrbke5eGKPQpaIrISeRt2pK6bpNIgTN64IxrgsBJNPzDS1GWT65k27waTAm6AnmqU3Xxf4yf1YOHkxGJFM9dOLUG7xxfzvVbGtg2r5p3u0we+Z3DgVQZ1CgPqDzweosrOpWvK5gpzub0GJAEivyCgz028zbU88OpQxld7GPRiw0smxjCsEETkuqU6M8Tuzt5sy3JyulV7DzYw9Z5NVjSUc79v72dhEcX4vt4vyIPx4C0Mm+/yIN0p0ZMHNtZt6+HaMxixbShFPtVt6qfDmCiMStL4Cxfd2q8nQnLsT3ZrzCsCrhzfDn7UtMrc9fvzwqYlu9q5ZHJ4aw9JX1QzBTfSNuoIsCSuPQXK6dX8VJ9DIBvX1xJnibYOq8GkPiEPK6JGA+fLMRMwU/+3MFLc2uIxkyaYib3vdbMjWPLeLMtSSTlG+OmRBNgIZmx7kDWe6zb18PDkxxtCimzbTCZijbrugx8As6t8FM9voJLU+tr36LR7jpIWPD937exaXZ1qtNfkKcJFp9bhi0lSydU0ha3WL6rlUcnV34M35aHkx2KpmEYuAXn219pYtnEEKUBlepCnS+9cJClEypdcd+6LoNQUHE79dviFrfubOKhiSFuOqeUXlNyw9YoP/+b4fxodydAVlxgWBadSUGBkvrZBl1VaOpMUBX0e2KqpzBiUsWwc9tSTaGOgqTPdkSuwkGVx6aEGVHsQxNQ32Pw0BvO1MeU1dmxxO2vNFEb7TsqESzLdoQkVYGr9zCiUHd9p0gV6SxbupRZ6VghnWBSFaguVNkytwaBIzJZKJJerODBwymOtF5RJu6ubeEMFqMVAAAgAElEQVTRKf06FmlqsetePMSd48td31Eb7eMbLzfy4CWVvDy/BtN28mE+BVTsrIyh2yG9IZrl05J2bsHappjJ4u2NPDYlzMIxJTTFTDbMGp41xRkOqlTkqYTzc1NUtcQtloxzimL7ewyiMZMzUtNrCpJHJ1d6Z54ThOPhXP77E3EDUso/AOfkeHwfcEGOx+PAghNx7Q8LfgWCmsCvClr6bDa918WXPl1C0paYts2m2dW0xC2HYHx3BzeOLaPPtPEpgs6E5SYWDvYYjCrWeW5GhAUb6rngmTq3G+jZv3Qwc2QRI4q8jgYPHg6Hpgh6DZs7x5fTZ9qMLvFR12UgEa5gSpr3Mz0O80TqwNdr2Egps4j3pXRGGa943gnuIwU6yVSQXhpQQUpa4o4AYOZG+8DrLfzz50qzDgUfh3KrhxMHadsUkHAOcxL376gKx3bSnb8dCZtFL/aPbaVFI5ZNDDF3fT2Ay2MGcKjXxK8Kd194fGoVbXGTUcU+Fm5u4MeXV2UFTOPDedw41kmWZfIfBlSngJnZjZS20aaYSVVKVCNtn89dFWHBxnp3XCxzzNazUQ9HAqEo2JZg3plFXLYmmxpgV0uCx6aEUYVj74oAhMAe5BCBEJSpBrZpZq0vn+Ksr1kjC2iK2zTFzKzxyUBqSmTeBmdtvVQf4822Bpd2QBVQ5FPcZKDniz0MBqEoNBm6a7Pp/Tw9Prtx1nCiMZNhBdn2a0oxoGASM23OKNSZtnY/4aBGaUBh7cwIc9bXc8erLS7twbLftvLw5DC9SYvWhE04qKEKR23+gsmVx6Qi7+HkQMJWMDL8XaYtbZ1Xw/4ek7I8jXBQI246Rbdt82toi1tUBjUWjikZIBaZjiUWb290hP2O0D58inMfAlg1I8K9tc1879Iwm2ZX02fa6CmhrYfeaOWOCyuyYoXbL6jIovXyYgUPHk4v+BQGxGXRmElX0nILYr2GjWnbqQl6lZXTq1zNmWjMJGHBFzce5KnLq7gsRZV2uL9wOqQPDPBpK6YNdc8khxfS0s04pQGHgjAd/6UnPMoCKletO8CyiaFBE9SVQY3HpzqFsudnRhhy2GSm58dODI45uSylfPlE3sjphAJhkK+rJCyL0oDKJZF8ojGTqnyV1rhk/oZ+ovJVMyL87O0Opgx3VKT9qnATC4/8rpUHLgm5HTjphPR9rzVz54UVlPj7FTS9SosHD/3QFTgjpV69uy3hqrQatiP8dPN5ZaiKcDnvKoOOK6wp0hlRrKMq/cIrt7/SxDNXDiNhSXezylNxFbPb4haqgIo8jZtebsxK9L1UH+OWcWXsXFBN0iKr09XD6QOhKCgSygMqz13l2MqwAp0XZldT32NwxyvNrmhEpCB7XOzWnU2AM1K2fHIIgJvPK+OhN1q56ZxSSgOaQ5PRbWQFTPdcVMH1WxrYPKea5btaWTFtKCNSNr9iWpWb6E534KsC/Go/Lczc9U5CuTVusWl2Ne0Ji6H52oBgy4OHD0K31Ll5e5QHLgllBfTXjSnm5vPK8KkKmoANX4jQFDOJFOrEDXuAQNrqGRHKNRPLMAdco0i1GFmss3RCiMuf38/K6f3FlvHhPCROgnnrvBpUgeuH00mcx6dWMapEZcuMihTHn+eLPeRGt9SJxky27u9x44BMG9UEWQWTtB1aOQomwwtUfKpg05xqfIqg15SU5ylZMf2y3zpclkJKYqZzDojGTCyJSzfgHXpPXRg2Lv3U4f7Osm2GBFR0RVKsSxJWf1y5cncHSyeE8Cli0Lh17VEWyNLUXklL8rO3O/jBZSEO9lrMWe9M5JXlKa7N32zYrh/NjBV0ReA/Tq0fDx48nHxI+4dMzuXHpzrnlPTEJcA7145m5fQqvr61kXBQdc8Qh3pNbn+liWjMZE9HMit5PHt9PTvnD6eARM4O6boug6H5OkkruwkzPaFRU6TTa9hUF/rdhq306768qYHHpoTdSYtcgqPpSU9FeF3KHzaOp3MZIcS1wBVSygHUFEKIp4ENUsqfHM81TkXYpsnwALRbOvka2Pkaf2pNMKxA497aZrf60xa3nJ8nhcnXJKYUdCVtbjqnjEd+lxo/EmJAB85XPzOEmGFz3k/fPSZBBw8eTnfEU+raI1MdnEMCKlvmVlOow9c+V+qKaqYLPKE8wY6rz0h1jph870+d/Nu5ZS4NjSWzD46mhFu2N7JmZoS7X3X4FFXFqfBmjjz2GjalPkHAig/odPVw6qBfhMGp7B8elHRLnYQNz+3p5Nqzh9BjWFnd6iunV7FkhxNwlQZU3vzySHyqQiLFqQmO7RT6FIb4BKYULJsUxpbQZ1puh1G6QyAc1KhOcY4d7DG4/YJyegzJ7rYkxX6VW3c2cf/FFe5hNjNx3Z6wGZEhtNYWt1i4uYFozKH78PYRD0eK9LqI24Kvjy3N6nq5bkzxAF+7ekaEmkIVW0q++etmbr+g38faUlLiE1hGbnG9LkslbkoKfUoWZVE4qPGT6UOJmXD9Foc+rDKos3xXa1astXxXK49OCdFx4B1HdMfzxR4GQdJ2qIly0VfEDJPpz9ezcdZwVAGbZleztzPJ3bUtrHizPSsZfcu5Q+g1cCeedlx9BkP8CklLYcmOqCuIluYPf3hSmIQlKQ2oFPig1C/Isz26gVMdmoJLP7VpdjWqItAEBLWURo9hoQqVbsMRc/zF7OH8x44mbhxbxqb3uljwqYG+dNWMCMMLVKSUSOvI7SNN7ZVUdP75s0OIW4JDvSYbZ0XQFYW7ft3Cf15YxtZ5DuXF8l1NWX50yY5GV7jP858ePJxeOJz6T1UE39gWzUos1xTp+FQYXaTx9BVVrhjfNS/0CzWvnRnha7+MZr13XZdBUgp6hB9FKDm7i/d1JjlriJ9DvQYSXJHxdDNOOF/N4nnOfO80xWBttM89h59d5ufN1gTLd7Vy+/gKbGkzRBhI6U1bfJg4ruQy8M/A1wb53XeA7wOfuOQyOAnmYkx6zAB7OpKs3N3BuMpwltJmupoSUCUHUlyuK6YNpcinsGxSGEuCIiQ/vWIYf/uLg24HzoppVdzyK6fb7fBqkAcPHpwO4Y3vdnPNWSXuuE56w/vZ2x1ZFc/5G+rZNr+GzoRBOKjQEpd89TOl1HUbHOq1OGuITr6u8v0/tLvJOtOGsoBKKOgUe1QF/Ip0O0LTa3XtzAh5MulNtJ7C6FdP7j/YHV7QS9pwoDvJDZ8rJW6BTxWuanFttI+Fm52qul9VuHl7lK9+Zghnl/kp0WHn/OpU0jrVSWnZ1B9swCg/g7tebWbhmBJGFOk8emkYBdg2vwa/Ah1Jp9hx685m/veKYSzYWMfK6VUgHZ7+S1fvZ3w4z+UWLw0odCRsIoU6tpQMzdc8igAPx4xc6+Kpy6t49sphfPs3LXzr8xX8oSXByulVLifevA31bJ9fg0+Fm84pY8HGhqyDQ/EQddDrJW1oT1iuAEuaB7TIJ0Bxxs6jMZMLnqnjujHF3DG+IqvjNC28eegj/I48nJrwKbgThNdvaXDpK9bOjFAW0FgxbSjtcTsr2bd2ZoQSv4IqBL++uoaY6SQVJ63q77CKmTbPv9PJ4nPLuOmcMpeiK/16VcDwQt0pYComlmF4scNpgIBis2JaFYtebOCJ3Xtdf1ddqNKRsFGEcAsQaV/1g8tCxCzBGUXFJCy4t7Z5QNy6ZU41eerRW4i0bXQ7QVDPo6HHEchaOiHEno6kkwR/FW67oAy/qnDnhRUuJUdNkc7qK8NenODBw2mMTOo/IRTuurCCXS2JLP9UTAIpbbdpqlBXsrRotFSzVSYcOh7B71uTrN7T5frEw+kvwkGV/++SEF/e1MAPpw4lUuBQVB3sMUiYkne7jJyJ6V6jv8iWFiXfvqCGz5UHeGRymIBikye9buWPAsebXB4tpfxdrl9IKX8vhDjzON//lEfCFqze08Ud4yuwYICC5fVbGnh5fo17CLp1ZzOPTglndb09d9UwtsypTgk2CNrjhitIk05eHI2ggwcPpzsKhcE/f7Ysi/+zrstgznonkfxPny3l/tdaeGJ3p1NNtSR+VeHvfnGIaMzkpbk1qEJwoCtBdaHObTujLD63jJ+93cHGWcMJaIIl55fTHLNcFfm6LoNZIwtcEanSgEqlbmCb3kZ2KiMXN1hmQU/VdVRTobrQhyIgbprcvL2RaMx0O5Zro32MKvGxcFMDtdE+lk4IcdO2KHddWMHIPAMp7KxOyr5YL5/KM3l0ciVJWxDUJIa0OdQnuftVhxbp6bc6XG6y5j6Tui4DW0pqin1u91w6wHp8ahU3b2/iPy+soDRFe1Gcp+QUJvTg4UjQLX3MPkxg8subGtgyt4bvTqqkqc/K4sR77qoI3/9DG4YNJSLB0Pz+7vlew2ZovuoE/oNcr1CHEUU6vabNU5dX8eVNDfx4dwd3XlhBfY/JE3/qL/6lR7i3zK2hJ2kxJKB6dC8ejhhFqsUd4yu4JzVpWBnUCAU1upMm73YZ9JmSRVsPDogtNs4azm07G/nPCysoz1OwpCAcdMSFxofzqAiofGFUEZYNRT6RZf+mLekybG7f2cR3J4exLOMD7tLDqYI8aQzwd/ma4O9+4QhiZXLHp+MLR9QUEpbFe10m911cyU3nlHLrzn6KLSGEI6R3DIleVddJmjBvQz3LJoZoiVvcXdviTkelNRieu2pYlshvR/27yGDVif2CPHjwcFLi/UTMD39ephaNkMoAeo3nZkS4p7aZl+pjPD61ip/8uYMX51TT0GvSFrdc+guA704OE42ZTF+z371GWh8p3ViQ2Ti2cnoVeSm9mcyGBb+wKRYJh5Pe8qQLPiocb3JZFUKUSinbDv+FEKIUGLwN5RMCRYFFZ5dgS4k1CMeMmfF4bbSPrqTFyulVVKYEPQ72GNz3WgsPTgzzP39oZebIIiavqsvikTkaQQcPHk53SNtGQeZcb3VdBgs3N7B6RgRwxhV1Rbg8UWtmRvCrNr9u6OULo4uZvKqOcFAjTxVMGV5Ac5/FSJ9AEYJ3uwxW7u5g2cQQQ/M1inwKfaZNKKhSIhJeYvk0wGDcYElboPl9vNUF8zb0FwNXzYjwo8vC/MNLURZudirv/7jlEJYtXd6wlj6Tdft62NWSGHTqJDNYM4SfblNh7vo6lk0Mcferzdw4toz7XnOSH2UBlVkjC1CEw+nZlbR4bEqY0oDq2uRXPzOEqqBwR2gHEyb04OFIkJC510VjzCSoCe5+NbvTbsHGejbNriaogbRsqnSDwjL9iIobQlE40Cs51Gvwgz+2c9v55fzk8ioCmkLccoQq02PnG2cNR1UEtoTupElHQhLKV8FzxR6OEF2Wyj21TSydEEICeZogT4WkpRDUbCIFvpy2356wuXFsGd9KTZws3t7o8urfc1EFd6UotCzgntoWvj621I3zm2ImPYazLyyb5Dnj0wnSthmeJwlofgxLsqcjyTdedgrQo0py21I6Tl01I8LWAz1cNaIIXRHcd1GlG6vqCsdUMBOKQqetuToipQGVpphJNGayZEeT2y2oCSjQBfkyVZiTcCjWe6K+Fg8ePJwCOJazgrRtRhdItsytoTFmOnphtc655c22pCtI+qfWhEt9kUZNkY5fkQOS02tnRvjWq80A5KmCF2ZX05biZV6yw5nmf2xKmBHFPt5qS3DrziaevqKKgNd4+ZFDOc7XvwJcN8jvFgG/Ps73P6UhFAVdwLACnQUbD2KmOFszUVOko6V4CtO4dWcztoQrn9/PWSv3sujFQ9w4toxbtkdZdPYQwkGN8eE8t/P5oYnOmJIHDx764VPJud7a4g5f07wN9dwyrpzVMyLka/CTK5wOjUd3tTHhuQP8zahiN/heMq6Mq184yIx1B5i8qo632g0MW7Jydwc3ji1j8fZGPv+z97hq3QEkTmee1yV3esCn5LYjnwIthupOnUD/uKqqKiwZV0Zdl8HwAifh3GfabvI5aUv3+Un7gyOfmK3QGDPdg+DCMSVcv6WBdft6mLu+ni9vamDphBALNzdg2ZJHfteGX1W45oWDnP3UPuZtOMjQfI086e0THk4MVCFyroummMmc9fUsHFOS9bu6LoOWuIWdOplI26ZAJigVcYe/8338ZbfUmbO+nnxdYeGYEq5+4SDNfRbzN9Rjpfzw41OreKk+xtlP7ePytfuJmzZFPoVbdzbRmZDs69MQyvGGvB4+CUjagmjMIhoz+Y8djbTGLV5vSnDbziZAoimD2/71WxpcLuW6LoNFLzZw5/hyIgW6a7vRXoObzinjH7ccYsyP9zJ97X4SlhP71xTpKMI7DZ9OEIpCNKEyeVUd3/lNC6OKfW68mafltqV0nDp/Qz2Lzh7CohcbqAxqXL/FsafVMyIMUY9tP++WOkkL3ulIZokHPj61yu0WvPL5/fQYdn9i2YMHDx6OAm2mxtQ1dUx49j3mrq9n3b4ert/S4J6NSgMqK3c7E5hpH5juOAbJqHybl+bWsOPqM1g2McRP3+rgm+MruHN8OVe/cJBFmxuIm5LF2xupjfYRjZn4VYVFmx0h52jMdBovPXzkON7O5W8BLwkhqoHVwCFgKDAPuBa49Djf/5RGt9R5t9sgnO+06fcYVk4FS78qs0RAojGTyqDK/15ehSlhaL7GV1Lj1A9cEuKdjiRLxpW5PFiCY6tee/BwukIoCt2GHJTTCZxkh08RSA3+3G4weVUd2+bX8ERKxCdpS1fEL31QTMOnCB58vYVvjq9wRTrTo7Nhn4lleOvxdEEu9eTnZ0bwq5I+Q+TsOlIELjesXxXETQjqKssmhigPKIjUmImTpP7gqRPDcjrb0gfBytSodRq10T7aUyIXD73R6tmlhw8dCuSMZ25/pYm6LoPKYHZ4mU6+VQXVo6bwStrCFfFL237aJw9m78+81cElkXyiMRNF4FLZePDwfhCKgm0J7hxfzrLftvLtiytJWpJPDfERjVl0JUFXcsfymbbflOKbrOsy+NQQH5oiXNv915ebeGLaUFZOryIc1NjbmcyanFK8McTTCt1Spyvp7M9P7O50Y0yAfYtGuXQ+g8WpmuL4P0v221O+BraZPKb7SdpgIbm7tsWdfr1xbJkrgloZ1AgHNQp1kMd4DQ8ePHyyYdi5p4fTZ6New5n0efYvDt1kc59FW9xyO45NRc2itgTY02Hw4MSwO91x+yvOpEVNoY6UsGRHozsh6unIfHw4ruSylPI1IcR04AHgBpzzho3TsXy5lPL147/FUxdJW3DLr5r42VXDqCnS2d9tuiP0WQrmkyv5VIHNy/NrSFgS05Y89Eary3m1bGLIXSy6Iri7toWlEyqB/s5nLxb14KEf3VLniucPEA5qbJw1HEUI9qUOcGlOp5oinaQtea/LJGFJN3GX/p1lS1a86fB4phN76U2uLW65Y9jfvrjSHcMu0sEyvO7Q0wmDcY61W34E5BSWsCX0GjarZ0Q42OMUGP/+FweJxkxemF1NnqYcVfCjZghMLd/VytIJoQHXbYtb1BTp7sH12xdXoikCvyooVQ0swxzs7T14OHoIWL6rlY2zhtOesGmKma5/rSnSKU8dIDITJst3tXLB5MqjilfSyb60iN+PL69yffVg9n73qw6v37mhPFZMq+Jgj3HEUwIePtnoljo3b4+ybFKIxeeWcdvOJm4cW0ZDr8md48v5xXtdfH1sGXe92vy+tn/z9kbA2Q/+2JKgxK8wrECnpkinNtpHY8ykz5T0GBZnFOk8PClEW9yizK8c90iph5MLqiIo9Ck5Y4W4Bd1Ji2UTQ3y2PMDb7YkBcaqe6pSv73F86V/ak3yuzHfM9+NToL7X6cy//ZUmlowro8QvuH9CCEXA3o4k4aBCt6Hg91ymBw8ejgFpv5VLeG/1jAhdSYtHftfKTeeUcd2Lh7J8nk+RblNBJtbt6+GBS6T7vrXRPqav2c+skQU8NLGSBy4J8Z0JIfJ14YgOeo2XHwuOO4aRUv5aSnkJUAhEgML/n717j7Orqg/+/1lr7332uc2Z+yWTSSYJoWi4CIhNBIRQiCJJCwmxtrWK1Bar1B/yaB8ftSCC0vK0PoAUnvapGNBaq4RbTVC5yEUCRLDEC1EgBCeZTCZzv5w5t733Wr8/9jknM8wMJJmBycys9+s1ryRzOZfMWt+99rp8v1rr92itx6TEEEL86VSfazYRUqIQdGZ8Ypbi3nUtY47Qr97cxpVPHOCaVfVUCA/l+1SLPCNeWIG6NLG8aU0zNzzXG1bpXdvCT/ak6cz45RurqRyNMoy5qpQnd3tnlnteHkJpTcyW5eq1rSmHe9a1kLQ1Sysd7tw5MKav3buuhU0v9HP+khTfe3GA46rD7y8d3blz5wCb17aMOYad9lRYPdeYc157hB8gZgEoNq8de6Tr7rUtOFKTikhqopLqqEV/LjyRcvt5zWS8gKgVFtNbFvMPafATszRXnBLuLLpkRRUazb3rxj7vsspwsro04XbB/XvJeIpqkUf5ZmLZmF4Robl6VT1f2NY15mhiKbbe9dIgN57VyJN/vIQHLlzELTt6y+Odw1Ga7Csd2b7h2R42r20pL7aMbu/70j67Bws80p7h7rUtpCKShC3K6QbMEUnjjRRUeAMbKLjkwY5yCqJrt/dwUl2Ejx5fTXfG54pTaids+/eua+Ebv+4r/7s0rrj5+T5sqcvXi89v6yZmh8WAj//2bv7kh/uI2RJZLNJmzA1CSvJK8NliDBt9zb53XQtBoPj8tm6e6hhBCEVD3B4zTg1rg4TjjFt39LFpTTPLKp0ptZEK4VHpSv7j/IV0Znw2bGnn4q376Ej7fO6nB2iM2/zLL/txzCqHYRhHqNryuPs190f3rGvhnQ0RWhKC1gqHK0+tJWGLMTHv3nUtpKwAxeTpp157/3PFKbV86Ef7eW8xJZqZWJ5ZQr9F+8WFEENa69Sb/TyDg4Pj3tDLL7/Mscce+2Y/9Rhp4XL5Y+GOhx/9bohPnVxNoCWWKBatVBrXggoKYzrAiBVjR3eepZURujI+SmukEOWcWJedWE1TwqbGlSAEdbY/5Z2SM/H/83pm8vVUVlbO6Dr9RO13phxt7eJwpIXLGZv30jbk8cKHl/GFbV1ccUoNC5MOgQ5TDFgCWiocLECisaUm44c7U10LftUXrqpesqKKhrhNa4VNdzagImKhtWYg75PxoSkRFuSxhKZWTl6UaioO5Xdh2u7rm872nBYuPpKzN7dxbkucz7yztrx7vdYVXPZIJ1evqkegiUhJLlDlkyuXnVjNO2qd8iT1obzWnOXSmdHsG/FJFO/4jqm08XX4nK7Q5ZvNYX1oRdKmy3T9v5r2+9aZjt9Zn3ZxLMkve/I0xi1itmSooOjLBaQiku5swJVPHODedS3UxyRCH1l77NNRlt3xCiubYlx3ej1LKhwsCUqDJUAIga80+9I+jXEL1xIEKtzt/5u+Atdu76Ez43PfuhaWxXxeevHFab+umbY7s6Yztucsl98OBCxMOhx7xy4e29jK6s1tAOy+dDm/6cvzyUc7aYrbfO60WhZX2MQdC7s4tveCANe2UBr2j4Rj+IglaYrbNLkBfZ5FXgFoXClQhMeHS+13oRsc8mLgXIi9M91238xxrpCSAe1SUHDsHbtY2RTjc6fVlk+untYQ5QMPhCeaSu3steOJnB9QE7WxhMZXguFCQENMEA0mHz8c6msbkS45H3wV5hEXaDSCH7wyyBkLk/xeUo1ri0fbfcHRGHtL/0dVm/Yd9uMNXLpwWl7XTDna2sdb6Uje+1yPvdK26Q8cPAWODCecSzFFSMnLabju2f7yfXZT3KbB8RgKLC5/rIsrT63lkgcPpp/atKaZBYnwOjkUWMV7Hcbcv78V9z3TZTb3l9dru1PNuXw45tXhmtLuh85MwOdOqyXtaWI2eAosFPVOOIAc3bOFlGR9WHv/3jED2tH+6awmHKERQlBtjjobxjhh0SbBg+sXs2uggC0F9+9Oc//u9Jjve2xjK92ZgIa4RUrnICCsKqtBYtMYt7jsxGoSjmQwH5CLW5z6H6+WJzkWJR3qYoKIBTaKmJ49FzRjaiIW5DwmzKG466PLufHsJjKewpaSzz15gPt3p2lNOdy1toUKRxx2HrCMDx//SSdfe08DjQkbSwjygSJhQyzIjangfLhVnQ3jUAkpi4sXYElJ1tesvX/vuO97bGMrJ9VF2faBxWMW0A+3PY5OiVE6/riyKcZ3zl+IpzQIEEIxmA8ntVsrbJZueiXsaxcs5O01Lt99fzMRMbtuOIyZIaRkf0ZzyYMdbFqzgK0XLqIhbrP1wkVcu70HT2kSjizne9ywpb38s7+95BiU1qz9r320DXnFY7pNSKGL7S+PX1AI4fLqkE9L0gGtEUIzmFcsSTnFUyamjc4FQkp2Z22ueaaTG89uKsewUptpTTk8enEr335fM3EbcsHE44nHNrZSEdH8d0+eO3cOcM2q+nCsOcXXp5UiFyj+9Ef7i4skYW0R0Fy4vJKaUZNAhmEYR0L5PpX45XsSNSqkaKWI9ndw6+qlozbEhNfAgrbKc2j/dt4CWpIOloCkI0jq8HuSox539P27ue+ZeW/l5PK8+nVHJBMOJrZtXMT+l35N9QQrFcPaoSd7sGjTRLlqHAnXPtPDI+0Ztm1cFHYuwzCAgwP6i7bsKa90PraxddK8TwuTDglL8dpuNBRYfGFbF5esqCLhQD4IdxaNnuQoPc62jYuI6vz8CnDzmJCS9hFNlTtxvmUp4MrHO7lqZT3XPRW2ob89rY7GuM1wwac6ItDB4U0gRCR0ZnzOvOvggmOp7RnGW+FgbN17SLE1KjVJlZtSXBydEqNUPK0z4+Mrzfvv2zPueR+9uJXHNrbSlwv41GMH6MyEudKTOm9uOIw3NKwdLtoS1mqQQvDJR/eP2TGli7n0J2rzthA0usFrcvMXj+aOuuEVwF89vH/cz2/buMgsfswhpbZ041mN3PaL3nFF++5e20JP1uOrP+vlX/8grLMA984AACAASURBVNsxWSy1peDkepffX90wrYtkpXHF6EWSUls0E8uGYbzZspkRWvT4DTGj59Bee79t0k8e/UxGpTdJhfDK+S+BMcWbJlNQkPEV335f85h8gqWfv3ttC9c+0803dw6a4jSGMYFwQN9eHqC3DXncuqN3TL7k0o3iskqHqKWIqPF9snTyYMOWdlZvbmPDlnY+92TXuDxPb9SnjblnWDus39LOd34zMC6f2N1rW0jYmltXN7IwIbhkRRU1UYuujM+f/2gfp/7H78j4hx+3j+R6YhjT6XBj63TkjS3F4S8+1cWD6xfz9AfD/M2BVtx1wfi+95Xt3eV4vb0za8ZJxmEp1Wr43GkHj+JC+LlLH+qgyhUsKbbx18biBscj8LwxufknmgQ0sXx+KLWlmqjFP/13P//3F308cOEifnvJMTxw4SIqHMHv/2cb9+9Ok1OSW3f0jhtPlGJpreVRw+Rt6kiZtmgYxtHIxKbZ7a3cuTyvaKVYFvNfs4vh9VecIxIiluQzTxzgutPrWVpp89jFreSVJlqsgF46LlUuTmN24xhGWWlAP9o//Xc/Hzuhmh9ftBhLCiwBfTmfyogkMclgvbRqOvqxOjM+zXFxWH3amHtKbeyqZ3oAePTiVgId5hNL2mB7WVwgrVyufOLAuJ1IRxK3j+R6YhjTabLY+plTa/jpB1opBGGe45jUxHRhWtrm6N0rL/Tmx/SnlU0xbjunieOqXRwJcUvxSHtmzM+bcZJxOErtrSZqjWvrbUMeGV+zKBpQ7Ya79gMFUUtTQeGQ01mYWD4/lNpS6RTq6HQXrSmHG89qLP89UJp/+u9++nJqzDg1akFCv3mpUkxbNAzjaGRi0+z2Vk4u73kLn+uooJU65PyXQkrQgqa4zdUr67jqqW62d2aBg8c9SzdOo1dwzFFPwzgobsPWCxeRcCR9uYAbnuulM+MjELzvvoOpMu5b1zLpxDIcXDUt7dQr/UxMe+GRHJPbaV4SUmJpyZN/vISujM8Nz/Vy1TM9tKYcHt7QSkR7lFrUZG3oSOP24VxPDGO6TRZbA6XDnPWjct9NV9Mc3YdueK6XTWuaufShg+kxmhM29VYYx4WS09rfjPmnQnj86KJFaMSYGL+9MxsuVAiN8n3i+MQhbPPq8Nu7ieVzXyl2XfNM95i0PqUdyZ/f1lXOyw2U83q/7VuvAG/dEXDTFg3DOBqZ2DR7TWlyWQjxRmk1tNZhc9BanzCV55rLJsoTWxp8lKqc19meWcExjNdRKsbzyUc7x/SjpoRFravZtnExBcUh9R+zamq81sE43VZuX7ef18wtO3r50qp6miL+mAKrpg0Zc8VksXVBwnpTJ29f24fi9uRx3PQ3YzrkfD0mr3gpxl+zqt4sVBiHrBSPbl3dgEbwxMZWAq2JCLClZvMFzXTnFOfe0zbhfd/d728y7c0wDMOYdaa6c9nnDRbthRCDwHPAp7XWO6f4fHNSqfDDa/O7Pb6xFRtVvEECCCv5GoYx3mT96Cd/1Ijjaxw45BVQISXD2jnkyWhj7puofX3s4Q6e2NhKlcgTeK/XPkzcNmavyWLrto2L3/S4OGb3SlD85GvieDleB+Fx9ForTMthJmaMwzGsI+VNHjA+xpsxgHE4yrFrFCEkw8ohQLD+NTnsR9/3DbS/io43z8TLNgzDMIwjNtXJ5aWH8D0p4IPAHcDvT/H55qSJchm2DXkopUmKPIjxVdrvW9fCsphvBruGUTRZPwqQHJyVeGMHd6ia/mYcNGn7UhotxrcL046MuWKytl9QhBO9M8j0M2M6CCnJ+IcX4w3jcIyOVXe+t/l17/v2Z0Zm6FUahmEYxpF7o7QWr0tr3XYIH78CrgIWTM9LnntKhR9GKxWiEVIyoN1xVdov2tLOsHYmejjDmJcm60ci8Cf5ibGElKSFS7/pb8YEXi9OTyTcBWfakTH7HW7bfzOV4nSfdkkL1/QzY1oM6wgvDxSOmnZuzB0TjS1Lhf5GM23NMAzDmO2mNLkMIIRoFEL8byHE00KIF4t/3iCEaCp9jw4tmupzzVWlwg+lgUZp503KCtidtTmQCSbZNTTDW4YM4ygyWT/K9+5/w58VUtLhObw6HOBNukvP9Lf5bLL2VSG8cd8rpCQTTNKOtGlHxuxyOG3/zVTa+Xf5Y138btgnEwhySph4bUyJ5TjklODa7T3cfl7zmHZ+7wy0c2PuKMWsm3b04yldjlU3PNc7rq3NREw1DMMwjOk01YJ+TcDPgW7gfqADWAj8IfBhIcQ7tdZvPLMzz01WiGYoiHDNMwf4p7MaaU05Y26gwhVuTCpPwyiarB+99AbHC4WUjEiX4YKPp+Cl/vwk/U2b/jaPHU7BsGHt0DHiT9iOQCCkNEf2jVnjaCmWN6wdvvPbfr56egNd2YA19+7hRjM+MqbAchxeHBYcyOTpzPh88akubjyrkZqoxYinaI4LdGBitXFkSjHrg8dV8VJ/oRyrtndm+eJTXdx2ThNvq47gmtoehmEYxhww1Z3LXwSeAk7VWn9Ja/2vWuurgVOBnxa/bhwCrRRJnadG5EjqsHBIXgkuP7mGzhGfTWvGrnBvWtOMbY5PGcYYE/Wj11PaVZLzoTsbcOlDHRPuXjI7Sgw49PZV0ALXYsK4vS/tmSP7xqxzuLH1TXkNwF+eUEPbcFj8qm3Im3AH4KY1zQz7YVoxw5iMtG16fZuLt7aXr/udGZ8NW9q55MEOFiRsYtpc940jV1CCvzyhho2j2lgpVnVmfJoTNnVWYcZiqmEYhmFMp6kW9FsDrNdaj7kiaq21EOIa4L4pPv68JKQkKxykgkVJhwMZn89vO7iboi8X8PltXXz3/Gai5uSnYRyxUnX4hze0knAkbUMebUPemN1LrSmHGlMp3jhEQkqEFlS5Np9+vGNc3L7hzIbwyL6J3YZxWBSSnpxfjtVAeQfgjWc1sqLWZWdvns9v66Iz47PtA4tJkpvhV20cbYSUFKTDoCfRMOl1PyJBB4WZfrnGLGZJgcXkbcyMLQ3DMIy5ZKqTywuAlyb52stA8xQff94p7aTsGPE4viaCawlGPFXeTVFijukbxtTli/k6A6UZ8dSYI4sbtrTTmnJ4fGOrGfwbh2xYRxjIBVS51oRxe8RTJnYbxhEIlKYr4+NaYkwqjO2dWa584gA3ntU4pr/lAkGFZVLQGAeV6ivYUnAg47MwYU963bcw7caYGgE4xYKoZmxpGIZhzHVTPjOotQ4m+byPuX0+bMPa4aIt7dRELXYPeVhCUx+zxh2vNkVGDGNqpG0ji4P+//1cD0srnXH97NvvayYqzeDfOHR5Da8OeQwXAr79vvHH9ZdVOiZ2G8YRiEjNnTsHqIuOHxP9x/kLueG53vL3tqYcNJgUNEaZkJJBXHqyAYGCroxPf95n89qxxSo3r23BtTApMYwpC4CCryZsYwnL3CIbhmEYc8tUdy7HhBDfmuRrAnCn+PjzTkGHOylTEck/PNvDV95dT9yR5IOAB9cvRmlwLUG94xN4ZtLLMCYipGRYOxQUVC1aPqaAWulIbFtasyAR5sW99KEOlqYcPrKiiofWL8bX4Y1nfcwipj2zSmZMaHQ7i0ioEB6WFty5c4AvvKuOhCO4873NNMRtbAFRS1BleSjfxG7DOBxCSmwBX1pVz5ef6eaKU2p4aP1ipAjzm+8f8enM+MDBhRyBMilo5rBS/E21vo20sF+3IJq0bfblLQSahrjNroHCqDgNP7xoMVKA0hC1NAk8lNlVahyCicYBWiksxyGioLugSEbEuDYWUQUztjQMwzDmlKnuXP4q8MokH7uA61/vh4UQi4QQjwohfiOEeEEIcUXx8zVCiIeEEC8X/6wufl4IIb4uhNglhPilEOLUKb7+o4aQEs92kSI87pn1FZ86uZa/e7qbroxPY9wu3kQJNJr2nETaU10bMIy5RUhJznLp8Bx+0euRDTSVFXEGcBkSMUasGK9kbbrzgou3tuMrTcIW3HZOE+9pSbBn2AtXxaRgecqi2THVu43xSvH6lazN5Y918bthHyEEaeEigU+dXMv1z/YwmFc0J2wcGcbuiFQo35/pl28Ys8bovvbxn3ThK8U/n9NESzJMbfCZJzopKI3WcNs5TTy2sZXbzmkiYQuGCzpMQWPMOdK2y9f5/XnBL3o9OjwHadukZZSMFWNAxOjRMTJWjC7PYfegxyuDBZSGa7f3lON0VzbAFmALQcqBWumZOG0cktHtcE864Be9HkM4KDdGj2/jK9AaerMKS4R/dwRETboewzAMYw6a0uSy1vrLr/cB3PwGD+EDn9Favx1YBVwuhFgB/C/gEa31scAjxX8DvB84tvhxGfB/p/L6jxZCSnqVw4AX/kJuP6+ZA5mAW3b0csmKKqQQ/Lo3z2ef6ERpsAh3L4/gmGrohlEkpCQjHfJKYkvJaQ0u1a5g2FMkLE1PLmBHd571W9qRIiywsnfY5/pne8gH4QREdzbgsz89gGtpU73bmFApZ6dCUO1afH11E0tSNv0Fzb60j4YJY3egzTFrwzgc0rYZ0C6DniQVsfjXc5tYkgoz4a65dw8Fpbl/d5pXBr0xcTwfaK5/toeKiGVS0MxBluPQHzg4UnJ8rcuylMWje9MMFxSvjEhuer6PvrzCEoqYDQUFnZmwEOS123uwRfjvLz7VVY7TLw8USNqapMqZ675xSISUpHEIlObEughLUg6n1LvEbUh7YRzaOxzGpu5swP4Rn9/05fnsTw+gtFn0MgzDMOaead/6KoSwCCeBLwHWAbHJvldrvR/YX/z7sBDiN8BC4EJgdfHb7gQeAz5X/Py3tNYaeEYIUSWEWFB8nFlrWIc7cBJSkw3CiYkrTqnh71bWs3FrO21DHq0ph3vWteBIxS07+rlgaYoFCQsRcYiSn+m3YBgzTjsOHUOaDVvaaBvyeOXSY6iOSCwBQx58+Zlu/v7MxnIBv9aUw2d+2sXX3tPIh368r9zP7lvXQgXmuKIxsWHtUOlA+4hiw5Z2bjyrkbfVuLQNFVhWaWNL+Mw7a/nwjzvKberutS0kbJDCIjATF4bxhoSUvDIiuagYz1tTDo9dvBhbghcwJo5f9VQ3N5zZwCUPHuxz965rocExKWjmGstxeCktytf5Unz9+EnV9GYVF21p55ENi6hx4UAW9o94JB1ZLgTZmfH5+2d72Ly2hY1b28vF1e5b10JMm+u+ceh8y0FqcG1Bd0axYWs7z3xwMZ0ZiFhhAdJ//Hkvf/vOujFjzHvNGNMwDMOYo4SeptVTIcTJhBPKfwbUAd8FbtZaP3uIP78EeAI4Adijta4a9bV+rXW1EGIL8A9a6yeLn38E+JzW+rnS9w4ODpbf0MsvvzzVt/WWSLW+jap4hJyCqAV7hgM2bm2nKW5z9co6jq2KELUFgnCwIoD/7/EDXHZiNStqIvS8/KuZfgtzxmmnnTaj2RlnY/udabF4gorGheBEOWtzeMMJsP+vlrMvHRB3JFEL+nIBccfi/fft4dyWOJ94R824fuZoj5HOvWQzIzP8rg6fabtvjaplK4g4NmfdFba1xza20pSwSRcCllTY+Bp6coq2IY+EIxnxFK0ph/qoJBtA90u/nOm3cFQy7deAMJ67tQtwojHOvntPOZ4DHPir5Qx7oLRmzb1HTxw3bfetEYsnqGg5Zsx1HsIc2w9vWAzAsXe8QtdlyxkqwIv9eT75aCePXdzKpx/v5AvvqmPE11z6UMeY9mIFebJd+2bldX86zGT7na1tNxZPkGw5BoBAwR/cE7bJtr9Yzq9787y9xuW2X/TyweOq+Mr2bi5ZUUVD3KYxbhNJd9PVOav3RB01jubY+64n44f9eM+emZn6izJmDRN7jdnq9drulHYuCyGagA8BHwXeBjwM/C3wNeB/aK27DvFxksDdwKe11kNCTPp6J/rCpLPjxx57LBB2mtLfjwavfT1pYZMNwkIQfTlFzBpbXMTXCrTFkx1pGhMuCxIWV5xSgxQCpcWU39vR/v8zX830/8HR/nsQUjJMhFwgUAJ8xZgbznwA123v5uurm3AsGCportt+gNvPa+ZjD3cAYT+LSIEtodb2CbyA6oXNM/WWJnW0/y5e62h8rdPxfyhtm77ALu+chHDRoiFuUx212JMO+PIz3Xzl3fUsrYyUY7gjNX15RWVEHtJrmE2/79n0Wg/VXHs/r3W0/s6ElOzO2qzd0s4PL1o8Jp5ft6qOfSMB67eEE8mlQqxwMI5rramICKL+5HH8aH3v02Uuv7e0cMm+5joP4b8FAkuEE80Z/2AajL9cUUk2UFxxSphfuVQIUghBRIYbOlxfw1F43X8jc60tz8R7OZL/w1JqrNGHIkpt0lOwJGUTs+GDx1XxvRcHuP6MBmwpiFhhTm/HqaKyIjntr+utcLS+rqPBuDmHJ/cd8WPMVvO5fczm9z5Tr3s2/59Nh7n6/qeasHcvYT7k/wcs1Fq/X2v9LcJcyodECOEQTix/R2t9T/HTB4QQC4pfXwCUJqnbgUWjfrwF6JjaW5h5FcJDEg5Kzr9vLx97uJPf9uXpHPF5dbBA50hAZybgtKYkv+rOsHvQoyXpMOIphICC7ZIWrsm/bMwb0rbZnbU54649LL9jF93ZoHxjCbCyKYYj4Z/PaUKKcKL50oc6uH93mi8+1cWNZzXyFydUE7dFmB+vEDCiTP8xJiekJIuD1hpLHmxrNzzXSxAobClYv6Wd+3en+ctHwhjekw3QWlMIwtjum3OwhjGpNC4XbQlTgTkyLG68sinG83+2hI+sqGJ98WvbO7N8flsXt53TxGdPqyNmC/7ll70EGgLTx+asghZjrvMlrSkHS4Jjwb3rWvAUdGV8UhHBh1dU8f779vL5bWPzK+8dLpDxNXmTNcU4TAUrQqDBlmAVP0ptsioCqYhFLoCvbO/m9OYE3dmAF3rzfPqxToY86A+cN3gGwzAMw5idpjqb8h3ABT4LXCmEOPFwfliEW5RvB36jtf4/o770X4QpNij+ef+oz39EhFYBg7M93zKAVgrXCieXSzdOG7a0s3pzG2vv30vEkiQcwYGMzx8eU0nCkQghWFbpcOXjnQx6kpt29LM7a5sJZmPOE1LS4zvlSYi/WFFJddSiL+ezaU0zFy5L8vWzG9mX9nl5wOOVQY9g1G6nUv868/u/w1OQ9jRSSnJmctl4HQUrQi6AtmEfV8KmNc20phy2d2b5u6e7x+xmHt3G+vOKmC1pG/IoBDP8JgzjKCXt8ARX25DHyqYYroS7LljILasb6c9rcoEes2N1e2eWtffvpS8XIIDTmxNYElLykPc2GLOMLUX5Ol+azGtNOWxa00xEghSKppjAkbB3KI9ryfKJponG1TFb4CuzGmEcOiEl2UBgCU3MAovw/m3TmmY+e2o1AwVFLghTZdy/O11ucxuKC8+BCu/1DMMwDGMumtJsitb6o0ATcBXwLmCHEOJXQIow7/IbOQP4MPAHQogdxY8LgH8A1gghXgbWFP8N8ACwG9gF/Bvwyam8/qNJNhi7+l3SmnJojNsUAk1XxifQMOKFg5kKR3D/7jQHMj6XHl/NRVvaGdZmRdyY24a1Qz7QnNsSZ9dHl3HVqno++0QnAJWu4O/PbKQnF9CdDbj0oQ4a4jbOJH0LNL4GKcJ85oYxESElPTlNoDXLK8NTI00Ji9vOaeKxja1cdmL1pPG7LmoBury7zjCM8foDh6QDOz9yDN+/YCGfeqyTmqhdjuMRS0zavyTQELeJWRB43sRPYMxqQobFeW0hqHRFOfbedk4TCxIWcRvuenGY53s84rbmj5ZX8rshD/t14rIEIsJc941Dp50IttBEbYvLHukk70PcgqaExSffUUtBhel5JhtzOhIcMw4wDMMw5qgpX+K01hmt9be01ucBS4H/JEyXsUMI8f03+NkntdZCa32S1vrk4scDWuterfW5Wutji3/2Fb9fa60v11ofo7U+cXQhv9nOV2ALxu3IuGttC8MFn5gtuXPnAI6EZZUO1zzdzZAXfk9XxseSItwZp2a0toFhvOkKCioc+MQ7anix3yvvELn80QMUAk1EChKOJOGEu0UtEQ7mv/2+sX3r2+9rpnPEpyvjozS4ZsBvTGJYO/Rkg/Ix6j//8X6UUhxf69KSdHh7jYsjwyPZY+L3BS1849d95IIwtps2ZhgTc6SmPR3w/vv2UFCa+3en6c765ThuC7hr7cT9KwCa4jYVFGb2TRhvmmEiZH34+E86kcCKYuxdUetSE5X05OC81goSjuSlgYBAEY4D7MnjsiJMS2cYh2rEF2gEhSCMUX/+4H5+0p4jIsP6ClJAezpc1JhozGlLqLZMmzMMwzDmpikV9HstrfUe4KvAV4UQ7wY+UvqaEOIMrfW26Xy+ucSRUFCaGldy2zlNJBzJiKdAayKW5Bu/7uOqlfUkbU1XJuCR9gwfWeFz+3nN3LKjl+vPaKA15RCR+nVKHBrG7BeR4CnBxq3t3Pne5vLOpO2dWd79vTbuWdeCa4WLLK0ph31pj7dVO9TFrDF9K2oJLAmuJYlamgrhoU3fMSZQUOHOyF0DBY6vdenM+Jzw778rf7015fDUH7eyICF5eEMrBzLhosVXf9bNVSvryfkBTQmLpPAwJ2INY7yCEly8tb24IBjuUt4/4uMWdyznA0WlI/jxRYvpyQXl/nX1qnpsoahyQRdM75qrckFYeLcz43PKf/yu/PnWlMPjG1vDXc1SMOIp8oGmJWkz4imyvmZJhZgwLtdFFL5JumwcBk2Y1mLXQKE87tywpR0IT10A3Px8H996byO10bFjztqoRcrWBHmTuscwDMOYm960fVRa66e11p8Y9akfvlnPNRdUWx5aa2xLUBu1WJi0WVHrsjBpk4pI/ubkWhIOvDIY8NWf9XLPuhaU1tyyo5e/W1nPphf6uXddi9mFYcx5KSvA12Eexb5cgARuP+/gDpE7dw7QmnKoj1lsWtPMzc/30ZtVRCQcWxUp73ZqTto0xW0ao1ArPbQyN5nGxEq7khKOHNfeWlMOt5/XjC1gxNOAojFmcVJdlJtXN9GcsKiL2bS4Aco3N5WGMRF/VF58pRX3rGvhzp0D1EXDOP4vv+zH06DRLEzanFQX5evnNNGatACQvhn7zGWWZNLYK4EfvDJIxBLURS3u3DlAwlIsSTkMFRSdWYhaipZiu7l5dRNvqxT4+fyMvidjdgoUXLu9Z1xbjEhNRGr+bmU91/2sj8YY5dNNx9e6NMVBeeZ0hWEYhjF3TevO5Tdg8jW8DuX7NDiQdRySTliERAD9OZ+24YCaqEUqIrGk5rITq2mKWyQdyY1nN5EPFB8/qZamiE9gKkUYc1hYzM8iUtytfMNzvfzn+xdyy45ebjyrkZqoRV8u4I4X+rny1Fo0cNPqJizCyt4FFeZWdoAKXShPKJsNy8brqRAeBctlxFN4mnHt7ZYdvdy0uom4DSDJq/AGVAqokD6B52HWLgwjJKRkWDsUVLhwUyE8HB3G9LYhj+t/1su1764v5zJfXGHx8RNriNoQaEGgw3gu0eR8TUqYxcG5zpWQVxPH3hvPbuKMhUkqHPj0sz1cs6qeiPJYFJWktYMUkAvCBQynmJbAN7tHjcMkpCQfKCKWpDPj88WnusptccRT7Bn2eXtNhAoH/ubkWjLFJmYJjY3G9k2cMgzDMOa2t3Jy2czfvAHl+7j4xGybtOVQCOCLT/XwqZNr+ZMf7qNtyKM15XDPuhZiVpgawFcQsyU1lkfgmcGyMbdlhVPcQQp3r23h4q3tdGY8rjillksf6ij3kU1rmnmxv8ClD+3nnrXNLI8rdKCIQ7hqozEpMIxDppWizvZYVukg0BO2t4iEzoyiNirpz/nURG1SKktg7iUNAwBp2xSEw550wPote8v95751LSxP+uWY/s2dg3z6lBpituTirfvG9LNjqxwkUCnyBxcHTSyf81JWQL+2Joy9rgXLUhZZX3Pr6kYqRLhwrJUiTjgujkL52q/MUNk4AmlcKpxw0fjedS2s39LOhi3t5R30Nz/fyy3nNJFSWdzX/rAZcxqGYRjzwFs5uWwcAiEl+/IWWT+gLmrxpVX1fPmZbm48q5GGeHiMP24r+vKKaldyIKsRAnPc2pgXckpSUJq+nKLKFfzwosVELcgFekxuu5qo5OOPdNI25LFhawfbPrCYJLmZfvnGLKZ8n0Vxi3QgWJAYm0sxYQs++ZNOrl5VTyFQuJYkbmkwYdkwgHBiudu3UBrWb2kvp8BoG/L4zm8H+JuTa2lOaB7f2Iqnwt1+jiXG9LOkI0h7igVxiTa5cueVXs8iZqtxsbcxbmELRS6Q3Ph8H1eeUmt2hxrTznZdMjmNowWWUDQlBI9saKWzmMf7lh29fGlVPVXSnFIyDMMw5i8zuXyUEFKGuzKFpC/n82c/2seD6xdTH7O48tRampM2jhQ4EjSSahf682ALsIRAWraZYDbmvEBppICdvQWe6hjhshNrUFpQGRGcWOfiKdg77OFIwbolCbZ3Zmkb8sgFgqRJzGMcITsSIactdg0GHMjkOaHWZUWtixdobCmQaG5a3RTGZw0PvDzIxcsriMz0CzeMo4DlOAwpGwEEWrNpzQIiUlATs6mPQtuw4uzNbbQNebz80eX8qifHlU8c4NyWOFetrCfQYc7diARbKHpzmloTz+cVT8HPOwrkfZ93NyfxVZgaJWppNIK8gj85rgph2oUxzexIhJ6CRKDxFfx3T9gOz2pJsrBYu+Om1U3ELVC+yalsGIZhzF9vWkG/CZgh3ySElHR4DgeympwPf/aj8BjovnSpuA2suWcPS7+5izO+38aL/R4DBY0tw/xxVzzWyUtpibTNWoExt7nFwmp37hzg/CUp1ty7h+V37OL077fRnQ1wJaze3MYF9+/lz1dUsbIpRmvKwXorI50xp9iRCHuygiEPLt7azrXbe9CAH2heHihw5eOd7Br0Wb25jZZv7OLMu9p4T0vSFFc1lGR71QAAIABJREFUDMKJ5QMFSWcm4Jy727jkxx3EbMk//ryXdMEn7Qsu3npwJ7Mjw/h++3nNPNKeYemmXZx7Txt9uQCl4R9/3o9r4vm8U2oX9XGXsze3sfyOXZy9uY19IwoFDOR8Lt7ajik7YkwnISX9viAiIeGE912ldnj699tY+s0wPvXnAjPONAzDMOa9aZmNFEKcpbV+YoLP/6nW+rsAWuuK6XiuuWhYOxzIBIx4imWVsnyT9flt3Xzn/AU0xsceA2yIW4DGEpr9mYDOTMDFW9t5YmMrleYctjEHSdumPwjz3UatsBr3V7YfTBfTGLeJWoqrn+4GwqPWvoIbzmxA6XBSmmBm34MxO/X5Fq8O5jmmKkLbkEfbkMfDbWlWL4qzJOVwxSm13Px875jURY2muKphIKSk17cRQpPxAp75YCtag9aaL62qJ2pL8oEuj3kAHm5Lc9XKeq6bIL4/uS/Nh95WFebUNflL5w3LcXA1XLWqnuueGdsuXEshUPz1Tw7QNuSFk8tmK4sxTYZ1BE8LLBtyviQVURPGp/qoYrigMTe6hmEYxnw2XeusdwshbhBCOABCiCohxPeAL0/T489JQkrSwiWnBE1xm4QjSRcUrSkHgO2dWT70o/2A5vhal5akw/G1LvUxSdyW3PHCEB94oIOvnt5AU9w2OzaMOaPUN/q0i2e7vDwiOWtzGx94oANHSpZUWNy8uomT6qK0JG0StuZLT/fyzZ2DALSmHGwBC5MOTQmLpNlFahwB23UpBJBwJIHS5dj8l4908t3fDlETlRxX7XBTsS0urrBpcDwCz7Q3Y36Tts0r2TAVRj7Q1McsNAoNZAPB+i3tSMGYfgVh33q5P8vXR8X3lAO2ELynOc6ymG9y6s4TQko826Xbs8kHsCRpjWsXeV9z0Q/2s70zG173ze5RYxrllSDQECjIK83j+wosTIqx409LccmDXQhTt94wDMOY56ZrGPYO4GTgWSHEx4BfAQPAKdP0+HOGkJKGpb/HiBWjw3P4Ra9HoMG1BJaAupjk3nUt5ZutzozPgYyiK+Ozf8SjEGi2deT460c6OX9pBee2xPnYwx1cvbLODKqNOUHaNkM4eFoSIMkoyYZiAajPnVZL3NYMFqA97ZMPFP+8o5d9I4pH2jNAOLF899oW+vM+toREptfkIzeOyEggsSSMeIpNL/Szee3B2PyNnYPsSwfYAqKWwpaQUlnT1ox5Tdo2uDH6Aof1W9rRQG82oNqVdI5odnTn6cz4tA15BEqP61etKYdjq2NUWx51IkuVzuL6WWJBjqTOm4nleUDaNhk7HCNngnB3uwLSPkgR/v4lij3pgPPubS9PLG9e20LMmtnXbswddiSClJB0IB+EC2F37hxgz5Bi96DHufe0seSbu3j3XXu5ZlW9SYVlGIZhzHvTkhZDa90hhLgI2A78P+B2rfXHp+Ox5xLbden3JMoGIWD/SMAnH+3k3JY416yqp6XCYV/aJyI1j2xYjKdACujKhJMV1VGLD/+4g86Mz+3nNfOV7d1cf0YD39w5yLFVkXBQbeY1jFlKSImyHYSQpPOKnqxHQ9zGC0T52PRx1Q79eVGu0H3frhE+eFwV33txgAcuXIQtBRFLkLA1XVlNTGr2du6nsuLYGX53xtFISMmwdiiosFhYVQQGfUnSJtyDFIS5PutjFhcsTY1rZzFL050NEELQGg8wtXyM+UTaNlgO2QB8DVELLAH7Mwohwrgt0FRHLQYKmvVb2rnzvc10ZXxaUw5f+3kvn3hHzbh+Ve8E+AUzmJlvLMfBEzavDgcE2qcyIsvj4HygSTmCjC9RWvP1Hf18/KRqfnjRYqQIazFEpMYyKTGMaWC7LgESR4IjwoKim37ZX07JdsUpNTy0fjFSCFwLUpiFL8MwDMOYrpzLJwPfAV4GvgDcJIT4LvAJrfXAdDzHbGe7LnszMFwId1NWC5tLH+qgbcjj8++qQQOFQNOV8blz5wBfeFcd2UCPyisnOJDx2N6ZBeBjD3dw41mNWFLQmnKIWAKtzcDGmJ0sx2EgkKSEpK8AwwWFFIL/+dMD3LS6idaUQ9uQR8y26Bjxy/3kUyfX8r0XB7j0+OryxMR/7RrkwuWVxG1NTJvZPmNi0rbp8S1ygUAKqIlA24imMaYYLEDEkuQCKCV3dST81Yk1KB1OdsSs8MhsddSi0lb4edPWjPlBSIl2HAKgNxemuqiMCAKt6fMkwwVFpWvRmnLI+mEO/ErXom3Ioy8XlAv2fezhDgA+e1odESlwJFRbnplYnofsSITOvCBqwUVb2nnyA61YAvIK9g/7NCfCRcDOjE8hUFywNMW//rKfS4+vRghB1BKkHEFEe5iRsDEVdiRCXksGCgrXkqR9EFqXF5ivP6MBWwpsKahwIONj7r+MGVO1ad9h/8zApQvfhFdiGIYxfWkxHgH+j9b6Iq31FsI0GRnC9BjznpCS7oKkJxtWFIvbFoHiYHV0y2IwHxCRojxhdv2zPfTlAvpyAVIIvvxMN5lR91ttQ+GuTqXh3nUtxG1FTJsjWcbsE07y2dhS0l8IdygpDX/2o31csqKK3qzPpjXNtKYcPKXHTCzfsqOX05sT9OcVlhDcuqOXM1uSRCQ0uJidJMaEhJSM4NCb07z/vj3c9eIgAwXB74Y88kqikfgafAW7i3F6qKDYP+Kze7BAfy7A1yA0pKSPn8/P8DsyjLeG5TgM4dCXlwwWJEKEW0WzfrirNB9oMr7mf/70APesa2GooEg4srxb+Ybnesux+8azGvmLE6qJSEGD41GpTVqZ+UhISY9nIYQgFxQL8mrwVDip51qCrB/gq/Ak383P95GwBecsStKdDdg1UCAfKKJSmfZjTNmIssgFoLTAD3R5HJB0xra5nqyPp8IFMcMwDMMwpmnnMvAurfXu0j+01iPAx4QQfzRNjz+rDRMhX9yFvGugQEHBwqRd3o3pKYg5ElvCFafUcvPzvVyyooqGuE1d1KIv5/FIe4Z1yw7WIW5NOTTGw4ImkZhE+gUzkWbMSv2Bg68gT3gz6WuojYW73GqiFpc/eoBbz2nktnOaxizA3LLjYD9pjNtURODyk2txJaSswOwkNSY1TAQ/gI1bw1zeH3p7FZ4KC/cVVFi8RxHuVr75+T6+8K66MT8fdyRSQIXIE5hKqsY8IW2bbs9GFNMUOFIghUAXJwIhjN8NcZv7d6e5/ox64q7Fzj5/zG7lLz7VxdUr61heFSFmCyrJo3zTj+arYR3BU2AJgZTh+NZXIICBfIAU0J9XLIpYYzZgXLKiikpX8HvVLtUR8PPZmX4rxixnOeFpC024uDzoBdTF7AnHARURSYX0CTyzoGFMjyPZhWwYhnE0mZady6Mnll/z+f+ajsefzWzXJRcIAhXuxizt4PmvXYPcUyzc58hwUP27IY9KV3DZidXURMPdzIP5gK/+rJe717Zw584ww0hryuHedS00RXxcP4so5MzEsjHrCClJCxdPgS3Dgbwjw51JlgjTvfTlAjozPpc/eqC4Iy7g6lX1YyaW66IWllBEgzzVOks8yOIXzMSyMblcIPBHnR4JdNj2RjxFUGyPgQLXgqtX1XP9sz3kA40tBcdURojbkMQzcdeY1UoxuE+7pIWLkOOHhKXvGRYu/YFDPtAExTy4tgz7jhACS4b/7sr42CIcp7zY73HrL3pprXD4zDsP7lb+2lmNHFMZwZGaSpOrdF54vbaWV2FB61Ic3rSmmd6sjyXhQCbguu09dGcDRrxJrv8onMCcHjEOj5CSqkXLx7TJXt/GLy4wSxG2v6c70ly1cuw44PeqXRbFNIFndi0bhmEYRskRTy4LIX4z6u97hRB7JvqYnpc5O5UK+FkSNr3Qj2sJRjzFnTsHOL4uzpPtaR69uJWkDRELXEsQFO+xXEuwtDJCY9zi1nMa+b2k4tbVDez+6DFs27iIY2K+GdQYs5aQkt1ZmzM270VpjVOcqBjIedTHLCLFG8zSbrfOjM+GLe1ccH871a7glnOaOKkuysKkTVUEaqWZ6DMOjR2JlCfCWlMOEE5oPN2RZknKIWqF+ZSjFnSM+KQign98TyMn1kVpTtjEHUFVRJrj18asNjoGL7tjN2ds3svurF2e9BNS4tkur2RtLn+si5wPheKEi1WcRI7ZYT+yBNgCKpyw+KUj4a7igvj5S1J88akufKX52llh3G5J2lRFtInb88RkbU3aNjkripTwg1cGsWV4U5J0BJ7SRIrFVK84pZYrnzjA8d9+le/+doCvrx57/c90vGrakXFYSm3yvK3dY9pkaZODa4Uxrj5m0Zhw2bYvzY1nN3FiMX4tcAOzicEwDMMwXmMqaTH+atTf/3yqL2QuEFLiWS4Q3oANBeFRUUfCh95exQ9eGeS9SyrGpL7oGPFRcZuGKAw6kr5cwPKqCEqHE8x1rsLP51EKkvjhOUFdrjFlGEcNISXD2kEDCkmgNBGpqRDjJxDSuHznt738dOMibBnm7BRa4WsJQUDUkjTGLS47sZoqV/DDixbjSIhbgmRpp1uxLxCEfxjGG7Fdl96CJCJBoNm8toWNW9sZzPssr47xy+4M72tNoosloWK2JO9rpBRINJ6CKBrL90ybM456YUyOkFdgSUFUHqzNkJUR0p7Pg+sXE2hoT3tc80w3t65uJGX7jOAw4sH6LW1sWrMApMQW0D4S5k52LcFQXuHaIISkoBTag2o3PIlVFxXccGYjWV9x/RkNjHhhj2lwvHBhxsTtOUPaNv1BWBPBkYJqyxuz+DasI3znt308cOEiLBme5Hu4bRhaknSMFDi53uXMliTPdKRZuyRJwpF0Zz2yfpivOx8EPLh+cXlcXBsJx8Wl6382MzJzb944qgkpyQqHnArHpK6EClEoj0FHt0kvCLClRcKGiIS6mMVwQeFIOH9pinwQ5v+uMUVHDcMwDGNCRzy5rLV+ctTfH5+elzN72ZEIGS3IBQo0dOc0NVGLfKDJ+orGmGD9sZWg4bhqyU2rm1A63PXjCBj0NA1RSDpOOIFhFaum580Axjj6WY4TFuUTGq0F+UDja9iTDmiMOzQ7ByeY7UiEGJov/H4taQ92D/msqLbJBdAQl2htMVCAuqgk6RxMm1EXUfj5nJmQMA6bkJK3nXACXXlQOoyvw56murhwEbUANImGBF05TSoiSFqC+ijkFeU8zI4F1ZZv8sMaRz0hJa/mbP79N31cenw1lgaNxBMOi5cuI680y6sc8sVF8KUVDtefUY9jCwZ8h7yCAxmftiGPhUmHAxmfxRUWNVGLoXxAwpF0ZgKWpmwcCWkPtATXkmQDsIXEjUDUtgiUptIRVAiTW3muCQvyWuQCjRRQ8DWBtqizKU8wRx3BZ99ZS67Y1iwJ64+t5D13tXHne5sJimPe05uTpH1oTkDCcfEV1EUh6UgzLjYOm5CSjAxzKJfaZ96HSNSBQPM/Tq2moMLF5qQtUEjyAQwUFBUOLIhDKmKXr/8JG1LSM6eWDMMwDGMSRzy5LIS49lC+T2t99ZE+x2xhRyJhdeHiAEQI2LCljUc2tLI37eEFmk170+FARksKfjhZFpWafSMBcUdiCUg5Ho4+uCNTmfGLMQtI2+bFYcF12zu5/owGDmR8Ln2og7Yhj9aUw7ff10y1GyGqcggpyWkLTyu0FhSC8OhhS9LmB68M84fHVKI0xG3KN6KONDeUxpETUuLbDnlforTClpANYOvuYTYcW4lVzK/sKU3CEQSBRgUarQo4QE47aCWIFnfhm8kxYzZI4/Lvv+nlg8dVccH9e8vx+IELF1ERSRKRmt6c4ndDHglHMuIpjqt22JcO2D/iU+ladGXCXcqBDuN0Q8wiHygqXYuIFMQdScbXaDSVkXBiZtgLY3alyKNLeb7Mias5Ky8cenMBG7cebGOb17ZQUeHg4GNHwp3z7emA67Z3l3MlN8Vt2oY8+nIBS1IOX9jWzf96Vy1LUg4ZX5YXkfPFMUClzppxsXFYfMsBLce1zyc+0ErKgVcGFdv2DbK2WCzdVxJFODb44+MqGfEPLixHLEBgJpYNwzAM43VMpaDfokP8mNOElHQVLLIBeEFYkCQoFoqyJdy6o4/GuMUFS1O8+/t7WfLNXZx7Txv9uYCrnu7hAw/so23IY/egx7COzPTbMYzD1h84XLe9mxvObCRiSVqSNpvWLGBlU4y2IY8P/7iDbCCQts0ALpkAsn44EaG05s6dA+GupYVJzrm7jeV37OLd32+jOxtQ4YBEmwG9cVikbTMoYvToKAPaZaTY3gpKlHMqn74wyZl3tbG0GJPTniZqQY3IkdRh6hWtFEmdH/M5wziaCSnJWS4FDX99Ui0jnqIpbrOyKca/nbcASwh6sgEgiBRrOyQdUfpp1m9pLxceLuW8L/29VHi1bcgv95019+5hxFN84iedFJTG15pAadNX5olSoeofr1/MCx9exrktcTZubaegIC2jdObD8XFz0uLGsxtwrTAGW8Wc9zc810tEwpdW1fMnP+xgwb/t4vTvt/HqoMdgwUcAGXP5N46AX9yJXBGRPHDhIv5iRSVtQx6OCBfBqlyLC5dXUlACX0tygS6PDVZ9r42F39jF6s1t9OcDbPHGz2cYhmEY891Uci7/XGv9zwBCiOVa613T9JpmlWEdKVcPtmW4M0cUK6V/e+cAV6+q59pnurnilBoeWr8YKQSOhEArPvPOGl7oK5Bwwjn+vBIkzQDGOMr9/+y9e5zdVXnv/15rfS/7NnvulySTTMgFMCgFfthApSEUsJbggQC22h4PoL1yVE5bT61W1IqnredoMbal7fES+bW1WgFvYKtSuSgq1Yq3RCDhMjAJk7nPnn39XtY6f6w9OwkkkJAJE5L1fr3mNTN79t7z/c48e+3n+6zn+XzmtZUjbXXpfAn/+xf70caQUYJEC1a0BXzmV5Zx4wPjfHL7LDkFOyuSP/3uKB88rx8DeFIwUo65/sxuPvuw7R7518tXIAVNbUWDEFYb1+E4VJTvs6Ms2HzHMMOlmMtWFfjwhgEMVgs/MZCmmq6MeFa8pdpQFhnaROSKY46XHEJKJrVPlApqSUp3RjBU9Pn8pcsYraZsvmNkv4mS//nNMUarCZ+7ZJC7nyqzpqOr1U16y/YZ3npGN3/1w0muP7OLG9b3cvOPprhmXed+GriegEhrvvhYmb9oru2B1eBwHMdIz6OGz0RdM1W38iiJkbzr53t57zkwVk25fJ94+/RrltGZkSzNexQCid807b3267t597fHed853XzjyiGipnzBWLOiHDV1nF08OQ4H5fuUIivt0xFA3vd458/38mev6uXpyt7Y3HHNGivnktrcQApacln75gahstN0DofD4XA4Ds6RdC7/r32+/sGRHshLlYYWyKZTui8h1bqVNH98+yxfeWyOm84fYEVbQKAEOaWpJIbUSPK+4lOvHqASayqxRkqbsDscxyrPdH3/yA+nGa2mfOwnU6QGnq4kbJ9qMFKO2T7V4O1nd/P2szqZi+FPvzvOW8/obhX5tDFseXCKvCdY05mhkdritCcEOU/QE0oaqaZNxIt92o6XCEJKJhOvVURbP5Dlfef0oqSNN21ACdhT08w2NFklUEKQ9QQdgSRUUEpgUvsIeSRvjw7Hi09NBEzUDe/41h48AaUYRuZiqgmt1wTQmii58Rd6GS7F/K//GOctZ3QTKtHqJp0vLF+9roNASfqyired2U0xlCxv8wFrrvb2b+7h4em4ZfKXUcat2cc50vMoG0VioBJrOkPJTGTYNmnf+2NtuPyOES4czLHtjav46uYVdGYUHjDdSBHYvLngC26+YID/tq6D4bkUTxgynsCTghVFn1BJjDF0KhdPjkNHSMmOsuCi24e5+8kyQki2TzXYVY5ppLQKy29a125l10LbST9WTYib8j2ZZm6QUQKtoZFCu+c2nB0Oh8PheC6OpJL5qBDiw8A2wBdCvOlAdzLGfPIIfscxj5QwNpcwkFMoAbEBlWqW5BU3XzBA3pf8bKrBqnYfX8B0DE+UopbG4cqiz8kdPtMNjRK2u3N1VrquOccxyZzxufyOp1pFimtP6+SSLz7FVy9fwXgtwQDX3T26f3fc2d1UY7jp/AEuuG2Yr21ewVg1oTOUvHt9Lx9o6jBON2x3SFcIsdEoJO0ydRq3jkOmJnwCQcsBPpCCn0016MspKpEm4wnKsaEtkDw2G1OKDJVYs6rdp80TlBPBJ39qdWrbCj6+biz2KTkch4SQkloqeN2dI9y0oZ9cIJlppAzkPQzwtc0r2FWOeef94zwwWmO4FDNY8Fk/kOWG9T1sm2zw8u6Qz10yyOu+MsKffHuM96zvYW1HQMYT5D0ox5pYQ86TRCnc/KO9RejPXzpIe2DwktjlL8c5ifSZrmpyPozXUk7tCthVTrju7lEuHMzxnnN6+e6vrWBXWfOu+8daOsv9OY9V7QHawGwjpRBIxmu2HbQUaaqJYUnOkBrBdEPQk5GEUqMjp4vhOHTmTMDmO55kuBRzzWkdPF6KW3np7t9cw1cuW04xEOypaipxCigCCTlPoIQmMfDIVKN1nbaq3afoaZKGywccDofD4XgujqS4/Hrgj4A3AD7wxgPcxwDHdXE5kLZ7Z7qhaQsEfRlFObGuwqd1h+jmmJUvrafNnn2SnKGiz9aLl3JKp3Vsx9juovuvWk4Bl8Q4jj2ipp44wPqBLN0ZyT1XDpEaGMh7XHT7k/t1x33p0RKvP6WDK+8c4ZZXL2W4FLOrHFNoGkF5Ej5y/l7JAonttusMJDp1rtyOw0MIye5yypV32s6k/3j9SeR9afUShaAUaZbl7dtetjskaZpFBUrztz+e5Q2ndvC7p3dy4e1Pce9VQ3Qs7uk4HIfMnPExGG7a0M/pPSEZJajEhiuaRZb5fOOTFy9hTzVhy4NTKAF//qpeSpHhurtH+drmFfzLIzPctXkFCAikwFdQja2fhEJSihI8KQmU4C1ndCOALRsH6PFTkqju1AtOAEoxPFGKeXl3yMmdAUoI3vjV3Vw4mOP3fq6LhyZrnNKd5cYH7LTSm+/aa/D79c0r8CXMRYbOUHBacx32pNXCr6Wa6YY19a0mGuFJsp7ncgHHIaOBrRcv4eQOa0b6xq/ubnUq767Y/OCrl6/gxgfGedcrewgUZBTkfMkj0ykv7/bIenvjsjOApFFb7NNyOBwOh+OY5wUXl40xjwC/CSCE+HdjzIULdlQvIRSatkAyUUtpF4rxusET8Pc/meL1p3TQn7MiyqGUSAFbHpzcr/h27dd3c89VQ+R8SJu3RVrYSrTDcYwRSLhsVYHrz+xieZvHrkrK+787zpaNA8RatKQI3nF2N10ZxVDR53/cM8rWi5ewsugzVPR55/3jfOrVS+xrJvSop7bIXI01QgiW5CTEDbTrfnMcJrUUbnxgnM9dspS+nI8Btk8maOzFoxSK6cjKY/jSIICOQBJpwVn9WTwJ2kiGSzGJxq3DjmOeeQ18jWSynvLt3RXO6ssQafjwf05y04Z+ujKKqXrKlgcn+e1XdAJww/peZhsJy9sCLrp9uLXx96undPD2b+7h+jO7GCz4RFqwpxLzf/5zkuvP7KY/p8h5mloiibRBYH0kHCcOEji1KyDWGl/KpsljzB+/soeJasTLurPUUsPV6zpahWWw99ldSVACerKK0WpKX06gmxLd5UiDaEqr+IKxGkSpYU4q+nxcgdnxvEjPo9IwLC94zMVWr3sg53HThn5+fiDDj8YbfPOq5SAEH94wQHsAlQR2VxKKoaQ767GnZmW0fGlsHnBECpIOh8PhcJw4LNQ7ZvlANwohbn++BwohPimEGBNC/HSf27qEEF8XQuxofu5s3i6EEB8VQuwUQvxYCHHWAh3/CyZrYrozsKzg284LTxA2O3pWtinmYjAIpiOINdz8SwO8aV176/HDpZhUYzuBmu7ZgXS9P45jCyEldRXiK8kN63vpCCWBklxxx4jV5JS2w+PtZ3XyD7+8lL6chzYGCbzrlT0MFT2yCj5/6SCj1YT7d1VZ0eZbTTvPat52ZRQ9WZiJtNO7dbwgJPCBc3sZLCj8ptnkqnbfFi2A7D6a3kVf0pOBbz3dYKJuOK0rIKsgNYahou8KZo5jnn018COtSbXhrc1uYgW89Yxufv++PbzjW2N0ZRQf2jDAuq6Ql3cF3PjAOP05D8HeaZR33j9OVloJo8GCz+5KgkAzkPf5yMYBTun0WZqXjJQ1j5diHpmOiLTmCztneWQOt26fAEjPY6Ke0kjBlxJtDErClg29tAeC1R0hkYZUG/pyXiu2wE47rW5X9GQVOWXzZqCVA3RmFL0Zmwt/d9RO7z04VmGqYSgbf1HO1/HSQUjJWOwzUUsJPSt9lfHg739pgN6sYk81RaGhOU3qSTuNl1WaUEl8IO/tnyN0BCBSp/ntcDgcDsehsFBXAhcc5PaNh/DYTwGvecZtfwz8uzFmLfDvze8BfgVY2/z4beBvD/dAFxqjNRmT0hGCEoJE25Gs3XMNfjgR885vjQGCPdWEegqe1Lx7fTePXruar12xgstWFfClLTzfN1LmC5cOOjMcxzFBNpenrkIqKsuu2OfJsmayYfjMwzNoI6jGhuFSTFdGUYoMwmjedkY3AF0ZxbKCT9aDFUWPUEmmGppEG26+YIDTejLkPfAVpNrG/1Rd89t3jfFEKaWCu5B0HD4aGGqTzEbw8HTMbY/MYrAu8O2BROzTifyZh2fp+LvHuO7uUZ6upPhKUE9hspZy26ZBZyLlOOaxGvgjDOQ8ZiPDr/3rLiqJ7cxPgTfftZuBnMffXNBPJdbsahqt7qmlvOuVPXYDRtlN7fUDWW78hV768pKMB+2BYGXRBySetFJfQsCOmYTNd+xi463DXHf3KKOVlM1r2/n0QzPMESz2n8RxFPHCkInEZ/MdIxR9Q9R8784pw6ZVbZRiTS0FYwxbt02zquix/b+t5qGrV7Ptjav4640DhEqyJAdKSdpYkeTpAAAgAElEQVR8KyuXaki0nV76+c8Os+KTe9flX1ha4Du7yjTcIJPjeZgzPqPVhJM7rNRg3rcTo5E29Oc83v/dcc5dkiWnJLvKKeffOowQsG0q5cfjVTxlTX09aeOxnkJgUtcx73A4HA7HIXIkmssIId7f/DLY5+t5VgHDz/ccxpj7hBArn3HzZewtTN8C3AO8o3n7/2+MMcB3hRAdQoglxpinX9AJLABCSsrGp9GAjbcN79elMVT0uWlDP1FqXYgHch5xBF0ZyUzD8Dc/nOI95/RSTVIynuLcpQW6vYQ0dlm0Y3ERUqIGVrJ9OqWWxBQDSawh0mnLxO9rm1cwVPSZqqf8aKzKq1e28XTFSr0Ml2Ieu3YV5dgwWTdklODJub1641+4dBlLmkZTF96+/+vmhxMN7rlqiOzinb7jJUpnABMNwWOzEf/3J9N8aMMAb79vlLee0U3Wk2hjXeHPv3X4gPJEWQXL2zzaPU3ScBeUjmOb2Fgpops29HPFHVZnXAmYbiS0BYrhUszWi5e0NJX31V5eWVRUE4Mv4d+vWE5qBMXAMFEzZDzBQ1ON1mO+9/ohlrUpGqnkdV/Z9azXzt1XDnHtaZ00tKCwyH8Tx9HBC0PGGpJE203lxEiMMYxVE0Ll0xwOQQAj5Zhr1nUwE2ken41bxmindIaEEqYjyXd2l3nVshzVBHwBBslFn3/qWbH19c0reO3qdlInU+R4HiJtr7UGCx7GWLNe3RwE1Qb+9oI+RiqavC+58s4RLhzM0Uhp5azzDBV97rlqCG2MKyw7HA6Hw3EYHFFxGVje/Cz3+RqsfNpTwPte4PP2zxeMjTFPCyH6mrcvaz7vPCPN2w5YXN6xY8cBv14oOrq6EV1LUdKa3eybnID9vi/noSTcsn2GLRsHaKSCUgQCwd9d2M+H/3OK636um0DCdd8Y5Yb1vbRXppiZmlzw430ujsbf50hYrOM5++yzF+X3HojF/J/0r305j83aYvAtr7YyF6/+/JPctKGfnmzY0ufcevFStjw4yQfP6+fR2ahVjADIeJK5yPCBB8b48IYB8r7Vsr3xnB7O6MtS8GAmOvDrJtWwY+fCnf+xFt8vhOc7hxM9dvsGloDMAoY1HQEf2tDPnmrS0v38j18bYi4GDrJWpxo+u3OW/7KmndlEsnuRY+alFLMLcawnevweLqtPPgWBYKjo05VRrZieN0yVQnDZqgInFQN2VRJu2tDPB78/yQOjNb7yeIm3nNFNPTXkfQEIssJQTyVzUYIUYr/1ui/vE6V2yuSArx0DnhQoATseOfb/dgv9/z3eY7ejq5ts7zIaqSHr2ZiLtS0i92UVibaGvGDlBr7y+BzXn9lNI4WXdYV4QpPzFHVNSyLu3KUFEg2TtZiVRdtpeqDYSgwIA56O2PHYwc/tpfCaPRocT2vvkZ5Lx/I13LK9xOk9A4yUY3qziljDeC3Fk5DxPFKd7qcRftA1Tds1bTHXs2M1po+l4zpWYhcOVHPILd7BPA9H8394LMXHi83hnvuxEr+L+T87keMFXrrn/1yxe0TFZWPMtQBCiG8bYz52JM91iByob+GgAsVr164F7D9u/usjPgApqQkfIeyYfy1KKQa2gDxU9J+1+92TUfjCmucEEmItmom4oZoIfucVnShhSLXg6nUdXHnnCPddNcTa7q4FOd5DYSH/PgvBsXY8i8Vi/g0mjGwVF6bqKf1N7cQPfn+Sz1yyrGXM99Hz+/ntV3QiBK37A7xpXTuN1Cb1V6/rQEmoxJotG3p51bICsbZSBfMj2c983fhq4c7/eIinl9o5LMaxijDLbATTDc0Vd4zwtc0rGKsmLd1Pgx13NRwk5iRcf984m1a1EwGnrltHGi+ONMZL6f/9UjrWQ+VYPx8hJdMmRACfuGgplVi3Ynp+XY7SlBvW97YmqoaKPp+4aCnlKGFFMSDW1uRypqF5upIykPfwJXRnFdrY9fqyVQV+42UdxKl93QQHWa+NMQRKIDn2/3bHY7zuy9E4t1mRpZ7aAvJ8zOU8kELQlVVEKUTNBs9dcw3ecGoH533Oxt1lqwr83wv7mI4kOc/KDRR9mn4k0JfzmB/WO1BsjVUTVhZ9OpWh8yDndrz/Tw/G8XbeR3ouQkree04vnoQtD07xrmbxOO9LOkOPRENbqBDY2JJCPGcOKszirWfH6v/2WD2uY4Fn1Ry+tWuRj+jgHK3/4YkcHy/lc3fr3OJwvJ7/gmguG2M+JoR4mRDiBiHEXwMIIU4RQpz+Ap9yjxBiSfN5lgBjzdtH2L9DehDY/UKP+3ARUrI79tlV1VQSw9OVlIKvADvW94VLBxkqWq3YoaLP5zYN4klDqGBlm7Kay8IWOEAQpYbYWJ1PI2h1HzlVDMdiM18MHir6fPD7k3jCxvQDozUqUcJtm6wx39vu3QNAIEXr/usHsrx7fS9Jc0SxL+fhCejNKi5b086Vd47gS1tczkjN7c943dx+6SBtRzpT4TihkJ5HKbaay/PyAIES3LJ9hp6MYqjokxqIU40nDhxzXx8uty4qUw2x8JxBmeOYJFIBibYTU3/1w0mynmjF9AOjNf7sexOESnHlnSP7yQyMVxuc1pPl0w/NNA0rBY/Nxmx5cJL2QOBL6x0xVk3ozSo+eF4/kbaGbb60ec4zXzu3bRpECkO7b19/juOPWNucYKyaoIF/e6LEnqqVw9IaAgmBNPjS0JsPW2swwPVndlFNJdP1tGWiZv1HQAkrV5Aaw5Nz0bNy6H/45aX0ZhUdgfU3cTieC6M1S3OCrLINPX/2vQmEsPIY81rKqYZQwZ2XLceTdqPjQPlAILVbzxwOh8PhOEwWpIQjhHgdcDNwG/DrwFuANuAvgItewFN+Cbi6+firgS/uc/tbhBCfAdYDsy+m3vKc8dlTTanEmjZfce3Xd3PXFUM8ORfxsq6A/pzgvquGWol4IG2H8kykKQYSJTS+lCgJsw2DFLZzQwr4wo5ZlhfDVgfdwfuxHY6jTyBtMXjrxUu59uu7+fPvTXDbpkGuvHOEN9+1h09cNMA9Vw6RGIMnBV/aOcs5S/JsvXgpflMmBgy3bJ/hg+f1c/uOWTatamuNI/5wrMYrB7I8XTF0hoJ7rxoi0Tb5zyqNEu4l4Dh0ysaOVQuxd8TVl/Dec3r5+E+n+Nwlg01jHxgtpazt8PaLufFqzI3fm+T2SwfxBEgFpRg8fAo0FvnsHI69CCmpJMIWSozhD/+/bt74VWvcd9fmFUw3NJ0Z2328bzfe+oEs5y4tMFJOuPa0TnxhqGrozyneekY3PxxvcHpPgCcFXRlFJdZ4EhqpIQwEcaKJjWS8Eu332gmV3bSZizQZhXUSdBwXzE/qedqup6ESJKnmup/r5vfvHeWm8wdaWsvlKGVJ3qec7B93ywo+jdTQlbGScKEyNFJBRwDVxCbLY9WELQ9O8aHz+rjvdUPE6d4cWqCRaewKfY5DImtiJlOfvqzgI+cPAIZV7T6xASUMQgnuearMyV1ZejNQS2Fpfv8cNBCaqTosyxvc27/D4XA4HIfOQrVlvR+42Bjzu+y9tPgR8HPP90AhxD8D3wFOEUKMCCHejC0qXyyE2AFc3Pwe4CvAY8BO4GPAdQt0/IdEpO0IX96XJM0LNyXs+FU5NiRG0OabltNwI4VqYrszlDAkBpTUTNcTPGm7g7SBemI4rSfHLdtnuG3TIJ1qcUaxHY558p6hEEh8CV/bvIL/eXYPvVnJvVcN8U+vWUpXVuFJmIs0X9o5y2tXtzOQ9zil02ewzY5Jj1YS/ujsHj7+0ynOXVqgFNnXxlDR5/I7dtHuaXwlGKtqYm1Qza7+nAJlXIXCceg0NGhjWuOuAMZAeyi4/sxuBvIKCWQ86M95zMUCbWxhrD2AttDjritW0B4Icp7tZko0RMY5SDmOLea7ltsDgzGGrozi7iuH+MfXLG11hl50+zCjlbj1WgC48Rd6iZvTJEoKHp6JUUKQ8xVvvms3eV9SigzfHCkTKhjIKTwp2LptGoWmkoJE058P+OLOWaSwHa3zmzrV1BZ2HMcH85N6czFkFRQ8Ky8wWk3RBq5e10GkDY3UIDBUEsGDYzV8yX5xlxpItQEko9WklQcg7PZxRwDtoeSPzu7h7d8aY0/F5tWptmtwQaTOVM1xWPjSxqodLBXkPEGcQiky/GyixisHClxxxwgARaWZacBoJcFgMAa0kCzNg4ijRT0Ph8PhcDheaixUcbkPW0yGvQ2HhkNoPjTGvMEYs8QY4xtjBo0xnzDGTBpjLjTGrG1+nmre1xhj/rsxZrUx5hXGmO8v0PEfEoG0shaVWDNWTRgq+uypxlx/Zje7ygn1BM785ye5a7iML+24nxKCjJKUY0G7L5mua2qJINW2uyijDF0ZyckdPh/dOMDJBe0SaceiE6eGngysKPo2hj2BrwQFD3ZO14lS2PLgJEtzkivXtIExKDQF00Brw0g5JlR2zPrSVUW6s5JioMh7cNsmO4J44ReeZlkeBvIeAoEQ9gJWAEnkknrHoZM2zaWqccrnmyOun9o2Qz2BUpRS9O0odlZJAiUQ2E2/QMFk3Xbk5TxBMbCdco+WkubYtisuO44tKok1zvvpZEJnCL0ZSajslBRC0JNR3HvVECuKfuu1ALC8YKeibtk+QyAFWx6cohJZqYJ5bf2t26ZZ05nl7348TaQNEvjVkzv4xlNVluYkqZF0Z6y8EdicSAmDMLDUj510wXHEnPEBw2xkN35nI81ADpa3+ShpGy1SbdhTTRgpJ/gSOjJ2Y3nfuBurJmzdNo3Z5+uMgumGlYybiyHvSVYWPT6ycYDurI8vDL2qQbupuXzYcVjUREA9haermrynEcJ63SgJW7dN050LqCaa4VKMJ2G0DoM5sV8empEgY7eeORwOh8NxuCxUcfk/gTc+47bXA/+xQM9/TNAmYjJK0JtV5DzBP/zyUv7ie5MUA3uxFyrB1ouXcuP3JolSwx/eN0qcaFJjq+wzEWQ9j+Vtipwv6clI8p6kYBoUTc0l0o5jhkoqCaTc66BpoBpr/uL7k/TkAroCuPa0TioJFEyDLlGnYBoYrQmbZirG2JHqJXmPqKmxWI4N7YFodtotYy6WGFsTwcMg4gZJw80hOg6PjDK2WBYbluYVX718BResKGCMJucpJup2Dc4qQ4ep4Uk7iTJeTfabNJmLBSNlQ6gkWU8jnTiL4xgj0fCPP5uhK6OYqkM5sR15sunj0NCGRBs8AauzCfdftZzHrllNxhNU4pR3r+/ly4/OcsP6Xt79nXFSTUtb/zUri3z24RmuPa2T1Ag08C+PzHBmX56nqxqDfd0YIOcZOkSDNr137XccP0Qasp7V7ZYCigHUUvt+7UvoySi2bpumJ6vI+TZTmKynPF5KqMSa+64aYuc1a1jT4fPrp3YwF6Xcsn2G16ws2vU2MTS0aMVUpO3mco9sUDB1F0+OF0RNC2It2PTFp0iNaHU5ZRRccpJd3wq+ZKjoMxsZfAGTkWhJYgij7Rrn4s/hcDgcjsNmoYrLbwM+IIS4F8gLIb4KfAD4/QV6/mMCo+1OeCGQNFLD8oLHTecP0Jf1GGzziVLNkrzi5gsGiLXmhvW9vP1bY3xvT51d5aTptq6pxnactKAgoxvMGZ8pE1IWoTOQchwTpNow1YCRUoOOwBZ/QfKWM7pZ3S6opuBJgZTiWTHbJiLed441UxmvpYzXUnxpTVYMhoaGn0012FWO+fFEg2qi6fVid0HpeMG0sTfmnpyLSY1htpEyUTdsn2rQSDXSpMjEdsSnTRmWP/n2BHONlIyykyZSCDozimV5ye6yHfd2OI4lPAkf3z7Ld3ZXyfmSvAdZT5AaQagERV8wUk6oJjZnmd/8y0pNJTbkfbh4ZZH+nGTLxgFyTTPA0WrCn3x7jAuWF+x67Vld3Nef0sE7vrWHn01FrTymN9BkErdeH48IKSmLECklcdMjoRTD9snYThY1d5wTrfnVUzr41LZp2gPJ0rzHuu6Q5W0+J7V5dIgGPaJGIa2xOpuwNCd47zm9/NUPJ5lpJAgh+MlExBOlmIenG1RjTVakLqYcR0SqrY/NcClmsm4lroKmGemSvOKC5QWm6gmf2zTIzT+aYi6BbZMNRsox2yYblBMoCCfv43A4HA7HC2FBDP2MMQ8JIU4FLgXuAJ4E7jTGlBfi+Y8lvDQmo3y6s15L5zNNNe/+zjjvO6eXZQXFY7MQKkVPBv7y/AGMsReEUhh2lTV7qjEr230CKYlMiBKG2MCuuYTerM8SN17qWGRCCbftnOVVywq8+a5Rrl7XQV/Ooz/nUW7m3b4UZBRMJj493l5dRKM1awqGj2wcINE0zfkMc7GhP9DUPUnBD0maJkGdKnYd+44jwmjN2qJoxVzBh3wzxqxJJNSnxzFtBWBvfM93b+4b38ZotJG0BYo20cC4+rJjEZCex3TqEzdjuM3TJEbSrmiZq35s2yzvWd/D2o6AUAmksD4PlVg/yxg4a2LaAp+JWkpfTlKOwROGv//JFG9+eSf3X7WCSEMgDW0isjlIA05p89nSfF15Erq9hKThii/HI0JKqtInSe3U0rx+clZB6Htc/TWbC5xU9Ml4gkYj5bde0UWs7Xu8EoYeafPXfddNozUZGqzOSv5mYx+RFrQHZr81uttLSCIXV44jI1AQxTZud5VjJB6zkeELu8psXtPGy7pCUmM7md96Rje+0BS6XT7qcJxodGzdddiPmbl22VE4Eofj+OKIistCiLs5uK7y7wghjDHmwiP5HccaRmu6Zcyc8ImMQAmB9GzC3BFAgtWQvfOxWV5/ShvTdcNnHp7hbWd0oo2kI/TozXqkRvPd0Tq3bJ/hPef08s8PzXDJSUVKkaYzDAl1bbFP1XEC0+6lbFhe4L6nytx0/gC6uUGijaYUQZtvixdxagt5Wvo08MkrTdJokMYx3Z5hGlsc8aWg00tI4wQf6AArrmxAuzzecQh4YUhkJKWYVkGix09Jk4TECwBDbwATEVRi+/NiAPXUUEsFuq2XqoKcB34K5y8vcO8B4ruWgBdoigF77WkdjhcBISVzJsAICBBW97s5GBIZyCsYq2uWFQT3XjXUeh1IoZmLDG1NI8qTin6zSLL3uY3WLPVj2jyfWpyQ8X0khv9xRidtormh3VyT9y0MpnFMB3HrZ6mr/x23KD+gEQliDd0hBEJz26ZBvvFUmZ9fkuPDG/oBq1+bU1DwJY3UGqNmpCZrnrsxwmhNgYaNpXj/PMDFleOF4oUh07EkkNClNLGGWzcN8oEHxvnTc3vJ+3DZmnb7Hq/tlFJqoCfQ/OynP2Xt2rUuH3U4HA6HYwE40s7lfzzI7cuwUhm5I3z+Y5JWggyt0roXhtS1pJzAPz9kNQs1gjXtVkogal4EdmVgsqb5r199mtFqwicuWsr7vzvOR84fYONtw9x8wQC9OY9w8U7PcYIjPY8na5K+rGT9kjwGYyUwAISkP2trblGqKcUQKsl0BO0BDFdgKB+SNBroJKGdxCXtjiPGFpbZr7Bc8KCiBU/XPVa3Caqp4fFKyuV3jDBcihkq+nzukmVIIbjyzhEGch5feu0SdlXsmGxvVvGLgwUMzQId7I1vAxN1Q9Hz9671DsdRREjJYzWP9313Dx86r4+GNNRTq3W/ut2jkcJUBA9Px2xYEhI3a3gGUM24NUBqDMVAYPSzq3XzucvTj++wBZX52113/gmPF4Y8NKu58k67fu75rTWUUsmO6TLnLi1Q8Ky+d9Lcg/AlSDRFmgXl9BAcvB2OBcYWlq1cS1bBRCT52x9N8rYzOtmycaD5vt7Uim92JwcK2oSbwHA4HA6HY6E5ouKyMeYT+34vhOgG3gn8FvBZ4P1H8vwvBYSUpF5IjCYxNvH+0A+m+dAPpve7345r1vCDsTqn92TQCN5xdjdX3DHCm+/azU0b+kmN1QjL+5JUw14nNYfjxWU69Xmi1OCUzpBzPvvEs37+0NWr8aVgsqbJeqIV96UIsp5N7jte/MN2HMfUteSJuZQbH9gr0TKQ88goyc8my3SGBQySy+8YZrhkLxiHSzHjtZTr7h5luBSz9eIl1FLJVD3m5A6fuRjO+vTjz/pdO69ZQyCtbmOkhVuLHUcN26nsE2nwm/G79eIlZANJOTJM1xM6Q8lcDGA1cF/R7fPwbMpnHp7hd0/v5qRP7nzW8+68Zg27I49V2cRJbDkOiYlIcuWddv1cP5Alr2Auhjf82+iz7rvzmjXIqMYzlFccjhcVISV1LSlFmoKnKSMPeg2285o1FHw4+zPD3Pe6IdIDbL45HA6Hw+E4MhbEPU4IURRC3AjsBPqBs4wxv22MGVmI5z9WEVLydOyTGNhdgZmGwWtq1O3LUNFHCejLeSgJoRKc3pPh8WvX8Jvr2lu3DxV9q5WoFumEHA4g1oa8Lw8ay9b4DDJK8ORcQtTUVbYdpTa5dzgWCi8MKSdw4wPjvPWMbn7/vj2c9y9P8If3jVJP4dylBWJNy3xqnjeta+fUrqB127KClWjpy3n4koPGtydBY0dnA+lKJ46jgxcEjKchT5Q1T8wlNFIbv/NxOlFP6ct5yOaaGje77jSSGx8Y5/ozu54zhi+/Y4Q54x/ktzscexHNGJtfK99xdjeT0XOvkc582rHYlLG5wVQ9BSEJ1HPHbCWxMR6ndkLP4XA4HA7HwnJE2aEQIiuEeCfwGPAy4DxjzBuNMY8uyNEdIwgpKcsMJZFFh1lEmGVGZJkl5NHZmGoCT5RiJuop2abZznxyM1T0uW3TIF9+dJaBnEcgbdECNH/zo0l+5aQ2VrcrQgVbL17Kqnafbt9V5xyLhy8FlViT9Z4dy7duGkRrq7fcFqpWp72VzoAotcm9w7FQTES28HH1ug56MnDvVUPsuGYNf3XBAErSMjzzJVy2qsDtlw6y85pVvO+cbjwhWvGbmmZxrimvkT9AfN+2aZC8Z6UFMsrQ5lzjHQuAFwTMiCwlkWVWZtFBlofn4MLbhznvX55gZXHvBnNqINUwVk1aG3lZb36c2xA3XwuJFs8Zw8Ol2HbeOxzPQ5lwv6JcV0YRa6tPf7D4mjPBYh6yw0EttU0NfTmPWEP5ed7XE91s9pEw0lCuwOxwOBwOxwJzpO+sjwMK+N/A94F+IUT/vncwxnzjCH/HoiKk5PG6x3u/s4e/vaAPDMzEkig1SCHI+3ZUNe9LxqoJS/MeO6Zr3HvVEHGzo/PLj87yi4MFcp6m6EnKAlIj+YOzOvnLH0zzljO6aQ/g1C6fYtMQzeFYLLq8hJVFn3JsWNmmuGfeOErAdCOhmkAntgBSiTWhgkgbir5gNrYmKYkLYccCMa+xfOFgwHhdMlJOiFLNiraArGdVK7IKlND82av6aKSarCdb2qCfu2SQ131lhJFyzJp2j1DZn0Ua2gPB3VcOkRq7VqdaW4kCKWgncpICjiPGatkadkyXOaUry6cfmuEtZ1hZrOFSzMcvHEAIa0b1+UsHGasmDBY8btk+w4d+sZ/YQEbZj+mGwZeCvpxHYp47hoeKvu28d833juehllqT3ts2DXLlnSNM1VNWFn3mYnPA+JqLDQZBYbEP3HFCo6R9j5fNTbjne19XwjbxhBLqGKZTN9nhcDgcDsdCcqTF5Tr20uX3DvJzA6w6wt+xqJQJuezLw9x6ySBKWu3DWNPSmq3EtouzEmtu2T7DK87rY21nluvv2asNesmqdvoyEGvNVKTxJEzXDUII/uCsTqoJiEaNHJA40zPHi4QXhkzGkjil5f6eJUZISWcoSQx8/ckyp/fmeKKpB16JNSuLPo1U40vJqnafvA8qBSEMoRRuc8SxoHjSFj4eLRk23zHMQM7jXy9bwmxsLxZ9T2OwusyVOKEYKCJtNz8yCv7lkRnu2rwCT0I9NbT7mshIGqm94HxiprFfbHd7oOKGKyw7jhghJROR5P5ds7x2dTsX3DbMVy5b3pIgeNO6di4cKtBIDQrDioKgrn2iVPOec3r5+59M8Tund1JPBcJo8r5dp+OchzaG+0Yqdn1+Zgwr+MKlg7SJ2Jn1OZ4XX8H/+c9p/uCsTu69aggJhApKsaGhYfgZ8bX1J1P89zO63caFY9HwwpAggaKnKSUST0ANuG+kfMA1sSg0pdTQn1PNRh/FaH2xz8LhcDgcjuOLIxpgN8asNMac9Bwfx1RhWUhJWYRMmZCyCA9JM67W1EHszyl2VVI23DrMb/zbLp6uJAQS1nX55D1YWfS5/sxu3v6tMTLKsGXjAKf3ZBgseHQEMBtp/umhORIjibRESskTpZhISycj4DhsXkgs74sXhjxcMmz43DBrPrWTjbcOs20qRiqfsYbk974xytPlhFUdGX48XuW07pDBgs9p3SGdAdRTKAbQ3jSbyinJVMNQcDICjsPkYLEsPQ8vzNIRQDmWbG52ev75q3opxbbTM9aGegJBUzN0vJYyUU9JNXSGVgrjkpOKvP2be3i8FJNVAi0k7QHUEih47BfbXRnwtTNBcywMcwTEGl67up1GahguxSgpWhIEN5zTSyM1pNrw0R9OU4ohpwxFX7K8oHjLGd2EUtquOykxRjJWN3SFBl8a1nZmn7U+9+esTJEz83McjGeuuaG06+Rf/mCaSqyppYaMsl2hxUDsF1/FAH791A6yzhvE8SLxzHj1wpBSYuWCnqzYDWgloRjoA66JQ3mJFIJQKe4anmM2kpQSJ+HmcDgcDsdCc8K8tQopSTyfBEmKJMF+/3yaW/M6iBpaxY13nN3NeC1FCIMQksmGoScjObnD5yMbB8h4HlJAPUmQWHficiJ47ep2UmNHt6SwUhqJhm7PtSs7Dp15I8kfTcY8WU6JDJRFyLTIMmGyVGT2OYvNXhgyEcnWWDbYDZSvPF5iIoJGavjiY2Xedu8eKrHm7IE8ibavBU+CEZK+jCTWmul6SpTCTAS9Xop2rfeOw2A+lucSayKZIBlPQxpeljKK6dia8Oxr1res4JNoO+paT21n3TSgPJQAACAASURBVGzDkOwjTwSGuRieKie88/4xrl7XgRSCH4w3uPKOXYxWDUtyEk/JVvOdEpAnJY3dBonjyJCehwiz1FOrlZw2x7aHij6pNhQ8+Mply0k1pNqwdds0v3ZKB19+dI5SLJiJbNwrAaBJtd3ofqyU8F//bTf37mowVdf0ZQXnLi20pGOyClItUVHdFZYdB+RAuXA5hnfeP8YvLM0zXkvZNtng1V/YRU9Goo1oxVdnAI1U0h0KUte17HgR8MKQWIUkSDSSjCeZjGyTjtbQmbEbxRirubymXe23JhY8zUOzCd/c3eAN/7qL6+8bJ9bQ0JBXbo10OBwOh2MhOWHcDIQfYsz+iYQBjPIRWh/wQkxISSDg069Ztp+TdlfGtmyUIqtDm2pDNRVsvHW4dR+wF5L3XDXEcClGClr6X1JAlFgpDU/iihmOQ0JISSR9UiS7KzHX3T3KDa/s5uVdOcqJlQHwJHjSMJn4dMv4WXEtPc9KYewTz/Nce1onsd5bBHlgtMYv3fYk0IzlK4f40XiD07rDlp74E6WEdd3KGlW6wrLjMKnLECU0QggQGpC0+baQBnbzzWALdENFn+FSTGrsyPZHfzjN75zeiRQCje0GnZcn+sC5vWR9xVg1YbSacMUdI63fOVT0kQKmGvb1UksMOU/Qpmu4epzj+ZjfnJsvXrT5Bi+x+tzK99HSo5JqGhE2No2VEHpqLuEffnkpW7dN88dnd9IWSLSBv/uxLSx/9uEZrj2tE2MMnhQk2iCkQCAJlDVLPVg8z+viTzZjOVzEv4/j2MULQzSSmYZGCduZnPegnHDAuJqO9uYVYCeW6knCb9y1h396zTLyzi/ScRTxwpCpGHKezQ0MNlbn84LpCD7zUIk3nNpBasAYmIttvCbaNkqcf+tTz7ouU9LGdeAm7RwnKB1bdx32Y2auXXYUjmRheCHn43A4jg4nTOeywRbN9mX++3LzUkxISeyFLVf3Se2TVdARyv2ctKfqKZVYo41NYrZumyaQ1ihiX4firRcvxWsW6rSxBRJPaAKp0Xpe39MV5BzPj5CSSe0zE9vC25YHJ7n1kkE2Li8wl0h8aWUqvrhzlpGKxhMQqWe7uU+nPnG6t1i3L0oKlLAFjAPGsrTyLx0BzNRjqolgVbvPl3bOErminOMw8cKQamrH/QcygnoqySqYqGtibbuVlbSxmlV7HeBHyjEdAbz+lA7+/sfT1BNDrA2ehFXtVp7o3d8Zx5Nwy/YZPnHR/rF8e9M0zZNWkzmQxq3DjkPCC0OGK/DUXExqDLXEMBsJEs9HB1nmjGQ6st2dsQYwNFLbPdeVUWSU4NJVRaqpIEptXO9bWPakAGH1lRupoehDwTN0yPg549kXNhfxpXFyBY4DYgvLtqCsxN7NkUrCQfPXoLn+BlITCE3/x3by8n98gtHm+ulwHC3mN/G6fEm52RDhy70Gv37z4+PbZ5uyGIZYw1xsUMLmAwfLZQMJgcJNdzgcDofDscCcOJ3LwDOvuXxgKrJFDM/PUkk0aQq9GUM5FtQTQSXRdIa2OP2FSwe5/I4RPvj9Sf5qYz9aawIpeP0pHfxkvMbyYsjNFwy0TCT6c4rbd8xy+6WDBNLQGdgupGpqR7mKMnFdy45DokxIPTWEyho6/fUFAzSaRnxBc9NivAab17Tx+Z1z/Jc17VQS6JSylUALude8r5ak3H7pYEsaY6joE0jBlx+d5aKhNiqx3i+Wl+QVWQVhFmqpRiPRRvPH3xrnhvW9dHsJqQtlxyGifJ+JSJJq6M1AKTVIrElq0Izp+Y5lT2jyCjpCwdc3ryBUAgEsLwjeckb33otNoRnMQWeg2LJxgDYfbljfy40PjHPThn76ch79OQ+MJusp2nyNMZL+QLt12PG8KN9nNrGmkbGGV3/+SYZLMW8/q5NrT+ukEIAx80VlO9VUS6E/K6ilgr4sRKHVT45SW9z4xlNlXjmQ47de0YUUAr+54ZEaSY+nCUhJ4ggN5D3vgPEcSI0Utgg907CmrK5k4tgXIa38hQTKKXaDOLLrbDWB9gD6c+pZ+WtGQdi8Sjjt008BtkB326ZBegJN4rx7HUcJg6QngPlt3/neoPlNYdmUDLpt0yAPTdZY0xk2p54ElRi6MnbK9Jm57EBeIQW0q5QkWpxzczgcDofjeOWEKC4vW74CCdSbGnFBMznR2AJGzrPdG54UdHgGiaGe0pSykBgM2kB3RvHN1w0RpZDx7M8lsKoIPdksRR/yftjaYddGs2lVOx3NBlKpbTH5qR07WLt2LWm6OH8Px0uPWmpjNuMZphq2O81rmpjF2AvArgzUE2m1vZvVhZrnk6GBkJISPp60w4VzkaEzlNxz1RBps0O0zYNXDRa4a3iOK9a205vzSHUzkZdQTaHdtwZ+/Tmrc/fRjQN0eW6TxHF4TCYesYZ8s3m+nkBHYJiNBUrKZoFNo4RkvA5eDgYykonmZmC9WZyr7bOGBgp0HJPRmgwgEsmKNp8tGwdaa7IvDKmR9AVA3MBojVuGHc+H8n2QkiixppHX3T3aGrW+9rROnijFnNIZYtgrfTVVT+gIJTOR5D+eLu+nA5prxv2pXVm+N1pt/Yzm47WBLClJtLejPtAR/Tkbz/PPI0VTa1xCJRb0+YmTJ3I8izIhJCCFlcNoaPClpM2DSNt468rY/HU+tkKlCQXN9VFyb1N6xZM0C8uusuw4esQGDJrE2Fid75TPSIgMNGKNlFZjuSdrjX8b+7yZ1xPozUJH6LVyWTBIYWhTmqThKssOx7GIk7hwOF7anBDFZVXoIAWeKBlWt2sEEg94aNZw4wOjfPC8/qZshkAbQWRssS1K7JhVamwXUiO12qCTtYSerCLr2eKeErZwMRMZCr6gmsyPbkl6/b2FN1fEcLxQlISMEhgEodJM1A1X3jnc6jq+bdMga9oVldhumHjSdnrUtSQDxCpEad3UpTW0BZLRakpfTqCNjf1QwqlFRc+adhpp0wzFtyYpGQztRJiGptA8prwADK5j2XHYJM1irxJQbxY3qokgbWoplmKIUsOyvN3821MTtPmG+f6lWgpZJfHQVm8Zg4z31xg3WhMSo6UPSJJU4ylBu2hgGq6303HoTCY2VUqbppH7angqKcj7EtVccydqCb0ZSagkCsgHcEpXlvNvHeaGV3Zz0VCBalMX9KSiojebJ0oNGWloEzEm1vjwrO5jozVFGVOTPnUkaVMKplvax7QD2tWVHQegltr38oaWtPuwq6IxJiUOFAUPjNFWx3Yfk76Mkkw2N/N8CV0qRpsEDK5j2XHUqWvIKcloVVOJE9Z1SGZiW2SOEk01hVpDkxp7HTYdWf1w0Wxx1lqTEWlTCkYiMIQS2kRM4t7/HQ6Hw+E4KpwQxeVaaj9Wt8/rHGomIsmVd45w04Z+JuopvVlFrK1ZBIA2hlAZlBDECfieNd75ndM76cwoUm2z8EDZwkhD287nnNQEpmGvMl3hzbFABNJ2Zdiok9z4wCg3beinK6OYqqfc+MA4WzYOtLo7PGk7PGZjq103E9nHPTUXs6ygKPqCgu/TaHaABhLKqSbWAhB0BPD49h+zdu1aMgLQ87/b4TgypOfhpZD1DLXEXglG2n4OFS1TyUemE1INgwXBXCJaMjA5HxQaCRT2WWvNAQLUaE2GBhlgx6N2YuRA93M4nov5ruKMsqaR8+aSYA19K7EmlBCnmqwnmWhoOkOJp2zhoz+nWlMinjB0KmsASAO7WfccMbwv+8bzoT7G4VDSTnskGmYMPFGKWdMRkGgriyEEtPnS5gnNeJJo2gN7W7upuY0Lx4tKI7XyQU+UYs5fElLXmnpqG3gCCcVAkmk2+IQKPGkbh+JU0+en6CRBJ5Ahceulw7EAHFpHcQ6+tfd+x7IJoMPhODqcEJYcibYnOhtJMkoSaZuQDJdiujKKsWrSMnhKtP2INQRS0hFYw6eM1Pz6qdZAquhDZ0bhSdvVnGgIpaGDhhsVdBwV2j3bWZQ2O+U/cG4vp3aFDOQ9Tu0K+cC5vUisQVSoNG2e1VTsC+GRkmkZpKXGdiSlCKLmiKsCEmMT+VgbugJNiLuSdCwsQkq8MCSSiqIP5di01tvOsCnN4oMvNUXfGp7WU8OTc4ZqvLfTyBjIK9xa63jR8KT9+OlEjVXt/n4mUVu3TbOy6FOJbTdd1oOBnIcQklpiZQcyStMlGvSIGgVdd0ZSjhcNLwwJmrmtan7uzymkEHjSdsh3+pJSvPc+vrSdo41U0xO4WHW8+KR6b6xONJsjpBB4HGCqA7tJIgX0ZqSTBnI4HA6HY5E4ITqXfWl3tudiOzoF9kJxqOgzVU+5ZfsM73plD9poPGnr7VECt++YZdOqNjoCq728qghvPbObSINqjgqGEgoqRieJ6+x0HBWU7xNBy+wJwIQKiTXmMUA9tYZ7MzFEqaSeWjmByQg23zHCvVcNAbbrLtZ2RLaW2G4mJSEQ4ClJVtqOpcRpKDsWECElyveZiiXa2JjtD+3YtQGi1HYjzTY0GQ+0kSzPQzmRaOzGiDY2TlMNKYI5md3P1NIa9DgdRcfC0+0lpNKjJxf8P/buPjyq6z70/XftvWdGGr0g0CtCQjbYseM2OU4OCY5xME7Ajg29vFh20zStQ93ep8c9jkuThpM313Xq+NAnLU18mvaml2DanNaNAcM94PgtNSbGNQ1pnLRxEmNjC2QxEpKQhDTSzH5Z94+tPZqRZgTCjGYk/T7P48cgNJq9R7+19tprr/X70daf4D21pamVyCHDzx2edP0/J1y/bzUNf6K5zNKocSlbhJgOViRC3DMoNf2JuuqwxkMRMi20JpWntifpURWGs3qsjkOZ5acdkod4ohBCpv8g+ep5JrERf1fp24M2ETPEPMugxyVVL8QyIGIYJDwPB4NIoQ9eCCGEmKPmxMrlEtNf6Za+Mrkq7FcZ3vVqH/deW81Xf9hN24BDZQjChkfY0Fy/qJyDJ85ha4NhF7pHAA11ls18PUy5O0zUHZan5CKvehyLgaSBqz3O2R4nB132v95Pedgj6XmYeAy70DUyVpinwvIn5IIV+qbShA1/NWhIeQw5Hp72KAv5uwWHHf8/Q24mRR6oUJjupEFydGu2P0EM1WGP+WHPX0WvPAYdv7jqoOPHc9KDKkvjeh71ET9e/Sk6fzLaMiA6mkpjRJtYEbmtFJeea9tYeFxWobi6upRhx+83Xz87zNmES9L1AA9Pw6DjP2aer4cpc4chISuVxfSzIhG6kwZxx68ZUh32S1j322C7wYNqjzLTf+A85KrM1yO7Q0RhGJbF/JBfOHLI1al7N1fDa2cTnLU9yiyP0tHlUXHbHzfEbSgzpa8VQgghCmVOTC4Pu/4Kzprw2PbWI6dtFpTA11c18K4qvwJ7S2WYQQcqTc2CiMHicpP1V8xjyPZvJOvDzmjuOZlMFtPDCodTaVqUMkh6in/+ZR/rls5jIGlQYhgMuQaG8lcqV4b8m8K2QZdPH4qlVugPJDV/+e9nqSkBrQwqQgZRyyDhIhXgRd71JhV22iqjUhMc7eECZ5MGYQOOddn0j9gYykjFZGUIupOK2hIDB38l3f7X+3ljwMVUHvPCfkqXBWG/nx9wkAlmcUlZ4TB9qtQvjmoYfiHK0cmO99SUUltqUmIamIZBqanxNKnc90IUgjIMupNG6gGzo8HD4LUBzd7j/dSWQLkJCdfAQ9FQYpB0VdpYwO9LhSiEs26IpAfdSYMy00jduw3ZHp96NsaPOhNobRAxghK/fkqMhhJ5ICKEEEIU0pxIi1EdBltDdzJ4Eg6XVYZ4a8Bl87PttA3YtFSG2P9rTVxe4uAk/WJRkdH/pDifKJRu20xNVASFzjb/ynySrqY5qoiNePQnNa/1DnNjcxTbg3OuwaYDfrHKipDHE+ua2Pmzs/z6VVV88J9PpeJ9z9omrp5nwuhqZakAL/LBikRwRvyUAWHTLzQ56HicGtQ0lyvKLYiMrqrvjLvcuLstFaNPrGuiOqJoH4KWMoO3Bj3uO3yGlso+XmhtQQNDSZc+pWgp8x+0JDUQKcV2/VVMcrMpLpYVifCLfs3xs4N8oCFKXQmcHtLcfrA9ox+tiyoWhOD0iJ+Cq9xS9Cb9XLcVSlJiiOl1TodwRlO2gJ9OqDsJP2gf5LfeXYE5uv+jzDT4Rb83IZ5LLUXUMvztJUJMM9vzHxbXhP24rQ77926XVfr57jc/25GK133rmriiUtGdNORaL4QQQhTYnJhcVpAqVvLRfaf5/oaFRMoMqiJGKm9iiQkVJOQmUBQVP4ULGIbHQNLAdsA0FI2l/qA76Sn+6RdnuffaapLu2GuCYpW37T/N99Yv5A/fV42h4IXWltRNZ3XYw0kMF/YExaxmRSL02waWASOOQ2XIX2pUbkG0zOSc7a867rUNqkvI6JPDpp9L2dNQH4Yfnklw055TgB/f/jZZjWEYvNmfpCwUwcDjnO2/zjIhNgINJRG56RRTZlgW3UmD2w+28UJrC3FH05tUXFYx1o9aBqMPR2DI9Vfam8ovpnroVJyv/LCHfeuaWFLqyNhCTJugWG/HuQTvrQ7RmwTHM/i1pfOwPRgYHSvYnp/TNj2eK0Mw4ngMOFBZ2NMQc5RlQMjQOPir6XuTfrHfliz3baNDClyPsWXMQgghhCiIObN5Mxg4x+IOH913mn9pH+F4n82rPQlKLT+Xl9z8iWJjGWBrj8EklFn+gDtiqlSagWAlsz2aOsP2MotVxuIOt+4/zb91jvBan83PRuNdI9sHRf51J/189dVhGLQVXcMeFgamGrv09Cb9HKCDtp/323FdoqHR/LU29CU1dz8bS00sgx/ffh5GjaGgLGSMbv/2U8c42iDp+n/uTs6Zy5y4hM66odSDuqCvtT3/QXWQ+uK+QzEOd4zwo26bI6dH+L+/H2PQ8f9tdUs5bQM2Gw60c06HCn06Yg4JG/5D6bBl8dMemwVh/wGfq/0VoUGqrZDhP6S+71CMn3aP8NaAzaG3R/hvz3cho2FRKKUmjLiKvqTfl2pg87NdPDN63/bjrhE+cziGo/1C7d1J/2G0EEIIIQprRt51K6U+ppT6pVLqdaXU/zj/K7xUHrk9a5uIxR02HWjnrmc6qI9azLNgvik5L0TxqQm5vD2oqQz7q5FMBVFLp24MPe2vZPZXevj/lZqkilXuWN2YEe8Lyyw6Bv1Vn0LkmzOaZ1kDV89TlFgWXSNwNulPgCwIe6nvsQx/JdJnf3AG24HKMJSFPLTW3Pe+aloq/Qm6IF1GueWx82dn8bSfizGYPDGU/39ndEJQYl1cDNvTqQd1QV8bMkDjF5isCnt8eXktWw53smp3G1sOd/Ll5bVUhjw/p/ho3LUN2CQ9WVInpk+F8gtQLqlUNFZEiI3449+QMbbQImRAxPSoDGWP45qwdJyiMMpML1V8vToMYTN7jM4PjxVqXxCSeBVCCCEKbcalxVBKmcBfA2uAduCHSqn/T2v9aq7X/Pw//5PLr3kv4HH1PJWxBTAYQEuRPlGMnGSSqyvDdCeN0e3X/krQkAELwhrH06OFpMDFw8TP+VlXqvj6qgYM/C3crvYn80w8PvR4By+0tvgzfkLkUTCJYeCRZCyHYrDVtWZ0RV3IAEuBqz0euK6WT7/QxV3XVHF5ZYjLK80JW2GjlsdXf3iWT1xdhef5uRgrQh79o0WswoY/sZx0/PQYEutiqkKGoiLkP6j71w4/53K5pelLQsKD03HNVeNSCviFJT1QGsvwJ5RbKkOEDS0xKKaN9jyGXIMy03/YPIyfPrkm7NGTNKgOA3i0DUFNCbxrXBzXhJGUWaJgnESCkFGKBhQeZSYsGRejFSEPE4+qsEFfUnbiCSHyr2rn25P8axRenPjvfZsX5e+AhChCM25yGfgg8LrW+gSAUuoxYD2Qc3IZoMTw6E3CgnC2xdryxFsULyeZpArA9vOAxglRHdZ0JTR1JX4l+JDyOOdAyPTje/5otfek5+eii5jwo85h7jvcxRPrmqgJe1LAT+RdTdokRksZ9Nhjq5kjJniuTU3YZGD0gcm5BDSWG3x9VUPqJtLCo8wCHANt+Nu5zyYN/vB91anVyqWmx+m4f8MZNsBSGmt09WhNWEusiymbb9oYyqSxTFFTWk75aPqs2hIYcf30Ap2jhSprS6An4eFog5ABZ5Oa508OpQpOVSgbLZPLYhqVmQAetmf4O5yAkdGVoMGYt6XMoN+BnuTYOGG+rAAVRWC+aWOYZmrsMOiMPZ8zFUSUgcbDwht9GFLQwxVCCCEEoPQMu+NRSrUCH9Na/+7o338LWK61/u8A/f39qRM6fvx4xmvf/au/6lcUTludAR4//8//nLbjF8Vt2bJlBd2/PFn8BhY1LyY6rwoLGBrdOmgqKDf9olJl5tjqUMvwJ5rPOTDi+DeP80yXX776s+k6JTFNijF23/XuazBNAzAyYrIm7NHT3UNX7DQAS991FYQimMpPmZEqluYN8+brx6laUI21YCHVJQpvtMhPYnSCzzT8lcoR058gMRUYhp/HmZFBTr55ohAfh5iiYozfqgXVLGxcRHdydAWoS8b4odf2J5yDolIRw18hanoOvSMeynVI9JxmOD5UoLMS06EYY3dR82Iq51WS3vc2lPhjA3/sC/3jHkDPD4GMieeeQsbvZGNev/9tpN9RzLMmjmv9NMsSr3NZMfa9gQ+8GJ324yk2P7whPuXXzLbPbbLPoFj7XiHOZ7LYnYmTy3cAt4ybXP6g1vpeyGwsgePHj3PllVdO74FOQo5ncoU8nnnz5hXNQGUyZihEj2OlBtpl1liF+LDyMBz7HReoLLa4uFiz4Twu5ByKNXatSCTjoV5V2J98c+3pzXM/k+JgLh5rscbvbDST4utSy8e5F2vsWuEw3baZ6nsrQ/74YLalEJir8Twb+t4L6XeVYeBaEQZsMsYRlnZxksl39P7FGjtyXBemGPve4DOaPIXC3HAxKSFm2+c22WdQ7H1vvhVbfzLdZvL5Txa7MzEtRjvQnPb3JqCjQMciREG4tk0Vtr9cTgM2hMBfNoek9xTFw0kk/LQuQawmUmEqhBAiT1IptYK+NwlSXUTMNNrzMJLDE8YREstCCCFEcZmJk8s/BK5USl0OvA18HPhEYQ9JCCGEEEIIIYQQYm6bbauQhRDnN+PSYgAopW4D/go/5da3tdYPBf9WDMv8xcxXqK0qEr/inZLYFTOZxK+YqSR2xUxWiPiV2BWXQjH2vTKxKuDCUoNI3ytmqmyxOxNXLqO1fhJ4stDHIYQQQgghhBBCCAEXl29YCCFmOqPQByCEEEIIIYQQQgghhBBi5pmRaTGEEEIIIYQQQgghhBBCFJasXBZCCCGEEEIIIYQQQggxZTK5LIQQQgghhBBCCCGEEGLKZHJZCCGEEEIIIYQQQgghxJTJ5LIQQgghhBBCCCGEEEKIKZPJZSGEEEIIIYQQQgghhBBTJpPLQgghhBBCCCGEEEIIIaZMJpeFEEIIIYQQQgghhBBCTJlMLgshhBBCCCGEEEIIIYSYMplcFkIIIYQQQgghhBBCCDFlMrkshBBCCCGEEEIIIYQQYspkclkIIYQQQgghhBBCCCHElMnkshBCCCGEEEIIIYQQQogpk8llIYQQQgghhBBCCCGEEFMmk8tCCCGEEEIIIYQQQgghpkwml4UQQgghhBBCCCGEEEJMmUwuCyGEEEIIIYQQQgghhJgymVwWQgghhBBCCCGEEEIIMWVWoQ/gUuvv79fBn+fNm6cKeSxCTJXEr5ipJHbFTCbxK2YqiV0xU0nsiplM4lfMVBK7Il9m3eRyuqDh9PT0UF1dXejDSZHjmVwhj6eYOtj0jr8Qii0uLtZsOI8LOQeJ3cnNpDiYi8cq8Tt9ZlJ8XWr5OHeJ3cKaq/E82/reQsRuscaOHNeFKZbYheKdc5hOcu5TO/diid9CjRvmcrzAzD7/yWJ3TqTF6O3tLfQhZJDjmVyxHc9cNVt+D7PhPGbDORTaTPoM5VhFPs3l39lcPvfZaq7+TufqeV9KxfoZynHNXHP5M5JzF1Mx1z+z2Xr+c2JyWQghhBBCCCGEEEIIIcSlJZPLQgghhBBCCCGEEEIIIaZsVudcLjRlGJzTIZIehA2oUDba8wp9WEIIpH2K4jE+FkujZYU+JCFmNOnfxUwnMSzyQeJKiPOTdiLExZHJ5TxRhsGJYYsNB07RNmDTUhli37omlpQ6hT40Iea8ydqnDB7EdMoWi3tubUIZSCwKcRFk/CVmOhmjiHyQuBLi/KSdCHHxJC1GnpzTITYcaKdtwAagbcBmw4F2zulQgY9MCCHtUxSLbLF4+/diEotCXCTp38VMJzEs8kHiSojzk3YixMWTlct5kvRIdUqBtgGbpKcKdERCiMCk7VOaqJhGEotCXFoy/hIznVwXRD5IXAlxftJOilvVzren/Jq+zYvycCQiG1m5nCdhA1oqM59wtVSGCBu6QEckhAhI+xTFQmJRiEtL2pSY6SSGRT5IXAlxftJOhLh4MrmcJxXKZt+6plTnFOTrqVD2eV4phMg3aZ+iWGSLxT23NkgsCnGRpH8XM53EsMgHiSshzk/aiRAXT9Ji5In2PJaUOhxpbSbpKcKGlkqjQhQJaZ+iWGSLxb72N9HRxkIfmhAzkvTvYqaTGBb5IHElxPlJOxHi4snkch5pz6OchJ+fR4OW3RRCFA1pn6JYjI/F0/GhQh+SEDOa9O9ippMYFvkgcSXE+Uk7EeLiyORyHinD4JwOkfT8/D3y1EuI4iBtUxSb9Jisar4CZRgSk0JMgfTrYjaReBb5IHElxIWRtiLE1BX15LJSygSOAW9rrdcppR4FbgT6R7/lU1rrVwp1fNkEHZEGzgxrNh44RduAncrXs6TUKfQhCjEnXUjblEGDyKdcA1VlGJwYttggMSkEMPWbOmlDYqa4kNiWeBbvVLY4AySuhMhifHupNF3eGDKkrQgxRcVe0O8+4OfjSVN9YQAAIABJREFUvvbHWutrR/8ruonlE8MWf3CoiwEbNh5op23Av5i3DdhsONDOOR0u8FEKMfcow6DDDvGTHpu4q7K2zbM6wqCKoIxi7xbFTJR+fXilO8lbgx5n3AiGZXFOh9mQ9XoROs9PFWL2Se+vTw66/KTHpsMOTdo3SxsSM8Fk14F053QoRzzLPYQ4vyDOVuw+xW88dZqf9Nh0OmH6dCRrXPVpGfuKuWt8v3xmRNPr5uqDZUwhxGSKduWyUqoJWAs8BPxRgQ/ngpzTIR54uYt7r63mbMJLdUiBtgGbuAul0bICHaEQc9OwCnF6yOWe52Psurkxa9t8a8Dmrmc65Mm0yIv068Pdz3WkVkI8taEZU5E1JpOe8vO9CTGHpPfXQTvZuaaR+fNDlJCY8P3KMIg70oZE8ct1HXhiXRNLS8dSISW97PEcd6HCkpRJYnL+w4lTNEQtHrq+LhVrL955Wda4OjXo0GtZMvYVc1J6v/zIKz3ce201Q46WMYUoWlU7357ya/o2L8rDkUykdJFmKFdK7QYeBiqAz6alxfgQkAC+D/wPrXXGnUZ/f3/qhI4fPz59BwxUtlzNz/o9thzuZPvKerYc7qQharF1WTULSkyGbI+FZSbzwwZJ28HwHBI9pxmW4k1FY9myZQW9ZBQyfmezmivew6q9J2kbsNm7rokthzszBg0tlSG2r6xn04F21i8p569W1p23jZZGy4hUL8QzrKJoyxK7xS39+pAeewfXNwOkJtKWN5Ty8IpamspDGAqUk2C46+1Zf52Q+BWB9P460FIZ4tDti+k+/h8Tvr+q+Qpei5upNpT+mufW1tJ36vVUf40VwjJN8Fwc274k/bbErrhQua4D6bEKfkyvPngm9T3LG0q5f3kNS+aFKTE0Qx1vAlySMUgh41diNz8qW67mqv99csJ4N9v4d/2Scr66oo6kq5lfYmLbNjiXpm/MN+l7xVRlu3cL1TZPmL/ZuWYhw46mLGTQO+Ky7VgPsbiT0U+/U9L3XpwPvBid8mt+eEM8D0dSOIX+DCaL3aJcuayUWgd0aa1/pJRalfZPnwdiQBj4FrAVeDDXz7nyyisBv9EEf86nQWVRF/VXLG871sPB9c10xV02Pzu2OmH32ib+8HAX+08MjubvuYx3FfhJ8XR9Pheq2I6nUAr9GcyW38Px48fxGFsFtO1YDztWN2asGtqxupEvvtTF8oZS7r22mlV703NsTWyjwRaqtaNbpvLdlmfa76IYj7XQn2H69SFdWchg64td7FjdyCOv9PCFD9Qw5GjWPHFyWmLrnSr055oPs+18xiv231mPzr5q09PZfze9OsKDz5+e0K8/sa6JulKHuquumtBf++1tgAeuK962dTGK+feaL8Uez+lyXQfaBmzMSGnqPJRh8MS6JjYeaKchavHwirqMe4l96y4jrDxW/5+OGXGduBCF+B0Wa+y80+MaVBYtlSEWlJgZsTZ+/Lt+STlfWl7LF474qzY3nGdMW6yfVzGY7jmHYlTs557r3q2mVFFn+/3yghKThqiFoRT3PH86Y/fUwjKTupBNbZZzLPZzn0yhjvuiP7MXp75qtxh/N+8oZor4MyjWBEsrgP9LKfUW8BjwEaXUd7TWp7UvAewEPljIgxyvQtk0RP0LOviTBsFgEPzBY+vBdu66pir1d8nfI0T+RQxS7fJobJgvvtTFrpsbOfk7V/C9DYspCykeXlHLrpvHBt2Qu43mzocobVlkN/76kC4Wd/jiS11su6Ge7hF3wnVDYkvMJen9daClMkTE8G8OB1WE3rQc+WFjrA1tX1nPodYWvnNLIzWlJgM6xNkseUbvfq6Du66pkrYlplWu60BLZYiw4S8kCwpL1UdNvnlTA9/5WGPWa8Jbg55cJ0RWFcpm37omhmxvQqxFTHihtYUff+Jy/mpVQ+q+9ELGvkLMZLnu3RKeweJyv1/uHXG5f3kNdz2T2R42P9tBqWXQ44alPo8QkyjKlqG1/rzWuklrfRnwceBftNafVEotBFBKKWAD8J8FPMwJtOdRF7J5/vZmHrmpgbMjbtbVCVcviHCotYW965poiFp+/h4hRN5UqCT71jXRUhlieUMpX/twHXVRk7fO2dy67yR/+EIn5SEDDanUBHvXNXGotYXtK+vR4xJs5cqHKG1Z5BJcH55Ii8Mf3NFCXdRk55pGGqImhmLCSiOQ2BJzS3p/Df627e9vakEDb4wWqVry6AlW7D7FiWGLStNl37omYnGHTQfa2f7vPZRaBvc+H+OXfS5d8dxjMRmDiek0/joAY/Gd9BQjZiRViG3TgbepLTXxcqzkv3xeOHUvsbyhVK4TIkV7HktKHf5rbSgVa79zzTweuamBTz7dwYMvn6E8rDCA7SvruaY6IuMOMevlunc7NejQM+Ly1IZmXuoY4poF4dSD6vT+ddjRnBx0LqjIsBBzVVGmxZjE/1ZK1eKnUn8F+P0CH88E2vPwdIg7Drbx3MbFtFSGJuRVe7M/ydr9p1LbLKKWBreABy3ELBcMtI/e2UxHXHN6yGEg6aVydD52ayODtubMcJL1S8qzFtupTCu2Ex5dWTe+bYcNDcWZxl4UAc9xWFpqZMThJ5/uoCFq8U+3NhI2FZ42JbbEnBb010dam9Eozox4fHRvWyoX4vhVR0dam1lSaqe+30Vx4+42/m71Qh55pYdtN9TnHIs9vKKOqIWMwcS0Ca4D4+O7bcDm4Prm1LikbcAm6fqd/vnuJYK0SnKdEAHteZSQSI05Bh0jFWeffPc8Ei6cTbipPLMy7hCzXa57t664w5bDnRy5YzF3/+p8ukfG8uKn968RU1EeUgzZcC7pMRzOXmRYiLms6CeXtdaHgEOjf/5IQQ/mApzTIWJxh4aoRTSk2Lmmka//uIe7rqmiLmpRU2Ly58e6gbFtFkdaFxf4qIWY/bTn4SjYeKCdXTc3AmOrlOujIW7a08bvXjOPr61sYPXoADz4no2jExjlo4OIStPl+5taiMUduuIOu17t44HraqlQNkVaI1UUifQ43LN2EdtX1nPV/BBllmLQga0vdqYGssF1oyFqUWnaeE6hj16I6aE9j3ISDKoIG0e3sU62ql8rj6qw5rVzmrijaYhaXDEvxFdX1DGQ9Hhm42I+94POVL2LIM9+LO7w/O0tlBrGjM1VK2aebPENfjq9YFzyyKo6FpVZ2Frx1IbFnOhP8uDRbmJxh51rGvn8kS5gLM3L9ze1UKESMgYRGYIxR3Bvun1lPUvmhflZTyL1IGPbsR6+e+siukdcykIGQ7bHknkhGdOKWSXbvdu911bzj7/oY/vKejytiJiKj+3LvAe8+7kOnt6wmC0vxLj32mq+9R9nue991bjFmQBAiIIq+snlmSbpQVfcYdsNdcQd+M7P+7j/ulo2pSWP37uuiT/9UC0jrqZzyJGHwkJMk2BLVO+Iy4ISf4Xo1mXVJFxN24DNp35lHo6G5za1YCk4M2xz76EujsaG/e2Bys+H+MaQwYYDbRkrm5eWeXiOTE6I80t60BC18LRi16t9fO3D9Qy7cHrIIRZ3aYgq/uS62tSkg190pIklpTIBJuaW9G2svSNuztV1phXidMJk4wF/hfPXPlxH94jHHQfbM/rpb6xqwAO01vzVjfWcHnLoT7iES0Kph4dCTJfx27R7R1zWLynnCx+ooT5qEhv2Jtw/LCwz8Tz4zscW4XqaPz/Wzbdf7Ucp5Pogskp6kHQ9Hl5Rx9d/3MN7axqoj5psX1nP4gqLulKD7hGdmmwOxhxIymUxwwQ56zXgYeB6mrABEVNzakizMe3e7fHbmnj6rXN84uoqHnmlh8pwNZVhI+tD7LMJl/0nBnmlO8H2lfVsfraDQ60tlBXmNIUoWvLI5RILG7Dr1T4WlYdAa26/sjI1MAS/g9p0oJ2fdie48tE3+M2nO+ge8SRvjxDTINgSte1YD4srLB5f20Rd1OLUoM3XV9bSGfdYtbuNKx99nVV72lDK4NtrGli/pDxVbCdbQYiNB9oZcM1CnpqYQcIG3L+8hjue9AvpOBocD8KGZseahUQsM2M121hxnXCBj1yI6RVOK+637VgPO1Y3pv4eTIBUKJsex6Iz7qRW4S0qD6UmlmGsn35zwOaNPpub9pzkQ//8FlsOd2J7TMirL8R0CI8rXrntWE+qsKurVdb7hyEbVjzuj1Nu2XeSe/7LAj77/vkYIPcSIquwAYZSbH7WL2QaMgD8h9uuB3FH5RhzyOyymDmUYXBi2OIPDnXxyz6XlbvbWPLoG6zYfZKexMQYv+PJdjZdWZkq8Hv3cx0sKFEcXN+ckW+5pTLE6SEn9bpgF5UnqwOFmEBGIZdYhbJ54LpawN+CdGVVOOsTsDL/yi4XcCGmUVBBOxZ36Iy7GGgWlVn89Su9rL9iHl85eiZVxGH7ynr+7OgZQobB9hsbqFB+O5ZifuKdqlB26tqwoMQv5FdqwbyIRduAjZujgFNCFqWJOSbos1sqQxyNDfPIKz18f1MLJzYvHc217Pjbvkd3jQXfF+xGSdc2YNNUHiLhejRErdTX7niyHU8ml0UBpMc3+PcNpuGnx8h1HXA8za6bG1NFwW8/2M4fXFtN+6At9xIiqwpl01hmpcYcSU9z+0H/4fawqxlIejKuFTPesArRMeTw5x+uT9XNAX+nYFCwPV3bgE3ENFLtoiFq0ZfwV/Cv2t3GlsOdPLyiju/euohtx3oA/2FgsIvKkuYhxAQyuXyJBYVoykIwP2JgKJWxKgHGOqZA24BNUksPJUS+pReKaiyz6Iy7tA/afOa/VqOAe6+tZsvhztSg4t5rqwkbYBlMKOaXLlX4RIgLoD2PqDl2LeiKOzgenBl2qY+amDmuG6Yh1wkxt6T32Sc+tZS/XlVHrZmg2kgC0OOGGFQRrNFdY8HK5lODdtY29NPuEe55PsZD19exvKEUYPSBjvTfYvqNj+8jrc2UmjBke2its8bwif5kaozy0PV1foolDz77gy6ZDBRZjR9zBA8uFldYLK6wqAwbMq4VM5oyDDri/sTw6SEnNZG8vKGUh66v40R/MmuMW8ZYu7h/eQ23j9vxtPnZDoZdzdHYcKpeQzDWUJLYVIgJZHI5T/oTHuVhk88cjk3Yxvn42qbUE7Dga6aSAaEQ00F7HhXKxtUe75ofpi5q0VLhP9VOf9IdFHGIu2RsfRq/0ih9a7YQF6rSdNiztomXOoZoLAthj+ZEXFBi8dkc142wXLHFHKQ9j3KdYIEaoVz7eZFPDFus2H2KJY+eYMXuU5jK46sr6rAMeHrDYq6ZH+aJcf30jtWNbDvWk+rbty6rTv1bWMlNoiiM9PiuUDbnbE1LhUXEhL3jYnjnmkYePDpWFPzu5zq4f3kNpuGvepbJQJFL+pgjYirWLylnQYnFiDtWSDg91p6Qca2YQc7pUCrtRbCyGGDrsmrufq6DB492T4jxHasb+V+v9LBnbRO7Xu1jybzsu82bykP828cv58n1zVRFFHdd4+dolh1PQkwkBf3y4JwOseM/z/J771nA/hODxOIuO9csZFF5CFdD1FI0RP38rEHnZsjTLyGmzbAK8daAy+Zn/cnkz75/Pr//3gVZBxX9CZeIaTFiRnA8RdLV1JYojt7ZTNxRhA3tV9SWQjpiCgZci8d+2cuvX1XFR/a2sW/dIuZF/K3QW95fTdLT7FyzEEMpekdcakr8wiRCzHV+3vtTGQ8C//vzXTxwXS3b/72Hu66poi5q0Vxu8cLti7G14j+6R/jiS35x1uA1QVHX4OGgLF4WhaQMgz4d4VzSZV7E4NOHOonFXb63YTEJx6MqYvLx772dimHw43jpvDBaa4ljkVVQ4MxxDR77ZQ93vquKsyMOX1peS/ewS8SEu66poiykeHJ9M8OOx8lzDrVSQFjMIOkpC7cd6+G7ty6ie8RlaVWY7Svr2Xashy++1MX2lfUsKDFZVGbxyac7OBob5nifzTdWNaAUWYsGKzQouG3/qVQxwJ1rGikxPHBzHZEQc5Osg8qDpAebf2U+p4ec1BMyTytufuIk1/z9G9y4u40vfrCWY79xGdtX1vPIKz2ytUKIaTTiGamJ5eUNpfzury7gl2ezb5ny0xbYvHrWZcXuk6Mr5U5yOq6pNpOU64QMwMWUKMMg7sL1jWW0HmynIWqxIGLSn9Cs3tvGqt1t/N5zp/G0YuuLXWw53MnJc45cJ4Qge977u66p4oGXz6RSG93w3bdYubuNrhGP2JDNlsOdGZNyLZUhGsssDre2pPI2C1EoQSGqlbvb+OBjb3LzEye591p/Zf3XjnVTHjZ5tTdBLO5kvK6lMjSap1lJHIsJgrhasfsUbw3YXN9Yxh1PttM94tF6sJ1B2yXhwZbDnXzon9/itv2n6Etodr3ah5KnFGIGGZ+ycNj1U2RcveuNVAohgE0H2rnrmQ7+oyeRGhPsPzHop8bSsHNN5urmf7ilkWFX89BoTZ4X77yMpzcs5rJKk1ItK/uFGE8mly8hZRgMqgiGYWAaCk9rdq5p5P7lNRO229/xZDsnzzlsOdzJn1xXK1uPhJgGQRt10iYnti6rpnvE5cGj3ey6uXHCFtT6qMk5W6cmo0EKcYqpCeKuV0cYVBGGVYjjfUnqon6Bna3Lqkl4TIixYMtzEIdynRBzwfj2oozMoWq2vPd1UStV7T1jrHWwnWFXZ+3bXa2pUvJwUEyfXLHtr8Zvn9D/b11WzbolFXTGnUnHKPOQOBa+9Bjr0xEeePlMKlVAMOYIG8ovDqnhjoMT4+4vVjbIeEPMKOkpC7cuq+auZyaOp7cuq071m+PTkxpKEXc1nz/SlVHY3fE0a/efYv+JQTYdaOeG777FLftOElZK+lwhspC0GJdI8HR4w4FTNEQtHrt1EeUhk3sPxdh5c2PW7fbXVEf45k0NNEYV2pUOSoh8Sm+j+9Yt4uD6ZspCBnVRi1+Mrgja+mIXf7d6IU3lfhVgQ2l+86nTbLuhLmsbTniKClO2Dorc0uMu2E73xLom9hwfYOsHamipDLGgxMTR2StZXzU/QtiEKsPGcyTOxOyWrb3sW9fE0jKPAdck6UHUhH3rmlKTcf4qZJPqEjNrG2ouD9GXcHl6w2JCJrgelIcUZbLrREyjXLG9pNQh6Wbv/99TEwEUSdejIWpOGKNIHIt02WJsx+pGYnGXbcd6+PtbGlm/pJzaUnO0YJ/KGnem0hJTYkYJiqMebm1h2NVZ4/q9NSUcbm3B1V5qF0hLZYi965o4dc6mLmql0pYGykPZxxVJDyTlshAT5XXlsvL9nlLqX5RSPx392kql1J35fN9CGL/qwMBjfolJLO7QnqNqeWzIobHMkm0VQkyDoI1+tCmKh+Ke52Os2t3Gm/3JVOXfWNzh5r0nuXXfSQZtj88c9nN0pheHCLRUhvjF2SQnhq0JK+uECGRbkbbxQDubf6WKpOOxZ20TAF1xJ2uM/bR7hA8/3sYbQ4bEmZj1srWXB14+w+tDBit2n+I3njrNj87YzI8YHG5t4cTmpfzrnS2cHnJzVoM/0Z/kQ//srzZqG3BwtZYJOTHtssV2sAMq22r8lsoQr51NcuWjr3Pb/lN8aXktDVEzNUY5l/QkjkWGyVbAA5QYmi8vr+ULR7p4/LYmhmwva9y5Wsl4Q8w42vOoUgkspXKOp1fubqM/oTl6ZzMnPrWUH9zRQsSAgaSH43l8eXktWw53smp3G1sOdzJ/tDbD+J8lxVOFyC7fV44HgbuBbwGLR7/WDmzN8/tOu+S4bfZvnnP57OEYO1Y3UmqqCTl8dq5p5F1VIcmRJsQ0Cdro55bVsClt8P3g0W7ue181j7zSk8qn9f1NLVxZrnngulpaKkNsO9YzoQ3vWO1XbZf0GGIy2fLDBtWnv/SvZ3A9TUuFRdRS/MMtE2Ns27EeScMi5oxc+ZQ3HvBzkz90fR33PB/jsp1vjN4kenha84mn3s5aDX7nGr+fBv/nbn62gwpLtrOK6ZfrWpD0VMaWbsgeu60H2/nqirrUGKVyKCZxLDLkirG6qMXDK2oZdhW3H2xn/4lB/vanvbx7QZi94+Jux+pGPnM4JuMNMSNpz6MuZPNElrhOH087HixQI5gKuoY97nk+xi/P2tw+Lk3MZw/HJvysoHiqEGKifKfF+BTwPq11t1Lqb0a/9iawJM/vO+2CVQdtAzaLKyzmRUz2nxgkFnfZeXMjXzvWzZPrmzENhetp/uJHPXzpgzVElQwMhZgOQRs1x20DPBob5vNHunjstkVoTxM2NBUqgWt7LCk1ONLaTNJTRC3N4dYWhhyNqeDtwbHBR9JTsj1KZJV+bQi0VIbwtD9p9tUfdvPwDfXce6iTh1fU8szGxRhK8R/dI3zxpS4A9q5r8lNn4K9elgkFMVtlay/+VlWLb69ZyNmEl6r8fjQ2zIYD7fzLpsW0Ddi0DdipavALyywWlll0DztsXVad+n7ZzioKJde1IGzosS3dd7Qw4mgipsoauxHT4LJyqFAJXuvtobZ6QQHPSBSbXDHWXG5hGnAuOZYu4Ge9SV7vt7mqKsyT65sZSHqcHnL44kv+jr3tK+ulnxQzkuc4LB29f0t4ihFXM+x4Gf1p0lMo08D2IGyq1Lhh/MOZ/ScG+V+r6lP3gv49oi3jcCFyyPfksgkMjv452D9Qnva1WSNYdfDAy2fwtOK1s/72zKOxYWJDNp98dxW37R/LgbVzTSNRS4Nb6CMXYm4I2mgoy+A7FncwgHlqBDRo7eeuO6dDJD0IG5qocukY0WxMy/O5Y3Ujj7zS42+Pkh1SIosg7tLzw+5b10TIhMsrQ9x7bTVv9ieJxR0+suck4E8mbzncmVqpGRQpS8/RKQNbMRtlay+Lyy0eXlGXMYbasboxNQliGirVpx+NDbPtWA8Pr6jjxt1tE74/FnekvxYFketaUKFs9Gg8xm2P00Nuqrjr+NgNGVCuE6nvFyJdrhiLmh4nhzSxIT/9VraxRbCy82hseGzbv8SZmKG051Fh2HQlrRz3bYzmJx8bJzy9YXHWhzMKTblO+A9bRu8RhRDZ5Xty+UngL5VSW8DPwQx8Bfg/eX7faResOvjGqgZW7m6jIWqxY3Ujdz/XgaPh98ZVMN/8bAdHWhef56cKIS6VoI0OKZOdaxozbt52rmkkZJB62JOtKMr3N7WwcXQQAmO57L6/qYUKJTd7Irsg7sZWPcA5R3Pv8zG239jAhtHt/sH1om3AZterfexZ20Rn3El9DcZydB5pbaacRIHPTIhLb2J70aB0qr+Gsb53+8p6thzuxICMPv3+5TVZv/+bNzVQX0LGZJ4Q0yVbbKevgDunQ5zot7nn+Vj22I1azDdtPKeQZyGKWa7xxr91+XEVjDUSrjdhbJHep45/6CHETHROh9g4eh8HmfdtluFNyE++9cVOHr+tiTuezP0AUAgxuXxPLv8R8PdAPxDCX7H8DPDbeX7fgtCeh6u9CdszF1dkPgUDqTQqRCFoz2NEaz5/xG+bC0pMekdcPn+ki3+6tZHo6Pf5RVEyBySxuJO1HRtSVVuch/Y8fzJYwSARPrbPj60vL3cnXC8WlJi0VFhUWw7zI+GcOTrl2iFmq/T2goZeL5Izj+gT65q491CMWNxNtZ/66MStrW0DNlfPDzPccQIdbZzGsxFizPjYTp+wSHpQFjKyxu5V8yPUhWw8R2aWxeSyjTd23dyYMdbYOfr3dG0DNu+tKeFIa7Ns+xezQq4c5IbSxJ2J/7b/xCAPXOenp+tPeNRHTaqUFE0VYiryWtBPaz2gtd6AX8zvOmCp1nqj1vpcPt+3UJRhYBpGKun70dgwmw6080Zf9grmUmlUiOkXNjSxuMOmA+2s2t3GpgPt/lZppTEsiwGjlBHP4PnbW/jXX29heUMpAF1xJ3s7VtKOxeSUYTCoIvTqElxlcOj2xbz620spD028Xtz1TAeencBzHCKGlmuHmPOCPKLpWipDNJVb1JSa/NWNDfzjrY2Uhw22vtjFz3sTWb8/YmiG40PTeehCXJDg/mHI9rLGrmUgE8tiSgzLwlUGz21q4bLKUMZY4xc5+sgSw/PTrshkmpgFco0dwkrn/Lf5JSam0vztT3txPBlrCzFVeZ1cVkrVKqXKtdZdwL8Dtyqlfkspldf3LYRgG/2nD8UmVCu/rDLEY7cuyvjanrVNVJqScFmI6ZatKvu+dU3MszyODxl8+PE2rnj0dW7a08awA399Uz3LG0rZ9WqfVAwWUxZcG1bsPsWSR99g5eNtvDngsPmZDra+2MnutZkxtXNNIyPaRBlGzliVmBNzSbZ2sGdtE/cdirF4x+us2tPGm/0Of/1KL9tuqOOljiEeXyvtRswM6fcPNSV+2q702N27romw4X+fEBfCsCyODxmsfLyNKx99nfsOxTLGGkHqLekjxWw22Rg627/tXNPIrz/5Nh/de4r/9l8W0J90OTFsSd8rxBTkOy3GAeD3gR8DDwG/BtjA+4EteX7vaaMMgz4dYchxuOuaKv7xF31sX1lPXdRifsRg58/Ocu/7qnluUwumgs64zVeOnuGvV9VRjqxEyMYvphYm4YFpKEoMj1It27TExckozqdhaZk7Ie9hrxNh07icypuf7eB7GxbztQ/XEQ0pakpN/mXT4mmNSWUY1F3+LvpUCa6niRhQoZLSFmaA9GvD9pX1qWI5m5/t4Mn1zfzOs6f5s6NnONTaQs+wy8lzNp8/4hduOnpnM44H88KKw60tGGgUM6dKdXqbi1rgeIqk568WmSnnIKZXZhHVsTgZn0fUNBSfPhRj/wm/NnSQR/GZjYt5vS/JH75vAW8NODy1YTEllqI0R18dvJ8GPAxcT0sleJEXuWIbMtNwVZeYfG5ZDc9tasEyQGlNb8LltT6bKypDU8q1b1gWZ90QtqcJGWo0X7Pcc8xW6TFmuAYPvjyWuzvoK5+/vQWtIWJoKk1/nDHiGamxZaEpw2BYhTKOSca74p2oLTEy7tuiymVcQ2/1AAAgAElEQVTA9dtJfdRg182NLCq3eO1sks8f8YsEA7QebOe5jYv57A86+caqBgzlyThBiAuQ78nldwGvjP75k8D1+HmXf8YsmVweK/w1sSr50dgwP/nNy/nYZZWsfHzs33evbaK6xJS8mTmURstGP9OTGQXXFpaFaAxdfGc+2eBezF5j8TRWnG/fuiaWlNpo5aXyHtpaZ83N1TviUl1qMuxoPpzWjv2fkd9jV4ZBhx3idNzl6z+Ocdc1VdRFLRqikn+x2J3v2nA24fHQ9XV88aUuzsRdBpJeavJ5eUMpHXGdUeHajzdnRvRZ6QUxP9oU5XPLaugecemKO+x6tY8HrqudMecipke2IqrpMZ+eR7TXi6QmSwJtAzanhxy+9R9n+fLyWn7z6Y5J++rg/R54uYt7r63m7ufG3vepDc1UWPIwRFwa54vtIC/o8oZSPnF1Fbfsyxz71kVN5kf0lO4ZDMvitUGDrxwdGzckoyEawgrXltWps022GNuxupFY3E1Nlu0/McgfL3OIWoqlpQ7ag9PDRsYYpZDjjNR4d8hl87OnaIha3L+8hiurwkRNmWQWUzPWJk5mxHeJZabqngTtxFSwdv+pjNe3DdiEDNjy/mo+fSiWGidIXF5aVTvfLvQhiEss388pXSCslHoP0K+1Pgn0AeV5ft9p4684yKw2evdzHXzl+lpaKkNUhM0JFXlbD7bz2WU1kjczh0j1wgmf6eZnOzjRb3NOh87z6on8fKcldDphftJj8xtPnWbF7lOy1WWOyBZPGw60T4ilkKFYv6ScveuaONTawt51TaxfUk5X3OHNfptNF/AzLrWgevyTbw6w7QZ/N0RX3OEzh2O8PmRI/BaxXNeGb69ZmIqru5/r4P7lNbQP+v+2dVk1APcvr0lNLAevnY54u1TO6RAPvHyGv1u9kK0fqOGN/iSfOdzJlsOd3HttNQ+8fGbGnIuYHtnaS66YT8+VuLyhlL3rmnjxzsuoLTX5g2sXcPvB8/+c4P3uuqYqNUZb3lDK361eiELxk56kjBXEJXG+2A7i+SvX1064X9j8rP/3irA5pXuGs26Ix37ZlzFu+OzhGMcHlcTyLDTZeGP8eHbjaOxNpc+drnM40W/z9R/38HerF/LozX7h1d96uoMVu09KPyymJFd8n+i3J7QTyH7/F3fhrmc6UuOEhqjFN26sB6BjyOEnPUk67JDEpRBp8r1y+XvAd4Fq4LHRr10DzJrHFLkqkS6uCPHdWxfheNlXQ4YN5T/tkvnlCTwje6X3spAx5dXe2Z5cBqsHNxxo50hr85S2GYqZJ1c8jY+lBZbDl5fXpiYmgl0Gf/OTXn77mqoL+hmXmr9ty+TOd2WuZtqxupE/fTlIrSPxW4xyXRvOJjy+tLyWv/lJL20DNkurwtw1uspyQYlJS2WIK6rCBYm3S0XD6CqPjgn97t3PdbB9Zf2MORcxPXK1l2xxEuRKfODlMxPi7KkNiy/o5wTvt6DETE0sP3R9XdaYlbGCeCfOF9sVyuapDc0oVM6xr6ehwrAv+J5BoWXcMIdMNt5YtbstYzybij2y358W6tocjHdzjR2kHxZTkatNlIWMCV8btL2s939x28sYJ+xcs5AhR3PP87GM3SXz58tiCSEC+X7U8rvAQWAH8PDo12qAB/L8vtMmV7XRN/qSDLuasKmy/nvIQLZRjOOvMI4QDoWyfmZDtjfl1d7BCrrtK+s51NrC9pX1PPJKD1uXVacNsMRsZnhO9mrB42Kp3zEmrHhrPdjOuiUVOSu452v3gTIMRswIhmEwL2JxZtihIWqljuvu5/wn6RK/xSvXtaEr7qTiqqUyxMlzNkdjw6nir0dam7Hc7JXci323S9CHJzyDhOtNiNmg362LWkV/LmJ65azqniVOghzM31jVMGGl54n+5AX9nOD9PK05uL6ZnTc3Thqz0teKi3W+2NaeR4WleCNH7A7Z3nnvGYIxQ58qpUeX4KF46N/OTFihJ+OG2Wmy8QZkjmeD2JtKn5svwZihV0cwDYP5JRN3+0o/LC5Grvgesr0JX6sMT7z/+7OjZ1ILPnpHXNYvKefyyjBhU7F9pV/oPdhdMuLJymUhAnltDVrrhNb6W8AuoFYpZWitD2mtHzvfa2eKCmXzxLhqoztWN/Lg0W4WlVtUW86Eirx71jYx35ScZ+mCFcYrdp/i40918A+3ZFbL3rmmkSXzQlOuZBysoNtyuJNVu9tS27IXV1gzYrJGvHOJntM5qwWny/WUuy5qUVtqsvcCfsalEOSde/Wsy427/Urf9zwf46Hr61jeUJpxXBK/xStbJeodqxvZdqwn9fvbuaaRL790JhVP81WCcp1guOvtC4rZYpLeh1+RI2aDgXpD1CrqcxHTb7Kq7rlk2xn24NHuC+qrg9WilqG45/kY1/z9G5PGrPS14mJdSGwnPT92d6xunHC/cFllaNJ7hvFjhqWPvsGNu9u499rqVCyDjBtms8nGG4Hg9x/E3sX0uZdS+phhyaMnWLm7jb7E2AO+9OOWflhMVa74XjIvNOFrpsocSyxvKPXnDl6IsWN1Iy91DPGl5bWs2tPGDd99iy2HO1NjhbYBG9eTuBQikNe0GEqpSuAR4ONACLCVUo8Bn9Za9+fzvaeL9jwao4pdNzdSF7UwFbw9aNMQNVEoPNflqgqTF1pbcDz86s8DZ/CcWZN2+pJIr5bdNmDzxz/oYtfNjTSVh7AMKMlR7f18PIxUoR4Yewr+vQ2LU4MoSU0yuw3Hh3hXqcOR1maSnppQ5Tco9Ki1wcH1zTx4tDtVAKWlMkRzhUXU8Eh4KqPi8MXE44UI8s4F265gLG63r6xn04H2tAm6hMRvkdKex9IyjxdaW0i4GsfT/MWPelKrlBdXWISVxz99rDEjJpVhEKleSDRscLi1BQONovgrU6f34ZA9ZodsjyfWNY0WoyzecxHTL1iNnKufDvj9dZi4A46G9UvKU8X9ljeUcv/yGqoi5nnbTrBa9GNPT1wlNz5mZawg3olcsQ0wqCL+1yzFthvqiJiKJ9c3M+x4dMZdFpaZVKjJi/deyJgBkHHDLDY+xizTT7Gy7YY6ekdcth3rIRZ3WFxhMY9EaqxRW2JMy7g2m2xjhk0H2vnmTQ0ZxdWkHxYXIxiDH25twfYgZMB804/vI63NJLXCVAoDjaNVxlhi67Kx1CyxuMu31yzktv3Zx7dbDncSkYXLQqTkO+fyN/CL970HaANagIdGv35Xnt972kSVS3nI4Na03Ga71zbxtz/t4bPvn8/pQZ1RjXfPrQ1USVqMDONXjR6NDbNqdxsnPrWUKj0Crr8KeTLBJGHSI1Xh3XWz5xSLmLAoVJiKyGL6ac/z87T5aeZSg9NsFbZ3rmnk80e6iMUddq5pJGp4tA/pLJXe83OsSQ/KQkbWuA1Wb8gEXfFThsEbQ5mV2HesbqRnxOW+91UTVh4lboKStJhMxePB2LhYK/6+KtfK/yBm96xtYmGZSblOSNyKrHL104FsNRR2r20CIBZ3eXhFXaoA2oW0nWSOmhhBzO5d18TCqEm5kr5WvDPjYxs1NvZoiFoTYjfYrVeuE3ju5LE32ZihbnQVqIwbZr8gxpRp8MawxSefzoyn8pAirDy062XtS/M5rs0m15hh6bwwLZWh1HHtXdfEoqhBqU4W/ThIFI9sY3A/xj0qlM2JEStV8C99LLH/xCB10bFaPUdjw5wZdnP2r/5DjySnp/0MhShO+X7W8jHgt7TWr42myHgN2Dz69QuilDKVUj9WSh0Y/fvlSqmjSqnjSql/VkqF83TsF2zANbPmar2+sYwRz5iQ8/crPzxbsGq8xepCcn+l5+YaVJGM6qzjt1cFFd5z/dyI0jJIEVmrCW9+toO/v6WR7Svr+fyRLpLaoGPIYdfNjexd10RD1MprRe2wQc4czwvLLL55UwOllpL4LXK5qrd/dUUdnz/SRdyZmDtwWIWmNdYupVx9bXrMSrZE8U5ka1OtB9v56oo6Hru1kWHHm1LbyRWzLRUhvnlTA/f8S4wPfbeNN4YMqQYvLqn0WH54Re2E2N38bAdRy7ig6/xkY4YFJSaHWltk3DCHnNMhNmYZ1/YlvdS4I4i/hqjF3nVN7Lq5kY4hh2E1fWONXP2vacBzm1p48c7L2L6yngdfPsPpuMStOL/0eYI+HeGBlzPzzgdjgsnGEodaW5gfMTJis3fEzdm/llgyshUiXb5XLo8AtfirlgM1MKVSr/cBPwcqR/++DdiutX5MKfW3wN3A31yCY71ouZ6+NpWHMNBZK99quc3OEORGCjr79UvK+YuVDSQ9zaARodJ0R59Ajl896q9Kyra9asOBdo7e2Zzxc9NzisnWKpGr7faOuGw60M76JeV0xt2MysBB5ep8VdSuUDZL5vkrTdJXMu1Y3chvP92RSqsgVbOLW67YGkh6xOIOpqHo9SKpXRYAHXE9rbF2KY3vw7PF7DdvaqCxzJoRK7FF8cnVpkotRW/Cm3LbyRazj9/WxB++EEttjwXYcKBd+ltxSQWxvLyhlIqwyeZn2yfEruNxQf1+rjHDzjWNbH6mIyPN15HWxZQzkt+TEwWVq5+MWoa/YEf739MQtXjo+rqM+9Mn1jWxtPTCHmq8U9n63z1rm4gNOalV14FXuhMcbm2hykjI2EFklW0n6o7VjcTibqoPHCsKmX3XklKKrS920RA1eWJdE3/68hnuuqaKdy8Is2dtU2ohYfCzNz/TQSzup6MRULXz7Sm+IpqX4xCFle/J5f8XeFYp9ZeMpcXYAnzrQl6slGoC1uKn0vgjpZQCPgJ8YvRbdgEPUODJ5eDpa3pH1VIZYn6JiYaslW8Pt7YU6GiLU3q+MMd16bUNPrp3bCvL9ze1pLa2wNjkcXDDl2swFXcUS0rt8+ZxFHNTrrZbU2KmHnAEcQhj7febNzWkBumXmvY8GkM28+eHUvl6f9aT4IsvdU0cIBX5hONcliu26qMW39/UzKcP+RNYwQOv2hKDjaNbVGF6Yu1SSu/DRzzFT7snxmxZyJCJOnHRcrUphWJTll0C52s7Qcwebm3h1KBDV9zBUDpjYjn4edLfikspiOWty6ppPZg9dk0DlDr/RN/4MYOrNYZSfPzJt1P9b/CzEx6USxzPamFTZe0nm8rH8m2HDbh/ec2E+9ON03h9Hp8n2jQUnz4UY8v7q7Pez50adOi15OG0yO58dT8gc0d0tjZiKdh1cyNhU1Mb8viT62rZeKCd7Svr2fVqH89sXMzpIYfeETdjfOtPWAshIP9pMR4C/ifQCvzF6P//fPTrF+KvgM8BwVWkGujTWgeVLdqBRZfsaC9SpemyZ21mRdLda5v4f37ag6OzT3o6smx2Au15lOsEdtKesKXrXNJNpRbZu64pVaE16NAnS6sR/NwFaoRyLU+9xZgKZfPEuGrCO9c0cjbh8s2PNGCo7E+3r6wK57Witvb8fLyu508sbzncmXGTKFWzi1+22NqxupEtL8Q4m9DE4i4w9qAskeNake9Yu5SCvrbE0FljtrbUpCFqyUBcXJRs1d93rvHzmF9s29Geh+NpbvjuW2w71kOpZeQcSwhxqQSx3FQeyhm7vSPOBadECsYMVXqYiNK4HsTimUUA/ZQD0vfOdoZS/MMtjRP6yeG0XNuVpstV8yNZY286r8/p92eu57H/xCBJT2ftg7vizoxJEyamX9JT5807H+xcznXv91tPd3DLvpP0JTT9jpmai1hQYhKLuzie5q5nOth0oD1jR4iMD4QYk9eVy1prDXx79L8pUUqtA7q01j9SSq0KvpztbXL9jOPHj2f986VW1XwFXzk6wPaV9SwoMekdcfmzo/5WClNlfzpm5vmYpqqYjqWy5eqMz2t5Qym2B1sOd2ZsR3nklR7cxDDHT71OabSMPbc2cfv3xrbF7rm1gb72NzkdH7rg9162bFk+TumiFMPvpBiO4VKY7DwWXvVevnlTA2Uhg94RN1XM78idLbhejvbrJnjtjdfyftw1V7yHlzqG2L22KbW6Kdg6ONx9mtO9Panvldg9v+k+rpol7+bJ9c2cTXh0xZ3USodXuhMZqykaohZaZ19tNF2x9k6M/1xLo2XsXXdZajVp0Gd/4UgXD6+ow3QTHH8z8zUSv9Nrpp5jabSMQ5uW4KB47WyC7/y8j88tq5lS2xl/7jVXvIf1S8q599pqvnCkix2rGzO2ip9vLCGxW3gz8byrFlSjFizKGrsdQw4LyyziSZvTb+U+t2znXbPk3Yx4TEiT8Q+3NKLskaLtewv1OyzW2LnY46pa+h4cT2cd1z63tpZEz2lG5v//7L17fBzVmef9O6eq+qaLdVe7rQvIhhBnkpB8yIiNibCDbS7WjHxRmGvGcXgzs8t82Iwn7HgJCWFICOt9w3oyTJjdzOsY72SSDMi3d2UgYAajYL94QhI2bDwJYIEsIbdk6y611F1V57x/lKrUra6WWlK31LKe7+fDB1rd6q4Wv/PUc55zzu+pQs9E1FV79rwq09c163VXr0NTXT5WaTxJu4e3hrDv1V7rRGrMcMZErmgXWLyaQ66zFN/dH8iDd3Wdq57XBDje+uMaMNNA9Mp7eGvyPl5W90G8sKMGpgTeHYrhgTNTO5F3tHbh1I5q572ElHhsQ8WM+QEw9++eK/rN3P+z3LW5yNUxOf/rmvvfOpN/g5m0y2SGd9Ayxj6fzuuklDMWnBljjwH4LAADgA+W5/IxALcDCEopDcbYvwPwsJTydvv3hoaGkr7Q22+/jeuuuy79LzFH+qUXdU+1J/381buvwbWFKn4zoCf5oN1QrCFgjru82+KT7b/PXLk8IbH55JQJ/9HGKqewbGNbZZQrUzuRGecYkdqC7C9WrVq1pNs63PS7VOSaLubLbN/jivRj3VPJifS7n1+HvzgdTvJMtzzpFudY3oTixWCMYd+rPdi9vshZvDp8fhDf2ViBfDl1dJG0OzNLoedR5sV7owK3PP1e0nOnm2uxscVqR3CyqRrffXNgSbU2X1L9XScUL4Z0hsvjJnojBva/3hfnF16DfJno+0n6XTyWe2wfZV6MGAwf/J8XrGZU5wfTHjtu392Os7cfv+j44O67qRQVARXV+SqK2Mwnnki7S8ty1fMo8+LPT/cmafeZu6pw3+kwntoaQoEqE+7z8aT63kPMj4aWDgQDKvbdVIoSn4IxXeDDpV6sctHyUup3qbWbq9pZyHUNMT86Rw3XvKP9c2vh4RIbWjpdPZfje9lk+rpmg3GOy6YXtx1N1q5fZfj0kYtT/UYmx0Quxt5c1dRisFTfPVUsnSmHHmVe/O8+Hau8iutYee/z63Bri2WL+MLOGnzh1KUZ84P5fPerLfbO3XN58Rjcs+RGB0ksZLzM52+dyb/BTNrNxs7lz6bxGntHc+oXSPkAgAcAYHLn8v1Syj9ijD0Dy17jRwB2AzixoKvNAKl8AIMBFTFT4oEzvQm7mh8404sf3hnK4fWdpSXadwnHG69xmjxUBFTXoy6cyYQbhhTC8gmzvPqpYR+RFj5Fuo5fIYET7aMIR8yE8VvuW5xmJwDglzpGuAcn2keTfEAPNFSSB2iOU8B0BANeV32N6cL57+uLPUuutUzjlzqG4UlK2q1jtyDtEvOmgOmIKda4Wp2nLnjs2HHWHqPnwuPOqYL2z62FZMtzDBK5TUy45xicSYQjBrwKQwGLzTmXNYVl59UxrDs6BoB396yFlKTlq51iRUcsoLnmHR4unR41HcM6Hjw7NT+9plBD8SwLadlECgEOd+2ebq6lhuxESlLF0jJfavdXuxEqg/upQR8XTsNJD2eUHxBEmmS8uCyl3JTp95zGPgA/Yox9A8AvABzM8ufNilvH22ONVaj0GOiJqQhHjISbZG2hBg/L/QZNS8V4ZAzXT2vy4Jok0d+QyAAFiCWN35d3VUNIS2fxiYS9a2KxkELAn2Lxajk0eVvpSCFQoVnebjvi9HW8sQqrAwydn18LhTNEjKXXWqaRQiCgkHaJzCOFQLlm4CfNtYiKhY8dirPEUmA3Xpuu3cNbQzjWWIUyVYcw5l648HD3BXONcuYVgTAMBD3MNe8oVEwMsqnCs609+0TRUi9mp9LuNZMxnRqyE27Ym/ymx9InNwURynNvAmk3Qo1xzXWs+KWOOj9wprkaBjjlBwSRJllp6McYq2GM7Unx3OcYY1VzeT8p5WkpZePkf7dLKX9bSrlOSvkZKVOcF1tE4jvetn9uLc40V2Ot38CQoeBLbWEc3JzYWOHY5MorkZr4Jg9FLJrUxOc4/Q2JDDF9/J67uxpC8pwZuwUshiN3Bkn/yxRhGFg77f5Q5zfglzquTAj84nI0Z7SWaQpYjGI3kXEY53hnlOHNvijuz9DYIa0SiwnjHEIyHNqS3Hjt+iINa/0GhGHM8i7uuDW+JC2vLExdT8o71uYJXBjj6BjWXXWn5kBTslTaLWZRashOpMRNNwc3h/DIuSszNoGUQkAzoq45uhTCqUUUUx2CINImWw39HgLwsxTPeSef/9MsffaS4GbJEE1xrL7My+gGOQfii38L8VMmiFTEj99R4UU4YuSMTYEUAr6Bbpxpvpb0v0xxuz+MMi+2t3bi8NZQzmgt01DsJrLBiNQyPnZIq8RiMiI1XBw13G3z7gghsICj1qRlAkjOO4bNqZwjle58S2xXRdol5oMUAqsDDC/uqEH3mIH+CdNpoA0AMcFmtGKbzVaTdEkQ6ZOt4vKnAexN8dw/AfjPWfrcnMK2c5h+TOP0rpolvrLlB/kpE4tFTAC9ESOnbArGI2OokqT/qwnb97B/wswprWUait1EpsnW2CGtEouFnWe42uZl4Kg1aZmYTnzczJbuMgFpl5gPEQP4P31R7G3ryYp9BemSINIjK7YYAMoBjKV4bhxAWZY+N6fwceF69IgbS+7ksSJgnGOUedEvvRhlXjCeLbkTVxMeDhw+P7joNgWk15WF7RG3//W+JK0duTO4rI/bkZaJbDLT2JnrUVXSKrEUZDLPIA0T6ZDJuJlJSL9EJsj03I10SRDzI1s7ly8BuBHAz12e+yiAcJY+N6fwSx2r8yxD+TyNY0wXWJ2nYCR8EavWhJb68pY9jHOMSA0xYd1U4o+oMM7RPq5ie2tngkG/m6k/QcRTwHQ8fHM5Hn7tMg40VKIioCIYUFGhza+5zkxMaZhBmAxfagvjRPso6XUFEN8I9sGzvXhyUxDXFXkQUIDBrnbIQO7eI+Jjb1H1OjDOKfYSi8ZMY6eAxVx1Zmu2sPYGjDLVmWySVomlYKF5BuMcRdXr0C99lDsQaTGfuJkpUs3XKF8gMkUm526Mc3TrGtqHdKd+U7dKQ0gjKwyCmI1sFZd/AOC7jLHflVJ22z9kjIUA/D2A72fpc3MKuxNpQamW4NHzViTVpm4iXWZLSGxPRvtoTMewju2tXTjTXG0dayGIFNjeWt/ZWBE3bqNZKSxP1/DBzSGEIybOhcdJr1c57h5u1gTvUg7fIyj2EkvNTGPH7ahqKs2uDjDSKrEkLCTPcPR8Mky5A5E2c42bmWKmnIHyBSJTZHLuNs40XBozce/LUzH20JYQios1+EiXBDEj2drj/yiAbgBvM8ZeZoz9gDH2MoC3Ye1qfjRLn5tz2J1GS9gEdbrNIFZC0pWUkNgdYW1vsXg6hnXL1J8gZmExxq2bhu851Y19N5U6j0mvVzfL8f5AsZfIBeYydlJpdkJw0iqxZMw3/lPuQMyXpcg5ZsoZKF8gMkmm9D0hOPa82J2g2T0vdmNCkDUGQcxGVkaJlFKXUv4ugCYArwEYnfz370opt0spjWx8LrFymC0hsb3F4nFM/QkiB0il4RKfAoD0SuQmFHuJ5UYqzZpCklaJZQflDsRyYqacgfIFIhcxhUyZMxAEMTNZXYKRUp6SUj4gpfzTyX+/NP01jLE3s3kNxNXJbAmJ7S2WKw0rCGI6qTTcP2GSXomchWIvsdxIpVkvB2mVWHZQ7kAsJ2bKGShfIHIR7ww5A0EQM5Mtz+W5cM1SXwCRzEzN8nLhGuIbU8R7eBUwHVKm8hYjI34id3DT8LHGKpT7OM4018CrSAyYXphSouSa68E4I/0SS06q2KtyoN/wwiMZqvIkXmmuhSkkvDz7zYIIYiZSxVoJidUBhjPNNZN5RnKekAu5ELEySaW9mXOHatIokRPY+pUAjjVWYUdS/LUsM9bmmTRXIxaVmRpMWpqVSZq1agyxrPqTE8TVQC4Ul2mY5hi50L13tmtIp3gshbAaQjAAEnRDIHKKVBoGgG5dw1tDJva8SB20idxium6lEUWMM9Q/PaXVQ1tCeODMJYQjhpWQ+5f6qomVTLxmx3UTTNHwpbYwTrSPJucWcXlCLuRCxMpkJu0BgE9leHJTEHkax5gu4FcZChehORtBpMN0/TbV5eOlnbVQmIQpmUv81SGZoLkakXVSxda1eQIXxniSZjmT8DBa9CCIdKEN/kQSbs0XHn7tMgalF/3Si1HmBePZlc5sTaOA5dkMiyDicdPwiNTQPqQnNZOYrn+CWCridStMgTuOJ3Z73/NiN763ZTUObw2he8zAOCPdEkuLrVkYOm472oET7aMAUsdWxjkGpRdjhsSBhkrUB/0Uh4lFY5xp6B4zcHhrCEcbqxAMqI72RqSGO453YtuJTmxs6cC2E52443gn6ZLIGUakhodfu4wDDZU43VyL3euL8KW2MDhjacVfgsgW0+sLwYCK7jEDfWbiz0+0j+K2ox3wMEk1BoKYA7mwc5nIMaY3X6gP+nHfjaVoaOlYtN07MzaNoibCxFVMTAAlPsVd/5LET+QWgquuWh2ICmxs6XCOwK71c0rOiSUnlV7jc4upnU1TOc/BzSE8eLYX58LjlIcQWYVxju6IxL0vh5P0ZzVOdW82RbokcgUJ4L4bS3HPqe4EDes0tyOWmPj6Qn3Qj0c/WYF7TnXj8NYQaZMgMkAuFJev6iHLVRUDpgZdSGicoVjJ/fstWeoAACAASURBVCYFdvMFO8j+za0V6J8QOLJtDfwqx3BMoHvMwOqABh+iGftc2+uosPYGKJyjqS7fWd0G4ppG0ZEpIktM9+EqVEwMm8qi+G0yzjHONDDBUV3AcbKpGnkaR/+Eif2v9yEcMaAwRvpf5szk4RofA0eZuiyO4XFhJNwvACtWF3s5TjfXIqACeRrHZdMLjQPFig5hGEt4xcTVQPw4CqiAIRhiQs4ap9302lSXD4Uz9AsvPNxq5tM9puPw1hD6J0y0to8gago8tTWE9qEYAqoEzMX6psTVzJSOGRTO4FcEIiZHQJN4tqkaj/+sD987P4R7TnXjyU1Bp3FqvIbrg348VF8GCWCUeZfFfYPIHun6xGfTT15ROKKmnjBv7J8woSlwzRfsuR153BMLxU1DAJyf2fWFcMTE97asxphuxVqPwiiuEktC0aH3l/oSMkouFJf/bKkvIFtwVcVboxy7Tk7tfjmyrQpFJaVLfWkzEt8s5LaqADwKx3ff7MN9N5Zi18kpj6JM7kZz80A6sq0KABJ8ueyGfQSRadw84r5aX56g+Wzt2Geco1vXcGnMxLd/0Yu9Hy9N2LV0aEsIeSoDZ7S4spyZzUdzOfq7Rvsu4XjjNQnNpVq2VeHLZ3pR6lPwHz5agq3HLibE9evzVSowE/MmfhwFAyoe21Dh2AjNNm6m69WO8/Ens45sq8J33xzAifZRNNXl4yv15Wg+2TXt/WknPrEwpt8P7v94MX7/A0UJc4aWyTz4e+eHcH2xBwUsBgBOjj5X/RNXN+n6xGfTT56rKi6NmfjumwNJ88bnt1enbMYORh73xMJw0/Xz26sxYciEnz3bVI2+CRN3nZj62dN3rsE/3h7CZ3/cTXGVIBZAVorLjLFHZnmJBNAH4HUp5Q+ycQ25wICpOUkiYB2v2HWyC6d3VgMZ3PGbaeKb3xjguLWlAwcaKp3jTYD1XXa0duFMc7XVNA/zX3G2vQ3tI6j2++862YW25locaJDUQZjIOpYP15R37O71Rdh1Mtn3O17zmfzsK+MmOAMO3BrEpiOJY2HPi9aRLUG2GMua6RqL1xSAlM9lWm+ZZDwyhuvjGvxxzvDF02GEI6arlu24vgpUXCbmR/w4OtBQ6epPn2rcTNerqjB86plkjR5oqMSJ9lHsXl/kFJbTeX+CSJfp94M9HyrGXSesBZMDDZUo8SnojRj4Sn0ZXuqKwMOZkwPX+Q2c2lYOjz/gLIwApM+Vzkw5Rrwe0n3dfBgwNexsTZ43BgMq2od0fLjUg7bmWpjSapRmnRDUYIAnzQNJy8RccNN1+5DubNaxf/be8NTP6oN+7LupFLoEQnkKDm8NobZQw0bXuFqDfEws2fcjiOVAtnYuV6fxmt8C8CBj7KCU8stZuo4lRRfuvmjmMnACkUIgH1FckT50DOupPWAnvYjmuwpu/96YYbj/rYRECZugDsJE1pnu8z2b5jOJBOBXOXad7Erp+xUMqOC0bXlZM6OX/DL20bTvF2BAn/QhHDGx/5YKdI+5x3VdIOe/E5G7xI+j+cRpW69cU3Ep5u7BXOJT5v3+BJEO0+8HCmcIBlTHA9TOpY82VqH1d6oS7v9SCET7LkGuriN9Eg7p9qvJZl8be+4bHzvjvW3j54hr8wQujHFsb+0kz1tiwbjpOk/jKX/mpsuDm0MwU4yPiAkUqHRqiSBmgmfjTaWUe9L4ZxeAjwO4JxvXkAto3PLvqQ/6cbSxCqeba3GyqRo+vnwKROrkd+ifMFFbmNjN1/HJQnL3VXuVb7YOwPbv9UaMGd+fILKN7TVuE695ewy/evc1UDgD45kNnQLc2SWdaqyFIwYYFZeXNdM1BkzFuenP1Qf9ONlU7fi9ZVpz2UJhDA/Vl2H3C90p47q2PL4KkaPEj5WFxOkBU8M7gzFXjfZPmEnvH/885SbEQonXcX3QDw+3Yuf0U4I7W7vgUXnS/d9buhpvp9Av6XNlMlOOkep1mc5v3eaN+24qTdL19tYuDJhTc0eKtcRC8XCrh4JdcznaaNkKTdfVmC5QW6i56vKeU93gzH0cvT0Ym7WuQRArnaxO8RhjxYyx2xljf8AY28oYK45/Xkr5PoCHs3kNS0mxouPZpmo8tqECe9t6sLGlA/e+HEbPuLlsCgVeLvHMXVU4fH4QBzeHnGCb4JOF5O6rRxurcHhrCAb4jN/V/r39r/fN+P4EkW1sr3Fbg4fPD+LItio01eXj0U9aY/iWp99DQ0sH2sfVjI1hxjkMObVr1W0sHNlWhcqAQuNhmTNdY/FxLv65+qAfj22owL0vh7H2qQvY0NKZUc1lGq6qGGJ+XJE+MAasK/KkjOtHG6uWRWNbIneJHyv7X+/DoS2htOI04xxF1evQL70YZV7oQuKRc1dcNXr4/CAA6z7Qss19zBLEQrB1bGv3f10YcmJnPB3DOhTGEjTHOAc8Plf9HiN9rlhmyjHcXpfJ/JZxjlHmBQeS5o01BZbVi13wqw/6nVNMM+W+FGuJuVComPhqfblTc9nb1oNyv5I0JupWWdq6tlBz1eVIzMTRab9zcHMIj5y7MnnSkCCIVGStoR9j7KsAvjz5GVcAlAPQGWP/RUr51/brpJR/n61rWGqEYWCVR8VdJ6btQjjZvSw8pBjnuBQRePRfL2P3+iKU+jhe3lWLoaiJEp+CIhZ1jobYq+BuR/pmssewf+9ceBwPnu3FgYZKVARUVOerCe9PENkm3ms8Jhg83PKC+9uNwax5GtqN/BimOmjbY+HJTUHUrfJAAihUyXP8asBNY/H/X+3ndMmw8cjFZeE9WFRSmtS49tTOWte4XuJTUOIBhBFb6ssmljHTx1FAlbPGace66+RUo9SXdtYiHDEcjZb4FIzpAsVejj/9cDH231KJi6M6/vk3g3iluRZi0iOUYjGRCWwd/+3GIP7j6TDuu7EUA5O7N+MLzPZpD1tztpa7x3RX/YYCDNIkfa5EZssxpr8uU/mtW0Ps/bdUImoKvLSzGkMxib1tPQnWA0+80QeNu+e+NxR74KVeO8QcGTYVp4EkYOn5rhOdOHd3ddLc7oqiYCDqrsuuUQMfK/fiyU1B5Gkc/RMmHjzbi3DEsHbS02Z6gkhJVrZBMcbuBnAfgD8G4JdSrgbgA/BZAP+BMfZ72fjcXCRmzuCjmeOMSA07Wrtwon0UO1u78LEfvItNRzpQ4FGSCr/2Krjbkb6Z7DHiV9nPhcext60HPmZSYZlYEqQQyJdRlLAJ5MsohGHAFCJrY3hEamgf0rHv1Z6EHRvhiIHygIqRmAkGicGud2k8XCVM11j8/1f7uVhMXzb3DbVkdVLjy/vbws6uDzuux0wJBgm/pMIysXDix5HPjM4ap92su740qdNwxMDO1i7sfqEbFQEV3zh3BdtOdOL24xehmxJ/dEMRilkUJUgeswSxEKQQMIXA7vVFuOdUN774So/ryaX40x62lu1dy/H6DeWp8Eva6bmSmSnHmP66TOW30+PrifZR3H78Ii4M6fjNgGXtMt164PGGIIqVxJ3W4YiBUJ6KMiVGsZaYM6m8xCMGSxgTw6aCf+t31+X+WypRt0pDPtMRylOx+4Vu7GztQjhi0E56gkiDbO1c/gKAv5RSHrF/IKU0ALQwxrwA/hTAP2fps3MKT9yqrI3jIZXjK1+pgjRnMuUqeKHH/UhfqoYMbqvsg13vQgZCCa9jnGNEaogJ629Kq9nEYpHpMRyvZc44KgMKTrSPIhwxnd1H/RMmgn4FHi7glzreioxl8BsRuQ4XRs7cN2aLvYZkSTH/RPsontgYRFtzLXQBqBzwTWqZ4jaRDVLF6YAqMSq8mBAMBxoqsf/1PpwLjwOwdPp3myodnUZNgcd/1ofvnR8CYOUuNxR7UKbESLdE1vBwoCJgNZbsGNYTdiLXFmooVXQIwwBg22hxHN4aQv+EiR/8etB57TWFGoppYwYxBzKV36aaL95U4YMJOHq14689lxSGgTo/n3WnNUGkQ7p6jgn3Rn8dwzoCGsAlwxVdQbmP4dzd1YgYpE2CSJdsGTjeCODZFM89C+CjWfrcnMPN/+rIncFlsfKVsjEEc884pBDwcjnnhgzTV9nHpxXS7ONWG1o6UfdUe877jxJXF+l62KXDdC3f2tIBAYamunycC49jZ2uX4xPGIeAzaaK4Eon2XcqY5hZCOrFXZe4xXwJYJcdRxsZRJMdJy0RWcYvTz2+vxqWIxIaWTqx76gL2tvXg0U9WoD7od17DpMQqOQ4fF7jrRKdTWLaf9/LkxXSCyCQFTEcwoDratXOB3S90Q4NIKCy3j6u4taXDyRP+8IYi7H+9D7tf6IYKQVol5kSm8lu3+WJTXT6uTJjYGKdXO/7GzyXT3WlNELORrp49fKqpXzxNdfm4Mi6woeXiZM57EZciEqW0k54g0iZbO5e9Usp+tyeklAOMMU+WPjfnSHdnbi5iB2n7qFN8kJYpasXz+Z3ZsI5bJXoo5ar/KHH1ka6HXTq4afkzJ7vw4+01eONKNGNjhljejEfGcH2GNLcQ0om9Rv8lHNlW5VhjxB/jFsaiXi6xgnGL0wDDHcc7k469HmioxN62noQ4m43chSDSQQqBCk3HscYq7JhBf27x+J5T3XhyUxChPJW0SsyZTOW3bvHz8YYgbjvaQXolFo109VzAdNSt0nBoSwh7XuyeUbNUbyCIuZGt4jJjjF0LVyME6/ksfW5OIoWwghIDIIFLy+SI+3ySjkwW4mxSHbdKZbVBEJlm+hieb0KcSsuaArzSXAtTSHg5UMDoGPZKJ1OaWwjpxN7B/j58oLLCsRbQOCYLy1RZJhaX6WOmX3pd9fuRMh/ONFcn5CbZyF0IIl2EYWDtLPYAqeIxWbcQCyETuYZb/IwJ955DpFcim6SjZykEQpqO4mItYe6VSrNUbyCI9MlWcTkPwDtY4UORcY5xpmFC8ISi0XJiPklHposiy9m3mljepBrD802KU2nZyyTy5cSSFhKJ3MEfyMMo80ICELC0txTFrnRjrzAMrILh6Jd2LBOLBVdVDJgadCGhcZawsJFKvz5uHcOeHmdzYUGHWFkk5BimlWOUThbepusvZf5A1i3EPMh0fjs9fo5yL+mVyDpTfUEYFM7AIcAwe28mKQR8iMIHzKpZqjcQRPpkxbRWSsmllMrkv13/ycbn5hKMc3TrGs4PmLi1pQNrn7qADS0X0T6uwh/IW+rLS8AuZPRLL0aZN+e8jDPpeUsQ6TLTGJ7vGElXy4zzhDGZazGDyB6Mc0wUV+HPT/fiN4MmGlo6UPfUhSXxmp9v7J2u31y7pxBXB1xV8dYoR0NLB9Y9dQENLR14a5SDq9a+iUz0vCAtE9kiVY7RrWsYZb4kzVEuTGSKbOS30ylUTBwjvRJZJLEviJUD/GbQxJ+f7p1Ry6nu6xRjCWLhZGvnckoYYx8CsFtK+VezvM4HoA2AF9Z1tkgpv8YYewrArQDsriufk1K+kcVLnhcjUkP7kI57Xw4nefec2rZ6ia9uCruQsaGl0/EcOtZYhXV5ImeONdNxVWIpmGkMz9d/K5WWAWCUeRETQEAFLkWk461oFUSqwDhI8yuAEalh13OdONBQiXtOdS+p99tcYq+9e0QCuDwusSNOv8cbq1DnN0i/REYZMDXsOpnoj7jrZBfammuxCsaCe15wVcU7Y5y0TGQFtxwjGFBxedzEHT/udtVcvJ7N6DgqSIvEPMhGfgtMywPGJP76tcs40FCJioCKYEBFhaZDGKRXIjOk8qE/0FCZUst2QXp7ivs61RsIYmEsSnGZMVYG4A8B/AmAjwF4Lo1fiwL4tJRylDGmAXiVMWb/3n+SUrZk52ozQ0wAlQEFBxoqUeJT0D9hYv/rfTgXHodUVADmUl8igKlCRnxg3tHahZd21sLLlbSOliwGdFyVWGxiAsjTOIIBNWkcL8R/a7qWmZJYwDjZVJ2U8O96LkwNJVYItq9miU9Bx7CO+qAf+24qdfQnF9ltKp3YG5+s283SqCEKkW10IV3jsy7gxOf59rzgqopeXcOOVmruQ2QHO8eIj/MfLvNi89GLLpqrQT4mEvT8duc7KL/uuiX+FsRyxE17C80x4hfj4vOAE+2jAKxdoFbszI2NS8TyJybgmgPY+bPbXG1EerC9Nb0YS/UGgpg7WSsuTxaEfwdWQflOAJ0AQgA+IaX8+Wy/L6WUAEYnH2qT/yybIR5QgStR5txcaws1HNwcwhNv9IGZBqDlhh11qgYh4YiB3ojhdFSnnTrESsPDAYUBj22oSOgmfGhLCAFVZmR9iHHuFDDsBGltkYcaSqxgbF/N/gkTTXX5uO/GUmcHs32ypNDPcyoex+8eWZ2nkn6JRSGgshTxGQuKz3ZcDkcM0jKRNTwcGNNFQpx/fnuNq+aikiF/ia6TuPpw095Ccoz4XJbyAGKxCKjuczQhZUqv5Khg7jFWMOSTNgliwTCZhSUZxtjfAfh9ADqAZwD8QEr5GmPsEoCPSil703wfBcDPAKwD8B0p5b5JW4x/B2tn80sA/rOU0tlCMjQ05Hyht99+O0PfaO6UXHM9Pv3/9iQEsNpCDS/trMFEdzvG09w9k21SXec/bF4ND2fY2NKB2kINp7aVY7Dznaxeiz+QB2/pagiuggsD0b5Li/53uummm5b01pIr+iUsPQZCddgUt4sIsMbH6e2rcaX91/N+X1vnHk3FYEzi3/9LGI9+ssI5zhW/89P+zNnGIGn36sAfyMNEcRW+/tMB/NdPVWLrsWT9LUY8Tgdby/D48WZfFK3tI/irm8pw+/G5XzPpl5grZXU3YOPxS0laO7trDSITsXnnEkXV69BjehAxBL5wKvn9/+V3K9H/3lvOz0i7xHzwB/LAymugKKoTM9v3rMOmIx0uc4daTHRfAICM58lLqV/S7tLgpj2b+eQYdsy85en3UB/04/DWUML71gf9eKi+DNcXaUBsImPzO4q9K5tUNYwXd9RAAlDNKMZ730/QWvn1H8GtLckxtq25Fr1v/XLGz8t0neJqi72feDWQkffJBj+9JbLUl5CSxfq7ZfJvMJN2s1VcNgH0A/gKgB9JKYcmfz6n4nLc+xUBOAbgPgB9AMIAPAC+C+CClPIR+7Xxg8Xm7bffxnWLfHSsX3pR91S783jqyJsP3JhAmZflxM6zCcWL8wNm0qqfxoHL4yZ2tnYBANo/txYlbCJr1zF1rLorwQNpdYAhYlir7Ithz7Fq1aqcSVSWmqUYN9lgId+jX/pQ99SFhJ/VB/340Z1rIKWcsx+Xm85btlVhwhD440mPxfqg3yk0T3kuB3Fd/syey6TdmVlOeu56vxtlNddixGC4Lk5/9n3kI2U++LhYVMuiqY7cVjwuVExcGOMJWn7mrio8/dYg7rimMGkn1NpZTr+QfheP5TQWZsLOs+KPdQspUeRVsCNOl8caq1DuY2AABrveRdWamT2X+6UXb1yJodyvQBdIyo/WFyvwmVO2GKTdpWU565lxjiF48HpPFCU+BWtXabgUMfGZk1P6tU89/o9PV0z2Y0jMkxd6snAp9bvU2s1V7SzGdXFVRZ+poWNYT7BuBID2PWtRguQ5X6rrsmPm3rYeHGioxOHzg86O6GBAxf/9qQp8NoWP+ELIxdibq5paDBb7u48wL37aG0uyH3317mtwy9PvuWptTPHjNwN60n39A8Ua8szxlJ81ZfviHn/n892vtthbdOj9TL9lxhjcs2apLyEJWzOL9XfL5N9gJu1mq+31WgBPAPhPAMKMsSOMsV3z/Twp5SCA0wDukFJekhZRAIcA/HaGrjmj2EebAasg8P/cFsQNJV6YUiLKvegTWk50HY8YwANnenGgoRKnm2txoKESD5zpRblfxf7X+wBg6mhJFrGOVXcleSD97LKOuqfasaGlM6NdjAkiHTxcOuMYsMbyExsr0TWqQ5fAiMHQJ7zganoOQ5bXV6LOm092obpAc352LjyOB89aY/Kdz63DmeZq+Aa6cmIxilgcxiNjMATw1kAs4T7yt7dWotyvwJRyztpbCIkdua143Ksnx+zPPNuFT4byHP3a95RyX27ZeBBXBx4ONNXl49FPVuDw+UEIKXFtoceZ/AFTfSR+2hvDhpZOTBRXzZpHeDhw+Pwgyvyqa34UMejsLJE5rowLnO0eQ7lfAQCU+XiC5h4824sT7aOICu6aJ49Iz1JePrEMYZzjwhjHX5wOQ0iJ3yr14vt3rMGrn6lFU10+FDa3GGfHzIObQ6gIqDjRPurkAd+/I+QUlgHSLZEZuKoiKjiq8jWU+xVcW6jh8NYQ7v94MXojlq/3lNam5nETpnS9r0+YqescU7YvbvFXS/l7BLESycqsVEr5HoBHADzCGPsULN/lgwAKATzKGDsgpTw/03swxsoB6FLKQcaYH8BmAPsZY6ullJcYYwzAdgD/JxvfYaEUMB3HGquwo7ULT2yswIQAmv/XxYTdigX5GjSxtE1hPBwIRwxnhzJgFZPDEQPnwuPOylwB07Nqap/K+zlP485/UyMdYrGJH8cdwzq+9akKAIAu4NgVTO3MnL2AFk2hc11Y4y6+wLy3rcfSu4ym3YSKuHqICeCRc1dwcHMI95zqxmMbysHY/LW3ENw6cqfyo60IqDgXHnfuKXYTH4LINAVMx+MNQXypLYwvf6IMY4bE+2PuurQb/KTTHLWA6Xj45nL0RAzX/MjNx5Eg5sOI1PCDXw/g9z5QhLtOdCIYUPH9O0Ku1lh6ivwhKkBeocScGJEaHn6t14mbW+JyiiPbqqwYNwffejtmPvzaZXxzQwVqCzUnDzj/J2tJt0RGYZxP7iLumHbC4zIeurkc33mj33ntdK9vL3Ove3gnG/i5MSKpBwNBpEvWt4FKKX8ipfwCgCCAPwJQDeCNNH51NYCXGWO/BPBTAC9KKVsB/BNj7E0AbwIoA/CN7Fz5wpBCoDqP47ntNagIaGg+mbxbccxc/F24jHOMMh/6pB8DzA9N4TjWWOXsjqudXPlTGPDW7rU401yzKM384nd629hNrWycIE4Qi4BtA7AmT8Fz22vw691rUVWg4fL4lI0MMLUzLp3Va4UzV52rHDiyLXEc2os6xMqCcY6i6nXgnCMcMfCDXw/i2aZqXLvKsyDtLQS3xb/eiOGq5WBATdDxkW1VKFQy0P2SICax8hgvhid1v3t9Ea5MWGMjlS7tXGK2PIJxjnGmoTKg4PoiDUen5UekZyJTMM4RFQx7PlTszBHOhcfx2L9eScoHDm0JQUmRJyuc8mJibsQES4ib8TnFrpNd85prXVPA8HhDEDFT4pm7pvSrMtItkVlGkHxC6Z5T3di9vgg7W7vQWFfgvNZeELbzBoUj6b5+tLEKhYqR8vNiInXOm+2T3QSx3Mj+edpJpJQTAH4I4IeMMcfwjjF2Ukq5zeX1vwTwMZeffzqrF5ohuKri4pjAztYunNpZ63ip2r6A/RMm+OTrhJE6oGWSKb/XqRXqQ1tCqPBzvNJci65RA70RA/te7XV2LZ9prp53YXm6R+dM/qAFTMfxxqoEL7lDW0J44MyUPTftGCIWC3usPPxaL/Z+vBS7X+ie3FG0BnkaRzCg4kBDZYLPV0wmJ8rTx0CeInBoSyjJ66trRMf9P+l13nNMF1gdYJAmWQmsJJwYfTKMYEDFM3etwagucdeJTjy3vQaVASVJd+fC49BdtDefz04Vr+3Fv/gC8+HzgzjaWIWd8Z7L26rw33/Zl3CNXz93Gd/ZWIF8LM59jri6iY/N991Yiqhp7ZY3hETHsI7W9hG0bKtyinX2gvm+V61cYqY8gnGObt1aQPzsjzsd71DSM5FpbB0PxQwE89SEnEJIidUBa3MKZ4ApJB7/WR/2fKjINX/wcTGnXabEyoZxDgiWEDcBJMxR5eTr0pn/Mc7RJzSYUY7728LYvb4Iq/NUPNtUjZgpkacx0i2RMRRNg64zHN4aSsiD408oVeUnbtSxeoSo2N7qfl9/5LXL+M7GyoT7enxOrHCOs91jzknC+JOD2T7ZTRDLjUUrLscjpeyOe/ippbiGbDNgatg5eVzDFBJNdflOcwM7KB1trIIa0BCYNkmZS1F2Lrgdbd7zYjee3BRE3SqOW55+L+H1CznuMVXI7kyrgYMUAnV+A2eaqxGJGQh4NIwYEuFJ36TFsucgCGBqrBxoqMTuF6wxe6ChEu+P6lAY8NiGCux50So4P1RfZu325wwMU8l4qjFwTaGCJzcFkadxjOkClQEFn3/xUoKVAGA10fTRxo4VRXyM7hjWMRgT+MKpS+gY1jEUNaBw7hyXjm/0xBhLKJbN9R4yW7x2W/z72s3lzq5qzhjah2LgkPjWzweAnw8kvP+Bhko6NkhkhPjYbDeL+v4da/DWQBT3f7wY9360BOOGTIixAdUSn90cNVUeMSI1tA/puPflsDNRPdE+ihPtowmvIz0TC8XW8TN3heBXrULJhaEY9r3ai299qgKXIgK7pjX1O/SrQdx/U2mCtlfnKfBLnfZcEGkzIjW8P6ojmKfhrYGoc+IovpF0U10+Hm8IgmP2xtUjUsOEyRA1zKR57sHNIQQDHKvzFNItsWAY53h7lGFHa4cz/3pqawidozq+80Y/+idM1BZqqAgoaP/cWke7w+ZUbp3qvv7fGiodmxa3nPjItir86DdWUboiYC0IVmg6hEGbgAginiUpLq8E9LjV4GfeGsK3GoLYfLQjobC7s7ULp5trEYj7vbkWZefCTL7GnCXvTFvITmG3QvZsnslSCOQjikvvvY2K665DgcZxprkaMcFmTW4IIpPYY8VeBQeA1Xkq/uKVHvzwzjXYdKQjKRmfPlZTj4EafKjUiwlTggF4f1R3FlFsaJf+ymR6jPZw5px6KfaquP34xaRjgC/sqEnwt5rPPWS2eB2/+GfHYwngWz8fQGNdIQBg24lO56hhpu4jBDGd6bG5Y1iHEALXF2kI5hXh3/pjTnHYprZQwyvNtVAhMNj1LmQg0U9NjQAAIABJREFUlPK98zTu/K49USU9E5kmJoBgQAVjHA3PdEwrxqnYfCw51j+5KYhCD8dHSzXEBIMZHUeFBsqLiTkRE4ApgZhporbA2kU8bggnl60P+nHfjaW47WhHUg6R6v04AzwKc94DmNJtW3MtQloMBZO6pfkcMV9GpIYdrZ2u86+WbVX4599YTSU5gCI2AUhASiAmMet9XeFTmzTccuJdJ7vQ1lwLU9gLLlEqLBOEC4tv+rtCCKgMJ5uq8fofXIPbrykAg3thd/qpdyugZacbaSpf4zFdoDdiJHkvL8TzNVUhey4+XlII5MsoStgE8mWUEhFi0QiowMmmalQEVJxsqsbn169CsVdBOGIgZloLR/tuKk1KpOPHauoxAKgQuDAYwzuDMXz7F/04uDmUMPaOkd/yisTW3enmWhxtrIKQ1qmXRz9ZgSsTpquehqIioc41n3tIOvF6ejxmmPKyHdMFags17H+9L0nL5B1OZBK32CzB8P6YiZ2tXQnFYRurAC2RL6MYn6E5qofD0TIA0jORNQIqcGhrKKkfyz2nugHmHo/XFXnAAScOD3a+Q3kxMWcCKhDKU/HesIEHz/YCkLi+2OtobrbcdjoeDggJjOnSfZ4rJc3niIxg56puGm0+2YU9HyrGE2/0Ja39xtc/3O7rz2yrsmxapn1OPPZJdNLwyqHo0Ptz/oegnctZgXGOoZgVdAo8CrYeu4h/uj3kulLmUyQgpo4xTwjmPsnPgKdmKl/jfI2hwMOxxmtmbKewm0cn7fghlgOMc1yKSHz3zQHsXl+EioCKr9SXY+8rYRzcHEJ4sqlD/K5mm45hHROCAdwLD2Mpx0AB01G3SsNITOCLHyvFt3/RR0etVji27u59Oewc91uTr+HbG4O4taUD/7B5tauein0KihUdYnJTUaqkOCoYChR3D8X5xGv7fvLwa5fx5U+UOZ6KD57txZObgriuyIOAAhSwGCXhREZwGyNfqS/Hk/+7D3/2kVJ0DOsL2m1sx+V/vD2Ez/64G+fC43jijT78eHsNFA74OemZWDi2jiXci3FAinisMOQzHaQ+Yr7Y2hvVTZT7FTz422W4PG5CZRInm6qdniJz2RxUwHTEFA2aT3HXLaN5HzF/4m3efCrH6eZaBPPcNWpK4Kv15Qk5MZBY/4i/rw/HBAo9HB5FJti0UA2DIOZPLuxcvuqc68aZByOTxWUJK+B971eDSd2fj2yrQiE3nGPMG1o68csrUdfdxUIyqwnDApg62lyDC59bh9PNtfhAsYZKzUBI0yEMI2Mry3Ygpx0/xHJjRGpOwcyrMBhCImpKnGgfxYNnexFQgSPbqgC4nwT45ZUoNrR0YsSQKceAFAIhTUdNPscHijX8zcYgPlrmwzX5CsqV6KI1+SRyhxHpwfbWLtxWFcDhrSGs8ir4VV8UvRETwYCKVRrHoS3JO9yDHiNBLx7OXHX564EY2sdV1/vIfOK1fT/5Vn0hQnkKbii2rAd+cEcIHy31oFKNIV9OUCGOyBj2rvxgQMXf3lo5+VOJxrpCvD+qL3j3vB2Xr1+loK25Fu98bh2+vTGIIo9EhUJ6JjLDiNTQ1jWKQo/iGquHombSfOFYYxXKVINyA2JB2HmGyhn++y8HwBjDd98cQMeIgXtfDic0Po3HKay5IIVAKddR4hEZPQFLEPH1kT94/hJ+PaBj9wvdON/nXivxqxw3rGJJcTLe2q19z1r87cYgAipQEVBQ5JEo5Ymb6aiGQRDzZ0l2LjPGyqSUVyYffnMpriGbGGAY1a3dNQcaKlFbqOGPP7gKo7rAv+yqAQdD1LSa1UWkAkMqjrfP/tf78MxdVfjMs4mNPL7UFp7sUO7uV5wulq/xhGVaLwGYwNvvvo1V112Xke8e/znTPTpn2gkdvzJZVL0u7S7FBJFpYgL44sdKMGZIx7vzZFM1ags1nAuPo2vUxNnuYXzxY6VJHbAPbg7hwbO96BjWccfxTrz+e9Voa66FLgCNY3I1fXLhSQj4JsdzHmAts036gxErj+ikB+e//0iJ461cW6jhx9tr8FB9Gb750yv48xtL8Nz2GigM6I0YCAUYTD2W8D4qlyl1GY4Yrr73s8XrVA0CpRAY7HwH1113HWDC6h9AOiayhL0r/9CW1U58frapGgd+3of9t1Tix9trcGEohh/8ehBPbgpibZEHAZVhFdJfLLfjsg9wtAyTNisRmUMCaFy7Cn85eRoq3jf0mW1VKPIyfPNf+/DkpiA+XOqBBIMpJIYMiQLKjYkFEJ2MocVeBbuuK8Q3zl3GNzdU4K4TnU7j6n2v9iTp0rZqu5TifaUQUEQUa/1WrxwJBjGp2xGpoYCTxzIxNxjnGJRebG/tcLRp57X2IvL05pH3t4WtBWGX97P7OlkP4p5wub9LIbA2T6ScvxEEkZqsFpcZY6UABqSUYvJxJYB9AL4AoAAApJSPZfMalgJdICEAPn3nGiic4evnLid10j3WWIUiz5RH4LnwODiTONBQiRKfgv4JEw+e7cW58PiCO5SnKhBkCyeQz1JsyGYTQ4KYKx4OVOVr2BLXUOeRc1ecgl1NgYrCawpxaczEA2d6caChEutLvTjfF3XGKmAVCjvHJHa0JjZFWZevod9QoQsJjbPJhIV2I610FM7wUH2Zs7AITHrLvdqDv7m10rULuy6YVQSLI2IwPHCmFy/sqMGlMSPhHgLAOtrqch9JFa9TxefKgIKIIVG27rfAVZM0TGQd+6jqmnwNW+Pi8303liYsyLRsq8JIzMTuH3ej5a4QRqAhJq3f9wfyXN97sfMjYuWicA49Zp2GCkfMhHyfQ+LyuMT3zg/hV/0x/P2ng9gRZ2V3rLEK5T4GhtRaJohUKJMnm7wK8MESD+67sRQDUeHE0hKf4qrLcp/7okZS3ISOAqZP5gxdSXM6ABRniVmx805dmAnajK+VPHjWff71eANcc9y53OMZ57gwxp3Ctq3h1QEvIsbK0O7V5h98tX2fXCYrthiMsZsZY50AegGEGWMNjLG/BPA2gCoAt2Xjc3MFc3JluD7ox76bSlHiV7DrZBd2ry9KMqDf0drl3OxtLo4Y2NvWg40tHdg56Q8005GkdIg/WlL3VDs2tHSmPCK92NjHtJKbR3iW+MqIlUgB08FZsvc5IHG6uRZlfhX3nOpGnsYQjhjY/3ofTCGxt63HKeABwEP1Zc6kEJjSdTimoqGlA+ueuoCGlg68NcrBVbK/X+n4uMDaVR5HL/VBP442VmHvx0vBmHsXduGSQSvc0mXHiHV80L6HADMfbU1FqgaBv7gcxbqnLmDj0U7SMLEo2EdVRVznd7/KXRv7DEYFggEFlydEQt4zUVyVlPfkcn5EXH3EBJzeDefC49jZ2oWNLR3Y29aDnoiJQo+lu/23VCTlEDtau/DT3lhKLRPETPi4wKEtIUyYQMwE7jnVjd5JLdYH/Sj3K666ZC5nN1LFzZnmdBRniXSw8848jSVp0+ZceBx723pwvi+aUCvRlOT3m+s9PlXe+7PLOmmXIGYhW6PiWwAOA/gtAN8DcATA7wD4hJTybinlv2bpc3MCnyJx/8eL8cTGIM52W53JO4b1lA3AOEv0Zj3bPebuz6yY876mVIEyVfffxcQ+phWP1YBqiS6IWNFIIeBTJJrq8nG0sQq/+uy1+P4da1DsVRDRBXRhNeExhMTTd67BYxsq8OUzvUk+n9cVeVx13RMxEsbhrpNdGDCXfhwSS4tf6vAoViL9+fWrcHDzangVhnyNwUjVuXpyezHjHKPMixHmBQPw9J1rUORJ9miej2dcqgaBeRp3/ps0TCwGtn1LnsbQVJePf9lVk1BotukY1lERUPF4QzCpOLfruXBS3pPL+RFx9cEh4VdYUnz+x9tDqAwoGDcEags1VOVrrtq25xJuWiaImfBLHavzFCgMiE3msvYJ21S5bKq8IVXcnGlOR3GWSIfYpE2cT2UzavNoYxXK/QpON9fiZFM1TjRWIaKLpKLvXO/x6eS9pF2CcCdbW43WA2iQUgrG2EMA7gewS0rZn6XPyykKuYE/+0gp/scv+/B7HyjC+6PWqnBMSNfuo7pgWJsnHL9Ln8rw1qDueGu+P6rj6+cuT3ouz+/ocapAmar7byaZ7SiKvXN7+t9F4YyMDokloZAb+Gp9Ob5+7jIe/O1yfPlMGPfdWIon3rC8PZvq8uFTOQaiBr79iz7sXl+EPI3h2aZqxEyJyoACXbh3G+6NJI7hjmEdusBV2NqUmAtSCJSpOp7fXg2vwvDesIHvvjmA+24sxaiup+jCDjBm7ch4+LVe3HdjKaKmjsqAgp6IiRKfgmebqjFuCPRETKwOMEhzdt/7+Didqmt2/8TUYidpmFgspBAoUnV8c0MFeiJmyrxqTb7qnCKLx8l74rQ6Y35EmiYyjARz9dCvW6VhYMJEgYfj+7eHoM4Se0mjxFyxm5Yaiob+GHd2KQ/pAl84dQnBgAoBiee210BlQL7GkJeiwXts+indSQsNdYY5HcVZIh0CKvDYhgr8uj+GPI07VqOlkzmtwhl8CoMpBXa2TtnFHW2swgvvjWDXuoKE3iJzvcenm/eSdgkimWwVl1XbZ1lKGWOMDa+UwjIADJsKeiIG9nyoGHed6MSP7gzh0JYQNI6kRkuHtoTw/qgOT4GCfBkFUzguRFTsfiHRWzMcMRcUxFIFyoVYbaTDTH7KgLWaaEqJH2+vwb5Xe3CifdT5u/i4AOa/WZsg5s2wqWDXyU4caKjEZ57twoGGSjzxRh++uaEC+17twf5bKvFXP+nBARcv3KfvXIOhmFXMe357DdqHYnjk3BWEIwaONVbhr1+7nPBZtYUaNA5aSCEgDAMFqoqIafn227p7vKHC9d6hcokRoWF7q6XVe05147aqAP78xhKnGaV9D3nk3BX88I4QfCm86FLF6QJYVgTbW7sQDKh4qL4Ma1d5cHHUmlQ6RxFJw8QiMWwqeG9Yx70vh3FbVQDPba/Gu0PWrqIxXaDcr+D3n30fD9WXpc574rQ6Y35EmiYyDId09dAfmBDoGDFwY7kXXoXji6ethn9PvGEtYFcEVJT5FPzX161+6KRRYj5IITAqOe5vm2oo6eEMwYCKRz9ZkdQXaK3f/X08HGiqy0/S8vPbq3G8sQoPv3bZ0W0woCJPERRnibQwBMOeF7sRDKh4amvIWcT4wxuKnOaTdh4cDKjoGNbRMaxjZ2sXXt5Vi5iQCfWSud7jbQuu2fJe0i4xnbl5OweAV68+L+hsFZd9jLH/Gfc4b9pjSCn/JEufveTEhLULoczvRTCgosir4i9e6cahrSHseaE7oUnCA2d6sf+WCqdwPCI17Jic4ANT3ppPbgouKIjFB8r44sFM3X8zgXUUJfH7bG/twrm7q3EpIhOKGc9sq8JX68usHXZ5CvxSp5hNLAn2Krd9/LSmQHUan5xoH8V//kQZTrSPYv8tlUl+nzEhcWnMTCgEHtlWhVCegoLJHdFvXIkmPGc19VviL03kBDEhYUiWoLtwRDjNI+PvHT+8IwTAOtq6Os9KsBvrCrBz2vG/2e4hqeL0meZq5Mso6vwGzt1dje6ITGguZRc+vlpfThomFo2YAPI0qxHyr/pjiOgyYTHl8NYQgMRGrE68vTNo7cqPGwcz5UepGhETxHwRcPfQf7apGnkaR9SE09i11Kfgwd8udx7bcbdvwsRXP1FMGiXmhS4SG0quzrMKaG59gc40VyfsArUpYDoebwjitqMdCb9zx/FOvP571fjazeUJ+cLxxio8v70adxzvpDhLzIht2dIxrKNz1NLKvptKk/Rpb8LY2drl/ExIwDct153rPV4KgdUBhu/fHoJP5Wg+mZz3PnxzOWmXIFzIVnH50WmPv5mlz8lJPBw4fH4Q394YxEP1ZWgfiiEcMdA1qiMcMZwgCMDxDrIn/amOblxX5EEBi807iNlehbb1hofLRel0mur7TIipLqz2zz5zsguvNNdiFWKo0HBVd2Elcht7lbt/wkRTXT5KfCp2nezAgYZK1BZqGNGtHRgDUTNJ3xUBFVuPXUzyVX6luRamqeP6fBVtzbXQBaBxTBblqCpHWHg4cHHUSNKd273DPnnSVJePYq/V7CSVt/9M95DZjgxKIWAwJPnX3nOqG68016KENEwsIh4OjE3G4H03lWLXyURd7n5hasL5wJlenG6uhRQSHi4x2PUuZCCU8H5LlR8RKxNTStd4O6ZLjOki4fnGugKnsGy/7p5T3WhrrsVI14UkLRNEOmiT1hV24776oB+HJ3eIxjPT0X8pBDhSaNnk2DFtjmctWNdQnCVmJX6n8VfPXsbBzSH4VHdblRLfVAe/2kINqm3rFpfrzuceHzGAy+Mm9rYlLwS2NdeiiLnbxRDESicrDf2klH892z/Z+NxcoYDp+C+3VGBwwsS6Ig8eOXcFBzeHUOJNbrB0aEsIdYWa0yzBDqjx1BZqCCgLL7ZKIZAvoyhhE8hP4aGVaVJ9H1O4JyRCSAx2vkMBm1hS7FXus91j+Ep9Oa6MW0Xk/a/3JYzl/gkzSd+pGkyZwsp0hGFglRxHGRvHKjlORTkigQKmoyrAXHXn1mSnUDHxeEMQ+17twcHNIafoFs9s95BUcTreNillAToWIw0Ti0oB01G3ysqfKiaPxMYTP+EMRwxoTDp5z3hkzPU9lyI/IlYmCmOu8bbYp+CaQg09Y4bzfKrFQlPIlFomiNkoVnQci2skH44YUNjsecB0PFzOaY4XE6A4S8yKPQezF0CeeKMPoTzVVWtjunD+++DmEFQmXXU113u8hyNlfmEK988gCCJLxWXG2P3THm+Z9vi/ZeNzcwUpBApUhq+9dhkeDjxUX4Y8jaHIqzpHm0831+JAQyUeONOLqJi6cccHVCC+iBBbqq+zIKZ/n6a6fLy0sxYAw8mmatQHp8y8FsMDmiDSwV7lvu/GUjSf7MJgzHSSnAfP9qLIq+CBM73wqwwt2xL17VcZXr37GhxtrHL0XVuowZuVaEtcbUghwIThqrtDW1bjrd1r8dLOWpT7LEFFpAJTWkdcHzybrMl07iGp7ztWUs04h8K5q66ZSYVlYnGRQmCN18S6Ig3BgOqaS9gLf8cbq1CA5Zk/EVcnHCJpsfCZu6qQpwKGEPjST3pxcHMITXX5KPcrrnGXcmViIQjDQJlPSZiPPvbTK0m6PBaXB7gRnzvUB/042VSNF3fUQOUMTXX5Ca8l3RLpIoXA2jyBtuZavPO5ddi9vgjfOHc5SZ//eHsIHyzx4Ne71zo9SjLlU1GomFiTr1L8JYg5ki1bjIcAfCvu8T8DKIl7/H8B+MssfXZOEBMSX/xYCTpHDdz7chjBgIof3rnG9WjzWwMx+Es15COaEFATj83Pb4WMcY4RqSEmrFW4xT6CFH8URYLh8oRw/LnsndsPnOlFOGIsigc0QaSLFAKmFOgY1qGyqWac58LjUDhDOGLggTOX8fVPluO57TUIKEB/VODWlil9J3pzTVkSLPW4JHIbQ/Ik3QFAvsbx9mDMaVxWt0qDX+V4ZzDqFKE/feQi6oN+PLkpiA+XeiDBYAqJEamhgLvrbKYjg1PN/pJ1/bWby+FRdDDOSL/EosFVFe+MTR27np5LHG2sQrlPwamdtQioAOTsCyAUk4nFgoHhiTf6cGjLaqzJ12BKq0/LhSGBYJ4Vx59/bxgP3Vye0Lxqutcn5crEQpAA9rb1JOzM7Jsw8dLOagjJwBjg4QxA6vhpz1n/v7trcSliOv0e7H4iAJxG7eSvTKQLV1X06hrCEQPFXu7o9Ff9MRxoqMS1hRpWeRX0RAz8W38M60s82NvW4yyGzKSxdO71jHNcGOOueS95LRPEzGSruDzdnWm2x1cdHg5U5WvYcuyi04H3/VEdzzZV473hqa7mZT4F//GVHqsxE0sMqL0RA4fPD+Lhm8tR5+dznuhMTcASmyfU+Y1FLzDnI4pR5k3y7NzzouXZqULQZI7IOWy7AM4Y9r1qnTqoKVChAGj9nSqMC+AzJ61uwoe2hlw9aduaa1Gs6Bg2NcQkEFCR1MxyKcYlkbtwYSTp7mPlXrw7bCQ0Lju0JYSaAu5YL91zqtvpbP2hEg+uTAhHk011+Xi8IQgO6eo3Z8dpMAByavOHW7O/e05147ntNdjzQrezMEj6JRYDxjl6dS3Jz3PPi914YUcNBiZM+FWG+06HsXt9ESoCKoIBLyq0ZF9we5IpAVwel0ueKxFXP4xzjOgSj91SgfCYib/6SY+j08qAikINON1cizX5KjYfveiaT5DXJ5EJvFzgH28P4fGf9TkaDOUpGIoKdI/pCYvYIc19fmYX4brHok5uAkz1GmlrrsWBBvecgyDcYJwnLB431eWjZVsVvnHuMnavL8IHSzzQOEf32FSd5KGby3Foy2qU+dxrJXO916fKeyn+EsTsZOug9vT1nNkeX3UUMB2cWebzdofTQ78aRNS0uppvbOnAvS+HMW5KBAMKPFw6AfW2ox245en3sLetB/fdWIqHX7uMEanN/qFxTE3AEotd21u75vxemSKVZ6cQkry3iJzEPvI3pguEIwb2v94Hv8rRO27Ao3KnsPzoJyvQP5Hc3K9jWIcpJS6McWxo6UTdU+342WXd6Vhsv2YpxyWRe0T7LiXobmdrFwwB7HkxuVO2plh+ibZtxt9tCuLel8P4+eWoE//rg37cd2MpbjvagbqnLmBDSyfax1UwPnsKkCpu90YMnAuPk36JRWVEWovvbppkAEr9Kh54tRf33ViKvW09uOXp93Db0Q68M8YT9G7vyN/Q0omf9sZyKlcirl5GpIY7jndCYwzf/kVfgk43H+1A15iJn3SNAXBvXmWQ1yeRIfxSx7WFCr52c7mjwfdHDQxERcI89dKYiXHmHgtHpAfbW7uQp/GU3rTkr0ykA+Mco8yLAZm4Ee1E+yj++TdWAfnw+UGMxGRSneSR1y5j3JCuRa353OtT5b3ktUwQs5O1ncuMsWsxtUOZT3t81e9ctqkt1JyGHI11BUlBbfcL3XhpZy0KWBQjUsOO1k4EAyoONFSixKdgTBf44sdKUnbrTcVME7C5vlemiO/+auN4F131yw3EcsS2C1gd0PD89mqMxAQ0zuDxKuiJWMXkAw2VuOdUN/5h82pXfSuMJRSTUyXhSzUuidxjPDKG6yd1d6yxCn/92mWAuRcbmJQ43liF7a1dGIwK7HnxktPQzH69vcAZf2/pHrPe34fojNeSKm73T5gJ10H6JRaDmLAsBNw0qXGG98cM7F5flKT3S2MGQoGpCWT8zqRUTdNI00SmiQmGYECFKeGq0/CYgT9eXwTdlO75BGeULxMZI2ryhFMgFQEVWydP3MbPQ024F5ejk0U42+Oe5nfEfJiyX+vE4a2hpPvxJ0N52NnahQMNlfjMs1ObJvbdVAqfyvDNDRXIU1mC/aDNfO71VK8giPmTrZ3LeQDeifunEMCFuMeBLH1uzjAiNXypLYyDm0MY0wVqCzWsznPvOqpMdjaNCTi7IPe29TirxoUeBQE1/WjGOEdUMGcCFs9SGtHP1jSKIHIRKQR8ZhTFHoZRXWLLsYt4f9T4/9k79/i4qmrxf9eZmTwmzyZtmqZpAy2I1gegaBGwFmgRaLUtFEW9UhC9V7m+9SciXkS9XC5eFYELV69CrV4VoeWhLSigPKRIFbUqVJC2EFLa9JE0TfOembN+f5wzk0kyk0xCJjNJ1/fzmU8y55w5Z59z1l577bX3XitRv6qKAtSGg1SEHNYurRsi3w7ugHofN8KTsQQRxmDicje/OMqNi2t5uSOSUm4cYH6Jy6/Pa2BBdWFC1pLlLC6jg9uW3V064uzlVHp77dI6rnuqZUA5TH6NiaDAgXXb2lh3Vt0QmXRE2dcV9UNhpJb34nAJMHBmkulkY6IoCgrXnlrDjkN9aeU0ElN2dUSG2BNrl9ZR5NisOWN8SDUJKaap+6F7u2IpbYWAIzSUh7juqZYhydasf2dkiucA3jVgoCKZmnBwgHN4YW1xQkZPu+NFzr23idbe1LpxLG29+SsMY+xkxbmsqo6qBvy/qT6BbFw3n+hzvaUcVz6xj+KgsH5ZPRWFgdTOAfGGywocuGrhdC59aODS5/M37SLqZjZ9Jj769+zBPtZtaxt15t9skpw0aufF89m8eo7FNDQmDT2uJMIStPbEEvWrM+Jy1cLpvPv+l7li875E9u1bTq9lVlgQGFDvr3uqJaUT2owWIxXqusRcl8sf3zfEoebp8z7aYwHOvKuRbS29if3Jnb3WnljKtmVVBkv/k/X2jovns+6sOkqCXkLLeDnuWl5PeSA27HkMYzwokwhfPnkGAYFbTq/lkdUNXL9oJlds3sfTLZ7dM70okFbeC6tnAf0zkwBzjBgTRsQPb/TVLQeY6cfHHyynz7f1ccOfWykJSkLGbzm9ltqSAGExPWuMD8mrQOLs6oiMylYoclzWLq1LhOa65fRanl0zn8dWNzC/xLX+nZERyQ7gVO1xbTiYsGUbykOJ1XiZyOhY2nrzVxjG2MlWWIwjnrgy29LczRkbXmJhbTE/PacukXQpOfuo46+xKJMIx1YWpFmyQUbLM+PLP+IjzzdtbeH6RTMTMyS8pDa5U47pkkYZRr4xOKNwbJDxE69fnzyxitml3vKpxvYI523clTjHzovnUx3o4+7l9YmQOM1dUUqCwrqz6phTGqTQEp0YgygOl9AhhQnZKxDPmRtP7hdfqloXFjTm0qeebMYN50sf2s2W5m5u2trCr89roDCgdEdTx5AbzdL/AkcpL3D4ypP7E+3K9KIA33+6lU+dMI3SYbLKG8Z4oK4n9wf7grztzh0D9n11ywH+54xavv90Kx9+fVVKeddAEIhRJpGEXo7XlV+tnEt7n8vMcMCS9hhZIepqwla4/dk23nNcxRA53fB8O18+eQZfedJLYFVRKMyvKDA9a4wrBY6wblsb65fVs3qTZ5/evLWVr79tZnq/9Nz7AAAgAElEQVRbYRDFGmFWSYhbTq9NJAA81BPj8j8c4ObFNSarRkYkh6HY0tydGKh49bQCCh2lPODNJL76yf3cuqSOomDqMHGp7NmxtvXmrzCMsZE157KIvAtYAPwO2Az8EFgOPAO8X1V3Zuva+UB8SUV8mUdtOABIwtlbVRSgtSfGTVtbuHlxDeApsnBgbHF+4o6wHlcShuuVT+zj8pOqqSoKUF8aZJr05tSxbBiTheT4X/GBoIfPbxhi/Fy1cDoNZQWEhqm34jhUFToD6v0nHt3LluZudl4830t0YkaL4SOOQ8+0ek5d3y97v1w5J9GenLdxFyvmlfLNRbV0RZWoU0iBSGIw88on9iUcv3NKgwnDWQJFGbUtgwdVygMxdnQ6ibrw5/cdzZoFlVQVBdjXFeWzj3myfNkbqiw+rZF1xHGIukJRQIbIc3NXlLqww6dOmEaMofsbykNILAohSamX1zywO6GXVcxWMsafwiQnyr89eYDl80rZtGIOJSGH1p4YG3ce5p9eU4mA6Vkja4jjcDiifPLEagRNOIdbe2LsTxPTPlWYIHEcigNCb0wpCUFvTBP27fWLZpqsGhkx2GfS3BVlXkWIQseb1dxOgPklMW5cXEtrTyyxEjwTX4m6LjOKJGVb/48185ECxwaSDWMcyYpzWUSuBi4FngA+BjwJ9AAXAu8FbgDemY1r5wvquswKe0vajioPUhAIcKg3xpVvmZEIRp+8HCPuXCqTvgEKNtUxg0l2hD24au4AB9h5G3fRUB7isdUNpjwNI0OSE0CANyL+ix2HuGt5PeclGT8zw0FmhLxZx6nqbXkgRmssxDOtvXz6sb2WHMIYkcMa4vz7B8re2fc0seXdc9i8eg6KsL/H5bOPNbNmQSU14SBzS4MJ+dvS3M2nH9vLPcvrB8zIyKRtSW5LasNBvvG2GuaUhViZlPDnhfaIybKRE+LyefWTe/nkiVVsWFbP+Zv65Xnt0jpAKdVexHFSynvvgRdxGuaaXjZyQnkgmrAjasNBCoPC0RUFOOLFFT1+RhFnbGjk+kUzTTaNrHFYQ5x9TxMfWlDBRQsqAUno0hXzSofo1ritsCfpHOI4pkeNcSE5DEWfK4SDyp4u5ex7mhIy+c1FtRQ6igKffrR5yErwu4fxlQiklNHn2/pwphUyI2AhXAxjvMjWzOVLgdNUtVFEjgWeBSpV9bCIPAa8kKXr5hVdUW+Z5k2Lazn33saEghxuOcZgBVuQwZL5uCPszPowIQfWnVXHmgf6Fe66s/pDbxiGMTLJ8b8AFtYW89a6Ur6aMhxAFaXak7Le9hJCVRNx11cnGevDGULGkctg2QPve8QVBCWG8JUn9/PxE6oHGNa/XDmHzavn+jOOh7YbmbQtyWGVbnz7TDqjyq6O6IDM8a7qkDZmpAFQwxgPDmuIq5/cx8dPqOaSB3dTGw5yy+m1HFNZQOPhCFds3sdPz66jSNLLexOwvdOhKxplw/Pt3Hlu/YABf9PLRjbp0iAxN8Ytp9dy/PQC9nS5rN70UkL+Hlg1l9pwkMpCZ4jNYHrWGC/iCeTPPrqMResbE7p0fkUBzV1RGkplxH5onxOit09NjxrjQnIYig63KDHBZ2FtMR8/oZoz7+r3o1x32kx6Yy73rZhDe5/Lns4oM4rSz0BODo2R7Bu5/PF9fOeMWoqKQt61DcN4xWTLuVyhqo0Aqvq8iHSo6mH/e4eIFI50AhEpAh4DCv1yrlfVL4vI0cDtQBXwJ+ADqtqXpft4RcQT9MUb3IW1xaxZUMmBnhjTCh0c0THH+YkvXVag13VobI/w2TdVs6sjSthPAhKPfxUOCiFHwfKAGEZGJMf/Arj8pGouuM+baQRe3MQdh/o49+gyumJQFnRS1ts+cdjfE+OSB/cMMd7j8XINI5nBsgewYl4p+3tcVm3c5Tl2F1QOSWbyhcf3cePiWiC9TI3UtsQd29cvmsmBnhiXPdzM2qWzuPbUmkQyy4byEHeeO5vfXtBANKbEerupsUQnxgTQ58oA2W9sj/DVLQe4auF0jq4o4KqF0wkH+22duLxLwLOXWmIhSmcfzds3NLF26Sz+6TWVXPP7gQOG1YWKWvgwIwuI49AdE675/QHWLKgkqpJwHoOne/d1RRP6NmEzVBYQDgoVWBxwY3wocOC602oS8lcbDtIbUw70xJhRHKAnJpRpT0pbwet/FhCNCfu6IqZHjXFFHIeupBwhycn7BvtRPvjgHrY0d3th4d49hw63P1dJPEnfYQ2hCsVBBvhGigNCbThARWGAPlcthIthjBMTldBvLG7NXuAM3xkdAh4XkfuBzwDXq+rtIvIdvFnS/zOOZR03khP0Lawt5ppTaoYs4SgvHn2sn/6lod4MnqDjZU8NOEJ3TPmnX+0e4JhoKA+xefXc8b49w5iyDI7/FU+IObgOb1hWz96uKOGy1KPefS5c4Bvvje0Rlt3bREN5iF+f10BYIsO4AY0jlTKJsOGcWs6/vzkhZ99cVJuYtdHaE6MmHBwys/7jJ1SzaH3jgFluo81uHXdsVxUFAM+4jyp8eJAj+4L7Xmbz6rlUSQ/PN21nxrHHju9DMIwUBBwZIPup7CpP7vvtqsGhXtadVTdEru/d2QH020pD880bxivHmxCifPyEam7a2sLrp9cOWaXSHVM+/NCeITbD5tVzUTWLwRgfyiRCfWnhqPunxeESX5++xEPnNQyQV9OjxnhwWL1wFfFJFlVFgbRyeuuSOm7a2sJ/nlbDni4dEAbrlyvn0BNVVm5sShtm6Fcr5yKoNwHPZtkbxrjgZOm8JSLyUvwDVCR9bwLCI51APTr8ryH/o8AZwHp/+zpgZRbKPy4kJ+hLHnkDr4O+auMuDuvom19vaeh+/uPUGm7a2kJxQFi7tI5wEI6tKOBXq+byzAfm8cEFFYlr9ZlNahgZk7ykeufF85lTGuSqhdOH1OHzN+2iO6Yps2iDl7znvhVzeHbN/ESdbGyPIAJdGpjIWzImCeq6FB3clZC9zavn4KAJubvuqRamF3nJTOKkal9WjqF9iS8d7Iy4dEZcP26iJAz735w/l+fWzOf+lXOJ4SVFM4yJwsEdIPuZyH3cXrp+0Ux++I46dhzq43NvnGa2kjHh9LnQF4NLH9rNmgWVBP3BvGTmlAZT2gwml8Z4oq6bkL/R9E8Lq2ex0o8XHhSTV2P86XO9kKK3LqmjoTxEa08srZxe+tBublxcS1lQEo7l+L69XTFWbtzFmfVhTpxRlLK9b+9zQSQxy9kwjFdOtmYunzEeJxGRAPBH4BjgZmAH0KaqUf+QXcDs8bhWtognUeqM6oARM4h3ZCTtUox46IvkJR7quijw8ROqOdjrsmZBJe++/2U+tKCC8oKyAQkY1i+rB+DXu7ossYJhjJLkJdXdEkqsQkimsT1COOgMqF/xehtwYHdnbEidrCpy2N8VJVgSpCgH92XkP91dndRrf/iKDqeQhvIQteEgl59UTW/MHRA/bvBMZhi5fYEUbQwRasIBOiMu04oCrF1aR2fEZcW8Ur745ul0RpWz7u6PD3rP8nqKwyXZfRiG4SPA959uTcSijc9oSmaw3MftpUsf2s26s+r4095uLjyuksUbGs1WMiaUAgfa+tzEbLxC0QFxlT/3xml0RjSlzWByaYw3JQGXO5fV0xfLrH8qjgMFoUTorCf3dHDstGKTV2NcKXCguSvKlU/sY+3SWbyq0ptJ35XGjxJzlRgD9y2sLWZmOMiZ9WE+enxV2vZ+WlGA8qCLRmw0xDDGC9FJEG1fRCqBu4GrgLWqeoy/fQ5wn6q+Pn7soUOHEjf0/PPPT3RRh1BZVU1fxSxEhHPueWnIkoyHls2grWn7kN8Vh0voq25g1aaXByxTmhZ0kWCIt69vTMS3Ou2OF3nmA/M4996mIee/f+Vcunr7KDq4i+6uzgm558nMSSedlNOoS/kmv0c6xeESeqbV87U/HOQbb5vJkrtT1OFVc+nds5Purk5qamfRUlDFqo27uG/FnJR18pHzG7jw/pf58dl1HNz+t3Erq8nu1KU4XILMmMveHhKxOG9aPJP93TFKQg414eCo2pfKqmrKamaxu0sHJDi5a1k9FYUBjvnBdhbWFnPtqTM4ujxETIXnDvZy2cPNGV9jtJj8GiMRrwcqDkHHwRFYmkonJ8nk9GNex+K7PD181/J6Xl1VmLKu3L9yLt1Rl8IDL47aVjLZNTKhsqqaQPVsbvlLC5cdX01M4drf7+ezb6om4AhFAeHtfmijOHGbofPlHVmz4XMpvya7uaE4XEJv1Vx++o92Lju+mtM3DJW7ZD0at233dEa57OFm1p1Vx4ziQFobN5vymozp3qlHcr8rPqnhhj+38B+n1qSUt4eWzQBgyab9iX13La+nMCAcXVEwbHt/387DvOeYMIdefHZib9Inn3Xvmx8fMciAMcn4w2ld43au4WQ3KzOXReSHKTZHgEa8xHzbRnM+VW0TkUeAk4FKEQn6s5frgd3pfnesHwfy+eefT/w/0RySYpb4mXhvXVI3JDZgTXE0ZbzKDqeIU+/sV4jxZUrrz61H+2I0tke47qkW1p1Vl4i3nGpEr8ARZpeChuvSljGXzycV+VaeXJHrZzBV3sMruY8OKeTU9V68rs/9du+QOnz38npmFkRxZ9fhBIPsjYRY5cfGTVcn+1yluStK0JGMyzXZ3kU+lnUyPcNUZe2QIOf+4qXErKEL7nt5QOzZtUvrBiTdS9e+OMEgTT0B2vqEVRubBrQx523axWOrG7zkKM3dnLHhJQB+f+HRlISclPKsgeCkea6ZMtXuZzCTqS4MpkOC/KWlj8sebs7IrjpIvx6+7qkW/u/s2SnlOOQIVWGhaHZ6W2kyMFnf6ythsshzhxRyOBrjwuMq+fSjzdywuJZf7+ritm2HAHh2zfzUM/MU6lPI5WS570zJxb3k6zPMdrmSbdtPP9qc0raN69Fk27Y2HEzkGqktSb1iKp28TnXyweeQa8br3sWBGxfX8nRL/6SG5q5Y2vYeGJIn57OP7R22vb/kN800d0W5ZEE5NeNQ5sn83lOW+/GXJ74gRlaZKPnMVliMHSm2hYDjgN+JyPtUddNwJxCRGUDEdywXA0uA64CHgdXA7cAa4N5xLfk4E3E1kYnXEeWBVXOJKZQEhUpJn/m5J5baMTWtKMBfD/QkOv9ff+oAd55bj6skgt/HaSgPEXKw7NKGMUb6XKgNB3ltdSGffmM1rirfWzKLAkdo7Ykxo8jBjfYBcDAWYm9XNFEHY66mrJMxhbVL6yhy3LGlOjWOSPrc/mV/c8uCXL9oJlVFAVp7Ylz3VAtXbN7Ho6sbcF2lwNFEGKXBHIyFeLG9l4rC1CEFVJUfvaOOD/yq34CvKHTY3x1NKc8Si0LI0mwb2UccB1fhmMoC1p1VR2tPjJ8825aoC0eVh5g2yK4SkYTcbmnuTquXgw4Ua8RWchtZQ4HiYICz7/EGoL/w5sgAXTucHW+CaYwnmdi2cT2abNt6cWpjlBc4FAbE5NXICuq6xNRlZjgwwNaNt/dvmF5EkeMOsHPnFUd5dHUDERf6Yi7NXdG07X18/z3L671zmLwaxriRlWw8qvqVFJ8vqer7gfOBr2RwmlnAwyLyV+APwIOquhG4HPiMiGwHqoFbs3EP40XIEVbMK+XGt8+kO6rs6YzywqE+uqLusMmQAg6smFfKA+fNZdtF83luzXx+e0EDRUFv9k080P1t2w5xze/3U1kgbFhWn0gO0lAeYsOyeqYFLEi9YYyVcFC49tQazrr7JS5/fB/dUWVOaYg+V1m3rW1AONuIq/TFXDatmMNT7z2KshAp62RPNMaskgDFanXTyJwCx+vILawtxlVh3bY2Wnti1ISDrDurjrfVFRHEpUp6KNX0A5eCsqCqgLqSIH+/aD4PnDeXhbXFgCejO9sjzCgOcMvptTyyuoFbTq8l5CjzKkKsXVo3QJ7vWV5Pb8ueCXsGxpGLEwxySAvZ3+Py+d/uTcj+50+azsadh1nzwG6CuEPk3gF+/I7ZCbn9/tOtKfXy9GDUBuKNrCGOw/4epdePb7uwtpiigDA9Sdf2RGNmxxsTwsi2bb+3LeIPWG+7aD7PrpnP3LIggvDz7YdMXo2sURYSKgqD1ISDtPbEWLetjfe9upJ129ooctyUdq74n5KgsH5ZfSJHw2AZrSoUNq+ew7xia/cNY7zJ1szl4fg1MH+kg1T1r8CJKbbvBN6ShXJlhWmBCDcurmVvV3TA9sN9Lh2FIcJEU/4uHICrTp7BeUnxMNcureNwn8trqwq4aWsLj61uIOY3+iXay6tKHR7zR+1CjndtN5r6/IZhDI84Dl0xScS4vfHtMznQE2NvV5RITLnm1BoKA0q8CpeFhPKCADf8eT8fP6Ga8zc1cWZ9mPtXzqXAEYIOFDpKzE0/q9QwUiGOw+GIsnZpHd1Rl2t+78nYTVtbWLOgEoCPvKGaimCU2DD9OnEcOiPKns7YgBAa65fV87Pn2jj7qHJu+HML3z2jhuOrQ/S5kpgFjQPTpoV41G93Ch0vYe0/LJa/kWXEcdje6bCns5f//ZsXh/FAT4yoq+w41Mdn3lTN/zupOuUMpMIAVBY53HJ6LSUhh86IS02x8OvzGlC85EHTAhFiEbOVjOxxWAv4ypN7+fbba1kxr5T/96bprNz4MrXhIFctnE5tSZCQIzzf2s3D5zcQcZXCgFBldrwxzgy2ba85pSZhS9SEg3xjUe0AW6IsJLT1OonYtQ3lITatmMPyeRW46vLo6gai1u80xhFxHJo63QE5Qe44ZzbdMeWbi2oBRZz+2fXiOOzsDrJyY3/ivjvPnc1Hj69G8GS0L6YUJHSqt+LUZiwbxviTC+dyHdCWg+vmBDcaJRAI0RHRRNyguKPYHUapRV0SjmXwlitf8uBubjm9ls+dNJ3eqOuF1RAX1FOQ6rpUEPWG7RRca98NY8wc1hC7O72lgGuXzqIzOrQOTysMESLu/IPzN+3i+kUzEzHBbtt2iNu2HaKhPMTmC+ZSHOsBzKAxRsdhDXH2PU3UhoOsPauONQsquWlrCx8/oXpInMT5xU7agYvDGmLnociAxHyN7RFWb9rFQ+c18N2/tvDlk2d44QHUTbQlcXktopciGLLdMLLJYQ2xamMT686q45MnVqXUxQumBdHYULnvicGyVEmnVjeg6lIpEdyoDfQZ2aXXxZPdSIxvLKpliZ+bobE9wrJ7m2goD3HL6bW8aloxt/ylhfe/upLaYNRk0xh3km3b6xfNHNGW6Il5tm2yzbDs3iYeWjWXQ33Kq0ojuBq1fqcxbsTb/LjM1YaDdEZ1SF6R+Mzjwxpi5aAcIhfc97KvUwu55S8tvGt+Oa+qCNjgh2FkmWwl9JuXYnMIOAr4EnBHNq6br0RcEgoR+h3Fj6xuSPubnphSGx4YV3PjzsMcU1lAQITyoqxENDEMw6fPhX1dXpzZ2aUhzrr7pZR1uATPEGr2Y9JVFQUSy14vP6mauWVBioMOPTEBp9BmLRujps8l4Yh4trWXmnCQNQsqE51B6E/6unn1HErpTXue5MR8yTIaFPjIG6oIOQJpVtQYRi6Iy39rT4zXVReyNIUufnR1gzfwMQhBuX7RTGaVBCkvcOiOurx0OAqqBCT9QIxhjCcBR6gvDbH07pe4b8Uc1i6dxexSLwfDro4I//bEfkpCDnu7onz8hOphc7IYxish2batKgqMaEtE/PjM8f6oq0pUvXj2NeEAah5lY5yJt/lxLj+peogfZaUvo2VOhKg63H7O7AFt/HVPtSR06odeV8WaB3bz07PrKLIUIcYRSuXa0SdpbLtk9qh/ky0P5Xbgef9v/PM0cAvwW+DLWbpuXhIbpCSBRPKOdBT58bA+/dheFq9v5IndnXzupGq2t/WxqyPCX1r62B0JDRu32TCMsVPgwLptbdy6xFtlkLIO+32/ZGO9tSfGinmlXHNKDeu2eYs0XmyP+PU2YvXWGDUFDomYcdc91cL0ogA14dSZ2vvc9JZzgQOdETcRuzkuox0RZfGGRt7/y9083dLL3mgBHVJkcmrkBXH5v+6pFkRSJzuODTKoxHHokCJ6YlAYED716F7OvbcJV4Wjy0PEVAg5NvXemBiKHBcRoTYcRBUqCh22t/Wxzw+z9d0zagmIZ0fEXDXHspE1km3bzog7oi1RHIRrT/VsBVeV8oIAN29t5a8HenjpcJT9sUKcYC4WQhtTlWSbF0hM2kmmsT2CIuyOhHimpZfemPKif8y6bW1ce2pNQqc2+58Ca/MNI+tkK6Gfo6oB/2/8E1LV+ar6RVXtycZ185WigA5QkuApzcJhlFxM+2c7L6wt5rLjq2jujHHZw80sXt/IZQ83s6czRreE0p7DMIyxUyYRrj55BjdtbUFg2DqcbKyv29bGdad5oTG+8OZq2vs0Rb0tyMEdGZOVMolwz3IvKcmW5m6+/3QrteFgSpkcznguk0giMd9VC6dz6UO7+dcTvBkd8diLlz3czKvW7eDU9S+xsztoDmYj58Tlv7kryt7OSBpd3P89Hn/x1PUv8ap1O7js4WauOaWG2nCQC+7bxQvtEc68q5HmruETKxvGeFGsEUIOXLVwOj0xl0O9A+2C1l6XhrIQ67a1mQPEyCrJtm1xUJg5gi0RU7jhz17ojO6o8rUtXs6HTz+2l9PueJEz72pke6djutQYN5JtXuifFJFMQ3mIQEDYM8g30t6nfOHN1YmY4uu2tdEZcblneb2XP8QwjKxiLcEEUEbfACUZjxVURl/a30T9jNLgLQeJpgmt0ePaKzSMbKCuy7ziKDcvrqEkCHenqsPi1eFkY33Ngkoc8erozHAoZb3tHmZ2qWEMJi6Lm1fPYefF8/nUCdOYWRBNI5PpjWd1XepCERZMC3LctEIa2yPUl4ZobI9w+UnVQ5bGrty4i8NqA5hGbkmW/4ay4LC6GPDjLw6MEXrpQ7u5/KTqAaGLVpl8GxOEui5VgQjHVhZQVRRMaRdEFa4+eYY5QIyskmzbHlUWojLkDmtLRGOaCJ1REnLShtEwXWqMF/1t/lx2XDyfE2YUppTR3lhq38jMsGfXHux1+fLJM3jTjFAiPrNhGNnF1rFMAMkdoz5XiPV2UzOMkhPHIaBCQ3ko0RGKplmWH3PVS65kGMa4o66biF9bXuwk6nCBowNiJ6vrMr/E5cbFtURdJeB49TeWtt5i9dYYFQlZ9JPpxSIwfxiZTIU4Doc1lMia3VAeIiAkYi+mXRprsmrkmEx1MQyN1wgkbKl46KL4NpNvY6Jwo1HCgSDdw4TKmxUWsInLRpYZYE9Eh9oS5YEY7bEQferFC4+HzmjtiQ0fRsN0qTFOeDLaQ6kAsYEyGg4qUVfoSaNLY+rZtTPDAS9+fcw1tWoYE4RNe50g1HUp1V6qpIe2pu3DOpZ3dgf5xCPN3LqkjhXzSqkNBxPxXJMZvBTUMIzskVyHS3Vgsh1xHHZ0OnzikWZeaI/ySb/+QuqQOAWBCS68MSUZTiYH0x8qoIn3/nIPzZ1R1i6t43BfjLVL69IuO7Ql2ka+MZLcF/iDe8k0lIfojLjcuqSO655qSWwz+TYmkvJAdEg8UfC+R11l4R1NFo7ImHCSdWqZRNjR6XDq+ibm/WAnN21tSYTOiOd8MFvBmGjiMlod6GNPl/Kvj+wlkEaXhhx46LwGqoI2W9kwJhqzXvKM+HLOe3d28JNn27jmlBra+2KEg8KP3lE37FJQwzByQ7zexpcLxutvgSh3DVrKddfyeqYFLLu2MbEkhwq4/KRqLrjvZf7v720UBR1KQ0J5gcP6ZaMLs2EY+UjQUdYurRuid19XXchNW1vY0txNQ3mIDcvqqQhax9OYOLo0QHfUZcOyoXbBnf84ZOGIjJwzOKzQKXUlPNXcwYZlXtz7rz91gDvNVjByxGENcfWTXtzvm7e2DNGlG5bV89Un97Pkrkae7xAbqDOMCcbCYuQZycs5l88r40BPLJFs6dpTZ/DAqrnEI2GUBLEROcPIA+L1Njm0wPJ5ZTzdGuHhpg7uWzGHgCPEXGXtMwf51AnTKM1xmY0ji+S2JS6nF766gmX3NlEbDnL5SdXMLRPuXzmXgEBRQLzlhNbGGJOMrihcsXkfD6yay57OKK09MSoKhE880syaBZV8+o3VtPbE+NqW/dy4uJYKzCliTAw9rsM77mnkzPpwwi5wFVRdXju9CLAQA0ZuGRxWqKoowIziAr64eR/XL5pJVVGAjr4Y686qo740RJHjjhiSyzDGiz6XAXG/W3tc7lsxh6AjFAaEfV0RnmntS8QC37x6TiKklmEY2cecy3lGfLlcY3uEuWVBSkKeE6CxPcIZG15KHPf4u4+itNRG4wwjH4jX29ae2IBY6YUB4Rt/Osg3/nRwwPGXHV+Vo5IaRyrJbUtrT4wV80qZ4yfza2yPcN7GXYljH1ndwNzSICrWWTQmHwUONHdFeaall08/tpfG9gjPrZnPvTs7uHdnx4Bjv7UIc+IZE0bM9ZJ137btELdtO5TY/uxF85lb5nXJEiEGLMqAkQOSbQWA1p4YdSXBlPpzx8XHeKGJTFaNCaLAYUDc72Rd+sjqBtY8sJtbl9Rx5RP72NLcbQN1hjHBmHcyzyiTCPf4y+iLgw47D/WljCdUGw7aEiTDyBPi9XbdtjbWnVWXcDRXFKaOTRcQs3SMiSUuoyvmlVJZ6PCNRbVp25fOiGvxE41JibcEVnhw1VxmFAcS+jiUJg5zwKxgYwIpTBMjdMehPqqKgqyYV2ohBoycUh6I8evzGnj83Udx1/J6ntjdmUgAnIzpTyMXlEmEupJgSnls7YnR2B7h0od2c/lJ1RYL3DBygDULeYa6LvOKo2xePYeioMNXtxzg1iUDYwfevbyempAtQTKMfCFeb79/Zg3zykM8uGoux88opDjAkPp765I6HJuSZEww6rrML3H58skzuOHPrcRcTdm+bFhWz69xEtwAACAASURBVLyKkDk3jEmHEwyyP1bIix0xnm7p5Rt/bGFmOMBvL2ggKKl1cUBMFxsTR5n0cfegPAy3Lqnjq1sOcKg3xpdPnsH8EtfseyMnxJNTn3lXI599bC+FAeGfX1+FY/rTyCN6Y+6QvArJyXob2yPUhIM2UGcYOcDCYuQh6rqU0ktMimnuinLlE/1xrjojLjXFAdpjDmWOGaCGkU80dSqrNjZSGw5y1cLpvNZPIBWvv609MW7a2sLNi2tyXVTjCKQ9FuAnzx7kyrfMYMehvpTtS11JgBK1WMvG5EIch+2dDqs2NtLYHqGhPMSd59Zz69NejHsQ08VGzlHXpS4s3HJ6LSUhh9aeGFc+sY/mriilBQG++9cWPyeDJf01Jh4vmZ+Xh+G602pY84AX1/aR1Q2mP4284LCGOPueJj60oIKHzmsg6io7D/UlwmCA52yeUxq0vCGGkQPMuZyniOMQEuWu5fWct3EX523cRUN5iLVL6zh/08s0d0W5Z3k984qjpjgNIw84rAWs2vgSteEg15xSw6UPxRNx1nDJg7sTDo/4SLrFqDMmGkX40OuqeMc9L3FmfZj1y+pZvam/fdmwrJ5SieDGrE0xJheHNcSqjU2JOIyN7REuuG8Xv1o5l0AA2nqVT55YbbrYyDlhiTEzHOT8TbsSsrh+WT3f/WsLH3pdFSpYvGUjJ8ST+X1vyayEY3lhbTHFATH9aeQFfS7UhoNc8KoKltzlJUf96PFVNHd5A3JxW3ZaIIIbNVvWMCYacy7nIeI47OwOUhj04pZ8b8ks5pUX8NzBXq7Y3D8yt9KyoBpGXiCOQ1cUzqwP86WFMzh9Q2MiUdoVm/dxy+m1HDetkCJHKZM+GxAyJhxxHKIqHOiJUhsO8vmTpnP543sHzET62pb93Ly4xmbNGZOOuFMkzgcXVPDFt1RTFBR6Y3D2Pd7AX/Is/VlhQW0gxZhg2mNBvrZloO799y37+dcTqjjQE6MwGEQcx+wEY8Ip8GPT1/vJfj+4oCJh05r+NHKNOA4BdfjBWXUEHeHOc+uYURziU482my1rGHmCOZfzkPiypNvPmU131KW+NEBMlWX3Ng04rrE9YllQDSMPOKwhOiIxPnp8FQe6YwOcHFuau1l2bxO/v/BoQg6UFeewoMYRy2ENsb8rRl/M5abFMwk4pMz+/u23z8xRCQ1j7BT4idLiDpHPvKma1h6XjkiMgoAkBvvO27gr8ZudF8+nyOwnYwIRx6E7llr3fmPRTJoOR9jfFSMUDtnEEWPCCTrK2qV1BAU+98ZpvOe4Stp6Yyn15wuXzKcoh2U1jiziE+9W+qGvVswr5UsLZ7C/O5ZSn15vtqxh5ARL6JeHxGfg7OmM4ogADtvb+lJmRrUsqIaRe/pcCAcDrN60i5JQ6qzaJSFh5cZdHNZQmrMYRvboc2FXRwRHhP3dMQKSWk5FzNtmTD7KJJJIlPbZN1XT2B5hf3eMSx7czb6uqNlPRl5wWENEXFLKY0AER4RdHf7EEcOYYLqicMXmfTiiXHZ8Nas37aKyMGC2gpFzvIl3uxKTd9YsqBy2zxUw+TSMnGDO5TwkPgPnuqdamBkO4gh8dcuBIZl677IsqIaRFxQ4gHiDQt1RN2VW7e6o27/awDAmmAIH1m1rY2Y4SEnIATSlnJpRYExG1HU5psTl1+c1UBBwKAl5n8b2CNc91TJE1i2LvJEL+lzoisRS6l5QasNB1m1rs4EPIycUONDcFeX9v9xDTOOhhsxWMHLP4NBXVUWBYftcjgWuN4ycYGEx8pAyiXDP8npWbtxFU0eE+tIQzV1Rrnxi34B4V7XhABrry3VxDeOIp0wiRAKFNJSHeOlwlHXb2oZk1V6zoLJ/tpzZPMYEUyYRrj55Bnu7onRGXHpipMz+fuPi2lwX1TDGhBuNUhOC1liIzogXC7ShPMSW5u6E/VQTDloWeSNnFDiwtyvG//7t4BDde+1pM9nXFeXqk2dYojQjJyT3P2Ou0lAeojuqZisYOSc59BVAa09s2D7XzYtrclxiwzgyMedyHqKuy7ziKJtXz0ERIqqsX1bP6k27OG/jrkQm1HInSiyW69IahqGuy/RQlA3L6rn9uTaufMsMLrivPxP8rUvquGlri2XXNnJGvF3pDofoigUIOfBvC2dw/qZ+Oe3PsJ3r0hrG2HCjUapDwnHTQvTEYO3SOi55cDdbmrv59GN7uevcOnMsGzmjTCLMqwjxyROrueTB3Qnde9fyeooCyqsrAxRrxOTTyAnJ/c+AA/etmENvzDVbwcg5yQMfteEgM4oD3LW8nq8+uZ+Pn1DNpQ/161PraxlG7jDncp6irptI5uEEg1AU4P6Vc3EEXIWigOLGrFU3jHwhFolwXFmI9726kq88uZ/rF82kvjTEjHCAoCg3L67xjB3rNBo5Ql2XYifCnt4gKzc2cWZ9mPtXzqXAEUIOfmfR2hVjcuPGYhzuE65+cj+fPLGKB1fNxRGhKKC0Ne1Ei+tyXUTjCEVdl9mFMUqCIR5cNZeowr6uKOGgMD0Yw41GbWGTkVPi/U9Rh+ZYkFUbXzZbwcg58YGPLe+ew+4uZZXvZL5q4XSOqQjy2OoGYqoUiFpfyzByiDmXJwHtsQCnb2gaEGuooTzE5tVzLJu0YeQRh6IOqzZ6dTWeuThRV7XXRtGNnOMlRfFk9LZth7ht26GEjFpn0ZgKJMv4YD3c3dWZ49IZRzrtsQBvW9+YxqY3HWzkB2YrGPmGui5RgVV+Yr/G9gjL7m1KyGUFvaBYX8swcojF458EDA5iD1hiMMPIQ6yuGvmOyagx1TEZN/IZk09jMmByauQjJpeGkd+Yc3kSEA9in0wiMZhhGHmD1VUj3zEZNaY6JuNGPmPyaUwGTE6NfMTk0jDyG3MuTwLiQezjyjQ5WL1hGPmD1VUj3zEZNaY6JuNGPmPyaUwGUsnphnNqTU6NnGL60zDyG4u5PAlIzt7b5woFjgWrN4x8xOqqke+YjBpTHZNxI58x+TQmA6nktG3XC2jYEqIaucP0p2HkN3nrXBaROcAPgVrABf5XVW8QkauBDwP7/UO/qKr35aaUE0c8ey+CBas3jDzG6qqR75iMGlMdk3EjnzH5NCYDg+V0jyVENfIA05+Gkb/krXMZiAKfVdU/iUgZ8EcRedDfd72qfiOHZTMMwzAMwzAMwzAMwzAMwziiEZ0kwz0ici/w38CpQEc65/KhQ4cmxw0ZeU1FRUVO0s6a/BqvFJNdYzJj8mtMVkx2jclMLuTXZNcYD0z3GpOZfNS9lWtfnqiiGHlM2yWzh92fSnbzeeZyAhE5CjgR2ILnXP6YiFwEPIU3u/lg7kpnGIZhGIZhGIZhGIZhGJOXkZyKhpEOJ9cFGAkRKQU2AJ9S1Xbgf4D5wAnAHuCbOSyeYRiGYRiGYRiGYRiGYRjGEUleh8UQkRCwEfiVqn4rxf6jgI2q+roJLpphGIZhGIZhGIZhGIZhGMYRTd7OXBYRAW4F/p7sWBaRWUmHrQKenuiyGYZhGIZhGIZhGIZhGIZhHOnk7cxlETkN+C3wN8D1N38ReC9eSAwFXgT+RVX35KKMhmEYhmEYhmEYhmEYhmEYRyp5O3NZVR9XVVHVN6jqCf7nPlX9gKq+3t/+rpEcyyJytog8JyLbReQL2S63iMwRkYdF5O8i8oyIfNLffrWIvCwiW/3PuUm/ucIv33Mi8o4sletFEfmbf+2n/G1VIvKgiDzv/53mbxcRudEv019F5I3jWI7jkp7BVhFpF5FP5fr5HInki0yMody3icg+EXk6aduoyy0ia/zjnxeRNXlyH6OuBxOt4/KV8ZKLCShnujYiH8taJCK/F5G/+GX9ir/9aBHZ4pf1ZyJS4G8v9L9v9/cfNVFlNfqZLHVhvJlMdctIz1Rp48fCeMrwZLz/bCOjsHuzXI681NFpymX9swyRKWyPW/sKIhIQkT+LyEb/+9FitnBGyCj7E1ORTOVn0qOqU/YDBIAdwDygAPgLsCDL15wFvNH/vwz4B7AAuBr4XIrjF/jlKgSO9ssbyEK5XgSmD9r2deAL/v9fAK7z/z8XuB8Q4GRgSxbfTzPQkOvncyR+8lEmMiz3IuCNwNNjLTdQBez0/07z/5+WB/cxqnqQCx2Xr5/xkIsJKme6NiIfyypAqf9/CNjil+EO4EJ/+3eAj/r/XwZ8x///QuBnuZaLI/EzWepCFu570tQt+wz7HqdEGz/Gex8XGZ6s9z8Bz/dFMrR7s1yOvNTRacp1NdY/y+TZTWl73NpXBfgM8BO8fF9gtvBont2o+hNT8ZOp/Ez2T97OXB4n3gJsV9WdqtoH3A6syOYFVXWPqv7J//8w8Hdg9jA/WQHcrqq9qvoCsN0v90SwAljn/78OWJm0/Yfq8SRQKQNjXY8XZwI7VLVxhDLm6vkcieRaJkZEVR8DWgdtHm253wE8qKqtqnoQeBA4O/ul7yfNfaQjXT2YcB2Xr4yTXExEOdO1EflYVlXVDv9ryP8ocAawPk1Z4/ewHjhTRGQiymr0M1nqwngzmeqWkZ6p0saPhXGU4Ul5/zki3bPNGvmqo8fJLj1SmdL2+JHevopIPbAM+L7/XTBbOGPG0J+YUoxSfiY1U925PBtoSvq+i+EdveOKvwziRLzRGYCP+UtDbktadjVRZVTgARH5o4j8s79tpvphRfy/NRNcpguBnyZ9z+XzORLJR5kYK6Mtdz7fz2jqQT7fRz6Q1/I8qI3Iy7L6y7i2AvvwHBQ7gDZVjaYoT6Ks/v5DQPVEldUYlryUr2wxGeqWMSqmUhufEa9Qhif9/WeJ0di9E00+6ynrn43MEfM8jtD29dvA5+nPA1aN2cKjYpT9ianGaORnUjPVncupRokmJIOhiJQCG4BPqWo78D/AfLxkhHuAb05wGU9V1TcC5wD/KiKLhjk262Xy48q8C7jT35Tr53MkklcykSXSlTtf72e09SBf7yPfyflzS9FGpD00xbYJK6uqxlT1BKAeb2bOa4YpT86fqzFqptw7myx1yxgXpmTbOA4yPKnvP4uMxu7NF3L9Lq1/lhlHxPM4EttXEVkO7FPVPyZvTnGo2cLDMMr+xJRhDPIzqZnqzuVdwJyk7/XA7mxfVERCeIr3x6p6F4Cq7vUrlQt8j/6lQxNSRlXd7f/dB9ztX39vfImK/3ffBJbpHOBPqrrXL1dOn8+RSB7KxCthtOXOy/sZQz3Iy/vII/JSnlO1Efla1jiq2gY8ghcjrVJEginKkyirv7+CzJfYGtklr+VrvJiMdcvIiCnRxmfCOMnwpL3/bDJKu3eiyUs9Zf2zjJnyz+MIbl9PBd4lIi/ihTs5A28mqtnCYyDD/sRUYrTyM6mZ6s7lPwDH+tkYC/DCMPw8mxf0Y6jcCvxdVb+VtD05ztAqIJ6J9+fAhX5m0aOBY4Hfj3OZSkSkLP4/cJZ//Z8D8QzSa4B7k8p0kXicDByKL3kZR95LUkiMXD6fI5E8lYlXwmjL/SvgLBGZ5i/xO8vfllPGUA8mXMdNMvJOntO1EXla1hkiUun/XwwswYuz9zCwOk1Z4/ewGviNqk6JkfgpQN7J13gzmeqWMWqmRBs/EuMow5Py/rPJGOzeiSYv9ZT1zzJmStvjR3L7qqpXqGq9qh6F915/o6rvx2zhjBlDf2LKMAb5mdxoHmQVzOYHL1vpP/Diulw5Adc7DW9a+1+Brf7nXOBHwN/87T8HZiX95kq/fM8B52ShTPPwstb+BXgm/hzw4r38Gnje/1vlbxfgZr9MfwNOGufyhIEWoCJpW86ez5H4yTeZGGXZf4q3NC+CNzp86VjKDXwQLwHJduCSPLmPUdeDidZx+foZL7mYgHKmayPysaxvAP7sl/Vp4Cp/+zy8TuR2vNBGhf72Iv/7dn//vFzLxZH4mSx1IQv3PWnqln2GfY9Too0f472PmwxPxvvP8rMdld2b5bLkpY5OUy7rn2X+/KasPW7ta+I5LAY2+v+bLZz5cxtVf2KqfjKRn8n+Ef/mDMMwDMMwDMMwDMMwDMMwDCNjpnpYDMMwDMMwDMMwDMMwDMMwDCMLmHPZMAzDMAzDMAzDMAzDMAzDGDXmXDYMwzAMwzAMwzAMwzAMwzBGjTmXDcMwDMMwDMMwDMMwDMMwjFFjzmXDMAzDMAzDMAzDMAzDMAxj1JhzOceIyCMi8qFcl2O8EJGLReTxXJfDyB0icrWI/F+uyzFeiMhiEdmV63IY489U01cicpSIqIgEc10Ww0hmqtU1wxgNU83WnwyIyHdE5N9yXY44IrJKRJpEpENETsx1ecaKiLwoIktyXQ4jM0TkOBH5s4gcFpFPiMgPROTf/X1vE5Hncl3G8cL6a8ZkYyraBuZcHiW+URD/uCLSnfT9/Tku2yMiclBECgdt/4GI9PkNy2EReVpErhWRiqRjMlbIIvIOEXnMP9d+EXlURN413vdjvHJE5EIR2SIinSKyz///MhGRXJctE3zZjYpI3aDtV4tIJEmm/yEi/y0is5KOydjRJiJvEZH7RKRNRFpF5Pcickk27skYO+l0XD7gy6SKyFsGbb9YRGJJ7cQLIrJWRF416DgVkWMyuM6rROROETkgIodE5K8i8hkRCYz3PRkTi99pT7YpOkTkFF824t/3isgtIhIaxXnNNjBGJJ/161gRkaN9W/2WFPvUt406RKRFRH4tIu8ZdEzCETPCdQr8NuB5/5wvishtInLU+N2NEcd/vn0iMn3Q9q3+ez1KVT+iql/LVRlT8A3gY6paChzM1D6N4+tiFZHPD9oet3WT24iNIrJ00HEZOTFEpFxEvi0iL/nn2+5/nz7Sb41Xji/be0WkJGnbh0TkkQx+m0pffR54RFXLVPXG5B2q+ltVPW6cym39NSNBqj6NJE0+8/WZm6S3XhaRr6Q4R6cMtIk/n3SuiL+tTUSeEJG3jqJ8ZhtkCXMujxJVLY1/gJeAdyZt+3GuyuUL6dsABVJ15r6uqmXADOAS4GRgc3LjleF1VgN3Aj8E6oGZwFXAO8dadiM7iMhngRuA/wJq8d7VR4BTgYIcFi0jfNk8HzgEpBq4+Zkv01XAKrx7/GOywZLhdd4K/AZ4FDgGqAY+Cpwz9tIb400GOi5niIgAHwBagTUpDvmd32ZUAEuAbjxZfd0orzMf2AI0Aa9X1QrgAuAkoGzsd2DkEe8cZGfs9rdX+t9fD7wV+NdMTma2gZEJ+axfXyEXAQeBCyW10/x4v14dB/wA+G8R+fIYrrMe77m9D0/PHw/8EThzLIU2MuIF4L3xLyLyeqD4lZxQPLLVN24AnnkFv19DehsD+tuI44EHgbtF5OLRXEBECoBfA68FzgbKgVOAFuAtw/zUGF+CwCfH6VyvVO5GxPprxhjZnWTrngZcKiIrBx1zfLJNrKpfT9r3M/+304GH8WzQTDHbIEuYc3mcEBFHRL4gIjv8UY47RKTK31ckIv/nb28TkT+IyMwU55gvIr/xjzsgIj8WkcoMi3AR8CReBUhneKCqPar6BzxBr8brTGZ6jwJ8C/iaqn5fVQ+pqquqj6rqh9P85hT/fg/5f09J2nexiOz0RzJfkKSZ3yLyQRH5u3izaH4lIg2ZltMA8WaefRW4TFXXq+ph9fizqr5fVXtFpEJEfijeDLNGEflS3Kj25flL/vZ9/nHJs9ku8ve1iMi/yTDL5ETkZH9EsU1E/iIiizO8jfOBNv8+hpPpiKo+A7wH2A98NsPzx/kvYJ2qXqeqB/zn9EdVfXeqg0XkNeLNAGkTkWckaWaeiJwrItt8mX5ZRD6XtG+5eLNq4iOsbxhlOY90Uuo4f/T4OyLyoP/cH03WF+KNQH/C1zUHROS/0nUeReTV/nlaReQ5EUkpAyl4G1CH1xm40O+gDUFVY6q6Q1UvwzOOr87w/HG+Ajyhqp9R1T3+OZ9T1fepaluK+6kTkZ/797NdRD6ctO8tIvKUiLSLN0vmW0n7xlpnjSyjqvvwHAcLMvyJ2QZGJgynX28RkfvFm8WzWURqxZvJeFBEnpWkJf7Sbwcf9tvCVUn7/iIDZyBpXLeIyLv89rTNb19fk/S7F0Xkc+Kt0jgkIj8TkaJR3NeXgAjDDHT4bf+P8BwVV4hIdYbnx7d9lgIrVPUPqhr168DNqnpriuPT2lcyTH9BPJvtVhHZ49sX/y5H9oqVH+G93zhr8Aa3gKEzy0RkhW+Dtfsyera//RERuUZENgNdwLyx6Kd071VECkWkAwgAfxGRHcBj/una/Low7Iw7EQkDq/EGFY8VkZPSHauqzap6A559cV06eycNFwFzgVWqus3X4/tU9Wuqel+KchX6umC3//m2+I4aEZku3gzq+AzT30p/H6NORDaI1/94QUQ+MYoyHgn8F/A5SeEDkDR2qoj8M55j9/O+TP1CRH4DnI7nGOuQoSvmEiuTxPNBtIrIG/3vdeLZzIszKK/114xXhKq+ADxB5rZt8m+jwI+B2SIyI8OfmW2QJcy5PH58AlgJvB3PyXAQuNnftwZvtGIOXqftI3gz1wYjwLX+71/jH391hte/CK9i/Rh4h6RwXiejqofxOqhvy/D84I3ezMEbhRkR8Zzrm4Ab8e77W8AmEakWb5TzRuAcfzTzFGCr/7uVwBeB8/BmU/0W+Okoyml4M9sKgXuHOeYmPLmchye3F9HvULjY/5zu7y8F/htARBYAt+AZMbP8c8xOdQERmY0nA/+ON2L9OWBDhsp/Dd57vx14ddzgSYeqxvDuN2OZ9g32t5K5TIeAXwAPADXAx4Efi0h8WdmtwL/4Mv06vBF2/LLfBvwLXl34LvBzmULLjyeA4XTc+4Gv4Y1eb/WPSWYV3uzeNwIrgA8OPrmvkx4EfoL3bt8L3CIir82gbGvw5OJn/vflGfzmLkanf8Gb9ZyRrPr8FNiF16asBv5DROKj5TcAN6hqOTAfuANecZ01sox4S07fgecIzASzDYxMGE5O3o3XCZsO9AK/A/7kf1+P9/7i7MCTnQq8wbD/E392mqomZiABnwGeA/7kOzx+CnwK773eB/xCBg7SvRtvJuXRwBvw7JNhEZG34c2ivx1Pv100/C8Az4YIMrpZmkuA36tqU4bHX0wa+4rh+wvrgCjejL0TgbOAKRWrcZQ8CZT7DqQAnsMqZb4P8cJV/RD4f0AlsAh4MemQDwD/jLcC6DBj0E+kea+q2uvLPHiz4eb71wd/trGq/m6Eez0f6MCbmfcrMpPlu/BsmdGEPVgC/FJVOzI8/kq81S4n4M3IewuergDPcbgLr07PxNPd6juYfwH8Ba/vcCbwKRF5xyjKOdV5CngEz/5KMJydqqr/i6e/v+7L1DtV9Qy8dvJj/rZ/pLugqu4ALsfr04SBtcAPVPWRDMpr/TXjFSEix+KtrM7Utk3+bQGeTmzB87+NdLzZBlnEnMvjx78AV6rqLlXtxXMKrxYvflAETxCO8Weu/VFV2wefQFW3q+qDviGyH8+geftIFxaR0/CWvdyhqn/EM+7fl0GZd+M5DzIlPlqzJ8PjlwHPq+qP/NGanwLP0j9C5AKvE5FiVd3jj2aC9yyvVdW/+6NR/wGcIDZDaTRMBw74zw8A6Z+J2C0ib8czxK/wZzW/CHwTz8AGz1n3LVXd6RuZV+DNyAziOal+oaqPq2of3tJnTVOOfwLuU9X7/BkQD+IZTecOV3gRmYunXH+iqnvxlumlHQ1PYrQyPQ1PD2Yq0yfjKfv/VNU+Vf0NsJH+pZkRYIGIlKvqQVX9k7/9w8B3VXWLrwPW4XXSTx5FWY9YMtBxm1T1MV/3Xgm8VUTmJO2/TlVbVfUl4NskLaVNYjnwoqqu9fXVn4ANePI+XNnCeKEpfqKqETzDNxuyCp4OzkhW/fs/Dbjcn5W6Ffg+/XU8AhwjItNVtUNV4wbdmOqsMW7c4+vpNhG5J2n7ARFpA14GOsmgg2W2gZEJGcjJ3b7d2gPcDfSo6g99B8HP8DozAKjqnaq629cdPwOeZ1BnzL/evwPv8m3h9+Dp8Ad9HfoNvPAGpyT97Eb/vK14DoMTMri1NcD9qnoQzxlzjojUDPcD//oHGL38Zyr7MLx9lbK/4Dv7zwE+paqd6q1guB64cBTXnYrEZy8vxdMhL6c57lLgNl/GXFV9WVWfTdr/A1V9xtcrZzE2/TTce32lrMFbAh7Dk+X3yshx9+MhlbIty19Vb3bzfrwBpWQbYxbQoN6M1d+qqgJvBmao6ld9O3on8D1MlgdzFfDxQQP7Y7JTM0VVv4ens7fgvbsrR/qN9deMV0Cdb+u2A//Ak7vBiZ//lGQTtw0ahHq3bxd347231cl+j2Ew2yCLmHN5/GjAi2/V5gv634EY3mjtj/BGmm8Xb9nQ11MZBSJSIyK3+1Pa2/FG4DNJoLAGeEBVD/jff0Jmin02XvyuTGnx/2YaI6kOaBy0rRGYraqdeB2KjwB7RGSTiLzaP6YBuCHpWbbizepOOTvWSEkLMD3ZqFXVU1S10t9Xixd3Ofn9NNL/jAe/u0a8EbuZ/r7EKJyqdtEvG4NpAC5IbhjwHF4jydAHgL/7DjHwRuPfl4ExPVqZPojXURiNTDepqpu0Lfm5nY/nhGsULzxDfKljA/DZQc9hjn8+Y2RG0nHJ8tiBJwN1qfbjva9Uz70BWDjoHb0fr64Mxyq8EeP4ktEf4xkqI830Ha2sglfPRiOrrerNRI2TLKuXAq8CnhVveVV8tvVY66wxPqxU1Ur/kxx7brqvv8PAZuCXGZzLbAMjE0aSk71J/3en+B6flRkPmbU16R29jiQ71h/0ugNYo/2z6AbIg9++NjHwvTYn/d+VfM1UiEgx3qDfj/1z/g4vT8qwgyu+jTGD0cv/aPTjcPZVuv5CAxDCqxPxZ/tdvBl5RzI/wnunF5MUEiMFc/AGTdKRbCOMVT8N917HjF9nTqd/Rda9QBHeIN1wxOvPRMty3L76L2A78IB4YUS+4G9voN+pFJflL/IKn9NUQ1Wf3bsFLQAACohJREFUxnOGfiFp81jt1NHwPTy9fZM/YWMkrL9mpCKG12YlE8JzksbZ7du65XgrSrrxZuEm88Ykm7hSVX+VtO8O3y6eCTwNvGmkQpltkH3MuTx+NOEtk0quAEX+6HhEVb+iqgvwZmIsJ/UU/GvxZoC+wa9o/4TXcUqLX0neDbxdRJpFpBn4NHC8iBw/zO9K8abr/3YU9/icf5/nZ3j8bjyhT2Yu/swCVf2Vqi7Fq3jP4jVo+Nf4l0HPslhVnxhFWY90foc30roizf4DeAo++f0k3g1D391cPAfaXrxRuPr4Dl8G08UgagJ+NOhdlqjqf45Q/ovw4t7FZfpbeB3UtEkbxFtq905GIdO+Y/x3jE6m58jAGHbJMv0HVV2Bp9TvwQ81gPccrhn0HML+jBhjGDLUcXOSji/FG1nenXSa5FnMcwfti9MEPDroHZWq6kdHKOIaPEfHS37Z7sRr6FPNjk5mFaPTvwAPMTpZrRKR5ER/ybL6vKq+F09WrwPWi7fkcqx11pgAVLUbLy7uW0Uk7eCz2QZGJoxVTtKcqwHvXX0MqPY7fU/j27H+te4Bvq2q9yf9dIA8iIjg6ex0s1AzYRVeMrJbku5rNiMvf12BZ+v8fhTXegh4i4jUj3ikR1r7apj+QhOeTTc9SfbLVTWTsE1TFlVtxEvsdy5eGIh0NOGFf0p7qqT/x6qfhrObh7veSHwAr7/+C1+Od+I5l0eS5VX/v72zjdGrqOL479+WRiylaRVfgDQtLRJoK01IgWhJqpBArAgEhUottqHRxpiYQgpKKNQXMCTUVIza+ErimqIJygdsUYkWJERE8C01fihSqIK6tm7rbkKUZvxwzuNz99nnte12u93/L5nsPvfOvTP3zpmZM3NnzgH+QbTP3fIYYRanW4euzZ75ZQgTS6WUW0opZxG6+c0Ks1x7gRca2vHppRTvjhrJXcSKzNqEaCc9tRe5GkH2/1sIkxGblL6jOuDxmmnGS8CchmNzGfnhDoBSygHiw3bPTqDzw/hHCZntNJlr3WCU8eTy0WMrcHcq10g6TdJV+f+7JC1S2AQ7SEzqHWpyj+mETa0Bhd3LDV2ke3Xe6zxim+Biwl7zL2hSURTOFy4gGtJ/ETaVuqKUUgg7eRslrZF0qsL4+FJJX2tyyXbgbZJukDRF0vWZz0ckvVnhwGUaUSkGqb+TrYTR9AWZ5xmSPtBtPg2UcO71aaLxfL+kU7KsFgPTiHf9fUJmp6fc3kzdXt02YL2kuals3ENsyXuN2I59pcLhydRMp9VHkL6Me7mkyQqD9MvaNbT59XgesZW2JtMLabHqTtJJCuc/24iv919ojNOBW4HVkjYoDfVLOl/Sg03iPk1sSb81011GdIQPSpoqaaWkGSW2zxykLtNfB9ZJukjBNEnLGyb+THO6aePek+3QVML28tNluI2rDZJmKlYAfYK6beQqjxDt1aos25MkLVHFsVQj2U5fSnTytbydT0zWNpPVyVmnvgQsI+pOL9wFvEPhlPAtec/5CicPwxy/5PM/BXw+693bidXK383rPiTptFzVUXMGeIjDqLPm2KGw+7eKWMnZascIWDcw3dGTnHRgGjG50Q8gaQ3Rd9f4FvCnMtzbO4QuslzSpYqVOLcQZX8kHw0+nOktov5c7yTMqCxqjCxplsIx25cJM0rt6tYwSimPEXZQfyjpgpTp6ZLWSRph3582+lWr8UIJB64/ATZX6tc8hYmzic5NwLtzVXErvgmsSRmbJOkM1VccN3K47VM7vbmRfmIV5lldPN+NhK6wuBKuJerMiIUdmcePE/rCpxpWbnbiO8RkxUMKx3GTFLamb5fUbPJ3G3CHYsz7RsKUQ1/m472pn4i6PnyImJw5KOk2SSennrFQ0pIe8jkhKKXsJvTVmsPDTnrq3+lOplrxReDZUspawu741naRPV4zbfge0Tacme3IZcT7b2rSLdvMFcCuZuc7UcLM0Y8JGWmHdYPRppTicJiBcAZxWf4/ibqDkn8T26/uyXMfzONDRMN/PzAlz+0E1ub/C4BnCWXlt6QzhA55eBTY3OT4dcTgcwqxyuk/ma8houLeSziSqMVfRmwf6ea5ryAGHoOEgrQTWJ7nVgNPVuIuzWc6kH+X5vG3Ao/n8YG8x3mV61YBfyAq0F7CVtqYl/l4C8R2qV8R20j7ic72I4RJjJmEEtif7/hOYFJFnu/M4/0Zb2blvquJr5L7gI3El+BL8twmoK8S96Is6/15rx8Bs9vkeSvwUJPjFxLK/KxM478pg0OEjbCvENsWa/HnEAPdyV28pwuBHSmP+/M93VipG3+pxF1Qkd0/El61yXf6KDExcxB4pibvlXrzTMr7K8QK1+ljLSPHe6BzG9eXMvPTlIcngLmVeIVQzP+c8rq5JhOMbK/OSfnsz7g/Axa3ydsnCUW88fjpKZ8LM41DFVl9kdj2dW7DNQWY18X7OCdlZ1/K4O8IR1iTKzJf61/OJAYj+4k+aV3lPn3EqqZBok+4unKupzrrcNRkfQ+pU1SO1cp0MMNAls2SDveybuDQTZl1075+rnJ8LbCz8ns+8Frl993ZbvyTmDh4nLqOWwhdZLASanrDNUR/eiCvWdCqXtCgYzTJ+xnEap9FTc5tB+6r5Gco87Ef+DlwQ0P8B4DPdvEeax/ad1Nv579BtpsM1/Vb6le0Hy/MAL5KOEk7APwGWDHWMjRGcjtMJirHp2S5zsmyq8ruNcDvifZuN3B5Y9lU4vbcPrUr14q8za/8/kzGGwAubvGcFwOvEjaKG8/tInYJzKHeRwwR/fp24IqG+DuBm7p4tzOI1at7857PE3X5DY3vnlhBfT+h076S/78uz63PuEMpsxsraZxOTKT8jdCZf9msPCdiaJRtYhfHq2S7Sxs9FTibmD8YAB5uJt/VekFlfEOszPwrMCt/n5L1ZGWbvHq85tCqnE4mTOPsyff/HOFnoXZ+GfGBraYL7Eu5rraR1T66FrbkuU006AHE2GUIeFOLPFk3OAZBmSkzwZH0PsIpQzdOUoz5P/l1bQA4u5Tywljnp4ZipeYTJbbmmhMUSQ8QyuQdLc4XQjZ3H9OM9YCkUwmFYGaJXQfGHBdYNzATGUk/IPSILWOdF2OOBEnPEW35wx0jG3MM8XjNjDesG7TGZjEMCqdv1wK/Huu8mPGBpCslvT63Bt5HrCTbM7a5qqOwsXUdlmkzPrgeeN4Ty+Z4wrqBmcgozB4txfJvxjlpSuhcYkWbMccNHq+Z8YZ1g/Z4cnkcIGm2pMEWYfYR3nsGseR/Nmn/s01alxyFxzEnBlcRhudfJrZhrSg9boMYZTl7idjWtD7T2tUirZVHIS1zgjOa8iPpKUJO1+bvHS3Suv1I0zInFtYNzERGYQe2mTzu6Hx1x3t/jJiI+3Yp5cm0z9ksrcOyD2lMFUlbW8hXW5u3Xd77XsIm522llBdHs96YExOP18x4wrrB2GKzGMYYY4wxxhhjjDHGGGN6xiuXjTHGGGOMMcYYY4wxxvSMJ5eNMcYYY4wxxhhjjDHG9Iwnl40xxhhjjDHGGGOMMcb0jCeXjTHGGGOMMcYYY4wxxvSMJ5eNMcYYY4wxxhhjjDHG9Mz/AAbiw04ubGkWAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 72 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(df_Tech_merged)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# General Conclusions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tesla stocks are greatly influenced by US Tech companies with extremely high correlation rate (all above 75%) which indicates a general growth trend followed by"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Notebooks/TSLA_Stock_Twitter_Analytics.ipynb b/Notebooks/TSLA_Stock_Twitter_Analytics.ipynb
new file mode 100644
index 00000000..37d78624
--- /dev/null
+++ b/Notebooks/TSLA_Stock_Twitter_Analytics.ipynb
@@ -0,0 +1,15066 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pandas_datareader as web\n",
+    "from pandas.plotting import scatter_matrix\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+    "from sklearn import preprocessing\n",
+    "from datetime import timedelta\n",
+    "\n",
+    "from fbprophet import Prophet\n",
+    "from fbprophet.plot import add_changepoints_to_plot\n",
+    "\n",
+    "plt.style.use('fivethirtyeight')\n",
+    "\n",
+    "# pd.options.display.max_colwidth = 100\n",
+    "# pd.options.display.max_rows = 50"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Goals & Hypothesis of the Notebook"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This Notebook aims at measuring hypothetical correlation between Musk Twitter activity and the stock price evolution as a whole.\n",
+    "\n",
+    "Musk is an influent Twitter user (over 32M followers), and a very active one (8797 tweets gathered for the studied period).\n",
+    "Would he message have strong influence over his company's stock price ?\n",
+    "\n",
+    "After analyzing its 8797 tweets as a whole, this study will focus mainly over Tesla related tweets (1100 tweets) and, among those, over the top 200 tweets in terms of interactions (i.e. sum of retweets, replies & favorites).\n",
+    "\n",
+    "\n",
+    "**Hypothesis**\n",
+    "- Tweets with important interaction rate assert that they convey an important piece of information (in theory business related). Each important Tesla related event which generates an important amount of interactions may have an impact on the stock, by transmitting key info on the company's business situation\n",
+    "\n",
+    "\n",
+    "- Tweets with positive business messages (product launch, increase of production etc.) should have positive impact over the stocks\n",
+    "\n",
+    "\n",
+    "- Controversal Tweets, as well as incorrect business figures, should have negative impact over the stock evolution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating Functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating several needed functions for the study : \n",
+    "- MinMaxScaling_df_stock_tweets - MinMaxScaler to scale together Stock value & Twitter interactions\n",
+    "- create_Twitter_link & Twitter object : displaying Tweets within the notebook"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def MinMaxScaling_df_stock_tweets(df):\n",
+    "    \"\"\"\n",
+    "    Feeding a dataframe with MinMax Scaled data to be ploted\n",
+    "    \n",
+    "    Input : raw dataframe of \n",
+    "    Output : dataframe with 3 new columns : \n",
+    "                - Adj_scaled i.e MinMax Scaled Adjusted Close Stock Price\n",
+    "                - Tweet_interactions_scaled i.e MinMax Scaled Twitter interactions = Sum of Retweets & Replies\n",
+    "    \"\"\"\n",
+    "    \n",
+    "    scaler = preprocessing.MinMaxScaler()\n",
+    "    df_temp = scaler.fit_transform(df)\n",
+    "    df_to_scale = pd.DataFrame(df_temp, columns=[['Adj Close', 'tweet_amount','tweet_interactions', 'favorites']])\n",
+    "\n",
+    "    \n",
+    "    return df_to_scale"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### When run, the code displays in HTML format each Tweet mentioned\n",
+    "\n",
+    "class Tweet(object):\n",
+    "    \"\"\" Display Tweets issued from the embedded link on the platform\"\"\"\n",
+    "    \n",
+    "    def __init__(self, embed_str=None):\n",
+    "        self.embed_str = embed_str\n",
+    "\n",
+    "    def _repr_html_(self):\n",
+    "        return self.embed_str"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def create_Twitter_link(url):\n",
+    "    \"\"\"Link of the tweet display\n",
+    "    Input : raw url of the tweet\n",
+    "    Output : url usable with the Tweet class object\"\"\"\n",
+    "    \n",
+    "    source_twitter=\"<blockquote class='twitter-tweet'><a href=\"+ url +\"></a></blockquote> <script async src='https://platform.twitter.com/widgets.js' charset='utf-8'></script>1\" \n",
+    "    \n",
+    "    return source_twitter"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# PART 1 - Data Collection, Data Analysis & plot generation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing Tesla daily stock exchange values from 2010 IPO onwards"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA = pd.read_csv('../DataSets/Stocks_raw_data/TSLA_stocks_rate_2010-01-01_to_2020-03-08.csv', index_col='Date')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### DataWrangling\n",
+    "\n",
+    "Adding PCT indicator & reset index to datetime (currently considered an int)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA.reset_index(drop=False , inplace=True)\n",
+    "df_TSLA['Date'] = pd.to_datetime(df_TSLA['Date'])\n",
+    "df_TSLA.set_index('Date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA['PCT_change'] = df_TSLA['Adj Close'].pct_change(fill_method='ffill')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>17.540001</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>18766300.0</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>21.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>30.420000</td>\n",
+       "      <td>23.299999</td>\n",
+       "      <td>25.790001</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>17187100.0</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>26.860000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>25.920000</td>\n",
+       "      <td>20.270000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>8218800.0</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>23.095000</td>\n",
+       "      <td>-0.078473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>18.709999</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>5139800.0</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>20.905000</td>\n",
+       "      <td>-0.125683</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>15.830000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>6866900.0</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>17.915000</td>\n",
+       "      <td>-0.160938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.400000</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>6921700.0</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "      <td>-0.019243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.520000</td>\n",
+       "      <td>15.570000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>7711400.0</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>16.545000</td>\n",
+       "      <td>0.105063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>16.549999</td>\n",
+       "      <td>17.580000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>4050600.0</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>17.224999</td>\n",
+       "      <td>-0.003436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>18.070000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>17.950001</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>2202500.0</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>17.535000</td>\n",
+       "      <td>-0.020115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.639999</td>\n",
+       "      <td>16.900000</td>\n",
+       "      <td>17.389999</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>2680100.0</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>17.770000</td>\n",
+       "      <td>0.063930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>20.150000</td>\n",
+       "      <td>17.760000</td>\n",
+       "      <td>17.940001</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>4195200.0</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>18.955000</td>\n",
+       "      <td>0.093716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>3739800.0</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>20.250000</td>\n",
+       "      <td>0.002520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>20.700001</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>2621300.0</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>20.674999</td>\n",
+       "      <td>0.037707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>21.370001</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>2486500.0</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>21.585000</td>\n",
+       "      <td>0.061531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>1825300.0</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>20.950000</td>\n",
+       "      <td>-0.073482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>19.500000</td>\n",
+       "      <td>20.660000</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>1252500.0</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>20.200000</td>\n",
+       "      <td>-0.003941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.250000</td>\n",
+       "      <td>20.370001</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>957800.0</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>20.810000</td>\n",
+       "      <td>0.038576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.559999</td>\n",
+       "      <td>21.059999</td>\n",
+       "      <td>21.190001</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>653600.0</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>21.309999</td>\n",
+       "      <td>0.013810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>922200.0</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>-0.015970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>21.180000</td>\n",
+       "      <td>20.260000</td>\n",
+       "      <td>20.910000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>619700.0</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.720000</td>\n",
+       "      <td>-0.019093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>20.510000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>467200.0</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>20.705000</td>\n",
+       "      <td>0.008273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.879999</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>20.770000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>616000.0</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>20.440000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>20.440001</td>\n",
+       "      <td>19.549999</td>\n",
+       "      <td>20.200001</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>426900.0</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.995000</td>\n",
+       "      <td>-0.020147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.969999</td>\n",
+       "      <td>20.330000</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>718100.0</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>0.049147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>1230500.0</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.385000</td>\n",
+       "      <td>0.049235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-04</th>\n",
+       "      <td>22.180000</td>\n",
+       "      <td>20.850000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>913000.0</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>21.515000</td>\n",
+       "      <td>-0.031435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-05</th>\n",
+       "      <td>21.549999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.540001</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>796200.0</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>20.799999</td>\n",
+       "      <td>-0.038100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-06</th>\n",
+       "      <td>20.160000</td>\n",
+       "      <td>19.520000</td>\n",
+       "      <td>20.100000</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>741900.0</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>-0.042054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-09</th>\n",
+       "      <td>19.980000</td>\n",
+       "      <td>19.450001</td>\n",
+       "      <td>19.900000</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>812700.0</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>19.715000</td>\n",
+       "      <td>0.000510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-10</th>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>18.820000</td>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>1281300.0</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>19.235000</td>\n",
+       "      <td>-0.029082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>573.859985</td>\n",
+       "      <td>554.260010</td>\n",
+       "      <td>570.630005</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>14353600.0</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>564.059998</td>\n",
+       "      <td>-0.012898</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>564.440002</td>\n",
+       "      <td>539.280029</td>\n",
+       "      <td>541.989990</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>13608100.0</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>551.860016</td>\n",
+       "      <td>-0.012039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>576.809998</td>\n",
+       "      <td>558.080017</td>\n",
+       "      <td>568.489990</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>11788500.0</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>567.445007</td>\n",
+       "      <td>0.015913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>589.799988</td>\n",
+       "      <td>567.429993</td>\n",
+       "      <td>575.690002</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>17801500.0</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>578.614990</td>\n",
+       "      <td>0.024854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>650.880005</td>\n",
+       "      <td>618.000000</td>\n",
+       "      <td>632.419983</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>29005700.0</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>634.440002</td>\n",
+       "      <td>0.102962</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>653.000000</td>\n",
+       "      <td>632.520020</td>\n",
+       "      <td>640.000000</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>15719300.0</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>642.760010</td>\n",
+       "      <td>0.015231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>786.140015</td>\n",
+       "      <td>673.520020</td>\n",
+       "      <td>673.690002</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>47233500.0</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>729.830017</td>\n",
+       "      <td>0.198949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>833.880005</td>\n",
+       "      <td>882.960022</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>60938800.0</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>901.434998</td>\n",
+       "      <td>0.137256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>845.979980</td>\n",
+       "      <td>704.109985</td>\n",
+       "      <td>823.260010</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>48423800.0</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>775.044983</td>\n",
+       "      <td>-0.171758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>795.830017</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>699.919983</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>39880800.0</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>741.415009</td>\n",
+       "      <td>0.019409</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>769.750000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>730.549988</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>17063500.0</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>749.875000</td>\n",
+       "      <td>-0.001188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>819.989990</td>\n",
+       "      <td>752.400024</td>\n",
+       "      <td>800.000000</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>24689200.0</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>786.195007</td>\n",
+       "      <td>0.031027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>783.510010</td>\n",
+       "      <td>758.000000</td>\n",
+       "      <td>768.789978</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>11697500.0</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>770.755005</td>\n",
+       "      <td>0.004019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>789.750000</td>\n",
+       "      <td>763.369995</td>\n",
+       "      <td>777.869995</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>12022500.0</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>776.559998</td>\n",
+       "      <td>-0.009156</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>818.000000</td>\n",
+       "      <td>735.000000</td>\n",
+       "      <td>741.840027</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>26289300.0</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>776.500000</td>\n",
+       "      <td>0.047844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>812.969971</td>\n",
+       "      <td>785.500000</td>\n",
+       "      <td>787.219971</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>15693700.0</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>799.234985</td>\n",
+       "      <td>-0.004938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>860.000000</td>\n",
+       "      <td>832.359985</td>\n",
+       "      <td>841.599976</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>16381700.0</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>846.179993</td>\n",
+       "      <td>0.072960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>944.780029</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>25423000.0</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "      <td>0.068756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>912.000000</td>\n",
+       "      <td>859.940002</td>\n",
+       "      <td>911.950012</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>17634900.0</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>885.970001</td>\n",
+       "      <td>-0.019631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>913.059998</td>\n",
+       "      <td>880.450012</td>\n",
+       "      <td>906.979980</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>14314800.0</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>896.755005</td>\n",
+       "      <td>0.001768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>863.500000</td>\n",
+       "      <td>822.200012</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>15192200.0</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>842.850006</td>\n",
+       "      <td>-0.074595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>856.599976</td>\n",
+       "      <td>787.000000</td>\n",
+       "      <td>849.000000</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>17290500.0</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>821.799988</td>\n",
+       "      <td>-0.040634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>813.309998</td>\n",
+       "      <td>776.109985</td>\n",
+       "      <td>782.500000</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>14085500.0</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>794.709991</td>\n",
+       "      <td>-0.026390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>739.770020</td>\n",
+       "      <td>669.000000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>24277200.0</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>704.385010</td>\n",
+       "      <td>-0.128146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>690.520020</td>\n",
+       "      <td>611.520020</td>\n",
+       "      <td>629.700012</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>24564200.0</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>651.020020</td>\n",
+       "      <td>-0.016215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.690002</td>\n",
+       "      <td>686.669983</td>\n",
+       "      <td>711.260010</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>20195000.0</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>715.179993</td>\n",
+       "      <td>0.113220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>806.979980</td>\n",
+       "      <td>716.109985</td>\n",
+       "      <td>805.000000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>25784000.0</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>761.544983</td>\n",
+       "      <td>0.002542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>766.520020</td>\n",
+       "      <td>724.729980</td>\n",
+       "      <td>763.960022</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>15049000.0</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>745.625000</td>\n",
+       "      <td>0.005352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>745.750000</td>\n",
+       "      <td>718.070007</td>\n",
+       "      <td>723.770020</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>10852700.0</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>731.910004</td>\n",
+       "      <td>-0.033302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>707.000000</td>\n",
+       "      <td>684.270020</td>\n",
+       "      <td>690.000000</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>12635500.0</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>695.635010</td>\n",
+       "      <td>-0.029067</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  High         Low        Open       Close      Volume  \\\n",
+       "Date                                                                     \n",
+       "2010-06-29   25.000000   17.540001   19.000000   23.889999  18766300.0   \n",
+       "2010-06-30   30.420000   23.299999   25.790001   23.830000  17187100.0   \n",
+       "2010-07-01   25.920000   20.270000   25.000000   21.959999   8218800.0   \n",
+       "2010-07-02   23.100000   18.709999   23.000000   19.200001   5139800.0   \n",
+       "2010-07-06   20.000000   15.830000   20.000000   16.110001   6866900.0   \n",
+       "2010-07-07   16.629999   14.980000   16.400000   15.800000   6921700.0   \n",
+       "2010-07-08   17.520000   15.570000   16.139999   17.459999   7711400.0   \n",
+       "2010-07-09   17.900000   16.549999   17.580000   17.400000   4050600.0   \n",
+       "2010-07-12   18.070000   17.000000   17.950001   17.049999   2202500.0   \n",
+       "2010-07-13   18.639999   16.900000   17.389999   18.139999   2680100.0   \n",
+       "2010-07-14   20.150000   17.760000   17.940001   19.840000   4195200.0   \n",
+       "2010-07-15   21.500000   19.000000   19.940001   19.889999   3739800.0   \n",
+       "2010-07-16   21.299999   20.049999   20.700001   20.639999   2621300.0   \n",
+       "2010-07-19   22.250000   20.920000   21.370001   21.910000   2486500.0   \n",
+       "2010-07-20   21.850000   20.049999   21.850000   20.299999   1825300.0   \n",
+       "2010-07-21   20.900000   19.500000   20.660000   20.219999   1252500.0   \n",
+       "2010-07-22   21.250000   20.370001   20.500000   21.000000    957800.0   \n",
+       "2010-07-23   21.559999   21.059999   21.190001   21.290001    653600.0   \n",
+       "2010-07-26   21.500000   20.299999   21.500000   20.950001    922200.0   \n",
+       "2010-07-27   21.180000   20.260000   20.910000   20.549999    619700.0   \n",
+       "2010-07-28   20.900000   20.510000   20.549999   20.719999    467200.0   \n",
+       "2010-07-29   20.879999   20.000000   20.770000   20.350000    616000.0   \n",
+       "2010-07-30   20.440001   19.549999   20.200001   19.940001    426900.0   \n",
+       "2010-08-02   20.969999   20.330000   20.500000   20.920000    718100.0   \n",
+       "2010-08-03   21.950001   20.820000   21.000000   21.950001   1230500.0   \n",
+       "2010-08-04   22.180000   20.850000   21.950001   21.260000    913000.0   \n",
+       "2010-08-05   21.549999   20.049999   21.540001   20.450001    796200.0   \n",
+       "2010-08-06   20.160000   19.520000   20.100000   19.590000    741900.0   \n",
+       "2010-08-09   19.980000   19.450001   19.900000   19.600000    812700.0   \n",
+       "2010-08-10   19.650000   18.820000   19.650000   19.030001   1281300.0   \n",
+       "...                ...         ...         ...         ...         ...   \n",
+       "2020-01-24  573.859985  554.260010  570.630005  564.820007  14353600.0   \n",
+       "2020-01-27  564.440002  539.280029  541.989990  558.020020  13608100.0   \n",
+       "2020-01-28  576.809998  558.080017  568.489990  566.900024  11788500.0   \n",
+       "2020-01-29  589.799988  567.429993  575.690002  580.989990  17801500.0   \n",
+       "2020-01-30  650.880005  618.000000  632.419983  640.809998  29005700.0   \n",
+       "2020-01-31  653.000000  632.520020  640.000000  650.570007  15719300.0   \n",
+       "2020-02-03  786.140015  673.520020  673.690002  780.000000  47233500.0   \n",
+       "2020-02-04  968.989990  833.880005  882.960022  887.059998  60938800.0   \n",
+       "2020-02-05  845.979980  704.109985  823.260010  734.700012  48423800.0   \n",
+       "2020-02-06  795.830017  687.000000  699.919983  748.960022  39880800.0   \n",
+       "2020-02-07  769.750000  730.000000  730.549988  748.070007  17063500.0   \n",
+       "2020-02-10  819.989990  752.400024  800.000000  771.280029  24689200.0   \n",
+       "2020-02-11  783.510010  758.000000  768.789978  774.380005  11697500.0   \n",
+       "2020-02-12  789.750000  763.369995  777.869995  767.289978  12022500.0   \n",
+       "2020-02-13  818.000000  735.000000  741.840027  804.000000  26289300.0   \n",
+       "2020-02-14  812.969971  785.500000  787.219971  800.030029  15693700.0   \n",
+       "2020-02-18  860.000000  832.359985  841.599976  858.400024  16381700.0   \n",
+       "2020-02-19  944.780029  901.020020  923.500000  917.419983  25423000.0   \n",
+       "2020-02-20  912.000000  859.940002  911.950012  899.409973  17634900.0   \n",
+       "2020-02-21  913.059998  880.450012  906.979980  901.000000  14314800.0   \n",
+       "2020-02-24  863.500000  822.200012  839.000000  833.789978  15192200.0   \n",
+       "2020-02-25  856.599976  787.000000  849.000000  799.909973  17290500.0   \n",
+       "2020-02-26  813.309998  776.109985  782.500000  778.799988  14085500.0   \n",
+       "2020-02-27  739.770020  669.000000  730.000000  679.000000  24277200.0   \n",
+       "2020-02-28  690.520020  611.520020  629.700012  667.989990  24564200.0   \n",
+       "2020-03-02  743.690002  686.669983  711.260010  743.619995  20195000.0   \n",
+       "2020-03-03  806.979980  716.109985  805.000000  745.510010  25784000.0   \n",
+       "2020-03-04  766.520020  724.729980  763.960022  749.500000  15049000.0   \n",
+       "2020-03-05  745.750000  718.070007  723.770020  724.539978  10852700.0   \n",
+       "2020-03-06  707.000000  684.270020  690.000000  703.479980  12635500.0   \n",
+       "\n",
+       "             Adj Close   avg_price  PCT_change  \n",
+       "Date                                            \n",
+       "2010-06-29   23.889999   21.270000         NaN  \n",
+       "2010-06-30   23.830000   26.860000   -0.002511  \n",
+       "2010-07-01   21.959999   23.095000   -0.078473  \n",
+       "2010-07-02   19.200001   20.905000   -0.125683  \n",
+       "2010-07-06   16.110001   17.915000   -0.160938  \n",
+       "2010-07-07   15.800000   15.804999   -0.019243  \n",
+       "2010-07-08   17.459999   16.545000    0.105063  \n",
+       "2010-07-09   17.400000   17.224999   -0.003436  \n",
+       "2010-07-12   17.049999   17.535000   -0.020115  \n",
+       "2010-07-13   18.139999   17.770000    0.063930  \n",
+       "2010-07-14   19.840000   18.955000    0.093716  \n",
+       "2010-07-15   19.889999   20.250000    0.002520  \n",
+       "2010-07-16   20.639999   20.674999    0.037707  \n",
+       "2010-07-19   21.910000   21.585000    0.061531  \n",
+       "2010-07-20   20.299999   20.950000   -0.073482  \n",
+       "2010-07-21   20.219999   20.200000   -0.003941  \n",
+       "2010-07-22   21.000000   20.810000    0.038576  \n",
+       "2010-07-23   21.290001   21.309999    0.013810  \n",
+       "2010-07-26   20.950001   20.900000   -0.015970  \n",
+       "2010-07-27   20.549999   20.720000   -0.019093  \n",
+       "2010-07-28   20.719999   20.705000    0.008273  \n",
+       "2010-07-29   20.350000   20.440000   -0.017857  \n",
+       "2010-07-30   19.940001   19.995000   -0.020147  \n",
+       "2010-08-02   20.920000   20.650000    0.049147  \n",
+       "2010-08-03   21.950001   21.385000    0.049235  \n",
+       "2010-08-04   21.260000   21.515000   -0.031435  \n",
+       "2010-08-05   20.450001   20.799999   -0.038100  \n",
+       "2010-08-06   19.590000   19.840000   -0.042054  \n",
+       "2010-08-09   19.600000   19.715000    0.000510  \n",
+       "2010-08-10   19.030001   19.235000   -0.029082  \n",
+       "...                ...         ...         ...  \n",
+       "2020-01-24  564.820007  564.059998   -0.012898  \n",
+       "2020-01-27  558.020020  551.860016   -0.012039  \n",
+       "2020-01-28  566.900024  567.445007    0.015913  \n",
+       "2020-01-29  580.989990  578.614990    0.024854  \n",
+       "2020-01-30  640.809998  634.440002    0.102962  \n",
+       "2020-01-31  650.570007  642.760010    0.015231  \n",
+       "2020-02-03  780.000000  729.830017    0.198949  \n",
+       "2020-02-04  887.059998  901.434998    0.137256  \n",
+       "2020-02-05  734.700012  775.044983   -0.171758  \n",
+       "2020-02-06  748.960022  741.415009    0.019409  \n",
+       "2020-02-07  748.070007  749.875000   -0.001188  \n",
+       "2020-02-10  771.280029  786.195007    0.031027  \n",
+       "2020-02-11  774.380005  770.755005    0.004019  \n",
+       "2020-02-12  767.289978  776.559998   -0.009156  \n",
+       "2020-02-13  804.000000  776.500000    0.047844  \n",
+       "2020-02-14  800.030029  799.234985   -0.004938  \n",
+       "2020-02-18  858.400024  846.179993    0.072960  \n",
+       "2020-02-19  917.419983  922.900024    0.068756  \n",
+       "2020-02-20  899.409973  885.970001   -0.019631  \n",
+       "2020-02-21  901.000000  896.755005    0.001768  \n",
+       "2020-02-24  833.789978  842.850006   -0.074595  \n",
+       "2020-02-25  799.909973  821.799988   -0.040634  \n",
+       "2020-02-26  778.799988  794.709991   -0.026390  \n",
+       "2020-02-27  679.000000  704.385010   -0.128146  \n",
+       "2020-02-28  667.989990  651.020020   -0.016215  \n",
+       "2020-03-02  743.619995  715.179993    0.113220  \n",
+       "2020-03-03  745.510010  761.544983    0.002542  \n",
+       "2020-03-04  749.500000  745.625000    0.005352  \n",
+       "2020-03-05  724.539978  731.910004   -0.033302  \n",
+       "2020-03-06  703.479980  695.635010   -0.029067  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Adding PCT_change i.e. percetange change evolution from one day to another to measure the general trend of each day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>17.540001</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>18766300.0</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>21.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>30.420000</td>\n",
+       "      <td>23.299999</td>\n",
+       "      <td>25.790001</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>17187100.0</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>26.860000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>25.920000</td>\n",
+       "      <td>20.270000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>8218800.0</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>23.095000</td>\n",
+       "      <td>-0.078473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>18.709999</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>5139800.0</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>20.905000</td>\n",
+       "      <td>-0.125683</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>15.830000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>6866900.0</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>17.915000</td>\n",
+       "      <td>-0.160938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.400000</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>6921700.0</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "      <td>-0.019243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.520000</td>\n",
+       "      <td>15.570000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>7711400.0</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>16.545000</td>\n",
+       "      <td>0.105063</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>16.549999</td>\n",
+       "      <td>17.580000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>4050600.0</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>17.224999</td>\n",
+       "      <td>-0.003436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>18.070000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>17.950001</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>2202500.0</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>17.535000</td>\n",
+       "      <td>-0.020115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.639999</td>\n",
+       "      <td>16.900000</td>\n",
+       "      <td>17.389999</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>2680100.0</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>17.770000</td>\n",
+       "      <td>0.063930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>20.150000</td>\n",
+       "      <td>17.760000</td>\n",
+       "      <td>17.940001</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>4195200.0</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>18.955000</td>\n",
+       "      <td>0.093716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>3739800.0</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>20.250000</td>\n",
+       "      <td>0.002520</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>20.700001</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>2621300.0</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>20.674999</td>\n",
+       "      <td>0.037707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>21.370001</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>2486500.0</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>21.585000</td>\n",
+       "      <td>0.061531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>1825300.0</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>20.950000</td>\n",
+       "      <td>-0.073482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>19.500000</td>\n",
+       "      <td>20.660000</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>1252500.0</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>20.200000</td>\n",
+       "      <td>-0.003941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.250000</td>\n",
+       "      <td>20.370001</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>957800.0</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>20.810000</td>\n",
+       "      <td>0.038576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.559999</td>\n",
+       "      <td>21.059999</td>\n",
+       "      <td>21.190001</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>653600.0</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>21.309999</td>\n",
+       "      <td>0.013810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>922200.0</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>-0.015970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>21.180000</td>\n",
+       "      <td>20.260000</td>\n",
+       "      <td>20.910000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>619700.0</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.720000</td>\n",
+       "      <td>-0.019093</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>20.510000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>467200.0</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>20.705000</td>\n",
+       "      <td>0.008273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.879999</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>20.770000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>616000.0</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>20.440000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>20.440001</td>\n",
+       "      <td>19.549999</td>\n",
+       "      <td>20.200001</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>426900.0</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.995000</td>\n",
+       "      <td>-0.020147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.969999</td>\n",
+       "      <td>20.330000</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>718100.0</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>0.049147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>1230500.0</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.385000</td>\n",
+       "      <td>0.049235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-04</th>\n",
+       "      <td>22.180000</td>\n",
+       "      <td>20.850000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>913000.0</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>21.515000</td>\n",
+       "      <td>-0.031435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-05</th>\n",
+       "      <td>21.549999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.540001</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>796200.0</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>20.799999</td>\n",
+       "      <td>-0.038100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-06</th>\n",
+       "      <td>20.160000</td>\n",
+       "      <td>19.520000</td>\n",
+       "      <td>20.100000</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>741900.0</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>-0.042054</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-09</th>\n",
+       "      <td>19.980000</td>\n",
+       "      <td>19.450001</td>\n",
+       "      <td>19.900000</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>812700.0</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>19.715000</td>\n",
+       "      <td>0.000510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-10</th>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>18.820000</td>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>1281300.0</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>19.235000</td>\n",
+       "      <td>-0.029082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>573.859985</td>\n",
+       "      <td>554.260010</td>\n",
+       "      <td>570.630005</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>14353600.0</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>564.059998</td>\n",
+       "      <td>-0.012898</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>564.440002</td>\n",
+       "      <td>539.280029</td>\n",
+       "      <td>541.989990</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>13608100.0</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>551.860016</td>\n",
+       "      <td>-0.012039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>576.809998</td>\n",
+       "      <td>558.080017</td>\n",
+       "      <td>568.489990</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>11788500.0</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>567.445007</td>\n",
+       "      <td>0.015913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>589.799988</td>\n",
+       "      <td>567.429993</td>\n",
+       "      <td>575.690002</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>17801500.0</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>578.614990</td>\n",
+       "      <td>0.024854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>650.880005</td>\n",
+       "      <td>618.000000</td>\n",
+       "      <td>632.419983</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>29005700.0</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>634.440002</td>\n",
+       "      <td>0.102962</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>653.000000</td>\n",
+       "      <td>632.520020</td>\n",
+       "      <td>640.000000</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>15719300.0</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>642.760010</td>\n",
+       "      <td>0.015231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>786.140015</td>\n",
+       "      <td>673.520020</td>\n",
+       "      <td>673.690002</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>47233500.0</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>729.830017</td>\n",
+       "      <td>0.198949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>833.880005</td>\n",
+       "      <td>882.960022</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>60938800.0</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>901.434998</td>\n",
+       "      <td>0.137256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>845.979980</td>\n",
+       "      <td>704.109985</td>\n",
+       "      <td>823.260010</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>48423800.0</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>775.044983</td>\n",
+       "      <td>-0.171758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>795.830017</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>699.919983</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>39880800.0</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>741.415009</td>\n",
+       "      <td>0.019409</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>769.750000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>730.549988</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>17063500.0</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>749.875000</td>\n",
+       "      <td>-0.001188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>819.989990</td>\n",
+       "      <td>752.400024</td>\n",
+       "      <td>800.000000</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>24689200.0</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>786.195007</td>\n",
+       "      <td>0.031027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>783.510010</td>\n",
+       "      <td>758.000000</td>\n",
+       "      <td>768.789978</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>11697500.0</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>770.755005</td>\n",
+       "      <td>0.004019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>789.750000</td>\n",
+       "      <td>763.369995</td>\n",
+       "      <td>777.869995</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>12022500.0</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>776.559998</td>\n",
+       "      <td>-0.009156</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>818.000000</td>\n",
+       "      <td>735.000000</td>\n",
+       "      <td>741.840027</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>26289300.0</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>776.500000</td>\n",
+       "      <td>0.047844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>812.969971</td>\n",
+       "      <td>785.500000</td>\n",
+       "      <td>787.219971</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>15693700.0</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>799.234985</td>\n",
+       "      <td>-0.004938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>860.000000</td>\n",
+       "      <td>832.359985</td>\n",
+       "      <td>841.599976</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>16381700.0</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>846.179993</td>\n",
+       "      <td>0.072960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>944.780029</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>25423000.0</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "      <td>0.068756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>912.000000</td>\n",
+       "      <td>859.940002</td>\n",
+       "      <td>911.950012</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>17634900.0</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>885.970001</td>\n",
+       "      <td>-0.019631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>913.059998</td>\n",
+       "      <td>880.450012</td>\n",
+       "      <td>906.979980</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>14314800.0</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>896.755005</td>\n",
+       "      <td>0.001768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>863.500000</td>\n",
+       "      <td>822.200012</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>15192200.0</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>842.850006</td>\n",
+       "      <td>-0.074595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>856.599976</td>\n",
+       "      <td>787.000000</td>\n",
+       "      <td>849.000000</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>17290500.0</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>821.799988</td>\n",
+       "      <td>-0.040634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>813.309998</td>\n",
+       "      <td>776.109985</td>\n",
+       "      <td>782.500000</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>14085500.0</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>794.709991</td>\n",
+       "      <td>-0.026390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>739.770020</td>\n",
+       "      <td>669.000000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>24277200.0</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>704.385010</td>\n",
+       "      <td>-0.128146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>690.520020</td>\n",
+       "      <td>611.520020</td>\n",
+       "      <td>629.700012</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>24564200.0</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>651.020020</td>\n",
+       "      <td>-0.016215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.690002</td>\n",
+       "      <td>686.669983</td>\n",
+       "      <td>711.260010</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>20195000.0</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>715.179993</td>\n",
+       "      <td>0.113220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>806.979980</td>\n",
+       "      <td>716.109985</td>\n",
+       "      <td>805.000000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>25784000.0</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>761.544983</td>\n",
+       "      <td>0.002542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>766.520020</td>\n",
+       "      <td>724.729980</td>\n",
+       "      <td>763.960022</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>15049000.0</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>745.625000</td>\n",
+       "      <td>0.005352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>745.750000</td>\n",
+       "      <td>718.070007</td>\n",
+       "      <td>723.770020</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>10852700.0</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>731.910004</td>\n",
+       "      <td>-0.033302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>707.000000</td>\n",
+       "      <td>684.270020</td>\n",
+       "      <td>690.000000</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>12635500.0</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>695.635010</td>\n",
+       "      <td>-0.029067</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  High         Low        Open       Close      Volume  \\\n",
+       "Date                                                                     \n",
+       "2010-06-29   25.000000   17.540001   19.000000   23.889999  18766300.0   \n",
+       "2010-06-30   30.420000   23.299999   25.790001   23.830000  17187100.0   \n",
+       "2010-07-01   25.920000   20.270000   25.000000   21.959999   8218800.0   \n",
+       "2010-07-02   23.100000   18.709999   23.000000   19.200001   5139800.0   \n",
+       "2010-07-06   20.000000   15.830000   20.000000   16.110001   6866900.0   \n",
+       "2010-07-07   16.629999   14.980000   16.400000   15.800000   6921700.0   \n",
+       "2010-07-08   17.520000   15.570000   16.139999   17.459999   7711400.0   \n",
+       "2010-07-09   17.900000   16.549999   17.580000   17.400000   4050600.0   \n",
+       "2010-07-12   18.070000   17.000000   17.950001   17.049999   2202500.0   \n",
+       "2010-07-13   18.639999   16.900000   17.389999   18.139999   2680100.0   \n",
+       "2010-07-14   20.150000   17.760000   17.940001   19.840000   4195200.0   \n",
+       "2010-07-15   21.500000   19.000000   19.940001   19.889999   3739800.0   \n",
+       "2010-07-16   21.299999   20.049999   20.700001   20.639999   2621300.0   \n",
+       "2010-07-19   22.250000   20.920000   21.370001   21.910000   2486500.0   \n",
+       "2010-07-20   21.850000   20.049999   21.850000   20.299999   1825300.0   \n",
+       "2010-07-21   20.900000   19.500000   20.660000   20.219999   1252500.0   \n",
+       "2010-07-22   21.250000   20.370001   20.500000   21.000000    957800.0   \n",
+       "2010-07-23   21.559999   21.059999   21.190001   21.290001    653600.0   \n",
+       "2010-07-26   21.500000   20.299999   21.500000   20.950001    922200.0   \n",
+       "2010-07-27   21.180000   20.260000   20.910000   20.549999    619700.0   \n",
+       "2010-07-28   20.900000   20.510000   20.549999   20.719999    467200.0   \n",
+       "2010-07-29   20.879999   20.000000   20.770000   20.350000    616000.0   \n",
+       "2010-07-30   20.440001   19.549999   20.200001   19.940001    426900.0   \n",
+       "2010-08-02   20.969999   20.330000   20.500000   20.920000    718100.0   \n",
+       "2010-08-03   21.950001   20.820000   21.000000   21.950001   1230500.0   \n",
+       "2010-08-04   22.180000   20.850000   21.950001   21.260000    913000.0   \n",
+       "2010-08-05   21.549999   20.049999   21.540001   20.450001    796200.0   \n",
+       "2010-08-06   20.160000   19.520000   20.100000   19.590000    741900.0   \n",
+       "2010-08-09   19.980000   19.450001   19.900000   19.600000    812700.0   \n",
+       "2010-08-10   19.650000   18.820000   19.650000   19.030001   1281300.0   \n",
+       "...                ...         ...         ...         ...         ...   \n",
+       "2020-01-24  573.859985  554.260010  570.630005  564.820007  14353600.0   \n",
+       "2020-01-27  564.440002  539.280029  541.989990  558.020020  13608100.0   \n",
+       "2020-01-28  576.809998  558.080017  568.489990  566.900024  11788500.0   \n",
+       "2020-01-29  589.799988  567.429993  575.690002  580.989990  17801500.0   \n",
+       "2020-01-30  650.880005  618.000000  632.419983  640.809998  29005700.0   \n",
+       "2020-01-31  653.000000  632.520020  640.000000  650.570007  15719300.0   \n",
+       "2020-02-03  786.140015  673.520020  673.690002  780.000000  47233500.0   \n",
+       "2020-02-04  968.989990  833.880005  882.960022  887.059998  60938800.0   \n",
+       "2020-02-05  845.979980  704.109985  823.260010  734.700012  48423800.0   \n",
+       "2020-02-06  795.830017  687.000000  699.919983  748.960022  39880800.0   \n",
+       "2020-02-07  769.750000  730.000000  730.549988  748.070007  17063500.0   \n",
+       "2020-02-10  819.989990  752.400024  800.000000  771.280029  24689200.0   \n",
+       "2020-02-11  783.510010  758.000000  768.789978  774.380005  11697500.0   \n",
+       "2020-02-12  789.750000  763.369995  777.869995  767.289978  12022500.0   \n",
+       "2020-02-13  818.000000  735.000000  741.840027  804.000000  26289300.0   \n",
+       "2020-02-14  812.969971  785.500000  787.219971  800.030029  15693700.0   \n",
+       "2020-02-18  860.000000  832.359985  841.599976  858.400024  16381700.0   \n",
+       "2020-02-19  944.780029  901.020020  923.500000  917.419983  25423000.0   \n",
+       "2020-02-20  912.000000  859.940002  911.950012  899.409973  17634900.0   \n",
+       "2020-02-21  913.059998  880.450012  906.979980  901.000000  14314800.0   \n",
+       "2020-02-24  863.500000  822.200012  839.000000  833.789978  15192200.0   \n",
+       "2020-02-25  856.599976  787.000000  849.000000  799.909973  17290500.0   \n",
+       "2020-02-26  813.309998  776.109985  782.500000  778.799988  14085500.0   \n",
+       "2020-02-27  739.770020  669.000000  730.000000  679.000000  24277200.0   \n",
+       "2020-02-28  690.520020  611.520020  629.700012  667.989990  24564200.0   \n",
+       "2020-03-02  743.690002  686.669983  711.260010  743.619995  20195000.0   \n",
+       "2020-03-03  806.979980  716.109985  805.000000  745.510010  25784000.0   \n",
+       "2020-03-04  766.520020  724.729980  763.960022  749.500000  15049000.0   \n",
+       "2020-03-05  745.750000  718.070007  723.770020  724.539978  10852700.0   \n",
+       "2020-03-06  707.000000  684.270020  690.000000  703.479980  12635500.0   \n",
+       "\n",
+       "             Adj Close   avg_price  PCT_change  \n",
+       "Date                                            \n",
+       "2010-06-29   23.889999   21.270000         NaN  \n",
+       "2010-06-30   23.830000   26.860000   -0.002511  \n",
+       "2010-07-01   21.959999   23.095000   -0.078473  \n",
+       "2010-07-02   19.200001   20.905000   -0.125683  \n",
+       "2010-07-06   16.110001   17.915000   -0.160938  \n",
+       "2010-07-07   15.800000   15.804999   -0.019243  \n",
+       "2010-07-08   17.459999   16.545000    0.105063  \n",
+       "2010-07-09   17.400000   17.224999   -0.003436  \n",
+       "2010-07-12   17.049999   17.535000   -0.020115  \n",
+       "2010-07-13   18.139999   17.770000    0.063930  \n",
+       "2010-07-14   19.840000   18.955000    0.093716  \n",
+       "2010-07-15   19.889999   20.250000    0.002520  \n",
+       "2010-07-16   20.639999   20.674999    0.037707  \n",
+       "2010-07-19   21.910000   21.585000    0.061531  \n",
+       "2010-07-20   20.299999   20.950000   -0.073482  \n",
+       "2010-07-21   20.219999   20.200000   -0.003941  \n",
+       "2010-07-22   21.000000   20.810000    0.038576  \n",
+       "2010-07-23   21.290001   21.309999    0.013810  \n",
+       "2010-07-26   20.950001   20.900000   -0.015970  \n",
+       "2010-07-27   20.549999   20.720000   -0.019093  \n",
+       "2010-07-28   20.719999   20.705000    0.008273  \n",
+       "2010-07-29   20.350000   20.440000   -0.017857  \n",
+       "2010-07-30   19.940001   19.995000   -0.020147  \n",
+       "2010-08-02   20.920000   20.650000    0.049147  \n",
+       "2010-08-03   21.950001   21.385000    0.049235  \n",
+       "2010-08-04   21.260000   21.515000   -0.031435  \n",
+       "2010-08-05   20.450001   20.799999   -0.038100  \n",
+       "2010-08-06   19.590000   19.840000   -0.042054  \n",
+       "2010-08-09   19.600000   19.715000    0.000510  \n",
+       "2010-08-10   19.030001   19.235000   -0.029082  \n",
+       "...                ...         ...         ...  \n",
+       "2020-01-24  564.820007  564.059998   -0.012898  \n",
+       "2020-01-27  558.020020  551.860016   -0.012039  \n",
+       "2020-01-28  566.900024  567.445007    0.015913  \n",
+       "2020-01-29  580.989990  578.614990    0.024854  \n",
+       "2020-01-30  640.809998  634.440002    0.102962  \n",
+       "2020-01-31  650.570007  642.760010    0.015231  \n",
+       "2020-02-03  780.000000  729.830017    0.198949  \n",
+       "2020-02-04  887.059998  901.434998    0.137256  \n",
+       "2020-02-05  734.700012  775.044983   -0.171758  \n",
+       "2020-02-06  748.960022  741.415009    0.019409  \n",
+       "2020-02-07  748.070007  749.875000   -0.001188  \n",
+       "2020-02-10  771.280029  786.195007    0.031027  \n",
+       "2020-02-11  774.380005  770.755005    0.004019  \n",
+       "2020-02-12  767.289978  776.559998   -0.009156  \n",
+       "2020-02-13  804.000000  776.500000    0.047844  \n",
+       "2020-02-14  800.030029  799.234985   -0.004938  \n",
+       "2020-02-18  858.400024  846.179993    0.072960  \n",
+       "2020-02-19  917.419983  922.900024    0.068756  \n",
+       "2020-02-20  899.409973  885.970001   -0.019631  \n",
+       "2020-02-21  901.000000  896.755005    0.001768  \n",
+       "2020-02-24  833.789978  842.850006   -0.074595  \n",
+       "2020-02-25  799.909973  821.799988   -0.040634  \n",
+       "2020-02-26  778.799988  794.709991   -0.026390  \n",
+       "2020-02-27  679.000000  704.385010   -0.128146  \n",
+       "2020-02-28  667.989990  651.020020   -0.016215  \n",
+       "2020-03-02  743.619995  715.179993    0.113220  \n",
+       "2020-03-03  745.510010  761.544983    0.002542  \n",
+       "2020-03-04  749.500000  745.625000    0.005352  \n",
+       "2020-03-05  724.539978  731.910004   -0.033302  \n",
+       "2020-03-06  703.479980  695.635010   -0.029067  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "High          float64\n",
+       "Low           float64\n",
+       "Open          float64\n",
+       "Close         float64\n",
+       "Volume        float64\n",
+       "Adj Close     float64\n",
+       "avg_price     float64\n",
+       "PCT_change    float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x29e59e43f60>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_TSLA['Adj Close'].plot(figsize=(20,10), c=np.random.rand(3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##  Comparison of Stock Price VS. Twitter activity"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Musk Tweets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# musk_tweets = pd.read_csv('../DataSets/df_musk_tweets.csv', index_col='Unnamed: 0')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_general_tweets_groupby = pd.read_csv('../DataSets/Twitter_data/df_musk_general_tweets_groupby.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_general_tweets_groupby['date'] = pd.to_datetime(df_musk_general_tweets_groupby['date'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Merging Adjusted close price dataframe with the amount of Tweets from Elon Musk"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Converting Date column to datetime\n",
+    "# musk_tweets_groupby['date'] = pd.to_datetime(musk_tweets_groupby['date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_reduce = df_TSLA.reset_index()\n",
+    "\n",
+    "df_TSLA_reduce = df_TSLA_reduce [['Date', 'Adj Close', 'PCT_change']]\n",
+    "\n",
+    "#renaming column Date to date for future merge \n",
+    "df_TSLA_reduce.columns = ('date', 'Adj Close', 'PCT_change')\n",
+    "\n",
+    "df_TSLA_reduce['date'] = pd.to_datetime(df_TSLA_reduce['date'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotting Musk Twitter Habits"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- what are his Twitter habits ?\n",
+    "- is there any kind of seasonality in his tweet publications ?\n",
+    "- do the amount of tweets evolve over time ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_tweet_habit_plot = df_musk_general_tweets_groupby.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_tweet_habit_plot['date'] = pd.to_datetime(df_musk_tweet_habit_plot['date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_tweet_habit_plot.set_index('date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1,2, figsize=(20,10))\n",
+    "plt.style.use('fivethirtyeight')\n",
+    "ax[0].plot(df_musk_tweet_habit_plot['text'])\n",
+    "ax[0].set_title(\"amount of Elon Musk's tweets a day\")\n",
+    "ax[1].plot(df_musk_tweet_habit_plot, color='red')\n",
+    "ax[1].set_title(\"amount of Reactions to Elon Musk's per day\")\n",
+    "plt.savefig('../DataSets/Twitter_data/Twitter Analytics PNG/evolution_daily_tweets_Musk.png')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- The amount of tweets grows constantly from 2012 onwards ; peaks of Twitter activity in 2017, mid 2018 & late 2019\n",
+    "\n",
+    "- amount of tweet interactions grows steadily and \n",
+    "\n",
+    "Raise of Twitter interactions may be explained by two reasons :\n",
+    "- important raise of daily tweet posts generate more interactions per tweet \n",
+    "- important raise in the number of Twitter followers may generate more organic interactions per tweet (currently Musk has 32M followers, six months ago he had \"only\" 28M - therefore the more followers, the more interactions each can generate.\n",
+    "Unfortunately, no historic data available for the evolution of Twitter followers"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotting Tweet seasonality"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Plotting seasonality using seasonal_decompose to measure various seasonality, seing if it might influence stock evolution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "seasonality = seasonal_decompose(df_musk_tweet_habit_plot['text'], freq=7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:307: MatplotlibDeprecationWarning: \n",
+      "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
+      "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:307: MatplotlibDeprecationWarning: \n",
+      "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
+      "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:313: MatplotlibDeprecationWarning: \n",
+      "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
+      "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:313: MatplotlibDeprecationWarning: \n",
+      "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
+      "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:307: MatplotlibDeprecationWarning: \n",
+      "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
+      "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:307: MatplotlibDeprecationWarning: \n",
+      "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
+      "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:313: MatplotlibDeprecationWarning: \n",
+      "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
+      "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:313: MatplotlibDeprecationWarning: \n",
+      "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
+      "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:307: MatplotlibDeprecationWarning: \n",
+      "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
+      "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:307: MatplotlibDeprecationWarning: \n",
+      "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
+      "  layout[ax.rowNum, ax.colNum] = ax.get_visible()\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:313: MatplotlibDeprecationWarning: \n",
+      "The rowNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().rowspan.start instead.\n",
+      "  if not layout[ax.rowNum + 1, ax.colNum]:\n",
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_tools.py:313: MatplotlibDeprecationWarning: \n",
+      "The colNum attribute was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use ax.get_subplotspec().colspan.start instead.\n",
+      "  if not layout[ax.rowNum + 1, ax.colNum]:\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x1080 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1,ax2,ax3) = plt.subplots(3,1, figsize=(25,15))\n",
+    "\n",
+    "seasonality.trend.plot(ax=ax1, title='trend')\n",
+    "seasonality.resid.plot(ax=ax2, title='residual trend')\n",
+    "seasonality.observed.plot(ax=ax3, title='observed')\n",
+    "plt.savefig('../DataSets/Twitter_data/Twitter Analytics PNG/twitter_seasonality.png')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###  Comparing to all 8797 Musk Tweets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Analyzing all 8797 independently of the content to see whether Musk's Twitter activity has an overall impact on the stock evolution\n",
+    "\n",
+    "Creating a new dataframe (df_general_tweets), merging all 8797 with the evolution of stocks (left join on the daily stock activity)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### Data Wrangling\n",
+    "Filling NaN (days without tweets) with 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>PCT_change</th>\n",
+       "      <th>text</th>\n",
+       "      <th>retweets</th>\n",
+       "      <th>replies</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>-0.078473</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>-0.125683</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>-0.160938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>-0.019243</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>0.105063</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>-0.003436</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>-0.020115</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>0.063930</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>0.093716</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>0.002520</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>0.037707</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>0.061531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>-0.073482</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>-0.003941</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>0.038576</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>0.013810</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>-0.015970</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>-0.019093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>0.008273</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>-0.020147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>0.049147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>0.049235</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>0.015231</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>98256.0</td>\n",
+       "      <td>16083.0</td>\n",
+       "      <td>1012842.0</td>\n",
+       "      <td>1127181.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>0.198949</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>15229.0</td>\n",
+       "      <td>6646.0</td>\n",
+       "      <td>218866.0</td>\n",
+       "      <td>240741.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>0.137256</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5628.0</td>\n",
+       "      <td>3985.0</td>\n",
+       "      <td>115754.0</td>\n",
+       "      <td>125367.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>-0.171758</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>28182.0</td>\n",
+       "      <td>14167.0</td>\n",
+       "      <td>359391.0</td>\n",
+       "      <td>401740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>0.019409</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>65228.0</td>\n",
+       "      <td>18368.0</td>\n",
+       "      <td>782371.0</td>\n",
+       "      <td>865967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>-0.001188</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>3153.0</td>\n",
+       "      <td>1470.0</td>\n",
+       "      <td>58435.0</td>\n",
+       "      <td>63058.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>0.031027</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>11741.0</td>\n",
+       "      <td>8310.0</td>\n",
+       "      <td>232608.0</td>\n",
+       "      <td>252659.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>0.004019</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>-0.009156</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>25173.0</td>\n",
+       "      <td>3268.0</td>\n",
+       "      <td>379696.0</td>\n",
+       "      <td>408137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>0.047844</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>15990.0</td>\n",
+       "      <td>1761.0</td>\n",
+       "      <td>137537.0</td>\n",
+       "      <td>155288.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>-0.004938</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>23745.0</td>\n",
+       "      <td>3435.0</td>\n",
+       "      <td>166135.0</td>\n",
+       "      <td>193315.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>0.072960</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1170.0</td>\n",
+       "      <td>1194.0</td>\n",
+       "      <td>22711.0</td>\n",
+       "      <td>25075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>0.068756</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>8527.0</td>\n",
+       "      <td>2542.0</td>\n",
+       "      <td>171851.0</td>\n",
+       "      <td>182920.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>-0.019631</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>4933.0</td>\n",
+       "      <td>3248.0</td>\n",
+       "      <td>80666.0</td>\n",
+       "      <td>88847.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>0.001768</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>74616.0</td>\n",
+       "      <td>7302.0</td>\n",
+       "      <td>588510.0</td>\n",
+       "      <td>670428.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>-0.074595</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>-0.040634</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>70099.0</td>\n",
+       "      <td>9754.0</td>\n",
+       "      <td>690115.0</td>\n",
+       "      <td>769968.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>-0.026390</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>3974.0</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>72583.0</td>\n",
+       "      <td>78559.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>-0.128146</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>774.0</td>\n",
+       "      <td>801.0</td>\n",
+       "      <td>20793.0</td>\n",
+       "      <td>22368.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>-0.016215</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>678.0</td>\n",
+       "      <td>715.0</td>\n",
+       "      <td>9435.0</td>\n",
+       "      <td>10828.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>0.113220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>0.002542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>0.005352</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>-0.033302</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>-0.029067</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date   Adj Close  PCT_change  text  retweets  replies  favorites  \\\n",
+       "0    2010-06-29   23.889999    0.000000   0.0       0.0      0.0        0.0   \n",
+       "1    2010-06-30   23.830000   -0.002511   0.0       0.0      0.0        0.0   \n",
+       "2    2010-07-01   21.959999   -0.078473   0.0       0.0      0.0        0.0   \n",
+       "3    2010-07-02   19.200001   -0.125683   0.0       0.0      0.0        0.0   \n",
+       "4    2010-07-06   16.110001   -0.160938   0.0       0.0      0.0        0.0   \n",
+       "5    2010-07-07   15.800000   -0.019243   0.0       0.0      0.0        0.0   \n",
+       "6    2010-07-08   17.459999    0.105063   0.0       0.0      0.0        0.0   \n",
+       "7    2010-07-09   17.400000   -0.003436   0.0       0.0      0.0        0.0   \n",
+       "8    2010-07-12   17.049999   -0.020115   0.0       0.0      0.0        0.0   \n",
+       "9    2010-07-13   18.139999    0.063930   0.0       0.0      0.0        0.0   \n",
+       "10   2010-07-14   19.840000    0.093716   0.0       0.0      0.0        0.0   \n",
+       "11   2010-07-15   19.889999    0.002520   0.0       0.0      0.0        0.0   \n",
+       "12   2010-07-16   20.639999    0.037707   0.0       0.0      0.0        0.0   \n",
+       "13   2010-07-19   21.910000    0.061531   0.0       0.0      0.0        0.0   \n",
+       "14   2010-07-20   20.299999   -0.073482   0.0       0.0      0.0        0.0   \n",
+       "15   2010-07-21   20.219999   -0.003941   0.0       0.0      0.0        0.0   \n",
+       "16   2010-07-22   21.000000    0.038576   0.0       0.0      0.0        0.0   \n",
+       "17   2010-07-23   21.290001    0.013810   0.0       0.0      0.0        0.0   \n",
+       "18   2010-07-26   20.950001   -0.015970   0.0       0.0      0.0        0.0   \n",
+       "19   2010-07-27   20.549999   -0.019093   0.0       0.0      0.0        0.0   \n",
+       "20   2010-07-28   20.719999    0.008273   0.0       0.0      0.0        0.0   \n",
+       "21   2010-07-29   20.350000   -0.017857   0.0       0.0      0.0        0.0   \n",
+       "22   2010-07-30   19.940001   -0.020147   0.0       0.0      0.0        0.0   \n",
+       "23   2010-08-02   20.920000    0.049147   0.0       0.0      0.0        0.0   \n",
+       "24   2010-08-03   21.950001    0.049235   0.0       0.0      0.0        0.0   \n",
+       "...         ...         ...         ...   ...       ...      ...        ...   \n",
+       "2414 2020-01-31  650.570007    0.015231  15.0   98256.0  16083.0  1012842.0   \n",
+       "2415 2020-02-03  780.000000    0.198949  16.0   15229.0   6646.0   218866.0   \n",
+       "2416 2020-02-04  887.059998    0.137256   4.0    5628.0   3985.0   115754.0   \n",
+       "2417 2020-02-05  734.700012   -0.171758  10.0   28182.0  14167.0   359391.0   \n",
+       "2418 2020-02-06  748.960022    0.019409  25.0   65228.0  18368.0   782371.0   \n",
+       "2419 2020-02-07  748.070007   -0.001188   7.0    3153.0   1470.0    58435.0   \n",
+       "2420 2020-02-10  771.280029    0.031027  21.0   11741.0   8310.0   232608.0   \n",
+       "2421 2020-02-11  774.380005    0.004019   0.0       0.0      0.0        0.0   \n",
+       "2422 2020-02-12  767.289978   -0.009156   6.0   25173.0   3268.0   379696.0   \n",
+       "2423 2020-02-13  804.000000    0.047844   2.0   15990.0   1761.0   137537.0   \n",
+       "2424 2020-02-14  800.030029   -0.004938   8.0   23745.0   3435.0   166135.0   \n",
+       "2425 2020-02-18  858.400024    0.072960   5.0    1170.0   1194.0    22711.0   \n",
+       "2426 2020-02-19  917.419983    0.068756   5.0    8527.0   2542.0   171851.0   \n",
+       "2427 2020-02-20  899.409973   -0.019631  16.0    4933.0   3248.0    80666.0   \n",
+       "2428 2020-02-21  901.000000    0.001768   4.0   74616.0   7302.0   588510.0   \n",
+       "2429 2020-02-24  833.789978   -0.074595   0.0       0.0      0.0        0.0   \n",
+       "2430 2020-02-25  799.909973   -0.040634  14.0   70099.0   9754.0   690115.0   \n",
+       "2431 2020-02-26  778.799988   -0.026390   9.0    3974.0   2002.0    72583.0   \n",
+       "2432 2020-02-27  679.000000   -0.128146   2.0     774.0    801.0    20793.0   \n",
+       "2433 2020-02-28  667.989990   -0.016215   2.0     678.0    715.0     9435.0   \n",
+       "2434 2020-03-02  743.619995    0.113220   0.0       0.0      0.0        0.0   \n",
+       "2435 2020-03-03  745.510010    0.002542   0.0       0.0      0.0        0.0   \n",
+       "2436 2020-03-04  749.500000    0.005352   0.0       0.0      0.0        0.0   \n",
+       "2437 2020-03-05  724.539978   -0.033302   0.0       0.0      0.0        0.0   \n",
+       "2438 2020-03-06  703.479980   -0.029067   0.0       0.0      0.0        0.0   \n",
+       "\n",
+       "      tweet_interactions  \n",
+       "0                    0.0  \n",
+       "1                    0.0  \n",
+       "2                    0.0  \n",
+       "3                    0.0  \n",
+       "4                    0.0  \n",
+       "5                    0.0  \n",
+       "6                    0.0  \n",
+       "7                    0.0  \n",
+       "8                    0.0  \n",
+       "9                    0.0  \n",
+       "10                   0.0  \n",
+       "11                   0.0  \n",
+       "12                   0.0  \n",
+       "13                   0.0  \n",
+       "14                   0.0  \n",
+       "15                   0.0  \n",
+       "16                   0.0  \n",
+       "17                   0.0  \n",
+       "18                   0.0  \n",
+       "19                   0.0  \n",
+       "20                   0.0  \n",
+       "21                   0.0  \n",
+       "22                   0.0  \n",
+       "23                   0.0  \n",
+       "24                   0.0  \n",
+       "...                  ...  \n",
+       "2414           1127181.0  \n",
+       "2415            240741.0  \n",
+       "2416            125367.0  \n",
+       "2417            401740.0  \n",
+       "2418            865967.0  \n",
+       "2419             63058.0  \n",
+       "2420            252659.0  \n",
+       "2421                 0.0  \n",
+       "2422            408137.0  \n",
+       "2423            155288.0  \n",
+       "2424            193315.0  \n",
+       "2425             25075.0  \n",
+       "2426            182920.0  \n",
+       "2427             88847.0  \n",
+       "2428            670428.0  \n",
+       "2429                 0.0  \n",
+       "2430            769968.0  \n",
+       "2431             78559.0  \n",
+       "2432             22368.0  \n",
+       "2433             10828.0  \n",
+       "2434                 0.0  \n",
+       "2435                 0.0  \n",
+       "2436                 0.0  \n",
+       "2437                 0.0  \n",
+       "2438                 0.0  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_general_tweets = pd.merge(df_TSLA_reduce, df_musk_general_tweets_groupby, how='left', on='date')\n",
+    "\n",
+    "df_general_tweets.fillna(value=0, inplace=True)\n",
+    "\n",
+    "df_general_tweets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_general_tweets.drop(columns = ['retweets', 'replies'], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>PCT_change</th>\n",
+       "      <th>text</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>-0.078473</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>-0.125683</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>-0.160938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>-0.019243</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>0.105063</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>-0.003436</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>-0.020115</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>0.063930</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>0.093716</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>0.002520</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>0.037707</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>0.061531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>-0.073482</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>-0.003941</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>0.038576</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>0.013810</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>-0.015970</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>-0.019093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>0.008273</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>-0.020147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>0.049147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>0.049235</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>0.015231</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>1012842.0</td>\n",
+       "      <td>1127181.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>0.198949</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>218866.0</td>\n",
+       "      <td>240741.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>0.137256</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>115754.0</td>\n",
+       "      <td>125367.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>-0.171758</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>359391.0</td>\n",
+       "      <td>401740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>0.019409</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>782371.0</td>\n",
+       "      <td>865967.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>-0.001188</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>58435.0</td>\n",
+       "      <td>63058.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>0.031027</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>232608.0</td>\n",
+       "      <td>252659.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>0.004019</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>-0.009156</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>379696.0</td>\n",
+       "      <td>408137.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>0.047844</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>137537.0</td>\n",
+       "      <td>155288.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>-0.004938</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>166135.0</td>\n",
+       "      <td>193315.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>0.072960</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>22711.0</td>\n",
+       "      <td>25075.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>0.068756</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>171851.0</td>\n",
+       "      <td>182920.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>-0.019631</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>80666.0</td>\n",
+       "      <td>88847.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>0.001768</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>588510.0</td>\n",
+       "      <td>670428.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>-0.074595</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>-0.040634</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>690115.0</td>\n",
+       "      <td>769968.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>-0.026390</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>72583.0</td>\n",
+       "      <td>78559.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>-0.128146</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>20793.0</td>\n",
+       "      <td>22368.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>-0.016215</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>9435.0</td>\n",
+       "      <td>10828.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>0.113220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>0.002542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>0.005352</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>-0.033302</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>-0.029067</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date   Adj Close  PCT_change  text  favorites  tweet_interactions\n",
+       "0    2010-06-29   23.889999    0.000000   0.0        0.0                 0.0\n",
+       "1    2010-06-30   23.830000   -0.002511   0.0        0.0                 0.0\n",
+       "2    2010-07-01   21.959999   -0.078473   0.0        0.0                 0.0\n",
+       "3    2010-07-02   19.200001   -0.125683   0.0        0.0                 0.0\n",
+       "4    2010-07-06   16.110001   -0.160938   0.0        0.0                 0.0\n",
+       "5    2010-07-07   15.800000   -0.019243   0.0        0.0                 0.0\n",
+       "6    2010-07-08   17.459999    0.105063   0.0        0.0                 0.0\n",
+       "7    2010-07-09   17.400000   -0.003436   0.0        0.0                 0.0\n",
+       "8    2010-07-12   17.049999   -0.020115   0.0        0.0                 0.0\n",
+       "9    2010-07-13   18.139999    0.063930   0.0        0.0                 0.0\n",
+       "10   2010-07-14   19.840000    0.093716   0.0        0.0                 0.0\n",
+       "11   2010-07-15   19.889999    0.002520   0.0        0.0                 0.0\n",
+       "12   2010-07-16   20.639999    0.037707   0.0        0.0                 0.0\n",
+       "13   2010-07-19   21.910000    0.061531   0.0        0.0                 0.0\n",
+       "14   2010-07-20   20.299999   -0.073482   0.0        0.0                 0.0\n",
+       "15   2010-07-21   20.219999   -0.003941   0.0        0.0                 0.0\n",
+       "16   2010-07-22   21.000000    0.038576   0.0        0.0                 0.0\n",
+       "17   2010-07-23   21.290001    0.013810   0.0        0.0                 0.0\n",
+       "18   2010-07-26   20.950001   -0.015970   0.0        0.0                 0.0\n",
+       "19   2010-07-27   20.549999   -0.019093   0.0        0.0                 0.0\n",
+       "20   2010-07-28   20.719999    0.008273   0.0        0.0                 0.0\n",
+       "21   2010-07-29   20.350000   -0.017857   0.0        0.0                 0.0\n",
+       "22   2010-07-30   19.940001   -0.020147   0.0        0.0                 0.0\n",
+       "23   2010-08-02   20.920000    0.049147   0.0        0.0                 0.0\n",
+       "24   2010-08-03   21.950001    0.049235   0.0        0.0                 0.0\n",
+       "...         ...         ...         ...   ...        ...                 ...\n",
+       "2414 2020-01-31  650.570007    0.015231  15.0  1012842.0           1127181.0\n",
+       "2415 2020-02-03  780.000000    0.198949  16.0   218866.0            240741.0\n",
+       "2416 2020-02-04  887.059998    0.137256   4.0   115754.0            125367.0\n",
+       "2417 2020-02-05  734.700012   -0.171758  10.0   359391.0            401740.0\n",
+       "2418 2020-02-06  748.960022    0.019409  25.0   782371.0            865967.0\n",
+       "2419 2020-02-07  748.070007   -0.001188   7.0    58435.0             63058.0\n",
+       "2420 2020-02-10  771.280029    0.031027  21.0   232608.0            252659.0\n",
+       "2421 2020-02-11  774.380005    0.004019   0.0        0.0                 0.0\n",
+       "2422 2020-02-12  767.289978   -0.009156   6.0   379696.0            408137.0\n",
+       "2423 2020-02-13  804.000000    0.047844   2.0   137537.0            155288.0\n",
+       "2424 2020-02-14  800.030029   -0.004938   8.0   166135.0            193315.0\n",
+       "2425 2020-02-18  858.400024    0.072960   5.0    22711.0             25075.0\n",
+       "2426 2020-02-19  917.419983    0.068756   5.0   171851.0            182920.0\n",
+       "2427 2020-02-20  899.409973   -0.019631  16.0    80666.0             88847.0\n",
+       "2428 2020-02-21  901.000000    0.001768   4.0   588510.0            670428.0\n",
+       "2429 2020-02-24  833.789978   -0.074595   0.0        0.0                 0.0\n",
+       "2430 2020-02-25  799.909973   -0.040634  14.0   690115.0            769968.0\n",
+       "2431 2020-02-26  778.799988   -0.026390   9.0    72583.0             78559.0\n",
+       "2432 2020-02-27  679.000000   -0.128146   2.0    20793.0             22368.0\n",
+       "2433 2020-02-28  667.989990   -0.016215   2.0     9435.0             10828.0\n",
+       "2434 2020-03-02  743.619995    0.113220   0.0        0.0                 0.0\n",
+       "2435 2020-03-03  745.510010    0.002542   0.0        0.0                 0.0\n",
+       "2436 2020-03-04  749.500000    0.005352   0.0        0.0                 0.0\n",
+       "2437 2020-03-05  724.539978   -0.033302   0.0        0.0                 0.0\n",
+       "2438 2020-03-06  703.479980   -0.029067   0.0        0.0                 0.0\n",
+       "\n",
+       "[2439 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 148,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_tweets_to_scale = df_general_tweets.copy()\n",
+    "\n",
+    "df_TSLA_tweets_to_scale"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating a Scaler and feeding the Tweet dataframe with the scaled value to have both original & scaled value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_tweets_to_scale.set_index('date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In order to compare such different measures (Stock value in hundreds of dollars) and amount of tweets (in units of tweets)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler_all_tweets = preprocessing.MinMaxScaler()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_tweets_to_scale = scaler_all_tweets.fit_transform(df_TSLA_tweets_to_scale)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_tweets_scaled = pd.DataFrame(df_TSLA_tweets_to_scale, columns=[['Adj Close','tweet_amount', 'favorites' ,'tweet_interactions', 'PCT_change']])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>tweet_amount</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.008973</td>\n",
+       "      <td>0.442048</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.008906</td>\n",
+       "      <td>0.436304</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.006832</td>\n",
+       "      <td>0.262569</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.003771</td>\n",
+       "      <td>0.154592</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.000344</td>\n",
+       "      <td>0.073959</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.398037</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.001841</td>\n",
+       "      <td>0.682343</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.001775</td>\n",
+       "      <td>0.434188</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.001386</td>\n",
+       "      <td>0.396042</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.002595</td>\n",
+       "      <td>0.588265</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.004481</td>\n",
+       "      <td>0.656390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.004536</td>\n",
+       "      <td>0.447812</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.005368</td>\n",
+       "      <td>0.528290</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.006777</td>\n",
+       "      <td>0.582779</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.004991</td>\n",
+       "      <td>0.273982</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.004902</td>\n",
+       "      <td>0.433034</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.005767</td>\n",
+       "      <td>0.530276</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.006089</td>\n",
+       "      <td>0.473632</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.005712</td>\n",
+       "      <td>0.405522</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.005268</td>\n",
+       "      <td>0.398379</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.005457</td>\n",
+       "      <td>0.460968</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.005046</td>\n",
+       "      <td>0.401206</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.004592</td>\n",
+       "      <td>0.395968</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.005679</td>\n",
+       "      <td>0.554456</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.006821</td>\n",
+       "      <td>0.554656</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>0.704033</td>\n",
+       "      <td>0.476883</td>\n",
+       "      <td>0.306122</td>\n",
+       "      <td>0.624920</td>\n",
+       "      <td>0.595317</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>0.847585</td>\n",
+       "      <td>0.897074</td>\n",
+       "      <td>0.326531</td>\n",
+       "      <td>0.135040</td>\n",
+       "      <td>0.127147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>0.966327</td>\n",
+       "      <td>0.755974</td>\n",
+       "      <td>0.081633</td>\n",
+       "      <td>0.071420</td>\n",
+       "      <td>0.066212</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>0.797343</td>\n",
+       "      <td>0.049210</td>\n",
+       "      <td>0.204082</td>\n",
+       "      <td>0.221743</td>\n",
+       "      <td>0.212178</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>0.813159</td>\n",
+       "      <td>0.486440</td>\n",
+       "      <td>0.510204</td>\n",
+       "      <td>0.482720</td>\n",
+       "      <td>0.457358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>0.812171</td>\n",
+       "      <td>0.439330</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>0.036054</td>\n",
+       "      <td>0.033304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>0.837914</td>\n",
+       "      <td>0.513010</td>\n",
+       "      <td>0.428571</td>\n",
+       "      <td>0.143518</td>\n",
+       "      <td>0.133441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>0.841352</td>\n",
+       "      <td>0.451241</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>0.833489</td>\n",
+       "      <td>0.421107</td>\n",
+       "      <td>0.122449</td>\n",
+       "      <td>0.234271</td>\n",
+       "      <td>0.215556</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>0.874204</td>\n",
+       "      <td>0.551474</td>\n",
+       "      <td>0.040816</td>\n",
+       "      <td>0.084860</td>\n",
+       "      <td>0.082015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>0.869801</td>\n",
+       "      <td>0.430754</td>\n",
+       "      <td>0.163265</td>\n",
+       "      <td>0.102505</td>\n",
+       "      <td>0.102099</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>0.934540</td>\n",
+       "      <td>0.608918</td>\n",
+       "      <td>0.102041</td>\n",
+       "      <td>0.014013</td>\n",
+       "      <td>0.013243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.599303</td>\n",
+       "      <td>0.102041</td>\n",
+       "      <td>0.106032</td>\n",
+       "      <td>0.096609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>0.980025</td>\n",
+       "      <td>0.397148</td>\n",
+       "      <td>0.326531</td>\n",
+       "      <td>0.049771</td>\n",
+       "      <td>0.046924</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>0.981788</td>\n",
+       "      <td>0.446091</td>\n",
+       "      <td>0.081633</td>\n",
+       "      <td>0.363109</td>\n",
+       "      <td>0.354085</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>0.907245</td>\n",
+       "      <td>0.271438</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>0.869668</td>\n",
+       "      <td>0.349112</td>\n",
+       "      <td>0.285714</td>\n",
+       "      <td>0.425799</td>\n",
+       "      <td>0.406656</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>0.846255</td>\n",
+       "      <td>0.381689</td>\n",
+       "      <td>0.183673</td>\n",
+       "      <td>0.044783</td>\n",
+       "      <td>0.041491</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>0.735565</td>\n",
+       "      <td>0.148959</td>\n",
+       "      <td>0.040816</td>\n",
+       "      <td>0.012829</td>\n",
+       "      <td>0.011814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>0.723354</td>\n",
+       "      <td>0.404962</td>\n",
+       "      <td>0.040816</td>\n",
+       "      <td>0.005821</td>\n",
+       "      <td>0.005719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>0.807236</td>\n",
+       "      <td>0.701000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>0.809332</td>\n",
+       "      <td>0.447861</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>0.813757</td>\n",
+       "      <td>0.454289</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>0.786074</td>\n",
+       "      <td>0.365881</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>0.762716</td>\n",
+       "      <td>0.375568</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Adj Close tweet_amount favorites tweet_interactions PCT_change\n",
+       "0     0.008973     0.442048  0.000000           0.000000   0.000000\n",
+       "1     0.008906     0.436304  0.000000           0.000000   0.000000\n",
+       "2     0.006832     0.262569  0.000000           0.000000   0.000000\n",
+       "3     0.003771     0.154592  0.000000           0.000000   0.000000\n",
+       "4     0.000344     0.073959  0.000000           0.000000   0.000000\n",
+       "5     0.000000     0.398037  0.000000           0.000000   0.000000\n",
+       "6     0.001841     0.682343  0.000000           0.000000   0.000000\n",
+       "7     0.001775     0.434188  0.000000           0.000000   0.000000\n",
+       "8     0.001386     0.396042  0.000000           0.000000   0.000000\n",
+       "9     0.002595     0.588265  0.000000           0.000000   0.000000\n",
+       "10    0.004481     0.656390  0.000000           0.000000   0.000000\n",
+       "11    0.004536     0.447812  0.000000           0.000000   0.000000\n",
+       "12    0.005368     0.528290  0.000000           0.000000   0.000000\n",
+       "13    0.006777     0.582779  0.000000           0.000000   0.000000\n",
+       "14    0.004991     0.273982  0.000000           0.000000   0.000000\n",
+       "15    0.004902     0.433034  0.000000           0.000000   0.000000\n",
+       "16    0.005767     0.530276  0.000000           0.000000   0.000000\n",
+       "17    0.006089     0.473632  0.000000           0.000000   0.000000\n",
+       "18    0.005712     0.405522  0.000000           0.000000   0.000000\n",
+       "19    0.005268     0.398379  0.000000           0.000000   0.000000\n",
+       "20    0.005457     0.460968  0.000000           0.000000   0.000000\n",
+       "21    0.005046     0.401206  0.000000           0.000000   0.000000\n",
+       "22    0.004592     0.395968  0.000000           0.000000   0.000000\n",
+       "23    0.005679     0.554456  0.000000           0.000000   0.000000\n",
+       "24    0.006821     0.554656  0.000000           0.000000   0.000000\n",
+       "...        ...          ...       ...                ...        ...\n",
+       "2414  0.704033     0.476883  0.306122           0.624920   0.595317\n",
+       "2415  0.847585     0.897074  0.326531           0.135040   0.127147\n",
+       "2416  0.966327     0.755974  0.081633           0.071420   0.066212\n",
+       "2417  0.797343     0.049210  0.204082           0.221743   0.212178\n",
+       "2418  0.813159     0.486440  0.510204           0.482720   0.457358\n",
+       "2419  0.812171     0.439330  0.142857           0.036054   0.033304\n",
+       "2420  0.837914     0.513010  0.428571           0.143518   0.133441\n",
+       "2421  0.841352     0.451241  0.000000           0.000000   0.000000\n",
+       "2422  0.833489     0.421107  0.122449           0.234271   0.215556\n",
+       "2423  0.874204     0.551474  0.040816           0.084860   0.082015\n",
+       "2424  0.869801     0.430754  0.163265           0.102505   0.102099\n",
+       "2425  0.934540     0.608918  0.102041           0.014013   0.013243\n",
+       "2426  1.000000     0.599303  0.102041           0.106032   0.096609\n",
+       "2427  0.980025     0.397148  0.326531           0.049771   0.046924\n",
+       "2428  0.981788     0.446091  0.081633           0.363109   0.354085\n",
+       "2429  0.907245     0.271438  0.000000           0.000000   0.000000\n",
+       "2430  0.869668     0.349112  0.285714           0.425799   0.406656\n",
+       "2431  0.846255     0.381689  0.183673           0.044783   0.041491\n",
+       "2432  0.735565     0.148959  0.040816           0.012829   0.011814\n",
+       "2433  0.723354     0.404962  0.040816           0.005821   0.005719\n",
+       "2434  0.807236     0.701000  0.000000           0.000000   0.000000\n",
+       "2435  0.809332     0.447861  0.000000           0.000000   0.000000\n",
+       "2436  0.813757     0.454289  0.000000           0.000000   0.000000\n",
+       "2437  0.786074     0.365881  0.000000           0.000000   0.000000\n",
+       "2438  0.762716     0.375568  0.000000           0.000000   0.000000\n",
+       "\n",
+       "[2439 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 153,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_tweets_scaled"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Plotting general tweet impact on the stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2a2dca76748>"
+      ]
+     },
+     "execution_count": 154,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_TSLA_tweets_scaled[['Adj Close', 'tweet_interactions']].plot(alpha=0.5, figsize=(20,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating a Correlation matrix to measure the potential influence of the tweet amount (i.e 8797 ) & tweet interactions over the stock price.\n",
+    "\n",
+    "The hypothesis being that this amount should have a low influence overall"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Correlation matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr_general_tweets = df_TSLA_tweets_scaled.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2a2de154748>"
+      ]
+     },
+     "execution_count": 156,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,10))\n",
+    "sns.heatmap(corr_general_tweets, annot=True, annot_kws={\"size\": 15})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Merging Tesla related tweets with Tesla stock evolution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we shall focus on the specific tweets mentioning Tesla, or Tesla related (as defined in the Twitter scraper notebook).\n",
+    "\n",
+    "The hypothesis being here that there should be a stronger correlation between the tweets & the stock evolution, when Tesla is mentioned."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_Tesla_tweets_groupby = pd.read_csv('../DataSets/Twitter_data/df_musk_Tesla_tweets_groupby.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_musk_Tesla_tweets_groupby['date'] = pd.to_datetime(df_musk_Tesla_tweets_groupby['date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>PCT_change</th>\n",
+       "      <th>text</th>\n",
+       "      <th>retweets</th>\n",
+       "      <th>replies</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>-0.078473</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>-0.125683</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>-0.160938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>-0.019243</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>0.105063</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>-0.003436</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>-0.020115</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>0.063930</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>0.093716</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>0.002520</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>0.037707</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>0.061531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>-0.073482</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>-0.003941</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>0.038576</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>0.013810</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>-0.015970</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>-0.019093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>0.008273</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>-0.020147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>0.049147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>0.049235</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>0.015231</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>0.198949</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>238.0</td>\n",
+       "      <td>254.0</td>\n",
+       "      <td>5231.0</td>\n",
+       "      <td>5723.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>0.137256</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>-0.171758</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>0.019409</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>-0.001188</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>0.031027</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4869.0</td>\n",
+       "      <td>4686.0</td>\n",
+       "      <td>99633.0</td>\n",
+       "      <td>109188.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>0.004019</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>-0.009156</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>0.047844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>-0.004938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>0.072960</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>0.068756</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>-0.019631</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>0.001768</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>236.0</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>4287.0</td>\n",
+       "      <td>4847.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>-0.074595</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>-0.040634</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>161.0</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>2749.0</td>\n",
+       "      <td>3035.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>-0.026390</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>-0.128146</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>-0.016215</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>0.113220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>0.002542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>0.005352</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>-0.033302</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>-0.029067</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date   Adj Close  PCT_change  text  retweets  replies  favorites  \\\n",
+       "0    2010-06-29   23.889999    0.000000   0.0       0.0      0.0        0.0   \n",
+       "1    2010-06-30   23.830000   -0.002511   0.0       0.0      0.0        0.0   \n",
+       "2    2010-07-01   21.959999   -0.078473   0.0       0.0      0.0        0.0   \n",
+       "3    2010-07-02   19.200001   -0.125683   0.0       0.0      0.0        0.0   \n",
+       "4    2010-07-06   16.110001   -0.160938   0.0       0.0      0.0        0.0   \n",
+       "5    2010-07-07   15.800000   -0.019243   0.0       0.0      0.0        0.0   \n",
+       "6    2010-07-08   17.459999    0.105063   0.0       0.0      0.0        0.0   \n",
+       "7    2010-07-09   17.400000   -0.003436   0.0       0.0      0.0        0.0   \n",
+       "8    2010-07-12   17.049999   -0.020115   0.0       0.0      0.0        0.0   \n",
+       "9    2010-07-13   18.139999    0.063930   0.0       0.0      0.0        0.0   \n",
+       "10   2010-07-14   19.840000    0.093716   0.0       0.0      0.0        0.0   \n",
+       "11   2010-07-15   19.889999    0.002520   0.0       0.0      0.0        0.0   \n",
+       "12   2010-07-16   20.639999    0.037707   0.0       0.0      0.0        0.0   \n",
+       "13   2010-07-19   21.910000    0.061531   0.0       0.0      0.0        0.0   \n",
+       "14   2010-07-20   20.299999   -0.073482   0.0       0.0      0.0        0.0   \n",
+       "15   2010-07-21   20.219999   -0.003941   0.0       0.0      0.0        0.0   \n",
+       "16   2010-07-22   21.000000    0.038576   0.0       0.0      0.0        0.0   \n",
+       "17   2010-07-23   21.290001    0.013810   0.0       0.0      0.0        0.0   \n",
+       "18   2010-07-26   20.950001   -0.015970   0.0       0.0      0.0        0.0   \n",
+       "19   2010-07-27   20.549999   -0.019093   0.0       0.0      0.0        0.0   \n",
+       "20   2010-07-28   20.719999    0.008273   0.0       0.0      0.0        0.0   \n",
+       "21   2010-07-29   20.350000   -0.017857   0.0       0.0      0.0        0.0   \n",
+       "22   2010-07-30   19.940001   -0.020147   0.0       0.0      0.0        0.0   \n",
+       "23   2010-08-02   20.920000    0.049147   0.0       0.0      0.0        0.0   \n",
+       "24   2010-08-03   21.950001    0.049235   0.0       0.0      0.0        0.0   \n",
+       "...         ...         ...         ...   ...       ...      ...        ...   \n",
+       "2414 2020-01-31  650.570007    0.015231   0.0       0.0      0.0        0.0   \n",
+       "2415 2020-02-03  780.000000    0.198949   1.0     238.0    254.0     5231.0   \n",
+       "2416 2020-02-04  887.059998    0.137256   0.0       0.0      0.0        0.0   \n",
+       "2417 2020-02-05  734.700012   -0.171758   0.0       0.0      0.0        0.0   \n",
+       "2418 2020-02-06  748.960022    0.019409   0.0       0.0      0.0        0.0   \n",
+       "2419 2020-02-07  748.070007   -0.001188   0.0       0.0      0.0        0.0   \n",
+       "2420 2020-02-10  771.280029    0.031027   8.0    4869.0   4686.0    99633.0   \n",
+       "2421 2020-02-11  774.380005    0.004019   0.0       0.0      0.0        0.0   \n",
+       "2422 2020-02-12  767.289978   -0.009156   0.0       0.0      0.0        0.0   \n",
+       "2423 2020-02-13  804.000000    0.047844   0.0       0.0      0.0        0.0   \n",
+       "2424 2020-02-14  800.030029   -0.004938   0.0       0.0      0.0        0.0   \n",
+       "2425 2020-02-18  858.400024    0.072960   0.0       0.0      0.0        0.0   \n",
+       "2426 2020-02-19  917.419983    0.068756   0.0       0.0      0.0        0.0   \n",
+       "2427 2020-02-20  899.409973   -0.019631   0.0       0.0      0.0        0.0   \n",
+       "2428 2020-02-21  901.000000    0.001768   1.0     236.0    324.0     4287.0   \n",
+       "2429 2020-02-24  833.789978   -0.074595   0.0       0.0      0.0        0.0   \n",
+       "2430 2020-02-25  799.909973   -0.040634   1.0     161.0    125.0     2749.0   \n",
+       "2431 2020-02-26  778.799988   -0.026390   0.0       0.0      0.0        0.0   \n",
+       "2432 2020-02-27  679.000000   -0.128146   0.0       0.0      0.0        0.0   \n",
+       "2433 2020-02-28  667.989990   -0.016215   0.0       0.0      0.0        0.0   \n",
+       "2434 2020-03-02  743.619995    0.113220   0.0       0.0      0.0        0.0   \n",
+       "2435 2020-03-03  745.510010    0.002542   0.0       0.0      0.0        0.0   \n",
+       "2436 2020-03-04  749.500000    0.005352   0.0       0.0      0.0        0.0   \n",
+       "2437 2020-03-05  724.539978   -0.033302   0.0       0.0      0.0        0.0   \n",
+       "2438 2020-03-06  703.479980   -0.029067   0.0       0.0      0.0        0.0   \n",
+       "\n",
+       "      tweet_interactions  \n",
+       "0                    0.0  \n",
+       "1                    0.0  \n",
+       "2                    0.0  \n",
+       "3                    0.0  \n",
+       "4                    0.0  \n",
+       "5                    0.0  \n",
+       "6                    0.0  \n",
+       "7                    0.0  \n",
+       "8                    0.0  \n",
+       "9                    0.0  \n",
+       "10                   0.0  \n",
+       "11                   0.0  \n",
+       "12                   0.0  \n",
+       "13                   0.0  \n",
+       "14                   0.0  \n",
+       "15                   0.0  \n",
+       "16                   0.0  \n",
+       "17                   0.0  \n",
+       "18                   0.0  \n",
+       "19                   0.0  \n",
+       "20                   0.0  \n",
+       "21                   0.0  \n",
+       "22                   0.0  \n",
+       "23                   0.0  \n",
+       "24                   0.0  \n",
+       "...                  ...  \n",
+       "2414                 0.0  \n",
+       "2415              5723.0  \n",
+       "2416                 0.0  \n",
+       "2417                 0.0  \n",
+       "2418                 0.0  \n",
+       "2419                 0.0  \n",
+       "2420            109188.0  \n",
+       "2421                 0.0  \n",
+       "2422                 0.0  \n",
+       "2423                 0.0  \n",
+       "2424                 0.0  \n",
+       "2425                 0.0  \n",
+       "2426                 0.0  \n",
+       "2427                 0.0  \n",
+       "2428              4847.0  \n",
+       "2429                 0.0  \n",
+       "2430              3035.0  \n",
+       "2431                 0.0  \n",
+       "2432                 0.0  \n",
+       "2433                 0.0  \n",
+       "2434                 0.0  \n",
+       "2435                 0.0  \n",
+       "2436                 0.0  \n",
+       "2437                 0.0  \n",
+       "2438                 0.0  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 159,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_related_tweets = pd.merge(df_TSLA_reduce, df_musk_Tesla_tweets_groupby, how='left', on='date')\n",
+    "\n",
+    "df_TSLA_related_tweets.fillna(value=0, inplace=True)\n",
+    "\n",
+    "df_TSLA_related_tweets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_related_tweets.drop(columns = ['retweets', 'replies'], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_tweets_to_scale = df_TSLA_related_tweets.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>PCT_change</th>\n",
+       "      <th>text</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>-0.078473</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>-0.125683</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>-0.160938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>-0.019243</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>0.105063</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>-0.003436</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>-0.020115</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>0.063930</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>0.093716</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>0.002520</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>0.037707</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>0.061531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>-0.073482</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>-0.003941</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>0.038576</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>0.013810</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>-0.015970</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>-0.019093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>0.008273</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>-0.020147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>0.049147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>0.049235</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>0.015231</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>0.198949</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5231.0</td>\n",
+       "      <td>5723.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>0.137256</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>-0.171758</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>0.019409</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>-0.001188</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>0.031027</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>99633.0</td>\n",
+       "      <td>109188.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>0.004019</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>-0.009156</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>0.047844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>-0.004938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>0.072960</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>0.068756</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>-0.019631</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>0.001768</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4287.0</td>\n",
+       "      <td>4847.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>-0.074595</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>-0.040634</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2749.0</td>\n",
+       "      <td>3035.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>-0.026390</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>-0.128146</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>-0.016215</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>0.113220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>0.002542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>0.005352</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>-0.033302</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>-0.029067</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date   Adj Close  PCT_change  text  favorites  tweet_interactions\n",
+       "0    2010-06-29   23.889999    0.000000   0.0        0.0                 0.0\n",
+       "1    2010-06-30   23.830000   -0.002511   0.0        0.0                 0.0\n",
+       "2    2010-07-01   21.959999   -0.078473   0.0        0.0                 0.0\n",
+       "3    2010-07-02   19.200001   -0.125683   0.0        0.0                 0.0\n",
+       "4    2010-07-06   16.110001   -0.160938   0.0        0.0                 0.0\n",
+       "5    2010-07-07   15.800000   -0.019243   0.0        0.0                 0.0\n",
+       "6    2010-07-08   17.459999    0.105063   0.0        0.0                 0.0\n",
+       "7    2010-07-09   17.400000   -0.003436   0.0        0.0                 0.0\n",
+       "8    2010-07-12   17.049999   -0.020115   0.0        0.0                 0.0\n",
+       "9    2010-07-13   18.139999    0.063930   0.0        0.0                 0.0\n",
+       "10   2010-07-14   19.840000    0.093716   0.0        0.0                 0.0\n",
+       "11   2010-07-15   19.889999    0.002520   0.0        0.0                 0.0\n",
+       "12   2010-07-16   20.639999    0.037707   0.0        0.0                 0.0\n",
+       "13   2010-07-19   21.910000    0.061531   0.0        0.0                 0.0\n",
+       "14   2010-07-20   20.299999   -0.073482   0.0        0.0                 0.0\n",
+       "15   2010-07-21   20.219999   -0.003941   0.0        0.0                 0.0\n",
+       "16   2010-07-22   21.000000    0.038576   0.0        0.0                 0.0\n",
+       "17   2010-07-23   21.290001    0.013810   0.0        0.0                 0.0\n",
+       "18   2010-07-26   20.950001   -0.015970   0.0        0.0                 0.0\n",
+       "19   2010-07-27   20.549999   -0.019093   0.0        0.0                 0.0\n",
+       "20   2010-07-28   20.719999    0.008273   0.0        0.0                 0.0\n",
+       "21   2010-07-29   20.350000   -0.017857   0.0        0.0                 0.0\n",
+       "22   2010-07-30   19.940001   -0.020147   0.0        0.0                 0.0\n",
+       "23   2010-08-02   20.920000    0.049147   0.0        0.0                 0.0\n",
+       "24   2010-08-03   21.950001    0.049235   0.0        0.0                 0.0\n",
+       "...         ...         ...         ...   ...        ...                 ...\n",
+       "2414 2020-01-31  650.570007    0.015231   0.0        0.0                 0.0\n",
+       "2415 2020-02-03  780.000000    0.198949   1.0     5231.0              5723.0\n",
+       "2416 2020-02-04  887.059998    0.137256   0.0        0.0                 0.0\n",
+       "2417 2020-02-05  734.700012   -0.171758   0.0        0.0                 0.0\n",
+       "2418 2020-02-06  748.960022    0.019409   0.0        0.0                 0.0\n",
+       "2419 2020-02-07  748.070007   -0.001188   0.0        0.0                 0.0\n",
+       "2420 2020-02-10  771.280029    0.031027   8.0    99633.0            109188.0\n",
+       "2421 2020-02-11  774.380005    0.004019   0.0        0.0                 0.0\n",
+       "2422 2020-02-12  767.289978   -0.009156   0.0        0.0                 0.0\n",
+       "2423 2020-02-13  804.000000    0.047844   0.0        0.0                 0.0\n",
+       "2424 2020-02-14  800.030029   -0.004938   0.0        0.0                 0.0\n",
+       "2425 2020-02-18  858.400024    0.072960   0.0        0.0                 0.0\n",
+       "2426 2020-02-19  917.419983    0.068756   0.0        0.0                 0.0\n",
+       "2427 2020-02-20  899.409973   -0.019631   0.0        0.0                 0.0\n",
+       "2428 2020-02-21  901.000000    0.001768   1.0     4287.0              4847.0\n",
+       "2429 2020-02-24  833.789978   -0.074595   0.0        0.0                 0.0\n",
+       "2430 2020-02-25  799.909973   -0.040634   1.0     2749.0              3035.0\n",
+       "2431 2020-02-26  778.799988   -0.026390   0.0        0.0                 0.0\n",
+       "2432 2020-02-27  679.000000   -0.128146   0.0        0.0                 0.0\n",
+       "2433 2020-02-28  667.989990   -0.016215   0.0        0.0                 0.0\n",
+       "2434 2020-03-02  743.619995    0.113220   0.0        0.0                 0.0\n",
+       "2435 2020-03-03  745.510010    0.002542   0.0        0.0                 0.0\n",
+       "2436 2020-03-04  749.500000    0.005352   0.0        0.0                 0.0\n",
+       "2437 2020-03-05  724.539978   -0.033302   0.0        0.0                 0.0\n",
+       "2438 2020-03-06  703.479980   -0.029067   0.0        0.0                 0.0\n",
+       "\n",
+       "[2439 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_tweets_to_scale"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating a Scaler and feeding the Tweet dataframe with the scaled value to have both original & scaled value"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_tweets_to_scale.set_index('date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In order to compare such different measures (Stock value in hundreds of dollars) and amount of tweets (in units of tweets)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler_TSLA_tweets = preprocessing.MinMaxScaler()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_tweets_to_scale = scaler_TSLA_tweets.fit_transform(df_TSLA_tweets_to_scale)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_related_tweets_scaled = pd.DataFrame(df_TSLA_tweets_to_scale, columns=[['Adj Close','PCT_change', 'tweet_amount', 'favorites','tweet_interactions']])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\n",
+       "    .dataframe thead tr th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>PCT_change</th>\n",
+       "      <th>tweet_amount</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.008973</td>\n",
+       "      <td>0.442048</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.008906</td>\n",
+       "      <td>0.436304</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.006832</td>\n",
+       "      <td>0.262569</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.003771</td>\n",
+       "      <td>0.154592</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.000344</td>\n",
+       "      <td>0.073959</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.398037</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.001841</td>\n",
+       "      <td>0.682343</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.001775</td>\n",
+       "      <td>0.434188</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.001386</td>\n",
+       "      <td>0.396042</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.002595</td>\n",
+       "      <td>0.588265</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.004481</td>\n",
+       "      <td>0.656390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.004536</td>\n",
+       "      <td>0.447812</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.005368</td>\n",
+       "      <td>0.528290</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.006777</td>\n",
+       "      <td>0.582779</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.004991</td>\n",
+       "      <td>0.273982</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.004902</td>\n",
+       "      <td>0.433034</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.005767</td>\n",
+       "      <td>0.530276</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.006089</td>\n",
+       "      <td>0.473632</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.005712</td>\n",
+       "      <td>0.405522</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.005268</td>\n",
+       "      <td>0.398379</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.005457</td>\n",
+       "      <td>0.460968</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.005046</td>\n",
+       "      <td>0.401206</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.004592</td>\n",
+       "      <td>0.395968</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.005679</td>\n",
+       "      <td>0.554456</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.006821</td>\n",
+       "      <td>0.554656</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>0.704033</td>\n",
+       "      <td>0.476883</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>0.847585</td>\n",
+       "      <td>0.897074</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.008465</td>\n",
+       "      <td>0.008043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>0.966327</td>\n",
+       "      <td>0.755974</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>0.797343</td>\n",
+       "      <td>0.049210</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>0.813159</td>\n",
+       "      <td>0.486440</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>0.812171</td>\n",
+       "      <td>0.439330</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>0.837914</td>\n",
+       "      <td>0.513010</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.161236</td>\n",
+       "      <td>0.153446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>0.841352</td>\n",
+       "      <td>0.451241</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>0.833489</td>\n",
+       "      <td>0.421107</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>0.874204</td>\n",
+       "      <td>0.551474</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>0.869801</td>\n",
+       "      <td>0.430754</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>0.934540</td>\n",
+       "      <td>0.608918</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.599303</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>0.980025</td>\n",
+       "      <td>0.397148</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>0.981788</td>\n",
+       "      <td>0.446091</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.006938</td>\n",
+       "      <td>0.006812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>0.907245</td>\n",
+       "      <td>0.271438</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>0.869668</td>\n",
+       "      <td>0.349112</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.004449</td>\n",
+       "      <td>0.004265</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>0.846255</td>\n",
+       "      <td>0.381689</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>0.735565</td>\n",
+       "      <td>0.148959</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>0.723354</td>\n",
+       "      <td>0.404962</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>0.807236</td>\n",
+       "      <td>0.701000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>0.809332</td>\n",
+       "      <td>0.447861</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>0.813757</td>\n",
+       "      <td>0.454289</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>0.786074</td>\n",
+       "      <td>0.365881</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>0.762716</td>\n",
+       "      <td>0.375568</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Adj Close PCT_change tweet_amount favorites tweet_interactions\n",
+       "0     0.008973   0.442048     0.000000  0.000000           0.000000\n",
+       "1     0.008906   0.436304     0.000000  0.000000           0.000000\n",
+       "2     0.006832   0.262569     0.000000  0.000000           0.000000\n",
+       "3     0.003771   0.154592     0.000000  0.000000           0.000000\n",
+       "4     0.000344   0.073959     0.000000  0.000000           0.000000\n",
+       "5     0.000000   0.398037     0.000000  0.000000           0.000000\n",
+       "6     0.001841   0.682343     0.000000  0.000000           0.000000\n",
+       "7     0.001775   0.434188     0.000000  0.000000           0.000000\n",
+       "8     0.001386   0.396042     0.000000  0.000000           0.000000\n",
+       "9     0.002595   0.588265     0.000000  0.000000           0.000000\n",
+       "10    0.004481   0.656390     0.000000  0.000000           0.000000\n",
+       "11    0.004536   0.447812     0.000000  0.000000           0.000000\n",
+       "12    0.005368   0.528290     0.000000  0.000000           0.000000\n",
+       "13    0.006777   0.582779     0.000000  0.000000           0.000000\n",
+       "14    0.004991   0.273982     0.000000  0.000000           0.000000\n",
+       "15    0.004902   0.433034     0.000000  0.000000           0.000000\n",
+       "16    0.005767   0.530276     0.000000  0.000000           0.000000\n",
+       "17    0.006089   0.473632     0.000000  0.000000           0.000000\n",
+       "18    0.005712   0.405522     0.000000  0.000000           0.000000\n",
+       "19    0.005268   0.398379     0.000000  0.000000           0.000000\n",
+       "20    0.005457   0.460968     0.000000  0.000000           0.000000\n",
+       "21    0.005046   0.401206     0.000000  0.000000           0.000000\n",
+       "22    0.004592   0.395968     0.000000  0.000000           0.000000\n",
+       "23    0.005679   0.554456     0.000000  0.000000           0.000000\n",
+       "24    0.006821   0.554656     0.000000  0.000000           0.000000\n",
+       "...        ...        ...          ...       ...                ...\n",
+       "2414  0.704033   0.476883     0.000000  0.000000           0.000000\n",
+       "2415  0.847585   0.897074     0.083333  0.008465           0.008043\n",
+       "2416  0.966327   0.755974     0.000000  0.000000           0.000000\n",
+       "2417  0.797343   0.049210     0.000000  0.000000           0.000000\n",
+       "2418  0.813159   0.486440     0.000000  0.000000           0.000000\n",
+       "2419  0.812171   0.439330     0.000000  0.000000           0.000000\n",
+       "2420  0.837914   0.513010     0.666667  0.161236           0.153446\n",
+       "2421  0.841352   0.451241     0.000000  0.000000           0.000000\n",
+       "2422  0.833489   0.421107     0.000000  0.000000           0.000000\n",
+       "2423  0.874204   0.551474     0.000000  0.000000           0.000000\n",
+       "2424  0.869801   0.430754     0.000000  0.000000           0.000000\n",
+       "2425  0.934540   0.608918     0.000000  0.000000           0.000000\n",
+       "2426  1.000000   0.599303     0.000000  0.000000           0.000000\n",
+       "2427  0.980025   0.397148     0.000000  0.000000           0.000000\n",
+       "2428  0.981788   0.446091     0.083333  0.006938           0.006812\n",
+       "2429  0.907245   0.271438     0.000000  0.000000           0.000000\n",
+       "2430  0.869668   0.349112     0.083333  0.004449           0.004265\n",
+       "2431  0.846255   0.381689     0.000000  0.000000           0.000000\n",
+       "2432  0.735565   0.148959     0.000000  0.000000           0.000000\n",
+       "2433  0.723354   0.404962     0.000000  0.000000           0.000000\n",
+       "2434  0.807236   0.701000     0.000000  0.000000           0.000000\n",
+       "2435  0.809332   0.447861     0.000000  0.000000           0.000000\n",
+       "2436  0.813757   0.454289     0.000000  0.000000           0.000000\n",
+       "2437  0.786074   0.365881     0.000000  0.000000           0.000000\n",
+       "2438  0.762716   0.375568     0.000000  0.000000           0.000000\n",
+       "\n",
+       "[2439 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 167,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_related_tweets_scaled"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating new columns, fed by  the scaled value, to the original df_TSLA_related_tweets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_related_tweets['Adj_scaled'] = df_TSLA_related_tweets_scaled['Adj Close']\n",
+    "\n",
+    "df_TSLA_related_tweets['tweet_amount_scaled'] = df_TSLA_related_tweets_scaled['tweet_amount']\n",
+    "\n",
+    "df_TSLA_related_tweets['tweet_interactions_scaled'] = df_TSLA_related_tweets_scaled['tweet_interactions']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_related_tweets.set_index('date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>PCT_change</th>\n",
+       "      <th>text</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "      <th>Adj_scaled</th>\n",
+       "      <th>tweet_amount_scaled</th>\n",
+       "      <th>tweet_interactions_scaled</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.008973</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>-0.002511</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.008906</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>-0.078473</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.006832</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>-0.125683</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.003771</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>-0.160938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000344</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>-0.019243</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>0.105063</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.001841</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>-0.003436</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.001775</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>-0.020115</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.001386</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>0.063930</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.002595</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>0.093716</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004481</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>0.002520</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004536</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>0.037707</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.005368</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>0.061531</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.006777</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>-0.073482</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004991</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>-0.003941</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004902</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>0.038576</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.005767</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>0.013810</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.006089</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>-0.015970</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.005712</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>-0.019093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.005268</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>0.008273</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.005457</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>-0.017857</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.005046</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>-0.020147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004592</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>0.049147</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.005679</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>0.049235</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.006821</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>0.015231</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.704033</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>0.198949</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5231.0</td>\n",
+       "      <td>5723.0</td>\n",
+       "      <td>0.847585</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.008043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>0.137256</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.966327</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>-0.171758</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.797343</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>0.019409</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.813159</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>-0.001188</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.812171</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>0.031027</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>99633.0</td>\n",
+       "      <td>109188.0</td>\n",
+       "      <td>0.837914</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.153446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>0.004019</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.841352</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>-0.009156</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.833489</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>0.047844</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.874204</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>-0.004938</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.869801</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>0.072960</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.934540</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>0.068756</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>-0.019631</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.980025</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>0.001768</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4287.0</td>\n",
+       "      <td>4847.0</td>\n",
+       "      <td>0.981788</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.006812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>-0.074595</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.907245</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>-0.040634</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2749.0</td>\n",
+       "      <td>3035.0</td>\n",
+       "      <td>0.869668</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.004265</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>-0.026390</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.846255</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>-0.128146</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.735565</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>-0.016215</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.723354</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>0.113220</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.807236</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>0.002542</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.809332</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>0.005352</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.813757</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>-0.033302</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.786074</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>-0.029067</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.762716</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Adj Close  PCT_change  text  favorites  tweet_interactions  \\\n",
+       "date                                                                      \n",
+       "2010-06-29   23.889999    0.000000   0.0        0.0                 0.0   \n",
+       "2010-06-30   23.830000   -0.002511   0.0        0.0                 0.0   \n",
+       "2010-07-01   21.959999   -0.078473   0.0        0.0                 0.0   \n",
+       "2010-07-02   19.200001   -0.125683   0.0        0.0                 0.0   \n",
+       "2010-07-06   16.110001   -0.160938   0.0        0.0                 0.0   \n",
+       "2010-07-07   15.800000   -0.019243   0.0        0.0                 0.0   \n",
+       "2010-07-08   17.459999    0.105063   0.0        0.0                 0.0   \n",
+       "2010-07-09   17.400000   -0.003436   0.0        0.0                 0.0   \n",
+       "2010-07-12   17.049999   -0.020115   0.0        0.0                 0.0   \n",
+       "2010-07-13   18.139999    0.063930   0.0        0.0                 0.0   \n",
+       "2010-07-14   19.840000    0.093716   0.0        0.0                 0.0   \n",
+       "2010-07-15   19.889999    0.002520   0.0        0.0                 0.0   \n",
+       "2010-07-16   20.639999    0.037707   0.0        0.0                 0.0   \n",
+       "2010-07-19   21.910000    0.061531   0.0        0.0                 0.0   \n",
+       "2010-07-20   20.299999   -0.073482   0.0        0.0                 0.0   \n",
+       "2010-07-21   20.219999   -0.003941   0.0        0.0                 0.0   \n",
+       "2010-07-22   21.000000    0.038576   0.0        0.0                 0.0   \n",
+       "2010-07-23   21.290001    0.013810   0.0        0.0                 0.0   \n",
+       "2010-07-26   20.950001   -0.015970   0.0        0.0                 0.0   \n",
+       "2010-07-27   20.549999   -0.019093   0.0        0.0                 0.0   \n",
+       "2010-07-28   20.719999    0.008273   0.0        0.0                 0.0   \n",
+       "2010-07-29   20.350000   -0.017857   0.0        0.0                 0.0   \n",
+       "2010-07-30   19.940001   -0.020147   0.0        0.0                 0.0   \n",
+       "2010-08-02   20.920000    0.049147   0.0        0.0                 0.0   \n",
+       "2010-08-03   21.950001    0.049235   0.0        0.0                 0.0   \n",
+       "...                ...         ...   ...        ...                 ...   \n",
+       "2020-01-31  650.570007    0.015231   0.0        0.0                 0.0   \n",
+       "2020-02-03  780.000000    0.198949   1.0     5231.0              5723.0   \n",
+       "2020-02-04  887.059998    0.137256   0.0        0.0                 0.0   \n",
+       "2020-02-05  734.700012   -0.171758   0.0        0.0                 0.0   \n",
+       "2020-02-06  748.960022    0.019409   0.0        0.0                 0.0   \n",
+       "2020-02-07  748.070007   -0.001188   0.0        0.0                 0.0   \n",
+       "2020-02-10  771.280029    0.031027   8.0    99633.0            109188.0   \n",
+       "2020-02-11  774.380005    0.004019   0.0        0.0                 0.0   \n",
+       "2020-02-12  767.289978   -0.009156   0.0        0.0                 0.0   \n",
+       "2020-02-13  804.000000    0.047844   0.0        0.0                 0.0   \n",
+       "2020-02-14  800.030029   -0.004938   0.0        0.0                 0.0   \n",
+       "2020-02-18  858.400024    0.072960   0.0        0.0                 0.0   \n",
+       "2020-02-19  917.419983    0.068756   0.0        0.0                 0.0   \n",
+       "2020-02-20  899.409973   -0.019631   0.0        0.0                 0.0   \n",
+       "2020-02-21  901.000000    0.001768   1.0     4287.0              4847.0   \n",
+       "2020-02-24  833.789978   -0.074595   0.0        0.0                 0.0   \n",
+       "2020-02-25  799.909973   -0.040634   1.0     2749.0              3035.0   \n",
+       "2020-02-26  778.799988   -0.026390   0.0        0.0                 0.0   \n",
+       "2020-02-27  679.000000   -0.128146   0.0        0.0                 0.0   \n",
+       "2020-02-28  667.989990   -0.016215   0.0        0.0                 0.0   \n",
+       "2020-03-02  743.619995    0.113220   0.0        0.0                 0.0   \n",
+       "2020-03-03  745.510010    0.002542   0.0        0.0                 0.0   \n",
+       "2020-03-04  749.500000    0.005352   0.0        0.0                 0.0   \n",
+       "2020-03-05  724.539978   -0.033302   0.0        0.0                 0.0   \n",
+       "2020-03-06  703.479980   -0.029067   0.0        0.0                 0.0   \n",
+       "\n",
+       "            Adj_scaled  tweet_amount_scaled  tweet_interactions_scaled  \n",
+       "date                                                                    \n",
+       "2010-06-29    0.008973             0.000000                   0.000000  \n",
+       "2010-06-30    0.008906             0.000000                   0.000000  \n",
+       "2010-07-01    0.006832             0.000000                   0.000000  \n",
+       "2010-07-02    0.003771             0.000000                   0.000000  \n",
+       "2010-07-06    0.000344             0.000000                   0.000000  \n",
+       "2010-07-07    0.000000             0.000000                   0.000000  \n",
+       "2010-07-08    0.001841             0.000000                   0.000000  \n",
+       "2010-07-09    0.001775             0.000000                   0.000000  \n",
+       "2010-07-12    0.001386             0.000000                   0.000000  \n",
+       "2010-07-13    0.002595             0.000000                   0.000000  \n",
+       "2010-07-14    0.004481             0.000000                   0.000000  \n",
+       "2010-07-15    0.004536             0.000000                   0.000000  \n",
+       "2010-07-16    0.005368             0.000000                   0.000000  \n",
+       "2010-07-19    0.006777             0.000000                   0.000000  \n",
+       "2010-07-20    0.004991             0.000000                   0.000000  \n",
+       "2010-07-21    0.004902             0.000000                   0.000000  \n",
+       "2010-07-22    0.005767             0.000000                   0.000000  \n",
+       "2010-07-23    0.006089             0.000000                   0.000000  \n",
+       "2010-07-26    0.005712             0.000000                   0.000000  \n",
+       "2010-07-27    0.005268             0.000000                   0.000000  \n",
+       "2010-07-28    0.005457             0.000000                   0.000000  \n",
+       "2010-07-29    0.005046             0.000000                   0.000000  \n",
+       "2010-07-30    0.004592             0.000000                   0.000000  \n",
+       "2010-08-02    0.005679             0.000000                   0.000000  \n",
+       "2010-08-03    0.006821             0.000000                   0.000000  \n",
+       "...                ...                  ...                        ...  \n",
+       "2020-01-31    0.704033             0.000000                   0.000000  \n",
+       "2020-02-03    0.847585             0.083333                   0.008043  \n",
+       "2020-02-04    0.966327             0.000000                   0.000000  \n",
+       "2020-02-05    0.797343             0.000000                   0.000000  \n",
+       "2020-02-06    0.813159             0.000000                   0.000000  \n",
+       "2020-02-07    0.812171             0.000000                   0.000000  \n",
+       "2020-02-10    0.837914             0.666667                   0.153446  \n",
+       "2020-02-11    0.841352             0.000000                   0.000000  \n",
+       "2020-02-12    0.833489             0.000000                   0.000000  \n",
+       "2020-02-13    0.874204             0.000000                   0.000000  \n",
+       "2020-02-14    0.869801             0.000000                   0.000000  \n",
+       "2020-02-18    0.934540             0.000000                   0.000000  \n",
+       "2020-02-19    1.000000             0.000000                   0.000000  \n",
+       "2020-02-20    0.980025             0.000000                   0.000000  \n",
+       "2020-02-21    0.981788             0.083333                   0.006812  \n",
+       "2020-02-24    0.907245             0.000000                   0.000000  \n",
+       "2020-02-25    0.869668             0.083333                   0.004265  \n",
+       "2020-02-26    0.846255             0.000000                   0.000000  \n",
+       "2020-02-27    0.735565             0.000000                   0.000000  \n",
+       "2020-02-28    0.723354             0.000000                   0.000000  \n",
+       "2020-03-02    0.807236             0.000000                   0.000000  \n",
+       "2020-03-03    0.809332             0.000000                   0.000000  \n",
+       "2020-03-04    0.813757             0.000000                   0.000000  \n",
+       "2020-03-05    0.786074             0.000000                   0.000000  \n",
+       "2020-03-06    0.762716             0.000000                   0.000000  \n",
+       "\n",
+       "[2439 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 170,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_related_tweets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's plot the evolution of the stock with the evolution of the Tesla related tweet interactions to see whether ther would be a stronger correlation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax1 = df_TSLA_related_tweets[['Adj_scaled', 'tweet_interactions_scaled']].plot(alpha=0.5, figsize=(20, 10), \n",
+    "    title='evolution of stocks VS. Tsla_related Twitter interactions - 2010-2020')\n",
+    "ax1.set_xlabel('years')\n",
+    "ax1.set_ylabel('Scaled Stock & Twitter activity evolution')\n",
+    "plt.savefig('../DataSets/Twitter_data/2010-2020 - TSLA_stock_evolution_VS._1100_TSLA_related_tweets._stock.png' )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### Correlation Matrix on Tesla related tweets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The overall correlation Matrix remains identical to the original one, stating that the \n",
+    "\n",
+    "NB : the amount of '0', for each day without tweet has a strong impact on the overall dynamic."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corr_TSLA_related_tweets = df_TSLA_related_tweets_scaled.corr()\n",
+    "\n",
+    "plt.figure(figsize=(20,10))\n",
+    "sns.heatmap(corr_TSLA_related_tweets, annot=True, annot_kws={\"size\": 25})\n",
+    "plt.title('correlation Matrix Tweet Interactions VS. Stock')\n",
+    "plt.savefig('../DataSets/Twitter_data/Correlation_Matrix_Twitter_VS._stock.png' , dpi=fig.dpi)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion\n",
+    "\n",
+    "The result of those two simulation is overall similar, when taking the entire 2010-2020 studied period\n",
+    "\n",
+    "To be noted :\n",
+    "- whereas the first years, up to 2016 do not demonstrate a strong relation, the stock evolving constantly without any specific evolution of the tweet interactions. \n",
+    "- when focusing on the second period from 2016 onwards, it appears that there might be a stronger correlation, which will be studied in the second part of this notebook."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Plotting Tesla related tweets impact on the stock"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here we can see how Tesla related Tweets may have a bigger impact due to "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For the ploting, let's reset index of the df_TSLA_related_tweets to date, in order to be able to LOC indexes on a specific time period"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_TSLA_related_tweets.set_index('date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Ploting the most interesting period, the 2018 - 2020 period"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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YMULNmzdXyZIlrV73448/6uOPP9aIESMs215//XV16tRJ06dPtyuMTEhI0MiRI5U/f35FRETopZdesuz7xz/+oX/9618aPny4VqxYIUkaPXq0oqOjtWzZMlWtWtXu61y4cKGcnJwUHR2dYg7Da9euWf736NGj9eOPP+rs2bM2hwJn5PNduHChlixZoipVqmj9+vVW8/qZTCadP38+1boTExMVFBSkH3/8UR9++KE++ugjy77Dhw9rz549at26dYoeZCaTSTdu3LDr3vTu3VszZsxQSEiIRo0aZfXLeXx8vCIjI1W8eHGr3ju1a9dWqVKldOTIEbVt21Zdu3ZVrVq19NJLLylPnjx2nTez+Pn5admyZTp06JDljwhRUVHKnz+/qlWrZhVMPnr0SDExMSpbtmyaw3Pbtm1rCSN9fX1TtLMXX3xRCQkJiomJUWBgoNUfI8y++uorhYeH65133tGkSZMs9zU5OVnDhg3TwoULNW/ePA0YMMDqdZcuXVKlSpUUHh6ead8R+/btU2xsrDw9PSU9DkrbtWunnTt3au/evapdu7ZefPFFjR49WpMnT5aLi4vNZ+vmzZvq06eP8uTJo4iICFWqVMmy7+jRo/L399fgwYP1008/pZjrLiIiQitXrrQZvsTGxqYIXO7du6dOnTrp3//+t/r27WupXZLeeecdxcfH64MPPtCYMWOsXvf777/r0aNHkp7+PKfmhx9+0MqVK1WlShVt2rTJMs/up59+qs6dOysqKkqzZs2y9Hp7Unx8vOLi4iy9B8eOHStfX1+tWLFC48aNU/HixSVJixYtkslkUmhoqKVXu9n169ezJYhMSEhQZGSk8ufPbzUM+vbt2zp//rwKFixocw7YcuXKSXq8KNazmjBhgt544w117txZrVq1Uvny5ZWYmKiwsDDlzp1bCxcutNzDZ7Fo0SJJKcPA48ePS1KKeSTNzNd68uRJu86zePHiDJ/nxIkTOnHiBGEkAGQzhmkDAJ7Z/Pnzde/ePU2YMCFFb6PGjRurdevWOnjwoH755RdJUr58+dSpUyddv349xYqha9as0d27d/XGG28oV67H/0zFxcXp6NGjqlWrllVQJUlNmzZV27Ztde3aNW3cuDELr9J+586d07Zt21SiRAm9//77VvuqVKmit956S/fu3dPy5ctTvNbLyyvFa/z9/VWqVCn997//tev8K1as0P3799W3b1+rIFKSRowYIQ8PD23evDnNwM4euXLlkqOjo1WYbJaeRT8y8vnOmTNH0uMFX/54LgcHB6uQ5Ulnz55Vq1attGvXLk2fPt0qiDRfkySbgZWDg4Ol9+LTlCtXTr6+vjp//rw2b95stW/x4sVKTk62WrhGkgoUKGAJhGNjY/Xee+/Jz89PJUuWVKtWrTRz5kzdvn3brvM/K3Po/cfekPXr19crr7yi48ePW1bA3b9/v5KSkuzutZtRycnJCg4OlpubmyZOnGgV8JqHYTo4ONh8rqTHc81l5h8rPvzwQ6t25ujoqKCgIEmy+1mVHq+kfP36dY0cOdIqiJQkb29v9erVSxcvXrQ59UDr1q1tBpGSbIYtefPm1TvvvKOHDx9a/jgkPZ5iIy4uTpUqVbIZmBYqVMjmsOv0MA/h//TTT60W/HJycrLMIWjuMfxH5ukUzAoUKKAuXbooOTnZahh7Ws+vvc9uZrpz54769u2re/fuadSoUVbXkJSUJEmpLn5m3n7z5s1nrqNhw4aKiIhQxYoVFRoaqq+++krffvutEhMT1b17d9WvX/+Zz7Fnzx5LD+A/htnma02t92x6rnXWrFmKiIhQ1apVLc9bVpwHAJC16BkJAHhmcXFxkqSdO3fqp59+SrHfPEfhsWPHLOFY9+7dtWDBAi1dulTt27e3HGvujfZkKGV+Tz8/P5vnb9q0qUJDQ/XTTz/p9ddfz4QrejYHDx6UJNWvX99mUNe0aVPNnDnT5r2qWrWqzeG5np6e2r17t13nT+t+5c2bV/Xr19eaNWt08ODBZxqq2qVLF3300UeqV6+eOnbsqIYNG6pevXrp7mGT3s/31q1bOnLkiIoUKaI6derYfZ4TJ07olVdescxfZmvYq7e3t2rUqKFVq1YpISFBbdq0Ub169VSrVi3ly5cvXdfVp08fRUdHa+HChWrdurWkx70IQ0JClCtXLsvCNU/y8fFRdHS09u/fr+joaB06dEh79+7Vrl27tGvXLs2bN0/r16/P8gVCzEPcIyMj9e677+rMmTNKSEjQ22+/rYYNG+rzzz9XZGSkevToYQks0xoWnxlOnDiha9euqUyZMpo6darNY5ydnS29o56UN2/eFHOUPitbU0yYw8kn5418GvP35+HDh23O02ruGXfs2DEFBARY7atdu3aq73v27FlNmzZNkZGROnfuXIrVrc2LVkmPgyTp8R8+smp6APNzbmuaAx8fH7m5uenkyZO6detWikWa7L3XXbp00fr16+Xv76+OHTuqcePGqlOnTroWZrL1GXTv3j3dizvdv39fvXv31p49e/T666/r3XffTdfrzexZ4fppIiMj9dZbb6lq1aratm2bKlWqpGvXrun777/XxIkTLatZm3vepvce/Pzzz+ratasePXqkuXPnprvXoXkOx6dd6/fff68xY8bIw8NDS5YsSXePcXvPAwDIeoSRAIBndv36dUnSjBkz0jzuyV5dtWvXVqVKlRQREaErV67Izc1Np06dUlxcnBo0aGA1zMrc2yG1lZ7NQ9zMx2W3Z6k3tV4yuXPnVnJycpafPz0GDRokNzc3zZ8/X/PmzbP0VqxTp44++eSTp86tmNF6zf+d3iD1xIkTunHjhqpUqaJatWrZPCZ37txau3atvvjiC61du1afffaZpMc9rTp27Kjx48fb3euzbdu2+tvf/qYtW7bo/PnzKlGihMLDw3XhwgW1aNEizXCjZs2aqlmzpuXn/fv3q3///jp27JhGjx5ttVBMVihevLi8vb0VGxur+/fvW80J6ePjo8KFC1vmOYyKipKDg4Pdn3dGmb9nTp8+bVnoxl5ubm6ZHkDYelbNQZ55SLM9zNdlHnqaGlu9YlN7Zs6cOaPmzZsrMTFRDRo0UPPmzVW4cGHlzp3bMj/sk4u/mHuKPes8mmlJSkpS4cKFU114pVixYrpy5YqSkpJShJG2errZutdt27bVqlWrNH36dC1btszS07Jy5coaOXJkqqvbP8lW2/L19U1XGHn37l317NlTW7ZsUefOnRUcHJyi/ZnbT2rfw0/rOWmvGzduqHfv3nJ2dtbSpUstC2Dlz59fI0aM0LVr1xQcHKwlS5aob9++ktJ3Dw4cOKDXXntNt27d0rfffpsiMH/yGlLrkWhePCyta12yZImGDh2q4sWLKzQ01GYtmXEeAIAxGKYNAHhm5v9jf/r0aSUmJqb6nz8Owe3WrZsePnxoGVa5dOlSy3Zb729ezfWPzIs22PMLhoODQ6pBQWYN3crMev/s53/99dcVHh6u06dPa9WqVXrnnXcsPRjtnessvfWag4kne3bZo1WrVho3bpwOHz6swMDAFKuKm7m6uurzzz/XoUOHdODAAc2aNUvVq1dXSEhIihWm0+Lk5KTu3btbekNKtheusUfNmjU1ZcoUSdZDp7OSn5+f/ve//2n37t2KjIxU0aJFVa1aNeXOnVu+vr7asWOH7ty5o927d6tq1apZPgzW/Pm3atUqze8ZW70S/8w9oczXFRkZmeY1PTn3rFlq1zVz5kxdv35d06dP18aNGzVlyhSNGTNGo0ePttkjOKPPVHoULlxYSUlJKXpommXW95K/v7/Wrl2r+Ph4bdiwQe+9957Onj2r3r17p1jl2RZb9z49Qfv//vc/de3aVVu2bFG3bt30zTff2OxtWqBAAZUoUUK3bt3SxYsXU+w3z59Yvnx5u89ty65du5SYmKjatWtbgsgnmXukPznc3d57sGfPHnXo0EG3b9+2LHJki3mV8dTmhDRvN88d+Ufz58/Xu+++K09PT4WFhaV6nL3nedZ7CgB4doSRAIBnZh4qu3PnznS9rmvXrsqdO7eWLVsmk8mk77//3tID7UnmhQhSW1XUHM7YGsr3R66urvrtt99s7tu/f3+KbU8ukGEv84IfcXFxun///jPVmxFp3a979+5ZhoX+cYGHZ1G4cGH5+/tr6tSpGjJkiO7evauIiAjL/rTuY3o/3wIFCqhy5cq6fv269u7dm64633vvPU2ZMkW//PKL2rRp89R5M0uXLq3u3bsrNDRUJUuW1I4dO9IVWvfu3VsODg5avHixEhISFBERoeLFi1uGbaeHeRVa81DDrGaeAzIyMlLR0dHy8/OzhF9NmzbVxYsX9d133+nu3bt2zxf5tJ6Dae2vWLGiXFxctG/fPpvP1Z9Zrly5Uv0OMX9/xsbGZtr5Tp06JUlWU2CYxcTEpFrDtm3b7OrVmZHvRfNzbisQPHLkiK5cuaLy5cun6BWZUc7OzvL19dW4ceP0+eefy2QyWVY5zypJSUnq1KmToqKi1KdPH82aNcsyj6Ut5oDvye9Ksy1btlgdk1HmZ+Xq1as295u3/3FxpKeJiYnRa6+9pgcPHmj58uU2e0Sa1a5dW87OzoqLi7P0TjRLTk7Wtm3bJNmeqmPGjBkaPny4ypQpo7CwsDRX207rfp45c0YnTpxQqVKl7FqxGwCQtQgjAQDPrF+/fnJyctKYMWN07NixFPsfPXpkM2gqXry4/P39dfjwYc2YMUO//fab2rZtawldzOrVqydvb2/t27cvxeIUUVFRCg0NVdGiRa1WJk5NnTp19Ntvv6VYVGThwoWWkO5JRYoUkYODg86ePfvU9zbz9PSUv7+/zp07p2nTplnt++WXX7RgwQLlzZtXXbp0sfs906NLly5ycnLS/PnzU3weX375pc6fP6+WLVvKw8Pjmc6zZcsWPXjwIMV2cw+nJ+dYNA9ttnUfM/L5mldLHjZsmM0VrtMKGfv166d///vfOnnypNq0aaP4+HjLvjNnzuj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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sliced_df_2018_2020 = df_TSLA_related_tweets['2018-01-01':'2020-01-01']\n",
+    "\n",
+    "plt.figure(figsize=(20, 10))\n",
+    "plt.plot(sliced_df_2018_2020.Adj_scaled)\n",
+    "plt.bar(x= sliced_df_2018_2020.index, height=sliced_df_2018_2020.tweet_interactions_scaled, width=5, color='r', alpha=0.3)\n",
+    "plt.title('evolution of stocks VS. Twitter interactions - 2018-2020')\n",
+    "plt.ylabel('Adjusted close price_scaled')\n",
+    "plt.savefig(f'../DataSets/Twitter_data/2018-2018_Twitter_activity_stock_evolution.png' , dpi=150)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sliced_df_2019_2020 = df_TSLA_related_tweets['2019-04-01':'2019-07-01']\n",
+    "\n",
+    "plt.figure(figsize=(20, 10))\n",
+    "plt.plot(sliced_df_2019_2020.Adj_scaled)\n",
+    "plt.bar(x= sliced_df_2019_2020.index, height=sliced_df_2019_2020.tweet_interactions_scaled, width=5, color='r', alpha=0.3)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1- 2 Focusing on top interactions tweets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this part, we shall focus on the top 200 influential individual tweets in order to measure whether one of those 200 may have had strong impact over the stock price.\n",
+    "\n",
+    "Be it for indivual tweets (cf. df top_200_TSLA_tweets_interactions) or grouped tweets by date (cf. Top_50_TSLA_tweets), all tweets having generated the most interactions are issued on the aforementioned period from 2018 onwards.\n",
+    "\n",
+    "We shall focus on analyzing those tweets in the following part.\n",
+    "The tweets are sorted in a descending order, from the ones having generated the most interactions to the least"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_200_TSLA_tweets_interactions = pd.read_csv('../DataSets/Twitter_data/top_200_TSLA_tweets_interactions.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>text</th>\n",
+       "      <th>retweets</th>\n",
+       "      <th>replies</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "      <th>permalink</th>\n",
+       "      <th>to</th>\n",
+       "      <th>hashtags</th>\n",
+       "      <th>mentions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>Cybertruck pulls F-150 uphill</td>\n",
+       "      <td>116793</td>\n",
+       "      <td>16494</td>\n",
+       "      <td>670614</td>\n",
+       "      <td>803901</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198751258384818176</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2019-11-22</td>\n",
+       "      <td>Nobody *expects* the Cybertruck</td>\n",
+       "      <td>48265</td>\n",
+       "      <td>14548</td>\n",
+       "      <td>438698</td>\n",
+       "      <td>501511</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1197768038415659008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago</td>\n",
+       "      <td>37648</td>\n",
+       "      <td>4488</td>\n",
+       "      <td>366829</td>\n",
+       "      <td>408965</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1222597315023654912</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvement...</td>\n",
+       "      <td>38694</td>\n",
+       "      <td>8478</td>\n",
+       "      <td>328580</td>\n",
+       "      <td>375752</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198090787520598016</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-01-07</td>\n",
+       "      <td>At Tesla Giga Shanghai NSFW!!</td>\n",
+       "      <td>37175</td>\n",
+       "      <td>7420</td>\n",
+       "      <td>306826</td>\n",
+       "      <td>351421</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1214483582363693057</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2019-04-23</td>\n",
+       "      <td>Tesla is going to develop a quiet, electric leafblower</td>\n",
+       "      <td>24939</td>\n",
+       "      <td>10392</td>\n",
+       "      <td>314387</td>\n",
+       "      <td>349718</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1120831425169674240</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>146k Cybertruck orders so far, with 42% choosing dual, 41% tri &amp; 17% single motor</td>\n",
+       "      <td>24714</td>\n",
+       "      <td>7734</td>\n",
+       "      <td>303872</td>\n",
+       "      <td>336320</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198344195317985280</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2019-02-20</td>\n",
+       "      <td>4000 Tesla cars loading in SF for Europe</td>\n",
+       "      <td>17929</td>\n",
+       "      <td>5107</td>\n",
+       "      <td>217917</td>\n",
+       "      <td>240953</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1098009983931707393</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2019-03-30</td>\n",
+       "      <td>Tesla Semi delivering Tesla cars</td>\n",
+       "      <td>16803</td>\n",
+       "      <td>3115</td>\n",
+       "      <td>203911</td>\n",
+       "      <td>223829</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1112106548363292672</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2018-11-29</td>\n",
+       "      <td>You can summon your Tesla from your phone. Only short distances today, but in a few years summon...</td>\n",
+       "      <td>26440</td>\n",
+       "      <td>3364</td>\n",
+       "      <td>183792</td>\n",
+       "      <td>213596</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1067967799547449344</td>\n",
+       "      <td>RodneyHansen</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2019-12-19</td>\n",
+       "      <td>Tesla Moth Mode (better late than never)</td>\n",
+       "      <td>21216</td>\n",
+       "      <td>1329</td>\n",
+       "      <td>190633</td>\n",
+       "      <td>213178</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1207572562466738177</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2019-04-24</td>\n",
+       "      <td>Tesla blows haha</td>\n",
+       "      <td>18694</td>\n",
+       "      <td>1979</td>\n",
+       "      <td>190543</td>\n",
+       "      <td>211216</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1120842338836725760</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2019-05-03</td>\n",
+       "      <td>Changing Tesla horn sound to</td>\n",
+       "      <td>16309</td>\n",
+       "      <td>3899</td>\n",
+       "      <td>184086</td>\n",
+       "      <td>204294</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1124124507273175040</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2018-01-07</td>\n",
+       "      <td>Gonna put an old school drive-in, roller skates &amp; rock restaurant at one of the new Tesla Superc...</td>\n",
+       "      <td>16592</td>\n",
+       "      <td>4430</td>\n",
+       "      <td>181209</td>\n",
+       "      <td>202231</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/949831212326993920</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2018-10-12</td>\n",
+       "      <td>Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Ea...</td>\n",
+       "      <td>26692</td>\n",
+       "      <td>3787</td>\n",
+       "      <td>169664</td>\n",
+       "      <td>200143</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1050809258659344384</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2018-04-18</td>\n",
+       "      <td>Tesla batteries are currently live &amp; delivering power at 662 locations in Puerto Rico. Team is w...</td>\n",
+       "      <td>33313</td>\n",
+       "      <td>2095</td>\n",
+       "      <td>154907</td>\n",
+       "      <td>190315</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/986746909153869824</td>\n",
+       "      <td>nowthisnews</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2019-11-22</td>\n",
+       "      <td>Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at</td>\n",
+       "      <td>17197</td>\n",
+       "      <td>11615</td>\n",
+       "      <td>159333</td>\n",
+       "      <td>188145</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1197986509950861312</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2020-01-01</td>\n",
+       "      <td>Congratulations Tesla &amp; SpaceX on great 2019! You rock!! Looking forward to epic 2020</td>\n",
+       "      <td>8245</td>\n",
+       "      <td>2192</td>\n",
+       "      <td>168096</td>\n",
+       "      <td>178533</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1212264717617639424</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2020-01-12</td>\n",
+       "      <td>Teslas will soon talk to people if you want. This is real.</td>\n",
+       "      <td>14586</td>\n",
+       "      <td>3446</td>\n",
+       "      <td>156577</td>\n",
+       "      <td>174609</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1216198285792358400</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected te...</td>\n",
+       "      <td>8144</td>\n",
+       "      <td>4015</td>\n",
+       "      <td>159615</td>\n",
+       "      <td>171774</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198723473708699648</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2019-12-07</td>\n",
+       "      <td>Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you!</td>\n",
+       "      <td>5559</td>\n",
+       "      <td>4399</td>\n",
+       "      <td>161012</td>\n",
+       "      <td>170970</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1203463366968135680</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2017-12-26</td>\n",
+       "      <td>Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new co...</td>\n",
+       "      <td>12759</td>\n",
+       "      <td>15185</td>\n",
+       "      <td>134409</td>\n",
+       "      <td>162353</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/945712432416137217</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2018-07-01</td>\n",
+       "      <td>7000 cars, 7 days Tesla Team</td>\n",
+       "      <td>12972</td>\n",
+       "      <td>4833</td>\n",
+       "      <td>143059</td>\n",
+       "      <td>160864</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1013519243030253570</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2018-05-22</td>\n",
+       "      <td>Just wanted to say thanks to all Tesla supporters. I damn well love you.</td>\n",
+       "      <td>8920</td>\n",
+       "      <td>4551</td>\n",
+       "      <td>142280</td>\n",
+       "      <td>155751</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/998786412970369024</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2018-11-10</td>\n",
+       "      <td>If Tesla can help people in California wildfire, please let us know. Model S &amp; X have hospital g...</td>\n",
+       "      <td>15199</td>\n",
+       "      <td>2627</td>\n",
+       "      <td>133823</td>\n",
+       "      <td>151649</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1061123924354875393</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>2019-01-27</td>\n",
+       "      <td>Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe)</td>\n",
+       "      <td>3650</td>\n",
+       "      <td>1211</td>\n",
+       "      <td>31193</td>\n",
+       "      <td>36054</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1089354757188120578</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>2018-06-26</td>\n",
+       "      <td>Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field ...</td>\n",
+       "      <td>2378</td>\n",
+       "      <td>2237</td>\n",
+       "      <td>31383</td>\n",
+       "      <td>35998</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1011724688706318337</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>2018-10-31</td>\n",
+       "      <td>For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready ...</td>\n",
+       "      <td>3438</td>\n",
+       "      <td>579</td>\n",
+       "      <td>31570</td>\n",
+       "      <td>35587</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1057690425710891009</td>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>2018-11-19</td>\n",
+       "      <td>Adding functionality to Tesla phone app allowing owners to request service for top issues with 1...</td>\n",
+       "      <td>2418</td>\n",
+       "      <td>594</td>\n",
+       "      <td>32043</td>\n",
+       "      <td>35055</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1064524270984867840</td>\n",
+       "      <td>cjk7216</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>2019-01-17</td>\n",
+       "      <td>The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Te...</td>\n",
+       "      <td>2121</td>\n",
+       "      <td>1775</td>\n",
+       "      <td>30812</td>\n",
+       "      <td>34708</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1085771520058679297</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>2018-10-09</td>\n",
+       "      <td>A reminder of why it’s important to accelerate advent of cars powered by electricity made from s...</td>\n",
+       "      <td>5891</td>\n",
+       "      <td>1096</td>\n",
+       "      <td>27679</td>\n",
+       "      <td>34666</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1049679307839131648</td>\n",
+       "      <td>IPCC_CH</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>2019-03-03</td>\n",
+       "      <td>Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more &amp; have slig...</td>\n",
+       "      <td>1972</td>\n",
+       "      <td>688</td>\n",
+       "      <td>31507</td>\n",
+       "      <td>34167</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1102338251497431040</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>182</th>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>Riding in the Cybertruck</td>\n",
+       "      <td>1661</td>\n",
+       "      <td>879</td>\n",
+       "      <td>31545</td>\n",
+       "      <td>34085</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198094738739486720</td>\n",
+       "      <td>Teslarati</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>2016-07-21</td>\n",
+       "      <td>Tesla Master Plan, Part Deux</td>\n",
+       "      <td>11723</td>\n",
+       "      <td>1210</td>\n",
+       "      <td>21080</td>\n",
+       "      <td>34013</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/755929747763245061</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>184</th>\n",
+       "      <td>2018-09-12</td>\n",
+       "      <td>Due to a large increase in vehicle delivery volume in North America, Tesla customers may experie...</td>\n",
+       "      <td>1583</td>\n",
+       "      <td>1406</td>\n",
+       "      <td>30934</td>\n",
+       "      <td>33923</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1039982911322087429</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>185</th>\n",
+       "      <td>2018-11-19</td>\n",
+       "      <td>Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to...</td>\n",
+       "      <td>2235</td>\n",
+       "      <td>823</td>\n",
+       "      <td>30709</td>\n",
+       "      <td>33767</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1064656745635569664</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>2018-09-28</td>\n",
+       "      <td>Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environme...</td>\n",
+       "      <td>1935</td>\n",
+       "      <td>1118</td>\n",
+       "      <td>30563</td>\n",
+       "      <td>33616</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1045786144422543361</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>187</th>\n",
+       "      <td>2019-03-16</td>\n",
+       "      <td>To be clear, orders are fully refundable, even after you’ve had your Tesla for a week</td>\n",
+       "      <td>1066</td>\n",
+       "      <td>916</td>\n",
+       "      <td>31127</td>\n",
+       "      <td>33109</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1107029046095810561</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>2019-02-08</td>\n",
+       "      <td>Joe Rogan describes Tesla for 4 mins &amp; 20 secs</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>862</td>\n",
+       "      <td>29636</td>\n",
+       "      <td>32915</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1094004442708525056</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>2019-03-01</td>\n",
+       "      <td>Exact Tesla Model 3 in my profile pic costs $35k before incentives &amp; takes 1 minute to buy onlin...</td>\n",
+       "      <td>2910</td>\n",
+       "      <td>1716</td>\n",
+       "      <td>28220</td>\n",
+       "      <td>32846</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1101289621537808384</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>2019-10-23</td>\n",
+       "      <td>Super proud of Tesla team for great execution &amp; support of Tesla customers greatly appreciated!!</td>\n",
+       "      <td>1274</td>\n",
+       "      <td>628</td>\n",
+       "      <td>30784</td>\n",
+       "      <td>32686</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1187114871231377408</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>2018-04-04</td>\n",
+       "      <td>Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on cen...</td>\n",
+       "      <td>2158</td>\n",
+       "      <td>1053</td>\n",
+       "      <td>29402</td>\n",
+       "      <td>32613</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/981581215344939008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>2018-10-08</td>\n",
+       "      <td>The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight...</td>\n",
+       "      <td>3198</td>\n",
+       "      <td>941</td>\n",
+       "      <td>28243</td>\n",
+       "      <td>32382</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1049324111367815169</td>\n",
+       "      <td>Tesla</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>2016-10-20</td>\n",
+       "      <td>Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds...</td>\n",
+       "      <td>12325</td>\n",
+       "      <td>911</td>\n",
+       "      <td>19019</td>\n",
+       "      <td>32255</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/789019145853513729</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>2019-03-03</td>\n",
+       "      <td>Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.</td>\n",
+       "      <td>2629</td>\n",
+       "      <td>504</td>\n",
+       "      <td>28613</td>\n",
+       "      <td>31746</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1102147486909526017</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>@Space_Station</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>2019-10-10</td>\n",
+       "      <td>All Tesla Supercharger stations in regions affected by California power outages will have Tesla ...</td>\n",
+       "      <td>1654</td>\n",
+       "      <td>653</td>\n",
+       "      <td>28778</td>\n",
+       "      <td>31085</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1182089226826813440</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>2019-07-01</td>\n",
+       "      <td>Yep, order online at http://Tesla.com in 2 mins &amp;amp; car delivered direct to home</td>\n",
+       "      <td>1850</td>\n",
+       "      <td>1105</td>\n",
+       "      <td>28061</td>\n",
+       "      <td>31016</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1145805587969478657</td>\n",
+       "      <td>gursel_mutlu</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>2019-10-28</td>\n",
+       "      <td>Unfortunately, it’s hard to google Tesla solar links due to tons of ads &amp; SEO. Go to http://tesl...</td>\n",
+       "      <td>1912</td>\n",
+       "      <td>1206</td>\n",
+       "      <td>27794</td>\n",
+       "      <td>30912</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1188889708266315776</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>2017-05-22</td>\n",
+       "      <td>Excited about the Tesla Autopilot software release rolling out next month. New control algorithm...</td>\n",
+       "      <td>4230</td>\n",
+       "      <td>871</td>\n",
+       "      <td>25510</td>\n",
+       "      <td>30611</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/866470387248316416</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>2018-10-05</td>\n",
+       "      <td>Tesla owners can refer someone to buy a Tesla &amp; get any image they want laser etched in glass &amp; ...</td>\n",
+       "      <td>3295</td>\n",
+       "      <td>1375</td>\n",
+       "      <td>25609</td>\n",
+       "      <td>30279</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1048114562694696966</td>\n",
+       "      <td>Teslarati</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>200 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date  \\\n",
+       "0    2019-11-24   \n",
+       "1    2019-11-22   \n",
+       "2    2020-01-29   \n",
+       "3    2019-11-23   \n",
+       "4    2020-01-07   \n",
+       "5    2019-04-23   \n",
+       "6    2019-11-23   \n",
+       "7    2019-02-20   \n",
+       "8    2019-03-30   \n",
+       "9    2018-11-29   \n",
+       "10   2019-12-19   \n",
+       "11   2019-04-24   \n",
+       "12   2019-05-03   \n",
+       "13   2018-01-07   \n",
+       "14   2018-10-12   \n",
+       "15   2018-04-18   \n",
+       "16   2019-11-22   \n",
+       "17   2020-01-01   \n",
+       "18   2020-01-12   \n",
+       "19   2019-11-24   \n",
+       "20   2019-12-07   \n",
+       "21   2017-12-26   \n",
+       "22   2018-07-01   \n",
+       "23   2018-05-22   \n",
+       "24   2018-11-10   \n",
+       "..          ...   \n",
+       "175  2019-01-27   \n",
+       "176  2018-06-26   \n",
+       "177  2018-10-31   \n",
+       "178  2018-11-19   \n",
+       "179  2019-01-17   \n",
+       "180  2018-10-09   \n",
+       "181  2019-03-03   \n",
+       "182  2019-11-23   \n",
+       "183  2016-07-21   \n",
+       "184  2018-09-12   \n",
+       "185  2018-11-19   \n",
+       "186  2018-09-28   \n",
+       "187  2019-03-16   \n",
+       "188  2019-02-08   \n",
+       "189  2019-03-01   \n",
+       "190  2019-10-23   \n",
+       "191  2018-04-04   \n",
+       "192  2018-10-08   \n",
+       "193  2016-10-20   \n",
+       "194  2019-03-03   \n",
+       "195  2019-10-10   \n",
+       "196  2019-07-01   \n",
+       "197  2019-10-28   \n",
+       "198  2017-05-22   \n",
+       "199  2018-10-05   \n",
+       "\n",
+       "                                                                                                    text  \\\n",
+       "0                                                                          Cybertruck pulls F-150 uphill   \n",
+       "1                                                                        Nobody *expects* the Cybertruck   \n",
+       "2                              A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago   \n",
+       "3    Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvement...   \n",
+       "4                                                                          At Tesla Giga Shanghai NSFW!!   \n",
+       "5                                                 Tesla is going to develop a quiet, electric leafblower   \n",
+       "6                      146k Cybertruck orders so far, with 42% choosing dual, 41% tri & 17% single motor   \n",
+       "7                                                               4000 Tesla cars loading in SF for Europe   \n",
+       "8                                                                       Tesla Semi delivering Tesla cars   \n",
+       "9    You can summon your Tesla from your phone. Only short distances today, but in a few years summon...   \n",
+       "10                                                              Tesla Moth Mode (better late than never)   \n",
+       "11                                                                                      Tesla blows haha   \n",
+       "12                                                                         Changing Tesla horn sound to    \n",
+       "13   Gonna put an old school drive-in, roller skates & rock restaurant at one of the new Tesla Superc...   \n",
+       "14   Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Ea...   \n",
+       "15   Tesla batteries are currently live & delivering power at 662 locations in Puerto Rico. Team is w...   \n",
+       "16                     Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at   \n",
+       "17                Congratulations Tesla & SpaceX on great 2019! You rock!! Looking forward to epic 2020    \n",
+       "18                                            Teslas will soon talk to people if you want. This is real.   \n",
+       "19   Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected te...   \n",
+       "20             Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you!    \n",
+       "21   Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new co...   \n",
+       "22                                                                         7000 cars, 7 days Tesla Team    \n",
+       "23                              Just wanted to say thanks to all Tesla supporters. I damn well love you.   \n",
+       "24   If Tesla can help people in California wildfire, please let us know. Model S & X have hospital g...   \n",
+       "..                                                                                                   ...   \n",
+       "175         Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe)   \n",
+       "176  Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field ...   \n",
+       "177  For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready ...   \n",
+       "178  Adding functionality to Tesla phone app allowing owners to request service for top issues with 1...   \n",
+       "179  The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Te...   \n",
+       "180  A reminder of why it’s important to accelerate advent of cars powered by electricity made from s...   \n",
+       "181  Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more & have slig...   \n",
+       "182                                                                             Riding in the Cybertruck   \n",
+       "183                                                                         Tesla Master Plan, Part Deux   \n",
+       "184  Due to a large increase in vehicle delivery volume in North America, Tesla customers may experie...   \n",
+       "185  Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to...   \n",
+       "186  Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environme...   \n",
+       "187                To be clear, orders are fully refundable, even after you’ve had your Tesla for a week   \n",
+       "188                                                       Joe Rogan describes Tesla for 4 mins & 20 secs   \n",
+       "189  Exact Tesla Model 3 in my profile pic costs $35k before incentives & takes 1 minute to buy onlin...   \n",
+       "190     Super proud of Tesla team for great execution & support of Tesla customers greatly appreciated!!   \n",
+       "191  Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on cen...   \n",
+       "192  The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight...   \n",
+       "193  Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds...   \n",
+       "194        Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.   \n",
+       "195  All Tesla Supercharger stations in regions affected by California power outages will have Tesla ...   \n",
+       "196                   Yep, order online at http://Tesla.com in 2 mins &amp; car delivered direct to home   \n",
+       "197  Unfortunately, it’s hard to google Tesla solar links due to tons of ads & SEO. Go to http://tesl...   \n",
+       "198  Excited about the Tesla Autopilot software release rolling out next month. New control algorithm...   \n",
+       "199  Tesla owners can refer someone to buy a Tesla & get any image they want laser etched in glass & ...   \n",
+       "\n",
+       "     retweets  replies  favorites  tweet_interactions  \\\n",
+       "0      116793    16494     670614              803901   \n",
+       "1       48265    14548     438698              501511   \n",
+       "2       37648     4488     366829              408965   \n",
+       "3       38694     8478     328580              375752   \n",
+       "4       37175     7420     306826              351421   \n",
+       "5       24939    10392     314387              349718   \n",
+       "6       24714     7734     303872              336320   \n",
+       "7       17929     5107     217917              240953   \n",
+       "8       16803     3115     203911              223829   \n",
+       "9       26440     3364     183792              213596   \n",
+       "10      21216     1329     190633              213178   \n",
+       "11      18694     1979     190543              211216   \n",
+       "12      16309     3899     184086              204294   \n",
+       "13      16592     4430     181209              202231   \n",
+       "14      26692     3787     169664              200143   \n",
+       "15      33313     2095     154907              190315   \n",
+       "16      17197    11615     159333              188145   \n",
+       "17       8245     2192     168096              178533   \n",
+       "18      14586     3446     156577              174609   \n",
+       "19       8144     4015     159615              171774   \n",
+       "20       5559     4399     161012              170970   \n",
+       "21      12759    15185     134409              162353   \n",
+       "22      12972     4833     143059              160864   \n",
+       "23       8920     4551     142280              155751   \n",
+       "24      15199     2627     133823              151649   \n",
+       "..        ...      ...        ...                 ...   \n",
+       "175      3650     1211      31193               36054   \n",
+       "176      2378     2237      31383               35998   \n",
+       "177      3438      579      31570               35587   \n",
+       "178      2418      594      32043               35055   \n",
+       "179      2121     1775      30812               34708   \n",
+       "180      5891     1096      27679               34666   \n",
+       "181      1972      688      31507               34167   \n",
+       "182      1661      879      31545               34085   \n",
+       "183     11723     1210      21080               34013   \n",
+       "184      1583     1406      30934               33923   \n",
+       "185      2235      823      30709               33767   \n",
+       "186      1935     1118      30563               33616   \n",
+       "187      1066      916      31127               33109   \n",
+       "188      2417      862      29636               32915   \n",
+       "189      2910     1716      28220               32846   \n",
+       "190      1274      628      30784               32686   \n",
+       "191      2158     1053      29402               32613   \n",
+       "192      3198      941      28243               32382   \n",
+       "193     12325      911      19019               32255   \n",
+       "194      2629      504      28613               31746   \n",
+       "195      1654      653      28778               31085   \n",
+       "196      1850     1105      28061               31016   \n",
+       "197      1912     1206      27794               30912   \n",
+       "198      4230      871      25510               30611   \n",
+       "199      3295     1375      25609               30279   \n",
+       "\n",
+       "                                                   permalink            to  \\\n",
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+       "..                                                       ...           ...   \n",
+       "175  https://twitter.com/elonmusk/status/1089354757188120578           NaN   \n",
+       "176  https://twitter.com/elonmusk/status/1011724688706318337           NaN   \n",
+       "177  https://twitter.com/elonmusk/status/1057690425710891009      elonmusk   \n",
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+       "179  https://twitter.com/elonmusk/status/1085771520058679297           NaN   \n",
+       "180  https://twitter.com/elonmusk/status/1049679307839131648       IPCC_CH   \n",
+       "181  https://twitter.com/elonmusk/status/1102338251497431040           NaN   \n",
+       "182  https://twitter.com/elonmusk/status/1198094738739486720     Teslarati   \n",
+       "183   https://twitter.com/elonmusk/status/755929747763245061           NaN   \n",
+       "184  https://twitter.com/elonmusk/status/1039982911322087429           NaN   \n",
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+       "189  https://twitter.com/elonmusk/status/1101289621537808384           NaN   \n",
+       "190  https://twitter.com/elonmusk/status/1187114871231377408           NaN   \n",
+       "191   https://twitter.com/elonmusk/status/981581215344939008           NaN   \n",
+       "192  https://twitter.com/elonmusk/status/1049324111367815169         Tesla   \n",
+       "193   https://twitter.com/elonmusk/status/789019145853513729           NaN   \n",
+       "194  https://twitter.com/elonmusk/status/1102147486909526017           NaN   \n",
+       "195  https://twitter.com/elonmusk/status/1182089226826813440           NaN   \n",
+       "196  https://twitter.com/elonmusk/status/1145805587969478657  gursel_mutlu   \n",
+       "197  https://twitter.com/elonmusk/status/1188889708266315776           NaN   \n",
+       "198   https://twitter.com/elonmusk/status/866470387248316416           NaN   \n",
+       "199  https://twitter.com/elonmusk/status/1048114562694696966     Teslarati   \n",
+       "\n",
+       "     hashtags        mentions  \n",
+       "0         NaN             NaN  \n",
+       "1         NaN             NaN  \n",
+       "2         NaN             NaN  \n",
+       "3         NaN             NaN  \n",
+       "4         NaN             NaN  \n",
+       "5         NaN             NaN  \n",
+       "6         NaN             NaN  \n",
+       "7         NaN             NaN  \n",
+       "8         NaN             NaN  \n",
+       "9         NaN             NaN  \n",
+       "10        NaN             NaN  \n",
+       "11        NaN             NaN  \n",
+       "12        NaN             NaN  \n",
+       "13        NaN             NaN  \n",
+       "14        NaN             NaN  \n",
+       "15        NaN             NaN  \n",
+       "16        NaN             NaN  \n",
+       "17        NaN             NaN  \n",
+       "18        NaN             NaN  \n",
+       "19        NaN             NaN  \n",
+       "20        NaN             NaN  \n",
+       "21        NaN             NaN  \n",
+       "22        NaN             NaN  \n",
+       "23        NaN             NaN  \n",
+       "24        NaN             NaN  \n",
+       "..        ...             ...  \n",
+       "175       NaN             NaN  \n",
+       "176       NaN             NaN  \n",
+       "177       NaN             NaN  \n",
+       "178       NaN             NaN  \n",
+       "179       NaN             NaN  \n",
+       "180       NaN             NaN  \n",
+       "181       NaN             NaN  \n",
+       "182       NaN             NaN  \n",
+       "183       NaN             NaN  \n",
+       "184       NaN             NaN  \n",
+       "185       NaN             NaN  \n",
+       "186       NaN             NaN  \n",
+       "187       NaN             NaN  \n",
+       "188       NaN             NaN  \n",
+       "189       NaN             NaN  \n",
+       "190       NaN             NaN  \n",
+       "191       NaN             NaN  \n",
+       "192       NaN             NaN  \n",
+       "193       NaN             NaN  \n",
+       "194       NaN  @Space_Station  \n",
+       "195       NaN             NaN  \n",
+       "196       NaN             NaN  \n",
+       "197       NaN             NaN  \n",
+       "198       NaN             NaN  \n",
+       "199       NaN             NaN  \n",
+       "\n",
+       "[200 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 177,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_200_TSLA_tweets_interactions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###### Creating a Time Delta column"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating a timedelta +-5 days surrounding a tweet in order to check the evolution of the average stock following several tweet anouncment \n",
+    "\n",
+    "New column added to the dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_200_TSLA_tweets_interactions.dtypes\n",
+    "\n",
+    "# Converting Date column to datetime\n",
+    "top_200_TSLA_tweets_interactions['date'] = pd.to_datetime(top_200_TSLA_tweets_interactions['date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_200_TSLA_tweets_interactions.reset_index(drop=False , inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>date</th>\n",
+       "      <th>text</th>\n",
+       "      <th>retweets</th>\n",
+       "      <th>replies</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "      <th>permalink</th>\n",
+       "      <th>to</th>\n",
+       "      <th>hashtags</th>\n",
+       "      <th>mentions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>Cybertruck pulls F-150 uphill</td>\n",
+       "      <td>116793</td>\n",
+       "      <td>16494</td>\n",
+       "      <td>670614</td>\n",
+       "      <td>803901</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198751258384818176</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2019-11-22</td>\n",
+       "      <td>Nobody *expects* the Cybertruck</td>\n",
+       "      <td>48265</td>\n",
+       "      <td>14548</td>\n",
+       "      <td>438698</td>\n",
+       "      <td>501511</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1197768038415659008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago</td>\n",
+       "      <td>37648</td>\n",
+       "      <td>4488</td>\n",
+       "      <td>366829</td>\n",
+       "      <td>408965</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1222597315023654912</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvement...</td>\n",
+       "      <td>38694</td>\n",
+       "      <td>8478</td>\n",
+       "      <td>328580</td>\n",
+       "      <td>375752</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198090787520598016</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2020-01-07</td>\n",
+       "      <td>At Tesla Giga Shanghai NSFW!!</td>\n",
+       "      <td>37175</td>\n",
+       "      <td>7420</td>\n",
+       "      <td>306826</td>\n",
+       "      <td>351421</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1214483582363693057</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>2019-04-23</td>\n",
+       "      <td>Tesla is going to develop a quiet, electric leafblower</td>\n",
+       "      <td>24939</td>\n",
+       "      <td>10392</td>\n",
+       "      <td>314387</td>\n",
+       "      <td>349718</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1120831425169674240</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>6</td>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>146k Cybertruck orders so far, with 42% choosing dual, 41% tri &amp; 17% single motor</td>\n",
+       "      <td>24714</td>\n",
+       "      <td>7734</td>\n",
+       "      <td>303872</td>\n",
+       "      <td>336320</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198344195317985280</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7</td>\n",
+       "      <td>2019-02-20</td>\n",
+       "      <td>4000 Tesla cars loading in SF for Europe</td>\n",
+       "      <td>17929</td>\n",
+       "      <td>5107</td>\n",
+       "      <td>217917</td>\n",
+       "      <td>240953</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1098009983931707393</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8</td>\n",
+       "      <td>2019-03-30</td>\n",
+       "      <td>Tesla Semi delivering Tesla cars</td>\n",
+       "      <td>16803</td>\n",
+       "      <td>3115</td>\n",
+       "      <td>203911</td>\n",
+       "      <td>223829</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1112106548363292672</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>9</td>\n",
+       "      <td>2018-11-29</td>\n",
+       "      <td>You can summon your Tesla from your phone. Only short distances today, but in a few years summon...</td>\n",
+       "      <td>26440</td>\n",
+       "      <td>3364</td>\n",
+       "      <td>183792</td>\n",
+       "      <td>213596</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1067967799547449344</td>\n",
+       "      <td>RodneyHansen</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2019-12-19</td>\n",
+       "      <td>Tesla Moth Mode (better late than never)</td>\n",
+       "      <td>21216</td>\n",
+       "      <td>1329</td>\n",
+       "      <td>190633</td>\n",
+       "      <td>213178</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1207572562466738177</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>11</td>\n",
+       "      <td>2019-04-24</td>\n",
+       "      <td>Tesla blows haha</td>\n",
+       "      <td>18694</td>\n",
+       "      <td>1979</td>\n",
+       "      <td>190543</td>\n",
+       "      <td>211216</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1120842338836725760</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>12</td>\n",
+       "      <td>2019-05-03</td>\n",
+       "      <td>Changing Tesla horn sound to</td>\n",
+       "      <td>16309</td>\n",
+       "      <td>3899</td>\n",
+       "      <td>184086</td>\n",
+       "      <td>204294</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1124124507273175040</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>13</td>\n",
+       "      <td>2018-01-07</td>\n",
+       "      <td>Gonna put an old school drive-in, roller skates &amp; rock restaurant at one of the new Tesla Superc...</td>\n",
+       "      <td>16592</td>\n",
+       "      <td>4430</td>\n",
+       "      <td>181209</td>\n",
+       "      <td>202231</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/949831212326993920</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>14</td>\n",
+       "      <td>2018-10-12</td>\n",
+       "      <td>Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Ea...</td>\n",
+       "      <td>26692</td>\n",
+       "      <td>3787</td>\n",
+       "      <td>169664</td>\n",
+       "      <td>200143</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1050809258659344384</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>15</td>\n",
+       "      <td>2018-04-18</td>\n",
+       "      <td>Tesla batteries are currently live &amp; delivering power at 662 locations in Puerto Rico. Team is w...</td>\n",
+       "      <td>33313</td>\n",
+       "      <td>2095</td>\n",
+       "      <td>154907</td>\n",
+       "      <td>190315</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/986746909153869824</td>\n",
+       "      <td>nowthisnews</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>16</td>\n",
+       "      <td>2019-11-22</td>\n",
+       "      <td>Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at</td>\n",
+       "      <td>17197</td>\n",
+       "      <td>11615</td>\n",
+       "      <td>159333</td>\n",
+       "      <td>188145</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1197986509950861312</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>17</td>\n",
+       "      <td>2020-01-01</td>\n",
+       "      <td>Congratulations Tesla &amp; SpaceX on great 2019! You rock!! Looking forward to epic 2020</td>\n",
+       "      <td>8245</td>\n",
+       "      <td>2192</td>\n",
+       "      <td>168096</td>\n",
+       "      <td>178533</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1212264717617639424</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>18</td>\n",
+       "      <td>2020-01-12</td>\n",
+       "      <td>Teslas will soon talk to people if you want. This is real.</td>\n",
+       "      <td>14586</td>\n",
+       "      <td>3446</td>\n",
+       "      <td>156577</td>\n",
+       "      <td>174609</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1216198285792358400</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>19</td>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected te...</td>\n",
+       "      <td>8144</td>\n",
+       "      <td>4015</td>\n",
+       "      <td>159615</td>\n",
+       "      <td>171774</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198723473708699648</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>20</td>\n",
+       "      <td>2019-12-07</td>\n",
+       "      <td>Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you!</td>\n",
+       "      <td>5559</td>\n",
+       "      <td>4399</td>\n",
+       "      <td>161012</td>\n",
+       "      <td>170970</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1203463366968135680</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>21</td>\n",
+       "      <td>2017-12-26</td>\n",
+       "      <td>Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new co...</td>\n",
+       "      <td>12759</td>\n",
+       "      <td>15185</td>\n",
+       "      <td>134409</td>\n",
+       "      <td>162353</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/945712432416137217</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>22</td>\n",
+       "      <td>2018-07-01</td>\n",
+       "      <td>7000 cars, 7 days Tesla Team</td>\n",
+       "      <td>12972</td>\n",
+       "      <td>4833</td>\n",
+       "      <td>143059</td>\n",
+       "      <td>160864</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1013519243030253570</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>23</td>\n",
+       "      <td>2018-05-22</td>\n",
+       "      <td>Just wanted to say thanks to all Tesla supporters. I damn well love you.</td>\n",
+       "      <td>8920</td>\n",
+       "      <td>4551</td>\n",
+       "      <td>142280</td>\n",
+       "      <td>155751</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/998786412970369024</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>24</td>\n",
+       "      <td>2018-11-10</td>\n",
+       "      <td>If Tesla can help people in California wildfire, please let us know. Model S &amp; X have hospital g...</td>\n",
+       "      <td>15199</td>\n",
+       "      <td>2627</td>\n",
+       "      <td>133823</td>\n",
+       "      <td>151649</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1061123924354875393</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2019-01-27</td>\n",
+       "      <td>Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe)</td>\n",
+       "      <td>3650</td>\n",
+       "      <td>1211</td>\n",
+       "      <td>31193</td>\n",
+       "      <td>36054</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1089354757188120578</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2018-06-26</td>\n",
+       "      <td>Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field ...</td>\n",
+       "      <td>2378</td>\n",
+       "      <td>2237</td>\n",
+       "      <td>31383</td>\n",
+       "      <td>35998</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1011724688706318337</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2018-10-31</td>\n",
+       "      <td>For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready ...</td>\n",
+       "      <td>3438</td>\n",
+       "      <td>579</td>\n",
+       "      <td>31570</td>\n",
+       "      <td>35587</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1057690425710891009</td>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2018-11-19</td>\n",
+       "      <td>Adding functionality to Tesla phone app allowing owners to request service for top issues with 1...</td>\n",
+       "      <td>2418</td>\n",
+       "      <td>594</td>\n",
+       "      <td>32043</td>\n",
+       "      <td>35055</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1064524270984867840</td>\n",
+       "      <td>cjk7216</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>179</td>\n",
+       "      <td>2019-01-17</td>\n",
+       "      <td>The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Te...</td>\n",
+       "      <td>2121</td>\n",
+       "      <td>1775</td>\n",
+       "      <td>30812</td>\n",
+       "      <td>34708</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1085771520058679297</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>180</td>\n",
+       "      <td>2018-10-09</td>\n",
+       "      <td>A reminder of why it’s important to accelerate advent of cars powered by electricity made from s...</td>\n",
+       "      <td>5891</td>\n",
+       "      <td>1096</td>\n",
+       "      <td>27679</td>\n",
+       "      <td>34666</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1049679307839131648</td>\n",
+       "      <td>IPCC_CH</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>181</td>\n",
+       "      <td>2019-03-03</td>\n",
+       "      <td>Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more &amp; have slig...</td>\n",
+       "      <td>1972</td>\n",
+       "      <td>688</td>\n",
+       "      <td>31507</td>\n",
+       "      <td>34167</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1102338251497431040</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>182</th>\n",
+       "      <td>182</td>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>Riding in the Cybertruck</td>\n",
+       "      <td>1661</td>\n",
+       "      <td>879</td>\n",
+       "      <td>31545</td>\n",
+       "      <td>34085</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198094738739486720</td>\n",
+       "      <td>Teslarati</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>183</td>\n",
+       "      <td>2016-07-21</td>\n",
+       "      <td>Tesla Master Plan, Part Deux</td>\n",
+       "      <td>11723</td>\n",
+       "      <td>1210</td>\n",
+       "      <td>21080</td>\n",
+       "      <td>34013</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/755929747763245061</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>184</th>\n",
+       "      <td>184</td>\n",
+       "      <td>2018-09-12</td>\n",
+       "      <td>Due to a large increase in vehicle delivery volume in North America, Tesla customers may experie...</td>\n",
+       "      <td>1583</td>\n",
+       "      <td>1406</td>\n",
+       "      <td>30934</td>\n",
+       "      <td>33923</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1039982911322087429</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>185</th>\n",
+       "      <td>185</td>\n",
+       "      <td>2018-11-19</td>\n",
+       "      <td>Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to...</td>\n",
+       "      <td>2235</td>\n",
+       "      <td>823</td>\n",
+       "      <td>30709</td>\n",
+       "      <td>33767</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1064656745635569664</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>186</td>\n",
+       "      <td>2018-09-28</td>\n",
+       "      <td>Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environme...</td>\n",
+       "      <td>1935</td>\n",
+       "      <td>1118</td>\n",
+       "      <td>30563</td>\n",
+       "      <td>33616</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1045786144422543361</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>187</th>\n",
+       "      <td>187</td>\n",
+       "      <td>2019-03-16</td>\n",
+       "      <td>To be clear, orders are fully refundable, even after you’ve had your Tesla for a week</td>\n",
+       "      <td>1066</td>\n",
+       "      <td>916</td>\n",
+       "      <td>31127</td>\n",
+       "      <td>33109</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1107029046095810561</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>188</td>\n",
+       "      <td>2019-02-08</td>\n",
+       "      <td>Joe Rogan describes Tesla for 4 mins &amp; 20 secs</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>862</td>\n",
+       "      <td>29636</td>\n",
+       "      <td>32915</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1094004442708525056</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>189</td>\n",
+       "      <td>2019-03-01</td>\n",
+       "      <td>Exact Tesla Model 3 in my profile pic costs $35k before incentives &amp; takes 1 minute to buy onlin...</td>\n",
+       "      <td>2910</td>\n",
+       "      <td>1716</td>\n",
+       "      <td>28220</td>\n",
+       "      <td>32846</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1101289621537808384</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>190</td>\n",
+       "      <td>2019-10-23</td>\n",
+       "      <td>Super proud of Tesla team for great execution &amp; support of Tesla customers greatly appreciated!!</td>\n",
+       "      <td>1274</td>\n",
+       "      <td>628</td>\n",
+       "      <td>30784</td>\n",
+       "      <td>32686</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1187114871231377408</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>191</td>\n",
+       "      <td>2018-04-04</td>\n",
+       "      <td>Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on cen...</td>\n",
+       "      <td>2158</td>\n",
+       "      <td>1053</td>\n",
+       "      <td>29402</td>\n",
+       "      <td>32613</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/981581215344939008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>192</td>\n",
+       "      <td>2018-10-08</td>\n",
+       "      <td>The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight...</td>\n",
+       "      <td>3198</td>\n",
+       "      <td>941</td>\n",
+       "      <td>28243</td>\n",
+       "      <td>32382</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1049324111367815169</td>\n",
+       "      <td>Tesla</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>193</td>\n",
+       "      <td>2016-10-20</td>\n",
+       "      <td>Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds...</td>\n",
+       "      <td>12325</td>\n",
+       "      <td>911</td>\n",
+       "      <td>19019</td>\n",
+       "      <td>32255</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/789019145853513729</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>194</td>\n",
+       "      <td>2019-03-03</td>\n",
+       "      <td>Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.</td>\n",
+       "      <td>2629</td>\n",
+       "      <td>504</td>\n",
+       "      <td>28613</td>\n",
+       "      <td>31746</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1102147486909526017</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>@Space_Station</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>195</td>\n",
+       "      <td>2019-10-10</td>\n",
+       "      <td>All Tesla Supercharger stations in regions affected by California power outages will have Tesla ...</td>\n",
+       "      <td>1654</td>\n",
+       "      <td>653</td>\n",
+       "      <td>28778</td>\n",
+       "      <td>31085</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1182089226826813440</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>196</td>\n",
+       "      <td>2019-07-01</td>\n",
+       "      <td>Yep, order online at http://Tesla.com in 2 mins &amp;amp; car delivered direct to home</td>\n",
+       "      <td>1850</td>\n",
+       "      <td>1105</td>\n",
+       "      <td>28061</td>\n",
+       "      <td>31016</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1145805587969478657</td>\n",
+       "      <td>gursel_mutlu</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>197</td>\n",
+       "      <td>2019-10-28</td>\n",
+       "      <td>Unfortunately, it’s hard to google Tesla solar links due to tons of ads &amp; SEO. Go to http://tesl...</td>\n",
+       "      <td>1912</td>\n",
+       "      <td>1206</td>\n",
+       "      <td>27794</td>\n",
+       "      <td>30912</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1188889708266315776</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>198</td>\n",
+       "      <td>2017-05-22</td>\n",
+       "      <td>Excited about the Tesla Autopilot software release rolling out next month. New control algorithm...</td>\n",
+       "      <td>4230</td>\n",
+       "      <td>871</td>\n",
+       "      <td>25510</td>\n",
+       "      <td>30611</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/866470387248316416</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>199</td>\n",
+       "      <td>2018-10-05</td>\n",
+       "      <td>Tesla owners can refer someone to buy a Tesla &amp; get any image they want laser etched in glass &amp; ...</td>\n",
+       "      <td>3295</td>\n",
+       "      <td>1375</td>\n",
+       "      <td>25609</td>\n",
+       "      <td>30279</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1048114562694696966</td>\n",
+       "      <td>Teslarati</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>200 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     index       date  \\\n",
+       "0        0 2019-11-24   \n",
+       "1        1 2019-11-22   \n",
+       "2        2 2020-01-29   \n",
+       "3        3 2019-11-23   \n",
+       "4        4 2020-01-07   \n",
+       "5        5 2019-04-23   \n",
+       "6        6 2019-11-23   \n",
+       "7        7 2019-02-20   \n",
+       "8        8 2019-03-30   \n",
+       "9        9 2018-11-29   \n",
+       "10      10 2019-12-19   \n",
+       "11      11 2019-04-24   \n",
+       "12      12 2019-05-03   \n",
+       "13      13 2018-01-07   \n",
+       "14      14 2018-10-12   \n",
+       "15      15 2018-04-18   \n",
+       "16      16 2019-11-22   \n",
+       "17      17 2020-01-01   \n",
+       "18      18 2020-01-12   \n",
+       "19      19 2019-11-24   \n",
+       "20      20 2019-12-07   \n",
+       "21      21 2017-12-26   \n",
+       "22      22 2018-07-01   \n",
+       "23      23 2018-05-22   \n",
+       "24      24 2018-11-10   \n",
+       "..     ...        ...   \n",
+       "175    175 2019-01-27   \n",
+       "176    176 2018-06-26   \n",
+       "177    177 2018-10-31   \n",
+       "178    178 2018-11-19   \n",
+       "179    179 2019-01-17   \n",
+       "180    180 2018-10-09   \n",
+       "181    181 2019-03-03   \n",
+       "182    182 2019-11-23   \n",
+       "183    183 2016-07-21   \n",
+       "184    184 2018-09-12   \n",
+       "185    185 2018-11-19   \n",
+       "186    186 2018-09-28   \n",
+       "187    187 2019-03-16   \n",
+       "188    188 2019-02-08   \n",
+       "189    189 2019-03-01   \n",
+       "190    190 2019-10-23   \n",
+       "191    191 2018-04-04   \n",
+       "192    192 2018-10-08   \n",
+       "193    193 2016-10-20   \n",
+       "194    194 2019-03-03   \n",
+       "195    195 2019-10-10   \n",
+       "196    196 2019-07-01   \n",
+       "197    197 2019-10-28   \n",
+       "198    198 2017-05-22   \n",
+       "199    199 2018-10-05   \n",
+       "\n",
+       "                                                                                                    text  \\\n",
+       "0                                                                          Cybertruck pulls F-150 uphill   \n",
+       "1                                                                        Nobody *expects* the Cybertruck   \n",
+       "2                              A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago   \n",
+       "3    Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvement...   \n",
+       "4                                                                          At Tesla Giga Shanghai NSFW!!   \n",
+       "5                                                 Tesla is going to develop a quiet, electric leafblower   \n",
+       "6                      146k Cybertruck orders so far, with 42% choosing dual, 41% tri & 17% single motor   \n",
+       "7                                                               4000 Tesla cars loading in SF for Europe   \n",
+       "8                                                                       Tesla Semi delivering Tesla cars   \n",
+       "9    You can summon your Tesla from your phone. Only short distances today, but in a few years summon...   \n",
+       "10                                                              Tesla Moth Mode (better late than never)   \n",
+       "11                                                                                      Tesla blows haha   \n",
+       "12                                                                         Changing Tesla horn sound to    \n",
+       "13   Gonna put an old school drive-in, roller skates & rock restaurant at one of the new Tesla Superc...   \n",
+       "14   Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Ea...   \n",
+       "15   Tesla batteries are currently live & delivering power at 662 locations in Puerto Rico. Team is w...   \n",
+       "16                     Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at   \n",
+       "17                Congratulations Tesla & SpaceX on great 2019! You rock!! Looking forward to epic 2020    \n",
+       "18                                            Teslas will soon talk to people if you want. This is real.   \n",
+       "19   Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected te...   \n",
+       "20             Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you!    \n",
+       "21   Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new co...   \n",
+       "22                                                                         7000 cars, 7 days Tesla Team    \n",
+       "23                              Just wanted to say thanks to all Tesla supporters. I damn well love you.   \n",
+       "24   If Tesla can help people in California wildfire, please let us know. Model S & X have hospital g...   \n",
+       "..                                                                                                   ...   \n",
+       "175         Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe)   \n",
+       "176  Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field ...   \n",
+       "177  For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready ...   \n",
+       "178  Adding functionality to Tesla phone app allowing owners to request service for top issues with 1...   \n",
+       "179  The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Te...   \n",
+       "180  A reminder of why it’s important to accelerate advent of cars powered by electricity made from s...   \n",
+       "181  Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more & have slig...   \n",
+       "182                                                                             Riding in the Cybertruck   \n",
+       "183                                                                         Tesla Master Plan, Part Deux   \n",
+       "184  Due to a large increase in vehicle delivery volume in North America, Tesla customers may experie...   \n",
+       "185  Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to...   \n",
+       "186  Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environme...   \n",
+       "187                To be clear, orders are fully refundable, even after you’ve had your Tesla for a week   \n",
+       "188                                                       Joe Rogan describes Tesla for 4 mins & 20 secs   \n",
+       "189  Exact Tesla Model 3 in my profile pic costs $35k before incentives & takes 1 minute to buy onlin...   \n",
+       "190     Super proud of Tesla team for great execution & support of Tesla customers greatly appreciated!!   \n",
+       "191  Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on cen...   \n",
+       "192  The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight...   \n",
+       "193  Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds...   \n",
+       "194        Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.   \n",
+       "195  All Tesla Supercharger stations in regions affected by California power outages will have Tesla ...   \n",
+       "196                   Yep, order online at http://Tesla.com in 2 mins &amp; car delivered direct to home   \n",
+       "197  Unfortunately, it’s hard to google Tesla solar links due to tons of ads & SEO. Go to http://tesl...   \n",
+       "198  Excited about the Tesla Autopilot software release rolling out next month. New control algorithm...   \n",
+       "199  Tesla owners can refer someone to buy a Tesla & get any image they want laser etched in glass & ...   \n",
+       "\n",
+       "     retweets  replies  favorites  tweet_interactions  \\\n",
+       "0      116793    16494     670614              803901   \n",
+       "1       48265    14548     438698              501511   \n",
+       "2       37648     4488     366829              408965   \n",
+       "3       38694     8478     328580              375752   \n",
+       "4       37175     7420     306826              351421   \n",
+       "5       24939    10392     314387              349718   \n",
+       "6       24714     7734     303872              336320   \n",
+       "7       17929     5107     217917              240953   \n",
+       "8       16803     3115     203911              223829   \n",
+       "9       26440     3364     183792              213596   \n",
+       "10      21216     1329     190633              213178   \n",
+       "11      18694     1979     190543              211216   \n",
+       "12      16309     3899     184086              204294   \n",
+       "13      16592     4430     181209              202231   \n",
+       "14      26692     3787     169664              200143   \n",
+       "15      33313     2095     154907              190315   \n",
+       "16      17197    11615     159333              188145   \n",
+       "17       8245     2192     168096              178533   \n",
+       "18      14586     3446     156577              174609   \n",
+       "19       8144     4015     159615              171774   \n",
+       "20       5559     4399     161012              170970   \n",
+       "21      12759    15185     134409              162353   \n",
+       "22      12972     4833     143059              160864   \n",
+       "23       8920     4551     142280              155751   \n",
+       "24      15199     2627     133823              151649   \n",
+       "..        ...      ...        ...                 ...   \n",
+       "175      3650     1211      31193               36054   \n",
+       "176      2378     2237      31383               35998   \n",
+       "177      3438      579      31570               35587   \n",
+       "178      2418      594      32043               35055   \n",
+       "179      2121     1775      30812               34708   \n",
+       "180      5891     1096      27679               34666   \n",
+       "181      1972      688      31507               34167   \n",
+       "182      1661      879      31545               34085   \n",
+       "183     11723     1210      21080               34013   \n",
+       "184      1583     1406      30934               33923   \n",
+       "185      2235      823      30709               33767   \n",
+       "186      1935     1118      30563               33616   \n",
+       "187      1066      916      31127               33109   \n",
+       "188      2417      862      29636               32915   \n",
+       "189      2910     1716      28220               32846   \n",
+       "190      1274      628      30784               32686   \n",
+       "191      2158     1053      29402               32613   \n",
+       "192      3198      941      28243               32382   \n",
+       "193     12325      911      19019               32255   \n",
+       "194      2629      504      28613               31746   \n",
+       "195      1654      653      28778               31085   \n",
+       "196      1850     1105      28061               31016   \n",
+       "197      1912     1206      27794               30912   \n",
+       "198      4230      871      25510               30611   \n",
+       "199      3295     1375      25609               30279   \n",
+       "\n",
+       "                                                   permalink            to  \\\n",
+       "0    https://twitter.com/elonmusk/status/1198751258384818176           NaN   \n",
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+       "4    https://twitter.com/elonmusk/status/1214483582363693057           NaN   \n",
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+       "9    https://twitter.com/elonmusk/status/1067967799547449344  RodneyHansen   \n",
+       "10   https://twitter.com/elonmusk/status/1207572562466738177           NaN   \n",
+       "11   https://twitter.com/elonmusk/status/1120842338836725760           NaN   \n",
+       "12   https://twitter.com/elonmusk/status/1124124507273175040           NaN   \n",
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+       "14   https://twitter.com/elonmusk/status/1050809258659344384           NaN   \n",
+       "15    https://twitter.com/elonmusk/status/986746909153869824   nowthisnews   \n",
+       "16   https://twitter.com/elonmusk/status/1197986509950861312           NaN   \n",
+       "17   https://twitter.com/elonmusk/status/1212264717617639424           NaN   \n",
+       "18   https://twitter.com/elonmusk/status/1216198285792358400           NaN   \n",
+       "19   https://twitter.com/elonmusk/status/1198723473708699648           NaN   \n",
+       "20   https://twitter.com/elonmusk/status/1203463366968135680           NaN   \n",
+       "21    https://twitter.com/elonmusk/status/945712432416137217           NaN   \n",
+       "22   https://twitter.com/elonmusk/status/1013519243030253570           NaN   \n",
+       "23    https://twitter.com/elonmusk/status/998786412970369024           NaN   \n",
+       "24   https://twitter.com/elonmusk/status/1061123924354875393           NaN   \n",
+       "..                                                       ...           ...   \n",
+       "175  https://twitter.com/elonmusk/status/1089354757188120578           NaN   \n",
+       "176  https://twitter.com/elonmusk/status/1011724688706318337           NaN   \n",
+       "177  https://twitter.com/elonmusk/status/1057690425710891009      elonmusk   \n",
+       "178  https://twitter.com/elonmusk/status/1064524270984867840       cjk7216   \n",
+       "179  https://twitter.com/elonmusk/status/1085771520058679297           NaN   \n",
+       "180  https://twitter.com/elonmusk/status/1049679307839131648       IPCC_CH   \n",
+       "181  https://twitter.com/elonmusk/status/1102338251497431040           NaN   \n",
+       "182  https://twitter.com/elonmusk/status/1198094738739486720     Teslarati   \n",
+       "183   https://twitter.com/elonmusk/status/755929747763245061           NaN   \n",
+       "184  https://twitter.com/elonmusk/status/1039982911322087429           NaN   \n",
+       "185  https://twitter.com/elonmusk/status/1064656745635569664           NaN   \n",
+       "186  https://twitter.com/elonmusk/status/1045786144422543361           NaN   \n",
+       "187  https://twitter.com/elonmusk/status/1107029046095810561           NaN   \n",
+       "188  https://twitter.com/elonmusk/status/1094004442708525056           NaN   \n",
+       "189  https://twitter.com/elonmusk/status/1101289621537808384           NaN   \n",
+       "190  https://twitter.com/elonmusk/status/1187114871231377408           NaN   \n",
+       "191   https://twitter.com/elonmusk/status/981581215344939008           NaN   \n",
+       "192  https://twitter.com/elonmusk/status/1049324111367815169         Tesla   \n",
+       "193   https://twitter.com/elonmusk/status/789019145853513729           NaN   \n",
+       "194  https://twitter.com/elonmusk/status/1102147486909526017           NaN   \n",
+       "195  https://twitter.com/elonmusk/status/1182089226826813440           NaN   \n",
+       "196  https://twitter.com/elonmusk/status/1145805587969478657  gursel_mutlu   \n",
+       "197  https://twitter.com/elonmusk/status/1188889708266315776           NaN   \n",
+       "198   https://twitter.com/elonmusk/status/866470387248316416           NaN   \n",
+       "199  https://twitter.com/elonmusk/status/1048114562694696966     Teslarati   \n",
+       "\n",
+       "     hashtags        mentions  \n",
+       "0         NaN             NaN  \n",
+       "1         NaN             NaN  \n",
+       "2         NaN             NaN  \n",
+       "3         NaN             NaN  \n",
+       "4         NaN             NaN  \n",
+       "5         NaN             NaN  \n",
+       "6         NaN             NaN  \n",
+       "7         NaN             NaN  \n",
+       "8         NaN             NaN  \n",
+       "9         NaN             NaN  \n",
+       "10        NaN             NaN  \n",
+       "11        NaN             NaN  \n",
+       "12        NaN             NaN  \n",
+       "13        NaN             NaN  \n",
+       "14        NaN             NaN  \n",
+       "15        NaN             NaN  \n",
+       "16        NaN             NaN  \n",
+       "17        NaN             NaN  \n",
+       "18        NaN             NaN  \n",
+       "19        NaN             NaN  \n",
+       "20        NaN             NaN  \n",
+       "21        NaN             NaN  \n",
+       "22        NaN             NaN  \n",
+       "23        NaN             NaN  \n",
+       "24        NaN             NaN  \n",
+       "..        ...             ...  \n",
+       "175       NaN             NaN  \n",
+       "176       NaN             NaN  \n",
+       "177       NaN             NaN  \n",
+       "178       NaN             NaN  \n",
+       "179       NaN             NaN  \n",
+       "180       NaN             NaN  \n",
+       "181       NaN             NaN  \n",
+       "182       NaN             NaN  \n",
+       "183       NaN             NaN  \n",
+       "184       NaN             NaN  \n",
+       "185       NaN             NaN  \n",
+       "186       NaN             NaN  \n",
+       "187       NaN             NaN  \n",
+       "188       NaN             NaN  \n",
+       "189       NaN             NaN  \n",
+       "190       NaN             NaN  \n",
+       "191       NaN             NaN  \n",
+       "192       NaN             NaN  \n",
+       "193       NaN             NaN  \n",
+       "194       NaN  @Space_Station  \n",
+       "195       NaN             NaN  \n",
+       "196       NaN             NaN  \n",
+       "197       NaN             NaN  \n",
+       "198       NaN             NaN  \n",
+       "199       NaN             NaN  \n",
+       "\n",
+       "[200 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 191,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_200_TSLA_tweets_interactions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_200_TSLA_tweets_interactions['delta -5'] = top_200_TSLA_tweets_interactions.date + timedelta(days=-5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_200_TSLA_tweets_interactions['delta +5'] = top_200_TSLA_tweets_interactions.date + timedelta(days=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>date</th>\n",
+       "      <th>text</th>\n",
+       "      <th>retweets</th>\n",
+       "      <th>replies</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "      <th>permalink</th>\n",
+       "      <th>to</th>\n",
+       "      <th>hashtags</th>\n",
+       "      <th>mentions</th>\n",
+       "      <th>delta -5</th>\n",
+       "      <th>delta +5</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>Cybertruck pulls F-150 uphill</td>\n",
+       "      <td>116793</td>\n",
+       "      <td>16494</td>\n",
+       "      <td>670614</td>\n",
+       "      <td>803901</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198751258384818176</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-19</td>\n",
+       "      <td>2019-11-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2019-11-22</td>\n",
+       "      <td>Nobody *expects* the Cybertruck</td>\n",
+       "      <td>48265</td>\n",
+       "      <td>14548</td>\n",
+       "      <td>438698</td>\n",
+       "      <td>501511</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1197768038415659008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-17</td>\n",
+       "      <td>2019-11-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago</td>\n",
+       "      <td>37648</td>\n",
+       "      <td>4488</td>\n",
+       "      <td>366829</td>\n",
+       "      <td>408965</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1222597315023654912</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-01-24</td>\n",
+       "      <td>2020-02-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvement...</td>\n",
+       "      <td>38694</td>\n",
+       "      <td>8478</td>\n",
+       "      <td>328580</td>\n",
+       "      <td>375752</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198090787520598016</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-18</td>\n",
+       "      <td>2019-11-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2020-01-07</td>\n",
+       "      <td>At Tesla Giga Shanghai NSFW!!</td>\n",
+       "      <td>37175</td>\n",
+       "      <td>7420</td>\n",
+       "      <td>306826</td>\n",
+       "      <td>351421</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1214483582363693057</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-01-02</td>\n",
+       "      <td>2020-01-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>5</td>\n",
+       "      <td>2019-04-23</td>\n",
+       "      <td>Tesla is going to develop a quiet, electric leafblower</td>\n",
+       "      <td>24939</td>\n",
+       "      <td>10392</td>\n",
+       "      <td>314387</td>\n",
+       "      <td>349718</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1120831425169674240</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-04-18</td>\n",
+       "      <td>2019-04-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>6</td>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>146k Cybertruck orders so far, with 42% choosing dual, 41% tri &amp; 17% single motor</td>\n",
+       "      <td>24714</td>\n",
+       "      <td>7734</td>\n",
+       "      <td>303872</td>\n",
+       "      <td>336320</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198344195317985280</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-18</td>\n",
+       "      <td>2019-11-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7</td>\n",
+       "      <td>2019-02-20</td>\n",
+       "      <td>4000 Tesla cars loading in SF for Europe</td>\n",
+       "      <td>17929</td>\n",
+       "      <td>5107</td>\n",
+       "      <td>217917</td>\n",
+       "      <td>240953</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1098009983931707393</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-02-15</td>\n",
+       "      <td>2019-02-25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8</td>\n",
+       "      <td>2019-03-30</td>\n",
+       "      <td>Tesla Semi delivering Tesla cars</td>\n",
+       "      <td>16803</td>\n",
+       "      <td>3115</td>\n",
+       "      <td>203911</td>\n",
+       "      <td>223829</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1112106548363292672</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-03-25</td>\n",
+       "      <td>2019-04-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>9</td>\n",
+       "      <td>2018-11-29</td>\n",
+       "      <td>You can summon your Tesla from your phone. Only short distances today, but in a few years summon...</td>\n",
+       "      <td>26440</td>\n",
+       "      <td>3364</td>\n",
+       "      <td>183792</td>\n",
+       "      <td>213596</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1067967799547449344</td>\n",
+       "      <td>RodneyHansen</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-11-24</td>\n",
+       "      <td>2018-12-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2019-12-19</td>\n",
+       "      <td>Tesla Moth Mode (better late than never)</td>\n",
+       "      <td>21216</td>\n",
+       "      <td>1329</td>\n",
+       "      <td>190633</td>\n",
+       "      <td>213178</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1207572562466738177</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-12-14</td>\n",
+       "      <td>2019-12-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>11</td>\n",
+       "      <td>2019-04-24</td>\n",
+       "      <td>Tesla blows haha</td>\n",
+       "      <td>18694</td>\n",
+       "      <td>1979</td>\n",
+       "      <td>190543</td>\n",
+       "      <td>211216</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1120842338836725760</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-04-19</td>\n",
+       "      <td>2019-04-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>12</td>\n",
+       "      <td>2019-05-03</td>\n",
+       "      <td>Changing Tesla horn sound to</td>\n",
+       "      <td>16309</td>\n",
+       "      <td>3899</td>\n",
+       "      <td>184086</td>\n",
+       "      <td>204294</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1124124507273175040</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-04-28</td>\n",
+       "      <td>2019-05-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>13</td>\n",
+       "      <td>2018-01-07</td>\n",
+       "      <td>Gonna put an old school drive-in, roller skates &amp; rock restaurant at one of the new Tesla Superc...</td>\n",
+       "      <td>16592</td>\n",
+       "      <td>4430</td>\n",
+       "      <td>181209</td>\n",
+       "      <td>202231</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/949831212326993920</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-01-02</td>\n",
+       "      <td>2018-01-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>14</td>\n",
+       "      <td>2018-10-12</td>\n",
+       "      <td>Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Ea...</td>\n",
+       "      <td>26692</td>\n",
+       "      <td>3787</td>\n",
+       "      <td>169664</td>\n",
+       "      <td>200143</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1050809258659344384</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-10-07</td>\n",
+       "      <td>2018-10-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>15</td>\n",
+       "      <td>2018-04-18</td>\n",
+       "      <td>Tesla batteries are currently live &amp; delivering power at 662 locations in Puerto Rico. Team is w...</td>\n",
+       "      <td>33313</td>\n",
+       "      <td>2095</td>\n",
+       "      <td>154907</td>\n",
+       "      <td>190315</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/986746909153869824</td>\n",
+       "      <td>nowthisnews</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-04-13</td>\n",
+       "      <td>2018-04-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>16</td>\n",
+       "      <td>2019-11-22</td>\n",
+       "      <td>Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at</td>\n",
+       "      <td>17197</td>\n",
+       "      <td>11615</td>\n",
+       "      <td>159333</td>\n",
+       "      <td>188145</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1197986509950861312</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-17</td>\n",
+       "      <td>2019-11-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>17</td>\n",
+       "      <td>2020-01-01</td>\n",
+       "      <td>Congratulations Tesla &amp; SpaceX on great 2019! You rock!! Looking forward to epic 2020</td>\n",
+       "      <td>8245</td>\n",
+       "      <td>2192</td>\n",
+       "      <td>168096</td>\n",
+       "      <td>178533</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1212264717617639424</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-12-27</td>\n",
+       "      <td>2020-01-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>18</td>\n",
+       "      <td>2020-01-12</td>\n",
+       "      <td>Teslas will soon talk to people if you want. This is real.</td>\n",
+       "      <td>14586</td>\n",
+       "      <td>3446</td>\n",
+       "      <td>156577</td>\n",
+       "      <td>174609</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1216198285792358400</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2020-01-07</td>\n",
+       "      <td>2020-01-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>19</td>\n",
+       "      <td>2019-11-24</td>\n",
+       "      <td>Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected te...</td>\n",
+       "      <td>8144</td>\n",
+       "      <td>4015</td>\n",
+       "      <td>159615</td>\n",
+       "      <td>171774</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198723473708699648</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-19</td>\n",
+       "      <td>2019-11-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>20</td>\n",
+       "      <td>2019-12-07</td>\n",
+       "      <td>Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you!</td>\n",
+       "      <td>5559</td>\n",
+       "      <td>4399</td>\n",
+       "      <td>161012</td>\n",
+       "      <td>170970</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1203463366968135680</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-12-02</td>\n",
+       "      <td>2019-12-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>21</td>\n",
+       "      <td>2017-12-26</td>\n",
+       "      <td>Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new co...</td>\n",
+       "      <td>12759</td>\n",
+       "      <td>15185</td>\n",
+       "      <td>134409</td>\n",
+       "      <td>162353</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/945712432416137217</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2017-12-21</td>\n",
+       "      <td>2017-12-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>22</td>\n",
+       "      <td>2018-07-01</td>\n",
+       "      <td>7000 cars, 7 days Tesla Team</td>\n",
+       "      <td>12972</td>\n",
+       "      <td>4833</td>\n",
+       "      <td>143059</td>\n",
+       "      <td>160864</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1013519243030253570</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-06-26</td>\n",
+       "      <td>2018-07-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>23</td>\n",
+       "      <td>2018-05-22</td>\n",
+       "      <td>Just wanted to say thanks to all Tesla supporters. I damn well love you.</td>\n",
+       "      <td>8920</td>\n",
+       "      <td>4551</td>\n",
+       "      <td>142280</td>\n",
+       "      <td>155751</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/998786412970369024</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-05-17</td>\n",
+       "      <td>2018-05-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>24</td>\n",
+       "      <td>2018-11-10</td>\n",
+       "      <td>If Tesla can help people in California wildfire, please let us know. Model S &amp; X have hospital g...</td>\n",
+       "      <td>15199</td>\n",
+       "      <td>2627</td>\n",
+       "      <td>133823</td>\n",
+       "      <td>151649</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1061123924354875393</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-11-05</td>\n",
+       "      <td>2018-11-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2019-01-27</td>\n",
+       "      <td>Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe)</td>\n",
+       "      <td>3650</td>\n",
+       "      <td>1211</td>\n",
+       "      <td>31193</td>\n",
+       "      <td>36054</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1089354757188120578</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-01-22</td>\n",
+       "      <td>2019-02-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2018-06-26</td>\n",
+       "      <td>Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field ...</td>\n",
+       "      <td>2378</td>\n",
+       "      <td>2237</td>\n",
+       "      <td>31383</td>\n",
+       "      <td>35998</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1011724688706318337</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-06-21</td>\n",
+       "      <td>2018-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2018-10-31</td>\n",
+       "      <td>For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready ...</td>\n",
+       "      <td>3438</td>\n",
+       "      <td>579</td>\n",
+       "      <td>31570</td>\n",
+       "      <td>35587</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1057690425710891009</td>\n",
+       "      <td>elonmusk</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-10-26</td>\n",
+       "      <td>2018-11-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2018-11-19</td>\n",
+       "      <td>Adding functionality to Tesla phone app allowing owners to request service for top issues with 1...</td>\n",
+       "      <td>2418</td>\n",
+       "      <td>594</td>\n",
+       "      <td>32043</td>\n",
+       "      <td>35055</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1064524270984867840</td>\n",
+       "      <td>cjk7216</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-11-14</td>\n",
+       "      <td>2018-11-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>179</td>\n",
+       "      <td>2019-01-17</td>\n",
+       "      <td>The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Te...</td>\n",
+       "      <td>2121</td>\n",
+       "      <td>1775</td>\n",
+       "      <td>30812</td>\n",
+       "      <td>34708</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1085771520058679297</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-01-12</td>\n",
+       "      <td>2019-01-22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>180</td>\n",
+       "      <td>2018-10-09</td>\n",
+       "      <td>A reminder of why it’s important to accelerate advent of cars powered by electricity made from s...</td>\n",
+       "      <td>5891</td>\n",
+       "      <td>1096</td>\n",
+       "      <td>27679</td>\n",
+       "      <td>34666</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1049679307839131648</td>\n",
+       "      <td>IPCC_CH</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-10-04</td>\n",
+       "      <td>2018-10-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>181</td>\n",
+       "      <td>2019-03-03</td>\n",
+       "      <td>Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more &amp; have slig...</td>\n",
+       "      <td>1972</td>\n",
+       "      <td>688</td>\n",
+       "      <td>31507</td>\n",
+       "      <td>34167</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1102338251497431040</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-02-26</td>\n",
+       "      <td>2019-03-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>182</th>\n",
+       "      <td>182</td>\n",
+       "      <td>2019-11-23</td>\n",
+       "      <td>Riding in the Cybertruck</td>\n",
+       "      <td>1661</td>\n",
+       "      <td>879</td>\n",
+       "      <td>31545</td>\n",
+       "      <td>34085</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1198094738739486720</td>\n",
+       "      <td>Teslarati</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-11-18</td>\n",
+       "      <td>2019-11-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>183</td>\n",
+       "      <td>2016-07-21</td>\n",
+       "      <td>Tesla Master Plan, Part Deux</td>\n",
+       "      <td>11723</td>\n",
+       "      <td>1210</td>\n",
+       "      <td>21080</td>\n",
+       "      <td>34013</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/755929747763245061</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2016-07-16</td>\n",
+       "      <td>2016-07-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>184</th>\n",
+       "      <td>184</td>\n",
+       "      <td>2018-09-12</td>\n",
+       "      <td>Due to a large increase in vehicle delivery volume in North America, Tesla customers may experie...</td>\n",
+       "      <td>1583</td>\n",
+       "      <td>1406</td>\n",
+       "      <td>30934</td>\n",
+       "      <td>33923</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1039982911322087429</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-09-07</td>\n",
+       "      <td>2018-09-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>185</th>\n",
+       "      <td>185</td>\n",
+       "      <td>2018-11-19</td>\n",
+       "      <td>Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to...</td>\n",
+       "      <td>2235</td>\n",
+       "      <td>823</td>\n",
+       "      <td>30709</td>\n",
+       "      <td>33767</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1064656745635569664</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-11-14</td>\n",
+       "      <td>2018-11-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>186</td>\n",
+       "      <td>2018-09-28</td>\n",
+       "      <td>Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environme...</td>\n",
+       "      <td>1935</td>\n",
+       "      <td>1118</td>\n",
+       "      <td>30563</td>\n",
+       "      <td>33616</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1045786144422543361</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-09-23</td>\n",
+       "      <td>2018-10-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>187</th>\n",
+       "      <td>187</td>\n",
+       "      <td>2019-03-16</td>\n",
+       "      <td>To be clear, orders are fully refundable, even after you’ve had your Tesla for a week</td>\n",
+       "      <td>1066</td>\n",
+       "      <td>916</td>\n",
+       "      <td>31127</td>\n",
+       "      <td>33109</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1107029046095810561</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-03-11</td>\n",
+       "      <td>2019-03-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>188</td>\n",
+       "      <td>2019-02-08</td>\n",
+       "      <td>Joe Rogan describes Tesla for 4 mins &amp; 20 secs</td>\n",
+       "      <td>2417</td>\n",
+       "      <td>862</td>\n",
+       "      <td>29636</td>\n",
+       "      <td>32915</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1094004442708525056</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-02-03</td>\n",
+       "      <td>2019-02-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>189</td>\n",
+       "      <td>2019-03-01</td>\n",
+       "      <td>Exact Tesla Model 3 in my profile pic costs $35k before incentives &amp; takes 1 minute to buy onlin...</td>\n",
+       "      <td>2910</td>\n",
+       "      <td>1716</td>\n",
+       "      <td>28220</td>\n",
+       "      <td>32846</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1101289621537808384</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-02-24</td>\n",
+       "      <td>2019-03-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>190</td>\n",
+       "      <td>2019-10-23</td>\n",
+       "      <td>Super proud of Tesla team for great execution &amp; support of Tesla customers greatly appreciated!!</td>\n",
+       "      <td>1274</td>\n",
+       "      <td>628</td>\n",
+       "      <td>30784</td>\n",
+       "      <td>32686</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1187114871231377408</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-10-18</td>\n",
+       "      <td>2019-10-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>191</td>\n",
+       "      <td>2018-04-04</td>\n",
+       "      <td>Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on cen...</td>\n",
+       "      <td>2158</td>\n",
+       "      <td>1053</td>\n",
+       "      <td>29402</td>\n",
+       "      <td>32613</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/981581215344939008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-03-30</td>\n",
+       "      <td>2018-04-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>192</td>\n",
+       "      <td>2018-10-08</td>\n",
+       "      <td>The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight...</td>\n",
+       "      <td>3198</td>\n",
+       "      <td>941</td>\n",
+       "      <td>28243</td>\n",
+       "      <td>32382</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1049324111367815169</td>\n",
+       "      <td>Tesla</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-10-03</td>\n",
+       "      <td>2018-10-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>193</td>\n",
+       "      <td>2016-10-20</td>\n",
+       "      <td>Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds...</td>\n",
+       "      <td>12325</td>\n",
+       "      <td>911</td>\n",
+       "      <td>19019</td>\n",
+       "      <td>32255</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/789019145853513729</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2016-10-15</td>\n",
+       "      <td>2016-10-25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>194</td>\n",
+       "      <td>2019-03-03</td>\n",
+       "      <td>Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.</td>\n",
+       "      <td>2629</td>\n",
+       "      <td>504</td>\n",
+       "      <td>28613</td>\n",
+       "      <td>31746</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1102147486909526017</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>@Space_Station</td>\n",
+       "      <td>2019-02-26</td>\n",
+       "      <td>2019-03-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>195</td>\n",
+       "      <td>2019-10-10</td>\n",
+       "      <td>All Tesla Supercharger stations in regions affected by California power outages will have Tesla ...</td>\n",
+       "      <td>1654</td>\n",
+       "      <td>653</td>\n",
+       "      <td>28778</td>\n",
+       "      <td>31085</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1182089226826813440</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-10-05</td>\n",
+       "      <td>2019-10-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>196</td>\n",
+       "      <td>2019-07-01</td>\n",
+       "      <td>Yep, order online at http://Tesla.com in 2 mins &amp;amp; car delivered direct to home</td>\n",
+       "      <td>1850</td>\n",
+       "      <td>1105</td>\n",
+       "      <td>28061</td>\n",
+       "      <td>31016</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1145805587969478657</td>\n",
+       "      <td>gursel_mutlu</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-06-26</td>\n",
+       "      <td>2019-07-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>197</td>\n",
+       "      <td>2019-10-28</td>\n",
+       "      <td>Unfortunately, it’s hard to google Tesla solar links due to tons of ads &amp; SEO. Go to http://tesl...</td>\n",
+       "      <td>1912</td>\n",
+       "      <td>1206</td>\n",
+       "      <td>27794</td>\n",
+       "      <td>30912</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1188889708266315776</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2019-10-23</td>\n",
+       "      <td>2019-11-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>198</td>\n",
+       "      <td>2017-05-22</td>\n",
+       "      <td>Excited about the Tesla Autopilot software release rolling out next month. New control algorithm...</td>\n",
+       "      <td>4230</td>\n",
+       "      <td>871</td>\n",
+       "      <td>25510</td>\n",
+       "      <td>30611</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/866470387248316416</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2017-05-17</td>\n",
+       "      <td>2017-05-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>199</td>\n",
+       "      <td>2018-10-05</td>\n",
+       "      <td>Tesla owners can refer someone to buy a Tesla &amp; get any image they want laser etched in glass &amp; ...</td>\n",
+       "      <td>3295</td>\n",
+       "      <td>1375</td>\n",
+       "      <td>25609</td>\n",
+       "      <td>30279</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1048114562694696966</td>\n",
+       "      <td>Teslarati</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018-09-30</td>\n",
+       "      <td>2018-10-10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>200 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     index       date  \\\n",
+       "0        0 2019-11-24   \n",
+       "1        1 2019-11-22   \n",
+       "2        2 2020-01-29   \n",
+       "3        3 2019-11-23   \n",
+       "4        4 2020-01-07   \n",
+       "5        5 2019-04-23   \n",
+       "6        6 2019-11-23   \n",
+       "7        7 2019-02-20   \n",
+       "8        8 2019-03-30   \n",
+       "9        9 2018-11-29   \n",
+       "10      10 2019-12-19   \n",
+       "11      11 2019-04-24   \n",
+       "12      12 2019-05-03   \n",
+       "13      13 2018-01-07   \n",
+       "14      14 2018-10-12   \n",
+       "15      15 2018-04-18   \n",
+       "16      16 2019-11-22   \n",
+       "17      17 2020-01-01   \n",
+       "18      18 2020-01-12   \n",
+       "19      19 2019-11-24   \n",
+       "20      20 2019-12-07   \n",
+       "21      21 2017-12-26   \n",
+       "22      22 2018-07-01   \n",
+       "23      23 2018-05-22   \n",
+       "24      24 2018-11-10   \n",
+       "..     ...        ...   \n",
+       "175    175 2019-01-27   \n",
+       "176    176 2018-06-26   \n",
+       "177    177 2018-10-31   \n",
+       "178    178 2018-11-19   \n",
+       "179    179 2019-01-17   \n",
+       "180    180 2018-10-09   \n",
+       "181    181 2019-03-03   \n",
+       "182    182 2019-11-23   \n",
+       "183    183 2016-07-21   \n",
+       "184    184 2018-09-12   \n",
+       "185    185 2018-11-19   \n",
+       "186    186 2018-09-28   \n",
+       "187    187 2019-03-16   \n",
+       "188    188 2019-02-08   \n",
+       "189    189 2019-03-01   \n",
+       "190    190 2019-10-23   \n",
+       "191    191 2018-04-04   \n",
+       "192    192 2018-10-08   \n",
+       "193    193 2016-10-20   \n",
+       "194    194 2019-03-03   \n",
+       "195    195 2019-10-10   \n",
+       "196    196 2019-07-01   \n",
+       "197    197 2019-10-28   \n",
+       "198    198 2017-05-22   \n",
+       "199    199 2018-10-05   \n",
+       "\n",
+       "                                                                                                    text  \\\n",
+       "0                                                                          Cybertruck pulls F-150 uphill   \n",
+       "1                                                                        Nobody *expects* the Cybertruck   \n",
+       "2                              A friend just sent me this excerpt from a Tesla blog I wrote 14 years ago   \n",
+       "3    Franz throws steel ball at Cybertruck window right before launch. Guess we have some improvement...   \n",
+       "4                                                                          At Tesla Giga Shanghai NSFW!!   \n",
+       "5                                                 Tesla is going to develop a quiet, electric leafblower   \n",
+       "6                      146k Cybertruck orders so far, with 42% choosing dual, 41% tri & 17% single motor   \n",
+       "7                                                               4000 Tesla cars loading in SF for Europe   \n",
+       "8                                                                       Tesla Semi delivering Tesla cars   \n",
+       "9    You can summon your Tesla from your phone. Only short distances today, but in a few years summon...   \n",
+       "10                                                              Tesla Moth Mode (better late than never)   \n",
+       "11                                                                                      Tesla blows haha   \n",
+       "12                                                                         Changing Tesla horn sound to    \n",
+       "13   Gonna put an old school drive-in, roller skates & rock restaurant at one of the new Tesla Superc...   \n",
+       "14   Tesla exists to help reduce risk of catastrophic climate change, which affects all species on Ea...   \n",
+       "15   Tesla batteries are currently live & delivering power at 662 locations in Puerto Rico. Team is w...   \n",
+       "16                     Better truck than an F-150, faster than a Porsche 911. Order Cybertruck online at   \n",
+       "17                Congratulations Tesla & SpaceX on great 2019! You rock!! Looking forward to epic 2020    \n",
+       "18                                            Teslas will soon talk to people if you want. This is real.   \n",
+       "19   Cybertruck is our last product unveil for a while, but there will be some (mostly) unexpected te...   \n",
+       "20             Huge thanks to everyone who contributed ideas to Cybertruck. It’s better because of you!    \n",
+       "21   Wanted again to send a note of deep gratitude to Tesla owners WW for taking a chance on a new co...   \n",
+       "22                                                                         7000 cars, 7 days Tesla Team    \n",
+       "23                              Just wanted to say thanks to all Tesla supporters. I damn well love you.   \n",
+       "24   If Tesla can help people in California wildfire, please let us know. Model S & X have hospital g...   \n",
+       "..                                                                                                   ...   \n",
+       "175         Tesla Sentry Mode will play Bach’s Toccata and Fugue during a robbery (and keep Summer safe)   \n",
+       "176  Pickup truck will have power outlets allowing use of heavy duty 240V, high power tools in field ...   \n",
+       "177  For those unfamiliar, this uses Tesla Autopark/Summon. Slightly smarter version hopefully ready ...   \n",
+       "178  Adding functionality to Tesla phone app allowing owners to request service for top issues with 1...   \n",
+       "179  The Tesla customer referral program will end on Feb 1. If you want to refer a friend to buy a Te...   \n",
+       "180  A reminder of why it’s important to accelerate advent of cars powered by electricity made from s...   \n",
+       "181  Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more & have slig...   \n",
+       "182                                                                             Riding in the Cybertruck   \n",
+       "183                                                                         Tesla Master Plan, Part Deux   \n",
+       "184  Due to a large increase in vehicle delivery volume in North America, Tesla customers may experie...   \n",
+       "185  Tesla Supercharger capacity will double by end of next year. Expect to be within range of 95% to...   \n",
+       "186  Sorry for difficulties delivering your Tesla due to high volume! Critical to show that environme...   \n",
+       "187                To be clear, orders are fully refundable, even after you’ve had your Tesla for a week   \n",
+       "188                                                       Joe Rogan describes Tesla for 4 mins & 20 secs   \n",
+       "189  Exact Tesla Model 3 in my profile pic costs $35k before incentives & takes 1 minute to buy onlin...   \n",
+       "190     Super proud of Tesla team for great execution & support of Tesla customers greatly appreciated!!   \n",
+       "191  Most people don’t know there’s a whole box of Easter eggs with every Tesla. Just tap logo on cen...   \n",
+       "192  The physics of how Tesla achieved best safety of any cars ever tested. Note, when vehicle weight...   \n",
+       "193  Tesla drives itself (no human input at all) thru urban streets to highway to streets, then finds...   \n",
+       "194        Proximity docking sequence underway. Dragon shadow visible on on @Space_Station solar arrays.   \n",
+       "195  All Tesla Supercharger stations in regions affected by California power outages will have Tesla ...   \n",
+       "196                   Yep, order online at http://Tesla.com in 2 mins &amp; car delivered direct to home   \n",
+       "197  Unfortunately, it’s hard to google Tesla solar links due to tons of ads & SEO. Go to http://tesl...   \n",
+       "198  Excited about the Tesla Autopilot software release rolling out next month. New control algorithm...   \n",
+       "199  Tesla owners can refer someone to buy a Tesla & get any image they want laser etched in glass & ...   \n",
+       "\n",
+       "     retweets  replies  favorites  tweet_interactions  \\\n",
+       "0      116793    16494     670614              803901   \n",
+       "1       48265    14548     438698              501511   \n",
+       "2       37648     4488     366829              408965   \n",
+       "3       38694     8478     328580              375752   \n",
+       "4       37175     7420     306826              351421   \n",
+       "5       24939    10392     314387              349718   \n",
+       "6       24714     7734     303872              336320   \n",
+       "7       17929     5107     217917              240953   \n",
+       "8       16803     3115     203911              223829   \n",
+       "9       26440     3364     183792              213596   \n",
+       "10      21216     1329     190633              213178   \n",
+       "11      18694     1979     190543              211216   \n",
+       "12      16309     3899     184086              204294   \n",
+       "13      16592     4430     181209              202231   \n",
+       "14      26692     3787     169664              200143   \n",
+       "15      33313     2095     154907              190315   \n",
+       "16      17197    11615     159333              188145   \n",
+       "17       8245     2192     168096              178533   \n",
+       "18      14586     3446     156577              174609   \n",
+       "19       8144     4015     159615              171774   \n",
+       "20       5559     4399     161012              170970   \n",
+       "21      12759    15185     134409              162353   \n",
+       "22      12972     4833     143059              160864   \n",
+       "23       8920     4551     142280              155751   \n",
+       "24      15199     2627     133823              151649   \n",
+       "..        ...      ...        ...                 ...   \n",
+       "175      3650     1211      31193               36054   \n",
+       "176      2378     2237      31383               35998   \n",
+       "177      3438      579      31570               35587   \n",
+       "178      2418      594      32043               35055   \n",
+       "179      2121     1775      30812               34708   \n",
+       "180      5891     1096      27679               34666   \n",
+       "181      1972      688      31507               34167   \n",
+       "182      1661      879      31545               34085   \n",
+       "183     11723     1210      21080               34013   \n",
+       "184      1583     1406      30934               33923   \n",
+       "185      2235      823      30709               33767   \n",
+       "186      1935     1118      30563               33616   \n",
+       "187      1066      916      31127               33109   \n",
+       "188      2417      862      29636               32915   \n",
+       "189      2910     1716      28220               32846   \n",
+       "190      1274      628      30784               32686   \n",
+       "191      2158     1053      29402               32613   \n",
+       "192      3198      941      28243               32382   \n",
+       "193     12325      911      19019               32255   \n",
+       "194      2629      504      28613               31746   \n",
+       "195      1654      653      28778               31085   \n",
+       "196      1850     1105      28061               31016   \n",
+       "197      1912     1206      27794               30912   \n",
+       "198      4230      871      25510               30611   \n",
+       "199      3295     1375      25609               30279   \n",
+       "\n",
+       "                                                   permalink            to  \\\n",
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+       "..                                                       ...           ...   \n",
+       "175  https://twitter.com/elonmusk/status/1089354757188120578           NaN   \n",
+       "176  https://twitter.com/elonmusk/status/1011724688706318337           NaN   \n",
+       "177  https://twitter.com/elonmusk/status/1057690425710891009      elonmusk   \n",
+       "178  https://twitter.com/elonmusk/status/1064524270984867840       cjk7216   \n",
+       "179  https://twitter.com/elonmusk/status/1085771520058679297           NaN   \n",
+       "180  https://twitter.com/elonmusk/status/1049679307839131648       IPCC_CH   \n",
+       "181  https://twitter.com/elonmusk/status/1102338251497431040           NaN   \n",
+       "182  https://twitter.com/elonmusk/status/1198094738739486720     Teslarati   \n",
+       "183   https://twitter.com/elonmusk/status/755929747763245061           NaN   \n",
+       "184  https://twitter.com/elonmusk/status/1039982911322087429           NaN   \n",
+       "185  https://twitter.com/elonmusk/status/1064656745635569664           NaN   \n",
+       "186  https://twitter.com/elonmusk/status/1045786144422543361           NaN   \n",
+       "187  https://twitter.com/elonmusk/status/1107029046095810561           NaN   \n",
+       "188  https://twitter.com/elonmusk/status/1094004442708525056           NaN   \n",
+       "189  https://twitter.com/elonmusk/status/1101289621537808384           NaN   \n",
+       "190  https://twitter.com/elonmusk/status/1187114871231377408           NaN   \n",
+       "191   https://twitter.com/elonmusk/status/981581215344939008           NaN   \n",
+       "192  https://twitter.com/elonmusk/status/1049324111367815169         Tesla   \n",
+       "193   https://twitter.com/elonmusk/status/789019145853513729           NaN   \n",
+       "194  https://twitter.com/elonmusk/status/1102147486909526017           NaN   \n",
+       "195  https://twitter.com/elonmusk/status/1182089226826813440           NaN   \n",
+       "196  https://twitter.com/elonmusk/status/1145805587969478657  gursel_mutlu   \n",
+       "197  https://twitter.com/elonmusk/status/1188889708266315776           NaN   \n",
+       "198   https://twitter.com/elonmusk/status/866470387248316416           NaN   \n",
+       "199  https://twitter.com/elonmusk/status/1048114562694696966     Teslarati   \n",
+       "\n",
+       "     hashtags        mentions   delta -5   delta +5  \n",
+       "0         NaN             NaN 2019-11-19 2019-11-29  \n",
+       "1         NaN             NaN 2019-11-17 2019-11-27  \n",
+       "2         NaN             NaN 2020-01-24 2020-02-03  \n",
+       "3         NaN             NaN 2019-11-18 2019-11-28  \n",
+       "4         NaN             NaN 2020-01-02 2020-01-12  \n",
+       "5         NaN             NaN 2019-04-18 2019-04-28  \n",
+       "6         NaN             NaN 2019-11-18 2019-11-28  \n",
+       "7         NaN             NaN 2019-02-15 2019-02-25  \n",
+       "8         NaN             NaN 2019-03-25 2019-04-04  \n",
+       "9         NaN             NaN 2018-11-24 2018-12-04  \n",
+       "10        NaN             NaN 2019-12-14 2019-12-24  \n",
+       "11        NaN             NaN 2019-04-19 2019-04-29  \n",
+       "12        NaN             NaN 2019-04-28 2019-05-08  \n",
+       "13        NaN             NaN 2018-01-02 2018-01-12  \n",
+       "14        NaN             NaN 2018-10-07 2018-10-17  \n",
+       "15        NaN             NaN 2018-04-13 2018-04-23  \n",
+       "16        NaN             NaN 2019-11-17 2019-11-27  \n",
+       "17        NaN             NaN 2019-12-27 2020-01-06  \n",
+       "18        NaN             NaN 2020-01-07 2020-01-17  \n",
+       "19        NaN             NaN 2019-11-19 2019-11-29  \n",
+       "20        NaN             NaN 2019-12-02 2019-12-12  \n",
+       "21        NaN             NaN 2017-12-21 2017-12-31  \n",
+       "22        NaN             NaN 2018-06-26 2018-07-06  \n",
+       "23        NaN             NaN 2018-05-17 2018-05-27  \n",
+       "24        NaN             NaN 2018-11-05 2018-11-15  \n",
+       "..        ...             ...        ...        ...  \n",
+       "175       NaN             NaN 2019-01-22 2019-02-01  \n",
+       "176       NaN             NaN 2018-06-21 2018-07-01  \n",
+       "177       NaN             NaN 2018-10-26 2018-11-05  \n",
+       "178       NaN             NaN 2018-11-14 2018-11-24  \n",
+       "179       NaN             NaN 2019-01-12 2019-01-22  \n",
+       "180       NaN             NaN 2018-10-04 2018-10-14  \n",
+       "181       NaN             NaN 2019-02-26 2019-03-08  \n",
+       "182       NaN             NaN 2019-11-18 2019-11-28  \n",
+       "183       NaN             NaN 2016-07-16 2016-07-26  \n",
+       "184       NaN             NaN 2018-09-07 2018-09-17  \n",
+       "185       NaN             NaN 2018-11-14 2018-11-24  \n",
+       "186       NaN             NaN 2018-09-23 2018-10-03  \n",
+       "187       NaN             NaN 2019-03-11 2019-03-21  \n",
+       "188       NaN             NaN 2019-02-03 2019-02-13  \n",
+       "189       NaN             NaN 2019-02-24 2019-03-06  \n",
+       "190       NaN             NaN 2019-10-18 2019-10-28  \n",
+       "191       NaN             NaN 2018-03-30 2018-04-09  \n",
+       "192       NaN             NaN 2018-10-03 2018-10-13  \n",
+       "193       NaN             NaN 2016-10-15 2016-10-25  \n",
+       "194       NaN  @Space_Station 2019-02-26 2019-03-08  \n",
+       "195       NaN             NaN 2019-10-05 2019-10-15  \n",
+       "196       NaN             NaN 2019-06-26 2019-07-06  \n",
+       "197       NaN             NaN 2019-10-23 2019-11-02  \n",
+       "198       NaN             NaN 2017-05-17 2017-05-27  \n",
+       "199       NaN             NaN 2018-09-30 2018-10-10  \n",
+       "\n",
+       "[200 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 194,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_200_TSLA_tweets_interactions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# idx = pd.date_range(start=top_200_TSLA_tweets_interactions.loc[1]['delta -5'],end=top_200_TSLA_tweets_interactions.loc[1]['delta +5'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating a pipeline function to get the Loc of the top Tesla related tweets, in terms of total interactions, getting the 10 delta of the tweet post date, to check on the Stock price whether there has been a significant impact over the price.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def ploting_delta(df):\n",
+    "    \"\"\"\n",
+    "    Dataframe of top influential tweets, in order to plot their potential impact on the stock on a 10-day period.\n",
+    "    Each plot is dated of the day of tweet - indicated by the red line - and encompasses a direct hyperlink to the tweet\n",
+    "    \n",
+    "    Input : raw dataframe of tweets\n",
+    "    Output : generating dated plots & Saving in PNG file in a specific folder all those plots \n",
+    "    \"\"\"\n",
+    "    for i in range(top_200_TSLA_tweets_interactions.shape[0]):\n",
+    "        idx = pd.date_range(start=top_200_TSLA_tweets_interactions.loc[i]['delta -5'],end=top_200_TSLA_tweets_interactions.loc[i]['delta +5'])\n",
+    "        df_temp = df_TSLA.loc[idx[0]:idx[-1]]\n",
+    "        plt.figure(figsize=(15,8))\n",
+    "        plt.plot(df_temp['Adj Close'])\n",
+    "        plt.ylabel('Adjusted close price')\n",
+    "        date_tweet =  top_200_TSLA_tweets_interactions.loc[i]['date'].date()\n",
+    "        plt.axvline(x=top_200_TSLA_tweets_interactions.loc[i]['date'], color='r',linestyle='--')\n",
+    "        print('-----')\n",
+    "        print('Date of tweet :', date_tweet)\n",
+    "        print('Link to the tweet :', top_200_TSLA_tweets_interactions['permalink'][i])\n",
+    "#         plt.savefig(f'../DataSets/Top_tweets_stock_impact_plot/{date_tweet}.png' , dpi=100)\n",
+    "        plt.show()\n",
+    "        \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Calling the created function to print and save the file in order to upload them to GitHub. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1198751258384818176\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1197768038415659008\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-29\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1222597315023654912\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1198090787520598016\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1214483582363693057\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1120831425169674240\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1198344195317985280\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-02-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1098009983931707393\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-30\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1112106548363292672\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-29\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1067967799547449344\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-12-19\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1207572562466738177\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1120842338836725760\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-03\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1124124507273175040\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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C0M2dI6t0jeyVKyVJB/bvV9t27aozPACoNY3CHXpkQCPd/01mydjS7/N0b/cC/awFq5CA6sKMOwAAVeA3Tc3ZZn2G8+5u0YoKq9pbqr9fP/n79VNujx7y9+tXnSECQK0akxSlvk2thTknr/bI56c9HFBdSNwBAKiCFYcKtNNT+vxmmCGN605ROgANl8Mw9Jdy7eG+O1GkhbtybYoIqH9I3AEAqILZKdbZ9ms7RKp1tNOmaAAgNFyQGKHrO1ofGXpifZayCmkPB1QHEncAAIK0I7NIXxwssIxN7MlsOwBI0mODGsld5nvMjHy//u/mbPsCAuoREncAAII0d5u1kvzgBJcGJYTbFA0AhJa2MWH6Xe9Yy9jsbTna7aE9HPBTkbgDABCEkwV+vbPb+rzmxORzn213zZ8v1/z5arZ0qVzz5/+U0AAgZPyud4xaR5VOuxf5pWlrPTZGBNQPtIMDACAIr+/0Kre4tEJy6yinru5QtRZwZUU98IAkqcPpbc/YseceHACEiKgwhx4b3Ej3fnmyZOzjA/lacTBfl7Z22xgZULcx4w4AwFkU+U29VG6Z/L09ouVyGDZFBACh64aOkTqvufUxoilrPCqmPRxwzkjcAQA4i3/ty9PBXF/JdqTT0F1do2yMCABCl1FJe7jtmcV6dbs3wBkAzobEHQCAs5idYv2weUuXSDVx0wIOAALp3yxct3WxfsH59MYsncj3BTgDwJmQuAMAcAbrMwq1JqPQMjb+JxSlA4CG4tGBjRQTVvpIUWahqRmbaA8HnAsSdwAAzmDOthzL9s9bRah7vMumaACg7mgR5dRDfa3t4V7d7lXqySKbIgLqLhJ3AAACOOT16f3v8yxjE3sy2w4AwZrYM0YdYksfLfKZ0tQ1HpkmheqAqiBxBwAggFe256hMBzglxYXpstYR9gUEAHVMhNPQk4OthepWHCrQxwfybYoIqJtI3AEAqEResanXduRaxiYkR8th0AIOAKriqnZuXdzS+qXntDUeFfiYdQeCReIOAEAlFu3J1YkCf8l2XLihWzrTAg4AqsowDM0YEidHme8992T7NLdcDREAgZG4AwBQjmmamp1i/UB5V9doRbt42wSAc9GziUt3d4u2jD2zOVtH82gPBwSDTyAAAJTz5eECpWYWl2w7DelXPaLPcAYA4Gym9o9VXHjptHt2kakn1mfZGBFQd5C4AwBQTvnZ9qvbR6ptTJhN0QBA/dDU7dSU/o0sY2+m5WrTsUKbIgLqDhJ3AADK2OUp0qc/FFjGJiYz2w4A1WFc92h1iyv9ItSUNIX2cMBZMX0AAEAZc1O9lu0BzVwa0jy82l8nd9YsSdLR9HQ1T0ys9usDQChyOQw9fV6cbvjseMnYt+mFev/7PF3fiQKgQCAk7gAAnJZZ4NdbaeVbwMXIqIEWcEVjx0qSjqWlqXFSUrVfHwBC1WWt3bqiTYRlddOj67L0i3ZuRYWxIBioDP/PAADgtDfSvPIWly7XbBHp0HUdIm2MCADqp6eGxCmszHeiP3h9en4r7eGAQEjcAQCQVOw39VK5ZfL39ohRuLP6Z9sBoKHrEufS+OQYy9is73L0Q05xgDOAho3EHQAASR/tz9eBnNJ+wm6nNLYbz1sCQE35Y99YNXOXpiN5PlOP0R4OqBSJOwAAkmZvsy7RvLlzlJq5nTZFAwD1X3yEQ9MGWNvDLdqTp9XpBQHOABouEncAQIO36Vihvk239hEe3yMmwNHVw7FpkxybNikqNVWOTZtq9LUAIFTdkRSlXk1clrHJazzy0x4OsKCqPACgwSs/235Jywj1LPdBsrrFDhsmSUo+ve3JzKzR1wOAUOR0GPrLeXEa9fGxkrGNx4r09q5cjUmKtjEyILQw4w4AaNCO5Pq09Ps8y9jEnnxYBIDacmGLCF3bwW0Ze3x9lrKL/DZFBIQeEncAQIP26g6vyn427BTr1OVt3IFPAABUu8cHxSmiTFmR9Dy/Zm7Oti8gIMSQuAMAGqz8YlOvbre2gBufHCOHQQs4AKhN7WPDdH/PWMvYiyk52ptNezhAInEHADRgi7/P1bH80un2Ri5DtyXRAg4A7PBAnxi1jCpNTwr90rQ1HhsjAkIHiTsAoEEyTVOzU6xF6e7oGq1YF2+NAGCHGJdD0wfGWcb+tT9fXx6iPRzApxMAQIP01ZFCpZwsXYLpMKRf9aAoHQDY6ebOkRqUYO3qMWVNpor9tIdDw0biDgBokOaUawF3VTu3OsTSJRUA7OQwDP3lvHjL2LaTxVqw0xvgDKBhIHEHADQ432cV6+P9+ZaxCckxNkUDAChrUEK4RneOtIw9tSFbmQW0h0PDReIOAGhw5qbmqOyiyz5NXPpZYrht8QAArKYPjFN0WGmHjxMFfv1lU5aNEQH2InEHADQoWYV+LUzLtYxN7BkjgxZwABAyWkU79WAfa3u4eale7cgssikiwF4k7gCABmVhWq6yi0rn25tHOnR9x8gznAEAsMP/6RmjdjHOku1iU3qY9nBooEjcAQANhs9vam6qtSjduO7RinAy2w4AoSYyzNATg63t4b44WKDPDuQHOAOov0jcAQANxicH8rU321eyHe6Q7u5GCzgACFXXtHdraAtrDZKpazwq9NEeDg0LfW8AAA3G7HIt4G7sFKXmkc4AR9eswrvukiR5PB7FxcWd5WgAaJgMw9CMIXEatjxDP7Zy35VVrJdSc/SbXrFnPhmoR0jcAQANwnfHC/X1kULL2IRk+2bb8559VpK0Ly1NSUlJtsUBAKGuT9Nw3ZkUpfk7SwuL/m1ztkZ3jlKCTV++ArWNpfIAgAZhbqrXsn1hi3D1aUoLOACoC6YNbKRG4aX1SLIKTT21gfZwaDhI3AEA9V5Gnk+LdpdrAZccY1M0AICqauZ26k99rUvjF+zM1XfHCwOcAdQvJO4AgHrv1R1eFfpLt9vHOPWLtm77AgIAVNl9PWLUpVHpk76mpClrPDJNCtWh/iNxBwDUawU+U69sty6TH58cI6eDFnAAUJeEOw09NcRazPObI4Vato/2cKj/SNwBAPXa0u/zdDSvdLo91mXo9qQoGyMCAJyry9tEaHjrCMvYI2s9yi9m1h31G4k7AKDeMk1Ts1OsLeDGJEWpUbj9b39x8fGKi4/XoMGDFRcfb3c4AFAnGMapWfewMoum9uf49GK53/VAfWP/JxcAAGrIt+mF+u5EUcm2IWl8D4rSAUBd1i3epXt7WNt5zvwuW4e8PpsiAmoeiTsAoN6avc06A/OLtm51LFPYCABQN03u10hNIkpTGW+xqcfWe2yMCKhZJO4AgHppb3axPtxvLVg0sSez7QBQH8RHOPTwAGt7uHd352ldBu3hUD+RuAMA6qWXU73yl6lV1LNxmC5qEW5fQACAanVX12glN7auopq8OlN+2sOhHiJxBwDUO9lFfr2RZm0BN7FnjAyDFnAAUF+EOQzNGGIt7rkuo0iL9uTZFBFQc0jcAQD1zttpucoqLJ1xaeZ26MaOtIADgPrmklYRGtXObRn78zqPcor8Ac4A6iYSdwBAveI3Tc0pV5Tu7m7Rcocx2w4A9dGTQ+JUtsvn4Vy/Zm2hPRzqFxJ3AEC98tkP+dqTXdoSyOWQxnWPPsMZAIC6rENsmP5PueKjz2/N1r7sYpsiAqofiTsAoF6Zs836bPv1HSPVIsppUzQAgNrw+76xSowsTW0KfNKj62gPh/qDxB0AUG9sO1mklYcKLGMTk2kBBwD1XazLoUcHNrKM/XNvvr4+UhDgDKBusS1xnzlzpi699FK1bdtWnTt31ujRo7Vt2zbLMRMnTlR8fLzlz/Dhwy3HFBQU6I9//KM6deqkVq1a6ZZbbtHBgwdr80cBAISI8s+2X5AYrn7NaAEHAA3BrV2i1L+ZyzI2ebVHPj/t4VD32Za4f/311xo3bpw+/fRTLVu2TGFhYbruuut08uRJy3HDhg3Tjh07Sv4sWrTIsn/KlClavny5XnnlFX300UfKzs7W6NGj5fP5BABoOI7l+/Tu7lzL2ARm2wGgwXAYhv4yJM4ytvVEkd5Myw1wBlB3hNn1wkuXLrVsz507V+3atdOqVas0cuTIkvGIiAglJiZWeg2Px6M33nhDL774oi699NKS6/Tu3VsrV67UZZddVnM/AAAgpMzfkauCMt/Zto1x6qpyLYIAAPXbeYkRuqlTpKWX+xMbsnRdx0jFhfOUMOqukPnXm5OTI7/fr/j4eMv4t99+qy5dumjgwIH67W9/q4yMjJJ9mzZtUlFRkX7+85+XjLVp00bdunXT6tWray12AIC9Cn2mXtluXSZ/X49ohTlCtwWcr29f+fr2lbd7d/n69rU7HACoN6YPbKRIZ+nv/2P5fj2zKdvGiICfzsjMzAyJhz7Gjh2r3bt3a+XKlXI6T1X/XbJkiSIjI9W+fXvt379fTz75pPx+v1auXKmIiAgtWrRIEyZM0LFjx2QYpf/nvPrqq9W5c2fNmjWr0tdKS0urlZ8JAFA7Pjnq1CM7I0q2Ix2mPhySp1jb1pUBAOz08v4wvbS/tMaJ0zD1Tv98dYgKidQHqCApKemM+0PiI83UqVO1atUqffLJJyVJuyTdcMMNJX/v2bOn+vXrp969e+vTTz/VNddcE/B6pmlaEvnyznZTQkFaWlqdiLM+4t7bh3tvn7p8703T1NLtGZKKSsZu7xqjAT3a2BdUFdTle1/Xce/twX23T0O693/u6NdHS4/qB++pZ6h8pqF5R+P17ohmtsTTkO59qKkv9972pfJTpkzRkiVLtGzZMnXo0OGMx7Zs2VKtWrXSnj17JEnNmzeXz+fT8ePHLccdO3ZMCQkJNRUyACCErDlaqI3Hiixj45OjbYoGABAKosIcenyQtT3cpz8U6Isf8m2KCPhpbE3cJ02apMWLF2vZsmXq2rXrWY8/fvy4Dh8+XFKsrl+/fnK5XFqxYkXJMQcPHtSOHTt03nnn1VjcAIDQMXub17J9RZsIdYlzBTgaANBQ/LJjpC5ItLYEnbrGoyLaw6EOsi1xf+ihh/TWW29p3rx5io+PV3p6utLT05WTc6q4UE5OjqZNm6Y1a9Zo3759+uqrr3TLLbcoISFBo0aNkiTFxcXpjjvu0KOPPqqVK1dq8+bNGj9+vHr27Klhw4bZ9aMBAGrJgZxiLd+XZxmb2JMWcAAAyTAMzRgSp7IP0O70FOuV7d6A5wChyrZn3OfNmydJuvbaay3jkyZN0pQpU+R0OrVt2za988478ng8SkxM1EUXXaTXXntNsbGxJcc//fTTcjqduvvuu5Wfn6+LL75Yc+bMsTwrDwCon+aleuUrM3HSIz5Ml7SMCHwCAKBB6dcsXLcnRemNMr3cZ2zM0k2dItXUTb6AusO2xD0zM/OM+yMjIyv0eq+M2+3WM888o2eeeaa6QgMA1AHeIr/m77TOmkxIjjljcdJQEnPJJZKkHgUFckdEKOfLL22OCADqp0cGNtIHe/OUXXTqm15PoakZG7P1fy+IP8uZQOiwvTgdAADn4p3dufIUlk63N4lw6ObOUTZGVDXOzZvl3LxZ0du3y7l5s93hAEC91TzSqT/2jbWMvbrDq5QTRQHOAEIPiTsAoM7xm6bmlitKd3e3KEWG1Y3ZdgBA7RqfHKNOsaVL4/2mNGWNR6ZJoTrUDSTuAIA65z8HC7TTU1yyHWZI47pTlA4AULkIp6Enh8RZxv57uEAf7qc9HOoGEncAQJ0ze1uOZfu6jpFqFU2RIQBAYCPbunVpK2sB02lrPSrwMeuO0EfiDgCoU7ZnFunfBwssYxOTmW0HAJyZYRh6ekicnGWeqtqb7dPslJzAJwEhgsQdAFCnzC032z4kIVwDE8JtigYAUJf0aOzSPd2jLWP/d3O2juT6bIoICA6JOwCgzjhZ4Nc7u/IsYxN7Rgc4GgCAiqb0i1V8eOm0e06xqSc2ZNkYEXB2JO4AgDpjwQ6v8so8i9gm2qmr20faGBEAoK5p4nZqav9GlrGFabnakFFoU0TA2ZG4AwDqhCK/qZdTrS3g7u0erTAHLeAAAFVzT/do9YgPs4zRHg6hjMQdAFAnLN+bp4NlnkGMdBq6qxvL5AEAVRfmOFWorqzVRwu15Pu8AGcA9iJxBwDUCeVbwN3aJUqNI3gbA4l2wHEAACAASURBVACcm0tbuzWyrdsyNn1tlrxFfpsiAgLjEw8AIOStyyjU2owiy9j4ZGbbAQA/zZOD4+QqkxEdzPXpua20h0PoIXEHAIS8OeVm24e3jlC3eJdN0QAA6ovOcWGamBxjGXt2S7YO5BTbFBFQORJ3AEBIO+j16YNyzxxOKPchCwCAc/VQ31gluEvTonyf9Od1tIdDaCFxBwCEtFe256i4TJHfrnFh+nnrCPsCqiaezEx5MjO1bu1aeTIz7Q4HABqsRuEOPTLQ2h5uyfd5+t+RApsiAioicQcAhKzcYr9e22FtATchOUYOgxZwAIDqM6ZLlPo0sT6CNWWNR37awyFEVDlxX7Vqlf72t7/pj3/8o3bt2iVJ8nq9Wr9+vbKyWFICAKg+i3bn6WRB6Yem+HBDoztH2hgRAKA+cjoM/eU8a3u4zceLtDAt16aIAKugE/fCwkLdfvvtuvLKKzVjxgy98sorOnjwoCTJ6XTqxhtv1EsvvVRjgQIAGhbTNCu0gBvbLVrRLhaLAQCq389aROj6jtYvhx9fn6WsQtrDwX5Bf/qZMWOGPv30Uz3zzDNau3atzDLLRtxut6677jp9/PHHNRIkAKDhWXmoQNszS6v6Og3p3u60gAMA1JzHBjWS21m6nZHv1983Z9sXEHBa0In7okWLNHbsWI0bN05NmjSpsD8pKUl79+6tztgAAA1Y+dn2a9pHqk1MmE3RAAAagrYxYfpt71jL2P/blqM9WbSHg72C/gSUkZGh3r17B9wfEREhr9cbcD8AAMHa5SnSZz9Yq/lO7Fm/Ztsjf/c7SVJ7j0eRcXHKe/ZZmyMCAEjS73rF6M2dXh3KPbVEvsgvTVvr0VuXNbU5MjRkQSfuiYmJZ5xRX79+vdq3b18dMQEAGri526xfBA9s5tLghHCboqkZ4QsWSJISTm+TuANAaIh2OfTYoDj96r8nS8Y+2p+vFQfzdWlrt42RoSELeqn8Nddco9dee62kkrwkGafb8Xz88cdatGiRrr/++uqPEADQoGQW+LVwl7WK78SeMSXvOQAA1LQbO0VqSLkvjKeu8ajYT3s42CPoxH3SpElq27atLrnkEt17770yDEMzZ87U8OHDNWbMGPXr10+/O73sDwCAc/XGTq9yi0s/GLWMcujaDrSAAwDUHsOo2B4uNbNYr+3g0WDYI+jEPTY2Vp999pl+//vfKyMjQ263W6tWrZLX69WUKVO0fPlyud0sHQEAnLtiv6m5qdYPRfd2j5HLwWw7AKB2DUgI121doixjT2/M0skC2sOh9lWpPK/b7dYf/vAH/eEPf6ipeAAADdiH+/P1g9dXsu12SmO7RZ3hDAAAas6jAxtp2d485ZxeCXaywNSMjVn62/nxNkeGhiboGXev16sDBw4E3H/gwAHl5uYG3A8AwNnMKdcCbnTnKDUt21AXAIBa1CLKqT/0tbaHe2W7V6kni2yKCA1V0In71KlTddtttwXcP2bMGD3yyCPVEhQAoOHZeKxQ36YXWsbGJ8fYFA0AAKdMTI5R+5jSL5F95qlCdaZJoTrUnqAT9xUrVmjUqFEB948aNUr//ve/qyUoAEDDM7vcbPuwVhFKbuyyKRoAAE5xhxl6coi1UN2KQwX65EC+TRGhIQo6cU9PT1eLFi0C7k9MTNSRI0eqJSgAQMNyJNen97/Ps4xNZLYdABAiRrVz66IW1vZwD6/xqMDHrDtqR9CJe7NmzZSamhpwf2pqquLi4gLuBwAgkFe2e1VUpkhv50ZOjWgTYV9AAACUYRiGZpwXr7JNTvZk+/RSudViQE0JOnEfMWKEFixYoNWrV1fYt3btWi1YsEAjRoyo1uAAAPVffrGpV7dbW8BNSI6Rw6AFHAAgdPRq4tLd3aItY3/bnK2jeb4AZwDVJ+h2cFOmTNHnn3+uK6+8UsOHD1dycrIMw1BKSoq++OILJSYm6uGHH67JWAEA9dCiPbk6XqYnbqNwQ7d2oQUcACD0TO0fq8V7cuUpPLVEPrvI1JMbsvTc0MY2R4b6LugZ98TERK1YsUI333yzvv32W82aNUv/+Mc/9O2332r06NFasWKFWrZsWZOxAgDqGdM0KxSluzMpWjGuoN+eAACoNU3dTk3u18gy9sbOXG0+XhjgDKB6BD3jLknNmzfX7NmzZZqmjh07JtM0lZCQIIPljACAc/Dfw4XadrK4ZNthSL/qEX2GMwAAsNe9PaL12g6vdnpOvX+Zkiav9uijkc3Ii1BjqpS4/8gwDCUkJFR3LACABmZOudn2Ue3cah97Tm9NdU72ypWSpAP796ttu3b2BgMACJrLYejpIXG68fPjJWPfphfqg715+mVHHvVCzQj46ejtt9+WJN1yyy0yDKNk+2xuvfXW6okMAFCv7ckqrtADd2LPhtMCzt+vnyQpNzpa/qQkm6MBAFTF8DZuXd4mQp/9UFAy9sjaLP2ibaQiw5h1R/ULmLj/+te/lmEYuuGGGxQeHq5f//rXZ72YYRgk7gCAoMzdlqOy3W/7NnXp/ObhAY8HACCUPDUkTv85eFTFp9/MfvD69PzWbP2p3DPwQHUImLhv3rxZkhQeHm7ZBgDgp/IU+rUwLdcyNjE5hmcDAQB1RlKcS+OTY/RiSuljX7O25GhMUrRaRzttjAz1UcDEvV2Z5+38fr8Mw1BMTIwaN6bVAQDgp1mYlquc4tL59sRIh37ZMdLGiAAAqLo/9o3VO7tK25rmFpt6bJ1HL13SxObIUN8E1W/H5/Opf//+WrhwYU3HAwCo53x+U3PLFaUb1z1aEU5m2wEAdUt8hEOPDLQujX9vT57WHC0IcAZwboJK3F0ul1q0aMESRgDAT/bxgXzty/GVbEc4pbu7NbwWcK758+WaP1/Nli6Va/58e4MBAJyzO5Ki1KuJyzI2ebVHftMMcAZQdUEl7pJ055136q233lJ+fv7ZDwYAIIDZ5Wbbb+wUpYTIhvcsYNQDDyjqgQfUYcYMRT3wgN3hAADOkdNhaMaQOMvYhmNFemdXboAzgKoLullux44dZZqmBg8erFtvvVUdOnRQZGTF5xF/+ctfVmuAAID647vjhfrmSKFlbEJyw2kBBwCony5qGaFr2ru1bF/pJOdj67N0dYdIxbqCnisFAgo6cb/vvvtK/v7MM89UeoxhGCTuAICA5mzzWrYvahGu3uWWFwIAUBc9PjhOn/6Qr4LTT4Ol5/n1j++y9ejAuDOfCAQh6MR9+fLlNRkHAKCeO5rn0+I95VrA9WS2HQBQP3SIDdNvesbo79+VPhL2wtYc3dm14dVxQfULOnG/8MILazIOAEA99+p2rwr9pdsdYp26oo3bvoAAAKhmD/aJ1cK0XB3JO/WGV+iXHlnr0aNtbQ4MdV7QiXtZW7du1YEDByRJbdu2Vc+ePak4DwAIqMBn6pXt1mXy43vEyOngvQMAUH/EuBz686A4TfjqZMnY8n35ujLWoSQb40LdV6VKCUuWLFGvXr108cUXa8yYMbrtttt08cUXq3fv3lq0aFFNxQgAqOOW7MlVRn7pdHusy9CYpCgbIwIAoGbc3DlSA5tZ67fM3BOuYj/t4XDugp5xX7hwoX7zm98oKSlJjz32mLp06SLTNLV79269/vrrGj9+vAoLCzVmzJiajBcAUMeYplmhKN3tSVFqFE6VXQBA/eMwDP3lvHiN+DCjZCwt16HXd+bqnu48745zE3TiPnPmTA0cOFD/+te/5HZbn0n81a9+pSuvvFIzZ84kcQcAWPwvvVDfnSgq2TYkjacFHACgHhvcPFw3d47Ue7vzSsamrMnUlhOFur9XrDo1OqcnltGABT3dcfDgQd10000VknZJcrvdGj16tA4dOlStwQEA6r7ZKTmW7ZHt3OoQywcWAED99ueBcYoKK63lUuCTXtuRq0FL0zV2xQltOlZoY3Soa4JO3Lt3767Dhw8H3H/o0CF169atWoICANQPe7OL9eH+fMvYRGbbAQANQKtop6YNaFRh3G9KH+zN07DlGbr2k2NacTBfpsnz7zizoBP3xx9/XAsWLND7779fYd+SJUv0+uuv64knnqjW4AAAddvLqV6V/SjSq4lLF7YIty0eAABq0697xujFC+PVMsJf6f4vDxfol58d17DlGVq6J1c+CtghgKDXKj7//PNq2rSpxo0bp8mTJ6tjx44yDEN79uxRRkaGOnfurOeee07PPfdcyTmGYei9996rkcABAKEtu8ivN3Zai9JNTI6mfSgAoEEZkxStAf5D2hLWWs9uyVbKyeIKx2w+XqR7vjypDhuydH+vGN3WJVqRYbxfolTQifv27dtlGIbatGkjSSXPs0dERKhNmzYqKCjQjh07LOfw4QwAGq630nKVVVQ6c5DgduiGjrSAAwA0PGEO6ebOUbqpU6S+OFigWVuy9c2Ris+478326Q/fevSXjdmakByjcd2jFR9BFxZUIXHfsmVLTcYBAKhH/KapOdusRenu7h4tN7MHJXJnzZIkHU1PV/PERJujAQDUBsMwNKKNWyPauLUuo1CzvsvWh/vzVX6BfEa+X09syNI/vsvW2G7R+nXPGLWKdtoSM0IDZX0BANXu0wP5+j7bV7LtckjjutG7tqyisWMlScfS0tQ4KcneYAAAtW5QQrjevKyp0jxFem5Ljt7Znauico/C5xSbeiElR3NTc3Rz5yj9tleMusW77AkYtmLdBQCg2s3ZZn22/YaOkUqMYqYAAIDykuJcev7Cxvruphb6ba8Yxboqrk4r8ksL03J13vtHddu/j2vN0QIbIoWdSNwBANUq5USRvjxs/UAxgRZwAACcUcsopx4fHKctN7XQ9IGN1Dyy8lTto/35uvzDYxr5UYY+O0AruYaCxB0AUK3KP9v+s8Rw9WtGCzgAAIIRH+HQg31i9d2NLTTrZ/HqFFv5irVv0wt18xfHNfSfR/Xu7lwV0UquXiNxBwBUm2P5Pr23J9cyxmw7AABV5w4zNLZbtNZen6j5w5qoX9PKn23fdrJY4/97Uv0Xp2vOthx5yz8oj3qBxB0AUG1e2+5VQWlNOrWLceqqdm77Agphjk2b5Ni0SVGpqXJs2mR3OACAEOV0GLquY6RWXJ2gf17RVJe2iqj0uB+8Pk1e7VHvRemasTFLx/N9lR6HuqnKVeXz8vK0ceNGZWRkaOjQoWrWrFlNxAUAqGMKfaZe2W4tSndfj2g5HbSAq0zssGGSpOTT257MTNtiAQCEPsMwdEkrty5p5damY4V6bmuOPtibp/Ir5E8U+PXXTdl6bkuO7ugapd/0ilG7GJqJ1XVVmnGfM2eOunXrplGjRunuu+9WSkqKJOn48eNq166dXn/99RoJEgAQ+j7Ym6cjeaXL82LCDN3RlRZwAABUt37NwvXqsCZaf32ixnWPlruSx+DzfKZeSvWq/+J03fflCW09UVT7gaLaBJ24L1y4UFOmTNHw4cP1/PPPW6oXNm3aVJdeeqnef//9GgkSABDaTNPU7HJF6W5NilJcOE9kAQBQUzo2CtPfL4jXdze10EN9YhUXXnGVm8+U3tuTpwv/eVQ3fXZMXx8poBJ9HRT0J6oXX3xRV1xxhV599VWNHDmywv5+/fppx44d1RocAKBuWH20UBuPWb/Jn9CDonQAANSG5pFOTRvYSFtvbqEnBzdSq6jK07zPDxZo1MfHNOLDDC3flyc/CXydEXTivnv3bl1xxRUB9zdt2lTHjx+vlqAAAHVL+dn2K9q61TmO5+kAAKhNsS6HftMrVptubKEXLoxX1wDvxesyinTHf07ovPeP6vWdXhX4SOBDXdCJe2xsrDweT8D9u3fvplAdADRA+3OKtXxfvmXs18k82w4AgF3CnYZuT4rWql8218KfN9GQhPBKj0vzFOu332Sq3+Ijen5LtrIKaSUXqoJO3C+++GItXLhQBQUFFfYdPHhQCxYs0PDhw6s1OABA6JuX6rVUtE2OD9PFLStvVQMAAGqPwzB0VftIfXpVM300spmuaFP5+/PhXL8eWZelXouO6PH1Hh3No5VcqAk6cZ82bZqOHTumYcOG6eWXX5ZhGPr888/15z//WUOHDpXL5dKf/vSnmowVABBicor8WrDT2gJuQs8YGQYt4AAACBWGYehnLSL07ohm+uba5hrdOVJhlbxVZxWamvldjnovOqIH/3dSe7KKaz9YVCroxL1Tp0765JNP1KJFC/31r3+VaZp68cUX9eyzz6pv37765JNP1Lp165qMFQAQYt7ZlStPYel0e5MIh27qFGVjRAAA4Ex6NnFp7sVNtPHGRE1IjlZUJRl8gU96bUeuBi1N19gVJ7TpWKENkaKsKlUO6tatm95//31lZmZqz5498vv96tChA8+2A0AD5DdNzU21zrbf0y1akZV9hQ8AAEJK25gw/eW8eP2pb6xeSvXqpVSvThRYn3H3m9IHe/P0wd48XdIyQg/2idElLSNYWWeDcyr5Gx8frwEDBkg61bvX6/UqOppCRADQkPz7YIHSPKVL6MIMaVwP3gsAAKhLmridmty/ke7vFaM303L1QkqODuRUfMb9y8MF+vJwgfo2demB3jG6pn2knA4S+NoS9FL5ZcuWafr06ZaxWbNmqVWrVmrbtq1uvfVW5ebmVnuAAIDQNDvF2gLu+o6RahnltCkaAADwU0S7HBqfHKMNNyTqpYsbK7lx5XO8m48X6e6VJzVoabpe3e5VXjGt5GpD0In7iy++qIyMjJLtjRs36vHHH9fAgQM1duxYffHFF3r22WdrJEgAQGhJPVmk/xyydhmZkBxjUzQAAKC6uByGbu4cpW+uba5FI5pqaIvKW8l9n+3T77/NVJ9FR/T3zdnKLKCVXE0KOnHftWuX+vTpU7K9ePFiNWnSREuWLNHMmTN19913a+nSpTUSJAAgtMzdZp1tP695uAYE6BELAADqHsMwNKKNWx+OTNAXoxI0qp1blS2Mz8j364kNWer13hFNW+PRIS+t5GpC0M+45+bmKiqqtFLwf/7zH1122WWKiDjVC7B379568803qz9CAEBIOZHv07u78yxjE5ltr7LCu+6SJHk8HsXFxdkcDQAAgQ1KCNeblzVVmqdIz23J0Tu7c1VUboI9p9jUCyk5mpuao5s7R+m3vWLULd5lT8D1UNAz7q1bt9bGjRslSbt379b27dv185//vGT/iRMn5Ha7qz9CAEBIWbAzV3m+0ufZ2kQ7Nao9v/+rKu/ZZ5X37LPa9/DDyuNRMwBAHZAU59LzFzbWdze10G97xSjWVXEOvsgvLUzL1XnvH9Vt/z6uNUcLKrkSqiroGffRo0drxowZOnz4sLZv3674+Hj94he/KNm/YcMGdenSpUaCBACEhiK/qZdTrcvk7+sRrTCqygIA0GC0jHLq8cFx+n2fWL22w6vZ23J0NK/iM+4f7c/XR/vzdUFiuB7sHasRbWgld66CnnH//e9/r9///vc6dOiQWrdurTfeeKNkad/Jkyf1v//9TyNHjqyxQAEA9lu2N0+HckvfmKPCDN3ZlRZwAAA0RPERDj3YJ1bf3dhC/7ggXh1jK+8u8216oW7+4riG/vOo3t2dqyI/leirKugZd6fTqWnTpmnatGkV9jVu3FhpaWnVGhgAIPTMLleU7tYuUYqPCPo7YAAAUA+5wwzd3T1ad3aN0vJ9+Zq1JVubjhdVOG7byWKN/+9JPbE+S7/pFaM7kqIU7eJzRDDO6S55PB6lpKQoJSVFHo+numMCAISgtUcLtS7D+iY8vgez7QAA4BSnw9B1HSO14uoE/fOKprq0VUSlx/3g9Wnyao96L0rXjI1ZOp5PJfqzqVLivmHDBo0cOVKdOnXSRRddpIsuukidOnXSlVdeqQ0bNtRUjACAEDCn3Gz7iNYR6kq1WAAAUI5hGLqklVvvX9FMK69O0PUdI1VZOZwTBX79dVO2ei9K159WZWp/TnHtB1tHBL1Ufv369brqqqvkcrl05513qlu3bjJNUzt37tTixYt11VVX6cMPP9SAAQNqMl4AgA0Oen36YG+5FnA9aQH3U8TFx0uSBp3e9mRm2hcMAAA1pF+zcL06rIkeySrWCyk5WpjmVfkJ9txiUy+levXKdq9u6Bip3/aOVa8mTA6UFXTi/uSTTyohIUGfffaZWrZsadn3pz/9SZdffrmefPJJLV26tNqDBADYa15qjsp0gFO3uLCAy98AAADK69goTH+/IF6T+sVq7rYczdvulafQWqTOZ0rv7cnTe3vyNKJ1hB7oE6ufJYZTiV5VWCq/bt063XPPPRWSdklq2bKl7rnnHq1du7ZagwMA2C+32K/XdngtYxOSY3gTBQAAVdY80qlHBsZp680t9MTgRmoVVXlK+vnBAl318TFd/mGG/rUvT36zYVeiDzpxN01TTmfl5f0lyeFwyGzgNxMA6qP3ducps8w34vHhhkZ3ibQxIgAAUNfFuhy6v1esNt3YQi9cGK+ucZUvBl+bUaTb/3NC579/VG/s9KrA1zBzzqAT9/79+2v+/Pk6efJkhX0nT57UggULeL4dAOoZ0zQ1O8ValO7ubtGKCqN1CwAA+OnCnYZuT4rWql8218KfN9GQhPBKj9vpKdb932Sq3+Ijen5LtrIK/bUcqb2C/uQ1depUHTx4UIMGDdIjjzyi119/Xa+//rqmTZumwYMH6+DBg5o6dWrQLzxz5kxdeumlatu2rTp37qzRo0dr27ZtAY//3e9+p/j4eD3//POW8auuukrx8fGWP/fcc0/QcQAAAltxqEA7PKUVXp2GNK47LeAAAED1chiGrmofqU+vaqaPRjbTFW0qr6VzONevR9ZlqdeiI3p8vUdH8xpGK7mgi9NdcMEFWrp0qR5++GG98MILln39+vXTU089pfPPPz/oF/766681btw4DRgwQKZp6umnn9Z1112n1atXq3HjxpZj//nPf2rDhg2VPl8vSWPGjNGjjz5asu12u4OOAwAQWPnZ9ms7RKpNTNBvHQAAAFViGIZ+1iJCP2sRoZQTRXpua7YW78lT+RXyWYWmZn6XoxdTcnRblyjd3ytWnRrV388oVfrJhg4dqpUrV+ro0aPav3+/JKldu3Zq3rx5lV+4fPX5uXPnql27dlq1apVGjhxZMr5//35NnjxZH3zwgW688cZKrxUVFaXExMQqxwAACCzNU6TPDxZYxiYm0wIOAADUjp5NXJp7cRM9PKBYL27N0RtpucottmbwBT7ptR25WrAzV9e0j9QDvWPUr1nly+3rsnN6SLF58+YaNGiQBg0adE5Je2VycnLk9/sVf7qvrSQVFxfr3nvv1UMPPaRu3boFPHfJkiXq1KmTzj//fE2bNk3Z2dnVEhMANGRzt1kryQ9KcGlw8/r3RggAAEJbu5gw/fX8eG29KVGT+8WqSUTFNNZvSh/szdOw5Rm69pNjWnkov14VTzcyMzMr/Wm++eabc7rg0KFDz+m8sWPHavfu3Vq5cmVJ9fonnnhCW7du1bvvvitJ6t27t+677z7df//9JefNnz9fbdu2VYsWLbR9+3Y99thj6tSpkz744IOAr5WWlnZOMQJAQ5FVLF21JlL5/tKWb091K9DlCQ3jObLaMGjwYMv2OlqqAgAQlDyftCw9TAsPhulwQeC56O7Rft3ZpkjDm/kU6l1sk5KSzrg/4FL5UaNGValHr2maMgxDJ06cCD6606ZOnapVq1bpk08+KUnav/76a7311lv66quvznju2LFjS/7es2dPdejQQZdddpk2bdqkfv36VXrO2W5KKEhLS6sTcdZH3Hv7cO/tU/7eP7clW/n+rJLtVlEO3Xd+R7kcIf6uV4fxb7/28TvHHtx3+3Dv7cO9r359ukuT/Kbe/z5Ps7Zka9vJ4grHbPc69ObBME28oGOVcttQFDBxX758ea0EMGXKFC1dulTLly9Xhw4dSsa/+uorHTlyxLJE3ufzafr06Zo9e3bACvT9+/eX0+nUnj17AibuAIDAiv2mXkq1LpO/t0cMSTsAAAgpLoehmztH6aZOkfriYIFmbcnWN0cKLcfc1aa4zift0hkS9wsvvLDGX3zSpElaunSp/vWvf6lr166Wfffee6+uvfZay9gNN9ygG264QXfddVfAa6akpMjn81GsDgDO0Yf78/WDt3RJvNspje0aZWNEAAAAgRmGoRFt3BrRxq11GYWa9V22Ptyfr06NnLqkaf14zC/oqvJer1cnTpxQ27ZtK91/4MABNW3aVFFRwX24e+ihh/Tuu+/qzTffVHx8vNLT0yVJ0dHRiomJUUJCghISEqzBhoUpMTGxZJnJ999/r/fee0+XX365mjRpoh07dmjatGnq06dPlVrTAQBKlW8Bd0vnKDVxO22KBgAAIHiDEsL15mVNtTOzSBn5fjnrSeHyoBP3qVOnasOGDQGfOR8zZowGDx6sv//970Fdb968eZJUYVZ90qRJmjJlSlDXcLlc+vLLLzVnzhx5vV61bt1al19+uSZPnlzyrDwAIHgbMgq16qh1idmEnrSAqwm+vn0lSfkFBXJHRNgcDQAA9UvXeJe6SkqrH3l78In7ihUrNGbMmID7R40apbfeeivoF87MzAz62B9t2bLFst2mTRt99NFHVb4OAKByc7ZZZ9svbRWh7vEum6Kp33K+/FISBYsAAMDZBd3HPT09XS1atAi4PzExUUeOHKmWoAAAte9wrk9Lv8+zjE1MZrYdAADAbkEn7s2aNVNqamrA/ampqYqLi6uWoAAAte+V7V4Vm6XbXRqFaXgblnADAADYLejEfcSIEVqwYIFWr15dYd/atWu1YMECjRgxolqDAwDUjnyf9Np2awu4CcnRctSD9ikAAAB1XdDPuE+ZMkWff/65rrzySg0fPlzJyckyDEMpKSn64osvlJiYqIcffrgmYwUA1JBPM5w6XuAv2Y4LN3RLF1rAAQAAhIKgE/fExEStWLFC06dP14cffqjPPvtMkhQbG6vRo0dr+vTp9E4HgDrINE29fchagO7OxjQyOQAAIABJREFUrtGKcQW9KAsAAAA1KOjEXZKaN2+u2bNnyzRNHTt2TKZpKiEhQQZLKQGgzvrv4ULtzi1N0h2G9Kse0TZG1DDEXHKJJKnH6XZwP1aZBwAAKK9KifuPDMNQQkJCdccCALDB7HIt4K5u71a7mHN6e0AVODdvliTxFQkAADgb1kECQAO221OsTw/kW8ZoAQcAABBaSNwBoAGbm5qjMh3g1K+pS+c1D7ctHgAAAFRE4g4ADVRmgV9vpeVaxib2jKFuCQAAQIghcQeABuqV7V7lFJfOtydGOvTLDpE2RgQAAIDKkLgDQAOUW+yvUJTuvh4xCncy2w4AABBqApYNPnDgwDldsG3btuccDACgdry5M1fH8v0l29FOU+O6U98cAAAgFAVM3Pv06XNOzzmeOHHiJwUEAKhZRX5Tz221zrbf0LJY8REswgIAAAhFARP3F154wZK4m6apOXPmaP/+/br55pvVpUsXmaapXbt2afHixWrXrp3Gjx9fK0EDAM7d4j15+sHrK9mOcEq3tiqyMSIAAACcScDEfcyYMZbtWbNmKTc3Vxs3blSTJk0s+yZPnqzLL79cx48fr5koAQDVwm+amvVdtmXs9qRoNQvPDXAGAAAA7Bb0ush58+Zp7NixFZJ2SWrWrJnuuusuvfzyy9UaHACgen24P187PMUl205Dur9XjI0RAQAA4GyCTtyPHTumoqLASymLi4t17NixagkKAFD9TNPUP8rNtt/QMVIdYgMuvgIAAEAICDpx7/P/2bvv8KjKtI/jv5n03gs1MfQW4FUQO0VRBKRYsKPgih1EELDtuquLuAqCa8FFFFGstNBtVBEQEelFupSEhCSkl5nz/oEmnDQmmDCT5Pu5rlyX55kzZ+5zmwxzz33O88THa9q0aTp06FCpxw4ePKhp06YpPj6+SoMDAFSdVcfztCnZ/AXsiPgAJ0UDAAAARzncZnn55Zc1YMAAde7cWb169VLTpk0lSXv37tXSpUvl7u6ul156qdoCBQD8NRO3mGeSv6GRt1qHeDgpGgAAADjK4cK9U6dO+u677/TSSy/pm2++0fz58yVJvr6+6tmzp5555hm1atWq2gIFAJy/TSfztfJ4nmlsZDz3tjtTelqapDNfgDdr1szJ0QAAAFdWqRsbW7RooZkzZ8putys5OVmGYSgiIkJWK2v/AoArm1ji3vYroj3VOdLLSdEAAACgMs5rRiLDMOTu7q7AwECKdgBwcbvTCrTwcK5p7CnubQcAAKgxKlV1b9q0Sf3791f9+vXVtGlT/fDDD5KklJQU3XbbbVq5cmW1BAkAOH9vbDXf294+zEPd6tNtBwAAqCkcLtw3bNigG2+8UQcOHNDtt98uwzCKHgsLC1NmZqZmzpxZLUECAM7PkcxCfbkv2zQ2Mj5AFovFSREBAACgshwu3P/1r3+pSZMmWr9+vV544YVSj1911VXauHFjlQYHAPhr3tyWqcLi71nVNNBdfRp7Oy8gAAAAVJrD97hv2rRJzz33nLy9vZWdnV3q8QYNGigxMbFKgwMAnL+TOTbN3GN+vx7ezl9uVrrtrsBn+HBJUkx6unyCgpQzebKTIwIAAK7K4cLdarVWOBFdYmKifHx8qiQoAMBf9+6OTOXYitvtDXzdNKiJrxMjwtk8Z8yQJEX8sU3hDgAAyuPwpfIdOnTQ0qVLy3wsPz9fX375pTp37lxlgQEAzt/pfLv+tyvLNPZoW395utFtBwAAqGkcLtxHjhypVatW6bHHHtPWrVslSSdOnNC3336rm266SQcOHNBTTz1VbYECABw3fVeWTucXd9tDvawa3JxuOwAAQE3k8KXy3bp109SpUzV69GjNmjVLkvTwww/LMAwFBQVp2rRp6tSpU7UFCgBwTE6hobd3mJeAG9baT34elVoBFAAAAC7C4cJdkm655RbdeOONWr58ufbt2ye73a6LLrpIPXr0kL+/f3XFCACohFm/ZSkpx1607e9u0YOteI8GAACoqRwu3H/44Qe1aNFC4eHh6t27d6nHU1JStGvXLl1xxRVVGiAAwHGFdkNTtpq77fe39FOIF912AACAmsrhT3J9+/bV8uXLy3185cqV6tu3b5UEBQA4P3MO5OhQpq1o29MqPdKGbjsAAEBN5nDhbhhGhY/n5+dXuFwcAKB62Q1Db2zJMI3d2dRX9XzdnBQRAAAAqkKFl8qfPn1a6enpRdunTp3SkSNHSu2Xlpam2bNnq169elUfIQDAIcuO5GpHWmHRttUiDW8X4MSIAAAAUBUqLNzffvttvfrqq5Iki8WicePGady4cWXuaxiGnn/++aqPEABwToZhaGKJbvuAWB9dFFipOUgBAADggir8RNe1a1d5e3vLMAz985//1MCBA9WuXTvTPhaLRb6+vurYsaMuueSSag0WAFC2NSfy9dPJAtPYiHi67QAAALVBhYV7ly5d1KVLF0lSXl6e+vbtqzZt2lyQwAAAjptUotves6GX2oV6OCkaAAAAVCWHr6EcO3ZsmeMnTpxQWlqaWrZsWWVBAQActzk5X98fyzONPUm3HQAAoNZweBr4Dz/8UMOGDTONPfXUU2rdurUuv/xyXXXVVUpJSanyAAEAFZu01dxtvyzKU5dFeTkpGgAAAFS1ShXuAQHFHZxVq1Zp+vTpuuWWW/TCCy/owIEDeu2116olSABA2famFyjhYK5p7Elmkq8RMlasUMaKFdrx0UfKWLHC2eEAAAAX5vCl8ocOHdLdd99dtD1v3jw1aNBA7777rqxWq9LT0zV37lyNHz++WgIFAJQ2eWumjLO224Z66LqGdNtrAnuHDpKkbD8/2Zs1c3I0AADAlTnccc/Pz5eHR/FER8uXL9e1114rq/XMIeLi4nTixImqjxAAUKajWTZ9vi/bNDaynb8sFouTIgIAAEB1cLhwj4mJ0Yo/LuXbtGmTDh48qO7duxc9npSUZLqUHgBQvf67LUMF9uLtuAA39Yv1cV5AAAAAqBYOXyo/ZMgQjR49Wrt379axY8fUoEEDXXfddUWPr1u3jpnlAeACScm1acYec7d9eLsAuVnptgMAANQ2DhfuDzzwgDw9PfX111+rffv2GjFihHx8znR2UlNTdfLkSQ0ZMqTaAgUAFJu6M0vZhcV3t9fzter2pr5OjAgAAADVxeHCXZLuvfde3XvvvaXGQ0JCii6jBwBUr4wCu6buyDSNPdLGX15udNtrEo8PP5QkhScmyiMqSgX33efMcAAAgAurVOEOAHC+D3dlKT2/uNse7GnRfS38nBgRzofviBGSpNg/ttMp3AEAQDkcLtz79u17zn0sFosSEhL+UkAAgPLl2Qy9td3cbX+wtb8CPByeaxQAAAA1jMOFu91uL7XEkM1m05EjR3T06FHFxcWpXr16VR4gAKDYp79l60RO8VTyvu4WPdSKbjsAAEBt5nDhvmjRogofe/LJJ/XBBx9USVAAgNIK7YYmb80wjQ1u7qtQbzcnRQQAAIALoUqurezdu7duueUWPfPMM1VxOABAGeYfzNGBDFvRtodVeqxtgBMjAgAAwIVQZTdFNm/eXJs2baqqwwEAzmIYhiZtNd/bfnsTXzXwo9sOAABQ21VZ4f7NN98oMDCwqg4HADjLN7/nadupgqJti6Th7fydFxAAAAAuGIfvcZ8wYUKZ4+np6VqzZo22bt2qUaNGVVlgAIBik0rc294v1kdNgzycFA0AAAAuJIcL91deeaXM8eDgYMXFxWnKlCm6++67qywwAMAZa0/k6cfEfNPYk/F02wEAAOoKhwv31NTU6owDAFCOSVvM3fYeDbzUPszTSdEAAADgQquye9wBAFVvS0q+vjmaZxp7Mp6Z5AEAAOoSCncAcGFvlJhJvnOEp66IotsOAABQl5R7qXxISIisVquOHz8uT09PhYSEyGKxnPOAbm5uCgsL0zXXXKOXX35Z4eHhVRowANQV+08Xat7BHNPYk/H+Dr0XAwAAoPYot3B/+umnZbFY5O7ubto+F5vNphMnTmj+/PnKyMjQrFmzqi7aOmRTulXPfpOslzsHqRkzRwN10uStGbIbxdutg911fSNv5wUEAAAApyi3cB83blyF2+fSvHlz/ec//zm/qOo4m93Qa/s9tTcrT98fTdJDrf31dIcABXpyZwNQVxzPtunT37JNYyPiA2Sl215rZL/xhiQpKTFRkVFRTo4GAAC4Modnla+svn37KiwsrLoOX6vN2JOtvVlnivRCQ/rv9kx9vi9bL1wcqLua+fLBHagD3tqWqXx78XaMv5sGXuTjvIBQ5Qruu0+SlLx3r0KaNXNuMAAAwKWVW7h/+umn53XAO+64Q5IUGxur2NjY8zpGXbf8WG6psZO5dj3+Q5o+2J2lCZcGq1Mkk1MBtVVqnl0f7M4yjQ1vFyB3K1/aAQAA1EXlFu6PPPJIqbE/73E3DKPMcam4cMf5+6hbqN7+8YDe+d1Xv2fZTI9tSi7QdYtOalATH/3jkiDV83VzUpQAqst7OzOVVVj8PhvlY9WdTX2dGBEAAACcqdzC/ddffzVtZ2Rk6KGHHlJAQICGDRumpk2byjAM/fbbb5o6daqysrL07rvvVnvAdYHFYlHPCJvu7xypN7ZmasrWDOWa63d9vi9HCw/lalT7AD3Sxl9ebnTigNogs8Cud3eYl4B7pI2/vN35GwcAAKiryp3trHHjxqafqVOnKiQkRIsWLVK/fv3Upk0btW3bVv3799eiRYsUFBSkqVOnXsjYaz1fd6ue6Rio9QOi1C+29EzSWYWGXvz5tLrMTdTiwzmlroQAUPPM2JOt1Lziv+UgT4vub+HnxIgAAADgbA5PU75gwQL17du3zCXhrFarbrrpJi1YsKBKg8MZMQHumtEtTAk3hKt1cOmLJA5k2HTnd6d089cp2p1W4IQIAVSFPJuht7ZlmMb+1tKfFSVqKevmzbJu3izfnTtl3bzZ2eEAAAAX5vCs8oWFhTp8+HC5jx88eFAFBRSN1enqel5a1S9SH+7O0su/nDZ15STp+2N5umJekh5s7aen2wcq2IsP+0BN8vm+bB3LLp5K3sfNoofa0G2vrQK6dpUktf5jOz0tzWmxAAAA1+ZwZde9e3e99957+vLLL02XZBuGoS+++ELTpk1Tjx49qiVIFHO3WvRAK3/9PDBKD7T0U8lJpgsN6e3tWbpkTqI+2pMlm53L54GawGY3NHmrudt+T3NfhXszASUAAEBd53Dh/uqrryo2NlbDhg1Ty5YtdcMNN6hXr15q2bKlhg0bppiYGL3yyivVGSvOEurtptcuC9aqmyJ1ZXTppeGSc+164oc0dV94UusS85wQIYDKWHAoV/tOF89C6W6RHm/r78SIAAAA4CocLtyjoqK0atUqjR8/Xm3bttWpU6eUnJystm3b6pVXXtGqVasUHR1dnbGiDG1DPbTghnDN6Baqhn6lO3O/phTohsXJ+tvKUzpWYmk5AK7BMAxN3GLutt/axFeN/B2+mwkAAAC1WKU+FXp5eWnYsGEaNmxYmY/v2LFDrVu3LvMxVB+LxaJ+sT7q2dBbU7Zl6I0tmcqxmS+R/3J/jhYdztXI+AA9xtJSgEv5/lietpwqniPEImlEO7rtAAAAOOMvz1524sQJvfnmm7rqqqt05ZVXVkVMOE8+7haN6RCoDQMjNfAin1KPZxcaemnTaV06N1ELD7F8HOAqSnbb+8R4q0Wwh5OiAQAAgKs5r8I9MzNTs2bNUv/+/dW2bVu98MILstlsGjFiRFXHh/PQyN9d07uGamGvcLUNLf3h/1CmTXd/f0oDvk7RLpaPA5xqQ1KefjiRbxobGR/gpGgAAADgihy+VN5ms+nbb7/VF198oSVLlignJ0cWi0UPPPCAHn30UcXExFRnnDgPV0Z7aWXfCM3Yk62XNp3WqTy76fEVfywf90BLP43ryPJxgDNM3JJp2u5a30sdw0tPOAkAAIC665yV2saNGzV69Gi1aNFCt99+u3bu3KmnnnpK8+bNk2EY6tq1K0W7C3OzWjSkpZ9+vjlKD7byk1uJW9tthjR1Z5Yunp2oD3axfBxwIW0/VaClR3JNY0+2o9sOAAAAswo77hdffLEOHDighg0b6p577tEtt9yiNm3aSJIOHz58QQJE1QjxsurVLsG6r4Wfxq1P18rj5iXiUvLsevLHNE3fnaUJlwbp8mgvJ0UK1B1vlFi3/eJwD11dj247AAAAzCrsuO/fv1+NGzfWCy+8oNGjRxcV7ai5Wod4aN71YZrZPVSN/UsvH7f1VIFuXJKsoStO6ffMQidECNQNBzMKNftAjmnsyfgAWSys+AAAAACzCgv3t956SxdddJGGDRum5s2ba+jQoVq8eLEKCpjQrCazWCzqG+OjDQOi9Nz/Bcq3jKXhZh/IUac5SXp182nlFHL5PFDVpmzN1Nl3prQMdteNjb2dFxAAAABcVoWF+5133qm5c+dqx44dGjNmjPbs2aO77rpLTZs21bhx42SxWOgO1WDe7haNah+gnwZG6da40svH5dgM/fuXDHWem6j5B1k+Dqgqidk2ffJblmlseLsAWXk/BQAAQBkcmkY8KipKjz/+uFavXq21a9fq/vvv16+//irDMPTYY4/p4YcfVkJCgrKyss59MLicBn5u+t81oVpyY7jiy1g+7kimTYOXn9JNS5O1/RRXWwB/1dvbM5VnK95u5O+mW8r48gwAAACQzmMd91atWukf//iHtm3bpoSEBPXq1UuLFi3S4MGD1bRp0+qIERfIZVFeWt43QpMvD1ZYGUvDrT6Rr6sSkjT6xzSlllhaDoBj0vLsmr7b/CXn42385WGl217X5A8erPzBg3Wyf3/lDx7s7HAAAIALc3gd97JcddVVuuqqq/T6669r8eLF+uKLL6oqLjiJm9WiwS381C/WRxM2n9b/dmbp7Fvc7Yb0v11Z+upAtp7tGKj7WvjJnYIDcNi0XVnKKCj+o4rwtuqe5n5OjAjOkjN5siTp0N69atasmZOjAQAArqzSHfeyeHl5acCAAfr000+r4nBwAcFeVo2/NFg/9I9U9/qll4ZLzTM0al26rklI0uoSS8sBKFt2oV3vbM80jT3cxl8+ZUwQCQAAAPypSgp31F4tgj00u2eYPukeqtiA0svHbU8tVN+lybpv+SkdZvk4oEIz92Qr5azbTAI9LBrakm47AAAAKkbhjnOyWCzqHeOjdf2j9MLFgfIrozs472COOs9J1PhfTiu7kPvfgZLybYbe3Gbutg9t6acgT96GAQAAUDGnfWKcOHGiunXrpkaNGqlJkyYaNGiQduzYUe7+w4cPV3BwsN58803TeF5enkaPHq24uDjVr19ft99+u44ePVrd4ddJ3u4WjYw/s3zcbU1Kz4Cda5MmbM5Q5zlJmnsgm+XjgLN8uT9bv2cVTyXv7XbmMnkAAADgXJxWuK9Zs0ZDhw7VsmXLlJCQIHd3d/Xv31+pqaml9p0/f742bdqkevXqlXps3LhxWrBggd5//30tXrxYGRkZGjRokGw2W6l9UTXq+7npvatD9XXvcHUML7183O9ZNt2/IlV9liZrK8vHAbIbhiZvNXfb727mp0if0refAAAAACU5rXCfM2eO7r77brVu3Vpt2rTR1KlTlZycrHXr1pn2O3z4sMaOHatp06bJ3d08CX56erpmzpypf/7zn+rWrZs6dOigqVOnavv27VqxYsUFPJu6qXOkl77rE6E3rwhWhHfpX6UfTuTrmoQkPfVjmlJy+SIFddfCQ7nak148B4SbRXq8Ld32ui4oOFhBwcG6pFMnBQUHOzscAADgwlzm5srMzEzZ7XYFn/XhpbCwUA888IBGjRqlFi1alHrO5s2bVVBQoO7duxeNNWzYUC1atND69esvSNx1ndVi0T3N/bTx5ig91sZfJW9/txvS+7uydPHsRL23I1OFdi6fR91iGIYmbc0wjd0c56OYgL+0GicAAADqEJf55Dh27Fi1a9dOnTt3LhobP368QkJCNHTo0DKfk5SUJDc3N4WFhZnGIyIilJSUVO5r7d27t2qCrmY1Jc4/DQ6Rrulo0cQDnvox1XwJcFq+oafXp2vq1lQ9FZevTsGuPYFdTct9bVLbcr8+zapfkr1NYwMDT2nv3hQnRVS+2pZ7V3dJiW3y7xzk3TnIu/OQe+ch985TE3LfrFmzCh93icL9mWee0bp167R06VK5uZ0p+NasWaNZs2Zp9erVlT6eYRiyWMpfF/lcSXEFe/furRFxltRM0rXxhpb9nqtn1qdrf4b5Evl92VY9ss1bfWO89VKnIJfsOtbU3NcGtTH3Ty1NlpRXtN2rkbdu6NDAeQGVozbmvqYh/xcev/fOQd6dh9w7D7l3ntqSe6dfKj9u3DjNnj1bCQkJio2NLRpfvXq1Tpw4oRYtWigsLExhYWE6cuSI/v73v6t169aSpMjISNlsNqWkmDtXycnJioiIuJCngbNYLBbd0MhHPw6I0ouXBMq/jOXjFhzKVee5iXpp02llFbh29x04Xz+fzNeq43mmsZHxAU6KBgAAADWVUwv3MWPG6KuvvlJCQoKaN29ueuyBBx7QDz/8oNWrVxf91KtXT4888ojmz58vSerQoYM8PDy0fPnyoucdPXpUu3fv1qWXXnpBzwWleblZNLxdgDbeHKU7mvqWejzPJr3265nl42bvZ/k41D4Tt5jvbb8q2lOdIj2dFA0AAABqKqddpzxq1Ch9/vnn+vjjjxUcHKzExERJkp+fn/z9/RUREVGqa+7u7q6oqKiiSx2CgoJ0zz336IUXXlBERIRCQkL07LPPqk2bNurateuFPiWUI9rXTe9cFaKhLf00Zl2afk42LxF3NNumoStTNW1Xll65NEjtwyhsUPPtSivQosO5pjG67QAAADgfTuu4T5s2TRkZGerXr59atGhR9PPmm29W6jj//ve/1adPH91///264YYb5Ofnp88++6zoXnm4jksiPPVNnwi9fWWwonxK/+r9mJivrgknNeKHVCWzfBxquDdKdNs7hHmoa30vJ0UDAACAmsxpHfe0tLRKP2fr1q2lxry9vfWf//xH//nPf6oiLFQzq8WiO5v5qU+Mj17/NUNv78jU2be4G5I+3JOtuQdzNLZDoB5o5ScPa/kTDQKu6FBGob7cn2MaezI+oMJJMwEAAIDyOH1yOtRNgZ5WvdgpSD/2j9T1DUt3IdPzDY3bkK6r5idp+dHcMo4AuK7/bsuU7awpG5oFuatvjHf5TwAAAAAqQOEOp2oa5KHPrwvXl9eFqWlg6QtAdqUVasDXKbrzuxQdzCh0QoRA5STl2DRzb5ZpbHg7f1nptgMAAOA8UbjDJVzX0Ftr+0fqX50CFeBRusBZfDhXneck6l8/pyuT5ePgwt7dkamzp2ho4Oum2+JKr6oAAAAAOIrCHS7D082ix9sG6Oebo3R3M1+VLN/z7dLrWzLVaU6ivtjH8nFwPen5dk3bae62P9bWX55udNsBAABw/ijc4XIifdz03ytD9H3fCHWOKL003PFsux5claobFidrc3K+EyIEyjZ9V5ZOFxR/oRTqZdW9zem2AwAA4K+hcIfL6hjuqaW9wzX16hBFl7F83PqkfHVbcFKPr0nVyRyWj4Nz5RQaent7pmnsodZ+8vPgbRZls7VvL1v79spq2VK29u2dHQ4AAHBhTlsODnCE1WLRoCa+urGxtyb+mqG3tmcqv8TycTP3Zmv+wRyN6RioB1k+Dk7yyd4sncwt/uX0d7fowVb+TowIri5z5UpJ0t69e9WsWTMnRwMAAFwZrSDUCAEeVv39kiCtGxClXo1KL6t1usDQsxvSdcW8JH3H8nG4wArthqZsM3fbh7T0U7AXb7EAAAD46/hUiRolLtBdn14bpjk9w9Q8qPQFI3vSC3Xz1ym6/dsU7T/N8nG4MGYfyNHhzOLbNbzcpEfa0G0HAABA1aBwR43UvYG3fugfqX93DlKgZ+lL45ceyVWXuYn6x8Z0ZbB8HKqR3TA0aUuGaezOpr6K9nVzUkQAAACobSjcUWN5WC16pI2/fh4YpcHNy14+7o2tmeo0O1Gf/pYtO8vHoRosOZyrXWnFV3dYLdITbQOcGBEAAABqGwp31HgRPm6afEWIlveNUJfI0svHncix6+HVqbp+0UltOsnycag6hmFo0lZzt33gRT66KJB5PwEAAFB1+HSJWqNDuKeW3Biur/bn6O8b03Us23yJ/E8nC9R94Und2dRXf784UFFcyoy/aPWJfG08WWAaG9GObjsc43/NNZKkVnl58vbyKpplHgAAoCQKd9QqFotFt/6xfNykLZl6c3uG8kos8T7rt2wtOJSjp9sHaFhrf3m6sXwczk/Je9uvb+iltqEeTooGNY3br79KkvycHAcAAHB9XCqPWsnPw6rnLg7U+gFR6tO49PJxGQWGnt94WpfPS9LXR1g+DpW3OTlfy4/lmcaejKfbDgAAgKpH4Y5aLTbAXR/3CNP868PUKrj0BSa/nS7Ubd+m6LZvkvVbekEZRwDKNrFEt/2yKE91ifJyUjQAAACozSjcUSdcU99bq/tFasKlQQoqY/m4r3/P02XzkvT8T+nKZPl3nMOetAItOGS+UmMk3XYAAABUEwp31BnuVouGtfbXppujNKSFX6nl4wrs0pvbMnXzzz5acYzL51G+ydsydfbigu1CPXRtA7rtAAAAqB4U7qhzwrzdNPHyYK28KUKXRZVePu5UgUW3fZOiZdz7jjIcySzU579lm8ZGxvvLYmGSQwAAAFQPCnfUWfFhnlrcK1zTrwlRQz/z0nD5dunu71O06FCOk6KDq/rvtkwVntVubxLopptifJwXEAAAAGo9CnfUaRaLRQPjfLVhYKSeivc3PVZglwYvP6X5BynecUZyrk0f7TF324e3C5CblW47AAAAqg+FOyDJ192q5y8O0qTLgk3jhYY0ZMUpzdmfXc4zUZe8uyNLObbidns9X6sGNfEAdSBMAAAgAElEQVR1YkQAAACoCyjcgbPc39JPzzfNM01cZzOkB1al6ot9FO912el8u/63M9M09mgbf3m50W0HAABA9aJwB0q4Kdqmt68K0dlXP9sNadiqVM3am+W8wOBUH+7OUnp+cbc9xMui+1r4OTEiAAAA1BUU7kAZ7mjqq6klindD0qNr0vTRHor3uia30NBb283d9gdb+cvfg7dQAAAAVD8+dQLluLWJr6ZfEyq3EsX7Ez+kafouive65NPfspWYYy/a9nO3aFgruu0AAAC4MCjcgQr0v8hHH3QNlXuJ25hH/pim93Zklv0k1CqFdkOTt2WYxga38FWot1s5zwAAAACqFoU7cA43xfroo+6hKnlV9NPr00tdPo3aZ97BHB3MsBVte1ilx9oEODEi1BbpaWlKT0vTxp9+UnpamrPDAQAALozCHXDAjY199En3MHmVaLI+uyFdk7dmlP0k1HiGYWjiFvP/3zua+qq+H912AAAAXDgU7oCDejby1qc9wlTyCum/bzyt136leK+Nlv2eqx2phUXbVos0vC3ddgAAAFxYFO5AJXRv4K3Prw2TT4m1u1/adFrjfzktwzDKeSZqGsMwNGmL+VaIfjE+ahLk7qSIAAAAUFdRuAOVdE19b33ZM0x+JWasm7A5Qy9tonivLdYm5mt9Ur5pbES8v5OiAQAAQF1G4Q6chyujvfRVzzD5lyjeX9+Sqb9vpHivDSaVuLf92gZeah/m6aRoAAAAUJdxzSdwni6L8tLc68N189fJOl1QXKhP2ZapAruhf3cOksViqeAIcFW/puTr26N5prEn47m3HVXLZ/hwSVJMerp8goKUM3mykyMCAACuisId+As6RXpq3vXhGvB1stLzi4v3d3ZkqdCQXr2U4r0meqPEve2XRnrq8ii67ahanjNmSJIi/timcAcAAOXhUnngL/q/CE8l3BCuEC9zgf6/nVka+WOa7Fw2X6PsSy/U/EM5prEn4/35AgYAAABOQ+EOVIH2YZ5KuCFCYV7mP6kPdmdr+A8U7zXJ5G0Zsp/1v6t1iLuub+jtvIAAAABQ51G4A1WkXaiHFvQKV4S3+c9q5t5sPbI6VTY7xburO5Zl06e/ZZvGnmwXQLcdAAAATkXhDlSh1iEeWtgrXFE+5j+tz/bl6KHVqSqkeHdpb23PVIG9eDs2wE0DLvJxXkAAAACAKNyBKtci2EOLeoWrvq/5z+vL/Tn628pUFVC8u6RTuTZ9uDvLNDa8bYDcrXTbAQAA4FwU7kA1aBrkoUW9ItTQz800PvdgjoasOKV8G8W7q5m6M0tZhcX/X6J8rLqjqa8TIwIAAADOoHAHqslFge5a2Ctcjf3NxfuCQ7kavPyU8ijeXUZmgV1Td5iXgHu0jb+83em2AwAAwPko3IFqFBvgrkW9whUbYC7elxzJ1T3fpyi3kOLdFXy4O0tp+cX/L4I8Lbq/pZ8TIwIAAACKUbgD1ayRv7sW9YpQk0Bz8f7173m687sU5VC8O1WezdBb283d9r+18leAB2+PAAAAcA18MgUugAZ+blrYK0LNg9xN498fy9Ogb1OUdfZU5rigPt+XrePZxfn3cbPoodZ02wEAAOA6KNyBC6Ser5sW9gpXy2Bz8b7qeJ5u/SZFmRTvF5zNbmjy1gzT2L3NfRXu7VbOMwAAAIALj8IduIAifc4U761DzMX72sR83fJ1ik7nU7xfSAmHcrTvtK1o290iPdbW34kRAQAAAKVRuAMXWLi3mxbeEK74UA/T+LqkfN38dbLSKd4vCMMwNHGL+d7225r4qpG/eznPAAAAAJyDwh1wglBvNyXcEK6O4ebi/aeTBeq/LFlpeRTv1e27o3naeqqgaNsiaUQ7uu24cDJWrFDGihXa8dFHylixwtnhAAAAF0bhDjhJsJdVc3uG65IIc/H+S3KBblqarFO5tnKeiaowcYv53va+Md5qHuxRzt5A1bN36CB7hw7KbtVK9g4dnB0OAABwYRTugBMFe1k1p2e4ukR6msa3nCpQ36XJSqZ4rxbrEvO0NjHfNDYyPsBJ0QAAAAAVo3AHnCzQ06qveobp8ihz8b49tVB9lyQrKYfivapNKtFt71bfSx3CPcvZGwAAAHAuCnfABfh7WPXldWG6up6XaXxnWqH6LEnWiWyK96qy7VSBlv2eZxp7km47AAAAXBiFO+Ai/Dys+uzaUHWrby7e96QXqveSkzqaRfFeFd4osW77JREeuiqabjsAAABcF4U74EJ83a36tEeYrmtgLt73nbap95KTOpJZ6KTIaocDpws150COaezJdgGyWCxOigh1mceHH8rjww8VPmeOPD780LnBAAAAl8aCxYCL8Xa36OMeYRq8/JSWHsktGj+YYVPvJclacEO4YgL40z0fU7ZlyG4Ub7cMdlevxt7OCwh1mu+IEZKk2D+20++7z1mhAAAAF0fHHXBBXm4WfdQtVH1KFJWHM88U7wdO03mvrBPZNn2yN9s0NqJdgKx02wEAAODiKNwBF+XpZtEH3ULVP9bHNP571pnL5n9LL3BSZDXT29szlW8v3m7k76ab43zKfwIAAADgIijcARfmYbVo2jUhuqVEgXks264+S5K1J43i3RFpeXZN35VlGnuirb88rHTbAQAA4Poo3AEX5261aOpVIRrUxFy8n8ixq/eSZO1MpXg/l//tzFRmYfHN7RHeVt3dzM+JEQEAAACOo3AHagA3q0VvXxmiu5v5msZP5p7pvG87RfFenqwCu97ZYe62P9LGXz7udNsBAABQM1C4AzWEm9WiKVcE6/4W5uI9Jc+uvktP6teUfCdF5to+2pOtU3nFN7cHelg0pCXddgAAANQcFO5ADWK1WDTxsmD9rUThmZpn6KalyfolmeL9bPk2Q//dlmkae6CVn4I8eesDAABAzcGnV6CGsVgserVLkB5ubS7e0/MN9VuWrI0nKd7/9MX+bB3NthVte7tJD7f2d2JEAAAAQOVRuAM1kMVi0b87B+mJtuYi9HS+oQHLkrUuMc9JkbkOm93Q5K3mbvs9zfwU4ePmpIgAAACA80PhDtRQFotFL14SqKfizcV7RoGhm79O0Q8n6nbxvvBwrvamFxZtu1mkx9rSbQcAAEDNQ+EO1GAWi0XP/V+gxnQIMI1nFRq69ZsUrTxWN4t3wzA0aUuGaeyWOB/FBLg7KSIAAADg/FG4AzWcxWLRuI6BerajuXjPLjQ06NtkfX8010mROc+KY3nanGJeIm9Eu4By9gYAAABcG4U7UEuM7hCof1wcaBrLtUl3fJeir4/UreJ9Yolu+42NvdUqxMNJ0QAAAAB/DdeNArXIiPgAuVul5346XTSWZ5Pu/j5FM7qFqldjHydGd2H8lJSv1SfMM+uPjKfbDteT/cYbkqSkxERFRkU5ORoAAODKKNyBWuaxtgFyt1o0dn160Vi+Xbrn+1P6oFuo+sbU7uK9ZLf96npeuiTC00nRAOUruO8+SVLy3r0KadbMucEAAACXxqXyQC30UGt/vX5ZkGms0JDuW35K8w7kOCmq6rcjtUBLStwWMDKemeQBAABQs1G4A7XU0Jb+mnJFsCxnjdkMaejKU/pqf7bT4qpOb2w1d9s7hnvomnpeTooGAAAAqBoU7kAtdm9zP711Zeni/cFVqfrst9pVvB/MKNTs/earCZ5sFyCLxVLOMwAAAICagcIdqOXubOanqVeHyHpW/Wo3pIdXp2rmniznBVbF/rstUzajeLt5kLv6xHg7LyAAAACgijA5HVAH3NbEV+4W6W+rUouKW0PS4z+kyWZI97Xwc2p8f1VSjk0f7zV/CTG8nb+sdNvhwqybN0uSfA8fljUrS/YOHZwcEQAAcFUU7kAdMTDOV25Wi4auOKXCszrTI9amqcBu6G+tau4kbu9sz1SurXi7oZ+bbo3zdV5AgAMCunaVJLX+Yzs9Lc1psQAAANfGpfJAHdIv1kczuoXKo8Rf/uh16Xpne6ZzgvqL0vPten+Xudv+WFt/ebrRbQcAAEDtQOEO1DG9Y3w0s3uoPEv89Y/bkK43S8zKXhO8vytLpwuKLyEI87Lq3uZ02wEAAFB7ULgDddANjXw0q0eYvNzM489vPK3Xf605xXt2oV1vl7hS4KHWfvJ1560NAAAAtQefboE66tqG3vr82jD5lLik/F+bTmvC5tNOiqpyPt6TreRce9F2gIelRt+rDwAAAJSFwh2ow7rW99YX14XJ191cvI//JUMvbTotwzDKeabzFdgNTdlm7rYPaeGnYC/e1gAAAFC78AkXqOOuquelr64Lk3+J4v21XzP04s+uW7x/tT9Hv2cVTyXv5SY90oZuOwAAAGofCncAujzaS7N7hinAw1y8v7E1U8/95HrFu90w9MYW8734dzX1U5SvWznPAAAAAGouCncAkqRLo7w07/pwBXqai/e3tmdq7Pp0lyreFx/O1e70wqJtq0V6oh3ddgAAANROFO4Ailwc4amE68MVXKJ4n7ozS6PWpcvuAsW7YRiaVKLbfvNFPooNcHdSRAAAAED1onAHYNIh3FMLekUotMQkb+/vytKItWlOL95XHc/Xz8kFprER7QKcFA0AAABQ/SjcAZTSLtRDC24IV7i3+S3ioz3ZemxNmmx25xXvk7aau+3XN/JWm1APJ0UDAAAAVD+nFe4TJ05Ut27d1KhRIzVp0kSDBg3Sjh07TPu89NJL6tSpk+rXr6+YmBjddNNNWr9+vWmf3r17Kzg42PQzZMiQC3kqQK3UJtRDC3uFK9LH/DYx67dsPbwmVYVOKN5/Sc7XimN5prGR3NsOAACAWs5phfuaNWs0dOhQLVu2TAkJCXJ3d1f//v2VmppatE+zZs302muvae3atVq6dKliYmJ0yy23KCkpyXSsu+66S7t37y76mTRp0oU+HaBWahnsoUW9wlXP1/xW8cW+HA1bdeGL94kl7m2/PMpTl0Z5XdAYAAAAgAvNabM5zZkzx7Q9depUNW7cWOvWrVOvXr0kSYMGDTLt8/LLL2vmzJnaunWrevToUTTu6+urqKio6g8aqIOaBXloUa8I9V2SrKPZxeumzz6QowK7ofe7hsrDaqngCFVjd1qBFhzKNY091Z5721Fz5Q8eLElKT09XUFCQk6MBAACuzGXucc/MzJTdbldwcHCZj+fn52vGjBkKDAxUu3btTI/Nnj1bcXFx6tKli5577jllZGSUeQwA5ycu0F2LbgxXQz/zOukJh3I1ePkp5dmqv/P+xtZM03Z8qIe616fbjporZ/Jk5UyerEPPPqucyZOdHQ4AAHBhlrS0NOev7yTpvvvu0759+7RixQq5uRUXB0uXLtXQoUOVnZ2t6Ohoffzxx7r44ouLHv/www/VqFEjRUdHa9euXXrxxRcVFxenefPmlftae/furdZzAWqr47kWPbTVS8fyzN/5XRli0yut8uRVTV8Fnsi1qP/P3rIZxZ398S3zdG24rYJnAQAAADVDs2bNKnzcJQr3Z555RnPmzNHSpUsVGxtreiwrK0uJiYlKSUnRjBkztHLlSn3zzTeKjo4u81g///yzevTooRUrVqhDhw4XIPrqsXfv3nP+z0P1IPcV+z2zUDctTdb+DHPR3KOBlz7uHiYf9/O/bL683D+9Lk3v7cwq2m4a6K71AyLldgEu0a8r+L13HnLvPOTeOci785B75yH3zlNbcu/0S+XHjRun2bNnKyEhoVTRLkl+fn6Ki4tTp06d9N///lceHh766KOPyj1ex44d5ebmpv3791dj1EDd1dDfXQt7RahpoHmKjO+O5umO71KUXWiv0tdLzrVp5p5s09gT7fwp2gEAAFBnOLVwHzNmjL766islJCSoefPmDj3HbrcrPz+/3Me3b98um83GZHVANarv56ZFvcLVIshcvK84lqfbvklRZkHVFe/vbs9Szln30Nf3ter2Jr5VdnwAAADA1TmtcB81apRmzZqladOmKTg4WImJiUpMTFRm5pkJqE6fPq2XXnpJGzdu1JEjR7R582Y9+uijOnbsmPr37y9JOnDggCZMmKBffvlFhw4d0tdff62hQ4cqPj5eXbp0cdapAXVClK+bFvYKV+sQc/G+5kS+bv0mRRlVULyfzrfrvV3mSekebRsgTze67QAAAKg7nLYc3LRp0yRJ/fr1M42PGTNG48aNk7u7u3bu3KmPP/5Yp06dUmhoqDp27KjFixerbdu2kiQPDw+tXLlS7777rrKystSgQQP17NlTY8eONU1wB6B6RPi4acEN4eq/LEVbTxUUjf+YmK+bl6Xoy55hCvI8/+8HP9idpdP5xd32EC+LBjen247aIeiPVVQu+WM7PS3NecEAAACX5rTCPe0cH1B8fX31ySefVLhPw4YNtXjx4qoMC0AlhXm7KeGGcA1YlqzNKcXF+4aT+Rq4LFmze4Yr+Dymm88tNPT2dnO3fVgrf/l7OH1qDgAAAOCC4hMwgL8sxMuqedeH6+JwD9P4z8kF6rcsWal5lb9sftZv2UrMKX6en7tFw1r7/+VYAQAAgJqGwh1AlQj2smrO9eHqHOFpGv81pUB9lyYrJdfxNdcL7YYmb80wjd3fwk8h1bVQPAAAAODC+BQMoMoEeVo1+/owXRZlLt63nTpTvJ/Mcax4n3MgR4cyi/f1tEqPtqXbDgAAgLqJwh1AlQrwsOqr68J0ZbS5eN+RWqg+S5J1Irvi4t1uGHpji7nbfkdTX9XzZcJJAAAA1E0U7gCqnJ+HVV9cF6au9b1M47vTzxTvx7LKL96XHcnVjrTCom2rRRreLqDaYgUAAABcHYU7gGrh627Vpz3CdG0Dc/H+2+lC9V5yUr9nFpZ6jmFIk7aYZ5LvH+ujuECnLYABAAAAOB2FO4Bq4+Nu0cfdw3R9Q3PxfiDDpt5LknUow1y8bzpt1YaT+aaxEe24tx0AAAB1G4U7gGrl7W7RzO5hurGxt2n8UOaZ4v3gWcX7h0fMy8ld18BL8WHme+UBAACAuobCHUC183SzaEa3UN0UYy7ef8+yqffiZO1LL9Tm5HytSzNPQPdkPPe2AwAAABTuAC4ID6tF07uG6uaLfEzjR7Nt6r3kpJ77Kd003iXSU5dHmy+xBwAAAOoiZnwCcMG4Wy2aenWI3KzSF/tyisZP5Nh1Isd8bzvddgAAAOAMOu4ALih3q0XvXBmiO5v6lrtPmxB39WxItx0AAACQ6LgDcAI3q0X/vTJYHlZpxp7sUo+PjA+QxWJxQmTAhWNr316SlJuXJ28vvqgCAADlo3AH4BRWi0WTLg+Wu9Wi93dlFY1fFOCmfrE+FTwTqB0yV66UJO3du1fNmjVzcjQAAMCVUbgDcBqrxaLXugQpwtuqKdsy5W+16YOuEXK30m0HAAAA/kThDsCpLBaLxnYM1Mj4AB3a/5uahbNuOwAAAHA2JqcD4BI83eiyAwAAAGWhcAcAAAAAwIVRuAMAAAAA4MK4xx0AACfwv+YaSVKrP5aD+3OWeQAAgJIo3AEAcAK3X3+VJPk5OQ4AAOD6uFQeAAAAAAAXRuEOAAAAAIALo3AHAAAAAMCFUbgDAAAAAODCKNwBAAAAAHBhFO4AAAAAALgwCncAAAAAAFwYhTsAAAAAAC6Mwh0AAAAAABdG4Q4AAAAAgAujcAcAAAAAwIVRuAMAAAAA4MIsaWlphrODAAAAAAAAZaPjDgAAAACAC6NwBwAAAADAhVG4AwAAAADgwijcAQAAAABwYRTuAAAAAAC4sDpduE+cOFHdunVTo0aN1KRJEw0aNEg7duww7WMYhsaPH6+WLVsqOjpavXv31s6dO037vPbaa7r++utVv359BQcHl/laK1euVM+ePdWwYUO1aNFCf//731VYWHjOGNesWaNrrrlGUVFRat++vaZPn17uvq+//rqCg4M1evToCo+Zmpqq0aNHq1OnToqOjlabNm00cuRInTp1yrTf5s2b1b9/fzVu3FgXXXSRhg8frszMzHPG7Ii6mntJeuKJJ9ShQwdFR0erSZMmuuOOO7R7927TPmlpaXrwwQfVuHFjNW7cWA8++KDS0tLOeWxH1Ibcjx8/XsHBwaaf5s2bn/O4eXl5Gj16tOLi4lS/fn3dfvvtOnr0qGmfMWPGqGvXroqKilK7du3OeczKIPfl537r1q0aOnSo2rRpo+joaF1yySWaMmWK7Hb7OY99LuS9/LwnJydr4MCBatmypSIjI9WmTRuNGjVK6enp5zy2I8h9xe83f0pJSVGrVq0UHByslJSUcx7bEeS+4tyXPG5wcHCF/85XBrk/9+/9559/riuvvFJRUVGKi4vTsGHDznlsR5D78nP/ySeflPl7HxwcrE2bNp3z+OdC7iv+vd+0aZP69eunmJgYNW7cWDfddJN+/vnncx77bHW6cF+zZo2GDh2qZcuWKSEhQe7u7urfv79SU1OL9pk8ebLeeustTZgwQd9//70iIiI0YMAAZWRkFO2Tl5enPn366OGHHy7zdbZt26Zbb71V3bp106pVq/T+++9ryZIl+sc//lFhfAcPHtRtt92mzp07a9WqVRo5cqSefvppzZ8/v9S+P/30k2bMmKE2bdqc87yPHz+u48eP68UXX9TatWs1depUrV27VkOHDjXt079/f8XGxuq7777T7NmztWvXLj3yyCPnPL4j6mruJaljx456++23tX79es2ePVuGYah///4qKCgo2ueBBx7Qli1b9OWXX+qrr77Sli1bquwftdqS+2bNmmn37t1FP2vXrj3nuY8bN04LFizQ+++/r8WLFysjI0ODBg2SzWYr2sdut+uOO+7Q7bfffs7jVRa5Lz/3mzdvVlhYmN59912tW7dO48aN06uvvqpJkyad89jnQt7Lz7vValWfPn302WefaePGjXr77be1cuVKDR8+/JzHdgS5r/j95k+PPPJIlX9RSO7PnfspU6aYjn3HHXec89iOIPcV5/7dd9/VCy+8oMcff1w//vijFixYoBtvvPGcx3YEuS8/9wMHDjQdc/fu3brtttsUExOjjh07nvP450Luy899Zmambr75ZkVHR+vrr7/WN998o+joaA0cONB07ueUlpZm8HPm5/fffzesVqvx6aefGmlpaUZqaqoRFRVlPPfcc0X7HD9+3PD39zcmTZpU6vkzZswwJJUaHzlypNGuXTvT2Keffmp4e3sbR44cKTee4cOHG3Fxcaaxe+65x+jUqZNp7NChQ0ZsbKwxf/5844orrjD+9re/Vfrcv/jiC8NisRiHDx820tLSjDfeeMMIDQ01UlJSivb54YcfDEnGpk2byH0V5n7NmjWGJOOnn34y0tLSjPXr1xuSjKVLlxbts2TJEtM+dT33Y8aMMVq1alWp8zx06JDh4eFhvPfee0Vj27ZtMywWizF79uxS+//rX/8yGjVqVOX5Jvfnzv2fP0888YTRvn178n6B8/7KK68YUVFRVZ53cl927sePH29cffXVxvz58w1Jxr59+8j9Bci9JGPGjBnVkmtyX37uDx48aPj6+hpz584l9xc49yV/jh07ZgQGBhrPP/88ua/m3C9fvtyQZGzevLlon82bNxuSjOXLlzv8WnW6415SZmam7HZ70WUZhw4dUmJiorp37160j4+Pjy6//HKtX7/e4ePm5eXJ29vbNObj46Pc3Fxt3ry53Odt2LDB9NqS1KNHD/3yyy+m7uyIESPUr18/XXPNNQ7HVFJGRoa8vLzk6+tbFLOHh4fc3NxMMUvSjz/+eN6vU566mvusrCx98sknatiwoRo3blz02v7+/rr00kuL9uvSpYv8/Pwqde6Oqqm5P3jwoFq1aqX4+HgNGTJEBw8erDCezZs3q6CgwHTsPy+xqo68OoLcV5z7jIyMci+T+yvIe/l5P378uBYsWKArrriiwmOfL3Jvzv2vv/6qyZMn691335XVWr0fych96d/7sWPHKi4uTt26ddP06dOr5NacspD74twvX75cNptNSUlJuvTSS9WqVSvddddd5zz2+SL35b/fz507V9nZ2brrrrsqPPb5IvfFuW/atKnCw8P18ccfKy8vT3l5efroo4/UsGFDtWzZ0tFTr9uXypc0duxYtWvXTp07d5YkJSYmSpIiIiJM+0VERCgpKcnh4/bo0UMbN27UZ599psLCQh07dkwTJkwwvUZZkpKSynztwsLConvgZsyYof379+vZZ591OJ6S0tLS9PLLL+vee++Vu7u7JOnqq69WSkqKJk2apPz8fKWlpRVdglJRzOerruV+2rRpatCggRo0aKBvv/1WCQkJ8vLyKnrtsLAwWSyWov0tFovCw8Mrde6Oqom5v+SSS/T222/ryy+/1JQpU5SYmKiePXuWmqeh5HHd3NwUFhb2l86rKpH78s9r8+bNmjVrloYMGeLQOVcGeS99XkOHDlW9evXUqlUr+fv766233nL4vCuD3BefV1ZWlh544AFNmDBB9evXd/hczxe5N5/XM888o+nTp2vevHkaOHCgnnvuOb3++usOn3dlkPvi8zp48KDsdrtee+01vfzyy/r4449VWFioPn36KDs72+FzdxS5L/+8ZsyYoeuvv17R0dEOnXNlkfvi8woICNDChQs1Z84c1atXT/Xq1dOcOXM0b968osaoIyjc//DMM89o3bp1mjlzpqnLLMlUQElnJlYoOVaR7t2761//+peefvppRUVF6ZJLLlHPnj0lqei1/iziGjRooCeffLLC1/5zfO/evfrnP/+p//3vf/L09CzztV9//XXTsY8cOWJ6PCsrS3fccYfq1aunf/7zn0XjrVq10jvvvKN33nlH9erVU/PmzRUTE6PIyMhS+fmr6mLub731Vq1atUqLFi1SkyZNNHjwYNM/WGWdY2XP3RE1MfeSdN1112nAgAFq27atunbtqs8//1x2u12zZs2SdO7f+79yXlWF3Jd/Xnv37tWgQYP08MMPq1+/fg6ftyPIe9nn9e9//1srV67UJ598okOHDmncuHEOn7ejyL35vEoh/rYAAAhLSURBVMaMGaNLL720yn/Hy0LuS5/X008/rcsuu0zx8fF6/PHHNWbMGL355psOn7ejyL35vOx2uwoKCjRhwgRde+21uvjii/Xee+8pOTlZS5cudfjcHUHuyz+vnTt3asOGDRo8eLDD51wZ5N58Xjk5OXrsscfUqVMnffvtt1q2bJni4+N15513Kisry+Fzd3d4z1ps3LhxmjNnjhYsWKDY2Nii8aioKElnvklp2LBh0XhycnKpb2zO5bHHHtOjjz6qEydOKDg4WIcPH9aLL76omJgYSdLq1auL9g0ICJAkRUZGlvoGKjk5We7u7goNDdW3336rlJQUXXbZZUWP22w2rV27VtOnT9exY8c0ZMgQDRgwoOjxevXqFf13Zmambr31VklnZvcsednJrbfeqltvvVVJSUny9fWVxWLRW2+9VRRzVairuQ8KClJQUJCaNGmiTp06KTY2VgkJCbr99tsVGRmp5ORk0x+8YRhKSUmp9LlXpKbmviz+/v5q2bKl9u/fL0ll5j4yMlI2m00pKSkKDw83Hfvyyy+v1Hn9VeS++Nglc79nzx717dtXAwcOPOdEM5VF3ouPXTLvUVFRioqKUvPmzRUaGqpevXpp1KhRpnz8FeS++Nh/5n7lypU6evSoPv30U0nFHyCbN2+uESNG6Pnnn6/U+ZeH3Bcfu6L3+osvvlinT59WUlKSIiMjK3X+5SH3xcf+M/d/nnuLFi2KHg8KClJ0dLR+//33Sp17Rch98bHL+r3/8MMP1bBhQ1177bWVOmdHkPviY/+Z+y+//FIHDhzQsmXLir5cmDZtmmJjY7Vw4UINGjTIofOu8x33MWPG6KuvvlJCQkKp6f5jYmIUFRWl5cuXF43l5ubqxx9/NN1/7CiLxaJ69erJx8dHX331lRo2bKj27dtLkuLi4op+/vzl7dy5s1asWGE6xvLly9WxY0d5eHiod+/eWrt2rVavXl3007FjR918881avXq1PD09FRISYjr2n5fCZ2Rk6JZbbpHdbtcXX3whf3//cuOOjIyUv7+/5syZI29vb3Xt2rXS516Wupr7kgzDkGEYys/PL3rtzMxMbdiwoWifDRs2KCsr67zOvSw1Ofdlyc3N1d69e4v+USgr9x06dJCHh4fpvI4ePardu3dXWV4dQe7PKCv3u3btUp8+fdSvXz+NHz++0udbEfJ+hiO/83/e5/vne9JfRe7PKJn7uXPnas2aNUX/hkyZMkWStHDhwipbRYTcn+HI7/3WrVvl7e2toKCgSp97Wcj9GSVz36VLF0nSb7/9VrRPZmamEhMT1ahRo0qfe1nI/Rnl/d7n5ubq888/11133VXlc2uQ+zNK5j4nJ0cWi8WUb6vVKovFUqm5NdzGjh37D4f3rmVGjRqlzz77rOhbp6ysrKLLFTw9PWWxWGSz2TTp/9u7m1D49jiO4x/JMRjHf0RIRCzEsBAlDSsixUIhYWktC02ekofCwpAUUWRlYTzUyMPKTkiJiIUGTWJCDMNGfP+b/52ue43rXkPz735e9dudTue8Z5o5v9N56O9HYmIinp+f0dzcDLvdjoGBAdc9yTabDaenp9jd3cXq6iqKiopgt9sRFBTkuox6cHAQWq0W19fXmJiYgMlkwtDQ0LsPJIiPj8fAwAAuLy8RExODxcVF9PX1oaurC0lJSdBoNAgPD381pqenERsbi6qqKreXndzf36O0tBR3d3cYHx+Hj4+Pa98VRXGdCRodHYWvry+cTidmZmbQ1NSEtrY2GAwGtv+P7a1WKyYnJ6HRaPD09ITDw0MYjUacn5+jt7cXWq0WYWFh2NragtlsRlpaGs7OzlBfX4/09HSPHMz97u0BoKWlBYqi4OXlBUdHR2hoaIDVakV/f7/bgy6NRoOLiwuMjY1Br9fD4XCgvr4eqqqivb3d9WNqtVphs9mwvr6O/f195Obmwm63Q6fTffo2EbZ33/7g4AAlJSXIyclBa2urq83Dw8O7JxbZ/XPdl5eXsbm5CV9fXzw+PmJjY8P1wC5PvBKO7d23Dw0NffUf4nA4MDU1hY6ODo9cXcX27tsvLS1hbW0NiqLA6XTCYrGgo6MD1dXVKCwsZPsvbB8aGord3V2YzWbo9Xo4nU40NjbC4XCgp6fH7QSK7T1zjAMAMzMzmJ2dxfDwsMdOVAFs/157VVUxMjKC8/NzxMXF4fLyEq2trbBarejs7ISqqh+L/BWP//9dBoA3h9FodC1zc3MjRqNRIiIixN/fX7Kzs2Vtbe3VeiorK99cj8VicS2Tk5MjqqqKRqORjIwMmZ6e/tA2LiwsSFpamiiKIrGxsWIymd5d/iOvJLNYLG73/c/bXFFRITqdThRFkZSUFBkZGWH7T7bf29uTvLw8CQsLEz8/P4mOjpaysjLZ3Nx8tdzx8bGUl5dLcHCwBAcHS3l5uZycnLD9r1FaWiqRkZHi5+cnUVFRUlxcLOvr6/+43ouLC6mtrRWdTicBAQFSUFAge3t7f/sc39qvnZ0dtv/C9kaj0W0fdv+67vPz85KZmena5oSEBKmrq+PvzTe0/+v447/ZU6+DY3v37c1ms6SmpopWq5XAwEBJTk6W7u5uubq6Yvtv+N7bbDapqamRHz9+SEhIiBQUFMj29jbbf0P729tbyc7Olvz8fI/0ZvuPt5+bm5OsrCxRVVVCQkLEYDDIysrKv2rs8ys0EREREREREXmh//097kRERERERETejBN3IiIiIiIiIi/GiTsRERERERGRF+PEnYiIiIiIiMiLceJORERERERE5MU4cSciIiIiIiLyYpy4ExEREREREXkxTtyJiIiIiIiIvBgn7kRERERERERe7CcCXKFOVzk+KgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-01-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/949831212326993920\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1050809258659344384\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-04-18\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/986746909153869824\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1197986509950861312\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1212264717617639424\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1216198285792358400\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1198723473708699648\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-12-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1203463366968135680\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-12-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/945712432416137217\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-07-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1013519243030253570\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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HtT5NLa7Wf37YMbSn2g39ZXKq/jYtjdDeAwzD0E9GJerpqWmKs7S/7GDlPq9mLa1WeVMgStUBAAAAXx3BHehG3mBYD2xq0NTian1S17Gj+UX5Dm24NEvfOSlOBtey96iifKeWzcnQoLj2b3OfHgpoWkm1Pqju2GsAAAAAiEUEd6CbfFDt0/lLqvTbjxsVPOZS6kyHSYsuSNNTU9M1wMkq+4kyOsOm1UUDdEa6td39Ve6QipZXa/GelihVBgAAAESO4A58Q+5AWPdsdGnm0mptr++4Bfs7BU6tv3SALh7ijEJ1yI43a9mcDM3Ld7S73xOUrlt7SP+1pUHhME3rAAAAELsI7sA3sO6gV5P+UalHtjbp2Iblg+JMen5amv5yfprSHayyR1O8tXXHw22nJ3Q49ssPG3XTW4fkCRDeAQAAEJvoKg98DU3+kO7f1KDHP2tWZ3Hve4VxemB8slLsfDcWK0yGoZ+PTdawJItuWVffrmngC7vdKm0K6pmpacrkUgYAAADEGFIF8BW9ud+jia9W6S+dhPbB8Wa9MjNdj05KJbTHqO8WxuvVWRlKtbdvDrihyqdpJdX67FDHpoIAAABANLHiDkTI5Qtp4UaX/vp55w3NbjglXveOS2JGeC9w7kC7VhcN0BWrarXTdaQvQVlTULOWVuvJC9I0LcdxnFcA+rfGtWslSeVlZcrNy4tuMQAA9AMkDCACr+/zaOLiqk5D+5BEs4pnZ+h356QQ2nuRgiSLXp+bqfMH2dvd3+AP6/LXa/X4Z01RqgyIfaHRoxUaPVotp56q0OjR0S4HAIA+j5QBHMchb0j/+ladLn+9VhUtwXbHDEk/HBmvdy8eoPOOCX/oHVLsJr00M13XDY9rd38oLN2+3qXb19crcGzXQQAAAOAEY6s80IXiUrf+33v1qnKHOhw7OdmiRyel6KwBBPbezmoy9N/npKgw2aq73ne161vw+GfN2tMQ0BNT0pRs43tOAAAARAefRIFj1HiCum5Nnb7/Rl2H0G42pH8flaC3LhpAaO9DDMPQD0cm6PnpaUqwtG9at6rCq9lLq7W3MdDFswEAAICeRXAHDguHw3p5d4smvFKlxXvdHY6PSLVoVVGmFo5LluOYcIe+YXauUyvmZmpwfPuRcJ/VBzS9pFobKr1RqgwAAAD9GVvlAUkHW4K67b16LSvzdDhmMaT/d0ai/t/pibKZCex93WlpVq0uytR3V9dqU82R0XA1npDmrajRo5NS9Z2T4o7zCkDfZ/3rXyVJGZWVsmZlyX/ttdEsBwCAPo/gjn4tHA7r+S9atOB9l1y+jk3Izki36rFJqTotzRqF6hAtWXFmlczJ1A/fPtRu94UvJP3grUPa6QpowZhEmQy+yEH/FHfrrZKkIYdvuwjuAAD0KII7+q19TQHduq5eqyo6bn+2maQFY5L049MSZDERzvojp8XQE1NSNexDix78qLHdsQc/atQXroD+cF6qnFw2AQAAgB5GcEe/Ew6HtejzFt2z0aVGf8dV9vGZVj06KVXDU1hl7+9MhqG7zkxSYbJFP3rnkHxH9SpcvNetsqaAnpuWrqw4c9cvAgAAAHxDNKdDv7K3MaCLV9bq1nX1HUK702zoP89K1ooLMwntaOc7J8VpyewMZTjav2VuqvFrWkm1ttb5u3gmAAAA8M0R3NEvhMJh/W2/RRNfrdJbBzpujT93oE3vXjJA/zYyQWa2xqMTZ2fZtaooU6ektN+otK85qNlLq7WyvGNjQwAAAKA7ENzRZ4XDYX1e79dDnzRqypJq/W63TS2B9qvs8RZDvz07WcWzM1SQxJUjOL4hiRatnJupaTn2dvc3BcK6anWt/rCtSeFwx8svAAAAgG+CpII+JRAK671Kn1aUe7S8zK3djcEuH3tBtl2/n5ii/ET+GSByyTaT/j49XQs2uPT49ua2+0Nh6c73Xdrp8uu/zk6RlZ0bAAAA6CYkFvR69d6QVld4tKLco9f3eVTfyVi3oyXZDP3n+GR9rzBOBuO88DVYTIYePCdFhckW3fG+S6GjTrknd7RoT2NQf52SphQ7m5oAAADwzRHc0SvtbQxoeZlHy8s9WnfQq0CEu5Pn5jn04Nkpyo6nCzi+uR+MSFBBkkXXra1r1+xw7X6vZi6t1t+np2sol2AAAADgG+ITJXqFYCisTTU+LS9rXVn/rD4Q0fNsJum8QXbNznXolMBBnTcqp4crRX8zfbBDK+dm6spVtSprOnJpxueugKaVVOvpqWk6d6D9OK8AAAAAHB/BHTGryR/Smv1erSj3aGW5RzWe0Jc/SVKa3aRZuQ7NznVoao5didbW7co7d9I0DD1jRKpVq4syNX91nd6v9rXdX+cN6ZKVNXpoYoq+WxgfxQoBAADQmxHcEVMqmoNaUe7WijKP3jrolbfr3nLtDE+2aHauQ3PyHBqfaWOkG064TKdZS2Zn6MfvHtKLu91t9/tD0g/fqdcXDQHdfWaSTPRVAAAAwFdEcEdUhcNhfVTr1/Jyj5aXefRxnT+i55kN6Zwsm+bkOTUn18EoN8QEh8XQXyanaliyRb/6sLHdsf/+uEk7XQH9eXKq4iw0rQMAAEDkSDs44dyBsN464G1dWS/36EBLZFvgk2yGZuS0rqpPz3HQsRsxyTAM/cfoJA1LsuiH7xxqt2ukuNSj8mU1en56ugbF0SARAAAAkSG444Socge1sry1C/za/V61RNgGfkiiWXNyHZqd69TEgTZmY6PXuKwgTnkJFs1/o1ZV7iNfTm2p9WtacZWen56uM9JtUawQ+Ppafv97SVJVZaUGZGVFuRoAAPo+gjt6RDgc1mf1gcNd4N36oNqvSKK6IemsAba269WHJ1uYtY5ea/wAm1YVtXac//TQkUkI+1tCmrOsRo9PTtXcfGcUKwS+Hv+110qSanbuVGphYXSLAQCgHyC4o9v4gmGtq/Rq2eGRbUePxjqeeIuhqTmtI9tmDnYo08kWYvQdeQkWrZybqRvX1mnlPm/b/S2BsL73Rp3uH5ekH52WwBdUAAAA6BLBHd/IIW9Ir+3zaEWZR6srPGrwR7YFPifOrNl5Ds3JdWjSQLscFkIL+q5Eq0nPTUvXPR+49IdtzW33hyXd80GDPncF9LtzUmQz8+8AAAAAHRHc8ZV94TrSBX5DlU/BCMejj063ak5e63z109OsrDCiXzGbDP3yrBQNS7Lq9vX17f7dPL2zRXsaA3p6arpSaboIAACAYxDc8aUCobA2VPm04nBY/6Ih8OVPkmQ3S1MG2TU716lZuQ5lx7MFHrj+lHgVJJl19Zo6NfiOpPd3Dvo0vaRKf5+eHsXqAAAAEIsI7uhUgy+kNyq8Wlbu1uv7PDrkjWxZPdNh0uzc1lX1Kdl2xVtZPQSONSXboVVzM/WdVbXa23ikF8SuhqCml1TrVyebRLsvxDLTli2SpLiyMpmamxUaPTrKFQEA0LcR3NGmtDHQuqpe7tG7B73yRzZeXSNSLZqT69CcPKfOzLDKxBZ44EudnGLV6qJMfe+NOr1X6Wu7v94X1o+22bUpUK95+U6dO9AmC2MQEWMSp0yRJI04fNtVXx+1WgAA6A8I7v1YKBzW5hq/lpe5tbzc025c1fFYTdKkgfa2lfX8RE4j4OtId5j16qwM3bquXs9/0dJ2fzBs6H+3N+t/tzcrzd66i2VevkMXZDto5AgAANAPkbj6mWZ/SGv3e7Wi3KOV+zyqcke2rJ5qNzRjsEMX5jo1NceuJBtb4IHuYDcb+sOkFJ2cbNF9mxo6HK/zhvTcFy167osWxVsMTR9s17x8p2YMdiiZf4cAAAD9AsG9H9jfHNTKco9WlLv15gGvPJGNV9ewJEtbF/gJA9iuC/QUwzD076cn6qQki25dV686b+dfqDUHwvrHXo/+sdcjq0k6f1BriJ+T59AAJ80fAQAA+iqCex8UDof1cZ2/rQv8llp/RM8zGdLZA2yak+vQ7DyHCpOtPVwpgKNdNKR1Jf3ZD/Zokz9VK8rdXTaG9IekVRVerarw6tZ10tlZNhXlO1WUx+UrAAAAfQ2f7voITyCsdw56tbzcoxVlHlW0RLasnmg1NC3HoTl5Ds3IsSvNwaodEE1Oi6Hz04O6sTBV/lCK1h30qqTUo6Vlbu1v6XwlPizpvUqf3qv06a73XTo9zaqifIeK8p06NcUig4aRAAAAvRrBvRer8bRugV9e5tGa/V41ByIb2ZaXYNbsXIcuzHNoYpZdNjMf6oFYZDUZOj/bofOzHfrN2cnaXONXSalbxaVu7Wro+su5j+v8+rjOr19+2KiTkswqynNq3hCmPgAAAPRWBPdeJBwOa4croOVlHq0o9+j9Kp8iieqGpLGZVs3JdWp2rkMjUlmBA3obk2FoXKZN4zJtWjg2SdvrA4dDvEcf13V9OcyuhqAe2tqkh7Y2aVCcSXPznJqX79DEgXZZ6VsBAADQKxDcY5w/FNa6gz6tKG8d2ba3MbIt8HEWQ1Oy7ZqT69CsXBpXAX2JYRg6NdWqU1Otun10kkobA1pa5lFxqVvrK7v+Qu9AS6htzFyKzTg8Zs6pqTkOORkzBwAAELMI7jGo3hvS6/taV9Vfr/CowRfZFvhBcabDs9WdmjzIzgdxoJ/IT7TohyMT9MORCapyB7W8zKOSUrfWHvDK38XEx3pfWH/b5dbfdrkVZzE0Lae1Q/3MwQ6l2BkzBwAAEEsI7jHooU8a9T+fNEX02NPTrJqd59CFuQ6dkW5lCzzQzw1wmnXN8HhdMzxeLl/rl4AlpR69vs/TZR+MlkBYxaUeFZe2jpmbPMiuojynLsxzKCuO3ToAAADRRnCPQXPyHF0Gd9vhD9Vz8hyaNdihwQn8FQLoXLLNpG8XxOnbBXFyB8Jau9+jkjKPlpUdf8zc6gqvVld4ddt70oQBNs3Nb91SP4QxcwAAAFHBp7AYNDbDpkyHSdWe1j2uGQ6TZg5uHdl2QbZdCVa2sQL4apwWQ3PynJqT51QglKJ1lT6VlLq1tLTr8ZFhSeurfFpf5dM9Gxt0WppVRXmtIZ4mlwAAACcOwT0GmU2GbjglXt5gWLNzHRqXaZOZ7s8AuonFZGjyILsmD7LrNxPC+rDGr+JSt0rKPNrpCnT5vK11fm2t8+vXWxo1NNGseflOFeW3vkcxZg4AAKDnENxj1B1jkqJdAoB+wDAMnZlp05mZNi0cl6wd9X4Vl7Y2t9tS2/WYuT2NQT28tUkPb23SQKdJc/OdKspzaNIgxsz1B75rrpEkuVwuJScnR7kaAAD6PoI7AKDN8BSrhqdY9dMzElXWFNDSUo9Kytx6r9KnUBcDLg66Q3pie7Oe2N6s5MNj5orynZqWY1echUt7+iL3Qw9Jkkp37lRhYWGUqwEAoO8juAMAOpWXYNHNIxN088gE1XiCWlbm0dJSt9bs98rXxZg5ly+sv+9y6++73HKaW8fMFeU7NTuXMXMAAABfF8EdAPClMhxmXX1yvK4+OV4NvpBW7WvtUP9auUdNXYyZcwfDKilrfZzFkM4b1Dor/sI8hwYyZg4AACBiBHcAwFeSZDPpWwVx+lZBnDyBsN484FVxqVvLyzyq9Xa+FB8IS2v2e7Vmv1f/7z1pfKZN8/Jbt9QPTeJXEQAAwPHwaQkA8LU5LIZm5To0K9ehQCis9VU+Fe91a2mZR/uaux4z9361T+9X+3TPBw0akWo53KHeqdMYMwcAANABwR0A0C0sJkOTBto1aaBdv54Q1ke1h8fMlXq04zhj5j49FNCnhxr1my2NGpJoVlFe65i5swYwZg4AAEAiuAMAeoBhGBqdYdPoDJvuGZusz+v9rde7l7q1uabrMXN7G4N6dFuTHt3WpCynSRfmtW6nP2+gXTYzIT5WJKekSJLGHb7tqq+PXjEAAPQDBHcAQI87OcWq21Ksuu30RO1rCmjp4RD/7nHGzFW6Q3pyR4ue3NGiJJuh2YMdmpvv1PQcu+KtdKgHAAD9B8EdAHBCDU6w6KYRCbppRIJqPUEtL/eouNSjtfs98nZ+WbwafGG9sNutF3a75TBLU3Mcmnd4zFwqY+YAAEAfR3AHAERNusOs7xXG63uF8Wr0h7R6X2uH+tf2edTo73wp3hOUlpV5tKzMI7MhTRpo17z81tX4QYyZAwAAfRDBHb4veToAACAASURBVAAQExKtJl0y1KlLhjrlDYb15n6vSsrcWlbmUY2n8zFzwbD05gGv3jzg1U/XuzQu09raoT7PqZOS+RUHAAD6Bj7VAABijt1saGauQzNzHfqfc8LaUOVr7VBf5lF5Uxf76SV9UO3XB9V+LfygQSNSLJqb79S8fIdGpVkZMwcAAHotgjsAIKaZTYYmDrRr4kC7fnlW65i5f3ao315/nDFz9QF9Wt+oBz9qVF6CWUX5rdfFn5Vpk9lEiAcAAL0HwR0A0GscPWbu7jOT9IXLr5JSj4pL3dp0nDFzZU1B/WFbs/6wrVmZjtYxc/PynZo8iDFzAAAg9kWtFe/jjz+uiRMnKjc3V7m5uZoxY4ZWrlzZ6WNvueUWpaSk6JFHHml3v9fr1e23366CggJlZ2fryiuvVEVFxYkoHwAQA4YlW3Xr6YlaPW+Atn1noB48O1mTB9l1vCxe7Qlp0ect+vbrtRr2/AHd+Gad/rHXrSZ/59fRAwAARFvUgnt2drbuu+8+vfnmm1qzZo0mT56s+fPna+vWre0e949//EObN2/WoEGDOrzGggULVFxcrCeeeELLli1TY2OjrrjiCgWDXV//CADom3LizfqXUxO0ZHaGdl45UI9NStGcXIccx2k03+AP66Xdbl2zpk7Dnj+gq1bV6tmdzarz8HsEAADEjqhtlZ87d2672/fcc4+eeOIJbdy4UaeddpokqaysTHfccYdeffVVffvb3273eJfLpaefflqPPfaYLrjgAknSn//8Z40aNUpr167VtGnTTswPAgCIOWkOs+YXxmt+Ybya/CGtrvCqpNStleUeNRxnzNzyco+Wl7eOmTt3oF1Fea1j5nLiGTMHAACiJyaucQ8Gg3r11VfV3Nyss846S5IUCAR044036qc//amGDx/e4TlbtmyR3+/X1KlT2+4bPHiwhg8frg0bNhDcAQCSpASrSRcPceriIU75gmG9daA1xC8t86j6OGPm3jrg1VsHvPrZBpfGZlhVdLhD/bBk6wn+CQAAQH8X1eC+bds2zZw5Ux6PR/Hx8XrmmWc0cuRISdKvfvUrpaam6oYbbuj0uVVVVTKbzUpPT293f2Zmpqqqqo775+7cubN7fgD0Ovzdo7fgXO05+ZL+bYD0r5nSJw0mrak1a22tWfu9XV89tqnGr001ft23qUFD40K6ID2oC9IDGh4fVn+cMjfumNucr+gNOE/RW3Cu9k+FhYXHPR7V4F5YWKi3335bLpdLS5Ys0c0336ySkhLV1dXpueee09tvv/2VXzMcDn/prN4v+4+Cvmnnzp383aNX4Fw9cU6RdLlaf3d8Und4zNxetz49zpi5PS0m7Wkx6f/KrcpNMKsoz6GifKfOHtB/x8xxviLW8b6K3oJzFV2JanC32WwqKCiQJI0ZM0abN2/WH/7wB+Xk5OjgwYPttsgHg0EtXLhQf/zjH/Xpp59qwIABCgaDqq2tVUZGRtvjampqNHHixBP+swAAei/DMHR6uk2np9t055gk7W4IqKTUreJStzZWdz1mrrwpqD9+2qw/ftqsjMNj5orynDo/2y57Hx4zFzzjDEmSx+uVw26PcjUAAPR9MXGN+z+FQiH5fD7deOONuvjii9sdu+yyy3TZZZfpmmuukSSNHj1aVqtVa9as0eWXXy5Jqqio0I4dOzRhwoQTXjsAoO8oSLLoJ6MS9ZNRidrfHNSyMrdKyjx6+4BXwc5726nGE9JTn7foqc9blGg1NHOwQ0X5Dk0f7FCiNWpDXHpE05tvSmJlCACAEyVqwf3ee+/VzJkzlZOTo6amJr300kt655139MILLygzM1OZmZntHm+xWJSVldX2ASE5OVnf//739fOf/1yZmZlKTU3VXXfdpZEjR2rKlClR+IkAAH1RdrxZN56aoBtPTdAhb0gryj0qKXXrjQqv3F2k+EZ/WC/vcevlPW7ZzdKUbIeK8hy6MM+h9OPNpwMAAOhE1IJ7ZWWlfvCDH6iqqkpJSUkaOXKkXnrppa/UDf6Xv/ylzGazrrvuOnk8Hk2ePFl/+tOfZDbzoQgA0P1S7SZdNSxOVw2LU/M/x8yVubWi3KMGX+ch3huUVpZ7tLLco1vWSROzbCrKd6ooz6HBCTG18Q0AAMQoo76+votNf0DfwpZO9Bacq72PLxjWOwe9Kin1aGmZW5XuzsfMHWtMhlXzDof4k1N635g5zlX0Fpyr6C04V9EVvuoHAOAbspkNTc1xaGqOQ789J1kbq3wqLvWopMytvY3BLp/3YY1fH9b4df+mBp2cbNG8/NYO9aPTrV86IQUAAPQfBHcAALqRyTA0IcuuCVl2/WJ8krYdCqi41K2SUre2Hep6zNznroB+93GTfvdxkwbHmzX38Ji5c7JssvTTMXMAAKAVwR0AgB5iGIZOS7PqtDSrFoxJ0p7DY+ZKyjzaUOXr8nn7moP682fN+vNnzUq3mzQnr7VD/ZRBDjks0Q/xCeefL0k69fA4uH92mQcAAD2D4A4AwAkyNMmiH49K1I9HJepgS1DLylo71L91wKtAFx1nar0hPbOzRc/sbFGCxdCMwQ7Ny3doRm70xsyZP/pIkhQflT8dAID+h+AOAEAUDIwz6/pT4nX9KfGq94a0cl9riF+1r+sxc02BsBbvdWvxXrdsJmlKtl1F+U5dmOdQBmPmAADoswjuAABEWYrdpCtOitMVJ8WpJRDSGxVeFZe2jplzdTFmzheSXtvn1Wv7vLp1nXT2AFtrh/p8h3IZMwcAQJ/Cb3YAAGJInMXUOuc93yl/KKx3D3pVXOrR0lK3DnYxZi4UltZV+rSu0qcF77s0Ot2qonyn5uU7NLwXjpkDAADtEdwBAIhRVpOhKdkOTcl26MGzk7Wp2t/WoX73ccbMban1a0utXw9sblBhskVFhzvUn5nBmDkAAHojgjsAAL2AyTA0foBN4wfYdN+4JH16KKCSMrdKSj36pM7f5fN2ugL6n0+a9D+fNCknzqwL8x2al+/URMbMAQDQaxDcAQDoZQzD0Mg0q0amWfUfo5O0t7F1zNzSMo/WV/rURYN6VbQE9fhnzXr8s2al2U2andvaof6C7NgYMwcAADpHcAcAoJcbkmjRj05L1I9OS1RlS1DLyz0qPjxmzt/5ZfGq84b03Bcteu6LFsUfHjNXlO/QjMEOJduiM2YOAAB0juAOAEAfkhVn1rXD43Xt8NYxc6/vaw3xqyq8auliWHxzIKxX97r16l63rCZpyqAjY+YynYyZAwAg2gjuAAD0USl2ky4/KU6XnxQndyCsNyo8KinzaEW5W4e8nYd4f0h6vcKr1ysOj5nLsrV2uc9zKD+Rjw0AAEQDv4EBAOgHnBZDc/OdmpvvlD+UonUHvSop9WhpmVv7WzrfTx+W9F6lT+9V+nTX+y6dnmZVUb5D/3liSwcAoN8juAMA0M9YTYbOz3bo/GyHfnN2sjbX+FVS6lZxqVu7GroeM/dxnV8f1/k7BPdQOCwTY+YAAOgxBHcAAPoxk2FoXKZN4zJtWjg2SdvrA4dDvEcfH2fM3NFGvnBQRXlOFeU7NHGgXVbGzAEA0K0I7gAAQFLrmLlTU606NdWq20cnqbQxoKVlrc3tjjdm7kBLSI9vb9bj25uVYjM0J6/1mvipOQ45GTMHAMA3RnAHAACdyk+06IcjE/TDkQmqcge1vMyjklK3bA9t63LMXL0vrOe/aNHzX7QozmJoek5rh/qZgx1KsTNmDgCAr4PgDgAAvtQAp1nXDI/XNcPj5fK1jpn727ZqvVdvVXMXY+ZaAmEtKfVoSalHVpM0eZBdRXmtY+ay4hgzBwBApL5ycF+/fr3eeustVVdX66abbtKwYcPU3Nys7du3q7CwUElJST1RJwAAiBHJNpO+XRCnM4I+DR6ap7X7W8fMLSs7/pi51RVera7w6rb3pAkDbCrKd6go36khjJkDAOC4Iv5N6fP5dP3112vZsmUKh8MyDENFRUUaNmyYzGazvv3tb+vf/u3f9NOf/rQn6wUAADHEaWm9pn1OnlOBUIrWVfpUUurW0lKPKlo671AflrS+yqf1VT7dvbFBp6VZNS/foaI8p0akWmTQoR4AgHYivtjsV7/6lVauXKkHH3xQGzduVDh85Bt1h8OhSy65RMuXL++RIgEAQOyzmAxNHmTXf52doq3fydIbRZn691EJKkw+/jrB1jq/fvVho879R5XOfLlSP9/o0vtVXoXCXbXDAwCgf4l4xf3FF1/UtddeqxtuuEF1dXUdjhcWFmrJkiXdWhwAAOidDMPQmZk2nZlp08JxydpR71dxaWtzuy21XY+Z29MY1MNbm/Tw1iYNdJo0N7+1Q/2kQYyZAwD0XxEH9+rqao0aNarL43a7Xc3Nzd1SFAAAiF3OW26RJOW7XHImJ8v90ENf+pzhKVYNT7Hqp2ckqqwpoKWlHpWUufVepU+hLhbWD7pDemJ7s544PGZuVm7rNfHTcuyKs9ChHgDQf0Qc3LOysrR3794uj2/atEn5+fndURMAAIhhtkWLJEmZh29HEtyPlpdg0c0jE3TzyATVeIJaVubR0lK31uz3ynecMXN/3+XW33e55TQbmpZj17whTs1izBwAoB+IOLhfdNFFevLJJ/Xd735XaWlpktTWPGb58uV68cUXaUwHAAC+kgyHWVefHK+rT45Xgy+kVftaO9S/Vu5RUxdj5tzBsErKWh9nMaTzBtk1L791zNxAxswBAPogo76+PqLOL42NjZo7d6527dqlCRMmaO3atZo8ebKampq0efNmjR07VsXFxXI4HD1dM/C17Ny5U4WFhdEuA/hSnKuIdckpKe1uu+rru/3P8ATCevOAV8Wlbi0v86jW28VS/FEMSWcNsKkor3VL/dAkxsyhFe+r6C04V9GViH+jJSYm6rXXXtNjjz2mV199VQ6HQ+vXr9fQoUO1YMEC/fjHPya0AwCAbuGwtF7TPivXoUAorPVVPhXvdWtpmUf7mrseM7ehyqcNVT7d80GDRqZaVJTvVFG+U6cxZg4A0ItFvOIO9HZ8g4negnMVse5ErLh3JRwO66Nav4pL3Sop9WiHKxDR84YkmlWU59S8fIfGD7DJRIjvV3hfRW/BuYquRLzi3tzcrLq6OuXm5nZ6vLy8XOnp6YqLi+u24gAAAI5mGIZGZ9g0OsOme8Ym6/N6f+v17qVuba7peszc3sagHt3WpEe3NSnLadKFeQ7Ny3dq0kC7bGZCPAAgtkUc3O+8805t3rxZb7/9dqfH58+fr/Hjx+t3v/tdtxUHAABwPCenWHVbilW3nZ6ofU0BLT0c4t89zpi5SndIT+5o0ZM7WpRkMzR78JExc/FWOtQDAGJPxMF9zZo1mj9/fpfHi4qK9Nxzz3VLUQAAAF/V4ASLbhqRoJtGJKjWE9Tyco+KSz1au98jb+eXxavBF9YLu916YXfrmLmpOXYV5Ts1O9ehVMbMAQBiRMTBvbKyUgMHDuzyeFZWlg4ePNgtRQEAAHwT6Q6zvlcYr+8VxqvRH9Lqfa0d6l/b51Gjv+sxc0vLPFpa5pH58Ji5ojyH5uY7NYgxcwCAKIo4uGdkZOizzz7r8vhnn32m5OTkbikKAACguyRaTbpkqFOXDHXKGwzrzf1elZS5tazMoxpP52PmgmFp7X6v1u736qfrXRqfaW3tUJ/n1EnJjJkDAJxYEe8BmzFjhhYtWqQNGzZ0OLZx40YtWrRIM2bM6NbiAAAAupPdbGhmrkMPn5uqHVcM1LI5Gbp5RLxyE46/or6x2q+FHzRo7CuVmri4Uv+5uUEf1/oUDjOcBwDQ8yIeB1dZWampU6fq4MGDmj59ukaMGCHDMLRt2zatWrVKWVlZWr16tQYNGtTTNQNfC+M10FtwriLWRXMcXE/555i5f3ao314f2Zi5vASz5uU7VZTv0FmZNplNdKiPRbyvorfgXEVXvtIc96qqKi1cuFBLly5VY2OjJCkxMVFFRUVauHChsrKyeqxQ4JvijRC9BecqYl1fDO7H+sLlV0mpR8Wlbm06zpi5o2U6TJqb19qhfvIgxszFEt5X0VtwrqIrXym4/1M4HFZNTY3C4bAyMzNlGPxiQuzjjRC9BecqYl1/CO5Hq2gOalmZW8WlHr170KtgBJ+ckqyGZuUeGTOXwJi5qOJ9Fb0F5yq68rW6qxiGoczMzO6uBQAA9AKNa9dKksrLypSblxfdYk6AnHiz/uXUBP3LqQmqOzxmrqTUozX7PfJ0NWbOH9aLu916cbdbDrN0QbZDRfkOzcl1KM1Bh3oAwFfTZXB//vnnJUlXXnmlDMNou/1lrrrqqu6pDAAAxKTQ6NGSpJb4eIX62cpQmsOs+YXxml8YryZ/SKsrvCopdWtluUcNXYyZ8wSl5eUeLS9vHTN37sAjY+Zy4gnxAIAv1+VW+dTUVBmGoYMHD8pmsyk1NfXLX8wwVFdX1+1FAt2BrUfoLThX0Vtwrh7hC4b11oHWEL+0zKPqLsbMHWtshrWtud2wZGsPV9l/ca6it+BcRVe6XHH/6KOPJEk2m63dbQAAALRnMxuaPtih6YMd+t05Yb1f7VNJaWuH+tKmLvbTS9pU49emGr/u3dSgU1IsKsp36rrh8azEAwDa6TK45x11zVooFJJhGEpISIho5R0AAKC/MpsMnZNl1zlZdj0wPkmf1B0eM7fXrU+PM2Zue31A2+sb9ZfPmrT+kixlE94BAIdF1OI0GAxqzJgxevbZZ3u6HgAAgD7DMAydnm7TnWOStO7SLG2+LEv3j0vS+Myut8U3+ML6vx3NJ7BKAECsi6irvNVq1cCBAxn7BgAAZP3rXyVJGZWVsmZlyX/ttdEsp1cpSLLoJ6MS9ZNRidp/eMxcSZlH7xzwKnBU16HFe1p015hEPnsBACR9hXFwV199tZ577jndcMMNcjgcPVkTAACIYXG33ipJGnL4tovg/rVkx5t146kJuvHUBB1sCer0Fw/Kd7in3a6GoD6q9Wt0hi26RQIAYkLEwX3o0KEKh8MaP368rrrqKg0ZMkROp7PD4y699NJuLRAAAKCvGxhn1tQch1aUe9ruW7zHTXAHAEj6CsH9Bz/4Qdv/f/DBBzt9jGEYBHcAAICv4bKhznbB/ZW9bt07Lont8gCAyIN7cXFxT9YBAADQr83Oc8hhljyHp8eVNwX1QbVf4wew6g4A/V3EwX3SpEk9WQcAAEC/lmg1aeZgh5aUHrXqvqeF4A4AiGwc3LG2bt2q5cuXa/ny5dq6davC4fCXPwkAAADHdVlBXLvbr+51K8TnLADo9yJecZekl19+WQsXLtT+/fslSeFwWIZhKDs7WwsXLtTll1/eI0UCAAD0BzMG2xVvMdR8eDbcgZaQ3qv06dyB9ihXBgCIpoiD+7PPPqsf/ehHKiws1H333adhw4YpHA5r165deuqpp3TTTTfJ5/Np/vz5PVkvAABAnxVnMenCPIde3O1uu2/xHjfBHQD6OaO+vj6i/Vdjx45VamqqSkpKOsxx93g8uvDCC+VyubRp06YeKRT4pnbu3KnCwsJolwF8Kc5VxLrklJR2t1319VGqpG9aVubWd1fXtd3OcJi0/YqBspjoLv918b6K3oJzFV2J+Br3iooKXX755R1CuyQ5HA5dccUVbVvoAQAA8PVMy3EoyXYkpNd4QnrnoDeKFQEAoi3i4H7KKafowIEDXR7fv3+/hg8f3i1FAQAA9Fd2s6GiPGe7+17Z4+7i0QCA/iDi4H7//fdr0aJFWrx4cYdjL7/8sp566in94he/6NbiAAAA+qNvDW0f3JfsdcsXpLs8APRXETene+SRR5Senq4bbrhBd9xxh4YOHSrDMLR7925VV1frpJNO0sMPP6yHH3647TmGYeiFF17okcIBAAD6qvOz7Uqzm1TnDUmS6n1hrd3v1czcjpcsAgD6voiD+/bt22UYhgYPHixJbdez2+12DR48WF6vVzt27Gj3HMOgiQoAAMBXZTUZuijfob9+3tJ238t7WgjuANBPRRzcP/nkk56sAwAA9BItv/+9JKmqslIDsrKiXE3fdenQuHbBfVmZR55AWA4LCyMA0N9EHNwBAAAkyX/ttZKkmp07lcrYoh4zaaBNA5wmVblbt8s3+sNaVeFRUb7zS54JAOhrIm5OBwAAgBPHbDJ08RC6ywMACO4AAAAx69ju8ivKPWr2h6JUDQAgWgjuAAAAMWrCAJty4sxtt1sCYb22zxPFigAA0UBwBwAAiFEmw9Alx6y6v7yb7fIA0N8Q3AEAwFdi2rJFpi1bFPfZZzJt2RLtcvq8Y7fLv17hUYOP7fIA0J985a7ybrdbH374oaqrq3XuuecqIyOjJ+oCAAAxKnHKFEnSiMO3XfX1UaulPzgzw6r8BLNKm4KSJG+wdTTclcPiolwZAOBE+Uor7n/60580fPhwFRUV6brrrtO2bdskSbW1tcrLy9NTTz3VI0UCAAD0V4ZhdFh1X7ynpYtHAwD6ooiD+7PPPqsFCxZo+vTpeuSRRxQOh9uOpaen64ILLtDixYt7pEgAAID+7FsF7VfX39jv1SEv2+UBoL+IOLg/9thjmjVrlv7v//5Pc+bM6XB89OjR2rFjR7cWBwAAAOm0VIsKk49c4egPScWlNKkDgP4i4uC+a9cuzZo1q8vj6enpqq2t7ZaiAAAAcIRhGLq0w3Z5gjsA9BcRB/fExES5XK4uj+/atYtGdQAAAD3k2Ovc3zrgVbU7GKVqAAAnUsTBffLkyXr22Wfl9Xo7HKuoqNCiRYs0ffr0bi0OAAAArU5JsWpE6pHt8sGwtITt8gDQL0Qc3O+++27V1NRoypQpevzxx2UYhl5//XXde++9Ovfcc2W1WvWzn/2sJ2sFAADo1741tH2TulfYLg8A/ULEwb2goEArVqzQwIED9Zvf/EbhcFiPPfaYHnroIZ1xxhlasWKFcnJyerJWAACAfu3Y7fLrDvp0oIXt8gDQ11m+/CFHDB8+XIsXL1Z9fb12796tUCikIUOGcG07AADACVCQZNHodKu21PolSWFJr+5x6+aRCdEtDADQoyJecT9aSkqKzjzzTI0bN07p6elqbm7u7roAAADQicvoLg8A/U7EwX3JkiVauHBhu/t+//vfKzs7W7m5ubrqqqvU0tLS7QUCAADgiEuOCe7vV/tU1hSIUjUAgBMh4uD+2GOPqbq6uu32hx9+qPvvv19jx47Vtddeq1WrVumhhx7qkSIBAADQKjfBorMybe3ue5VVdwDo0yIO7l988YVOP/30ttsvvfSS0tLS9PLLL+u///u/dd111+mVV17pkSIBAABwxLcK2q+6010eAPq2iJvTtbS0KC7uyAiSN954Q9OmTZPdbpckjRo1Ss8880z3VwgAAGKK75prJEkul0vJyclRrqZ/uniIUws2uBQ+fHtLrV+7GwIqSPpKfYcBAL1ExCvuOTk5+vDDDyVJu3bt0vbt2zV16tS243V1dXI4HN1fIQAAiCnuhx6S+6GHVHrXXXJzmVxUDIoza+LA9tvlWXUHgL4r4uB+xRVXaNGiRbryyit12WWXKSUlRbNnz247vnnzZg0bNqxHigQAAEB7lw2Na3f7ld00CQaAviri4H7bbbfptttu0/79+5WTk6Onn366bXvcoUOHtG7dOs2ZM6fHCgUAAMARFw1xyGwcuf1pfUDb6/3RKwgA0GMivhDKbDbr7rvv1t13393hWGpqqnbu3NmthQEAAKBrGQ6zzh9k1xv7vW33vbLHrTvHWKNYFQCgJ0S84n40l8ulbdu2adu2bXK5XN1dEwAAACJw6TEz3V/Z7VY4HO7i0QCA3uorBffNmzdrzpw5Kigo0HnnnafzzjtPBQUFuvDCC7V58+aeqhEAAACdmJfvlPWoT3NfNAT0SR3b5QGgr4l4q/ymTZs0d+5cWa1WXX311Ro+fLjC4bA+//xzvfTSS5o7d66WLl2qM888syfrBQAAUZackiJJGnf4tqu+PnrF9HMpdpOm5ji0stzTdt/iPW6dnm47zrMAAL1NxMH9gQceUGZmpl577TUNGjSo3bGf/exnmjlzph544AG98sor3V4kAAAAOvetoc52wf3lPW79fGySDMM4zrMAAL1JxFvlP/jgA11//fUdQrskDRo0SNdff702btzYrcUBAADg+ObkOmQ3H7ld1hTU5hq2ywNAXxJxcA+HwzKbzV0eN5lMNEMBAAA4wZJsJs0c7Gh338t7mOkOAH1JxMF9zJgx+utf/6pDhw51OHbo0CEtWrSI69sBAACi4FvHdJd/dY9bIRZUAKDPiDi433nnnaqoqNC4ceN0zz336KmnntJTTz2lu+++W+PHj1dFRYXuvPPOiP/gxx9/XBMnTlRubq5yc3M1Y8YMrVy5su34Aw88oPHjxys7O1v5+fm66KKLtGHDhnav4fV6dfvtt6ugoEDZ2dm68sorVVFREXENAAAAfcHMwQ7FW45c076/JaQNVb4oVgQA6E4RB/dzzjlHr7zyinJzc/Xoo4/qlltu0S233KLHHvv/7d15fFTV/f/x953JNgkhhJCFsGSRsAUEq4BfFERQrAsIUcEWN2oL2mpt3dEqarVVi79KWxQrtiIuLUJYolREGza1aItQi2BjCTtJSCAhy2Sbmd8fgUkm6wQmuZPk9Xw8eMi5987N54bjPOY999xzFqlfv35atWqVLrzwQq9/cHx8vJ588klt2rRJmZmZGj9+vGbNmqX//Oc/kqSUlBQtWLBAn376qT744AMlJCTo+uuvV15envsc8+bNU0ZGhl577TWtW7dOxcXFmjlzphwORyt+BQAAAB1bWKBF3+3nOVw+fa/dpGoAAL5mFBYWtnocVV5eng4cOCBJ6t+/v2JiYnxSTGJioubPn6/Zs2c32Hfy5En1799fK1eu1KRJk1RUVKQBAwZo0aJFmjFjhiTp0KFDGj58uFasWKFJkyb5pCZ0HllZWUpJSTG7DKBF9FX4u9PLwZ3GcnD+4b39ASwT+QAAIABJREFUdt309+PudozNot0z4mS1MLs876voKOiraIrXy8HVFRMT47OwLkkOh0OrV69WaWmpRo8e3WB/ZWWlli5dqu7du2v48OGSpB07dqiqqkoTJ050H9e3b18NGjRI27ZtI7gDAIAu5bI+IeoeaOhkVc09mTy7U1tzKnVJfLDJlQEAzlaTwf2TTz45oxNedNFFXh+7a9cuTZ48WeXl5QoLC9Obb76p1NRU9/4PPvhAt99+u8rKyhQXF6dVq1a5vzDIy8uT1WpVVFSUxzmjo6M9htM3JisrqxVXhM6Ef3t0FPRV+LML6rXpr/5jXGSQ3s+r/Xj35x05ii/lWXeJfoqOg77aNbU00qLJ4H7NNdfIMLwfWuVyuWQYho4fP97ywXWK27Jli4qKirR27Vrdeeedeu+99zR06FBJ0rhx47RlyxYVFBRo6dKluu2227RhwwbFxcW1WEdLPxddD0OP0FHQV9HR0F/9x60h5Xr/owJ3e1NhoF49p78Cu/hwed5X0VHQV9GUJoN7RkZGm//woKAgJScnS6pZbm779u166aWX9Ic//EGSFBYWpuTkZCUnJ2vUqFH6zne+ozfeeEMPPvigYmJi5HA4VFBQoF69ernPmZ+fr7Fjx7Z57QAAAP5mQnywIoMNnaioGS5/osKljUcqdHm9dd4BAB1Lk8H94osvbs86JElOp1OVlU0P56q7f+TIkQoMDFRmZqZuuOEGSdLhw4f1zTffaMyYMe1SLwAAgD8JshqakmDTG/8tc29Lz7YT3AGgg/N6crrS0lIdP35c/fr1a3T/wYMHFRUVpdDQUK/O98QTT2jy5Mnq06ePSkpKtGLFCm3dulXLly/XyZMn9bvf/U7f/e53FRsbq4KCAr366qs6cuSIpk2bJkmKiIjQzTffrMcff1zR0dGKjIzUo48+qtTUVE2YMMHbywIAAOhUrkvyDO7v77erYmwPBVu79nB5AOjIvA7ujzzyiLZv364tW7Y0un/WrFkaNWqUXnjhBa/Ol5ubqzlz5igvL0/du3dXamqqexm3srIy7d69W2+++aaOHz+unj176rzzztO6des0bNgw9zl+9atfyWq1avbs2SovL9f48eO1ePFiWa1Wby8LAAC0kmPECElSeUWFQoKZsdzfXBQXrOgQi46VOyVJJ6tc+uhQua5OsJlcGQDgTHkd3DMzMzVr1qwm919zzTV6++23vf7BL7/8cpP7QkND9dZbb7V4jpCQEP3mN7/Rb37zG69/LgAAODslmzZJYhIlfxVgMXRtok1L9pS6t63aZye4A0AHZvH2wNzc3GZnc4+NjVVOTo5PigIAAMCZS0vyDOl/O1CusmqnSdUAAM6W18G9V69e2r17d5P7d+/erYiICJ8UBQAAgDN3YWyQ4kNrP+aVVrv04cEKEysCAJwNr4P75ZdfrqVLl2rbtm0N9n3xxRdaunSpLr/8cp8WBwAAgNazGDXD5etKzy5r4mgAgL/z+hn3efPmacOGDbrqqqt02WWXaejQoTIMQ7t27dJHH32k2NhYPfroo21ZKwAAALx0XXKoXv669jn3Dw+Vq7jKqfBAr+/bAAD8hNfBPTY2VpmZmZo/f77ef/99ffjhh5Kk8PBwzZw5U/Pnz1dsbGybFQoAAADvnd8rUP27WXWgxCFJKnfUPOs+4xzvlu4FAPgPr4O7JMXExOjll1+Wy+VSfn6+XC6XoqOjZRisCwoAQFfR7ZJLJElDTi0Hd3qWefgXwzCUlmTTi1+VuLelZ9sJ7gDQAbUquJ9mGIaio6N9XQsAAOgArDt3SpLCTK4DLZteL7h/fLhchRVO9QhmuDwAdCS8awMAAHRS5/YM1Dndre52lVN674DdxIoAAGeC4A4AANBJ1QyX9xwavyqb4A4AHQ3BHQAAoBNLS/JcFm7jkQrllztMqgYAcCYI7gAAAJ3YkMhADelRO62RwyVl7Cs3sSIAQGsR3AEAADq5+nfd07PLTKoEAHAmmpxV/uDBg2d0wn79+p1xMQAAAPC9tKRQPfNlsbu9NadSOWUOxYVam3kVAMBfNBnczz333DNan/348eNnVRAAAAB865yIAI2ICtTOgipJkkvSmn12zR3azdzCAABeaTK4/+EPf/AI7i6XS4sXL9aBAwc0Y8YMDRgwQC6XS99++61WrFih/v37a+7cue1SNAAAAFonLcnmDu6SlJ5NcAeAjqLJ4D5r1iyP9osvvqiysjJ9+eWX6tmzp8e+hx9+WJMnT1ZBQUHbVAkAAICzMi3Rpvn/POlub8ur1KGSavXt1uTHQQCAn/B6crolS5botttuaxDaJalXr1669dZb9eqrr/q0OAAAAPhGQniARkUHemxbtY813QGgI/A6uOfn56uqqqrJ/dXV1crPz/dJUQAAAPC96UmhHu30bII7AHQEXgf3c889V0uWLNH+/fsb7Nu3b5+WLFmic88916fFAQAAwHemJdpUd+rhL/OrlH2y2rR6AADe8fqhpmeeeUbTp0/X6NGjdeWVV2rAgAGSpKysLH3wwQcKCAjQ008/3WaFAgAA4OzEh1n1f7FB+jS30r1t1T677j033MSqAAAt8Tq4jxo1Sh9//LGefvppbdiwQWvWrJEkhYaGavLkyXrkkUc0ZMiQNisUAAD4h6LCQkk1X96npKSYXA1aKy3J5hHcV+4tI7gDgJ9r1TSigwYN0rJly+R0OpWfny+Xy6Xo6GhZLF6PuAcAAICJpiba9OC2IjldNe1dJ6r1TWGVBvUIbP6FAADTnFHidrlcCggIUFRUFKEdAACgA4mxWTW+d7DHNiapAwD/1qrUvX37dk2bNk3x8fEaMGCAPvnkE0lSQUGBZsyYoU2bNrVJkQAAAPCdtCSbR3tVtl0ul8ukagAALfE6uH/++ee66qqrlJ2drRtvvNHjzT0qKkolJSVatmxZmxQJAAAA35mSYFNAnenl/1tUrV0nmF0eAPyV18H9l7/8pc455xxt27ZNjz/+eIP948aN0z//+U+fFgcAAADfiwy2aGKf+sPly0yqBgDQEq+D+/bt23XTTTcpJCREhmE02N+nTx/l5ub6tDgAAOB/bPfcI9s99yjhmWdku+ces8vBGZqeFOrRTme4PAD4La9nlbdYLM1ORJebmyubzdbkfgAA0DkELV0qSYo+1bYvXGheMThjV/UPUbBVqnDUtPcVO7SjoErn9QoytzAAQANe33EfOXKkPvjgg0b3VVZW6t1339Xo0aN9VhgAAADaTkSQRZf1CfHYtnIvs8sDgD/yOrjfe++92rx5s+666y599dVXkqScnBx99NFHmjp1qrKzs3Xfffe1WaEAAADwrfqzy6/eZ5eT4fIA4He8Hip/6aWX6pVXXtEDDzygt99+W5J05513yuVyKSIiQkuWLNGoUaParFAAAAD41nf7hSg0wFBZdU1YP1Tq0Od5lbowNriFVwIA2pPXwV2Srr/+el111VXKzMzU//73PzmdTiUlJWnSpEnq1q1bW9UIAACANhAWaNEVfUO0al/tEPn0bDvBHQD8jNfB/ZNPPtGgQYPUq1cvXX311Q32FxQUaM+ePbrooot8WiAAAADaTlqyzSO4r9ln169HR8hqabiKEADAHF4/4z5lyhRlZmY2uX/Tpk2aMmWKT4oCAABA+7i8T4jCA2tDeq7dqU9yK02sCABQn9fBvaV1PSsrK5tdLg4AAAD+JyTA0JX9PWeXX5VdZlI1AIDGNDtU/uTJkyoqKnK3jx8/roMHDzY4rrCwUCtXrlTv3r19XyEAAADa1HVJoVr+v9rh8mv3lev5C10KZLg8APiFZoP7Sy+9pOeff16SZBiG5s2bp3nz5jV6rMvl0mOPPeb7CgEAANCmLo0PVo8gQ4WVNSMsCyqc2ny0QpPqrfMOADBHs8F9woQJCgkJkcvl0lNPPaW0tDQNHz7c4xjDMBQaGqrzzjtPF1xwQZsWCwAAAN8Lshq6JsGmN7Nqh8inZ9sJ7gDgJ5oN7hdeeKEuvPBCSVJFRYWmTJmi1NTUdikMAAAA7ee6JM/gnrHfrv/3fz0UbGW4PACYzevZ5B5++OFGQ3tOTo727Nnj06IAAADQvsb1DlavkNqPhicrXfr74XITKwIAnOZ1cH/99dc1d+5cj2333Xefhg4dqrFjx2rcuHEqKCjweYEAAABoewEWQ9cm2jy2rcq2N3E0AKA9tSq4h4eHu9ubN2/Wn/70J11//fV6/PHHlZ2drQULFrRJkQAAwH8Ub9yo4o0b9fUbb6h440azy4EPTU/yDO7rDpTLXt38ksAAgLbX7DPude3fv1833XSTu7169Wr16dNHixcvlsViUVFRkVatWqVf//rXbVIoAADwD86RIyVJZWFhcqakmFwNfOn/YoIUZ7Mox+6UJJVUu/ThofIGd+IBAO3L6zvulZWVCgwMdLczMzN12WWXyWKpOUVycrJycnJ8XyEAAADahdViaFoSw+UBwN94HdwTEhK08dRwuO3bt2vfvn2aOHGie39eXp7HUHoAAAB0PGn1gvv6g+UqqXKaVA0AQGpFcP/BD36g1atXa+zYsUpLS1OfPn10+eWXu/f/4x//0ODBg9ukSAAAALSPUdFB6htmdbftDpc+OMjs8gBgJq+D+w9/+EMtXLhQycnJuvLKK7Vy5UrZbDXfyJ44cULHjh3TDTfc0GaFAgAAoO0ZhtHgrvvKvQyXBwAzeT05nSTdcsstuuWWWxpsj4yMdA+jBwAAnVvg669Lknrl5iowNlZVt91mZjloA2lJNv3uPyXu9seHy1VY4VSPYK/v+QAAfKhVwR0AACD0Zz+TJCWeahcR3DudEVGBSg63am+xQ5JU6ZTWHbDr+ylhJlcGAF2T18F9ypQpLR5jGIbWrl17VgUBAADAXDXD5UO14N/F7m3p2QR3ADCL1+OdnE6nXC6Xx5/q6mplZ2dr69atOnLkiJxOZhwFAADoDKbXe85945EKHS93mFQNAHRtXt9xf//995vd9/Of/1x//vOffVIUAAAAzDU0MkCDewRoT2G1JKnaJWXsL9etg7jrDgDtzSczjFx99dW6/vrr9cgjj/jidAAAADCZYRgN7rqvzGZ2eQAwg8+mBh04cKC2b9/uq9MBAADAZPWXhduaU6HcMobLA0B781lw37Bhg7p37+6r0wEAAMBkKRGBGt4z0N12uqQ1+7jrDgDtzetn3J977rlGtxcVFWnr1q366quvdP/99/usMAAAAJgvLcmmr45Xudur9tk1Z2g3EysCgK7H6+D+7LPPNrq9R48eSk5O1u9+9zvddNNNPisMAAAA5pueZNOT/zrpbn+WW6nDpQ71CbOaWBUAdC1eB/cTJ060ZR0AAADwQ4nhATq/V6D+lV/nrnt2me4aFm5iVQDQtfjsGXcAAAB0TvVnl1/F7PIA0K4I7gAAAGjW9KRQj/a/8qu0r7japGoAoOtpcqh8ZGSkLBaLjh49qqCgIEVGRsowjBZPaLVaFRUVpUsuuUTPPPOMevXq5dOCAQAA0L76hFn1f7FB+iy30r1tVbZdPz+X4fIA0B6aDO4PPvigDMNQQECAR7slDodDOTk5WrNmjYqLi/X222/7rloAAACYYnqizSO4pxPcAaDdNBnc582b12y7JQMHDtRvfvObM6sKAAD4rbIXX5Qk5eXmKiY21uRq0F6uTbTp4c+L5HTVtL86XqWsoiqlRAQ2/0IAwFnzelb51poyZYqioqLa6vQAAMAkVbfdJknKz8pSZEqKucWg3cSGWnVxXLA2H61wb0vPtuuhkQR3AGhrTQb3d95554xO+L3vfU+SlJiYqMTExDM6BwAAAPzPdUk2z+C+164HR4R79TglAODMNRncf/zjHzfYdvpN2eVyNbpdqg3uAAAA6FymJITovs+k6lMfBb8pqtbXJ6qV2pO77gDQlpoM7jt37vRoFxcX64477lB4eLjmzp2rAQMGyOVy6dtvv9Urr7yi0tJSLV68uM0LBgAAgDl6hlg1IT5YHx2uveu+KttOcAeANtZkcO/fv79H+6c//akiIyO1Zs0ajzvsw4YN09SpU3XttdfqlVde0cKFC9uuWgAAAJgqLcnmEdzTs8v06HcYLg8Abcni7YEZGRmaMmVKo2/KFotFU6dOVUZGhk+LAwAA/seyY4csO3YodPduWXbsMLsctLOrE2wKqvMJcm+xQzsLqswrCAC6AK9nla+urtaBAwea3L9v3z5VVfGmDQBAZxc+YYIkaeipdlFhoWm1oP1FBFk0qU+I/naw3L0tPduukb2CTKwKADo3r++4T5w4UX/84x/17rvvekxO53K5tHz5ci1ZskSTJk1qkyIBAADgP65Ltnm007PtDSYvBgD4jtd33J9//nnt2bNHc+fO1S9+8QslJSXJMAzt3btXeXl5SklJ0bPPPtuWtQIAAMAPfLdfiGxWQ3ZHTVg/VOrQF8cqNTom2OTKAKBz8vqOe2xsrDZv3qxf//rXGjZsmI4fP678/HwNGzZMzz77rDZv3qy4uLi2rBUAAAB+oFugRVf0C/HYlp5tN6kaAOj8vL7jLknBwcGaO3eu5s6d2+j+r7/+WkOHDm10HwAAADqP6Uk2rd5XG9ZXZ9v1zKgIWS3MLg8Avub1Hfem5OTk6Pe//73GjRuniy++2Bc1AQAAwM9N7huibgG1IT3H7tRneZUmVgQAnVer7rifVlJSorVr12r58uXaunWrHA6HhgwZop/97Ge+rg8AAAB+yBZg6Kr+IVq+t/au+6psuy6O4zl3APA1r4O7w+HQRx99pOXLl+tvf/ub7Ha7DMPQD3/4Q/3kJz9RQkJCW9YJAAAAPzM9yeYR3Nfss+u5MREKYLg8APhUi0Pl//nPf+qBBx7QoEGDdOONN2r37t267777tHr1arlcLk2YMIHQDgAA0AVN7BOi7kG1IT2/3KktRytMrAgAOqdm77iff/75ys7OVt++fXXzzTfr+uuvV2pqqiTpwIED7VIgAAAA/FOw1dCUBJveyipzb0vPtuvSPiHNvAoA0FrN3nHfu3ev+vfvr8cff1wPPPCAO7QDAAAAkpSWZPNor91vV+Wp9d0BAL7RbHBftGiRkpKSNHfuXA0cOFC333671q1bp6qqqvaqDwAAAH5sfO9gRQXXfqQsqnQp8wjD5QHAl5oN7t///ve1atUqff3113rooYf03//+V7NmzdKAAQM0b948GYYhw2DyEQAAgK4q0GJoaqLn0PiV2WVNHA0AOBNereMeGxuru+++W1u2bNGnn36q2bNna+fOnXK5XLrrrrt05513au3atSotLW3regEAAOBnpieFerT/dqBc5dUMlwcAX2n1Ou5DhgzRE088oSeeeEJbtmzRX//6V61du1Z/+ctfFBISoqNHj7ZFnQAAwE9U3nqrJKmoqEgREREmVwN/cFFskGJtFuXanZKk4iqXNhwu15QEWwuvBAB4o9XBva5x48Zp3LhxeuGFF7Ru3TotX77cV3UBAAA/ZV+4UJK0PytLKSkpJlcDf2C1GLo20aY/7q4dfZm+105wBwAf8WqofEuCg4M1ffp0vfPOO744HQAAADqY+rPLrz9UrtIqp0nVAEDn4pPgDgAAgK5tdEyQ+oZZ3e2yapfWHyw3sSIA6DwI7gAAADhrFsPQtETPu+4rs+0mVQMAnQvBHQAAAD5xXbJncP/ocLmKKhkuDwBni+AOAAAAnxgZFajE8Nrh8hUOad0BhssDwNkiuAMAgFaJ6NFDET166IJRoxTRo4fZ5cCPGIbRYJK6VdllJlUDAJ0HwR0AAAA+k5YU6tH+++EKnahguDwAnA3Tgvurr76qsWPHql+/furXr58uv/xyrV+/XpJUVVWl+fPna+zYsYqPj9egQYP0wx/+UAcPHvQ4R0VFhR544AElJycrPj5eN954ow4fPmzG5QAAAEBSamSABkYEuNvVLiljP5PUAcDZMC24x8fH68knn9SmTZuUmZmp8ePHa9asWfrPf/6jsrIy7dy5U/fff782bdqkt99+W4cPH9b111+v6upq9znmzZunjIwMvfbaa1q3bp2Ki4s1c+ZMORwOsy4LAACgSzMMQ9PrDZdPZ3Z5ADgrRmFhocvsIk5LTEzU/PnzNXv27Ab79uzZowsvvFCffPKJUlNTVVRUpAEDBmjRokWaMWOGJOnQoUMaPny4VqxYoUmTJrV3+fBzWVlZSklJMbsMoEX0Vfi7+s+1FxUWmlQJ/NU3hVUasyrP3bYY0jcz4xRtszbzqrbD+yo6CvoqmuIXz7g7HA6tXLlSpaWlGj16dKPHFBcXS5J6nPqwsGPHDlVVVWnixInuY/r27atBgwZp27ZtbV80AAAAGjWoR6BSI2uHyztd0pp93HUHgDMV0PIhbWfXrl2aPHmyysvLFRYWpjfffFOpqakNjqusrNQvfvELffe731WfPn0kSXl5ebJarYqKivI4Njo6Wnl5eQ3OUVdWVpbvLgIdCv/26Cjoq/BnF9Rr01/RmEu6B2jXiSB3+62vj+uSgKOm1UM/RUdBX+2aWhppYWpwT0lJ0ZYtW1RUVKS1a9fqzjvv1HvvvaehQ4e6j6murtacOXNUVFSkd955p8VzulwuGYbR4s9F18PQI3QU9FV0NPRXNGZOXLVe2p/rbu84aVVYfLLiw9p/uDzvq+go6KtoiqlD5YOCgpScnKzzzjtP8+fP1/Dhw/XSSy+591dXV+v222/Xrl27tGbNGvXs2dO9LyYmRg6HQwUFBR7nzM/PV3R0dLtdAwAAABpKDA/Qeb0C3W2XpNUMlweAM+IXz7if5nQ6VVlZKalmSbjZs2dr165dysjIUGxsrMexI0eOVGBgoDIzM93bDh8+rG+++UZjxoxp17oBAADQUFq92eVXZZeZVAkAdGymDZV/4oknNHnyZPXp00clJSVasWKFtm7dquXLl6u6ulq33nqrvvzyS73zzjsyDEO5uTVDrbp37y6bzaaIiAjdfPPNevzxxxUdHa3IyEg9+uijSk1N1YQJE8y6LAAAAJwyPdGmx7446W5/caxK+4urlRBu6tOaANDhmPaumZubqzlz5igvL0/du3dXamqqexm3/fv3a926dZLUIIQvWrRIs2bNkiT96le/ktVq1ezZs1VeXq7x48dr8eLFslrNWWoEAAAAtfp2C9CYmCBty6t0b1u9z657hoebWBUAdDx+tY470JaY7AMdBX0V/o513NEar3xdooe2FbnbI6ICtWlqTLvWwPsqOgr6KpriV8+4AwAAoHO5NtGmuuv97Cyo0v+Kqk2rBwA6IoI7AABoFceIEXKMGKHSwYPlGDHC7HLg5+JCrbo4LshjWzqT1AFAqzAzCAAAaJWSTZskMaQT3ktLCtWWnNrn3NOz7XpgZHcTKwKAjoU77gAAAGhTUxNDZK0zXn53YbV2n6gyryAA6GAI7gAAAGhTUSFWTYgP9tiWnm03qRoA6HgI7gAAAGhz05NsHu307DK5XCxuBADeILgDAACgzV3T36bAOp88/3fSoX8fZ7g8AHiD4A4AAIA21yPYokl9Qjy2rWK4PAB4heAOAABapdsll6jbJZdoyM03q9sll5hdDjqQtAbD5e0MlwcAL7AcHAAAaBXrzp2SpDCT60DHc2X/EIVYpXJHTftAiUP/yq/SBdFBzb8QALo47rgDAACgXYQHWjS5r+dw+ZV7y0yqBgA6DoI7AAAA2k1aUqhHe80+u5wMlweAZhHcAQAA0G4m9wtWWIDhbh8pc+ofuZUmVgQA/o/gDgAAgHYTGmDRlf09h8unM7s8ADSL4A4AAIB2NT3Rc3b5NfvsqnYyXB4AmkJwBwAAQLu6rG+IugfVDpc/Vu7UJzkVJlYEAP6N4A4AAIB2FWw1dHV/z7vuKxkuDwBNIrgDAACg3V2X5BncM/bbVelguDwANIbgDgAAgHZ3SXywegbXfhQ9UeHSxiMMlweAxhDcAQAA0O4CLYamJNSfXb7MpGoAwL8R3AEAAGCKtKRQj/a6A+Uqr2a4PADUR3AHAACAKS6OC1KMrfbj6Mkqlz46XG5iRQDgnwjuAAAAMIXVYujaBM9J6lYxuzwANEBwBwAArVJUWKiiwkL984svVFRYaHY56ODSkj2D+98Olqu0ymlSNQDgnwjuAAAAMM2YmCDFh9Z+JC2rdunDQwyXB4C6CO4AAAAwjcUwNL3eJHXpDJcHAA8EdwAAAJgqLclzuPyHh8p1spLh8gBwGsEdAAAApvpOr0AldLO62xWOmmfdAQA1CO4AAAAwlWEYDe66M1weAGoFmF0AAADoWGz33CNJSigqki0iQvaFC02uCJ3B9CSbfvtVibv998PlKqxwqkcw95kAgOAOAABaJWjpUklS9Kk2wR2+MLxnoAZ0D9C3J6slSVVOKWO/XTcPDDO5MgAwH19hAgAAwHSGYTRY030Vw+UBQBLBHQAAAH6i/nPum45WKL/cYVI1AOA/CO4AAADwC4N7BGpoZO2TnA6XtHYfs8sDAMEdAAAAfiMtKdSjnZ5dZlIlAOA/CO4AAADwG/WHy3+SU6mjZQyXB9C1EdwBAADgN5K7B2hkVKC77ZK0Zh+T1AHo2gjuAAAA8Cv177qn7yW4A+jaCO4AAADwK9PqBffPj1XqYEm1SdUAgPkI7gAAAPAr/bsFaHR0kMe21azpDqALI7gDAADA70yvd9d9JcEdQBdGcAcAAIDfmZZkk1GnvaOgSntPMlweQNdEcAcAAIDf6R1q1dg4z+Hyq7jrDqCLIrgDAADAL9WfXX5ldplJlQCAuQLMLgAAAHQsxRs3SpIOHjigfv37m1sMOrWpCTY9+I8iOVw17a9PVGtPYZUG9whs/oUA0Mlwxx0AALSKc+RIOUeOVNmQIXKOHGl2OejEom1Wje8d7LEtneHyALoggjsAAAD8Vv3Z5Vdl2+VyuUyqBgDMQXAHAACA35qSYFNgnU+sWUXV+s8JZpcH0LUQ3AEAAOC3IoMtmhhfb7j8Xib6/YRDAAAaAUlEQVSpA9C1ENwBAADg19KSQz3a6QyXB9DFMKs8AABolcDXX5ck9crNVWBsrKpuu83MctAFXNkvRMFWqcJR095f4tCX+VX6TnRQ8y8EgE6C4A4AAFol9Gc/kyQlnmoXEdzRxroHWXR5nxC9d6DcvW1ltp3gDqDLYKg8AAAA/N51yZ6zy6/OtsvJcHkAXQTBHQAAAH5vct8QhQYY7vbhMoe25VWaWBEAtB+COwAAAPxeWKBF3+0X4rEtPdtuUjUA0L4I7gAAAOgQ0pI8h8uv2WeXw8lweQCdH8EdAAAAHcJlfULUPbB2uHye3amtOQyXB9D5EdwBAADQIYQEGLqqv+dw+VXZZSZVAwDth+AOAACADiMtKdSjvXZ/uaoYLg+gkyO4AwAAoMOYEB+sHkG1w+WPVzi16UiFiRUBQNsjuAMAAKDDCLIamproOUkds8sD6OwI7gAAAOhQ6s8u/94BuyocDJcH0HkR3AEAANChXBwXrF4htR9jT1a69PHhchMrAoC2RXAHAABAhxJgMTSt3nD5VQyXB9CJEdwBAADQ4UyvN1x+3YFylVU7TaoGANpWgNkFAACAjqXsxRclSXm5uYqJjTW5GnRV/xcbpN6hFh0tqwnrpdUubThUoWvr3YkHgM6A4A4AAFql6rbbJEn5WVmKTEkxtxh0WRajZrj8y1+XurelZ5cR3AF0SgyVBwAAQIeUlhTq0V5/sFzFVQyXB9D5ENwBAADQIV0QHah+3azudrlD+uAAs8sD6HwI7gAAAOiQDMNQWr2h8SuZXR5AJ0RwBwAAQIdVf3b5jw+Xq7CC4fIAOheCOwAAaBXLjh2y7Nih0N27Zdmxw+xy0MWNiArUOd1rh8tXOaX3D3DXHUDnwqzyAACgVcInTJAkDT3VLiosNK0WwDAMTU8K1YKdxe5t6dl2zUoJM7EqAPAt7rgDAACgQ7uu3nD5jUcqVFDuMKkaAPA9gjsAAAA6tCGRgRrSo3YgqcMlZexndnkAnQfBHQAAAB1e/UnqVu4tM6kSAPA9gjsAAAA6vLR6wX1rTqVyyhguD6BzILgDAACgwxsQEahzewa62y5Ja/YxuzyAzoHgDgAAgE6h/l33VdkEdwCdA8EdAAAAnUL959z/kVepQyXVJlUDAL5DcAcAAECnkBAeoAuiAz22rWK4PIBOgOAOAACATiMtKdSjzXB5AJ0BwR0AAACdxrREm4w67e35VTpUbjR5PAB0BAR3AAAAdBrxYVZdGBvksW3DMatJ1QCAbxDcAQAA0KlcV2+Sug35ASZVAgC+QXAHAABApzI10SZLndHxWaUWfVNYZV5BAHCW+PoRAAC0SuWtt0qSioqKFBERYXI1QEMxNqvGxQVr09EK97YLV+Up2mZRnM2q3qEW9Q61Ki7Uqt6n/sSd2hYVYpHF4Jl4AP6F4A4AAFrFvnChJGl/VpZSUlJMrgZo3HXJNo/g7pKUZ3cqz+7Uv483/bpAixTbRLjvHWpxt8MDDRkEfADthOAOAACATmdKgk2PfVGkokpXq15X5ZQOlTp0qNQhqenh9WEBhvsuvWfArw33cTarQgII9wDOHsEdAAAAnU5ksEXLJkbp+R0n9XVBhY5X+TZAl1a79L+TDv3vpKOFOozGw73t1N/DrIoOsSjAQsAH0DSCOwAAADql8b2DNb53tLKyspR4zgDlljl0tMypo2UO5ZQ5dPTUnxy7U0dLHTpqd+hkK+/Qt+REhUsnKqr19YnqJo+xGFJMiEW9w6y1gb7OnfvT7chgC8PzgS6K4A4AAIBOL9BiqG+3APXt1vxxpVVO5ZQ5ddR+KtyfCvQ5pwL/6dBf3vyN9lZxuqQcu1M5dqeaG54fbJU72MeFNvYcfk3Y7xbIwlFAZ0NwBwAAAE4JC7TonAiLzolo+mOyy+VSYaXLHeKPlNUE+9q/1/zJtTvl8OEN/AqHtL/Eof0lzX9r0D3QUFwL4T7OZlWQlbv3QEdhWnB/9dVX9ec//1kHDx6UJA0ePFj333+/rrjiCknS2rVr9frrr2vnzp0qKChQRkaGxo0b53GOiooK/eIXv9DKlStVXl6u8ePH64UXXlCfPn3a/XoAAOgqInr0kCRdcKpdVFhoXjGACQzDUGSwochgi4ZGBjZ5nMPp0rFyp0e4r3vX/uipofvHK5w+re9klUsni6r136Kmh+dLUq+QmhAffzrMh1oVf2ppvDibVfFhVvVieTzAL5gW3OPj4/Xkk0/qnHPOkdPp1DvvvKNZs2Zp48aNGjZsmMrKyjR69GjNmDFDd9xxR6PnmDdvntatW6fXXntNkZGRevTRRzVz5kxt2rRJVqu1na8IAAAAqGW11N75HtnMceXVLuXaTwf6xsP90TKHSqt9+/x9frlT+eVO/aeZ5fECjFPL44V5TqgXZ7PU+btVEUEsjwe0JdOC+9VXX+3Rfuyxx/Taa6/piy++0LBhw3TjjTdKkgoKChp9fVFRkZYtW6ZFixbp0ksvlSS98sorGj58uDZu3KhJkya17QUAAAAAPhASYCghPEAJ4c1/NC+uOjWJXplTOfZTz9+XOU79vfa5/Cof3sCvdkmHyxw6XNb88nihAYbibJ4T6tVdLu/0cH0by+MBZ8QvnnF3OBxavXq1SktLNXr0aK9es2PHDlVVVWnixInubX379tWgQYO0bds2gjsAAAA6lfBAi8J7WDSwR9PHOF0uHa9w1oT7ujPnlzl05NS2nDKH8uxO+fL+fVm1S3uLHdpb3Pzz9z2CjCbXvT+9PdbG8nhAfaYG9127dmny5MkqLy9XWFiY3nzzTaWmpnr12ry8PFmtVkVFRXlsj46OVl5eXrOvzcrKOuOa0bHxb4+Ogr4Kf3ZBvTb9FR1BV+unIZISJSUaksJO/amj2ikVVBnKrzSUV2HoWOWpv5/677FKQ8cqDBU7fBugCytdKqys1u7Cpp+/N+RSz0ApOsil6GCnooNc6hXkUsyp/0YHuRQT7FJEgNQZR+d3tb6KGikpKc3uNzW4p6SkaMuWLSoqKtLatWt155136r333tPQoUPP+Jwul6vF52ta+qWgc8rKyuLfHh0CfRUdDf0V/o731TNXVu1UbpnTPVv+6Wfu697NP+rj5fFcMlRQVfPFwp7Sppe2C7JIsY1MqHd61vz4sJq7+eEdaHk8+iqaYmpwDwoKUnJysiTpvPPO0/bt2/XSSy/pD3/4Q4uvjYmJkcPhUEFBgXr16uXenp+fr7Fjx7ZZzQAAAEBXERpgUVJ3i5K6N788XlGd5fEaC/c5p57L9+XyeJVO6WCJQwdbWB6vW4DhOaFeY8vjhVoVzPJ48GN+8Yz7aU6nU5WVlV4dO3LkSAUGBiozM1M33HCDJOnw4cP65ptvNGbMmLYsEwAAAMAphmGoR7ChHsEWDWlhebz8cmejE+odLXXoqL0m7OeX+3Z5vJJql7KKqpVV1PxxUcEWjwn16ob70+3oEIusPH8PE5gW3J944glNnjxZffr0UUlJiVasWKGtW7dq+fLlkqQTJ07o4MGDKiqq+T8sOztbERERio2NVWxsrCIiInTzzTfr8ccfV3R0tHs5uNTUVE2YMMGsywIAAADQCKvFUGyoVbGhzS/bXOGoWR4vp85SeDXBvna5vJwyh4qrfLs8XkGFUwUVTu060fTz91ZDim0we75nuI8PZXk8+J5pwT03N1dz5sxRXl6eunfvrtTUVK1YscI9G/y6dev0k5/8xH38T3/6U0nSQw89pHnz5kmSfvWrX8lqtWr27NkqLy/X+PHjtXjxYtZwBwAAADqoYKuh/t0C1L9by8vj5TQxLL/ubPqVPryB73BJR8qcOlLmVHPL44VY1eTSeHF1nssPDeg4z9/DXEZhYaFvv6oC/BSTfaCjoK/C30X08FyLqqiw0KRKAO/wvtp1ueotj3d6kr2cOhPu5ZQ5lFfulNOEVNQ9yDgV4muewXeWnVRsVKSCrYZCrIaCrTr135p2iHu7oRBrzZccIQGGxzGnX2Phjn+n4lfPuAMAAACArxiGoagQq6JCrBrWs+nn76udLuXZmw/3R8ocKqz0bbo/WenSycpq7XEvjxcoHS3xybkDLWo00Htua/wLguCARr4gaPDFQSOvq7OdRwV8i+AOAAAAoEsLsBiKD6tZTu47zRxnr655/v5I6aln8O1OHS09Ndne6Wfxy5yy+3L6/DNU5ZSqnC6fzwXgreA6gd8z+Dfc7s0XAafbtoD6+xueL9DS+b44ILgDAAAAgBdsAYYSwwOUGN788ngnq+ouj+f5zL17ebwyh6rNz/dtpsJRM9HgSbX/RRqSO/BvmhqjhGb+vTqKjn8FAACgXTlGjJAklVdUKCQ42ORqAMC/GIahiCBDEUEWDe7R9PB8p6vO8nhlTuXaHdp/NE/de/ZSucOlCodL5Q6Xyqvl0fb8r5rc3pW5JNkdLtkdUmAnWb6P4A4AAFqlZNMmSUz4BQBnw2IYirFZFWOzakRUzbYso1opKeFnfW6Xy6VKZ2OBvybo26sb+yLgzL4gqP2CoXafL2fyP1shnWTBMYI7AAAAAHQihmG4nzE3g9Plcg+VLz/DLwIqql2ye/nFQv19VXW+ODDrd+BrBHcAAAAAgM9YDEO2gJo5AczgcLpU4awJ9KEm1eBrBHcAAAAAQKdhtRgKtRgK7URp12J2AQAAAAAAoGkEdwAAAAAA/FgnGjwAAADaQ7dLLpEkDTm1HNzpWeYBAEDbILgDAIBWse7cKUkKM7kOAAC6CobKAwAAAADgxwjuAAAAAAD4MYI7AAAAAAB+jOAOAAAAAIAfI7gDAAAAAODHCO4AAAAAAPgxgjsAAAAAAH6M4A4AAAAAgB8juAMAAAAA4McI7gAAAAAA+DGCOwAAAAAAfozgDgAAAACAHzMKCwtdZhcBAAAAAAAaxx13AAAAAAD8GMEdAAAAAAA/RnAHAAAAAMCPEdwBAAAAAPBjBHcAAAAAAPwYwR0+9f/+3//TpZdeqn79+umcc87RzJkz9fXXX3sc43K59Otf/1qDBw9WXFycrr76au3evdvjmAULFuiKK65QfHy8evTo0ejP2r59u6699lolJCSof//+mjp1qv71r3+1WOPWrVt1ySWXKDY2ViNGjNCf/vSnBsfk5OTojjvu0DnnnKPY2FiNGTNGW7dubfKcJ06c0AMPPKBRo0YpLi5Oqampuvfee3X8+HH3MVu2bFGPHj0a/bN69eoW64Zv0Veb7quStGPHDk2bNk39+/dXUlKS7rnnHpWUlLRYM3yvM/TV4cOHN/reN2PGjGbP66vrQvugrzZ9XU6nUzfeeKOGDRum2NhYDRo0SHPmzNGRI0darBm+RT9t/roaO/cTTzzRYs1oewR3+NTWrVt1++23a/369Vq7dq0CAgI0bdo0nThxwn3MwoULtWjRIj333HP6+9//rujoaE2fPl3FxcXuYyoqKnTNNdfozjvvbPTnlJSU6LrrrlNcXJw+/PBDbdiwQXFxcUpLS/M4T3379u3TjBkzNHr0aG3evFn33nuvHnzwQa1Zs8Z9TGFhoa644gq5XC4tX75c27Zt0/PPP6/o6Ogmz3v06FEdPXpUTz75pD799FO98sor+vTTT3X77be7jxkzZoy++eYbjz/33nuvunXrpssuu8yr3y98h77adF89evSopk2bpsTERH388cdauXKl9uzZox//+Mde/W7hW52hr2ZmZnq8923atEmGYWjatGnNXrsvrgvth77a/HWNHz9ef/7zn/XFF1/ojTfe0L59+3TTTTe1+HuFb9FPm78uSXrwwQc9zn///fc3e160D9ZxR5sqKSlR//799dZbb+nKK6+Uy+XS4MGD9aMf/cj9JmC325WSkqJf/vKXmj17tsfr16xZo1tvvVWFhYUe27/88ktdeuml2rFjhxITEyXVvNGNHDlSmZmZOu+88xqtZ/78+crIyND27dvd2+6++27t2bNHGzZskCQ99dRT+uSTT7R+/fqzuvYPP/xQM2fO1P79+9W9e/dGj7ngggt00UUXaeHChWf1s3D26Ku1ffX111/XU089paysLFmtVknSrl27dNFFF2n79u1KTk4+q5+Hs9MR+2p9CxYs0O9+9zvt2bNHoaGhjR7jq+uCeeirjV/XaevWrdP3v/995eTkKCQkpNFj0Pbop57XNXz4cM2ZM0d33313C785tDfuuKNNlZSUyOl0uocQ7d+/X7m5uZo4caL7GJvNprFjx2rbtm1en3fAgAHq1auX3nzzTVVUVKiiokJvvPGG+vbtq8GDBzf5us8//9zjZ0vSpEmT9OWXX6qqqkqS9P777+v888/X7NmzNWDAAF188cX64x//KJerdd9xFRcXKzg4uMk30C1btujbb7/Vbbfd1qrzom3QV2v7akVFhQIDA92hXaq5dkn67LPPWnVu+F5H7Kt1uVwuLVu2TDNnzmzy/dGX1wXz0Febvq4TJ07o3Xff1QUXXEBoNxn9tOF1/f73v1dSUpIuvvhiLViwQJWVld5eNtoQwR1t6uGHH9bw4cM1evRoSVJubq4kNRjKGx0drby8PK/PGx4ervfee0/p6enq3bu3evfurfT0dK1evdodMBqTl5fX6M+urq5WQUGBpJpvQ1977TUlJiZq5cqVuuOOO/Tkk0/q1Vdf9bq+wsJCPfPMM7rlllsUEBDQ6DFLly7VsGHDmvzGFe2LvlrbV8ePH6+CggL99re/VWVlpQoLC93Pt53+vcA8HbGv1pWZman9+/fr5ptvbrYeX10XzENfbXhd8+fPV3x8vJKSknTo0CH99a9/bfbcaHv0U8/rmjt3rpYsWaKMjAzNmTNHL730ku67774Wrxdtj+CONvPII4/oH//4h5YtW+Zx506SDMPwaLtcrgbbmmO323XXXXdp1KhR+uijj7R+/Xqde+65+v73v6/S0lJJUp8+fdx/fv7znzf7s+tudzqdGjFihObPn68RI0bopptucr+JSdILL7zgce6DBw96nK+0tFTf+9731Lt3bz311FON1n/8+HFlZGRwt91P0Fc9++qQIUP08ssv6+WXX1bv3r01cOBAJSQkKCYmpsHvB+2ro/bVupYuXarvfOc7Ovfcc93bli9f7nHuTz/91GfXBXPQVxu/rp/+9KfavHmzVq1aJavVqjlz5rR6lBR8h37a8LruuusujR8/XsOGDdMtt9yiF154QcuWLWswiS3aX+O3AoGzNG/ePKWnpysjI8P9XI8kxcbGSqr5NrFv377u7fn5+c1OqFXfu+++q+zsbK1fv979RrtkyRIlJibqvffe08yZM7Vlyxb38eHh4ZKkmJiYBt+W5ufnKyAgQD179nTXOGjQII9jBg4cqEOHDkmSfvCDH2j69Onufb1793b/vaSkRDfccIMk6a9//WuTw9/eeecdWSwW97EwD3218b56ww036IYbblBeXp5CQ0NlGIYWLVqkhIQEr68dvtWR++ppx44d07p167RgwQKP7VdeeaUuuOACd7t3797uu0Nne11of/TVpq8rKipKUVFRGjBggAYOHKjU1FR99tlnGjt2rNfXD9+gn3p3Xeeff74kae/evQ1+PtoXd9zhcw899JBWrFihtWvXauDAgR77EhISFBsbq8zMTPe28vJyffbZZxozZozXP8Nut8swDFkstV3YYrHIMAw5nU5JUnJysvvP6Tek0aNHa+PGjR7nOj1BSGBgoCTpwgsv1LfffutxzLfffqt+/fpJkiIjIz3OfXp4cXFxsa6//no5nU4tX75c3bp1a7L+ZcuWadq0aYqIiPD6muF79NWW+2pMTIy6deum9PR0hYSEaMKECV5fO3yno/fV09566y0FBwcrLS3NY3t4eLjHuW02m8+uC+2Lvur9dZ2uleeH2x/91Pvr+uqrryTVfqEB81gffvjhJ8wuAp3H/fffr7/85S96/fXX1bdvX5WWlrqHAwUFBckwDDkcDv32t7/VgAED5HA49Oijjyo3N1cvvviigoODJUkHDx7U/v379e9//1uZmZm66qqrlJubq7CwMAUFBal79+5avHixjh49qsTERB07dkyPPfaY9u7dq1/+8pdNzuKelJSkF198UceOHVO/fv20bt06vfDCC3r66afdE4X07dtXzz33nCwWi+Li4rRp0yY9/fTT+vnPf+7+1rG+4uJipaWl6eTJk/rTn/4kwzDc1x4UFOQx/Oqzzz7TwoULtWDBAo9vPNG+6KvN99U//vGPslqtKikp0cqVK/XII49o/vz5uvjii339T4EWdIa+KtUMx/zJT36iK664osUliyT57LrQfuirTV/X559/rnXr1ikoKEgVFRXasWOHHnjgAVmtVj355JNNzocD36OfNt9PV69erZCQENntdmVmZuqhhx7SuHHj9IMf/MAHv32cDZaDg0+dnpGzvoceekjz5s2TVPNG8+yzz+r1119XYWGhzj//fC1YsEBDhw51H3/nnXfqnXfeaXCejIwMjRs3TlLNt4/PPfecvv76axmGoeHDh+uxxx5r8dvQrVu36pFHHtGePXsUFxenn/3sZw3ejNavX6+nnnpK3377rfr27asf/ehHmjt3bpPPNm3ZskVTpkxpdF/dmiXpjjvu0JdffsmsyCajrzZUt+a5c+fqww8/VGlpqVJSUnT33XfrxhtvbLZetI3O0lc3b96sqVOn6uOPP27yi6X6fHVdaB/01aav69///rceeeQR7dq1S6WlpYqLi9Nll12m++67T3369PHqZ8A36KdNX9eOHTt0//3367///a8qKyvVr18/paWl6Z577ml2xnq0D4I7AAAAAAB+jGfcAQAAAADwYwR3AAAAAAD8GMEdAAAAAAA/RnAHAAAAAMCPEdwBAAAAAPBjBHcAAAAAAPwYwR0AAAAAAD9GcAcAAAAAwI8R3AEAAAAA8GP/H6NOqgjVqdI9AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/998786412970369024\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-10\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1061123924354875393\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-04-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/980566101124722688\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-02-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1098013283372589056\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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NgJ3WGu0qOjkToDlNgG+L7frWQxOg7nGA9FiaAAAAADgzwj4AnIXGmgA5dTMBik7OCDibJsCaek2A4PozAU6sCZAeF6LeNAEAAAAgwj4AtIroEIuGJYVqWIMmQEn1qW8HaE4TwG5KOcV25XhoAtS9FSCdJgAAAEC7RNgHgHMoJtRzEyCnwdsBdhXZdbCi+U2Af8u9CdAntv6aALWvCewdE6wQC00AnBulH3/s6xIAAGg3CPsA0AbEhFo0vFOohnc6fROg9u0ANbUNgWY2AWqbCKdvAtSfBUATAK3FOXiwr0sAAKDdIOwDQBvmqQlQXO10PQJQf12AQxXOJh2/fhOgvhCL1CcmWGknmgAZ8bX/7UUTAAAAwC8Q9gHAD8WGWjSiU5hGdApzG6/fBNhZVON6NKCpTYAap7TTatdOD02AuhkAdTMCaAIAAAC0LYR9AAggnpoA1qraJkBOvcUBd1lrdPhsmgD7To6HWKTUupkA8XXrAgSrJ00AAAAAnyDsA0A7EBdm0cjkMI1MPn0TYNeJdQFyzqIJ8I3Vrm88NAHSTzwGkHaiCdArJljBNAEAAABaDWEfANqxxpoAdQsC7qxbG6CoRkcqz6IJUE+o5dSFATPig9UzmiZAIAt58UW37ZqbbvJFGQAAtAuEfQDAKeLCLLooOUwXeWgC1K0JsMtqV4616U2Aaqf0TZFd3xSdvgmQUdcEODEjgCZAYOgwb57bdjFhHwCAVkPYBwB4zVMToKiuCXDirQB1awLkt1ATICyodmHAjPgQpcXWNgEyTjQBgmgCAAAAnIKwDwA4a/FhFv0gOUw/aKQJUPc4QE4zmgBVDim7yK7sRpoAJx8JoAkAAABA2AcAtBpPTYDjNseJu//uMwGOnlUToNI1HhYkpcbW3v1PO9EEyIgL0fnRQTQBAABAu0DYBwCccx3DgzSqc5BGdfbcBNhprdGuotrXBTanCbDjeI12HK+RpyZA/cUBaQIAAIBAQ9gHALQZjTUBdtafBXBiccBjtpZpAoSfbiZAfIgcZkt8VwAAAOceYR8A0OZ1DA/S6M5BGt2gCVDomglwcl2AnGY0AWwO6evjNfq6QRMgJjhCd1eV6o7+UTIM7vwDAAD/QdgHAPithEaaADtPzADIsZ5cHLCgiU2AEruhB/5boj0ldv3pB3FM9QcAAH6DsA8ACDgJ4UG6uHOQLm7QBCiomwlw4jGAupkAZ2oCvPhthY5XObV8TEeFBRH4AQBA20fYBwC0G4mNNAF2FtU+DlA3E+DLghqV208+tL9mv03WdYV6dVxHRYdYznXpAAAATULYBwC0e4nhQbrkvCBdct7JJsC31hr98N0jyq86Gez/c7hKP3yvQCsnJigxPMgXpQIAAHiFWxMAAJzGBXEhenZgldJi3fviXxbWaNI7Bfq+zO6jygAAAM6MsA8AgAedw0y9NyVRQxND3MZ3l9g16Z1j2mWt8VFlAAAAjSPsAwDQiI7hQfr3pERd3sX9Of9DFU5NfveYth6t9lFlAAAAnvHMPgAAZxAVYtE/xifo//5TpDf3VbrGi6pMXZFVoJfHdtS4ruE+rNA/VCxe7OsSAABoNwj7AAB4ISzI0LNj4tUx3KLndpW7xivspq79oFBPXxKvH/fq4MMK276am27ydQkAALQbTOMHAMBLQRZDj18Uq98MjnYbr3FKt2wo0rM7y3xUGQAAgDvCPgAATWAYhu4bEqNHRsa6jZuS7vq8WIu2l8g0Td8UBwAAcAJhHwCAZri1b5SWXxqvYMN9/JEvS/Wbz4vlJPADAAAfIuwDANBMM3p30GvjExQR5J74l+8q1y82FKnaQeAHAAC+4dOwv3z5co0aNUopKSlKSUnRhAkTlJWV5dpvmqYWLVqk9PR0de7cWVOnTtXOnTvdjjFgwADFxcW5/VqwYMEZz/3ss89q4MCBSk5O1pgxY/TZZ5+19LcHAGgHJnQL178nJSgu1D3wr/quUtd9WKjyGqePKmt7LF9+6fYLAAC0Hp+G/S5dumjhwoXasGGD1q9fr0svvVQzZ87Ujh07JElLlizR0qVL9cgjj+ijjz5SUlKSrrrqKpWWlrod5ze/+Y1ycnJcv+66665Gz7t69Wrdc889+vWvf63//Oc/GjFihGbMmKG8vLxW+14BAIFrRKcwvTclSed1cP+x+uHBKl2RVaDjNoePKmtboi+7zO0XAABoPT4N+1OnTtWECRPUq1cv9enTRw888ICioqK0detWmaapZcuWad68ebriiivUt29fLVu2TGVlZVq5cqXbcaKjo5WcnOz6FRUV1eh5ly5dquuvv1433nij0tLS9Nhjjyk5OVnPP/98a367AIAAlhEforVTktQ7Jsht/L/HajT53QIdLCfwAwCAc6fNPLPvcDi0atUqlZeXa8SIEdq/f7/y8/M1duxY12ciIiI0atQobd682e1rn3zySfXs2VMXX3yxHn/8cVVXV3s8T3V1tb788ku340rS2LFjTzkuAABN0SM6WGunJGlQQojbeE6xXZnvHFNucY2PKgMAAO1NsK8LyM7O1sSJE2Wz2RQZGalXXnlF/fr1cwXvpKQkt88nJSXp8OHDru1bb71VAwcOVMeOHbVt2zYtWLBA+/fv15NPPnna8xUWFsrhcJz2uEePHm201tzc3OZ8i+ecv9SJ9o3rFP6iOdfq4lTpLnuYvig+eZf/QLlDE9bka0m/KvWNbp/P8Q9rsM3fAy2LP0/4C65V+Iu2fq2mpqY2ut/nYT81NVWffPKJiouLtWbNGs2ZM0dvv/22a79huC94ZJqm29gdd9zh+n3//v0VHR2tWbNmaeHCherYsaPH857puJ5qbetyc3P9ok60b1yn8Bdnc62+k2rqlg3H9fb3NteY1W7o9uwIvTouQWO6hLVUmX6LvwdaDn+vwl9wrcJfBMK16vNp/KGhoerVq5eGDBmi+fPna8CAAXrqqaeUnJwsSafcbS8oKDjlrnx9Q4cOlSTt3bv3tPsTEhIUFBTU5OMCANAU4cGGXry8o36W2sFtvMxuasa6Av17X6WPKgMAAO2Bz8N+Q06nU9XV1erRo4eSk5O1fv161z6bzaZNmzZp5MiRHr/+66+/liRXs6Ch0NBQDR482O24krR+/fpGjwsAQFMFWwz9ZXScfjXAfeHYaqc06+PjWpFT7qPKAABAoPPpNP4FCxZo4sSJ6tq1q2uV/Y0bN+r111+XYRiaM2eO/vSnPyk1NVV9+vTR448/rsjISE2fPl2StGXLFm3dulWXXHKJYmJitH37dt13332aPHmyUlJSXOcZPny4fvGLX2j27NmSpNtvv1233nqrhg4dqpEjR+r555/XkSNHNGvWLJ/8OQAAApdhGJo/LFYdwy16YGuJa9xpSnM/s6qwyqlfDYg646NkAAAATeHTsJ+fn6/Zs2fr6NGjiomJUb9+/bRy5UqNGzdOkjR37lxVVlbq7rvvltVq1dChQ7V69WpFR0dLqr1L/+abb+qRRx5RdXW1UlJSdMMNN2ju3Llu58nNzVVhYaFr++qrr9bx48f12GOPKT8/XxkZGXr99dfVvXv3c/fNAwDalV/2j1ZCmEW//NQqh3ly/MEvSlRgc+ih4bGyEPgBAEALMaxWq3nmj8FfBMJCEgh8XKfwF61xrb73faVmfXxcNof7+DW9I/TXi+MVYgncwB8bF+e2XWy1+qiSwMPfq/AXXKvwF4Fwrba5Z/YBAAhkk7tHaNXERMWEuIf6f+6p1E8/LFSFvX2+lg8AALQswj4AAOfY6M5hemdKkjpFuP8YzjpQpauzCmWtIvADAICzQ9gHAMAHBnQMUdaUJPWICnIb//xotaa8d0xHKhwevhIAAODMCPsAAPhIz5hgZU1NUr949/VyvymyK/OdY9pbYvdRZQAAwN/5dDV+AADau84dgvTO5CRd92GhNuVXu8b3lzk06d1jWjkhQQMTQn1YYcupvvFGX5cAAEC7QdgHAMDH4sIsWjUxQbM+LlJWns01frTSqWnvFei18Qka3TnMhxW2jMolS3xdAgAA7QbT+AEAaAM6BFv0ytiOurZ3hNt4SY2pH79foHe/r/RRZQAAwB8R9gEAaCNCLIaeuiRet/eLchu3OaSffXRcr+aW+6gyAADgbwj7AAC0IRbD0EPDYzR/aIzbuMOUbt9o1ZNfl/qoMgAA4E8I+wAAtDGGYehXA6O1ZFScLIb7vgf+W6L5W4tlmqZvigMAAH6BsA8AQBt1Y1qkXryso0Ib/LResqNMv/zUKruTwA8AAE6PsA8AQBv2o/Mj9MaEREUFu9/ifyW3QjeuPy6b3X8Cf2xcnNsvAADQegj7AAC0cWO6hOntyYlKCHP/sf3O9zZNX1egkmqnjyoDAABtFWEfAAA/MDgxVFlTE9UtMshtfOORak17r0BHKx0+qgwAALRFhH0AAPxEn9gQvT81SelxwW7j/zteo0nvHNP+UruPKgMAAG0NYR8AAD/SJTJI701J0vCkELfxvaUOZb5zTN8U1fioMgAA0JYQ9gEA8DPxYRb9KzNR47qGuY0fqXRq8rvHtDm/ykeVAQCAtoKwDwCAH4oMsei1cQma3ivCbby42tSVWYV6P8/mo8oAAEBbQNgHAMBPhQYZ+tul8fpFRqTbeKXD1PUfFur1PRU+qgwAAPgaYR8AAD9mMQw9OjJW9wyOdhu3m9Ls/xTp6W/KfFQZAADwJcI+AAB+zjAM3TMkRo9fFCujwb57NhfroW0lMk3TJ7UBAADfIOwDABAgbsmI0nNj4hXS4Kf741+V6s5NVjmcBH4AANoLwj4AAAHk6l4d9M/xCeoQ7H6P/4WcCv18Q5GqHAR+AADaA8I+AAABZmzXcK2ZlKj4MPfA/699lbrmg0KV1jh9VBkAADhXCPsAAASgYUmhem9Kkrp0cP9R//GhKl2xtkCFNoePKgMAAOcCYR8AgACVHheitVOT1Ccm2G18W0GNJr9boLwy+zmtxzFokNsvAADQeoLP/BEAAOCvukcFa+3URM1YV6jtBTWu8W+L7Zr0ToFWZyYoLS7knNRStmHDOTkPAADgzj4AAAEvMTxIayYlasx5YW7jByscmvxugb44Vu2jygAAQGsh7AMA0A5Eh1j0+oQE/ahHuNv48SqnfrS2QOsP2nxUGQAAaA2EfQAA2omwIEMvXNZRN13QwW283G7qJx8U6s3vKnxUGQAAaGmEfQAA2pEgi6E/j4rTXQOj3cZrnNLNHxfpuV1lPqoMAAC0JMI+AADtjGEYun9ojP4wItZt3JT0603FevTLEpmm6ZviAABAi2A1fgAA2qnb+kWpY5hFt28skqNetv/D9lIV2Jz648hYWQyjxc4XNWaM2zar8wMA0HoI+wAAtGPX9umg+DCLblp/XJX1Ev/fdparqMqppRfHKzSoZQJ/0FdftchxAADAmTGNHwCAdi4zJVxvZiYoNtQ91L+xt1LXf1io8hqnjyoDAADNRdgHAAC6KDlM70xOUucI938afHCwSldlFaqoisAPAIA/IewDAABJUv+OIVo7NUk9o4Pcxrccq9aUd4/pULnDR5UBAICmIuwDAACX86ODlTU1Sf07hriN77TalfnuMe0ptvuoMgAA0BSEfQAA4KZTRJDemZyoUcmhbuN5ZQ5lvntMXxZU+6gyAADgLcI+AAA4RWyoRasmJmpySrjbeIHNqR+uLdB/Dlf5qDIAAOANwj4AADitiGBDL4/tqOv7dHAbL60xNf39Ar21v9JHlQEAgDMh7AMAAI+CLYaWXhynX/aPchuvdko3rj+ul74t91FlAACgMYR9AADQKMMw9PvhsXpwWIzbuNOU/t+nVi3+X6lM0/RRdQAA4HQI+wAAwCv/b0C0nhwdJ4vhPr7gixI9sLVETgI/AABtBmEfAAB47WcXROqlyzsqLMh9/K/ZZbp9o1V2J4EfAIC2gLAPAACaZFqPCK2ckKjoEPdb/K/trtBPPzquSjuBHwAAXyPsAwCAJrvkvDC9PTlRSeHu/5RYm2fT1e8XyFrl9FFlAABAIuwDAIBmGpQQqrVTktQ9yn1O/6b8ak1bW6D8CofbeLHV6vYLAAC0HsI+AABott6xwcqamqS+ccFu4zuO12jSu8e0r9Tuo8oAAGjfmhz2P//8cz366BoaJhIAACAASURBVKO6++67tXv3bklSeXm5vvjiC5WUlLR4gQAAoG07r0OQ3p2SpJGdQt3Gvyt1KPOdY9pxvMZHlQEA0H55Hfarq6v105/+VFOmTNGiRYv03HPP6eDBg5KkoKAgTZ8+XX/7299arVAAANB2xYVZ9GZmgiZ0DXMbz690asp7x7Qpv8pHlQEA0D55HfYXLVqkrKwsPfbYY9q6davMeu/SDQ8P15VXXqn33nuvVYoEAABtX4dgi/4+PkE/6RXhNl5SbeqqrAKtzav0UWUAALQ/Xof9N954QzfddJN+/vOfq2PHjqfsT01N1b59+1qyNgAA4GdCLIaevjRe/9c30m3c5pBmfnhcr+2u8FFlAAC0L16H/WPHjmnAgAEe94eFham8vNzrEy9fvlyjRo1SSkqKUlJSNGHCBGVlZbn2m6apRYsWKT09XZ07d9bUqVO1c+dO1/79+/frjjvu0KBBg9S5c2cNGjRICxcuVGVl43cNFi1apLi4OLdfF1xwgdd1AwCAxlkMQ4tGxOr+C2Pcxp/6x3xZ7vh/2vuz2xQxd66PqgMAoH0IPvNHaiUnJzd65/6LL75Qjx49vD5xly5dtHDhQvXu3VtOp1OvvfaaZs6cqY8//lj9+/fXkiVLtHTpUi1dulSpqal69NFHddVVV2nr1q2Kjo5Wbm6uHA6HnnjiCfXu3Vs5OTmaN2+ejh8/riVLljR67tTUVL399tuu7aCgoEY+DQAAmsowDN01KFodwyz69SarTEmzP1/p9pnKM/y8BgAAzef1nf0f/ehHeuGFF1wr8Eu1P8gl6b333tMbb7yhq6++2usTT506VRMmTFCvXr3Up08fPfDAA4qKinKtB7Bs2TLNmzdPV1xxhfr27atly5aprKxMK1fW/kNh/PjxWrZsmcaNG6fzzz9fmZmZ+vWvf601a9ac8dzBwcFKTk52/UpMTPS6bgAA4L2b0yP1wmUdFcLLfgEAOKe8/tH729/+VikpKRozZoxuueUWGYahJ554QuPHj9fMmTM1ePBgzW3mlDyHw6FVq1apvLxcI0aM0P79+5Wfn6+xY8e6PhMREaFRo0Zp8+bNHo9TWlqquLi4M55v3759ysjI0MCBA3XzzTez1gAAAK3oyp4RenVswinjZTVOH1QDAED7YFitVvPMH6tls9m0dOlS/etf/9KePXvkdDrVs2dPXX311frlL3+p8PDwJp08OztbEydOlM1mU2RkpJYvX67MzExt3rxZmZmZ+vrrr5WSkuL6/O23367Dhw9r9erVpxwrLy9PY8aM0Z133qk77rjD4znXrVunsrIypaamqqCgQI899phyc3P1+eefn3bhwfpyc3Ob9P0BAIBapikNHzHcbexPa7dpTILDRxUBAODfUlNTG93fpLDf0qqrq3XgwAEVFxdrzZo1WrFihd5++22VlpYqMzNTO3bsULdu3Vyfv+2225Sfn69Vq1a5Hefo0aOaNm2aBgwYoGeffdb1eIE3ysrKNHjwYM2bN6/RJoG/yM3NPeP/dMDXuE7hL7hWW1Zsg9l3N77znf4yOt5H1QQWrlX4C65V+ItAuFa9nsZfXl6uvLw8j/vz8vJUUdG01+mEhoaqV69eGjJkiObPn68BAwboqaeeUnJysqTaEF9fQUGBkpKS3Mby8/P1wx/+UBkZGXrmmWeaFPQlKSoqSunp6dq7d2+Tvg4AAJyd9/Nscpo+u+cAAEBA8zrs33fffbr++us97p85c6YeeOCBsyrG6XSqurpaPXr0UHJystavX+/aZ7PZtGnTJo0cOdI1duTIEU2bNk0XXHCBnnvuOQUHe/1yAbfj5ubmuhoMAADg3DhS6dT/Cmt8XQYAAAHJ67C/fv16TZs2zeP+adOm6cMPP/T6xAsWLNBnn32m/fv3Kzs7WwsXLtTGjRs1Y8YMGYahOXPmaPHixVqzZo2++eYb3XbbbYqMjNT06dMlSYcPH9bUqVPVqVMnLVq0SIWFhcrPz1d+fr4cjpPP/w0fPlx/+9vfXNv333+/Nm7cqH379um///2vbrzxRlVUVOi6667zunYAANAysg7YfF0CAAAByetb4fn5+ercubPH/cnJyTpy5IjXJ87Pz9fs2bN19OhRxcTEqF+/flq5cqXGjRsnSZo7d64qKyt19913y2q1aujQoVq9erWio6MlSR999JH27NmjPXv2qH///m7H/uqrr9SjRw9Jtc9aFBYWuvYdOnRIt9xyiwoLC5WYmKhhw4Zp3bp16t69u9e1AwCAlpGVZ9NvB8f4ugwAAAKO12E/MTFRO3fu9Lh/586dio2N9frEy5Yta3S/YRi69957de+99552/8yZMzVz5swznsdqtbptP//8817XCAAAWte2ghrlVziU3CHI16UAABBQvJ7GP2HCBK1YseK077nfunWrVqxYoQkTJrRocQAAIPC9z1R+AABanNd39u+9916tW7dOU6ZM0fjx49W3b18ZhqHs7Gx98MEHSk5O1u9+97vWrBUAAASgrDybfnZBpK/LAAAgoHgd9utWx58/f77eeecdvf/++5Kk6OhoXXPNNZo/fz4r2gMAgCb7+FCVqhymwoKa9vpcAADgWZPeVdepUyctW7ZMpmmqoKBApmkqKSmpye+2BwAAqFNmN/XZkSpd3jXc16UAABAwmv5ietUunpeUlNTStQAAgABW+vHHrt8/9mWJZJ7ctzbPRtgHAKAFeQz7r732miTp2muvlWEYru0z4X31AADgdJyDB7t+nxZfKX103LWddcCmP5omswUBAGghHsP+bbfdJsMw9OMf/1ihoaG67bbbzngwwzAI+wAA4Iwu6xKmUItU7azd3lfqUG6xXRfEhfi2MAAAAoTHsP/VV19JkkJDQ922AQAAzlZUiEWXnBemDw9Wucay8myEfQAAWojHsN+9e3fX751OpwzDUFRUlOLj489JYQAAILBN7BbuFvbXHrDplwOifVgRAACBw+LNhxwOh4YMGaJXX321tesBAADtRGaK+4J8n+dXy1rl9FE1AAAEFq9W4w8JCVHnzp1ZNAcAADRbyIsvum2ff9NNSo8L1i6rXZLkMKWPDtp0da8O5744AAACjNev3rvhhhv097//XT//+c8VHs6rcQAAQNN0mDfPbbv4ppuU2S1cu6xlrrG1Bwj7AAC0BK/Dfs+ePWWapoYPH67rrrtO559/viIiIk753FVXXdWiBQIAgMA1MSVcS3acDPvrDtjkcJoKsjCbEACAs+F12J89e7br94899thpP2MYBmEfAAB4bWSnUMWGGiquNiVJRVWmth6r1kXJYT6uDAAA/+Z12H/rrbdasw4AANAOBVsMTegWrpV7K11j7x+wEfYBADhLXof9iy++uDXrAAAA7VRmg7C/Ns+m/29orA8rAgDA/3kd9uvbsWOH8vLyJEkpKSnq168fK/UDAIBmGd8tXBZDctbO5Nc3RXZ9X2ZX96hm/TMFAACoiWF/1apVmj9/vg4dOiRJMk1ThmGoS5cumj9/vmbMmNEqRQIAgMAVH2bRyE6h2pRf7Rp7P8+mWzKifFgVAAD+zeuw/+qrr+qOO+5QamqqFi5cqD59+sg0Te3Zs0cvvfSSbr31VlVXV2vmzJmtWS8AAAhAmd3C3cP+AcI+AABnw+uw/8QTT2jo0KF6++23FR4e7rbvF7/4haZMmaInnniCsA8AAJosMyVcC74ocW1vOFyl8hqnIkMsPqwKAAD/5fVP0IMHD2rGjBmnBH1JCg8P1zXXXOOa3g8AANAU6XHBSokKcm1XOaT/HK7yYUUAAPg3r8N+enq6Dh8+7HH/oUOHlJaW1iJFAQCA9sUwDE3q5n5DISvP5qNqAADwf16H/QcffFArVqzQm2++ecq+VatW6aWXXtLvf//7Fi0OAAC0H5kp7mH//QM2mabpo2oAAPBvXj+z/+STTyohIUE///nPdc8996hnz54yDEN79+7VsWPH1Lt3b/3lL3/RX/7yF9fXGIah119/vVUKBwAAgeXizmHqEGyowl4b8A9VOPX18RoNTAj1cWUAAPgfr8P+rl27ZBiGunXrJkmu5/PDwsLUrVs3VVVVKScnx+1rDMNowVIBAEAgCw82dFmXML37/cnp+1l5NsI+AADN4HXY//rrr1uzDgAAEOAqFi8+42cyu4W7h/0DNt09OKY1ywIAICB5HfYBAADORs1NN53xMxMaLNL3xbEaHat0KCkiyMNXAACA0+HltQAAoM3oEhmkQQkhrm1T0roDrMoPAEBTEfYBAECb0nBV/izCPgAATUbYBwAAbUpmg6n8Hx2sUrWDV/ABANAUhH0AANCmDEkMUVL4yX+ilNaY2pRf5cOKAADwP4R9AABwTli+/NLtl8fPGYYmMpUfAICz0uTV+CsrK7V9+3YdO3ZMo0ePVmJiYmvUBQAAAkz0ZZe5bRdbrR4/m9ktXK/mVri2s/Js+sOI1qoMAIDA06Q7+08//bTS0tI0bdo0zZo1S9nZ2ZKkwsJCde/eXS+99FKrFAkAANqXy7uGKaTev1L2lDi0u7jGdwUBAOBnvA77r776qu69916NHz9eTz75pEzz5EI5CQkJuvzyy/Xmm2+2SpEAAKB9iQ6xaHTnMLextXlM5QcAwFteh/2lS5cqMzNTzz//vCZPnnzK/sGDBysnJ6dFiwMAAO1Xw1X53z/AIn0AAHjL67C/Z88eZWZmetyfkJCgwsLCFikKAABgUoNF+j47UqXiaqePqgEAwL94Hfajo6NVXFzscf+ePXtYrA8AALSYnjHBSo09uZaw3ZTWH+TuPgAA3vA67F966aV69dVXVVV16g/ZgwcPasWKFRo/fnyLFgcAANq3hlP51+ZV+qgSAAD8i9dh//7771dBQYEuu+wyLV++XIZhaN26dVqwYIFGjx6tkJAQ/eY3v2nNWgEAQDuT2WAq/wcHq+Rwmh4+DQAA6ngd9nv16qW1a9eqc+fOeuSRR2SappYuXaolS5Zo0KBBWrt2rbp27dqatQIAgHbmouRQxYQaru0Cm1PbCngFHwAAZxJ85o+clJaWpjfffFNWq1V79+6V0+nU+eefz7P6AACgVYRYDI3vGq7V352cvp+VZ9PwTqE+rAoAgLbP6zv79cXFxenCCy/UsGHDlJCQoPLy8pauCwAAQJI0seFz+wdsPqoEAAD/4XXYX7NmjebPn+82tnjxYnXp0kUpKSm67rrrVFFR0eIFAgCA9m1CtzAZ9bZ3HK/RgTK7z+oBAMAfeB32ly5dqmPHjrm2t2/frgcffFBDhw7VTTfdpA8++EBLlixplSIBAED7lRAepBENpu2vO8Ar+AAAaIzXYX/37t0aOHCga3vlypXq2LGjVq1apSeeeEKzZs3S6tWrW6VIAADQvjVclZ+p/AAANM7rBfoqKirUoUMH1/ZHH32kcePGKSwsTJI0YMAAvfLKKy1fIQAACAjVN97Y7K+d2C1cD35R4trecMimCrtTHYKbtfwQAAABz+uw37VrV23fvl033HCD9uzZo127dmnevHmu/cePH1d4eHgjRwAAAO1Z5Vk87tcvPljdIoN0oNwhSbI5pE8OV59yxx8AANTyuh1+zTXXaMWKFbr22mv14x//WHFxcZo0aZJr/7Zt29SnT59WKRIAALRvhmGcEuzfZyo/AAAeeR3277zzTt155506dOiQunbtqpdfflmxsbGSpKKiIn322WeaPHlyqxUKAADat8wGr+DLyrPJNE0fVQMAQNvm9TT+oKAg3X///br//vtP2RcfH6/c3NwWLQwAAKC+S84LU0SQoUpHbcA/UO5QdpFd/TuG+LgyAADanmatalNcXKzs7GxlZ2eruLi4pWsCAAA4RUSwoUu7hLmNZeUxlR8AgNNpUtjftm2bJk+erF69eumSSy7RJZdcol69emnKlCnatm1ba9UIAAAgSZrUjef2AQDwhtdh/4svvtCUKVO0Y8cO3XDDDfrDH/6ghx9+WDfccIO+/vprTZ06tcmBf/ny5Ro1apRSUlKUkpKiCRMmKCsry7XfNE0tWrRI6enp6ty5s6ZOnaqdO3e6HcNqtWr27Nnq3r27unfvrtmzZ8tqtTZ6Xm+OCwAAWlZsXJzbr+aY2GCRvi1Hq1Voc7REeQAABBSvw/5DDz2kpKQkbdmyRX/+85/1f//3f5ozZ47+/Oc/a8uWLUpMTNRDDz3UpJN36dJFCxcu1IYNG7R+/Xpdeumlmjlzpnbs2CFJWrJkiZYuXapHHnlEH330kZKSknTVVVeptLTUdYxbbrlF//vf//TGG29o5cqV+t///qdbb7210fN6c1wAAND2dI0McntG35S07kCV7woCAKCN8jrs//e//9XNN9+s884775R95513nm6++WZt3bq1SSefOnWqJkyYoF69eqlPnz564IEHFBUVpa1bt8o0TS1btkzz5s3TFVdcob59+2rZsmUqKyvTypUrJUk5OTn64IMPtHjxYo0cOVIjRozQn//8Z2VlZXlcMNCb4wIAgLar4VR+ntsHAOBUXod90zQVFBTk+UAWy1m9/sbhcGjVqlUqLy/XiBEjtH//fuXn52vs2LGuz0RERGjUqFHavHmzJGnLli2KiorSyJEjXZ+56KKLFBkZ6fpMQ94cFwAAtF2ZDabyf3jIphonr+ADAKA+r1+9N2TIEL344ov62c9+pvj4eLd9RUVFWrFihS688MImF5Cdna2JEyfKZrMpMjJSr7zyivr16+cK3klJSW6fT0pK0uHDhyVJR48eVUJCggzDcO03DEOJiYk6evToac+Xn59/xuN64i+vF/SXOtG+cZ3CX3CttpxhDbab+2cbbUrxIREqqqn9+V9SbWrVF3s1NM55lhX6N65V+AuuVfiLtn6tpqamNrrf67B/33336corr9SwYcN0/fXXuw787bff6h//+IdKS0v11FNPNavATz75RMXFxVqzZo3mzJmjt99+27W/fpCXamcYNAz3DTX8zOmc6bieam3rcnNz/aJOtG9cp/AXXKut62z+bCflF+m13RWu7R1moq5NjW2JsvwS1yr8Bdcq/EUgXKteh/0f/OAHWr16tX73u9/pr3/9q9u+wYMH6+GHH9ZFF13U5AJCQ0PVq1cvSbWzB7Zt26annnpKd911l6Tau/fdunVzfb6goMB1V75Tp04qKChwC+qmaaqwsPCUO/d1kpOTz3hcAADQtmV2C3cL+1kHbHpoRPsN+wAANOT1M/uSNHr0aH388cfKycnRunXrtG7dOuXk5Gj9+vUaNWpUixTkdDpVXV2tHj16KDk5WevXr3fts9ls2rRpk+sZ/REjRqisrExbtmxxfWbLli0qLy93e46/Pm+OCwAA2rbLu4YpuN6EvNxiu/aW2H1XEAAAbUyTwn6dTp06adiwYRo2bJg6derU7JMvWLBAn332mfbv36/s7GwtXLhQGzdu1IwZM2QYhubMmaPFixdrzZo1+uabb3TbbbcpMjJS06dPlySlpaVp/Pjx+tWvfqWtW7dqy5Yt+tWvfqXMzEzXlItDhw5p+PDheuuttyTJq+MCAIC2LTbUolGdw9zGWJUfAICTPE7j//TTT5t1wNGjR3v92fz8fM2ePVtHjx5VTEyM+vXrp5UrV2rcuHGSpLlz56qyslJ33323rFarhg4dqtWrVys6Otp1jOXLl+u3v/2trr76aknS5MmT9eijj7r219TUKDc3VyUlJa4xb44LAADatsyUcP3ncJVrO+uATXP6RfmwIgAA2g7DarWe9l018fHxZ1ywrr665+aPHz/eYsWh6QJhIQkEPq5T+Auu1ZYVGxfntl1stZ7V8XYX12jY6pNv3wmxSHuuO08xoc2auOjXuFbhL7hW4S8C4Vr1eGe/bto7AABAW9QnNkS9Y4K0p8QhSapxSusPVemK8yN8XBkAAL7nMexffPHF57IOAACAJstMCddT2eWu7fcP2Aj7AACoCQv0lZeXKy8vz+P+vLw8VVRUeNwPAADQ0jK7uQf79/NscpqnfUIRAIB2xeOd/Ybuu+8+bdu2TZ988slp98+cOVPDhw/Xn/70pxYrDgAABA7HoEEtfswfJIcqOsRQaU1twD9mc2p7QY2GJoW2+LkAAPAnXof99evXa+bMmR73T5s2TX//+99bpCgAABB4yjZsaPFjhgYZGts1TP/ed/K1e2vzbIR9AEC75/U0/vz8fHXu3Nnj/uTkZB05cqRFigIAAPBWZrdwt+33D9g8fBIAgPbD67CfmJionTt3ety/c+dOxcbGtkhRAAAA3prQLVz1Xxb8VWGNDpU7fFYPAABtgddhf8KECVqxYoU2b958yr6tW7dqxYoVmjBhQosWBwAAcCZJEUEamhTiNraOu/sAgHbO62f27733Xq1bt05TpkzR+PHj1bdvXxmGoezsbH3wwQdKTk7W7373u9asFQAA4LQyu4Xrv8dqXNtr82y6MS3ShxUBAOBbXof95ORkrV+/XvPnz9c777yj999/X5IUHR2ta665RvPnz1dycnKrFQoAAOBJZkq4Ht5e6trecLhKNrup8GCjka8CACBweR32JalTp05atmyZTNNUQUGBTNNUUlKSDIMfpAAAoHFRY8a4bbfk6vwDOoaoSweLDlU4JUkVdlMbj1RpfIPF+wAAaC+aFPbrGIahpKSklq4FAAAEsKCvvmq1YxuGocyUcL2QU+Eay8qzEfYBAO2W1wv0AQAAtGUTGwT7tQdsMk3TR9UAAOBbhH0AABAQxnQJU3jQye28Mod2We2+KwgAAB8i7AMAgIDQIdiiS88LcxvLyuMVfACA9omwDwAAAkZmivtU/qwDhH0AQPtE2AcAAAGj4XP7m49W67jN4aNqAADwHY+r8efl5TXrgCkpKc0uBgAA4GykRAWrb3ywvimqfVbfaUofHqzSjN4dfFwZAADnlsewP3DgQBmG0eQDHj9+/KwKAgAAOBuTUsL1TVGZazvrgI2wDwBodzyG/b/+9a9uYd80TT399NP6/vvv9ZOf/ER9+vSRaZravXu3Vq5cqe7du+vWW289J0UDAAB4ktktXE/872TYX3fAJrvTVLCl6TcxAADwVx7D/syZM922Fy9erIqKCm3fvl0dO3Z023fPPfdo4sSJKiwsbJ0qAQAAvDQsKVQdwyw6XuWUJBVXm9p8tFqjO4ed4SsBAAgcXi/Q9+yzz+qmm246JehLUmJiom688UYtX768RYsDAABoqiCLofHdeAUfAKB98zrsFxQUqKamxuN+u92ugoKCFikKAADgbExqsCr/+7yCDwDQCNM0tfFIlW7ZcFx5ZXZfl9MivA77AwcO1LPPPqv9+/efsm/fvn169tlnNXDgwBYtDgAAoDnGdg1XUL1H9HdZ7dpXGhj/eAMAtJyiKqeWZpdp5JtHNe29Aq3cW6mXvq3wdVktwuMz+w09/PDDuuqqqzRixAhNnjxZffr0kSTl5uZq7dq1Cg4O1kMPPdRqhQIAAHgrLsyii5JD9emRatdYVp5Nt/aN8mFVAIC2wDRr13J5Iadc/9pXqSqH+/6Xvy3X1UN8U1tL8jrsDx8+XB9++KEeeughrVu3Tv/+978lSR06dNDEiRN13333KSMjo9UKBQAA/q3Yaj2n55vULZywDwBwsVY59fqeCr2YU65vrJ5nex2pdOpzq0X+nm69DvuSlJaWppdffllOp1MFBQUyTVNJSUmyWLx+GgAAAOCcyEwJ1wP/LXFtbzxSpbIap6JC+HcLALQXpmlqW0GNXsgp16q9lap0mB4/G2xI03pEaFZapDqXfX8Oq2wdTQr7dUzTVHBwsGJiYgj6AACgTUqNDVbP6CB9V1o7P7PaKX18qErTekT4uDIAQGsrrXFq5Z5KPZ9Trq+Pe15oXpJ6RAXpprRIzUztoE4RQZKk3NxzUWXralJS37Ztm6688kp16dJFffr00aeffipJKiws1E9+8hNt2LChVYoEAABoKsMwlJnivio/r+ADgMD2VWG15n1apIx/HNGvNlk9Bv0gQ5rWPVyrJiZo+/Rk/WpgtCvoBwqvw/6WLVs0ZcoUfffdd7r22mtlmienPyQkJKisrEwvv/xyqxQJAADQHJmneQWf0/Q8hRMA4H/Ka5x66dtyjX3rqMasOaYXv61Qmf30f9d3iwzSfUOiteMnnfXKuASN6xoui2Gc9rP+zutp/L///e/Vu3dvffjhhyovL9dLL73ktv+SSy7RP//5zxYvEAAAoLlGdQ5TVLDh+kdffqVT/yus0eDEUB9XBgA4W9nHa/RiTrn+uadCJTWeG7kWQ5rQLVyz0jpoQtdwBVkCM9w35HXY37Ztm+6//36Fh4erouLU9w527dpV+fn5LVocAAAIHBFz57ptVy5Z0urnDAsydHnXML21/+T0/bV5NsI+APipSrupf+2r1Is55dp8tLrRz57XwaKfXRCpn6V2UEpUs5ar82tef8cWi6XRxfjy8/MVEcGCNwAA4PRCV6xw2z4XYV+qXZW/ftjPOmDTPUNizsm5AQAtI8dau6L+P3ZXyFrt+S6+IWls1zDNSovUpJRwBbeTu/in43XYHzx4sNauXatbb731lH3V1dV64403NGLEiBYtDgAA4GxN6Or+3P72ghodqXCoc4fAWogJAAJNlcPUmn2VeiGnXJ/lN34Xv1OERT9N7aAbLojU+dHt7y7+6Xj9p3DnnXdq+vTpuuOOOzRjxgxJ0pEjR/TBBx/o8ccf13fffaelS5e2WqEAAADNkdwhSBcmhmhbwckVmdcdsOlnF0T6sCoAgCd7iu168dty/T23QoVVzkY/O+a82rv4U7qHKzSo/d7FPx2vw/7ll1+uZ555Rnfffbf+/ve/S5LmzJkj0zQVGxurZ599VsOHD2+1QgEAAJorMyXcLexn5RH2AaAtqXaYevd7m17IKdeGw1WNfrZjmEUzUzvopgsi1TuWu/ieNOlPZvr06ZoyZYrWr1+vPXv2yOl0qmfPnho3bpyioqJaq0YAAICzDWpoFwAAIABJREFUktktXIu2l7q21x+qUpXDVBh3gQDAp/aV2vXSt+V6+dsKHbM1fhd/VHKobk6P1A97RPD3txe8Dvuffvqp0tLSlJiYqKlTp56yv7CwULt27dLo0aNbtEAAAICzNSghRJ0jLDpSWfsPyXK7qU+PVGlsg+f5AQCtz+40tTav9i7+R/8/e3ceF1W9/w/8dWZnhh0UVEAUBdfcl5uZiglauZVmZRlaN6tr6zW3utfy3tZr3er7a/Fer5JL5ZqKlWjlAte1m5qaIuKGCyA7zDD7+f1BjR6BEXTgMPB6Ph48Hp3PnHPmPfhhmtd8PudzLlpQ83J7QIBGwMMd9EiKMyAuUN1gNTYFNS+vf53Ro0dj+/btNT6+c+dOjB492iNFEREREXmSIAhIiJQG+9Rscw17ExFRfcgut+ONn0vRfU0OHvmxED+4CfoDWmrw6eAgnJjUCm8NCGTQvwm1HtkXRXfft1SuyO/u1nxEREREckqM0GHZSZNre0u2GW8PECEInApKRFRfHE4R2y6asTTDhG0XzHC6iZX+agGTYipH8bsGM9zfKrdhv7S0FCUlJa7twsJCZGdnV9mvuLgY69atQ6tWrTxfIREREZEHDGmthVYJWByV2+fKHThZYudoERFRPbhscmD5SSOWnTThgtHhdt/eoWokxRlwfzsfGNQcQPYUt2H/k08+wbvvvgugcvrb3LlzMXfu3Gr3FUURf/nLXzxfIREREZEH+KoVuCNcix8uXl3lOTXbzLBPROQhTlHE9ksWLD1hxHfZZjjcjOL7qgRMjPFBUpwBPUI0DVdkM+I27A8dOhQ6nQ6iKGLBggW477770L17d8k+giBAr9ejV69e6Nu3b70WS0RERHQrEiN0krC/JduM57r7yVgREZH3y6twYEWmCZ9nGHGu3P0ofvdgNabFGTAhxgd+HMWvV27D/sCBAzFw4EAAgMViwejRo9G1a9cGKYyIiIjI0xIidZi17+olivvyrCi2OBGo5QdOIqK6cIoi0i5bsDTDhM3nKmB3M4rvoxRwf3sfTI0zoHeommulNJBaL9A3Z86cattzcnJQXFyMTp06eawoIiIiovoQ7adC50AVjhfbAQAOEfjhohn3t9fLXBkRkXcoMDvwRaYJySeNyCp1P4rfJVCFpDgDHojR80tVGdQ67CcnJ2PPnj1YtGiRq+3Pf/4zli5dCgDo2rUrNmzYgJCQEM9XSUREROQhiZE6HC8ud22nZjPsExG5I4oidudakZxhxMazFbA6a95XqwTGRftgWpwB/VtqOIovozqF/Wuvyd+1axeWLFmCiRMnokuXLli4cCEWLlyIt956q14KJSIiIu9WtmOH3CUAABIidPjgyNWwv+2iGQ6nCKWCH0iJiK5VbHHiy1MmJGcYkVFid7tvxwAVpsYZ8FAHPYI4it8o1Drsnzt3Do888ohre8OGDWjTpg0+++wzKBQKlJSU4Ouvv2bYJyIiomo5e/aUuwQAQP+WGgRqBBRbKy8wLbKIOHDFioFhWpkrIyKSnyhWvicuOWHEhrMVMLuZqa9WAGOjK1fUHxTGUfzGptZh32q1Qq2+emua7du346677oJCUfmtTfv27ZGTk+P5ComIiIg8SKUQMCJChzWnK1xtqdlmhn0iatZKrE6szjJhaYYRvxa5H8Vv76dEUpwBD3fUI1SnbKAKqa5qPb+ibdu22PHb9Luff/4ZZ8+eRXx8vOvxvLw8+Pnx1jVERETU+CVG6iTbqdlmmSohIpKPKIr4+YoVz6YXofOqHLy8t6TGoK8SgLHROmxIDMFP94fhue5+DPqNXK1H9qdNm4aXX34ZGRkZuHTpEtq0aYMRI0a4Ht+7dy9X5CciIiKvMLyNDgoBcP52q6hfi+04X25HlG+tPxoREXmtMpsT605XYMkJI34ptLndN8pXicdiDXikox5heoZ7b1Lr/6M98cQT0Gg02Lp1K3r06IEXXngBPj4+AICioiJcuXIF06ZNq7dCiYiIiDwlSKvAgJYa7Mm1utq2ZpvxRGdfGasiIqpfvxRYkZxhwuosE8rtYo37KYXKGVDT4gwY1lrLBUy9VJ2+vp4yZQqmTJlSpT0oKMg1xb+23n//faSkpODUqVPQaDTo27cv5s+fjy5durj2ycvLw/z587F9+3aUlJTg9ttvx7vvvouYmBgAlYsG9ujRo9rzL1iwAM8991y1j6WlpWH06NFV2vfv34/Y2Ng6vQ4iIiKqHXVysmTblpQkRxkuIyN1krCfyrBPRE2Qye7E+jMVWHrCiP/lux/Fb6NXYkqcHo92NKC1gaP43k62uWrp6el4/PHH0bt3b4iiiDfffBPjxo3Dvn37EBQUBFEUMXnyZCgUCqxcuRL+/v74+OOPMXbsWOzbtw8GgwERERHIyMiQnHfz5s2YOXMmxowZc8Ma9u7di6CgINd2aGiox18nERERVdK/8IJku0TmsJ8YqcP8n0pd27tyLDDanDCoecsoIvJ+vxbZsDTDiFVZJpRaax7FFwAkRGiRFGfAiAgdVBzFbzJqHfarGwm/niAI2LRpU63Ot379esn2okWLEBUVhb1792LUqFHIysrCgQMHkJaWhu7duwOonA0QGxuLdevWYcqUKVAqlQgLC5OcJyUlBUOHDkV0dPQNa2jRogVCQkJqVS8RERE1LXEBKkT5KnG+vPK+UhYHsPOyBXdH+chcGRHRzamwi9h4tgLJGUbszbO63TfcR4FHYg2YEqvneiVNVK2/unY6nRBFUfJjt9tx5swZpKen49KlS3A6nTddSHl5OZxOJwIDAwEAFosFAKDTXV0tV6FQQKvVYs+ePdWe4+zZs9i5cyeSajlSMHToUMTFxWHMmDHYtWvXTddORERE3kcQhCqr8m/lqvxE5IVOFtswb38xOq+6jKfSitwG/fjWWiyPD8aRB8Lxam9/Bv0mTCguLq55TkctffPNN3jxxRexdu1a3HbbbTd1jqSkJGRlZWHHjh1QKpWw2Wzo3bs3evbsiY8++ggGgwGffPIJXnvtNcTHx1eZGQBUXqe/bNkyHD9+HGq1usbnyszMRFpaGnr37g2r1YpVq1ZhyZIl2Lx5MwYNGuT2OCIiIro5ffv1k2z/dOCATJVctadIgeeOXQ38LTROfNPPDIGzWImokbM6gR0FSqy7rMLPpe6vrw9SixgTZse4cDsidLcc/6iR6Nixo9vHPRL2AWDevHn45ZdfsHnz5ps6dv369diyZYtk+v2hQ4cwY8YMHD16FEqlEkOHDoVCUTkZYc2aNZJz2O12dOvWDQ888AAWLFhQ5xomTpwIpVKJr776qs7HNiaZmZk3/Ecnkhv7KXkL9lXPCvht9t7vSoqLZarkKrNdRMyXl2G8ZlXqnWNaoEeIRsaq6o59lbwF++qtO11qR3KGESszTSiwuJ9ZPThcg2mdDLgnygcaJb/FrIum0Fc9NmcjNjYWydetslsbc+fOxfr165GSklLlOvuePXsiPT0dJSUlsNlsCA0NxfDhw9GrV68q5/nuu++Qk5NT7d0CaqNPnz7VzhYgIiKipkunEjCktRbfnr86fT812+x1YZ+ImjabU8S3581YmmHEjksWt/sGaxV4uIMeSXF6dAioebYzNX0eC/vbtm2Dv79/nY6ZPXs21q9fj82bN7u95V1AQAAAICsrCwcPHsQrr7xSZZ9ly5Zh0KBB6NChQ90K/82RI0eqLPZHRERETd/ISJ0k7G+9YMasnnX7TENEVB/Oldmx7KQRKzJNyK1wP4r/hzANpsYZMKatD3QqjuJTHcL+O++8U217SUkJ0tPTceTIEcycObPWTzxz5kysWrUKK1asQGBgIHJzcwEABoMBvr6V97jdsGEDgoODERUVhWPHjmHOnDm45557EB8fLzlXdnY2fvjhB3z22WfVPtf06dMBVK74DwCffPIJoqKi0LlzZ1itVqxevRrffPMNli1bVuv6iYiIqGkYESFdpO9/V2zIq3CgpQ/vMU1EDc/uFJGabUZyhhHfX7TA3TXXARoBD8boMbWTAZ0COYpPUrUO+2+//Xa17YGBgWjfvj0++ugjPPLII7V+4sWLFwMAxo4dK2mfPXs25s6dCwDIycnBK6+8gry8PISFheHBBx/ErFmzqpxr+fLl8Pf3x5gxY6p9rgsXLki2bTYb/vKXv+Dy5cvQ6XTo3LkzVq9ejYSEhFrXT0RERE1DK70SPUPUOFRgAwCIALZdMGNyR4O8hRFRs3LR6MCyk0YsP2nEJZP7Ufx+LdSYGmfAuHY+0KtqfYM1amY8tkAfNQ5NYSEJavrYT8lbsK96VmNcoO93bx0sxTuHylzbY9rqsCw+RMaK6oZ9lbwF+6qUwynih4sWLMkwYusFM5xukpmfWsCkGD2S4gzoFsxR/PrWFPoqb6pIREREzV5ihE4S9rdfssDqELl6NRHVixyTA8tPGvH5SRMuGB1u9+0VWjmKf187H/iqOYpPtcewT0RERM1ez1A1WvookPfbAlhlNhF7ci0Y0lp3gyOJiGrHKYrYccmCpRlGfHveDIebUXyDSsCE9j6YGmdAz1DeHYRuTo1hPygoCAqFApcvX4ZGo0FQUBAE4cbfbiuVSoSEhGDIkCF44403EBoa6tGCiYiIiDxNIQhIiNBhRabJ1bYl28ywT0S37EqFAyszTUg+acTZMvej+N2C1Zgap8fE9nr4aziKT7emxrA/a9YsCIIAlUol2b4Rh8OBnJwcbNy4EWVlZfjiiy88Vy0RERFRPUmMrBr23+wv1urzDxHRtURRRFqOFUtPGLH5fAVsbtbb81EKGN/OB9M6GdAnVM33HPKYGsP+7yvi17R9I7GxsfjHP/5xc1URERFRk2P64AO5S3BraGst1Aq4PpSfKXPgVKkdHQO4EBYR1U6h2YGVp0z4PMOEU6V2t/t2ClRhapwBk2L0CNRyFJ88r96u2R89ejRCQrxnFVsiIiKqX7akJLlLcMtPrcAd4Vpsv2RxtaVmmxn2icgtURSxJ9eK5AwjNp6rgMXNTH2tEhgbXXkt/sCWGo7iU72qMex/+eWXN3XChx56CAAQHR2N6OjomzoHERERkRwSI3VVwv6Mbn4yVkREjVWxxYmvskxIzjDiRLH7UfwO/iokxenxcAc9gnXKBqqQmrsaw/4zzzxTpe33b55EUay2Hbga9omIiIi8TWKEDnP2lbi29+RaUWxxcootEQGozEE/XbFhaYYRX5+pQIWbJfXVCmB028pR/DvCOYpPDa/GsH/48GHJdllZGZ566in4+flh+vTp6NChA0RRxKlTp7Bo0SIYjUZ89tln9V4wERERUX1p569CbIAKJ0sqR+nsIrD9khnj2+llroyI5FRqdWLNaROWnDDiWJH7UfxoPyWSYg2Y3FGPFj4cxSf51Bj2o6KiJNvPPfccgoKCsHHjRsm3Ut26dcOYMWMwduxYLFq0CB9++GH9VUtERERUzxIjdThZUu7aTs1m2Cdqrg7lW7Ekw4h1pytgtNc8iq8UgHuidJgaZ8CQ1looOIpPjUCtF+hLSUnBvHnzqp1+olAoMGbMGLz11lsM+0RERFQtxaFDkm1nz54yVeJeYqQO/3f0atjfdsECh1OEUsEP70TNQbnNiXWnK7A0w4hDBTa3+0b6KvFYrAGPdNQjXM9RfGpcah327XY7zp8/X+PjZ8+ehc3m/o+BiIiImi+/oUMl2yXFxfIUcgMDWmoQoBFQYq0cxSuwOPG/fCv6t9TKXBkR1acjhTYkZxixOsuEMlvNo/gKoXJ9j6lxBgxvo+UXgdRo1Trsx8fH41//+hduu+02TJgwQbJY35o1a7B48WKMGjWq3golIiIiaghqhYDhbXRYf6bC1ZaabWbYJ2qCTHYnvj5TgeQMIw5ccT9w2VqvwKOxBjzaUY8I33q7gzmRx9S6l7777rs4ceIEpk+fjldffRXt2rWDIAg4ffo08vLy0LFjR7z99tv1WSsRERFRg0iMvC7sX7DgL31kLIiIPOpEsQ1LTxjxVZbJNYunOgKAu9poMbWTAQkROqg4ik9epNZhPywsDLt27UJycjK2bt2K7OxsiKKIbt26ISEhAY899hh0Ol191kpERETUIO5qo4VCAJy/ZYCjhTZcKLdzNI/Ii5ntIjaeqxzF35NrdbtvmI8Cj3Y04NFYPdr68e+evFOdeq5Wq8X06dMxffr0ah//9ddf0aVLF48URkRERCSXEJ0S/VtosDfvaiDYesGCaZ34oZ/I22SW2JCcYcIXp4wostQ8ig8Aw1prkRRnwN1ROqg5ik9e7pb/j5WTk4M1a9Zg9erVOHbsGAoLCz1RFxEREZGsEiN1krCfml2BaZ0MMlZERLVldYjYfK5yRf20HPej+KE6BSZ30OOxOAPa+/MLPWo6bqo3l5eXY9OmTVi9ejXS09PhcDjQuXNnvPDCC56uj4iIiEgWCRE6vP6/Utf2zssWmOxO6FUKGasiInfOlNrx+UkjVmSakG92ut33jnANpsUZcE9bH2iVHMWnpqfWYd/hcOD777/H6tWr8d1336GiogKCIOCJJ57An/70J7Rt27Y+6yQiIiJqUF2CVIgwKHHB6AAAmB1A2mUrEiO5RhFRY2JzivjuvBlLM4zYfsnidt8grYCHOuiRFGtAbKC6gSokkscNw/5PP/2EVatW4euvv0ZBQQE6d+6MP//5z+jbty/GjRuHoUOHMugTERFRkyMIAkZG6rD4hNHVlpptZtgnaiTOl9uxLMOE5ZlG5Fa4H8X/Q5gGSXEGjG3rA52Ko/jUPLgN+3369MGZM2cQERGBRx99FBMmTEDXrl0BAOfPn2+QAomIiIjkklhN2BdFEYLAsEAkB7tTxNYLZiRnGLHtggXultvz1wh4MEaPqXEGdA7iKD41P27D/unTp9G2bVu8+uqruPvuu6HX6xuqLiIiIiLZ3RGuhY9SQIWjMlJcNDlwtMiO7sEMDkQN6aLRgeUnjVh+0oSLJofbffu2UCMpzoD72vlwjQ1q1tyG/Y8//hhr1qzB9OnT4ePjg8TERNx///0YMWJEQ9VHREREJBsflYAhrbXYkm12tW3NNjPsEzUAh1PEj5csWJphxJZsM5xuhvF9VQIeiNEjKU6P20I0DVckUSPmNuw//PDDePjhh5Gbm4vVq1dj9erVmDx5Mvz9/XHHHXdAEAROYyMiIqImbWSkThL2U7PN+HMPPxkrImrack0OrMg0IfmkEdnl7kfxe4SoMS3OgPvb+8BXzVF8omvVajX+sLAwPPvss3j22Wdx/PhxrFq1CmvXroUoipgxYwYSEhIwatQoDB8+HAYD7z9LRERETUdChHRBvgNXrMg3OxCqU8pUEVHT4xRF7PxtFP/b82bY3Yzi61UCJrT3wdQ4A3qFchSfqCa1vvXe7zp37ozXXnsNr732GtLS0rBq1Sps2rQJX331FXQ6HS5fvlwfdRIREZGXsz72mNwl3JTWBiW6B6txpNAGABABbLtgwUMduJYR0a3KNzuwMtOE5AwjzpS5H8XvEqTCtDgDJsboEaDhKD7RjdQ57F9r8ODBGDx4MN577z18++23WL16tafqIiIioiam4sMP5S7hpiVG6lxhH6i8bp9hn+jmiKKI9BwrkjOM2HSuAjY3d83TKYHx7fSYGqdHvxYaXkJMVAe3FPZ/p9VqMX78eIwfP94TpyMiIiJqVEZG6rDwcJlr+4eLZticItQKBg+i2iqyOPHFRRU2H8lDZond7b5xASpM7WTAgzF6BGo5ik90MzwS9omIiIiast6haoTqFMg3Vw5BltpE7Mm14s5WWpkrI2rcRFHEvjwrlmQYsfFsBSwODYDqg75GAYyNrrwW/w9hHMUnulUM+0REREQ3oBAEjIjQ4ctTJldbaraZYZ+oBsUWJ1ZlVV6Lf7zY/Sh+jL8SSXEGPNxBjxAufEnkMQz7RERERLUwMlIa9rdeMOON/gEyVkTUuIiiiP/l27A0w4j1pytQ4ah5SX21Arg3ygdJcQbc2Yqj+ET1gWGfiIiIqBaGtdZCJcB1S7DMEjuySuyICeDHKWreymxOrMmqwNIMo2Qhy+q01jrxx26BmNxRj5Y+HMUnqk/8vxMRERE1iIDAQMl2SXGxTJXcHH+NAoPCtdh52eJqS71gxjMBvjJWRSSfQ/mVK+qvOV0Bo73mUXylAIyK1GFaJwPaGLMRF+vXgFUSNV8M+0RERES1lBipk4b9bDOe6cqwT82H0ebEujOVo/gH892P4kcYlHgsVo9HYg1opa8cxc/MbIgqiQhg2CciIiKqtcQIHebtL3Ft7861oNTqhL+Gtwajpu1ooQ3JGUaszjKh1FbzKL5CABIidJgaZ8BdbbRQ8vaURLJh2CciIiKqpZgAFTr4q3CqtHJ1cZsT2H7JgrHRPjJXRuR5FXYRX58xITnDhP1XrG73baVX4NFYA6Z01CPClxGDqDHgXyIRERFRHSRG6nDqWLlrOzXbzLBPTUpGceWK+l+eMqHEWvMovgBgeBstkuIMGBmpg4qj+ESNCsM+ERERUR0kRurw8TVhf9sFM5yiCAVvHUZezOIQsels5bX4u3Pdj+K39FHgkY56TIk1INqPcYKoseJfJxEREVEd/CFMA3+14Lpu+YrZiYP5NvRpoZG5MqK6O1ViQ3KGCV+cMqHQ4nS775BWWkzrZMCoSB00Sn65RdTYMewTERER1YFaISC+jQ4bzla42rZkmxn2yWtYHSK+OV+BpRkm7Lrm7hLVCdEqMLmjHo/FGhATwOhA5E34F0tERERUR4mR0rCfmm3GK739ZayI6MbOltnxeYYRKzJNuGJ2P4o/KFyDqXEGjG7rAy1H8Ym8EsM+ERERUR2NiNBCAPD70mW/FNpwyehAa4NSzrKIqrA5RWzJNiM5w4gfL1pQ83J7QKBGwEMd9EiKMyAuUN1gNRJR/WDYJyIiIqqjUJ0SfVuoceCKzdW29YIZSXEGGasiuiq73I5lJ01YftKInAr3o/gDWlaO4o+N9oGPiqP4RE0Fwz4RERHRTUiM9JGE/dRshn2Sl8MpYttFM5aeMGLbRQucbobx/dUCJsVUjuJ3DeYoPlFTxLBPREREdBMSI3X4+8+lru2dly2osIscGaUGd8nowPJMI5afNOGC0eF23z6haiTFGXBfOx8Y1IoGqpCI5MCwT0RERHQTugWp0EavxEVTZbgy2UWk51gwIkInc2XUHDhFET9etGBphhFbss1wuBnF91UJmBjjg6Q4A3qE8K4RRM0Fwz4RERE1CEePHnKX4FGCICAhUoulGSZXW2q2mWGf6lVehQMrMk1IzjDifLn7UfzbgtWYGmfAhBgf+HEUn6jZYdgnIiKiBlG+c6fcJXhcYqROGvYvmPEPUYQgcCo/eY5TFJF22YKlGSZsPlcBu5tRfL1KwH3tfDA1zoDeoWr2RaJmjGGfiIiI6Cbd2UoLnRIw/zbAml3uwPFiO7oEccEzunX5Zge++G0U/3SZ+1H8LoEqTO1kwAMxegRoOIpPRAz7RERERDdNr1JgSCstUi9YXG2p2WaGfbppoijiv7lWJGcYselsBaxu7pqnVQLjoytH8fu31HAUn4gkGPaJiIiIbkFCpK5K2H/xNj8ZKyJvVGRx4stTlaP4J0vsbveNDVAhKc6AhzroEaTlKD4RVY9hn4iIiOgWJEToAJS4tvdfsaLQ7ECwTilfUeQVRFHE/jwrlmYYseFshetykOpoFMCY6MoV9QeFcRSfiG6MYZ+IiIjoFkT6qtA1SIVjRZWjsU4R+P6iBQ/E6GWujBqrEqsTq7NMWJphxK9F7kfx2/spkRRnwMMd9QjlF0hEVAeyzft5//33MWzYMERGRiImJgaTJk3Cr7/+KtknLy8PTz/9NDp16oRWrVrh/vvvR1ZWlmSfe+65B4GBgZKfadOm3fD5N27ciAEDBqBly5YYMGAAUlJSPPr6iIiISMp3yBDJT1MyMlJ6u73UbLNMlVBjJYoifr5ixYz0InRelYOX95bUGPRVAjA2WoeNiSH46f4wPNfdj0GfiOpMtpH99PR0PP744+jduzdEUcSbb76JcePGYd++fQgKCoIoipg8eTIUCgVWrlwJf39/fPzxxxg7diz27dsHg8HgOtfkyZPx17/+1bWt07m/v+3+/fsxbdo0zJ07F6NHj0ZKSgqSkpKQmpqKvn371ttrJiIias6Uhw/LXUK9SYzU4b1fyl3b3180w+4UoVJwqnVzV2ZzYm1WBZZmGPFLoc3tvlG+laP4kzvoEaZnuCeiWyNb2F+/fr1ke9GiRYiKisLevXsxatQoZGVl4cCBA0hLS0P37t0BVM4GiI2Nxbp16zBlyhTXsXq9HmFhYbV+7k8//RSDBw/GzJkzAQBxcXFIS0vDp59+iv/85z8eeHVERETUnPQJ1SBEq0CBpXLp9BKriH15VgwK18pcGcnlcEHlivprsipQbhdr3E8pVM4MmRpnQHwbLRS8Fp+IPKTRLN9ZXl4Op9OJwMBAAIDFUrmq7bWj9AqFAlqtFnv27JEcu27dOrRv3x4DBw7Eq6++irKyMrfPdeDAAcTHx0vahg8fjn379nnipRAREVEzo1QIuCtCGuw5lb/5MdqcWH7SiOEpeRiy6QqWZphqDPpt9ErM7eWHIxPDsXJ4CO6K0DHoE5FHNZoF+ubMmYPu3bujf//+AIDY2FhERkZiwYIF+Oijj2AwGPDJJ5/g4sWLyM3NdR03ceJEREZGIjw8HCdOnMDrr7+Oo0ePYsOGDTU+V25uLlq0aCFpa9GiBfLy8tzWmJmZeQuvsOF4S53UvLGfkrdgX/Wc6y+Ua2q/2x4qJVbhauBPySrFo4HuP1t4UlP7fXqTU0YBX+eo8E2eCkZHzYFdgIhBQU6MD7fj9mAHVEIZjJeA5vYvx75K3qKx99WOHTu6fbxRhP158+Zh79692LJlC5TKyuuT1Go1li9fjhkzZqBdu3ZQKpUYOnQoRowYITk2KSnJ9d87d25vAAAgAElEQVRdu3ZFdHQ0hg8fjkOHDqFnz541Puf1tysRRfGGtzC50S+zMcjMzPSKOql5Yz8lb8G+Wr+a2u+2RZQTfz15Gb8P5J6pUEAd3g7RfvX/cYt9teFV2EVsPFt5Lf6+PKvbfcN9FHgk1oApsXpE+TaKj9+yYV8lb9EU+qrs7zZz587F+vXrkZKSgujoaMljPXv2RHp6OkpKSmCz2RAaGorhw4ejV69eNZ6vV69eUCqVOH36dI1hPywsrMoofn5+fpXRfiIiIqLaCtQqMDBMg/Scq8EvNduM6V18ZayKPO1ksQ1LM4z48pQJxdaar8UHgOFttEiKM2BkpA5qLtZIRA1M1mv2Z8+ejbVr12LTpk2IjY2tcb+AgACEhoYiKysLBw8exN13313jvseOHYPD4XC7YF+/fv2wfft2Sdv27dsxYMCAur8IIiIiot8k8hZ8TZLFIWLtaRPu+e4K+n+dh09/NdYY9FvoFHixuy8OTQjDuoRQjG7rw6BPRLKQbWR/5syZWLVqFVasWIHAwEDXdfgGgwG+vpXfgG/YsAHBwcGIiorCsWPHMGfOHNxzzz2uxfXOnDmD1atXIyEhAcHBwcjIyMCrr76K2267DQMHDnQ915gxY9CnTx/Mnz8fAPDUU0/h7rvvxvvvv497770XmzdvRlpaGrZs2dLAvwUiIiJqSkZG6vCXA6Wu7fQcC8psTvipG82ayFQHp0vtSM4wYmWmyXWnhZrc2UqLqXF63BPlA42S4Z6I5Cdb2F+8eDEAYOzYsZL22bNnY+7cuQCAnJwcvPLKK8jLy0NYWBgefPBBzJo1y7WvWq3Gzp078dlnn8FoNKJNmzZISEjAnDlzXNf+A5VfCrRp08a1PWDAACxZsgR///vf8dZbb6Fdu3ZYsmQJ+va9fukgIiIiotrr4K9Cez8lTpc5AABWJ7DjkgWj2/rIXBnVxc5LZvzzSDl2XLK43S9Yq8DDHfRIitOjQ4C6gaojIqod2cJ+cXHxDfd56qmn8NRTT9X4eEREBL799tsbnufIkSNV2saOHVvliwYiIiKiWyEIAhIidfjsV6OrLTXbzLDvRf59vBwv7y1xu88fwjSYFmfA6LY+0Kk4ik9EjZPsC/QRERERNSUjrwv72y6Y4RRF3kPdCyw/aawx6AdoBDzUQY+kOAM6BXIUn4gaP4Z9IiIiIg+6PUwLX5WA8t/uwZdb4cThAht6hWpkrozcWZNlwnP/rTrztH8LDZLi9BjXzgd6FddeICLvwbBPRERE5EEapYD4NlpsOnd1Jf4t2WaG/UZs49kKPJVWhGvX11crgOXxwRgZyUswiMg78etJIiIiIg9L4C34vEZqthlP7CyE45qkrxSApUMZ9InIu3Fkn4iIiBpESS0W520qEiKkYf9QgQ05JgfC9coajiA57LhkxpTtBbBdc1c9hQD8+84g3MtFFYnIy3Fkn4iIiMjDWvoo0SdUuojb1gsc3W9MdudY8ND3hbA4pO3/b1Ag7muvl6coIiIPYtgnIiIiqgeJnMrfaP10xYoHthWg4tq5+wDe/0MgHu5okKkqIiLPYtgnIiIiqgfXh/0dlyywXBcuqeEdLrDi/q35rrsl/O7N/gGY1olBn4iaDoZ9IiIionpwW7AarfRXP2oZ7SL+m2ORsSI6XmTD+NQClFilQf+vffzxTFdfmaoiIqofDPtERERE9UAQhCoL9W3hVH7ZnCqxYWxqPgotTkn7zB5+eOk2P5mqIiKqP1yNn4iIiBqEz/PPS7YrPvxQpkoaTmKkDp+fNLm2U7PNeGeACEEQZKyq+TlbZsfYLQXIq5AG/RldffFKLwZ9ImqaGPaJiIioQWg+/1yy3RzC/pBWWmiVcK34fq7cgYwSOzoFqt0fSB5z0ejA2C35uGiSLrv/RCcD/tbPn1+8EFGTxWn8RERERPXEoFZgcLhW0raVU/kbTK6pMuifK5cG/Uc66vHuwAAGfSJq0hj2iYiIiOrR9avy87r9hlFgdmBcaj5Oldol7RPb++DD2wOhYNAnoiaOYZ+IiIioHl2/SN++PCuKrlskjjyr2OLE+NQCHC+WBv3RbXX4dHAQlAoGfSJq+hj2iYiIiOpRWz8VugReXSbJIQI/XOTofn0pszkxYVs+fim0SdoTIrT4z5BgqBj0iaiZYNgnIiIiqmcJ103l53X79cNkd2LStgL8dEUa9Ie00mLZsBBolAz6RNR8MOwTERER1bPrr9vfdtEMu1OUqZqmyWwX8fAPhdida5W0/yFMgy+GB0OnYtAnouaFYZ+IiIionvVroUGQ9mrYLLKIOHDF6uYIqgurQ8Rj2wuw45JF0t4nVI1Vd4XAoOZHXiJqfvjOR0RERFTPVAoBI9pIR/dTOZXfI+xOEU/sLETqBWnQ7x6sxrqEUPhr+HGXiJonvvsRERERNYDrr9tn2L91DqeIZ9KKsOmc9HfZKVCFrxNDEKjlR10iar74DkhERETUAIa30eHa9eGOF9txrsxe8wHkllMU8eKeYqw+XSFpb++nxIbEUITqlDJVRkTUODDsExERETWAIK0CA1pqJG1bL3B0/2aIoojZ+0qw7KRJ0h7lq8SmkaEI1zPoExEx7BMRERE1kJGcyn/LRFHE/J9K8e/jRkl7a70Cm0aGIsJXJVNlRESNC8M+ERERUQO5/hZ8aTkWGG1OmarxTm8fKsNHR8slbS19FNg4MhTRfgz6RES/4zsiERERNYiyHTvkLkF2sQEqtPVV4ly5AwBgcQA7L1twd5SPzJV5hw9+KcM7h8okbcFaBTYkhqJjgFqmqoiIGieGfSIiImoQzp495S5BdoIgIDFSh39dMwU9NdvMsF8Lnx4rx2v/K5W0+WsErE8IQZcgBn0ioutxGj8RERFRA6ruun1RFGWqxjskZxgxd3+JpM1XJWDdiFD0DNXUcBQRUfPGsE9ERETUgAaFa2FQXb0HX06FE4cLbDJW1Lh9dcqEF3cXS9p8lAJWjQhBv5YM+kRENWHYJyIiImpAWqWAoa21kjbegq96X58x4Zn0Ilw770GjAL4YHoxB4doajyMiIoZ9IiIiogZ3/ar8vAVfVd+er8AfdxbBeU3SVwnA58OCMayNruYDiYgIABfoIyIiogaiTk6WbNuSkuQoo1FIiJCG1f/l25BX4UBLH6VMFTUuP1w0I2l7IezXBH2FAPxnaDBGcTFDIqJaYdgnIiKiBqF/4QXJdkkzDvvheiV6hapxMP/qtfpbL5jxSEeDjFU1DmmXLZj8QwGszqttAoBPBwdhbDSDPhFRbXEaPxEREZEMrh/d38qp/NifZ8GD3xfA7JC2fzgoEJNi9PIURUTkpRj2iYiIiGRw/S34frxogdXRfG/BdyjfiglbC2C0S38H7w4IwJRYznggIqorhn0iIiIiGfQIUSPM5+pHsXK7iN25Fhkrks/RQhvGb81HqU0a9Bf09ceTXXxlqoqIyLsx7BMRERHJQCEIVabyb2mGU/lPFtswPjUfRRZp0J/T0w/PdfeTqSoiIu/HsE9EREQkk4RqbsEnis1nKv+ZUjvGpubjitkpaX+huy9m92TQJyK6FQz7RERERDIZ2loLzTWfxs6UOXCq1C5fQQ0ou9yO0VvycdkkDfrTOxswv48/BEGQqTIioqaBYZ+IiIhIJn5qBe4I10ramsNU/ssmB8ZsyccFo3TZ/cdi9Xh7QACDPhGRBzDsExEREckosZqp/E3ZlQoHxm3Jx5kyadCfFOODf94eyKBPROQhDPtEREREMro+7O/JtaLY4qxhb+9WZHFiXGo+MkqklyqMi/bBx3cEQcGgT0TkMQz7RERERDKK9lMhLkDl2naIwPZLTW90v8TqxH1b83GsSBr0R0bq8O8hQVApGPSJiDyJYZ+IiIhIZteP7je16/bLbU48sK0AB/Ntkvb41lokDw2GmkGfiMjjGPaJiIiIZHZ92N92wQKHs2ncgq/CLuKh7wuwL88qaR8UrsGK4cHQqRj0iYjqA8M+ERERkcwGtNQgQHM19BZanPjpitXNEd7B4hDx6I8FSMuRvpb+LTT46q4Q6FX8KEpEVF9UN96FiIiI6NaZPvhA7hIaLZVCwF1tdFh3psLVtvWCGQPCtG6OatxsThHTdhTi+4sWSXuPEDVWjwiBn5pBn4ioPjHsExERUYOwJSXJXUKjlhgpDftbss34S58AGSu6eQ6niKd2FeGb89K1B7oEqvB1QggCtQz6RET1je+0RERERI3AXW20uHadumNFdmSX22s+oJFyiiJm/LdY8sUFAHQMUGHDyFAE65QyVUZE1Lww7BMRERE1AsE6JQa01Ejatl7wrlX5RVHEzD0l+PKUSdIe7afExsRQtPRh0CciaigM+0RERESNREKEdFX+rV50Cz5RFPHKgRIsyTBK2iMMlUG/tYFBn4ioITHsExERETUS19+Cb+dlC0x2p0zV1M3ffy7FJ8ekQT/cR4GNiaFo68dlooiIGhrfeYmIiKhBKA4dkmw7e/aUqZLGq3OgCpG+SmSXOwAAZgew67IFIyN9ZK7MvYWHy/DeL+WSthCtAhtGhiImgB83iYjkINvI/vvvv49hw4YhMjISMTExmDRpEn799VfJPnl5eXj66afRqVMntGrVCvfffz+ysrJcjxcVFeHll19Gv379EB4ejq5du+Kll15CYWGh2+deuXIlAgMDq/yYzd4zVY6IiMjb+A0dKvmhqgRBwMjrpvKnNvKp/P/vaBn+/nOppC1AI2DDyFB0ClTLVBUREckW9tPT0/H4448jNTUVmzZtgkqlwrhx41BUVASg8rqvyZMn4/Tp01i5ciV27dqFyMhIjB07FkZj5RSxy5cv4/Lly3j99dexe/duLFq0CLt378bjjz9+w+fX6/XIyMiQ/Oh0uhseR0RERFSfEiKvv27fAlEUZarGvcXHy/HqAWnQ91ML+DohFN2DGfSJiOQk27yq9evXS7YXLVqEqKgo7N27F6NGjUJWVhYOHDiAtLQ0dO/eHUDlbIDY2FisW7cOU6ZMQZcuXbBixQrXOdq3b48FCxZg0qRJKC0thb+/f43PLwgCwsLC6ufFEREREd2kweFa6FUCTPbKgH/R5MDRInujC88rMo2YubdE0qZXCVg9IgS9W2hqOIqIiBpKo1mgr7y8HE6nE4GBgQAAi8UCAJLRdoVCAa1Wiz179tR4nrKyMmi1Wuj1erfPV1FRgW7duqFLly6YNGkSDh8+7IFXQURERHRrdCoBQ1ppJW2NbSr/2tMmPJteLGnTKoEvhwfjD2HaGo4iIqKGJBQXFzeKeWFJSUnIysrCjh07oFQqYbPZ0Lt3b/Ts2RMfffQRDAYDPvnkE7z22muIj4+vMjMAAIqLixEfH4+77roL7777bo3PtX//fpw6dQrdunVDeXk5PvvsM2zbtg3p6emIiYmp8bjMzEyPvFYiIqLmqG+/fpLtnw4ckKmSxu/rHCXePHU1NHf3c2BJD4uMFV31Y74S805o4IDgalMJIhZ2tmBQsHfcOYCIqCno2LGj28cbRdifN28e1q9fjy1btiA6OtrVfujQIcyYMQNHjx6FUqnE0KFDoVBUTkZYs2aN5BxGoxETJkyAQqHAunXr6nT9vcPhwODBg3HHHXe4/ZLAG2RmZt7wH51Ibuyn5C3YVz0r4LfZe78rKS6uYU+6ZHSgy+oc17YAIPOhcITqqr9XfUP11a3ZZkz+sQC2azK9UgCShwVjdNvGfccAahz4vkreoin0Vdmn8c+dOxfr1q3Dpk2bJEEfAHr27In09HScO3cOGRkZWLduHQoLC9G2bVvJfuXl5ZgwYQIAYNWqVXVeaE+pVKJnz544ffr0Lb0WIiIiIk9obVDitmuu0RcBbLsg78j+zktmPLpdGvQFAIvuDGLQJyJqhGQN+7Nnz8batWuxadMmxMbG1rhfQEAAQkNDkZWVhYMHD+Luu+92PVZWVoYJEybA6XRi9erV8PX1rXMdoiji2LFjXLCPiIiIGo3EyMZzC77dORY89EMhLA5p+/+7IxAT2rtfJ4mIiOQh22r8M2fOxKpVq7BixQoEBgYiNzcXAGAwGFyBfcOGDQgODkZUVBSOHTuGOXPm4J577kF8fDyAyqB/3333oaysDCtXroTJZILJZAIABAUFQaOpXAl2zJgx6NOnD+bPnw8AePvtt9GvXz/ExMSgtLQUixYtwrFjx/D+++839K+BiIiIqFojI3X4x+Ey1/aPF82wOkRolIKbozzvf1esmPR9gevuAL977w8BmNzR0KC1EBFR7ckW9hcvXgwAGDt2rKR99uzZmDt3LgAgJycHr7zyCvLy8hAWFoYHH3wQs2bNcu176NAhHPhtcZ8+ffpIzpOSkoLBgwcDAM6cOYM2bdq4HispKcHzzz+PvLw8+Pv747bbbsO3335b5RxEREREcukVqkYLnQJXzJXz5kttIvbkWjGkdcOtdv9LgRX3bc1HmU0a9P/ezx+Pd6r7bEoiImo4jWKBPvKcprCQBDV97KfkLdhXPYsL9NXdM2lF+OKUybX9p66+eKN/QJX96qOvHi+y4d7v8lFgka6w/2pvf8zs4efR56Lmg++r5C2aQl+VfYE+IiIiIqqeXNftZ5XYMS61atCfeZsfgz4RkZdg2CciIiJqpIa11kJ9zae1U6V2nCqx1etzniuzY2xqPnIrpEH/ma4GvNKbQZ+IyFsw7BMRERE1Uv4aBQaFS6/RT63HW/BdNDowZks+Lhily+4/3smAN/oFQBAadnFAIiK6ebIt0EdERETNi/Wxx+QuwSslROiw49LVgL8124w/dfX84nh5FQ6M3ZKPc+XSoP9wBz3+MZBBn4jI2zDsExERUYOo+PBDuUvwSiMjdZi3v8S1/d8cC0qtTvhrPDdBs8DswLgt+ThVape039/OB/83KBAKBn0iIq/DafxEREREjVh7fxU6Blwdn7GLwPZLnpvKX2xxYnxqAX4tlgb9e6N0+OzOICgVDPpERN6IYZ+IiIiokUuMkK7Kv8VDq/KX2ZyYuC0fvxRKF/0b0UaL/wwNhppBn4jIazHsExERETVyCdfdgm/bBTOconhL5zTZnZi0rQAHrkiD/p2ttFgWHwKtkkGfiMibMewTERERNXJ/CNPAX301fOebnfg5/+ZvwWe2i5j8QyF251ol7QNbavDl8GD4qBj0iYi8HcM+ERERUSOnVggY3sYzU/mtDhGP7Sisct1/71A1Vo8IgUHNj4dERE0B382JiIioQQQEBkp+qG4Sr5vKn3oTYd/uFPHHXYVVju0WrMa6hFCPrvBPRETy4js6ERERkRcYEaHFtZPrjxTacMnoqPXxDqeIZ9KLsPGsNOjHBaiwITEEQVp+LCQiakr4rk5ERETkBUJ0SvRroZG0bb1Qu9F9URTx4p5irM6qkLS391Ni48hQhOqUHquTiIgaB4Z9IiIiIi9x/VT+2ly3L4oiZu8rwbKTJkl7pG9l0A/XM+gTETVFDPtEREREXuL6sL/zkgUV9ppvwSeKIl77qRT/Om6UtLfSK7ApMRSRvqp6qZOIiOTHsE9ERETkJboGqRBhuDoSX+EQkZ5jqXH/dw6V4cOj5ZK2FjoFNiaGop0/gz4RUVPGsE9ERETkJQRBQEJE7Vbl//BIGd4+VCZpC9IK2JAYithAdb3VSEREjQPDPhEREZEXqe66ffG6mfyf/VqO+T+VStr8NQK+TghF12AGfSKi5oBhn4iIiMiL3NlKCx/l1ZvwXTA6kGW6uv15hhFz9pVIjjGoBKwdEYKeodLV/ImIqOli2CciIiLyIj4qAXe21kra0gorr+NflWXCC7uLJY/plMBXd4Wgf0vpMURE1LQx7BMRERF5mcTrrtv/b5ESG85U4Om0Ilw7o1+jAL4YHoLBrRj0iYiaG4Z9IiIiIi+TECEN77+UKvDEzkI4r0n6KgH4fFgw4tvoQEREzQ/DPhEREZGXifBVods1C+2JEGC/JugrBGDxkGCMivKRoToiImoMGPaJiIiIvNDIiOpH7AUAn9wRhHHtGPSJiJozldwFEBERUfPg6NFD7hKalIRILRb+Ulal/Z+3B+LBDnoZKiIiosaEYZ+IiIgaRPnOnXKX0KT0CdUg3EeBnAqnq+3tAQFIijPIWBURETUWnMZPRERE5IWUCgHv3x6IAI0AnULEwoEBeKqLr9xlERFRI8GRfSIiIiIvdXeUD7Ie0uHUqVPoFBshdzlERNSIcGSfiIiIyIupFAKUgtxVEBFRY8OwT0RERERERNTEMOwTERERERERNTG8Zp+IiIgahO+QIZJtrs5PRERUfxj2iYiIqEEoDx+WuwQiIqJmg9P4iYiIiIiIiJoYhn0iIiIiIiKiJoZhn4iIiIiIiKiJYdgnIiIiIiIiamIY9omIiIiIiIiaGIZ9IiIiIiIioiaGYZ+IiIiIiIioiWHYJyIiIiIiImpiGPaJiIiIiIiImhiGfSIiIiIiIqImhmGfiIiIiIiIqIlh2CciIiIiIiJqYoTi4mJR7iKIiIiIiIiIyHM4sk9ERERERETUxDDsExERERERETUxDPtERERERERETQzDPhEREREREVETw7BPRERERERE1MQw7NfR+++/j2HDhiEyMhIxMTGYNGkSfv31V8k+oijirbfeQqdOnRAeHo577rkHx48fl+yzcOFCJCYmonXr1ggMDKz2uXbu3ImEhAREREQgLi4O8+fPh91uv2GN6enpGDJkCMLCwtCjRw8sWbKkzq+hOsnJybj33nsRFRWFwMBAnDt3rso+3bt3R2BgoOTntddeu+G5yfPYV2vuq2lpaVX66e8/GzZsuOH5ybPYV92/rx46dAjjxo1DVFQU2rVrh+effx7l5eU3PDd5XnPtq0VFRXj55ZfRr18/hIeHo2vXrnjppZdQWFhY59dFDYN9tea+6nQ68eCDD6Jbt24ICwtDXFwcnnzySVy6dOmGNZNnsZ+6f0/1RK5i2K+j9PR0PP7440hNTcWmTZugUqkwbtw4FBUVufb58MMP8fHHH+Odd97Bjz/+iBYtWmD8+PEoKytz7WOxWHDvvffi6aefrvZ5jh49iokTJ2LYsGHYtWsX/vOf/+C777674T/w2bNn8cADD6B///7YtWsXXnrpJcyaNQsbN26s02uojslkQnx8PObMmeN2v1mzZiEjI8P1M3PmTLf7U/1gX625rw4YMEDSRzMyMvDSSy/B19cXd911l9tzk+exr9bcVy9fvoxx48YhOjoaP/zwA9atW4cTJ07gmWeecXteqh/Nta9evnwZly9fxuuvv47du3dj0aJF2L17Nx5//HHJfjd6XdRw2Ffd99U777wTS5cuxYEDB7Bs2TKcPXsWjzzyiNuayfPYT933U+DWc5VQXFws1ukIkigvL0dUVBRWrlyJUaNGQRRFdOrUCX/84x9d/xgVFRXo2LEj/va3v2Hq1KmS4zdu3IjHHnsMxcXFkvYFCxZg27ZtSEtLc7V99913mDp1KjIzM+Hn51dtPfPnz0dKSgp+/vlnV9uzzz6LEydOYNu2bbV6DTdy8OBBDBs2DIcPH0bbtm0lj3Xv3h1PPvkknn322RuehxoW+2pbt/v27dsXgwYNwocffnjD81L9Yl+92leTk5OxYMECZGZmQqlUAgCOHTuGQYMG4eeff0b79u1veG6qP82xr/5u69atmDRpEs6dOwd/f/9avS6SD/tq9X31d99++y0efvhh5OTkQKfT1frc5Fnsp9J+6olcxZH9W1ReXg6n0+maMnLu3Dnk5uYiPj7etY+Pjw9uv/127Nu3r9bntVgsVd5sfHx8YDabcejQoRqP279/v+S5AWD48OE4ePAgbDZbrV7Drfq///s/tGvXDnfccQcWLlwIq9XqkfPSrWFfrVlaWhpOnTqFpKQkj56Xbg77qrRmtVrtCvq/1wwAe/bsuaVz061rzn21rKwMWq0Wer2+TseRPNhXa+6rRUVFWLNmDfr27cugLzP206r99FZzFcP+LZozZw66d++O/v37AwByc3MBAC1atJDs16JFC+Tl5dX6vMOHD8dPP/2Er776Cna7HZcuXcI777wjeY7q5OXlVfvcdrsdBQUFtXoNt2L69OlYvHgxUlJS8OSTT+KTTz7Bn//851s+L9069tWaff755+jWrRt69erl0fPSzWFfverOO+9EQUEB/vnPf8JqtaK4uNg17dBdzdQwmmtfLS4uxhtvvIEpU6ZApVLV+jiSD/tq1b46f/58tG7dGu3atcOFCxewatWqWp+X6gf7qbSfeiJXMezfgnnz5mHv3r1Yvny5ZNQFAARBkGyLolilzZ34+Hj87W9/w6xZsxAWFoa+ffsiISEBAFzP1aZNG9fPiy++6Pa5q2uv6TW89957knNnZ2fXuu4ZM2bgzjvvRLdu3TBlyhS89957WL58eZUFJ6hhsa/WrLCwECkpKRzVbyTYV6U6d+6MTz/9FJ9++ilatWqF2NhYtG3bFi1btqzy+6GG1Vz7qtFoxEMPPYRWrVphwYIFtX5NJB/21er76nPPPYddu3bh66+/hlKpxJNPPumqgRoe+2nVfuqJXMWvY2/S3LlzsX79eqSkpCA6OtrVHhYWBqDym6CIiAhXe35+fpVvhm5kxowZ+NOf/oScnBwEBgbi/PnzeP31113Xc1573cnv15q0bNmyyjdd+fn5UKlUCA4OrtVrmDZtGsaPH+/abtWqVZ3qvlafPn0AAKdPn67y/NQw2Ffd+/LLL6FQKDBx4sQ6H0uexb5avYkTJ2LixInIy8uDXq+HIAj4+OOPb7gOBdWf5tpXy8vLXe+Vq1at4pRnL8C+WnNfDQkJQUhICDp06IDY2Fh07doVe/bswe23316n10+3jv20du+pN5OrGPZvwuzZs7F+/Xps3rwZsbGxksfatm2LsLAwbN++Hb179wYAmM1m7Nmz56a+ARcEwdUp1q5di4iICPTo0QMAql2YqX///vjmm28kbdu3b0evXpMLQ2QAAAMzSURBVL2gVqtr9RqCgoIQFBRU51qrc+TIEQBX/1ipYbGv3tjy5csxbtw4BAQE3NJ56Nawr95Yy5YtAVT2WZ1Oh6FDh97S+ejmNNe+WlZWhokTJ0IURaxduxa+vr51fj3UsNhXa99XnU4nAHCdKRmwn9a+n95MrmLYr6OZM2di1apVWLFiBQIDA13XeRgMBvj6+kIQBDz99NN477330LFjR3To0AELFy6EwWDAhAkTXOfJzs5GUVERzp8/DwD45ZdfAFR2tN//sT/66CMMHz4cCoUCKSkp+OCDD7B06VK3UzenTp2Kf//735gzZw6mTp2Kffv24YsvvsDixYtr/Rpqkpubi9zcXJw6dQoAkJGRgZKSEkRGRiIoKAj79+/HgQMHMHjwYPj7++PgwYOYN28eRo0ahcjIyJv5ddMtYF+tua/+bs+ePThx4gQ++OCDOv1uybPYV9331X/961/o378/fH19sX37dvz1r3/F/PnzeR9zGTTXvlpWVob77rsPZWVlWLlyJUwmE0wmE4DKD7IajabWr4saBvtqzX11//79OHz4MAYOHIiAgACcOXMGb775JqKiojBw4MCb/ZXTTWA/dd9PPZGreOu9Oqrpw9Xs2bMxd+5cAJXXcrz99ttITk5GcXEx+vTpg4ULF6JLly6u/Z9++ml8+eWXVc6TkpKCwYMHAwBGjx6Nw4cPw2q1olu3bpg9ezZGjBhxwxrT09Mxb948nDhxAuHh4XjhhRcwbdq0Or2G6rz11luuxSyu9fHHH2Py5Mk4dOgQZs6ciZMnT8JqtSIyMhL33Xcfnn/+ea7WKwP21Zr76u/+fzt3izIhGIVh+CxDMLsTq90daDHZXJrVBQiCS3n7lwY+mGF+QCacua5qeYRT7vKO4xj7vn/0oivXc6vPb3UYhljXNUop0TRNTNMUfd+/3Mz1fvVWt22Lrusefvu/+Z3/4jvc6r3b5uM4YlmWOM8zSilRVVW0bRvzPEdd1y93cx13eu+2+aquEvsAAACQjNf4AQAAIBmxDwAAAMmIfQAAAEhG7AMAAEAyYh8AAACSEfsAAACQjNgHAACAZMQ+AAAAJCP2AQAAIJk/F2RMqszeOosAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-12-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1208831048026509312\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-11-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/929823757635481600\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-29\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1057010155332628481\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-11-17\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/931412020016029696\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-21\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1197627433970589696\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-14\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/996131586469842945\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-04-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/980566116614291456\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-07-27\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1155179932474957825\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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/okHDXqnQH1oJ7VmJcfrfEZlaemUWob0dCrMsXtcslwcAAADajwSCmHeg3qWHSux67YtjrY7f2j9FT1zYSZ1Z4t1uRdkJeu7zes91KQ3qAAAAgHYjuCNmuQ1Dz22v108/cqja6bswvk+6Wc9cYtXl3Tni7Uy1bFC3kRl3ICpYnntOkmSrqJAlJ0fOKVNCWQ4AAFGP4I6YtN3u1H0f2LWuwjdImk3SPeel6cGCdKXEs5vk2zjbGq8ks3TsRFf+gw1ufVXnUvdUVi8AkSzlvvskSX1OXDsI7gAABBXBHTGl0WVo3ic1mvdJjZxu3/Eim0Xzh2dqUGeL7yDazRJn0uDOCfrw8Mk3SEorm9Q9NTmEVQEAAACRhelExIwyR5wu/cchPbXRN7Snxpv05NAMvTUum9AeYIU27+/nRva5AwAAAO0SsuA+b948jRw5Urm5uerXr58mTZqkLVu2+Ny3Y8cOff/731evXr3UrVs3jRgxQtu3b/eMNzY26sEHH1Tfvn3VvXt33XLLLdq/f39HfikIc0cb3brv/aP6j0+T9LnD91z2MT0Tte76Lrp7YJrMnMsecC33udNZHgAAAGifkAX39957T1OnTtUbb7yhFStWKD4+XhMnTtTRo0c99+zZs0dXXXWVevfurRUrVmjdunWaNWuWUlNTPfcUFxfrtdde0x//+EetXLlSNTU1mjRpklwuVyi+LIQRt2Ho+c/rdMGyCq/O5l/LTorTny7L1Mujs9QrjV0jwVLUYsa9rKpJhuHbDBAAAABA60KWVpYvX+51vXDhQvXq1UslJSUaO3asJGnOnDm64oor9MQTT3ju69Onj+e/HQ6Hnn/+eT377LMaOXKk53kGDRqkNWvWaNSoUcH/QhCWPqlq0rR1Dq+91d90+4AUPXZBhjIT2S0SbP0z4pVuManmROf+o42G9tS4dFYn3iwBAAAA/BE2qaW2tlZut1tWq1WS5Ha7tWrVKuXn5+uGG25Qv379NHLkSK/Av3HjRjmdTl1xxRWex3r27Kn8/HytX7++w78GhJ6jya2HSuy6/LXDrYb2fp3Meu1qm349PJPQ3kHiTCYNyWox685yeQAAAMBvYTPlNWPGDA0aNEhDhw6VJB0+fFi1tbWaN2+eZs6cqdmzZ+udd97RD3/4Q6WkpOjqq6/WoUOHZDablZWV5fVc2dnZOnToUJufq7y8PKhfCzqeYUj/OmzW/N0JOuL03aeeGGfojp5O3dazWQm1NeIl0LHOMlv0nk6G93/vOKRBLprUnQo/pxDOLmhxzesVkYDXKSIFr9XAi4TvaV5e3inHwyK4z5w5UyUlJVq1apXM5uPnO7vdx9t+X3PNNfrJT34iSRo8eLA2btyoRYsW6eqrr27z+QzDkMnUdpOx031TEFm2HnVqWold7x9sfRb36twk/fyiDDkP7ubvPkRGxTfo+f1HPNe7m1OVl5cdworCW3l5Oa9VRBRerwh3/FxFpOC1GnjR8j0N+Vrh4uJiLVu2TCtWrPDav56VlaX4+Hjl5+d73T9gwAB9+eWXkqQuXbrI5XKpqqrK657KykplZxMKol2t061HNjh06T8OtRrae6WZ9ddRnfXS6Cz1SQ+L96hiVkGLBnWfVDnlctOgDgAAAPBHSIP79OnTtXTpUq1YsUIDBgzwGktISFBRUZHPsoYdO3YoNzdXklRQUCCLxaLVq1d7xvfv36/t27froosuCv4XgJAwDEOv7m7Q0OUV+s1ntWpukf8S4qQHh6Sr5PouGtsrOTRFwkvvNLM6f6OnQG2zofJq36P5AAAAAPgK2TTktGnT9PLLL+uFF16Q1WpVRUWFJCk1NVVpaWmSpHvuuUd33HGHLrnkEo0YMULvvvuuli9friVLlkiSMjIydNttt+nRRx9Vdna2MjMz9fDDD2vgwIG6/PLLQ/WlIYh2OJx6sMSh1V81tjo+qkeifnGRVf0ymGEPJyaTSUU2i97ef/LvrfRwk862Wk7xUQAAAACkEAb3RYsWSZKuu+46r8enT5+u4uJiSdL48eP1zDPPaN68eZoxY4b69u2rBQsW6KqrrvLcP3fuXJnNZt1xxx06duyYRowYoQULFnj2yiM61De7NW9TrX79WY2a3L7jPVLMmntRhib0TjplfwOEToEtwSu4l1U59b3I324EAAAABF3IgrvdbvfrvsmTJ2vy5MltjiclJenpp5/W008/HajSEGZW7m3Q9PUO7at1+YzFm6T/HJimBwvSlWYJecsGnEKRjSPhAAAAgDPBemKErT01zZq+3qE39h1rdfw7XRP0y4utLLeOEIW2BK/rT4841eQylGBmhQQQaeqfeUaSdKiiQl1yckJcDQAA0Y/gjrBzrNnQ/M9q9KtPanTMd5JdOclxmnNhhm7sm8yy+AjSLcWsbilxOlB/fK9Do0vaandqSFbCaT4SQLhxTpkiSaosL1dmFByxAwBAuCO4I6y8/eUxPVRi164a38RuNkn/cU6qigs7qVMCy+IjUaEtQQf2nlxBUVZJcAcAAABOh/SDsPBlbbNu+78q3fhWVauhfViXBK2Z0EVPXmQltEewohbL5UvZ5w4AAACcFjPuCKkml6Hfba7VLzbVqL7lgeySbElxeuyCTrq1f4riWBYf8Qp9GtQ5Q1QJAAAAEDkI7giZdw406sF1dm13NPuMmSTdeXaqHinqJGsiM+zRojDLO7hvOepUQ7Oh5HjelAEAAADaQnBHhztY79KsDQ4t3dXQ6niRzaL/udjq04Ucka9zkll90s3ac2I7hMuQPj3SpKFdEkNcGYD2iNu4UZKUsnev4urq5C4oCHFFAABEN4I7Okyz29D/bq3Tk2XVqnH6Lou3Jpg0+/wM3T4gReY4ZmCjVWFWgvbUnHzTpqzSSXAHIkz65ZdLks49ce2w20NWCwAAsYDgjg5RUtGoB9bZtfmo77J4Sfp+Xop+ekEn2ZLMHVwZOlqRzaJX9pwM7jSoAwAAAE6N4I6gOtzg0qMfVeuvO+pbHT+vs0X/MyxDF+Uw4xorCrO9t0DQoA4AAAA4NYI7gsLlNvTc53V6/ONqOZp8l8V3spg0s6iT7jo7VfEsi48pQ7IsMkn6+lVR7mhWdZObY/4AAACANhDcEXClh5v0QIm9zZnUm/sl62cXZCgnhWXxsSjdEqcBGfGe0wQMSZuqnLq0G6suAAAAgNYQ3BEwRxvdevxjh57bXi/fOXbpbGu8fnmxVd/pSkCLdYU2i9cxgGWVTQR3AAAAoA0Ed3xrbsPQkvJ6/fSjalU1un3GU+NNmlGQrv83ME0WlsVDUqEtQS/t9O4sDwAAAKB1BHd8K59UNWnaOoc+PNx6Z/CJfZL1xNAM9UhlWTxOKrJ5N6ijszwAAADQNoI7zoijya0nSqu1aFud3K2si+/Xyaynh1l1RY+kji8OYe+8zhbFm6TmE6+dL2pdqjrmUhbHAQIAAAA+CO5oF8Mw9LddDXpkg0OHGnyXxSebTXpgSLr+67w0JZpZFo/WJcebdE6mRZ8eOblEfmOVU6N6ENwBAACAlgju8NvWo05NK7Hr/YOtL2sem5ukn1+Uod7pvKxwekU27+BeerhJo1ihAQAAAPggYeG0ap1uPbWxRr/fXOtZ2vxNvdPMempYhq7OTe744hCximwJWvx5vee6lAZ1AAAAQKsI7miTYRj6x55jmvmhXV/V+y6LT4iT7hucrv8elK7keJbFo30KbBav641VNKgDAAAAWkNwR6t2OJx6sMSh1V81tjo+ukeifjHMqr6deAnhzJybaVGSWTrmOn59oN6tA/UudUthnzsAAADwTaQueKlvdmveplr9+rMaNflOsqtnqllzh2bo2t5JMpmYZceZs8SZNKizRRsOe+9zH9ebLRdAuGv6wQ8kSQ6HQxkZGSGuBgCA6Edwh8fKvQ2avt6hfbUun7F4k/ST89L04JB0pVriQlAdolGhLcEruJdVOQnuQARomD9fkvRFebny8vJCXA0AANGP4A7tqWnW9PUOvbHvWKvjl3ZN0C8vtirfaml1HDhThbYESXWe67JK9rkDAAAALRHcY9ixZkPzP6vRrz6p8ewz/qauyXGaMzRDN5yVzLJ4BEVRiwZ1pZVNMgyD1xsAAADwDQT3GPX2l8f0UIldu2p8E7vZJP3HOakqLuykTgksi0fw5GXEKy3epNoT5wwebTT0Ra1LfdL50QQAAAB8jd+OY8yXtc0q/tCh175ofVn8sC7Hl8Wf15ll8Qi+OJNJQ2wWvX/w5BL5ssomgjsAAADwDUynxogml6FnPqnR0FcOtRrabUlxevY7Vq28xkZoR4cqsiV4XZdWOtu4EwAAAIhNTGvFgHcONOrBdXZtdzT7jJkkTT07VbOKOsmayPs46Hgt97nToA4IfxlWqyTpghPXDrs9dMUAABADCO5R7GC9S7M2OLR0V0Or4+fbLPqfi60qaDHjCXSkwhavv01VTrkNQ3E0qAMAAAAkEdyjUrPb0P9urdOTZdWqcRo+45mJJs0+P0O3D0ghHCHkeqeZ1TkxTkca3ZKkGqehckczxw8CAAAAJxDco0xJRaMeWGfX5qO+y+Il6ba8FP30gk7KSjJ3cGVA60wmkwptFv17f6PnsbJKJ8EdAAAAOIFNzVHicINLd797VFevrGw1tA/ubNFb47L1m+9kEtoRdgqzWjaoY587AAAA8DVm3COcy23oz9vr9LPSajmafJfFd0owaVZhJ009O1XmOJbFIzwV0qAOAAAAaBPBPYJ9fLhJD6yza2NV68dnTeqXrJ9dmKEuycywI7wVZXvPuH96xCmn25CFN5sAAAAAgnskOnLMpcc/rtbiz+vlO8cunWON1y8vtmp418QOrw04E91SzOqaHKeDDccb1B1zSVuPOjU4ixMPAAAAAIJ7BHEbhl4or9dPP6r2dOD+prR4k6YXpuv/nZvGTCUiTqEtQf/ad8xzXVZJcAcAAAAkmtNFjE+qmnT165W65317q6H9+j7J+vC7Ofqv89IJ7YhIRexzBwAAAFrFjHuYczS59URptRZtq5O7lXXx/TvF65cXZ+jy7kkdXxwQQIW2lp3lW+/dAAAAAMQagnuYMgxDf9vVoEc2OHSowXeGPdls0rQh6frJeWlKNDPDjsjXsrP8lqNOHWs2lBTP6xsAAACxjeAehrYedWpaiV3vH2x9qfC4XkmaOzRDvdP560P0yEoyq3eaWV/UuiRJzYb02VGnLshmnzsAAABiG3vcw9B/f9B6aO+TbtbLo7O0ZFQWoR1RyWe5/GH2uQMAAACkvzD05EUZuuK1w56j3hLN0n2D0nXfoHQls2wYUazIZtGrexo816U0qAPCkmvIEEnSscZGJSVy9CgAAMFGcA9DhbYE3Xl2qv64rU5X9kjUU8Os6tuJvypEv5Yz7huraFAHhKPatWslSeXl5crLywtxNQAARD/SYJh6pKiTRnZP1LheSTKZmGVHbBiSZZFJ8qw22W5vVo3TrXQLu3oAAAAQu/htOExZE+M0vncyoR0xpVNCnPIyTr6faEjaxKw7AAAAYhzBHUBYaXksXBn73AEAABDjQhbc582bp5EjRyo3N1f9+vXTpEmTtGXLFq977r77blmtVq8/o0eP9rpn3LhxPvfceeedHfmlAAiglvvcyyqZcQcAAEBsC9ke9/fee09Tp05VUVGRDMPQ3LlzNXHiRK1fv16ZmZme+y6//HItXLjQc52Q4Hum8+TJk/Xoo496rpOSkoJbPICgKWox405neQAAAMS6kAX35cuXe10vXLhQvXr1UklJicaOHet5PDExUTk5Oad8rpSUlNPeAyAyDOqcILNJcp3oULenxqWjjW5lJrKzBwgXaZddJkk658RxcF93mQcAAMERNr8J19bWyu12y2q1ej2+bt069e/fX+eff77uueceHT582Odjly1bpr59+2rYsGGaNWuWampqOqpsAAGWHG/SOZnscwfCmXnTJpk3bVLqtm0yb9oU6nIAAIh6Jrvdbpz+tuCbMmWKdu7cqTVr1shsNks6HsiTk5PVu3dv7d27V3PmzJHb7daaNWuUmJgoSXruueeUm5urrl27atu2bXrsscfUt29fvfrqq21+rvLy8g75mgCcmTnlCfpHxckFQXf3btKduc0hrAjAN11w4d29gBUAACAASURBVIVe1x9t2BCiSgAAiA55eXmnHA+L4D5z5kwtX75cq1atUp8+fdq878CBAxo0aJD+9Kc/acKECa3e8/HHH2vUqFFas2aNCgoKglQxIlF5eflp/0EgPDy3vU73fWD3XI/rlaQlo7JCWFHH4rWKcJfRYnWcw25v404gPPBzFZGC12rgRcv3NORL5YuLi7Vs2TKtWLHilKFdkrp166bu3btr165dbd5TWFgos9l8ynsAhLeCLJbKAwAAAF8LaXCfPn26li5dqhUrVmjAgAGnvb+qqkoHDhw4ZSO6zZs3y+Vy0awOiGADO1uUaD55/VW9WwfrXaErCAAAAAihkAX3adOm6cUXX9SiRYtktVpVUVGhiooK1dbWSjrerG7WrFn68MMP9cUXX+jdd9/VLbfcouzsbI0fP16StHv3bj311FMqKyvTF198oTfffFNTp07V4MGDNWzYsFB9aQC+JUucSYM6M+sOAAAASCE8Dm7RokWSpOuuu87r8enTp6u4uFhms1lbtmzRSy+9JIfDoZycHF166aX685//rPT0dEmSxWLR2rVrtWDBAtXV1alHjx4aM2aMZsyY4WlwByAyFWYl6KPDTs91aaVTY3slh7AiAAAAIDRCFtztp2lkk5yc7HPWe0s9e/bUypUrA1kWgDBRaGPGHQAAAJDCoDkdALSmKDvB67qs0inDCPkhGAAAAECHI7gDCEt5neKVGm/yXFc1urW3lgZ1AAAAiD0EdwBhyRxn0hCfY+GcbdwNAAAARC+CO4CwVWTzXi5fyj53AAAAxCCCO4CwRYM6AAAAgOAOIIy1nHHfVOWUmwZ1AAAAiDEEdwBhq0+6WdaEkw3qqp2GdjiaQ1gRAEly2O1y2O36aMMGOU5zvCsAAPj2CO4AwpbJZFJhi1n3sioa1AEAACC2tDu4l5SU6Be/+IUefPBB7dixQ5JUV1enjz/+WNXV1QEvEEBsK2qxz730MPvcAQAAEFvi/b2xqalJd955p1auXCnDMGQymTR+/Hj1799fZrNZN954o/7zP/9T06ZNC2a9AGKMz4w7R8IBAAAgxvg94/7kk0/qjTfe0NNPP60NGzbI+EaDqKSkJE2cOFH/+te/glIkgNjVMrh/cqRJzW4a1AEAACB2+B3c//73v2vKlCmaOnWqOnfu7DOel5enPXv2BLI2AFD3lDjlJJ/8UXXMJW2106AOAAAAscPvpfKHDx/WoEGD2hxPTExUXV1dQIoCgK993aBu1b5jnsfKKps0qLPlFB8FIJiS771XktTb4VByRoYa5s8PcUUAAEQ3v4N7Tk7OKWfUP/74Y/Xu3TsQNQGAl0KbxSe43z4gNYQVAbEtYfFiSVL2iWuCOwAAweX3UvkJEyboz3/+s6eTvHR8JkyS/vWvf+nvf/+7vvvd7wa+QgAxr6jFPvdSGtQBAAAghvgd3KdPn67c3Fxddtlluuuuu2QymTRv3jyNHj1akydPVkFBge49sXQOAAKpsMWRcJuPOHWsmQZ1AAAAiA1+B/f09HS9+eabuv/++3X48GElJSWppKREdXV1Ki4u1muvvaakpKRg1gogRtmSzMpNM3uumw1p81Fm3QEAABAb/N7jLh0/9u2BBx7QAw88EKx6AKBVRTaL9tW6PNellU06PzvhFB8BAAAARAe/Z9zr6uq0b9++Nsf37dun+vr6gBQFAC2xzx0AAACxyu/gPnPmTH3ve99rc3zy5Ml65JFHAlIUALRUkOUd3DdWNoWoEgAAAKBj+R3cV69erfHjx7c5Pn78eP373/8OSFEA0FJBiwZ12x3NqnW6Q1QNAAAA0HH8Du4VFRXq2rVrm+M5OTk6ePBgQIoCgJYyEuKUl3GyLYfbkDZVsVweAAAA0c/v4G6z2bR169Y2x7du3aqMjIyAFAUArSnM8p51L2O5PAAAAGKA38H9yiuv1OLFi7V+/XqfsQ0bNmjx4sW68sorA1ocAHxTYYsGdWU0qAMAAEAM8Ps4uOLiYr311lu65pprNHr0aJ177rkymUzavHmz3n77beXk5Ojhhx8OZq0AYlxRi33upcy4AwAAIAb4HdxzcnK0evVqzZ49W6+//rrefPNNSVJ6eromTZqk2bNnKycnJ2iFAsCgLIvMJsllHL/eXeOSvdEta6Lfi4cAAACAiON3cJekLl266Pe//70Mw1BlZaUMw1B2drZMJlOw6gMAj5T4OJ1tjdfmo82ex8oqmzSyR1IIqwIAAACCq13B/Wsmk0nZ2dmBrgUATqvIluAV3EsrnQR3oIPVrFkjSdq3d69ye/UKbTEAAMSANoP7X//6V0nSLbfcIpPJ5Lk+nVtvvTUwlQFAKwptCXq+vN5zTWd5oOO5CwokSfWpqXLn5YW4GgAAol+bwf3HP/6xTCaTbrjhBiUkJOjHP/7xaZ/MZDIR3AEEVcsGdXSWBwAAQLRrM7hv2rRJkpSQkOB1DQChdG6mRQlxUpP7+PX+epcq6l3KSTGHtjAAAAAgSNoM7r2+sWfN7XbLZDIpLS1NmZmZHVIYALQmwWzSeZ0tKv3GTHtZVZOuTkkOYVUAAABA8Ph1hpLL5VJhYaGWLFkS7HoA4LSKbAle16UslwcAAEAU86urvMViUdeuXTn2DUBYKGy5z/0wDeqAjmR57jlJkq2iQpacHDmnTAllOQAARD2/j4O7/fbb9eKLL2rq1KlKSuLoJQChU9hixr2syinDMHhzEeggKffdJ0nqc+LaQXAHACCo/A7uZ511lgzD0IUXXqhbb71Vffr0UXKy757S66+/PqAFAkBL+RnxSo03qa7ZkCRVHnNrX51LvdL8/pEGAAAARAy/f8v9j//4D89/P/30063eYzKZCO4Ags4cZ9LgLIvWVZxcIl9W6SS4AwAAICr5/Vvua6+9Fsw6AKBdCm0tg3uTrutDZ3kAAABEH7+D+3e+851g1gEA7XK8s3yd55rO8gAAAIhWZ7Su9LPPPtO+ffskSbm5uRo4cCBNoQB0qJZHwm2sbJLbMBTHzyIAAABEmXYF92XLlmn27Nn66quvJMnTxbl79+6aPXu2brrppqAUCQAtnZVuVkaCSY6m4w3qqp2GdlU3q3+G5TQfCQAAAEQWv4P7kiVL9JOf/ER5eXl67LHH1L9/fxmGoZ07d+ovf/mLfvSjH6mpqUmTJ08OZr0AIOl4M8xCW4LWfNXoeay00klwBwAAQNTxO7jPmzdP559/vv75z3/6nOP+wx/+UNdcc43mzZtHcAfQYYpslhbBvUk390sJYUUAAABA4MX5e+P+/ft10003+YR2SUpKStKkSZM8S+gBoCMUZLXc506DOgAAAEQfv4P72WefrQMHDrQ5/tVXXyk/Pz8gRQGAP4ps3sviN1U51ew2QlQNAAAAEBx+B/fHH39cixcv1iuvvOIztmzZMv3lL3/Rz372s4AWBwCn0iPVrC7JJ3+MNbgMbbM3h7AiAAAAIPD8Du6/+c1vlJWVpalTpyo/P19XX321xo4dq/z8fP3whz+UzWbTr3/9a910002ePzfffHObzzdv3jyNHDlSubm56tevnyZNmqQtW7Z43XP33XfLarV6/Rk9erTXPY2NjXrwwQfVt29fde/eXbfccov279/fzm8DgEhkMplUmOU9615W2RSiagAAAIDg8Ls53bZt22QymdSzZ09J8uxnT0xMVM+ePdXY2Kjt27d7fcypznZ/7733NHXqVBUVFckwDM2dO1cTJ07U+vXrlZmZ6bnv8ssv18KFCz3XCQnee1qLi4u1cuVK/fGPf1RmZqYefvhhTZo0SWvXrpXZbPb3ywMQoQptCXrjy5MN6soqnbptQAgLAgAAAALM7+D+6aefBvQTL1++3Ot64cKF6tWrl0pKSjR27FjP44mJicrJyWn1ORwOh55//nk9++yzGjlypOd5Bg0apDVr1mjUqFEBrRlA+Cmyeb+ZV8qMOxB09c88I0k6VFGhLm38PxoAAASO38E92Gpra+V2u2W1Wr0eX7dunfr376+MjAwNHz5cjzzyiLKzsyVJGzdulNPp1BVXXOG5v2fPnsrPz9f69esJ7kAMKGzRoG7zUacaXYYSzW2v+AHw7TinTJEkVZaXKzMvL7TFAAAQA8ImuM+YMUODBg3S0KFDPY+NHj1a1157rXr37q29e/dqzpw5mjBhgtasWaPExEQdOnRIZrNZWVlZXs+VnZ2tQ4cOtfm5ysvLg/Z1ILzxdx+duiYm6WDj8ZYdTrf0r027NDDdHeKqvh1eq4gUvFYRKXitIlLwWg28SPie5p3mjfCwCO4zZ85USUmJVq1a5bUv/YYbbvD898CBA1VQUKBBgwbpjTfe0IQJE9p8PsMwTrm//nTfFESn8vJy/u6j1NB9VVrxxTHPdWVyjvLy0kJY0bfDaxWRgtcqIgWvVUQKXquBFy3fU7+7ygdLcXGxli1bphUrVqhPnz6nvLdbt27q3r27du3aJUnq0qWLXC6XqqqqvO6rrKz0LKcHEP0KW+xzL6tyhqgSAAAAIPBCGtynT5+upUuXasWKFRow4PRtoKuqqnTgwAFPs7qCggJZLBatXr3ac8/+/fu1fft2XXTRRUGrG0B4KWqxz73sMA3qAAAAED1CtlR+2rRpevnll/XCCy/IarWqoqJCkpSamqq0tDTV1tbq5z//uSZMmKCcnBzt3btXjz/+uLKzszV+/HhJUkZGhm677TY9+uijys7O9hwHN3DgQF1++eWh+tIAdLAhWd4z7tsczapzupVqCfmiIiAqxW3cKElK2btXcXV1chcUhLgiAACiW7uDe0NDg8rKynT48GENHz5cNpvtjD7xokWLJEnXXXed1+PTp09XcXGxzGaztmzZopdeekkOh0M5OTm69NJL9ec//1np6eme++fOnSuz2aw77rhDx44d04gRI7RgwQLOcAdiiDUxTv06mbWz2iVJchvSJ0ecujgnMcSVAdEp/cSb4+eeuHbY7SGrBQCAWNCu4L5gwQLNnTtXtbW1kqRXXnlFl112maqqqlRYWKg5c+bo9ttv9+u57Kf5n3xycrLPWe+tSUpK0tNPP62nn37ar88LIDoV2RK0s7rBc11aSXAHAABAdPB7HemSJUtUXFys0aNH6ze/+Y0Mw/CMZWVlaeTIkXrllVeCUiQAnI5Pg7pK9rkDAAAgOvgd3J999lldddVV+tOf/qSxY8f6jBcUFGj79u0BLQ4A/FXYskEdwR0AAABRwu/gvnPnTl111VVtjmdlZfkcywYAHWVwZ4viTCevd1a7ZG90h64gAAAAIED8Du7p6elyOBxtju/cufOMG9UBwLeVaonT2Vbvth0bq5h1BwAAQOTzO7iPGDFCS5YsUWNjo8/Y/v37tXjxYo0ePTqgxQFAe/juc3eGqBIAAAAgcPwO7rNmzVJlZaUuv/xy/eEPf5DJZNJbb72ln/70pxo+fLgsFoseeuihYNYKAKdU1GKfeyn73AEAABAF/A7uffv21apVq9S1a1c99dRTMgxDzz77rObPn68hQ4Zo1apV6tGjRzBrBYBTKmLGHQAAAFGoXee45+fn65VXXpHdbteuXbvkdrvVp08f9rYDCAvnZlpkiZOcJ3rSfVnn0qEGl7okm0NbGAAAAPAt+D3j/k1Wq1VFRUW64IILlJWVpbq6ukDXBQDtlmg26bzOLY+FY9YdAAAAkc3v4L5ixQrNnj3b67FnnnlG3bt3V25urm699VbV19cHvEAAaI+Wy+XZ5w4AAIBI53dwf/bZZ3X48GHPdVlZmR5//HGdf/75mjJlit5++23Nnz8/KEUCgL8Ksrxn3DcS3AEAABDh/N7jvmPHDl1//fWe66VLl6pz585atmyZEhMTFR8fr+XLl6u4uDgohQKAP3xn3J0yDEMmkylEFQEAAADfjt/Bvb6+XikpKZ7r//u//9OoUaOUmJgoSRo0aJBeeOGFwFcIAO2Qb41XSrxJ9c2GJOnwMbe+rHMpN61dvTgBnELTD34gSXI4HMrIyAhxNQAARD+/l8r36NFDZWVlkqSdO3dq27ZtuuKKKzzjR44cUVJSUuArBIB2iI8zaTAN6oCgapg/Xw3z5+uLhx9WA9vkAAAIOr+noCZNmqQnn3xSBw4c0LZt22S1WnX11Vd7xktLS9W/f/+gFAkA7VFos6jk0Mm97WWVTZrQJzmEFQEAAABnzu/gfv/996uxsVFvvvmmevTood/+9ree5XFHjx7VBx98oB//+MdBKxQA/HV8n/vJYypLmXEHAABABPM7uJvNZs2aNUuzZs3yGcvMzFR5eXlACwOAM1Voa7FUvqpJbsNQHA3qAAAAEIHOqFuTw+HQl19+KUnq2bMnjWkAhJW+neLVKcGk6qbjDeqqmwztrnapXwYN6gAAABB5/G5OJx3fxz527Fj17dtXl156qS699FL17dtX11xzjUpLS4NVIwC0S5zJpMKslsfCcZ47AAAAIpPf008ff/yxxo0bJ4vFottvv135+fkyDEOff/65li5dqnHjxun1119XUVFRMOsFAL8U2ixae6DRc11a2aSb+qWc4iMA+CvDapUkXXDi2mG3h64YAABigN/Bfc6cOcrOztabb76pbt26eY099NBDGjNmjObMmaPly5cHvEgAaK9Cm/eM+8YqGtQBAAAgMvm9VP6jjz7SnXfe6RPaJalbt2668847tWHDhoAWBwBnqqhFg7pNVU41u40QVQMAAACcOb+Du2EYMpvNbT9RXJwMg1+KAYSHnqlm2ZJO/oirbza03d4cwooAAACAM+N3cC8sLNRzzz2no0eP+owdPXpUixcvZn87gLBhMpl8Zt3LqmhQBwAAgMjj9x73mTNnauLEibrgggv0ve99T3l5eZKkzz//XC+99JJqamr0u9/9LmiFAkB7FdoS9OaXJxvUlVU69f28EBYEAAAAnAG/g/vFF1+s5cuX6+GHH9Zvf/tbr7GCggI98cQTGjZsWMALBIAzVdhixp0j4QAAABCJ/A7ukjR8+HCtWbNGhw4d0t69eyVJvXr1UpcuXYJSHAB8G0UtOst/dsSpRpehRLMpRBUBAAAA7deu4P61Ll26ENYBhL0uyWb1TDXryzqXJMnplrYcdfocFQcAAACEszaD+/vvv39GTzh8+PAzLgYAAq0gy+IJ7tLx5fIEdwAAAESSNoP7+PHjZTL5v5zUMAyZTCYdOXIkIIUBQCAUZSfon3uPea7LKp0hrAYAAABovzaD+2uvvdaRdQBAULQ8Eo4GdQAAAIg0bQb373znOx1ZBwAERUGW97L4bfZm1TndSrXEhagiAAAAoH38/s21rq5O+/bta3N83759qq+vD0hRABAo1sQ49U03e67dhvTpEZbLAwAAIHL4Hdxnzpyp733ve22OT548WY888khAigKAQCrK9p51L2WfO/CtuIYMkWvIENWdfbZcQ4aEuhwAAKKe38fBrV69WpMnT25zfPz48XrxxRcDUhQABFJBlkVLdzV4rsvY5w58K7Vr10qSysvLlZeXF+JqAACIfn7PuFdUVKhr165tjufk5OjgwYMBKQoAAqmoxfFvdJYHAABAJPE7uNtsNm3durXN8a1btyojIyMgRQFAIA3OsijuG6db7qhulr3RHbqCAAAAgHbwO7hfeeWVWrx4sdavX+8ztmHDBi1evFhXXnllQIsDgEBIs8QpP8N7Z9CmKpbLAwAAIDL4vce9uLhYb731lq655hqNHj1a5557rkwmkzZv3qy3335bOTk5evjhh4NZKwCcsUJbgrbamz3XZZVOXdY9KYQVAQAAAP7xO7jn5ORo9erVmj17tl5//XW9+eabkqT09HRNmjRJs2fPVk5OTtAKBYBvo8hm0Ys7Tl6X0qAOAAAAEcLv4C5JXbp00e9//3sZhqHKykoZhqHs7GyZTKbTfzAAhFDLBnUcCQecubTLLpMkndPYqKTERE+XeQAAEBztCu5fM5lMys7ODnQtABA0AztbZImTnCd60n1Z59LhBpeyk82hLQyIQOZNmyRJqSGuAwCAWOF3czoAiGSJZpMGZlq8HuNYOAAAAEQCgjuAmOG7XJ597gAAAAh/BHcAMaPA1mLGvYoZdwAAAIQ/gjuAmNFyxr2sskmGYYSoGgAAAMA/BHcAMeNsa7ySzSdPwTjU4Nb+OlcIKwIAAABOr83gvm/fvjP646958+Zp5MiRys3NVb9+/TRp0iRt2bKlzfvvvfdeWa1W/eY3v/F6fNy4cbJarV5/7rzzTr/rABA74uNMGpzFcnkAAABEljaPgxs8ePAZnc9+5MgRv+577733NHXqVBUVFckwDM2dO1cTJ07U+vXrlZmZ6XXvP/7xD5WWlqpbt26tPtfkyZP16KOPeq6TkpLaXTeA2FBos2j9oZNN6coqm3Rt7+QQVgQAAACcWpvB/be//a1XcDcMQwsWLNDevXt18803q3///jIMQzt27NDSpUvVq1cv/ehHP/L7Ey9fvtzreuHCherVq5dKSko0duxYz+N79+7VjBkz9Oqrr+rGG29s9blSUlKUk5Pj9+cGELuO73Ov81yXciQcAAAAwlybwX3y5Mle188884zq6+tVVlamzp07e43NmDFDY8aMUVVV1RkXUltbK7fbLavV6nmsublZd911l6ZNm6b8/Pw2P3bZsmVatmyZunTpotGjR2v69OlKT08/41oARK/Clp3lTzSoO5MVRgAAAEBHaDO4t7Ro0SL96Ec/8gntkmSz2fSDH/xAf/jDH3TPPfecUSEzZszQoEGDNHToUM9jTz75pDIzMzV16tQ2P+6mm25Sbm6uunbtqm3btumxxx7TZ599pldffbXNjykvLz+jGhH5+LuH25BSzcmqcx0P6o4mQ6s/3anc5PDqLs9rFeHsghbXvF4RCXidIlLwWg28SPie5uXlnXLc7+BeWVkpp7PtJaXNzc2qrKz0v7JvmDlzpkpKSrRq1SqZzWZJx/fAv/jii3r33XdP+bFTpkzx/PfAgQPVp08fjRo1Shs3blRBQUGrH3O6bwqiU3l5OX/3kCSdv6tS7xxo9FwfSeuuK/qmhLAib7xWEWl4vSLc8XMVkYLXauBFy/fU7+PgBg8erEWLFumLL77wGduzZ48WLVqkwYMHt7uA4uJiLVu2TCtWrFCfPn08j7/77rs6ePCg8vPzlZWVpaysLO3bt0+zZ8/Wueee2+bzFRYWymw2a9euXe2uBUBsKGzZWZ597gAAAAhjfs+4P/HEE7r++us1dOhQjR07Vv3795d0/B2MVatWKT4+XnPmzGnXJ58+fbqWL1+uf/7znxowYIDX2F133aXrrrvO67EbbrhBN9xwg37wgx+0+ZybN2+Wy+WiWR2ANhVlJ3hdl1Y2tXEnAAAAEHp+B/cLL7xQ//73vzVnzhy99dZb+sc//iHpeEf3MWPGaObMmTrnnHP8/sTTpk3Tyy+/rBdeeEFWq1UVFRWSpNTUVKWlpSk7O1vZ2dnexcbHKycnx7PUYffu3frb3/6mMWPGqHPnztq+fbtmzZqlwYMHa9iwYX7XAiC2tGxQ90mVUy63IXMcDeoAfzjsdknRs/wQAIBw53dwl6T8/Hw9//zzcrvdqqyslGEYys7OVlyc3yvuPRYtWiRJPrPq06dPV3FxsV/PYbFYtHbtWi1YsEB1dXXq0aOHxowZoxkzZnj2ygNAS7mpZmUlxqmq0S1Jqms29LmjWedkWk7zkQAAAEDHa1dw/5phGIqPj1enTp3OKLRLkv3Eu/Xt8emnn3pd9+zZUytXrjyjzw8gdplMJhXZLHpr/8kGdaWVTQR3AAAAhKV2pe7S0lJNnDhR3bt3V//+/fX+++9LkqqqqnTzzTdr7dq1QSkSAAKtsMU+dxrUAQAAIFz5Hdw//PBDXXPNNdq9e7duueUWGcbJM4+zsrJUW1ur559/PihFAkCg+XaWp0EdAAAAwpPfwf1nP/uZ+vXrp/Xr1+vRRx/1Gb/00kv10UcfBbQ4AAiWIpv3jPunR5xqchlt3A0AAACEjt973EtLSzVr1iwlJSWpvr7eZ7xHjx6ezvAAEO5yUszqkWLW/nqXJKnJLW056lRBi0APwFfyvfdKkno7HErOyFDD/PkhrggAgOjmd3CPi4s7ZSO6iooKJScnB6QoAOgIBTaL9u91ea7LKgnugD8SFi+WJH19aCvBHQCA4PJ7qXxBQYFWrVrV6lhTU5P+/ve/a+jQoQErDACCreVy+VL2uQMAACAM+R3c77//fr3zzjv6yU9+4jmW7eDBg3r77bc1YcIE7d69Ww888EDQCgWAQCuyeTeoI7gDAAAgHPm9VH7kyJFauHChHnzwQb344ouSpLvvvluGYSgjI0OLFi3ShRdeGLRCASDQWi6L32ZvVn2zWynx7TopEwAAAAgqv4O7JN1444265pprtHr1au3cuVNut1tnnXWWRo0apbS0tGDVCABBkZkYp7PSzdpdc3yfu8uQPq1y6qKcxBBXBgAAAJzkd3B///33lZ+fL5vNpnHjxvmMV1VVadu2bRo+fHhACwSAYCqyJWh3TYPnurSS4A4AAIDw4vd60GuvvVarV69uc3zt2rW69tprA1IUAHSUghb73Muq2OcOAACA8OJ3cDcM45TjTU1NpzwuDgDCUcvO8mWVzhBVAgAAALTulEvlq6ur5XA4PNdHjhzRvn37fO6z2+1atmyZunXrFvgKASCIhmRZZJL09VuT5Y5mOZrcykjgjUgAAACEh1MG99/97nf6xS9+IUkymUwqLi5WcXFxq/cahqFHHnkk8BUCQBClWeKUb43XNnuz57FNVU6N6MY+dwAAAISHUwb3/8/evcc3Vd//A3+d3Jqk9ya9UEovwQJybasoY0PuIKJQaBWduqGwsX2nm98NBZxfdc7rcH6d++kXpm4gqANpuSMX5a6CzhaGcrGzpUCBlqT35p6c3x+FlPSWFJImaV/Px4MHnJOT0w/lkOaVz+e83+PGjYNSqYQoinjuuecwe/ZsDBs2DkvRGAAAIABJREFUzO0YQRCgVquRnZ2Nm2++2a+DJSLyh2ytwi24F+utDO5EREREFDQ6De6jRo3CqFGjAAAWiwV33XUXhgwZ0i0DIyLqLjlaOT78T8t2kZ4F6oiIiIgoeHjdDm7x4sXt7r948SJqa2sxaNAgnw2KiKg7ZbNAHREREREFMa+rL61YsQILFixw2/e73/0OgwcPxujRozFmzBgYDAafD5CIyN+GxsohE1q2zzQ6oDc7AjcgIiIiIqKrdCm4R0ZGurb379+Pv//978jPz8fTTz+NsrIyvPrqq34ZJBGRPyllAobEternzll3og417N2Lhr17cfy999Cwd2+gh0NERNTjeb1Uvry8HA888IBre8OGDejbty+WLVsGiUSCuro6rF+/Hi+99JJfBkpE5E/ZGjmOGlrCerHeiskpygCOiCh4ObOyAADG8HA4MzMDPBoiIqKez+sZd6vVCrm8ZUZqz549mDRpEiSS5lPodDpcvHjR9yMkIuoGOfHu97kXccadiIiIiIKE18E9LS0Ney8vhysqKsLp06cxYcIE1+NVVVVuS+mJiEJJ2wJ1VoiiGKDREBERERG18Hqp/MMPP4zHH38cp06dwvnz59G3b19MnjzZ9fihQ4dYWZ6IQtagGBmUUuBKTbpKkxMXjE4kh0sDOzAiIqIgIooi/vm9CV9WWRAplyBeJUG8UooElQRapQQJKik0SgnkEsHzyYjIa14H9/nz50OhUGDnzp0YMWIEHnvsMahUKgBATU0NLl26hIcffthvAyUi8ie5RMDwOAW+vNTSw71Ib0VyuCqAoyIiIgoeVoeIRz6rwdrvTR6PjQuTIF4pgVYlQYJSevl3CeJVUsQrWwJ/vEqCcJkAQWDQJ+qM18EdAH7yk5/gJz/5SZv9sbGxrmX0REShKlsrdwvuxXor7kxjcCdqTb5iBQBAW1kJeWIibHPnBnI4RNQNai1OPLjbgAMXrZ4PBlBtcaLa4sSpOs/HqqTC5SDffrC/8nuCSoJYhQRSzuZTL9Sl4E5E1JM13+fe5NpmSzii9qkfewwAkH55u47BnahHO9tox927DDhZa/fL+U0OEWcaHTjT6ADQ+c9eiQBowtpfoq+9HPhbZvilUMoY8qln8Dq433XXXR6PEQQBmzZtuq4BEREFSo62VS93Q3OBOi7fIyKi3uqowYo5uwy4aHK67e8fJcW9/dXQm524ZHbikskBvdmJKlPzTLu/yrs6RTR/PbMTgOcPEiLlgmsmvzngS6C9HPhbZvSbg3+0gkv2KXh5HdydTmebC9nhcODs2bOoqKiATqdDnz59fD5AIqLuckO0DJFyAQ225rcbNRYRpxscyIji4iQiIup9dp0zY+6eajTZ3WP4rQkKfDAxDhpl+wVc7U4RhqsC/aXWf3b97kSVyQGrs93T+ESDTUSDzYHSBofHY+USNM/aXxXo41VSJCgl0LazhJ8F+Kg7ef1udOvWrZ0+9t///d/4xz/+4ZNBEREFgkQQMEIjx8GL7gXqGNyJiKi3WXmqCb/9ohaOVlPnM9OVWDYmDqpOlqDLJAIS1VIkqqUA5B0eBzRXqa+3idCbnLhkdqDK5Lw8c+9w/X7J3LKvzuq/Vq02J3DB2NxVxhsxCqHDJfpXF+PTKiWIlHM2n66PT96NTp8+HZ999hmefPJJbNmyxRenJCIKiBytwi24F+ttyNMFcEBERETdSBRFPF9Ujz//u7HNY48MicBzI6Mg8WEAFQQB0QoB0QoJ+kd7jiZWh9hm9v7KEv1LZgcumdyX7tv9l/NRaxVRa7XjOy8K8CmluGqJfksRPu3lGf0rM/miH1cfUGjz2TTSgAEDsOJylVkiolCVo1W4bRfpvaueS0REFOqsDhGPHKzB2lL3dm8CgJdvjcaCwRGBGdhVFFIBfcOl6Bve/jL9qzlFEXVW0TVrf8nUHOyrzE7or1qufyXwN/ox5ZsdwLkmB841db5kP0KqwopwMyalKP02FgpNPgvuu3btQlRUlK9OR0QUEFmtCtQdNdjgcIpsPUNERD1aR+3eVFIB74yNxfQQbI8qEQTEhgmIDZNgoBfHG+3NQb654F57y/ZbAr/e7J8CfI0OAffvNmDtJC3GJof54StQqPI6uL/yyivt7q+rq8PBgwdx7NgxLFy40GcDIyIKhLQIKeLCJKi2NK9Va7KLKKm3Y1BM5/foERERhaozjXbc0067N61Sgn9O0uDmeEUHz+xZ1DIJ0iIlSIv0fKzDKaLacjnMXw75zYG+5c9XL+c3e66N52JxAD/+1IDCKRrcmsjwTs28Du4vv/xyu/tjYmKg0+nwxhtv4IEHHvDZwIiIAkEQBORo5fikwuLaV3TJyuBOREQ90hG9FXM+MaCynXZv6yZrWaC1A1KJ0Hyfusq7AnyN9uYCfFXtLNG/ZHai0uTAF5Utqx2a7CLu3mXAptu1yNL2jg9OqHNe/0+sqanx5ziIiIJGllbhFtyL9Tb8ODOAAyIiIvKDztq9fTgxDnEdtHujrhEEAZFyAZFySacfhPz1mwb8z1f1ru16m4jZOw3YMk2LwbGcQOjtJIEeABFRsMlpdZ97sYEF6oiIqGdZcaoJ935iaBPaZ6YrsWGqlqE9AB4dGomfp7q/56i2ODFrhx7f19k7eBb1FgzuREStZLdaknas2gZr60a2REREIUgURfzx6zo89nnbHu2PDInAP8Z13qOd/Gt+Pzt+M9S9en+lyYmZO/Q408jw3pt1uFYjNjYWEokEFy5cgEKhQGxsLAQvejZKpVJoNBqMHTsWL7zwArRarU8HTETkb33UUvRRS3DB2Hy/n8UBHK+x8R4zIiIKaRaHiEeDvN1bbycIwLM3R8FoF/H2ySbX/nNNDszcrse2O+LRR83VEL1Rh8H9iSeegCAIkMlkbtueOBwOXLx4ERs3bkRDQwM++OAD342WiKibZGsVuHDG7No+YmBwJyKi0FVrceKB3QYc7EHt3noqQRDwyqhoNNlFfPAfo2t/WYMDudv12HqHFlreytDrdBjclyxZ0um2JwMGDMDSpUuvbVRERAGWo1Vg21XBvUhvxdyB4QEcEVHwML7+OgCgqrISCYmJAR4NEXnCdm+hRyII+OsPY2B2iCgsa1khcarOjlk7DNh8uxYxYbzruTfxW3+Hu+66CxqNxl+nJyLyq+xWBeqK9LYAjYQo+NjmzgUA6EtKEJvJlgtEwYzt3kKXVCJg+W2xMNpFbD/bMplwrNqGu3fpUThVi0g5w3tv0eH/1A8//PCaTnjfffcBANLT05Genn5N5yAiCrRsjXtwP1Fjg8kusmAPERGFjJ1nzXhob9t2b6MSFPiA7d5CglwiYMW4ONz3qQF7zre0qv3qkg33fWLAR5O1fG/SS3QY3P/rv/6rzb4r97iLotjufqAluBMRhbI4pRTpkVKcbnAAABwicKzailsSwgI8MiIiIs9WnGrC775oWzk+N12FZWNioWTYCxlKmYDVE+KQv8uALypbahQcvGjFg7sNeH+iBmFS/nv2dB0G96NHj7ptNzQ04Be/+AUiIyOxYMEC3HDDDRBFEf/5z3+wfPlyNDU1YdmyZX4fMBFRd8nWKHC6oeW+siK9jcGdiIiCmiiKeL6oHn/+d2Obxx4dGoE/3BwFiRcFpym4hMslWDNJg9wderfb9z6psGDe3mqsGB8HmYT/rj1ZhzdFpKamuv1avnw5YmNjsXXrVsycORNDhgzB0KFDkZubi61btyI6OhrLly/vzrETEflVTqv73Iv11g6OJCIiCjyLQ8TP99e0Ce0SAfjTrdH448hohvYQFqWQoGCKFoNj3edet5wx478O1MDhFDt4JvUEXlcz2Lx5M+666652W8JJJBLMmDEDmzdv9ungiIgCKbtVld1iFqgjAgBIjhyB5MgRqE+cgOTIkUAPh4jQ3O4tb6ceH7Xq0a6SClg1Pg4/Z4/2HiE2TIINU7XIjHYP72tLTfjtF7VtbmmmnsPr4G6323HmzJkOHz99+jRsNu/f1L722msYP348+vXrh/79+2POnDk4fvx4h8f/5je/QUxMDP7617+67bdYLHj88ceh0+mQnJyMe++9FxUVFV6Pg4ioIyM0clz9UWVJnR31VmeHxxP1FpHjxiFy3DgM/slPEDluXKCHQ9TrnWm0Y+rWS216tGuVEmyZpmWP9h4mQSXFhqlapEW4Fxdc+Z0RS76sY3jvobwO7hMmTMDf/vY3fPTRR24XgyiKWLt2Ld555x1MnDjR6y988OBBzJs3Dzt27MCmTZsgk8mQm5uLmpqaNsdu3LgRRUVF6NOnT5vHlixZgs2bN+Pdd9/Ftm3b0NDQgDlz5sDhcHg9FiKi9kTKJRhw1SfaIoCjBs66ExFR8Diit2Lylks4Vefeo/2GKBk+uTMeN7FHe4/UN1yKjbdrkax2j3PLjjfhhaKGAI2K/Mnrxo1/+tOfcPLkSSxYsABPPfUUMjIyIAgCSktLUVVVhczMTLz88stef+HCwkK37eXLlyM1NRWHDh3CtGnTXPvPnDmDxYsXY8OGDcjPz3d7Tl1dHVatWoU333wT48ePd51n2LBh2Lt3b5c+SCAiak+2Vu72ZqhYb8WYPixQR0REgcd2b71beqQMG2/X4o5telwyt6wIfPXfDVDLBfx2eGQAR0e+5vWMe2JiIvbv34+XXnoJQ4cORXV1NfR6PYYOHYqXX34Z+/fvR1JS0jUPpLGxEU6nEzExMa59drsd8+fPx8KFCzFw4MA2zzly5AhsNhsmTJjg2peSkoKBAwfi8OHD1zwWIqIrsrXuMxVFvM+diIiCwIpTTbjvU0Ob0J6brsKGqVqG9l4iM1qO9VO1iFG41yF77ut6/N+3bTsLUOjyesYdAMLCwrBgwQIsWLCg3cePHz+OwYMHX9NAFi9ejGHDhuGWW25x7XvppZcQGxuLefPmtfucqqoqSKVSaDQat/3x8fGoqqrq8GuVlJRc0xgp9PHfnroq3iQBoHRtf3mhCSUlBr9/XV6rFMxubrXN65VCQU+5Tp0i8H/lcqw4J2/z2AN9bXi0rxFny/z/c4r8p6vXahiA12+U4FffhKHJ0RLgl3xZh8bqKuQm8RbiUPj/n5mZ2enjXQru7bl48SI++ugjrF27Ft9++y2qq6u7fI4nn3wShw4dwvbt2yGVNn86ePDgQXzwwQc4cOBAl88nimK71e+v8PRNoZ6ppKSE//bUZSl2EbJj53FlQuO8RYK4fjpo/DiTwWuVQg2vVwp2PeV11eIQ8cjBGnx0zr1yvEQAXrk1Gj+7kZXjQ921XquZABKSLcjbaYDJ0bIK48X/hCE9ORZ391f7cJShpaf8//d6qfzVGhsb8cEHHyA3NxdDhw7F008/DYfDgccee6zL51qyZAkKCgqwadMmpKenu/YfOHAAFy9exMCBA6HRaKDRaHD27Fk888wzrln9hIQEOBwOGAzunyrq9XrEx8dfy1+NiMiNSibgxtjW/dy5XJ6IiLpXrcWJ2R20e1s9IY6hnTA6KQwfTIyD4qqEJwL4xYEabC43dfg8Cg1ez7g7HA588sknWLt2LT7++GOYTCYIgoD58+fjV7/6FdLS0rr8xRctWoTCwkJs2bIFAwYMcHts/vz5mDlzptu+vLw85OXl4ac//SkAICsrC3K5HHv27MHdd98NAKioqMCpU6dw6623dnk8RETtydHKcay6JawX662YlKLs5BlERES+c6bRjrt3GtpUjo9XSvDPSRpWjieX8X2VWDk+Dg/urnatFnSIwMN7q/HhRA3fv4Qwj8H9X//6F9asWYP169fDYDDgxhtvxO9+9zvcfPPNyM3Nxbhx464ptC9cuBBr1qzB6tWrERMTg8rKSgBAeHg4IiIiEB8f32bWXCaTITEx0bXUITo6Gg8++CCefvppxMfHIzY2Fr///e8xZMgQjGNfWSLykRytAiu/M7q2WaCOiIi6yxG9FXM+MaDS5HTbf0OUDOumaJAeed13vlIPMy1Vhb/dFov5+2vgvBzebU7ggd0GfDRZy+44IarT/+k33XQTysrKkJKSggcffBD5+fkYMmQIgOY2bdfjnXfeAYA2s+qLFi3CkiVLvD7Piy++CKlUioceeghmsxm33XYbli1b5rpXnojoemVpWy+VtwZoJERE1Jt01O7tB4kKvD+B7d6oY7N1apgcIn51sNa1z+wA7v3EgA1TtRiZwFUaoabT4F5aWoq0tDQ89dRTuOOOO6BW+66oQW1treeDWjl27FibfUqlEkuXLsXSpUt9MSwiojYGx8qhlDb/wAOAiyYnLhgd6KPmGyYiIvKPFaea8Nsval0zplfMSlfh/8bEQinruBAzEQDcnxkOk13EwkN1rn1NdhH5u/TYfLsWwzUM76Gk0+J0b775JjIyMrBgwQIMGDAA8+bNw7Zt22CzcZkoEfUecomAYXHus+5FlzjrTkREvucURTz3dR0e+7xtaH90aATeHcfQTt6bf2MEnrs5ym1fnVXErB0GnKxlpgslnQb3H//4x1i/fj2OHz+ORYsW4bvvvsP999+PG264AUuWLIEgCJ22XSMi6imytO6fSrOyPBER+ZrFIeLn+2vw2r8b3fZLBGDpqGj8cWQ0JHzvTV3062GReCIr0m2fweJE7nY9SuvtHTyLgo1X7eASExPx6KOP4sCBA/j888/x0EMP4ejRoxBFEY888gh++ctfYtOmTWhqavL3eImIAiKndXA3cMadiIh850q7t3Vs90Z+sCQrEo8Mcb+GLpqcmLFdj7ONDO+hoMtlKG+88UY8++yzePbZZ3HgwAGsWbMGmzZtwj//+U8olUpcuHDBH+MkIgqonFYF6or0VoiiyFVH1CtZL7dlraurQ3R0dIBHQxT6yhvsuGcX272R/wiCgD+OjILJIeLdky2TreeaHMjdoce2afFIZO2eoHZd/SPGjBmDMWPG4M9//jO2bduGtWvX+mpcRERB5YYoGSJkAhovV/atsYgob3SwDQ/1Sqa//AUAUF5S4mrRSkTX5ojeins+MaCqVbu3zGgZPprMdm/kO4IgYOmoaDTZnPjn9y0rO76vbw7vW6ZpoWGngqDl1VJ5T8LCwjBr1ix8+OGHvjgdEVHQkUoEjGBbOCIi8qEdZ82442N9m9D+g0QFdtyhZWgnn5MIAv7fj2KRm65y23+i1o7ZOw2otTg7eCYFmk+COxFRb9D6PvciFqgjIqJr9I+TTbjvUwOMrXq0z0pXYf0ULXu0k9/IJAL+dlsspqaEue0/arBhzicGNNoY3oMRgzsRkZeyNW3vcyciIuoKpyjiD/+qw3+306P912z3Rt1EIRWwcrwGY/u4h/fDVVb8+NNqmFp9oESBx+BOROSlnFbFgY7qbXCK/MFGRETeudLu7X+Ptd/u7Tm2e6NupJQJ+GBiHEYluL+/2X/Bgp/uMcDq4HucYMLgTkTkpbQIKWLDWt5QNdpFlNSxhQoREXnGdm8UjMLlEqyZrEFWq1WFO89ZMH9fNeytl4VQwDC4ExF5SRAEZGt4nztRdEwMomNicPPIkYiOiQn0cIiCXnmDHVO3XsJnF91vsYpXSrB1mhZ3pKo6eCaR/0UrJCicosHgGPdiiJvKzfjVwRquLgwSDO5ERF3QukAdK8sTEVFnjuitmLz1Upse7ZnRMuy6M77NbVhEgRCnlGL9VC1uiHIP72u+N2HhF3UQGd4DjsGdiKgLstkSjoiIvNRZu7ed0+PZ7o2CSqJaig1TNegX4d7R4O+nmvDUV/UM7wHG4E5E1AXZrWbcj1XbYOP9X0RE1EpH7d5mZzS3e4sN49twCj4pETJsmqpFH7X79fnmt414sbghQKMigMGdiKhLksOlSFK1vHSaHcCJGt7nTkREzTpr9/aboRF4ZyzbvVFwy4iSYcNULbRK96i49GgDXv83w3ugMLgTEXVR61n3YhaoIyIiNLd7+9m+9tu9vToqGn9guzcKEQNj5Fg/VYtohfv1+uzX9fjb8cYOnkX+xOBORNRFre9zL+J97kREvV6txYlZO/QoKHNv96aWCXh/Qhzms90bhZhhcXIUTNEiotUKkScO12HVd00BGlXvxeBORNRFbSvLc8adiKg3u9Lu7fPKtu3ettyuxTS2e6MQdXO8Amsma6CSuof3X39Wi4JSY4BG1TsxuBMRdVHrGffjNTaY7SxQR0TUGxWz3Rv1cD9MCsPqiXFQXJUcRQA/31+DreWmDp9HvsXgTkTURRqlFKlXtUqxi83V5YmIqHfZftaE6Wz3Rr3AxL5K/GNcHK6eeHeIwEN7q7G7why4gfUiDO5ERNeg7XJ53udORNSb/P1kE378aTXbvVGvMT1NheW3xeLqRfNWJ3D/p9X47KIlYOPqLfiKQkR0DXJYoI6IqFdyiiKe/Vcdfst2b9QL5evUeOOHMW77TA4Rc3YZ8PUlvhfyJwZ3IqJrkMUCdUREvc6Vdm+vs90b9WIPDgjHK7dGu+1rtIuYvVPPWwf9iMGdiOgaZGnkbkvFvquzo8Hm7PB4IiIKbTVs90bksmBwBJ65KcptX51VxKwdenxXy/DuDwzuRETXIEohQWZ0S9EhEcBRA39QUe/gGDECjhEj0DRoEBwjRgR6OER+11m7t63T2O6Neqf/Hh6JhSMi3fbpzU7M3KHH6QZ7B8+ia8XgTkR0jbJa3edezHu7qJdo3LcPjfv24cSqVWjcty/QwyHyqyvt3r7roN1btpbt3qj3+n12JP5rSLjbvgtGJ2Zs1+NcI8O7LzG4ExFdozaV5TnjTkTUo7DdG1HnBEHACyOjMXeA2m3/mUYHcncYUGVyBGhkPQ+DOxHRNWJleSKinqujdm95bPdG5EYQBLw2Ogb39He/ZeQ/9Xbk7tCj2szw7gt8xSEiukZD4+SQXlWh7nSDgz+ciIhCXGft3h4bFoG32e6NqA2JIOCtH8ViRprSbf/xGjvydhlQZ2UB3+vF4E5EdI3UMglujHWfdT/C5fJERCGrs3Zvf/5BNJ69me3eiDoikwh4Z2wcJvcNc9tfrLdhzi4Dmth957owuBMRXYe2y+UZ3ImIQlFn7d4+mBiHeYPY7o3IE4VUwHsTNBiT5F4H6FCVFffvroa51a0n5D0GdyKi65Ctcf/BxPvcqTeIGDsWEWPH4sYHH0TE2LGBHg7RdTvtod3b7f3Y7o3IWyqZgA8naXBLvPt7pL3nLZi7txq21vegkFcY3ImIrkN2qxn3Iwzu1AtIjx6F9OhRhJ88CenRo4EeDtF1KdZbMXlL23ZvA9jujeiaRcglWDtZgxEa9/dJ28+a8fN9NXAwvHcZgzsR0XUYHCtHmLRl+7zRiYtGFqgjIgoFV9q9XTK733s7OlGBHWz3RnRdYsIkKJyiwaAY9/9H60+b8MhntXCKDO9dweBORHQdFFIBQ2PZFo6IKNS8e7Kx43ZvU9nujcgXNEopNkzVQhcpddv/4X+MeOJQHUSGd6/xFYmI6DrltFpGWcwCdUREQcspinjmqzr87ou6Dtu9hUlZOZ7IV5LUUmy8XYuUcPfw/s7JJjzzr3qGdy8xuBMRXafW97kXc8adiCgome0i5u+rwV++advu7bUfxLDdG5Gf9IuQYdPtWiSp3OPnG9804pUjDQEaVWhhcCciuk6tCxcV6W389JiIKMjUWJyYtVOPwg7avT08KDxAIyPqHXRRMmy4XYu4VrehvHykAX89xvDuCYM7EdF1GhAtQ7isZYam2uJEeSML1BERBYsKs4ApWy/hi1bt3hJUbPdG1J0GxcixfqoGUQr3lS3/8696vHOisYNnEcDgTkR03aQSoU27kyO8z52IKCgU6614+KgSJe21e5vOdm9E3W2ERoF1kzVukx4AsPBQHT4oaQrQqIIfgzsRkQ+0XS7P+9yJiALpRI0Nz39dj+kf61Ftcw8IoxMV2Dk9Hmls90YUELckhOGfkzRQuterwyOf1WJ9mTEwgwpyfLUiIvKBHC1bwhERBdrpBjsKy0xYV2rE8Rp7u8fkZajw1hhWjicKtDF9wrB6ggb3fWqAzdm8zykCP9tXA6VUwLRU3sJyNQZ3IiIfaN0S7qjBBqcosjoxEZGfXTQ6sL7MhIIyI/51qfPblB4bFoGnb4riazNRkJiUosTfx8Vh7p5qOC7X9bWLwNy91VgzSYNxycrADjCIMLgTEflAeqQUMQoBtdbmnzoNNhH/qbNjQIzcwzOJiKirai1ObCo3YV2pCQcvWtr0Y29NJRHx0qhYzB3IyvFEweauNBX+b0wsFuyvwZX/yhYH8ONPq1EwRYMfJIYFdHzBgsGdiMgHBEFAtlaBPectrn1FehuDOxGRjzTZnPj4rBnrSk34tMLsWlrbEakAjEsOQ16GCjfazyN7YEr3DJSIuuye/mqY7CJ+83mta5/RLuKeXQZsul3LIpJgcCci8pkcrdwtuBfrrbj3BnUAR0REFNosDhGfnDOjsMyEj8+aYbR7mFoH8INEBfIyVJiZrkK8qrnyVUmJv0dKRNfrpwPDYbSLWPJlnWtfg03E7J16bLk9HkPievdkCIM7EZGPZLX6NLiYLeGoh6qrbZ4RKSkpQWZmZoBHQz2NwyniwEUL1pWasLnchDqr57A+PE6OfJ0KszJU6BfBt7dEoeqXQyJgtIv4Y1G9a1+NRUTuDj0+vkOLG6J7b3gPWDu41157DePHj0e/fv3Qv39/zJkzB8ePH3c75vnnn8fIkSORnJyMtLQ0zJgxA4cPH3Y7Zvr06YiJiXH79fDDD3fnX4WICEDbAnX/rrbC5unGSyIigiiK+LLKgicO1eLGtReRu8OA1SXGTkN7ZrQMi7Mi8dXsBOyfmYBfD4tkaCfqAX43IhK/HR7htu+S2YmZ2w0ob2i/W0RvELBXt4MHD2LevHnIycmBKIp48cUXkZubi8OHDyM2NhYAkJmZiVdffRVpaWkwmUx46623kJ+fj6+//hoJCQmuc91///14+umnXdtKJasPElH3S1ZLkKiSoNIdkSXfAAAgAElEQVTUfOOl2QGcrLVjWC9f2kVE1B5RFPFtjR0FpUYUlJlwptHh8Tkp4VLMzlAhT6fC8Dg5BFaHJ+qR/icnCk02EctPNLn2VRgdmLFdj4/viEdyuLSTZ/dMAQvuhYWFbtvLly9HamoqDh06hGnTpgEA5syZ43bMCy+8gFWrVuHYsWOYOHGia79arUZiYqL/B01E1AlBEJClVWDHWbNrX7HeyuBORHSV0no71pUaUVBqwqk6z7NnWqUEuenNYf3WBAVbuRH1AoIg4OVbo2FyiHjvO6Nrf3mjA7k79Ng6TeuqYdFbBM16osbGRjidTsTExLT7uNVqxcqVKxEVFYVhw4a5PVZQUICCggIkJCRg0qRJWLRoESIjI7tj2EREbnK0crfgXnTJip8MYPshIurdzjc5UFjWPLPuTf2PKLmAO9NUyNepcFufMMgkDOtEvY0gCPjfH8TAZBfxUanJtf+7Ojtyd+ixZVo8YsMCdud3txNqa2uD4gbMuXPn4vvvv8fevXshlbZ8erJ9+3bMmzcPRqMRSUlJWL16NW666SbX4ytWrEC/fv2QlJSEkydP4g9/+AN0Oh02bNjQ4dcqYWlRIvKTz6oleOx4y+06g8KdWJVt7uQZREQ9U60N2K2XYcclKYrrJRDRefgOk4gYE+fAFK0Do+Mc6EXvx4moE3YnsOSkAnur3eech0Q48P+GWtBTSlt4KvYaFMH9ySefRGFhIbZv34709HS3x5qamlBZWQmDwYCVK1di37592LVrF5KSkto919dff42JEydi7969yMrK6obRU6hg9WPqDnqzAzd8eNG1LROAcw8kQynzfraI1yoFO9VvfgMAqKurQ3R0NEx/+UuAR0TBosHmxLYzZhSUGrG7wgJP3dtkAjChbxjydGrckapEpNw/aZ2vqxQqeK22z+IQcf+nBnxSYXHb/4NEBQqmaKCWdfza0VO+pwH/fGLJkiUoLCzE5s2b24R2AAgPD4dOp4NOp8PIkSORk5OD9957D0888US758vOzoZUKkVpaSmDOxF1O61Sin4RUpy9XGTJLgLf1Nhwc7zCwzOJQodi5UoAQPzlbQb33s1sF7HznBkFZUbsOGuG2UONOQHA6CQF8jPUmJGuhEbZu+5TJaKuC5MKeG9CHO7eZcBnF62u/V9UWvHAp9X4cJIGYdKefUtNQIP7okWLUFhYiC1btmDAgAFePcfpdMJqtXb4+LfffguHw8FidUQUMDlauSu4A80F6hjciagnsTtF7LvQ3Gt9a7kJ9TbPCzhztHLMzlBhdoa6V1aEJqLro5ZJ8M9JGszaoce/LrXUyth93oKH9lZj5fg4yHtwPYyABfeFCxdizZo1WL16NWJiYlBZWQmgeYY9IiIC9fX1eOONN3D77bcjMTERBoMBb7/9Ns6fP4/c3FwAQFlZGdauXYspU6YgLi4Op06dwlNPPYXhw4dj1KhRgfqrEVEvl6NVYOPpqwrUeVGIiYgo2DlFEYerrCgoNWHDaRP0ZqfH5wyKkSEvQ4U8nRq6qIAv9CSiEBcpl2DdZC3u2q7HseqW91fbzpjxi/01+NttsZD20PAesFfQd955BwAwc+ZMt/2LFi3CkiVLIJPJcOLECaxevRrV1dWIi4tDdnY2tm3bhqFDhwIA5HI59u3bh2XLlqGpqQl9+/bFlClTsHjxYrcCd0RE3SlL4z67XqzveJUQEVEwE0URRw02FJSZsL7MhHNNnnutp0ZIXWF9SKyMvdaJyKdiwiRYP1WD6dv0bi0lC8pMUMkEvPHDmB7ZNjJgwb22trbTx9VqNd5///1Oj0lJScG2bdt8OSwiouuWpXXv236q1o5GmxMRfiq6RETkayV1NqwrNaGwzIQSL3qtJ6iae63n61QYGa9gWCciv9IqpdhwuxZ3bLuEsoaWDxRXlxihkgn4063RPe51iGuWiIh8LFohQWa0zPVmVwRw1GDDD5PCAjswIqJOnGu0o7DMhHWlJvy72vMtPtEKATMu91r/UVJYj12eSkTBqY9aio23a3HHNr3baqC3TzQhXCbgmZuielR4Z3AnIvKDbI3cbZaqSG9lcCeioKM3O7ChzISCMhO+qPR8W49aJmBaPyXydCpM7Kvs8VWciSi4pUbIsGGqBnd8rEeVqaXuxuvHGhEuE/B4VlQAR+dbDO5ERH6QrVVgbanJtX2EBeqIKEjUWZ3YWt4c1veet8DhoSC8XAJM7KtEvk6Faf2UCOdtP0QURG6IlmPDVC3u/FiPaktLeH+huAFquQRTekhjHwZ3IiI/yGl1n3sRC9QRUQCZ7CJ2nDVjXakRuyrMsHjRa31MnzDk61S4K02F2DCGdSIKXoNj5SicosGM7Xq39pS//7IOjf1lWJQZwMH5CIM7EZEfDNPIIRXgmskqa3CgxuLkm18i6jY2p4g9FRasKzNiW7kZjXbPvdZHxsuRp1MjN12FJDU79BBR6MjSKvDRZA1m7zSg6arXu5e/l2NgPxNyM1QBHN31Y3AnIvIDtUyCQTEyfFvTcp/7Eb0V4/sqAzgqIurpnKKIzyutKCg1YuNps9uy0Y4MjpUhX6fG7AwV0iP51pCIQtetiWH4YKIG93yid60sSlOJuCUh9NfL89WZiMhPcrQKt+BepLcxuBORz4miiGK9DevKjFhfZsIFo+ewnh4pRX6GGnk6FW6MlXs8nogoVIxNDsN74zV4YLcBA6JleC2zHsnhob+CiMGdiMhPsrUKrCoxurZ5nzsR+dLJ2su91kuNKG3wcNM6gD5qCWZlqJCfoUa2Vt6j2iQREV1taj8l1kzSIFurgP5MfaCH4xMM7kREftK6QB0ryxPR9SpvuNJr3ei2oqcjsWECZqapkKdTY3Sigr3WiajXmHB5laM+wOPwFQZ3IiI/GRwrh0ICWC+vWq0wOlBpdCCRBZ8oxDXs3QsAOHvmDPqlpgZ2ML1AlcmB9WUmFJSa8OUlzyt3wmUCpqcqkadTY3xyGBTstU5EFPIY3ImI/EQhFTA0To6iq2bai/RWTEsN7aqmRM6sLACAMTwczswe0GMnCNVanNhUbkJhmQn7L1jg9FAQXiEBJqc091qf2k8JtYwdLIiIehIGdyIiP8rRKtyCe7HBxuBORO1qsjmx/awZ60pN+LTC7Fqt0xGJAIzrE4bZOhXuTFUhhu0miYh6LAZ3IiI/ym51n3uxF8tciaj3sDpEfFphRkGZCR+fMbv1Hu7IqAQF8nQq5KarEK/irTdERL0BgzsRkR9la937hhbpbRBFkdWciXoxh1PEwYsWrCs1YVO5CXVWz2F9WJwc+ToVZmWokBrBt29ERL0NX/mJiPxoYLQM4TLBNYtmsDhxtsnBN95EvYwoivjXJRvWlRqx4bQJlSbPvdb7R0mRp1MjP0OFATHstU5E1JvxnSMRkR9JJQKGa+T4orJliXyx3sbgTiFNvmIFAEBbWQl5YiJsc+cGcjhB7dtqGwrKjCgoNaG80XOv9b5qKWbrVMjLUGGEhr3WiYioGd85EhH5WbbWPbgXXbJiZjoL1FHoUj/2GAAg/fJ2HYO7m7J6OwrKTCgoNeJErede65owCXIzmsP6qEQFJAzrRETUCoM7EZGf5WgVAJpc28UGW8cHE1FIumC80mvdiK/1nv+PR8qbe63n69QYmxwGuYRhnYiIOsbgTkTkZzmtCtQd0VvhFEXOqhGFuGqzA5vKzVhXasRnF63wVGIuTApMTVEiT6fGlBQlVDK+BhARkXcY3ImI/CwjUopoheCqHF1vE/F9vR2Z0Sw2RRRqGm1ObDtjRkGpEZ9WWOCpe5tUACYkhyFPp8YdqUpEKdhrnYiIuo7BnYjIzwRBQLZWgb3nLa59xXobgztRiLA4ROw6Z0ZBqQnbz5phcnhu3zY6UYF8nRoz05XQKNlrnYiIrg+DOxFRN8jRyt2Ce5Heinv6qwM4IiLqjN0pYv8FCwrKTNhcbkK9F73WszRy5OlUmJ2hRt9whnUiIvIdBnciom6QpXG/z73Yi+JVRNS9nKKIL6usKCg1YcNpEy6ZPfdaHxgtuxzWVbiBq2iIiMhPGNyJiLpBjtb9Df2/DTbYnSJkrCRNFFCiKOJYtQ0FpSYUlJlwrslzr/V+EVLkZaiQp1NjaKyMvdaJiMjvGNyJiLpB33ApElQSVJmaZ/BMDhEna+0YGscZOqJA+L7OjnVlRhSUmvBdnede6/HK5l7r+Rkq3JKgYFgnIqJuxeBORNQNBEFAtkaOHefc73NncCfqPuca7VhfZsK6MhOOGjzfrhKlEHBXWnNYH9MnjCtkiIgoYBjciYi6SbZW4Rbcj+ht+MmAAA6IqBfQmx3YeNqEdaUmfFFp9Xi8SipgWqoSszNUmJyiRJiUYZ2IiAKPwZ2IqJvkaN0L1BXpPYcIIuq6eqsTWy/3Wt9z3gJP3dtkAjAxRYn8DBWmpSoRIWevdSIiCi4M7kRE3SS7VYG6b2tssDhEzugR+YDJLmLnueawvvOcGWYPNeYEAD9Kau61PiNdhdgwhnUiIgpeDO5ERN0kXiVFSrjUVbXa5gS+rbYhJ17h4ZlE1B6bU8Te8xasKzVi2xkzGmyee63fpJUjT6fGrAwV+qjZa52IiEIDgzsRUTfK0crd2k0V6a0M7hRyjK+/DgCoqqxEQmJit35tpyjii8rmXusbT5tgsHjutT44RoY8nRqzM1TIiOJbHyIiCj386UVE1I2ytQpsKje7tov0nitbEwUb29y5AAB9SQliMzP9/vVEUcRRgw3rSk1YX2ZChdFzr/W0CCnydc291gfHsnsDERGFNgZ3IqJulNPqPvcjLFBH1KFTtTYUlJlQUGrE9/Wew3qiSoJZGSrk69S4SStnr3UiIuoxGNyJiLrRCI37sviTdXY02ZwIZxVrIgDAmUY7Ckube61/U+15RUqMQsCMdBXyMtT4UZICUvZaJyKiHojBnYioG8WESdA/SuqaPXSKwFGDDaOTwgI8MqLAqTI5sKHMhIIyEw5XeV6FEi4TcEeqEnk6FSYkK6FgZwYiIurhGNyJiLpZjlaB7+tNru1iBnfqhWotTmw5Y0JBqQn7Lljg9FAQXiEBJl3utT61n5KrVIiIqFdhcCci6mbZWgU+Kr0quPM+dwoxkiNHAADqM2cgaWqCMyvLq+cZ7U7sOGvGulITdp0zw+qhILxEAG7rE4a8DBXuSlMhhr3WiYiol2JwJyLqZtmtCtQVXWJwp9ASOW4cAGDw5e262toOj7U6ROw+b0ZBqQnbzpjRZPfca/2WeAXydCrkpquQyF7rREREDO5ERN1teJwcEgGupcGlDQ7UWpycTaQew+EU8VmlFQWlRmwqN6HG4jmsD42TIz9DhVkZKqRF8u0JERHR1fiTkYiom4XLJRgUI8PxGrtr3xGDFeOSlQEcFdH1EUURRXob1pUasb7MhIsmD+vgAegipcjTqZGnU2FQDHutExERdYTBnYgoALK1CrfgXqS3MbhTyPrj13UoKDPhdIPnXuvJaglmZaiRr1MhS8Ne60RERN5gcCciCoAcrRzvl7Rss0AdhbI//7ux08fjwiTITVchT6fCDxIVkDCsExERdQmDOxFRAORoFW7bxXpbgEZC5J2LRgfWl5lQUGbEV14cHyETMD1NiXydGuOSwyCXMKwTERFdKwZ3IqIAGBwrh1wC2C7fBnyuyYEqkwMJKlbQpuBRa3FiU7kJ60pNOHjRc6/1MCkwJaU5rE9JUUIlY1gnIiLyBQZ3IqIACJMKGBond5tpL9bbMLUfgzsFVqPNiY/PmFFQZsKnFWbXh0udmdi3udf69DQVohXsjkBERORrDO5ERAGSo1W4BfcivRVT+7FAHXU/i0PEJ+eaw/r2s2YYvei1frWCKVo/jYyIiIgAIGAfi7/22msYP348+vXrh/79+2POnDk4fvy42zHPP/88Ro4cieTkZKSlpWHGjBk4fPiw2zEWiwWPP/44dDodkpOTce+996KioqI7/ypERNckS+Pe/ooF6qg7OZwi9p4345GDNRjwzwu4f3c1CstMnYb2ERo5/nhzVDeOkoiIiIAAzrgfPHgQ8+bNQ05ODkRRxIsvvojc3FwcPnwYsbGxAIDMzEy8+uqrSEtLg8lkwltvvYX8/Hx8/fXXSEhIAAAsWbIE27Ztw7vvvovY2Fj8/ve/x5w5c7Bv3z5IpVxySkTBq70CdaLYtZlOoq4QRRFfXbJiXakJG06bUOVFr/XMaBnyMporwmdGs9c6ERFRIAQsuBcWFrptL1++HKmpqTh06BCmTZsGAJgzZ47bMS+88AJWrVqFY8eOYeLEiairq8OqVavw5ptvYvz48a7zDBs2DHv37sXEiRO75y9DRHQNBsbIoJYJrhnOS2YnzjV57oNN1BWiKOKbGjsKSo0oKDPhbKPnaywlXIrZl8P68Dj2WiciIgq0oLnHvbGxEU6nEzExMe0+brVasXLlSkRFRWHYsGEAgCNHjsBms2HChAmu41JSUjBw4EAcPnyYwZ2IgppMImB4nByHqlqWyBfpbRgcwDFRz1Fab8e6UiMKSk04VWf3eLxWKcGsy73Wb0lgr3UiIqJgEjTBffHixRg2bBhuueUWt/3bt2/HvHnzYDQakZSUhPXr17uWyVdVVUEqlUKj0bg9Jz4+HlVVVd02diKia5WtdQ/uxXorBkcHcEAU0s43OVBY1jyzfnXhw45EyQXcmaZCvk6F2/qEQcZe60REREEpKIL7k08+iUOHDmH79u1t7ksfM2YMDhw4AIPBgJUrV2Lu3LnYtWsXkpKSOjyfKIqdLusrKSnx2dgptPDfnoJNsl0KIMy1/dmZOtw/jNcqea/WBuzWy7DjkhTF9RKI6Dx8h0lEjIlzYIrWgdFxDoRJmgAjUPa9918zLTfXbbuc1yuFAL6uUqjgtep7ofA9zczM7PTxgAf3JUuWoLCwEJs3b0Z6enqbx8PDw6HT6aDT6TBy5Ejk5OTgvffewxNPPIGEhAQ4HA4YDAZotS2taPR6PUaPHt3h1/T0TaGeqaSkhP/2FHSEBBv+57uWFUKnTDI4RQsGDuC1Sh1rsDmxtdyMglIj9py3wFP3NpkATOgbhjydGnekKhEpv86mMitWAGh5XeXVSsGO7wEoVPBa9b2e8j0NaHBftGgRCgsLsWXLFgwYMMCr5zidTlitzctKs7KyIJfLsWfPHtx9990AgIqKCpw6dQq33nqr38ZNROQruigZohQC6q3NyaveKuKsWcDAAI+Lgo/ZLmLnOTMKyozYcdYMs4cacwKAHyYpkK9TY0aaEnFKdlohIiIKVQEL7gsXLsSaNWuwevVqxMTEoLKyEkDzDHtERATq6+vxxhtv4Pbbb0diYiIMBgPefvttnD9/HrmXl+hFR0fjwQcfxNNPP434+HhXO7ghQ4Zg3LhxgfqrERF5TSIIyNYosO+CxbXvRIMEkwI4JgoedqeIfRcsWFdqwtZyE+ptntsF5mjlyNOpMStdheRwhnUiIqKeIGDB/Z133gEAzJw5023/okWLsGTJEshkMpw4cQKrV69GdXU14uLikJ2djW3btmHo0KGu41988UVIpVI89NBDMJvNuO2227Bs2TL2cCeikJGtlbsF9+ON17mMmUKaUxRxqNKKwrLmXut6s+de64NirvRaV0MXFfC74IiIiMjHAvbTvba2ttPH1Wo13n//fY/nUSqVWLp0KZYuXeqroRERdatsrcJtm8G99xFFEUcNNhSUmbC+zIRzTZ57radGSJGvUyEvQ43BsTL2WiciIurB+LE8EVGA5WjlbtunGiWwO0W25uoFSupsWFdqQkGpCf+p99xrPUHV3Gs9X6fGzfFyhnUiIqJegsGdiCjAUsKl0ColriXRZqeAU7V2DImTe3gmhaKzjXasLzNhXakJ/6723Gs9WiFgxuVe6z9KCoM0CD7QiY6JAQDcfHm7zsMqOiIiIro+DO5ERAEmCAJytHLsPNdyn3uR3srg3oNcMjmw4bQJhWUmfFFp9Xi8WiZgWj8l8nQqTOyrRJg08GGdiIiIAofBnYgoCGRrFW7B/YjBhgcDOB66fnVWJ7aUNy+D33fBAoeHgvByCTCpb3NYn9ZPifDr7bVOREREPQaDOxFREMhudZ97kd7zrCwFH5NdxI6zZqwrNWJXhRkWDzXmJAIwJikMeToVZqSpEBPGsE5ERERtMbgTEQWBnFaV5Y8ZbPjpHgP6qKVIVkvRRy1F0pU/h0ugljHgBQubU8SeCgvWlRmxrdyMRrvnXusj41t6rSeq2b6UiIiIOsfgTkQUBBJUUqSES11twOwisPG0ucPjoxWCK9D3CZdeFfAlzX++XPBOwqrjfuEURXxeaUVBqREbT5tRbfHca31IrAx5OjVmZ6iQHskfv0REROQ9vnMgIgoSo5MUWPu9yatj66wi6qx2nKjtuIWYTACSrgrzVwK968+cve8SURRRrLdhXZkR68tMuGD0HNYzIqXI06mRr1NhUAyLDRIREdG1YXAnIgoSS7KicERvw3d1nvt5e8MuAueaHJdn8TtuO3Zl9j6pVaC/epl+vKr3zt6frG3utV5YakRpg4eb1gH0UUswK0OF/Aw1srXstU5ERETXj8GdiChIZETJcGhWAvYc+x6K+H64YHTggtGB800O158vGJ24aHTAi9uovXats/fuy/Sb9/eUSuinG670Wjfi2xrPH6TEhgmYmaZCnk6N0YmKoOi1TkRERD0HgzsRURCRCAJSVSIy+4R1eIxTFHHJ5HQL8+ev/PlyyD9vdKDO6rt07+3sfdTV9963mr2/8iteKQnKYFtpdGD9aRMKSo346lLHf8crwmUCpqcqkadTY3xyGBTstU5ERER+wuBORBRiJIKARLUUiWopsjo5zmh34kJTS6i/eDnQNwf85v2+nr2vt4qot9pxspPZe6kAJKncA31ygGbvay1ObLrca/3ARQucHr4XCgkwJUWJfJ0aU/qFsT4AERERdQsGdyKiHkotk6B/tAT9ozt+qXeKIvRm51XL8d2D/oWm5rBf68PZe4cIVBgdqDB6mL2XC+0ux7+6yN61zN432ZzYftaMdaUmfFJhhs1DjTmpAIzt09xr/c40FaIVDOtERETUvRjciYh6MYkgIEElRYLK8+z9xSuh/qrl+FfP3leaHB5DcFfU20TU19lxqpNifVdm75OuhPpwqftS/cuz+gqJgE8rzCgoM2HbGTOMXiwzGJWgQJ5Ohdx0FeJV7LVOREREgcPgTkREHqllEuiiJNBFdT57bzA72wT6C1fdfx+o2XuZAK9uCRgeJ0e+ToXcDBVSI/gjkoiIiIID35UQEZFPSAQB8Sop4lVSjNB0fJzR7kRlq4J65y8v078yk3/R6NvZ+85C+w1RMuTpVMjLUGEAe617xTFiBADAbLFAGdZxIUUiIiLyDQZ3IiLqVmqZBBlREmR0Yfa+o2X6NZZrm73vq5Zi9uWwPkLDXutd1bhvHwCgpKQEmZmZAR4NERFRz8fgTkREQcfb2XuTXWxVLf/KjL377L3VCWjCJMjNaA7roxIVkDCsExERUYhgcCciopClkgnIiJJ1OnsviiIabCIi5QJn1omIiCgkMbgTEVGPJggCohQM7ERERBS62IyWiIiIiIiIKIgxuBMREREREREFMS6VJyIioi6JGDsWAHDj5XZwV6rMExERkX8wuBMREVGXSI8eBQCEB3gcREREvQWXyhMREREREREFMQZ3IiIiIiIioiDG4E5EREREREQUxBjciYiIiIiIiIIYgzsRERERERFREGNwJyIiIiIiIgpiDO5EREREREREQYzBnYiIiIiIiCiIMbgTERERERERBTEGdyIiIiIiIqIgxuBOREREREREFMQY3ImIiIiIiIiCmFBbWysGehBERERERERE1D7OuBMREREREREFMQZ3IiIiIiIioiDG4E5EREREREQUxBjciYiIiIiIiIIYgzsRERERERFREGNwJ5967bXXMH78ePTr1w/9+/fHnDlzcPz4cbdjRFHESy+9hEGDBiEpKQnTp0/HiRMn3I559dVXMXXqVCQnJyMmJqbdr7Vv3z5MmTIFKSkpGDhwIJ555hnY7XaPYzx48CDGjh2LxMREjBgxAn//+9/dHh82bBhiYmLa/Lrnnns6PKfNZsMzzzyD0aNHIzk5GQMHDsT8+fNx9uxZt+N+/etfIysrC0lJSejfvz/uu+8+nDp1yuOYyfd4rXZ+rU6fPr3NeR9++GGPYybf47Xa8bVaXl7e7nljYmLwxhtveBw3+Rav1c5fV8vKynD//fejf//+6NevH+bOnYuqqiqPYybf6q3XKQA8//zzGDlyJJKTk5GWloYZM2bg8OHDbsesWLECd955J1JTUxETE4Py8nKP4wV6xvfV4XDg+eefx/Dhw5GYmIjhw4fj+eef93hui8WCxx9/HDqdDsnJybj33ntRUVHhdsyiRYswbtw4JCYmYtiwYR7H2h4Gd/KpgwcPYt68edixYwc2bdoEmUyG3Nxc1NTUuI75y1/+gjfffBOvvPIKdu/ejfj4eMyaNQsNDQ2uYywWC+6880788pe/bPfrfPPNN7j77rsxfvx47N+/H++++y4+/vhjPPvss52O7/Tp07jnnntwyy23YP/+/fjtb3+LJ554Ahs3bnQds2fPHpw6dcr1a9++fRAEAbm5uR2e12g04ujRo1i4cCH27duHDz74ABUVFcjPz3f7z56dnY233noLhw8fRkFBAURRRG5uLmw2m6dvLfkYr9XOr1UAuP/++93O/7//+7+djpn8g9dqx9dqSkqK23lPnTqFP//5zxAEATNmzPDm20s+xGu142u1qakJs2bNgiiK2LhxI7Zv3w6r1Yp7770XTqfTm28v+UhvvU4BIDMzE6+++io+//xzbN++HWlpacjPz3f7AMloNGLChAlYvHhxp+dqrSd8X19//XW88847eOWVV/Dll1/i5Zdfxttvv43XXnut03MvWbIEmzdvxpku6UwAAArVSURBVLvvvott27ahoaEBc+bMgcPhcB3jdDpx33334d577+30XJ1hH3fyq8bGRqSmpuL999/HtGnTIIoiBg0ahJ/97GdYuHAhAMBkMiEzMxN//OMf8dBDD7k9f+PGjfjpT3+K2tpat/3PPfccdu3ahQMHDrj2ffzxx3jooYdQUlKCyMjIdsfzzDPPYPPmzSgqKnLte/TRR3Hy5Ens2rWr3ee8+uqreOONN3Dy5Emo1Wqv/+4nT57EqFGj8Nlnn2HIkCHtHvPNN9/gRz/6Eb766itkZmZ6fW7yPV6r7tfq9OnTMXjwYCxdutTr81D34LXa+etqbm4uBEHA+vXrvT4v+Qev1ZZrdffu3cjLy0NZWZlrFrGurg7p6elYv349xo0b5/W5ybd683VaX1+P1NRUFBQUYOLEiW6PFRcXY/z48Th69CjS0tK8PucVofh9nTNnDmJjY7Fs2TLXMb/4xS9QU1ODNWvWtHveuro63HDDDXjzzTddKx7OnTuHYcOGYd26dW2+r3/961/xt7/9DceOHev0+9cezriTXzU2NsLpdLp+SJWXl6OyshITJkxwHaNSqTB69Og2S3U6Y7FYoFQq3fapVCqYzWYcOXKkw+d9+eWXbl8bACZOnIji4uJ2Z71FUcSqVaswZ86cLr0QAnB9etjRMp+mpia8//77SElJQWpqapfOTb7Ha7XttVpQUACdTodRo0bhqaeecvtEnAKH12rHr6unT5/Gvn37MHfu3C6dl/yD12rLtWqxWCAIAsLCwlzHKJVKSCQSfPHFF106N/lWb71OrVYrVq5ciaioqGteut2ZUPy+jho1CgcPHsR3330HoPkDuAMHDmDy5MkdnvfIkSOw2Wxu576yhL8rfy9vMLiTXy1evBjDhv3/9u40JKqugQP43yaN0HJ3krEUNZHscd8wjFAwfaIgTaLCtRJMPxjlmkkLbaAoghIpaJOpiRi4VFRi2h5FJpQKYahlmk5mpYiO+X7odV5vo+P4NPba0//3yTn3zLlzDn/veK73nvsXPD09AQB9fX0AAFNTU0E9U1PTed3n5e/vj6dPn6K8vBxyuRw9PT04d+6cYB8z+fDhw4z7lsvlkMlkSvUbGhrQ2dmJsLAwtT8b8P1gmJ6ejsDAQEgkEsG2wsJCSCQSSCQS3L59G9XV1YIvcvr/YFaFWQ0NDUVBQQFqamqQmJiI6urqebdNC4NZVT6uTpFKpTA2Nsbff/89r7ZpYTCr/8uqh4cH9PT0kJGRgeHhYQwPDyM9PR0TExMqPzMtvD8tpzdu3IBEIoFYLEZ+fj6uXr0KMzMztfulrt9xXBMSErBz5054eXnBxMQE3t7e2LVrF/bt26eyXZFIBGNj45/qlzo4cacFk5aWhkePHuHSpUsQiUSCbVpaWoLXk5OTSmWq+Pn54eTJk0hKSoJYLIa7uzsCAgIAQLGvqcmxRCLBwYMHVe57pnIAuHjxIlxdXeHo6Kgoq6ioELT94MEDwXvkcjliYmIwNDSE/Px8pTZDQ0PR1NSEuro62NjYICIiAiMjI2r3nTSPWVXOamRkJPz9/eHg4ICQkBAUFRXhzp07Ks9m08JjVmc+rk7VKS0txe7du6Gtra12v2lhMKvCrJqYmKC4uBi3bt1SXGk3NDQEJycnpfGhX+dPzKmvry/u3r2Lmzdvwt/fH5GRkejt7VW7X+r4Xce1qqoK5eXlKCwsRGNjI86fP4/CwkJIpVIAQFZWlqDtHxeg/Jl+qWOpRlsj+q/U1FRUVVWhpqYGVlZWinKxWAzg+9kpCwsLRfnAwIDSWbC5xMfHIy4uDr29vTAwMEBXVxeOHz+uuA9n+r0vU/e7mJmZKZ39GhgYwNKlS2FkZCQo7+/vx7Vr15CZmSkoDwoKgru7u+K1ubm54me5XI69e/fi1atXqK2tVWoTAPT19aGvrw8bGxt4eHjAysoK1dXVP7VYBf1zzOrsWZ3OxcUFIpEIHR0dcHZ2nkfvSVOYVdVZvX79Onp7exEeHj6vPpPmMaszZ9XPzw/Nzc2QyWQQiUQwMDCAnZ3dP7p/mH7en5pTXV1dWFtbw9raGh4eHnB1dYVUKkVSUtK8+jab33lcMzIyEB8fj5CQEACAg4MDuru7kZ2djfDwcERHR2P79u2K95ubm8PMzAwTExOQyWQwMTERtO3j4zOvfs2FE3fSuOTkZFRVVaG2thZ2dnaCbZaWlhCLxWhoaICrqysAYHR0FA8fPsSJEyfmvS8tLS3FwaiyshIWFhZwcnICAFhbWyvV9/T0RF1dnaCsoaEBLi4uSv+huXz5MpYtW4bg4GBB+YoVK2Zc+GJ8fBzR0dFobW1FbW2t4gClyuTkJCYnJzE2NjZnXdI8ZlX9rL58+RITExNq1SXNY1bnzqpUKsWGDRtga2urXkdpQTCrc2d16pLaxsZG9Pf3IygoSI3ekib9qTmdybdv3zT2d+jvPq4jIyNKVwiIRCLFkx8MDQ1haGgo2O7s7AxtbW00NDQgNDQUAPDu3Tu0t7fDy8tr3v1ShRN30qjDhw/jypUrKCkpgYGBgeJeE11dXejp6UFLSwuxsbHIysrC2rVrYWtri8zMTOjq6mLHjh2Kdrq7uzE4OIiuri4AQEtLC4Dvv4h6enoAgNzcXPj7+2PJkiWoqalBTk4OioqKVF5yFhUVhYKCAqSkpCAqKgqPHz9GaWkpCgsLBfUmJychlUoRHBys1oFPLpcjIiICz58/R1lZGbS0tBR9X7lyJZYvX46Ojg5UV1dj06ZNMDY2Rk9PD7Kzs6Gjo4PNmzfPY5RJE5jV2bP65s0bVFRUICAgAEZGRmhvb0d6ejocHR3h7e09j1EmTWBWZ8/q9L7V19cLVgKmX49ZVZ3VkpIS2NnZwdTUFE+ePEFKSgoOHDjAp8r8Yn9qTj9//ozc3FwEBgZCLBZDJpOhoKAAPT09gsfI9fX1oa+vD69fvwYAtLe3Y2hoCKtXr1aatP7bxjUwMBA5OTmwtLSEvb09WlpakJeXp/KqWH19fYSFhSEjIwOmpqYwNDTEkSNH4ODgIHhaREdHB75+/Yr3799jfHxc0S97e3vo6OjM2v50fBwcadRsK/0mJycjNTUVwPcDzdmzZ1FcXIxPnz7Bzc0NmZmZWLdunaJ+bGwsysrKlNqpqamBr68vAGDr1q148eIFxsbGsH79eiQnJ6tc9XHKvXv3kJaWhra2NqxatQoJCQmIjo4W1GlqasK2bdtQX18PNze3Odvs7OxUnOX7UV5eHvbs2YO3b98iISEBzc3NGBoagpmZGXx8fJCYmKh0VpIWHrOqbHpWY2Ji0NraiuHhYUgkEgQEBCAlJUXllzYtDGZV2VRWp5w+fRoXLlxAW1ub0mrD9Oswq8qmZ/XYsWMoLS3F4OAg1qxZg6ioKMTFxWn8PlhS7U/N6cjICPbv349nz57h48ePMDIygouLCw4dOiS4rP7MmTOKxd6m+/G4+6N/w7h++fIFp06dQm1tLQYGBiAWixESEoKkpCSV3y2jo6M4evQoKisrMTo6io0bNyIrK0twS8CWLVtw//59pffO53F7nLgTERERERERLWJcVZ6IiIiIiIhoEePEnYiIiIiIiGgR48SdiIiIiIiIaBHjxJ2IiIiIiIhoEePEnYiIiIiIiGgR48SdiIiIiIiIaBHjxJ2IiIiIiIhoEePEnYiIiIiIiGgR48SdiIiIiIiIaBH7DwmD3XDfUdMZAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-03-11\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/972628124893671432\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1198700591465156608\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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KCgrkcDgUGxurefPm6cILL5R0OJBHR0erR48e2rVrl+bMmSO3263ly5fLZrNJkl588UVlZWWpa9eu2rRpk2bPnq3s7Gy98847rb7vli1bgv7ZcFhlo3TL13YVO5r/RmTIoz/2b9CYFOa8hyOPR9pQE6G/7rFqdYVFCZEePdy3QTnxbrNLA9BGOr/1lk+77IorTKoEAID2oU+fPq0eNzW4NzQ0qLi4WFVVVVqyZIkWLFig9957TwMGDDjm3L1792rgwIF6/vnndemllx73emvXrlVubq6WL1+uwYMHB7v8oNqyZcsJ//HCxfeVjcp7/4AONTTfajFWQ38f31lnphy7bgFCk6PJo7d21GneplqtL/PdJWBI50gtu6SLSZUB/mlPP1fRvnGvIhxwnyJctJd71dSh8lFRUcrOztaQIUM0a9YsDRw4UE8//fRxz+3WrZvS09O1ffv2Fq83ZMgQWSyWVs9B2zs9MVIvjU3WkWvS1TV5dG1hufbW8dQ91BXXNOmhtVXKWbhPv1hdeUxol6T1ZY0qqeXfEgAAAAiGkJjj/iO3262GhobjHisvL9fevXtbXYhuw4YNcrlcLFYXgsak2/Wn4Yk+fXvq3Lq2sFx1TQyxDjUej0cr9zp1wyflGrRovx79V43Kna3/OxWVONqoOgAAAKBjMW1V+QcffFAFBQXKyMhQTU2NFi1apNWrV2vhwoWqqanRH/7wB1166aVKS0vTrl279NBDDyk1NVUTJ06UJO3YsUMLFy5UQUGBkpOTtXnzZs2cOVODBg3S8OHDzfpYaMWUfrHaUtWoZ76r9fZ9Vd6oO1Ye1IKxyYpgpXnT1TS6tXBbveZtrNHGyqYWzzMkZcZZtLum+Sl7UYlDN54e2wZVAgAAAB2LacF9//79mjp1qkpLS9WpUyfl5ORo0aJFys3NVX19vb777ju98cYbqqqqUlpamkaNGqUXXnhB8fHxkqTIyEitWLFCc+fOVW1trTIyMlRQUKDp06fLYrGY9bFwAnPOSdD2Q036qNjp7Xv3B4fmrDukB4YmmFhZx7atqknzN9Xo1a11PmsRHC0hytD1fWJ1a79YVTrdGvde804Py/Y41eT2yBrBH2AAAACAQDItuD/zzDMtHouOjtZbR61Ye7TMzEx98MEHgS4LQWaJMDR/TLIufP+AvjvY/ET30X/VqHcnq67rwxPbtuL2eFRY7NS8jTVaWuJs9dwBiVZNHRCnq7OjFRsZ4X19ii3CO4T+UINHaw406Lw0W9BrB2CuiK++8mm7w3xBWAAAQp1pwR0dV3xkhN7IS1HeewdUWt88b/quf1SqZ7xVI7oS/IKp0unWq1vrNH9jjXZUt7ygnMWQJvaw6/b+cRqZFiXjqKkMEYahcRk2vbm93ttXWOwguAMdQPyYMT7tqspKcwoBAKCDCKnF6dBxdI+z6rXcFNmOmNXQ6Jau/6RCOw61PLcap+67g436v/84qAEL9+m+L6taDO2d7RH6zaB4fX1VmhaMTdH5XW3HhPYf5WXafdqFJ3hyDwAAAODk8cQdpjk7NUrPnJ+kKSsOevsqnG5NKizXxxNSlWjj70o/VZPbo/d3OTRvY41W7zv+jg0/OqtzpKb2j9Plp0XLZvFvnvq4dN+n61+XN6q03qUu0awzAQAAAAQKwR2muiI7RlsONemR9dXevu+rmnTL8gotzE9RJAudnZIyh0sLNtfp+U21KqlreTh8VIR0+WnRmto/TkNTo076fVKjLeof59LGmuagXlTi1LW9Y06pbgAAAADHIrjDdL89M15bqpq06Ii50sv2OPVfn1fpf89LaHGYNo61vqxBz35Xo7d21KuhlW3X02MiNKVfnG46PUapP/Hp+HlJ7qOCu4PgDgAAAAQQwR2mMwxDT45M0q5ql7480Dyc+/nNteqTYNW0nDgTqwt9TpdH7+w8vPf6Pw80tnruyK5Rmto/TuO72wM2mmFEkkvP7470totKHHK5PbIwWgIAAAAICII7QoLdauiV3GTlvndAu2uah3bft6ZK2Z2sujDL3sqrO6Y9tS49v7lWCzbX6oCj5cfr0RZDk3pF67b+cTojObLF805VTrxbCVGGqv69//tBp0fryxt19ikMvQcAAABwLII7QkaXaIv+mpeiC98/oOrGwyHQ7ZFuXV6hjyakKicIoTPceDwe/WN/g+ZtrNW7P9TL5Wn53J7xFt3WL1bX94kN6kJ/VkMam27XOzt9t4UjuAMAAACBwbLdCCkDkiL1/JhkHTnKuqbJo0mF5Sqtb3mRtfaursmtBZtrdf7fSjXh72V6Z2fLoT0vw6a/5qVo3ZVpuvOM+DZZnT8v03d1+cISR9DfEwAAAOgoeOKOkJOfadcjwxL0X19UefuKa12aXFSuJRelKtraceZO76xu0vyNtXp5S613KPrxdIo0dF2fGN3WL1a9E9p+ZEJuhu9UhrUHGlXhcCnZzrZwAAAAwE9FcEdImto/VluqmjR/U623b82BRt25+qDmX5DUrlead3s8WrbHqb9srNXHux1qZTS8+iVadXv/WE3qFaO4SPMG0HSLsSgnyaoNB5skSR5Jn+xx6qpsVpcHAAAAfiqCO0KSYRj6w7kJ2n6oSZ/scXr7F++oV58Eq6YP6WRidcFxqMGt17bWaf7GWm091NTieRGGND7Lrtv7x2l0t6iQ+SNGfqZdGw7WeNuFxQ6COwAAABAABHeELGuEoefHJOvC9w9oc1VzkP3DV9XqnWBtN6Fwc2Wj5m2s1Rtb61TT1PLz9WRbhG46PUa39ItV97jQ+183N8Oux75pDu6f7HHK7fEoIkT+sAAAAACEq9D77R84QqItQn/NT9G4dw+owtm85dl/rD6oHnFWndMlPFcud7k9+vtuh+ZtrNWKvc5Wzz0zJVJT+8fqytNiZA/h+f3ndolSfKTh3RGgtN6tf5U3anDn8Pw3AgAAAEIFwR0hr2e8Va/mJutnH5ap4d/Z3emSrisqV+HEVPWID5/buMLh0kvf1+m5zbU++9UfLTJCuqxntG7vH6tzUkNnOHxroiyGRnez6f1dzSvKF5U4Ce5AO9Rw001mlwAAQIcSPokHHdp5aTY9PjJJ01Yd9PYdcLh1bWG5PpyQqk5Rob2z4dflDfrLxlot3l4nRyu72nWNjtAt/WJ18+mxSosJvxXZ8zLsPsG9sMShX58Zb2JFAIKh/vHHzS4BAIAOheCOsHFt7xhtrWrU//6reR71d5VNunV5hV7PS5E1IrSeSje4PFryQ73mbazVF6UNrZ57XlqUbu8Xq4k9ohVlCa3PcTJyj9rP/cvSBlU63W2ylzwAAADQXhHcEVbuO6uTth5q0t92Nj/VXVri1Mw1VfrDuYkmVtZsX51LL2yu1Yuba7W/3t3ieXaLdHV2jG7rH6szU9rHcPLucVb1TbB6FxN0eaQVe536Wc9okysDAAAAwhfBHWElwjD0zKgk7aop0/qyRm//3O9q1SfBqlv7xZlSl8fj0Zelh4fD/21nvVpZHF7d4yy6rV+sru8To2R7+A2HP5G8TLs2V/luC0dwBwAAAE4dwR1hJ8YaoddzU5T77gGV1DVPGP/t51XKjrdqbIa9zWqpb/Jo0fY6zdtYq39VNLZ67th0m27vH6sLM+2yhNiw/kDKy7DpqQ3Nwb2oxCGPxxMWC+wBAAAAoYjgjrDUNcai1/OSdfEHZar99+Ntl0e6aXmFlk5IVd/EyKC+/66aJj23sVYvbanVQWfLj9fjrIau7ROj2/vF6vQg1xQqzkuzKcZqqO7f/y576tz67mCTcpI7xucHAAAAAo3gjrA1KCVKfxmdpOs/qdCP0flQg0eTCstVNDFVKQEehu7xeLRir1N/2VirD3c75G5lOHyfBKtu7xera3rHhPyK94Fmtxoa1TVKHxU3709fVOIguAPtSEKi75oiVZWVJlUCAEDH0LESBdqdCT2i9dDZnXz6dla7dP0nFXK6WknWJ6G60a15G2t07tuluuyjcn2w6/ih3ZB0cZZdbxek6MvLu2jqgLgOF9p/lHvUdIXCEmcLZwIAAAA4EZ64I+zdeUacvq9q0stb6rx9n+1v0F2fHtQzo5JOeW71lqpGzdtYq9e31qm6seU/AiRGGbrx9FhN6RernvH8LyVJ+Zl26Ysqb/uz/U5VN7oVH9kx/5ABAAAA/BSkDIQ9wzD0v+clakd1k1bva94v/Y1t9To9MVJ3D4r3+1out0cfFzs0b2OtPtnT+lPiM5IjNbV/rK7KjlaMlUB6pNM6WZUdb9H26sOLBza6pVV7nRrfndXlAQAAgJNFcEe7EGUx9PK4FOW9V6pth5pXmn9o7SH16mQ94XZkB51uvfJ9reZvqtUPNa4Wz7Ma0qU9o3V7/1gN7xLFSumtyM20a/vGWm+7sJjgDgAAAJwKgjvajSRbhP6al6K89w6osqF5aPv/WXlQ3eMsGtI56pjXfFPRqHkba/TmtnrVtzInvkt0hG7uG6tb+saqW0z723s9GPIz7Jp3ZHBnWzgAAADglBDc0a70TojUS+NSdMVHZfr3bmSqd3l0bWG5ii7pooxYixrdHr33Q73+srFWn+1vaPV6w1KjdHv/WP2sZ7SiLATOk3F+tyjZLJLz3wMYdtW4tPVQk/oksLo8AAAAcDII7mh3Rnez6dERifrlp83bE+2rd+uawnJd0sOuFzbXam+du8XX2yzSlafFaGr/WA0+zlN6+CfGGqGRaTaftQKWFjsJ7gAAAMBJIrijXbrx9FhtqWrSE9/WePu+qWjUNxWNLb4mM9aiW/vF6obTY9Q5wHvAd1S5mXaf4F5U4tAvcuJMrAgAAAAIPwR3tFsPDu2krVVN+vtuR6vnje5m0+39Y3Vxll3WCIbDB1Jehk33HdH+dJ9T9U0eRVv5PgMAAAD+Yg8rtFuWCEPzLkjSGcnHDs2OtRq6tV+sPrusi5Zc1FmX9IgmtAfB6QlWZcU1j15wuKTV+1rfZg8AAACAL4I72rW4yMMrzQ9LPTxXvVcnix4ZlqDvJnXV/56XqP5JzLcOJsMwlJdh8+krLG59BAQAAAAAXwyVR7uXEWvRhxM6y+kSQ7RNkJdh1wub67ztwhKCOwAAAHAyeOKODiHCMAjtJhmdbtOR3/pth1zacajJvIIAAACAMMMTdwBBFR8ZoeFpUVq9r8HbV1Ti0G2dWF0eCFeuM880uwQAADoUgjuAoMvPtPsE96UlTt3Wn+AOhKuaFSvMLgEAgA6FofIAgi43w+7TXrXXKafLY1I1AAAAQHghuAMIupwkq7rFNP+4qWvy6LP9bAsHAAAA+IPgDiDoDMM45ql7YTHBHQAAAPAHwR1Am8g7KrgXsS0cAAAA4BeCO4A2MSbdJssR28JtrGxScQ3bwgEAAAAnwqryANpEoi1C56RG6fPSI7eFc+qmvvwYAsJN3AUX+LRZZR4AgODiN2YAbSYv0+4T3JcWO3RT31gTKwJwKixff212CQAAdCgMlQfQZvIybD7tFXudanSzLRwAAADQGoI7gDYzKCVSqfbmHzvVjR59ecQTeAAAAADHIrgDaDMRhqFxRz11LyxmdXkAAACgNQR3AG3q6G3hCkvYzx0AAABoDcEdQJsal2HTEbvC6ZuKRu2rc5lWDwAAABDqCO4A2lSK3aKzOkf69BWVMFweAAAAaAnBHUCby830HS5fxHB5AAAAoEUEdwBtLv+oee6flDjUxLZwAAAAwHER3AG0ubM6RyrJ1jzTvbLBo3VlbAsHAAAAHA/BHUCbs0QYGpfu+9R9aTHD5QEAAIDjIbgDMEXuUfu5s0AdAAAAcHwEdwCmyD1qnvv6skaVOdgWDgAAADgawR2AKdJiLBqU3LwtnEfSJ6wuDwAAAByD4A7ANHmZvsPlCxkuD4SFqspKny8AABBcpgX3efPmacSIEcrKylJWVpby8/P10UcfeY9PmzZNiYmJPl95eXk+13A6nbrnnnuUnZ2t9PR0XXPNNSopKWnrjwLgFOUdsy2cU24P28IBAAAARzrp4P7555/rj3/8o+655x5t3bpVklRbW6u1a9fq0KFDfl8nPT1ds2fP1ooVK7Rs2TKNHj1akydP1rfffus9Z8yYMdq8ebP368033/S5xowZM/Tuu+/queee0wcffKDq6mpNmjRJLmDFodUAACAASURBVBfzZIFwcE6XKHWKbN4Wrszh1tfljSZWBAAAAIQeq78nNjQ0aMqUKfrggw/k8XhkGIYmTpyo3r17y2Kx6KqrrtJ//Md/6De/+Y1f15swYYJP+/7779dzzz2nNWvW6IwzzpAk2Ww2paWlHff1VVVVevnll/XUU09p7NixkqRnn31WAwcO1PLly5Wbm+vvRwNgksgIQxek2/TuD81D5AuLHRrSOcrEqgAAAIDQ4vcT90ceeUQfffSR/vSnP2nNmjXyHDGc1W6367LLLtPf//73UyrC5XJp8eLFqq2t1bBhw7z9n332mXr37q2hQ4fql7/8pQ4cOOA99tVXX6mxsVHjxo3z9mVmZqpv37764osvTqkOAG0vP9N3uHwhC9QBAAAAPvx+4v7mm2/q5ptv1q233qqKiopjjvfp00dLliw5qTffsGGDCgoK5HA4FBsbq1deeUU5OTmSpLy8PF1yySXq0aOHdu3apTlz5ujSSy/V8uXLZbPZVFpaKovFopSUFJ9rpqamqrS0tNX33bJly0nVaZZwqRP4KfdqdoMhKdrbXlPq1NqNW9TJ759OgP/4uYpwwb2KcMB9inARDvdqnz59Wj3u96/GBw4c0MCBA1s8brPZVFtb639lOlzcqlWrVFVVpSVLlmjatGl67733NGDAAF155ZXe83JycjR48GANHDhQH330kS699NIWr/njMP4TvW+o27JlS1jUCfzUe7WPpAFb9uu7yiZJkluGdtkzdPlpMQGqEDiMn6uBE33XXT7t+scfN6mS9ol7FeGA+xThor3cq34H97S0NO3cubPF42vXrlWPHj1O6s2joqKUnZ0tSRoyZIjWrVunp59+Wk8++eQx53br1k3p6enavn27JKlLly5yuVwqLy9X586dveeVlZVpxIgRJ1UHAHPlZtr1XWWNt11Y4iS4AyEsasECnzbBHQCA4PJ7jvull16qF154wbuSvCTvk+2///3vevPNN3XFFVf8pGLcbrcaGhqOe6y8vFx79+71LlY3ePBgRUZGatmyZd5zSkpKtHnzZp177rk/qQ4AbSsvw3c/96Jih886GgAAAEBH5vcT9//6r//SypUrdcEFF+jcc8+VYRh69NFH9dBDD2ndunUaOnSo7jpq6FxrHnzwQRUUFCgjI0M1NTVatGiRVq9erYULF6qmpkZ/+MMfdOmllyotLU27du3SQw89pNTUVE2cOFGSlJCQoBtuuEEPPPCAUlNTlZSUpPvuu085OTkaM2bMSX8jAJhneJpNsVZDtU2Hw/q+ere+PdikgcmRJlcGAAAAmM/v4B4fH6+PP/5YTz31lN555x3Z7XZ9/vnnOu200zRjxgz953/+p+x2+4kv9G/79+/X1KlTVVpaqk6dOiknJ0eLFi1Sbm6u6uvr9d133+mNN95QVVWV0tLSNGrUKL3wwguKj4/3XuP3v/+9LBaLbrnlFjkcDo0ePVpz586VxWI5ue8CAFPZLIZGdbPpw93N28IVFTsI7gAAAIAko7KykvGoIai9LKKA9i9Q9+pzm2r068+qvO2RXaP0/sWpP/m6wI/4uRo4CYmJPu2qykqTKmmfuFcRDrhPES7ay73q9xz32tpa7d69u8Xju3fvVl1dXUCKAtDx5Gb4jtj5Yn+DDjW4TaoGAAAACB1+B/d7771X1113XYvHJ0+erPvvvz8gRQHoeHrGW9X7iM3bmzzSyr1OEysCAAAAQoPfwX3ZsmXeheGOZ+LEiSoqKgpIUQA6prxM39XlC4sdLZwJAAAAdBx+B/f9+/era9euLR5PS0vTvn37AlIUgI4p76jh8oUlTraFAwAAQIfnd3Dv3LmzNm7c2OLxjRs3KiEhISBFAeiYRna1yX7EphDFtS5trmoyryAAAAAgBPgd3PPz87VgwQJ98cUXxxxbs2aNFixYoPz8/IAWB6BjibYaOr8rw+UBAACAI/m9j/uMGTO0dOlSjR8/Xnl5eRowYIAMw9CGDRtUWFiotLQ03XfffcGsFUAHkJthV2FJ86J0RSVO3XlGvIkVAQAAAObyO7inpaVp2bJlmjVrlt5//319/PHHkqT4+HhNmjRJs2bNUlpaWtAKBdAx5GfaNOPL5van+5yqbXQrNtLvAUIAAABAu+J3cJekLl266JlnnpHH41FZWZk8Ho9SU1NlGEaw6gPQwfTqZFWPOIt+qHFJkhrc0up9Dbowy36CVwIAAADt00kF9x8ZhqHU1NRA1wIAMgxD+Zl2zd9U6+0rLHYQ3IEQUr18udklAADQobQY3F9//XVJ0jXXXCPDMLztE7n22msDUxmADis3w+Yb3EtYoA4IJe7Bg80uAQCADqXF4P6LX/xChmHoyiuvVFRUlH7xi1+c8GKGYRDcAfxko7rZFBVxeJi8JO2odmn7oSZldzqlQUIAAABAWGvxt+Cvv/5akhQVFeXTBoBgi4uM0HlpNq3Y27y6/NJih+4YEGdiVQAAAIA5Wgzu3bt39/632+2WYRiKi4tTUlJSmxQGoGPLy/AN7kUlBHcAAAB0TH7tr+RyuTRkyBC9+uqrwa4HACRJeZm+i9Gt2tsgR5PHpGoAAAAA8/g1YTQyMlJdu3Zl2zcAbaZfolUZMRaV1B3eFq7e5dE/9js1LoPV5QGzRb74ok+78eabzSgDAIAOw68n7pJ044036rXXXpPDwerOAILPMAzlZtp8+lhdHggNMb/6lc8XAAAILr+XaD7ttNPk8Xh0zjnn6Nprr1XPnj0VHR19zHmXX355QAsE0HHlZdj10vd13nZhsVO/H2ZiQQAAAIAJ/A7uU6dO9f73n/70p+OeYxgGwR1AwFyQbpPVkH6c2v59VZN+qG5Sj3i2hQMAAEDH4fdvv++++24w6wCAYyRERWhYlyj9Y3+Dt6+oxKkp/QjuAAAA6Dj8/u33/PPPD2YdAHBceZl2n+BeWOLQlH6xJlYEAAAAtK1Temz17bffavfu3ZKkrKws5eTksOI8gKDIzbDpobXN7ZV7nGpweRRl4WcOAAAAOoaTCu6LFy/WrFmztGfPHkmSx+ORYRhKT0/XrFmzdPXVVwelSAAd16DkSKVFR2h/vVuSVNPk0eelDRrdzXaCVwIAAADtg9/B/dVXX9Wdd96pPn36aPbs2erdu7c8Ho+2bduml156SXfccYcaGho0efLkYNYLoIMxDEPjMux6fWvz6vJFxQ6COwAAADoMv4P7o48+qqFDh+q9996T3W73OXb77bdr/PjxevTRRwnuAAIuP8PmE9wLSxyafU6CiRUBAAAAbSfC3xNLSkp09dVXHxPaJclut2vSpEneIfQAEEhj0m2KOGJK+4aDTdpT6zKvIAAAAKAN+R3c+/Xrp71797Z4fM+ePerbt29AigKAIyXbLRraOdKnr6jEYVI1AAAAQNvyO7g/9NBDWrBggd5+++1jji1evFgvvfSSfve73wW0OAD4UV6m72ifQoI7AAAAOgi/57g/8cQTSklJ0a233qrp06frtNNOk2EY2r59uw4cOKBevXrpz3/+s/785z97X2MYhhYuXBiUwgF0LHkZdj2yvtrbXrbHqSa3R9YItoUDAABA++Z3cN+0aZMMw1BmZqYkeeez22w2ZWZmyul0avPmzT6vYW93AIEypHOkUmwRKnce3hbuUINH/zzQoOFprC4PAACA9s3v4P7NN98Esw4AaFWEYWhchk1vbq/39hUWOwnugAnqHnvM7BIAAOhQ/A7uAGC23Ay7b3AvcWjm0E4mVgR0TI0332x2CQAAdCh+L04HAGbLzfB9uv5VeaNK69kWDgAAAO0bwR1A2EiNtmhwiu+2cJ+UOE2qBgAAAGgbBHcAYeXobeHYzx0AAADtHcEdQFjJO2q4fFGJUy63x6RqAAAAgOBjcToAYeXs1CglRBmqajgc1iucbn1V3qihqVEmVwZ0HBFffeXTdg8ebFIlAAB0DCcd3Ovr67V+/XodOHBAI0eOVOfOnYNRFwAclzXC0Nh0u97Z2by6/NJiB8EdaEPxY8b4tKsqK80pBACADuKkhsrPnTtXffv21cSJE3XLLbdow4YNkqTy8nJ1795dL730UlCKBIAjHb26PPPcAQAA0J75HdxfffVVzZgxQ3l5eXriiSfk8TTPKU1JSdHYsWP19ttvB6VIADjS0QvUrS1rVIWDbeEAAADQPvkd3J966ildeOGFev7553XxxRcfc3zw4MHavHlzQIsDgOPpFmNRTlLzTB+3R1q2h23hAAAA0D75Hdy3bdumCy+8sMXjKSkpKi8vD0hRAHAieRm+T90L2c8dAAAA7ZTfwT0+Pl5VVVUtHt+2bRsL1QFoM8fbz93tYVs4AAAAtD9+B/fRo0fr1VdfldN57FOtkpISLViwQHl5eQEtDgBacm6XKMVZDW+7tN6tbyoaTawIAAAACA6/g/vMmTNVVlamMWPGaN68eTIMQ0uXLtWDDz6okSNHKjIyUr/97W+DWSsAeEVZDF2QfvTq8gyXBwAAQPvjd3DPzs7Whx9+qK5du+q///u/5fF49NRTT+nxxx/XmWeeqQ8//FAZGRnBrBUAfBw9z31pMdvCAQAAoP2xnviUZn379tXbb7+tyspKbd++XW63Wz179mRuOwBT5Gb6PnH/srRBVQ1uJUT5/TdJAAAAIOSd0m+3iYmJOuuss3T22WcrJSVFtbW1ga4LAE6oe5xVfROa//7o8kjL2RYOAAAA7YzfwX3JkiWaNWuWT99jjz2m9PR0ZWVl6dprr1VdXV3ACwSA1hz91L2ohOHyAAAAaF/8Du5PPfWUDhw44G2vX79eDz30kIYOHaqbb75ZhYWFevzxx4NSJAC0JP+oee5FxU552BYOAAAA7Yjfc9y3bt2qyy+/3NtetGiRkpOTtXjxYtlsNlmtVr311luaMWNGUAoFgOM5L82maIuhetfhsF5S59LGyiYNSIo0uTIAAAAgMPwO7nV1dYqJifG2P/nkE+Xm5spmOzxMdeDAgXrllVcCXyEAtMJuNTSqW5Q+Lm6e215U7CC4A0HUcNNNZpcAAECH4ndwz8jI0Pr163XjjTdq27Zt2rRpk371q195j1dUVMhut7dyBQAIjrwMu09wX1ri1H8OjDexIqB9q2dqHAAAbcrv4D5p0iQ98sgj2rt3rzZt2qTExERddNFF3uPr1q1T7969g1IkALQmL9MufVHlbX+236maRrfiItkWDgAAAOHP799q7777bt19993as2ePMjIy9PLLLyshIUGSdPDgQf3jH//QxRdfHLRCAaAl2Z2syo63eNuNbmnVXraFAwAAQPvg9xN3i8WimTNnaubMmcccS0pK0pYtWwJaGACcjNxMu7ZvrPW2C0ucurh7tIkVAQAAAIFxSuNIq6qqtGHDBm3YsEFVVVUnfgEABFneUdvCLS12sC0cAAAA2oWTCu7r1q3TxRdfrOzsbI0aNUqjRo1Sdna2xo8fr3Xr1gWrRgA4ofO7RsnWPFpeu2pc2nqoybyCAAAAgADxO7ivXbtW48eP17fffqsbb7xRv//97/Xwww/rxhtv1DfffKMJEyacVHifN2+eRowYoaysLGVlZSk/P18fffTRcc+96667lJiYqCeeeMKnf8KECUpMTPT5mjJlit81AGg/YiMjNCLN5tNXWMw8dyAYEhITfb4AAEBw+T3Hfc6cOUpNTdXHH3+sbt26+Rz77W9/q4KCAs2ZM0dvvfWWX9dLT0/X7Nmz1atXL7ndbr3++uuaPHmyli9frjPOOMN73t/+9jetW7fumPf80eTJk/XAAw9422xJB3RceZl2LdtzxH7uJQ5Ny4kzsSIAAADgp/P7ifs///lPTZky5bgBulu3bpoyZYrWrFnj9xtPmDBB+fn5ys7OVu/evXX//fcrLi7O5xq7du3S9OnTNX/+fFmtx/8bQ0xMjNLS0rxfP650D6DjycvwfeK+ep9T9U3McwcAAEB48zu4ezweWSyWFo9HRESc8kJQLpdLixcvVm1trYYNGyZJampq0m233abf/OY36tu3b4uvXbx4sbKzszV8+HDNnDlT1dXVp1QDgPB3eoJVmbHNP6ccLunTfQyXBwAAQHjze6j8kCFD9OKLL+qGG25QUlKSz7GDBw9qwYIFOuuss07qzTds2KCCggI5HA7FxsbqlVdeUU5OjiTpkUceUVJSkm699dYWX3/11VcrKytLXbt21aZNmzR79mx9++23euedd1p933DZui5c6gRC6V4dFh+p4tpIb/vNb/epR32jiRUhlITSvRrOzj6qzfc18PieIhxwnyJchMO92qdPn1aP+x3c7733Xl122WU6++yzdd1113kv/P333+uNN95QdXW1nn766ZMubtWqVaqqqtKSJUs0bdo0vffee6qoqNBrr72mVatWtfr6m2++2fvfOTk56tmzp3Jzc/XVV19p8ODBrb5vqNuyZUtY1AmE2r16RVS93tpX4W2vrY1Wnz49zSsIISPU7tX2hO9rYHGvIhxwnyJctJd71e/gft555+mtt97SfffdpyeffNLn2ODBg/Xwww9r+PDhJ/XmUVFRys7OlnT4if66dev09NNPKyMjQ/v27fMZIu9yuTRr1iw988wz+u677457vSFDhshisWj79u2tBncA7dcF6TZZDenHqe1bDzVpZ3WTesb7/eMOAAAACCkn9ZvsyJEjtXz5cpWWlmrXrl2SpO7du6tLly4BKcbtdquhoUG33Xabfvazn/kcu/LKK3XllVfqpptuavH1GzZskMvlUlpaWkDqARB+4iMjNDwtSqv3NXj7Cosduq0/q8sDAAAgPJ3SI6guXbr85LD+4IMPqqCgQBkZGaqpqdGiRYu0evVqLVy4UKmpqUpNTfUt1GpVWlqad5jDjh07tHDhQhUUFCg5OVmbN2/WzJkzNWjQoJN+8g+gfcnLsPsG9xInwR0AAABhq8Xg/umnn57SBUeOHOnXefv379fUqVNVWlqqTp06KScnR4sWLVJubq5fr4+MjNSKFSs0d+5c1dbWKiMjQwUFBZo+fXqrq98DaP/yMu16cO0hb3vVXqecLo9sFsPEqgAAAIBT02JwnzhxogzD/19yPR6PDMNQRUXFiU+W9Mwzz/h9bUn65ptvfNqZmZn64IMPTuoaADqGnCSrusVEaG+dW5JU2+TR5/uduiDdbnJlAAAAwMlrMbi/++67bVkHAASMYRjKzbDrlS113r7CEoI7AAAAwlOLwf38889vyzoAIKDyjg7uxQ797pwEEysCAAAATk2EvyfW1tZq9+7dLR7fvXu36urqWjwOAG1pTLpNEUfM9tlY2aTimibzCgIAAABOkd/B/d5779V1113X4vHJkyfr/vvvD0hRAPBTJdoiNCw1yqevqMRpUjVA++I680yfLwAAEFx+bwe3bNkyTZ48ucXjEydO1GuvvRaQogAgEHIzbPq89Mht4Ry6qW+siRUB7UPNihVmlwAAQIfi9xP3/fv3q2vXri0eT0tL0759+wJSFAAEQn6m72J0K/Y41ej2mFQNAAAAcGr8Du6dO3fWxo0bWzy+ceNGJSSw8BOA0DEoJVKd7c0/5g41evTlEU/gAQAAgHDgd3DPz8/XggUL9MUXXxxzbM2aNVqwYIHy8/MDWhwA/BQRhqFxGTafvqISh0nVAAAAAKfG7znuM2bM0NKlSzV+/Hjl5eVpwIABMgxDGzZsUGFhodLS0nTfffcFs1YAOGn5GXYt3FbvbS8tduqBoSYWBAAAAJwkv4N7Wlqali1bplmzZun999/Xxx9/LEmKj4/XpEmTNGvWLKWlpQWtUAA4FeMybDIk/Tiz/ZuKRu2rc6lrjMXMsgAAAAC/+R3cJalLly565pln5PF4VFZWJo/Ho9TUVBmGceIXA4AJUuwWndU5UmvLGr19n5Q4dF0fVpcHTlXcBRf4tFllHgCA4Dqp4P4jwzCUmpoa6FoAIChyM+0+wb2wxElwB34Cy9dfm10CAAAdit+L0wFAuMo7aoG6T0occrEtHAAAAMIEwR1Auze0c5QSo5qn9FQ2eLS2jG3hAAAAEB4I7gDaPUuEoXEZdp++whKnSdUAAAAAJ4fgDqBDOHq4fFEx+7kDAAAgPBDcAXQIRz9xX1fWqDKHy6RqAAAAAP+1uKr87t27T+mCWVlZp1wMAARL1xiLBiZH6puKw6vLeyQtK3Hq6l4x5hYGAAAAnECLwX3QoEGntD97RUXFTyoIAIIlP9PmDe6StLTEQXAHAABAyGsxuD/55JM+wd3j8Wju3LnatWuXfv7zn6t3797yeDzaunWrFi1apO7du+uOO+5ok6IB4FTkZtj16L9qvO1PSpxyezyKOIU/UgIAAABtpcXgPnnyZJ/2Y489prq6Oq1fv17Jyck+x6ZPn66CggKVl5cHp0oACIBhXaLUKdLQocbDe7iXOdz6V3mjBneOMrkyAAAAoGV+L043f/583XzzzceEdknq3LmzbrrpJs2bNy+gxQFAIEVGGLog3Xd1+aWsLg8AAIAQ53dwLysrU2NjY4vHm5qaVFZWFpCiACBY8o5aXb6I/dwBAAAQ4vwO7oMGDdL8+fP1ww8/HHNs586dmj9/vgYNGhTQ4gAg0HKP2s/9ywMNqnS6TaoGAAAAOLEW57gf7eGHH9bll1+uYcOG6eKLL1bv3r0lSVu2bNGHH34oq9WqOXPmBK1QAAiEzDir+idatbGySZLk9kjL9zh12WnRJlcGAAAAHJ/fwf2cc85RUVGR5syZo6VLl+pvf/ubJCkmJkYFBQW699571b9//6AVCgCBkpdp18bK5tXlC0scBHfgJFRVVppdAgAAHYrfwV2S+vbtq5dffllut1tlZWXyeDxKTU1VRITfI+4BwHR5GTY98W1zcC8qccjj8fhsgQkAAACEilNK3B6PR1arVSkpKYR2AGFneJpNsdbmkL63zq0NB5tMrAgAAABo2Uml7nXr1umyyy5Tenq6evfurU8//VSSVF5erp///OdasWJFUIoEgECyWQyN6ua7SF1RCdvCAQAAIDT5Hdy//PJLjR8/Xjt27NA111wjj8fjPZaSkqKamhq9/PLLQSkSAAItL4P93AEAABAe/A7uv/vd79SrVy998cUXeuCBB445PmrUKP3zn/8MaHEAECx5mb77uX++v0HVjWwLBwAAgNDj9+J069at08yZM2W321VXV3fM8YyMDO3fvz+gxQFAsPSMt6p3J6u2Hjo8t73JI63Y49TEHqwuD5xI9F13+bTrH3/cpEoAAOgY/A7uERERrS5Et3//fkVH8wsvgPCRm2HzBnfp8Dx3gjtwYlELFvi0Ce4AAASX30PlBw8erA8//PC4xxoaGvTmm29q2LBhASsMAIIt/6jh8oUlTp/1OwAAAIBQ4Hdwv/vuu7Vy5Urdeeed+uabbyRJ+/btU2FhoS699FLt2LFDv/71r4NWKAAE2siuNtktze3dNS59X8W2cAAAAAgtfg+VHzt2rJ599lndc889eu211yRJ06ZNk8fjUUJCgubPn69zzjknaIUCQKBFWw2d39WmwhKnt6+wxKm+iZEmVgUAAAD48ju4S9JVV12l8ePHa9myZdq2bZvcbrdOO+005ebmKi4uLlg1AkDQ5GbYfYN7sUP/kcPPMwAAAIQOv4P7p59+qr59+6pz586aMGHCMcfLy8u1adMmjRw5MqAFAkAw5WXaNOPL5van+5yqbXQrNtLvmUQAAABAUPn9m+kll1yiZcuWtXh8xYoVuuSSSwJSFAC0ld6drOoR1zzRvcEtfbqvwcSKAAAAAF9+B/cTrbTc0NDQ6nZxABCKDMNQ3lGryy8tcZhUDQAAAHCsVofKHzp0SFVVVd52RUWFdu/efcx5lZWVWrx4sbp16xb4CgEgyPIybHpuU623XVRMcAcAAEDoaDW4P/300/rjH/8o6fBTqRkzZmjGjBnHPdfj8ej+++8PfIUAEGSjutkUGSE1ug+3t1e7tP1Qk7I7ndT6nQAAAEBQtPpb6ZgxY2S32+XxePTQQw/piiuu0MCBA33OMQxDMTExGjJkiM4+++ygFgsAwRAXGaHz0mxaudd3dfmpA1hdHgAAAOZrNbgPHz5cw4cPlyQ5nU5dcsklysnJaZPCAKAt5Wf4BveiEoI7AAAAQoPfq8lNnz79uKF937592rRpU0CLAoC2lnvUAnUr9zbI0dT6opwAAABAW/A7uL/44ou64447fPp+/etfa8CAARoxYoRGjRql8vLygBcIAG2hf6JVGTHN28LVuzz6bL+zlVcAAAAAbeOkgnt8fLy3vXLlSj3//PO66qqr9MADD2jHjh36n//5n6AUCQDBZhiGcjNtPn1sCwccX/Xy5T5fAAAguPxeMvmHH37Q9ddf722/8847ysjI0Ny5cxUREaGqqiq9/fbbeuSRR4JSKAAEW26GXS99X+dtFxU7pWEmFgSEKPfgwWaXAABAh+L3E/eGhgZFRkZ628uWLVNeXp4iIg5fIjs7W/v27Qt8hQDQRsak22Qxmtubq5q0q6bJvIIAAAAAnURw79Gjh5b/ezjcunXrtHPnTo0bN857vLS01GcoPQCEm4SoCA3rEuXTV1TMPHcAAACYy+/gPmXKFL3zzjsaMWKErrjiCmVkZCg/P997/PPPP1e/fv2CUiQAtJX8o1aXL2SeOwDg/7d35/FRVocax593luxkgyyQsBgIW4KAilIUhARwQa2tWBdcoFqttdfaXtwqVaxtsVVr1bpS6wZiKVRZRL0sgmCtG4ICAUNBIQGSkH2bZLb7R5JJBkhIyCQzSX7fz4ePzjuTmZN4HPLMe97nAICftTq433zzzXryySeVkpKiiy66SMuXL1doaKgkqbi4WAUFBbryyis7bKAA0Bkyk7wL6jYdqlGtk23hAAAA4D+tLqeTpBtuuEE33HDDccdjYmI8y+gBoCsbFWtVfKhJ+dUuSVKFw61P8ms1sW/wSb4S6Dmsr7zidds+e7Y/hgEAQI/RpuAOAN2dpyAzDwAAIABJREFUyTCUmRSiJXubtMvn2gjuQBNhd97pdbuU4A4AQIdqdXC/9NJLT/oYwzC0cuXKdg0IAPxtalKwV3Bfm2PT/LOi/DgiAAAA9GStvsbd5XLJ7XZ7/XE4HNq/f7+2bNmiQ4cOyeVydeRYAaBTTOkXLFOTbeF2Fjt0uMrpvwEBAACgR2v1Gfd33nmnxft++ctf6uWXX/bJoADAn2JDzDqzj1WfFdg9x9bl2HT90HA/jgoAAAA9VavPuLdkxowZmjlzpn7961/74ukAwO8yk7y3hVufy37uAAAA8A+fBHdJGjp0qLZu3drqxy9cuFATJkxQ//791b9/f02bNk3vv//+CR/7i1/8QtHR0Xr66ae9jtfU1Oiuu+5SSkqK+vXrp6uvvlq5ubnt+j4AQDp+P/cPDtnkcLEtHAAAADqfz4L72rVrFRkZ2erH9+vXTw899JA2bdqkDz74QJMmTdKsWbO0Y8cOr8etWLFCW7duVd++fY97jvvuu0+rVq3SSy+9pDVr1qi8vFxXXXWVnE6uRQXQPmN6WxUb3PgWWVrr1ucFtX4cEQAAAHqqVl/j/sc//vGEx0tLS7VlyxZ9/fXXmjt3bqtfeMaMGV63f/Ob3+ill17SZ599pvT0dEnSgQMHdO+99+rtt9/WzJkzj3vd119/Xc8884ymTJkiSXrhhRc0atQobdy4UZmZma0eCwAcy2wylJkUrH/uq/YcW5dbo/EJbAsHAACAztXq4P7II4+c8Hh0dLRSUlL01FNP6brrrjulQTidTr399tuqrKzU2WefLUlyOBy6+eabNXfuXA0bNuy4r9m2bZvsdrsyMjI8x5KTkzVs2DB98sknBHcA7ZaZFOId3HNsmndG61cWAQAAAL7Q6uBeXFzs8xffuXOnpk+fLpvNpvDwcC1atEhpaWmSpAULFigmJkY33XTTCb82Pz9fZrNZvXv39joeFxen/Px8n48VQM+TkeR9dn1boV0F1U7FhZr9NCIAAAD0RK0O7h0hNTVVmzdvVmlpqVauXKnbbrtNq1evVlFRkd544w1t3ry5zc/pdrtlGEaLj8nOzj7VIXeqrjJOoDvP1RERwcqqaAzqb2z9ThfH06PRVXXnudqZzjrmNj9X3+Nniq6AeYquoivM1dTU1Bbv92twDwoKUkpKiiRp7Nix2rp1q5599lklJSXpyJEjXkvknU6nHnzwQT333HPatWuX4uPj5XQ6VVhYqD59+nged/ToUU2YMKHF1z3ZDyUQZGdnd4lxAt19rs4oK1PWV+We2zsc0fpFaqwfR4RT1d3nqj/xc/Ut5iq6AuYpuoruMlebDe4xMTEymUw6fPiwgoKCFBMTc9Iz2ZI8y9fPP/98/f73v/cK1SfjcrlUW1urm2++Wd///ve97rviiit0xRVX6MYbb5QkjRkzRlarVR988IGuvPJKSVJubq727Nmjc845p9WvCQAtmZocrMeaBPf1uTVyutwym07+fggAAAD4QrPB/e6775ZhGLJYLF63T8bpdOrIkSNasWKFysvL9cYbb5zwcfPnz9f06dOVlJSkiooKLVu2TFu2bNHSpUsVFxenuLg474FaLEpISPB8WhIVFaXrr79eDzzwgOLi4hQTE6P7779faWlpmjx5cmu/fwBo0VlxQYoMMlRWW7eHe1GNS9sK7TozLsjPIwMAAEBP0Wxwv++++1q8fTJDhw7Vo48+2uz9eXl5uuWWW5Sfn6/IyEilpaVp2bJlbWqD/8Mf/iCz2aw5c+bIZrNp0qRJev7552U2UxwFwDcsJkNT+gVrxbc2z7F1uTaCO3q0qr/8xd9DAACgR+mwa9wvvfTS4xrfm3ruuefa9Hxff/31ccdCQkL06KOPtvgBAQC019SkEK/gvj6nRveM8eOAAD+zz57t7yEAANCjNBvclyxZckpPeM0110iSBg0apEGDBp3ScwBAIMlMCvG6/fnRWhXXuBQTbPLTiAAAANCTNBvcf/aznx13rOEad7fbfcLjUmNwB4Duol+4WWkxFu0sdkiSXG7pg1ybfpgS5ueRAQAAoCdoNrhv377d63Z5ebl++tOfqlevXrr11ls1ZMgQud1u7d27Vy+88IIqKyv1/PPPd/iAAcAfpiaFaGdxhef22twagjsAAAA6RbPBfcCAAV6377jjDsXExGjFihVeZ9jT09N12WWX6fvf/75eeOEFPfnkkx03WgDwk8zkED25ozG4r8+1yeV2y9SK3TYAAACA9mj1BZqrVq3SpZdeesIt4Uwmky677DKtWrXKp4MDgEAxPj5IEZbG97/8apd2FNn9OCLAf0zbtnn9AQAAHavVrfIOh0MHDhxo9v5vv/1Wdju/xALonoLMhib1C9aaA023havR6b3ZFg49T6/Jk71ul5aU+GcgAAD0EK0+456RkaEXX3xR//znP73K6dxut5YuXaq//e1vbdqDHQC6mmnHtMuvy7E180gAAADAd1p9xv1Pf/qTdu/erVtvvVXz5s3TaaedJsMwtG/fPuXn5ys1NVWPPPJIR44VAPwqIynY6/Yn+bUqrXUpKoht4QAAANBxWv3bZkJCgj788EMtWLBA6enpKioq0tGjR5Wenq5HHnlEH374oRITEztyrADgVwN7WTQ0qvHzTqdb2nSoxo8jAgAAQE/Q6jPukhQcHKxbb71Vt9566wnv37Vrl0aOHOmTgQFAIJqaHKxvSh2e2+tzbbpsUKgfRwQAAIDurt3rO48cOaKnn35aEydO1HnnneeLMQFAwJp63HXuNV69HwAAAICvtemMe4OKigqtXLlSS5cu1ZYtW+R0OjVixAjdeeedvh4fAASUCQnBCjUbqnbWhfXcKqd2lzg0Isbq55EBAACgu2p1cHc6nVq3bp2WLl2qd999V9XV1TIMQzfffLNuv/12DRw4sCPHCQABIcRiaGLfIP1fTuO17etybAR3AAAAdJiTLpX//PPPddddd2nYsGG6+uqrlZWVpf/93//V22+/LbfbrcmTJxPaAfQomccul8+loA4AAAAdp8Uz7meeeab279+v5ORkXX/99Zo5c6bS0tIkSQcOHOiUAQJAoJmWHKJ7Pin13P44r0YVdpcirGwLBwAAAN9rMbjv27dPAwcO1Lx583TxxRcrLCyss8YFAAErJdKi03qZtb/cKUmqdUmbD9foogG0ywMAAMD3Wjw99Mwzz+i0007TrbfeqqFDh+qmm27SmjVrZLfbO2t8ABCQpiZ7L5dfz3J5AAAAdJAWz7hfe+21uvbaa5WXl6elS5dq6dKlmjVrliIjI3XeeefJMAwZhtFZYwWAgDE1KUQLsyo9t9fm2OR2u3lPBAAAgM+16oLMhIQE/c///I82b96sf//735ozZ462b98ut9utn//857rtttu0cuVKVVZWnvzJAKAbOC8xSEFN3kG/q3Dqv2UO/w0IAAAA3Vab93EfMWKE5s+fr/nz52vz5s36xz/+oZUrV+rNN99USEiIDh8+3BHjBICAEm416dzEYH1wqMm2cLk1GhLFtnDo/mpvvNHfQwAAoEdpc3BvauLEiZo4caIef/xxrVmzRkuXLvXVuAAg4GUmHRPcc2z66cgIP44I6BzVTz7p7yEAANCj+GTvouDgYP3gBz/QkiVLfPF0ANAlHFtQt+VIjaodbj+NBgAAAN0Vmw4DwCkaFmVRcrjZc9vmlP6dR7s8AAAAfIvgDgCnyDAMTU0K9jq2Nsfmp9EAAACguyK4A0A7sJ87AAAAOhrBHQDaYVLfYFmabN2eXerQt+VsCwcAAADfIbgDQDtEBpl0TkKQ17H1uSyXR/cWFR3t9QcAAHQsgjsAtNO0JO/l8utyWC4PAAAA3yG4A0A7ZR5znfuHh2tU42RbOAAAAPgGwR0A2ik9xqLE0Ma300qHW//Jq/XjiAAAANCdENwBoJ0MwzjurPs6rnMHAACAjxDcAcAHjt3PfT37uQMAAMBHCO4A4ANT+oXI1GRbuF0lDuVWOv03IAAAAHQbBHcA8IHoYJPGxbEtHAAAAHyP4A4APnLscvl1LJcHAACADxDcAcBHph5TULfxUI3sLraFAwAAQPsQ3AHAR0b3tqpPSOPbapndrc/y2RYOAAAA7UNwBwAfMRmGMo5tl+c6dwAAALQTwR0AfGhqkvdy+bU5NX4aCQAAALoLgjsA+FBGUrCa7Aqnr4rsyqtiWzgAAACcOou/BwAA3UmfELPG9rFq61G759j6XJuuTQ3346gA33KOHu3vIQAA0KMQ3AHAxzKTQo4J7jUEd3QrFZs2+XsIAAD0KAR3APCxacnBenR7uef2hkM2OV1umU1GC18FoCcqrnFpZ7Fdu4rs2llsV161S2lWi+4f4pbJ4D0DAFCH4A4APnZmnyBFBxkqqa3bw724xq2tR+0aFx/k55EB8Jdap1vZpQ7tKq4L6DuL7NpV7FDuCTow3lOQXOFlevCsKD+MFAAQiAjuAOBjZpOhjKQQ/Wt/tefYulwbwR3oAdxut45Uu7Sz/gx6Q0j/ptQhu6v1z/PE1xUaHmPVVYPDOm6wAIAug+AOAB0gMynYO7jn2HTf2Eg/jgiAr1XaXdpd4vCE84agXlzj9snz3/FRsVJ6WfjQDwBAcAeAjpB5zH7uW4/aVWhzqneI2U8jAnCqXG63vi13akeR3Wup+/5yp9ob0a0maWiURWkxVg3sZdFTO8pVU796vsYpzdpQqA2XxCk5gl/ZAKAn428BAOgAiWFmjYq16uuiunZ5t6QPDtVoZgrLXtH1RZx/vtft7tQy31AW13AGfVexXVnFDlU62n8WPSnMrJExFqXFWpUWY9XIGKtSoywKMjeW0KVGWXTLh8We2/nVLl2zvkjvXdxH4VZTu8cAAOiaCO4A0EGmJgV7grskrc2xEdzRLZi3b/f3ENqtoSyusSiuLqgfqmrDhejNCLMYdQG9Ppw3BPWY4JMH7x8NDtO/9+XrlRyr59jXRXb9dHOxXp0SS9M8APRQBHcA6CBTk0P0xNcVntsbcmvkcrPFE9CZ3G63Dle5PGfPdxbZtaPYruw2lsWdiCEpJdLsFdDTY6wa2Mvcrv/PbxtoV76pl9YcsHmOrfrOpgVfluv+M+jKAICeiOAOAB3k7Pgg9bIaKrfXLbEtsLn0VaFdY/pQNAV0hEq7S1kldVuu7Wiy1N0XZXExwYbSYurOnDecQR8ebemQ5esmQ3pxUowueKdAO4sdnuOPbi/X8GiLrmDlDgD0OAR3AOggVpOh8/sGa3WTs2brcmsI7kA7NS2La3om3adlcfVnzxvOpCeGmmR04mqZCKtJS6b2VsaqAh21NS4NuH1LsU7rZdEZcbyPAEBPQnAHgA40LTnEK7ivz7Vp7uhefhwR0LUU2ZzaWezwCuhZJQ5V+agsLi3WUhfO6wP6kEjvsjh/GhBh0aKMWF323lHV1md3m1O6dn2hNlwar37h7FIBAD0FwR0AOlBmUrDX7U/za1VS41J0K0qqgJ6k1unWN6UOTzhvCOq+KIsLry+LG3nMUveu8P/h+IRgPTEhWrdvKfEcO1Lt0rXrC7Xm4j4KswT+9wAAaD+COwB0oOQIi0ZEW5RVUnedqtMtbTpco+8PCvXzyAD/cLvdOlTl8groO4vt+qbEofaeRG9aFpcWW7fM3Rdlcf42KzVcu0scenpHY9nltkK7bt9cor9PjunUJfwAAP8guANAB8tMClFWSeMv3GtzbAR39AgVdpd2lzg8Te4NYb2ktv3L3GODTUqr3xO9IaAP66CyuEAw/8xIfVPq0PsHGy+9eevbag3fbtE9Y2iaB4DujuAOAB1sanKw/rqzMbivz7XJ7XZzlgzdhtNVXxbXJJzvLLbrWx+VxQ2LtmpkjEXpTc6kd3ZZnL+ZTYYW1jfNN6zgkaQFX5ZreLSVDwMBoJsjuANAB/teQrDCLIanTOtwlUu7ih1Ki7X6eWRA2xXZnIo65lj/xYd9UhaXHG7WyBiL11L31CiLrKaeE9BbEhnU2DRfVNN47f9PPyzWwAgzO1YAQDdGcAeADhZsNjSxb7DXEtd1uTaCOwJaQ1nczvoz6Lvqr0U/XOU67ix6W0N7Q1lc04DeVcri/G1QL4tez4jV5e8flb0+u1c73Z6m+cQwmuYBoDvyW3BfuHChXn75ZR08eFCSNHz4cM2dO1cXXHCBJOl3v/udVqxYodzcXFmtVo0ePVr333+/zjnnHM9zzJgxQx999JHX8/7whz/U3//+9877RgCgFaYlHRPcc2z6xSi2hYP/NZTFNQ3nO4vs+qbUN2VxgyMtXluupcdaNSCia5fF+du5icF6/HvRuuOjxqb5Q1UuzVpfqNUXxSnUws8WALobvwX3fv366aGHHtLgwYPlcrm0ZMkSzZo1Sxs3blR6erpSU1P12GOPaeDAgaqurtazzz6rmTNn6osvvlB8fLzneWbNmqUHHnjAczskJMQf3w4AtGhqcoikUs/t/+TXqtzuUq9uWqSFwFRhdymruG7LtR1NzqT7qiwuPdbqOZOeHltXFsd2ZR3jhqHhyiq267ldlZ5jXxy1646PivXiJJrmAaC78VtwnzFjhtft3/zmN3rppZf02WefKT09XVdddZXX/b///e/1+uuv6+uvv1ZmZqbneFhYmBISEjplzABwqgb1smhwpFn/LXNKkuwu6cNDNZoxkEIp+F7TsrimS933lzvb/dxBJ8jhu69KVEIPK4sLBA+Pi1J2qUPrcms8x/65r1rDo63639Gs6AGA7iQgrnF3Op16++23VVlZqbPPPvu4+2tra/Xqq68qMjJSo0aN8rpv+fLlWr58ueLj4zV16lTdc8896tWLv6wABJ6pSSH6b1nj2bH1uQR3tF+hzamdxQ6vpe5ZxQ5VO31TFtd0y7W0GKuGRFlUemOJ1+MS2/1KOBUWk6GXJsdq2uoCfVPa2DT/8NYyDY226FLeXwCg2zBKSkra/zf7Kdq5c6emT58um82m8PBwLVy40HONuyS99957uummm1RVVaXExEQtWrRIZ555puf+V155Rf3791diYqJ2796thx56SCkpKXr77bdbfN3s7OwO+54AoDkfFZl0567Gy3n6Bru04iybOEmJ1qh1Sd9WGdpbZdLeSpOyK03aW2XoaG37l6KHmd0aHObSkHCXhoS5lRru0uBwlyID4uN9nMzBakNztoeo1NH4ZhJqcutvp9s0NMJvv+YBANogNTW1xfv9Gtxra2uVk5Oj0tJSrVy5Uq+++qpWr16tkSNHSpIqKyuVl5enwsJCvfrqq9q0aZPWrl2rxMQTf7b/xRdfKDMzUxs3btSYMWM681vxuezs7JP+xwMCAXO19aodbp32xiHZmqxW/vQH8RoaTbt8Z+gqc9Xtdiu30qldxfWN7sV27fJRWZzJkFJ61ZXFpdWfQU+jLC7gnMpc/fBwjX74/lGvOZIcbtaGS+MUH0rTPHyvq7ynAt1lrvr1s/SgoCClpKRIksaOHautW7fq2Wef1V//+ldJUnh4uFJSUpSSkqJx48bpjDPO0Guvvaa77777hM83duxYmc1m7du3r8sHdwDdT6jF0LmJwVrf5HrUtbk1BPcerKEsruE69IagXuqDsrjewSalxVqVFlPX6E5ZXPc2qW+w/jQ+Wr/6uPEyhpxKp67fUKSVF/ZRsJkPZgCgKwuoRXAul0u1tbWnfP/OnTvldDopqwMQsDKTQryC+/ocm25Pi/DjiNAZnC639pc76q5FbxLSv/VRWdyw6LqA3nAGPS3GqnjK4nqcHw8PV1aJXQuzGrs0Psmv1S8+KtZzE2maB4CuzG/Bff78+Zo+fbqSkpJUUVGhZcuWacuWLVq6dKnKysr01FNP6cILL1RCQoIKCwu1cOFCHTp0SJdffrkkaf/+/Vq6dKmmT5+u2NhY7dmzR/PmzdPpp5+u8ePH++vbAoAWTUsO1q8/bbz9UV6NqhwuzoJ2I03L4hrOoO/ugLK4hpA+ONIiq4lAhjoLzq5rmt94qPEDwjf/W62RMVbdMYryXgDoqvwW3PPy8nTLLbcoPz9fkZGRSktL07Jly5SZmamqqiplZWVp0aJFKioqUmxsrMaOHas1a9YoPT1dkmS1WrVp0yY9//zzqqysVFJSkqZPn657771XZjPXcgEITEMiLRoQYdaBirozrTVOacvhWk3vH3KSr0SgqXG69U1pY0DfVX8m/Ui1q93PHWEx6lrc669FH1n/Jzo4MD7gCf3FL7xuVz/5pJ9GgmNZTIZemRyrqasLtLessWn+wc/LlBpl0UUDaJoHgK7Ib8H9ueeea/a+sLAwLV68uMWvT05O1po1a3w9LADoUIZhaFpyiF7a3biUdV2ujeAewBrK4hqWuTcE9GwflcUNjmwI55YuUxYX9OqrXrcJ7oElOtikN6fGKnN1gacvwS3pJ5uK9X+X1HUeAAC6loC6xh0AeoLMpGDv4J5j8+No0FS53aWsYntdo3uRXTvqg7qvyuLSY+sDeqxV6TFWDYu2KtQSuAEdXdeQKKtemRyrmWsL1XCVRoXDravXFWrDpXHqE8LqRADoSgjuANDJJvYNltUk2etXVO8rd2pfmUMpbJrdaZqWxe1ostTd52Vx9QF9JGVx8IMpSSFacHaU7v6k1HPsQEVd0/yKC/ooiKZ5AOgy+C0RADpZL6tJ30sI1oeHm7TL59qUEkm7fEc4anNqZ5FDG3MtKsgr9n1ZXKxV6fVbrlEWh0DzkxF1TfMv76nyHPs4r1a/+rhET58bzYdJANBFENwBwA+mJnkH93U5Nv1kBMG9PWqcbu0psWtnscNzHfrOYrvyPGVxQZKqWnqKZvWy1pfFxTQudR8RHThlcUBzDMPQn8ZHa2+pQ5uPNG6puyi7SiNirGxHCQBdBMEdAPxganKIHvi8zHN785Fa2RxuhXC980m53W7lVDrrrkNvEtCzSx1q70l0k1HX/F8X0hu3XRsQYebMJLosq8nQq1Pqyur2N7kc5DeflWpolEXTkinHBIBAR3AHAD8YEW1RvzCTDlXVnQ2ucrj1cV6NpiTxC3RTDWVxO4scnj3RdxbbVeaDsrg+Iab6Fvf6NnfK4tCNxYaY9ebU3pq2ukBl9rr/f1xu6aaNRVp7SZyGRdM0DwCBjOAOAH5gGIYyk0L0enbj0u11uT03uDtdbu0rd3gH9CK7vqvwTVnc8Gir+luqNX5grNLrr0WPD6VVGz3LsGirXpocq6vWFcpV/9lXmb2uaX79JXGKpWkeAAIWwR0A/GRqsndwX59r0+8V5ccRdY66sji7Z1/0nUV27S6xy9b+jK7+EWaNjKkri0trUhZnMRnKzs5Wamqv9r8I0IVNSw7Rw+OidP+njU3z+8uduuGDIr11QR+KFQEgQBHcAcBPzu8bLLMhz3XZu0scOljhUP+I7vHW3LQsbmeTLdcay+JOXdOyuLTYumvSKYsDWudnI8O1u9ju9cHhliO1uvs/Jfrz92iaB4BA1D1+OwSALig62KSz44P0cV5j0/P63BrNHta13pobyuJ21l+LvqvY92VxDWfPR9afSacsDjh1hmHo8e9Fa2+Zw+v95+U9VRoRbdUtI2maB4BA07V+OwSAbmZqUojXL87rcmyaPSzcjyNqWVltXVmcp9Hdx2Vx6U3COWVxQMcJMht6PSNWGasKdKBJl8R9n5YqNcrSY/s2ACBQEdwBwI8yk4L18NbG25sO16jW6VaQ2b9h1eFya1+ZQ7uKHdpRfx36rmLflMUFm+vK4hq2XKsL65TFAZ2tT33T/PTVBapw1H345nRLN24s0vpL4pQaRdM8AAQKgjsA+NHpva2KDzUpv/6673K7W58W1Oq8xOBOG0NBtVO7iu3aUX8t+q5i35bFpcVYlR5Tfya9SVkcAP8bGWPV3ybH6Jp1RWpYN1NW29A0H09vBAAECII7APiRyTCU0S9Yb/632nNsXY6tQ4K7zeHWntKGs+eNS93zfVQWd+x16CNirIoK4pf+7qh840Z/DwE+dGH/UD10VqQe+LzMc+y/ZU7N3likf07rTdM8AAQAgjsA+Nm05BDv4J5bo/lnnfrzud1uHax0egf0Irv2lvmmLC41sq7FPS22bql7WqxV/cMpi+tJXGPG+HsI8LH/SY9QVolDS/Y2Ns1vPFSjX39aqkfHR/txZAAAieAOAH43pV+wDMmzTHVHkV2Hq5zqG3bya74byuIa9kTfVR/Sy+ztL4uLDzU1brkWUxfWKYsDuifDMPSXCdHaV+bQJ/mNhZkLsyo1ItqqHw8P3NJMAOgJCO4A4GexIWadGWfV5wV2z7H1uTZdl9r4i3JDWVzDlmsNy9wP+LAsLq3JWXTK4oCeJ9hsaFFGrKasKlBOZeN7y13/KdHgSIvO79d53RsAAG8EdwAIAFOTQryC+z/2Vqm01q2dRXUBfXeJXTU+KIsbUF8WVxfS665FT6EsDkC9uFCzlkztrQvfKVBl06b5Dwq14dJ4pUTyqyMA+APvvgAQAKYmh+iRbeWe25uP1GrzkdoWvqJlkVajviiucan7iBirIimLA3ASo2KtemFSjK7bUOQ5VlLfNP9/M+JomgcAPyC4A0AAGNvbqthgk4pq2tbwbjakIZGW+iXujVuuURaHjmR95RWv2/bZs/0xDHSgSwaG6oEzI/XbLxqb5r8pdeimTUX6x9TerNIBgE5GcAeAAGA2GbpoQIgWZ1c1+5j4UFN9OG9scx8WZVUIZXHoZGF33ul1u5Tg3i39clSEdhfbtXRf464X63Nr9JvPSrXgHJrmAaAzEdwBIEDcPzZS35Y7tLPIrkG9GrdcS68vi4ujLA5AJzIMQ0+dG6N95Q6vDo7ndlVqRIxVNwylaR4AOgvBHQACRL9ws965KM7fwwAAjxCLocUZvZWxqkC5VY0Nmb/6d4lSIi06L5GmeQDoDLSLAAAAoFkJYWYtzoxVqLnxshyHW7phQ5G+LXf4cWQA0HMQ3AEAANCiMX2C9PykGK9jRTUuXb2uUGW1bSvVBAA4TRpAAAAcX0lEQVS0HcEdAAAAJ/X9QaG6b2wvr2O7Sxz6yaYiOV1uP40KAHoGgjsAAABa5e7RvfTD00K9jr2fU6P5TbaNAwD4HsEdAAAArWIYhp45L0Zj+1i9jj+9o0KLsyv9NCoA6P4I7gAAAGi10Pqm+cRQ718jf/nvEv0nr8ZPowKA7o3gDgAAgDbpF27WG5m9FWJuPFbrkq7bUKTvaJoHAJ8juAMAAKDNzogL0jPneTfNH7W5dM36QlXYaZoHAF8iuAMAAOCUXJESprtGezfN7yp26JYPi+Vy0zQPAL5CcAcAAMApu29sL102MMTr2JoDNv1uK03zAOArBHcAAACcMpNh6LmJMTo91rtp/s9fVegf/63y06gAoHux+HsAAACga6n6y1/8PQQEmHCrSW9kxipjdYHyqxuvb7/jo2Kl9LJoXHyQH0cHAF0fwR0AALSJffZsfw8BASg5wqLFGb11yXsFqnHWHatxSrM2FGrDJXFKjuDXTgA4VSyVBwAAgE+Miw/S0+d6N83nV7t0zfoiVdI0DwCnjOAOAAAAn/nR4DD96vQIr2NfF9l122aa5gHgVBHcAQAA4FPzzojUxQO8m+ZXfmfTgi/L/TQiAOjaCO4AAADwKZNh6MVJMUqL8b6u/dHt5Vq+j6Z5AGgrgjsAAGgT07ZtXn+AE4mwmrRkam/1CfH+dfP2LcXaWlDrp1EBQNdEvScAAGiTXpMne90uLSnxz0AQ8AZEWLQoI1aXvXdUtfXddDandO36Qm24NF79ws3+HSAAdBEEdwAAAHSY8QnBemJCtG7f0vgBz5Fql65dX6g1F/dRmIUFoF3J10V2vbm3Sl/kBiv5UJH6hZnVL9ysfmFmJYXX/Xt8iElmk+HvoQLdCsEdAAAAHWpWarh2lzj09I4Kz7FthXbdvrlEf58cI8Mg5AWykhqXlu2r0qLsKm0rtNcfNUsl1Sd8vNmQ+oaZG0N9uKkx2NcfSwwzy0q4B1qN4A4AAIAON//MSH1T6tD7B22eY299W63h2y26Z0ykH0eGE3G53dp8uFaLsiu16rtq2Zyt/1qnW8qpdCqn0ikVnPgxhqSEUJP6hTcG+oYz9g3hvm+YWcFmwj0gEdwBAADQCcwmQwsnxeiCdwqUVeLwHF/wZbmGR1v1/UGhfhwdGhyscOiNvVVanF2lAxVtSOtt5FbdJRNHql3aetTe7OPiQkzHLcVvCPZJYWb1DTdxuQV6BII7AAAAOkVkUF3TfMaqAhXVuDzHf/phsQZGmDWmT5AfR9dz1TjdWnOgWouyq7Qht0buFh5rSJrSL1gTw8sUl5CgQ5XOuj9VTuXW/7O4pqVnaJsCm0sFNpe2FzYf7mOCjeOW4jcE+4Z/72Ul3KNrI7gDAACg0wzqZdHrGbH6/ntH5ajPd9VOt6dpPjGMpvnO8nWRXYu+qdTSfVUnDdsDIsyalRqma4aEaUCERdnZxUpNDT/hY6scLh2udCm3qjHUH6psDPaHKp0qsLlO+LWnorjGreIah3YWO5p9TKTVOP6MfdOgH2ZWVJBB3wICFsEdAAAAnercxGD9eUK07viosWn+UJVLs9YXavVFcQq1EJ46yomL5k4s2CxdNjBU16WGaWLfYJlaGWrDLCYNjjJpcFTzUaPG6dbhFoL9oSqnjlS5Wjz73xZldrfKShxel2kcK9xiHLcU/9hyvdhgE+EefkFwBwAAQKe7YWi4sortem5XpefYF0ftuuOjYr04iaZ5X2pr0dzo3lZdnxqmmSlhig7umCXmwWZDg3pZNKhX83HE7nIrr6pxGX5jsHd5wv3hKqecPkr3lQ63sksdyi5tPtwHm3V8sD/mDH5cqKnVH3IArUVwBwAAgF88PC5K2aUOrcut8Rz7575qjYix6len9/LjyLqHthTNRQcZ+tHgMF2XGqbTewdG14DVZCg5wqLkiOYji9PlVr7NdcIz9rlNrr+3+2hlfo1T2l/u1P7y5n+eVlPddnjHLsVvGu4TQtnrHm1DcAcAAIBfWEyGXpocq2mrC/RNk7Ocv/2iTEOjLLpkIE3zbdVQNPf6N1X64FDriuauSw3TxQNCFdIFL1Ewmwz1DavbOu7MuBM/xuV2q9DmajHY51Y627TlXUvsLulAhbPFD0vMhpQYWr8M/4TL8+u+J/a6RwOCOwAAAPwmKsikN6f2VsaqfJXUNsbMWz8s1nszLBoVa/Xj6LqOUymau3ZImPq3cDa7uzAZhuJCzYoLNWtMM49xu90qqXV7hfmcyuOvwa90+GZdvtMt5VY5lVvllApO3DVgSIoPbT7YJ4eblRhq7pIfuKDtuv//qQAAAAhoKZEWvTqlt674v8am+UqHW9esK9SGS+MUH0rT/Il0RtFcT2EYhmKCDcUEm5TezIdFbrdbZXb3Cc/YN2yLl1vlVGmtb8K9W1JetUt51S59qeb/+/YJMTXblJ8UblLfMLPC2Q6vyyO4AwAAwO/O7xesP42P1q8+bmyaz6l06voNRVp5YR8FmwmaUkPRXI0WZVcFTNFcT2EYhqKCDEUFmTQipvmVIBV2l6cxv255vssT6hsCfmGN77bDO2pz6ajNpa+Kmg/30UHGcWfsG5ryG/49Moj5EcgI7gAAoE1qb7zR30NAN/Xj4eHKKrFrYVZj0/wn+bX6xUfFem5iz26a7+pFcz1JhNWk1CiTUqOaD/fVDreOVDWG+dwmZ+wbzuLnV/su3JfUulVS69CuFva672U1Gs/WNwn2SU3+nb3u/YfgDgAA2qT6ySf9PQR0YwvOrmua33iosWn+zf9Wa2SMVXeM6llN8z2taK4nCbUYOi3SotMim49jtQ173R+zFL/p8vwj1S65fLQdXrndrT2lDu1pYTu8MEuTcB9m8jpj37BUvzd73XcIgjsAAAAChsVk6JXJscpcna//ljWeWX7w8zKlRll00YDu3zRP0RwkKchsaGAviwa2sNe9w+VWXrWr2evuc6ucOlzplI869VTlcGtvmUN7y1re675vWJOl+E3O4jcs1Y9nr/s289v/3QsXLtTLL7+sgwcPSpKGDx+uuXPn6oILLpAk/e53v9OKFSuUm5srq9Wq0aNH6/7779c555zjeY6amhrNmzdPy5cvl81m06RJk/T4448rKSnJL98TAAAA2i86uK5pfurqAk/Rl1vSTzYV6/8usWhkC9cXd1UUzeFUWEyGZzl7c1xutwqqXSfcAq/pFnm1Ptzr/ttyp75tYa97iyElHhPsk44p10sINcnCdngefgvu/fr100MPPaTBgwfL5XJpyZIlmjVrljZu3Kj09HSlpqbqscce08CBA1VdXa1nn31WM2fO1BdffKH4+HhJ0n333ac1a9bopZdeUkxMjO6//35dddVV2rRpk8xm2kcBAAC6qtQoq16ZHKuZawvlrD9bWOFw6+r6pvk+IV3/dz2K5tAZTIahhDCzEsLMGtvnxI9xu90qrHEdf8a+ablepVPVTt+cune468oncyqbn/QmQ0psYTu8fmF1e90H9ZDiSqOkpMRHCyfab9CgQXrwwQc1Z86c4+4rKyvTgAEDtHz5cmVmZqq0tFRDhgzRM888ox/96EeSpJycHI0aNUrLli1TZmZmZw/fp7Kzs5WamurvYQAnxVxFV8FcRVfBXPX24q4K3f1Jqdex7yUEacUFfbrsL+xtKZqLCTb0o5QwzQqwojnmac/jdrtV2rDXfZXzuKb8hmNl9s6Nl/GhpmaDfVK4WdWH9yttWNefqwFxIYzT6dTbb7+tyspKnX322cfdX1tbq1dffVWRkZEaNWqUJGnbtm2y2+3KyMjwPC45OVnDhg3TJ5980uWDOwAAAKSfjKhrmn95T5Xn2Md5tfrfj0v01LnRXaYE61SK5q4fGqaL+lM0h8BgGIaigw1FB5uU1sxe95JUVttkO7xjgn1O/b+X+Give0nKr3Ypv9rV7CUmD6SalTbMZy/nN34N7jt37tT06dNls9kUHh6uRYsWKS0tzXP/e++9p5tuuklVVVVKTEzUW2+95Vkmn5+fL7PZrN69e3s9Z1xcnPLz81t83ezsbN9/Mx2gq4wTYK6iq2Cu+sZZ48Z53f78s8/8NJLui7nq7Zbe0ldRwfqitHF5/OvZVerjKNG1Sc2XZAWCbyoMrcyz6L0Ci0odLQfwfsEuXZLg0KXxTiWGVEmOYh3c30kDPQXMUzTHJCm5/o/C6/80Ue2U8msN5dfU/6k1lFf/z/wak/JrDRXbffOBVXywu0vM1ZOtYPFrcE9NTdXmzZtVWlqqlStX6rbbbtPq1as1cuRISdLEiRO1efNmFRYW6tVXX9Xs2bO1du1aJSYmNvucbrf7pJ+8doVlPSw/QlfBXEVXwVztOPxcfYu5emL/HOhU5uoC7W9SePXkt0GaMKSvpiWH+HFkx+sJRXPMU3Q0m8OtI9XHF+o1XZafV+1qcfWKJCUEubvFXPVrcA8KClJKSookaezYsdq6daueffZZ/fWvf5UkhYeHKyUlRSkpKRo3bpzOOOMMvfbaa7r77rsVHx8vp9OpwsJC9enT2LJw9OhRTZgwwS/fDwAAADpGbIhZb07trWmrCzzX0Lrc0k0bi7T2kjgNi/Zv0zxFc4BvhVgMDepl0aAWtsOzu9w6UnVMsK9y6lBlY6FeXFDAVLq1S0Bc497A5XKptra2VfePGTNGVqtVH3zwga688kpJUm5urvbs2eO1ZRwAAAC6h2HRVr00OVZXrSuUq/538TJ7XdP8+kviFOuHpvnuUDQHdFVWk6H+ERb1j2g+1mZnl3fiiDqO34L7/PnzNX36dCUlJamiokLLli3Tli1btHTpUpWVlempp57ShRdeqISEBBUWFmrhwoU6dOiQLr/8cklSVFSUrr/+ej3wwAOKi4vzbAeXlpamyZMn++vbAgAAQAealhyih8dF6f5PG5vm95c7dcMHRXrrgj6ydsK+zxTNAehsfgvueXl5uuWWW5Sfn6/IyEilpaV5tnGrqqpSVlaWFi1apKKiIsXGxmrs2LFas2aN0tPTPc/xhz/8QWazWXPmzJHNZtOkSZP0/PPPs4c7AABAN/azkeHaXWzX69mNTfNbjtTq7v+U6M/f67im+a+L7Hr9m0r9c1+VimtaXn47IMKsWalhunZIWItnAwGgNfz2LvLcc881e19YWJgWL1580ucICQnRo48+qkcffdSXQwMAAEAAMwxDj38vWnvLHPo4r/Eyy5f3VGlEtFW3jIzw2Wv1hKI5AIGPj/8AAADQ5QSZDb2eEauMVQVe15bf92mpUqMsmpJ06k3zbS2aG9PbqusomgPQgQjuAAAA6JL61DfNT19doApH3dJ1p1u6cWOR1l8Sp9SotjXNn0rR3HVDwzUq1r+N9gC6P4I7AAAAuqyRMVb9bXKMrllX5CmJK6ttaJqPP+kZcIrmAHQFBHcAAAB0aRf2D9VDZ0Xqgc/LPMf+W+bU7I1F+ue03idsmm9r0dx1qWG6hqI5AH7COw8AAAC6vP9Jj1BWiUNL9jY2zW88VKNff1qqR8dHS2osmns9u0rbW100F66JfYMomgPgVwR3AAAAdHmGYegvE6K1r8yhT/Ibm+YXZlUqwmIop9JJ0RyALovgDgAAgG4huEnTfE5lY0J/4uuKFr+OojkAgY7gDgAA2sQ5erS/hwA0Kz7UrCVTe+vCdwpU6Wj+2vWmRXMXDwhVsJml8AACF8EdAAC0ScWmTf4eAtCiUbFWvTApRtdtKDruPormAHRFvFsBAACg27lkYKj+el607v1PqdySLh4QQtEcgC6L4A4AAIBu6brUcF07JIygDqDLoyoTAAAA3RahHUB3QHAHAAAAACCAEdwBAAAAAAhgXOMOAADaJOL8871u0zIPAEDHIrgDAIA2MW/f7u8hAADQo7BUHgAAAACAAEZwBwAAAAAggBHcAQAAAAAIYAR3AAAAAAACGMEdAAAAAIAARnAHAAAAACCAEdwBAAAAAAhgBHcAAAAAAAIYwR0AAAAAgABGcAcAAAAAIIAR3AEAAAAACGAEdwAAAAAAAphRUlLi9vcgAAAAAADAiXHGHQAAAACAAEZwBwAAAAAggBHcAQAAAAAIYAR3AAAAAAACGMEdAAAAAIAA1qOD+5///GdNmTJF/fv31+DBg3XVVVdp165dXo9xu91asGCBhg8frsTERM2YMUNZWVlej3nsscd0wQUXqF+/foqOjj7ha23atEnTp09XcnKyhg0bpgcffFAOh6PF8R05ckQ333yzxo0bp9jYWN12223HPSYrK0s33HCDRo8erejoaC1YsKBV3/vKlSv1wx/+UIMHD1Z0dLQ2b9583GP279+vWbNmafDgwerfv79mz56t/Pz8Vj0/fKunzlW73a4HH3xQEyZMUL9+/TRs2DDdfPPNOnjwoNfjXnnlFV1yySUaMGCAoqOj9d133530ueF7zNOW5+kdd9yhMWPGKDExUYMHD9Y111yjPXv2nPT54XvM1Zbn6owZMxQdHe3158c//vFJnx++x1xtfq5+9913x83Thj9PPfXUSV8DvsVcbfl91Re5qkcH9y1btuimm27S+++/r5UrV8pisejyyy9XcXGx5zFPPvmknnnmGf3xj3/Uhg0bFBcXpx/84AcqLy/3PKampkaXXHLJCSeAJO3YsUNXXnmlpkyZog8//FAvvfSS3n33Xc2fP7/F8dXU1Cg2NlZ33nmnzjrrrBM+prq6WgMGDNC8efM0cODAVn/vVVVVOvvss/X73//+hPdXVlbqBz/4gdxut1asWKH33ntPtbW1uvrqq+VyuVr9OvCNnjpXq6qqtH37ds2dO1ebNm3SG2+8odzcXM2cOdPrDbqqqkoZGRm69957W/W86BjM05bn6dixY/Xss8/qk08+0fLly+V2u3X55ZfLbre36nXgO8zVlueqJM2aNUt79uzx/HniiSda9RrwLeZq83M1OTnZa47u2bNHjz/+uAzD0GWXXdaq14HvMFebn6u+ylXs495ERUWFBgwYoMWLF+uiiy6S2+3W8OHD9ZOf/ERz586VVPcfNDU1VQ8//LDmzJnj9fUrVqzQjTfeqJKSEq/jv/3tb7V27Vqvs9rvvvuu5syZo+zsbPXq1eukY7vqqqsUGxur5557rtnHfO9739Nll12m++67r9Xfc2FhoQYPHqxVq1Zp4sSJnuMbNmzQFVdcof3793s+7SotLdWgQYP01ltvafLkya1+DfheT5yrDXbv3q3x48fro48+Ulpamtd9X375paZMmaLt27e36YMsdAzm6YnnaYMdO3bovPPO02effabU1NQ2vwZ8h7nqPVdnzJihkSNH6tFHH23z86FjMVdbfl+9/PLLZRiG3nrrrTY/P3yLudo4V32Vq3r0GfdjVVRUyOVyeX6g3333nfLy8pSRkeF5TGhoqCZMmKBPPvmk1c9bU1OjkJAQr2OhoaGy2Wzatm2bbwbvYzU1NTIMQ8HBwZ5jISEhMplM+vjjj/04Mkg9e642fCrb3PIpBA7mafPztLKyUosXL1ZycrIGDBjQmUPDCTBXj5+ry5cvV0pKisaPH6958+Z5nRGD/zBXm39f/fbbb7Vp0ybNnj27E0eF5jBXG+eqr3IVwb2Je++9V6NGjdLZZ58tScrLy5MkxcXFeT0uLi6uTdckZGZm6vPPP9ebb74ph8OhQ4cO6Y9//KPXawSacePGKSIiQg888IAqKytVWVmpefPmyel0BuyYe5KeOldra2s1b948XXjhhUpKSvL3cHASzNPj5+nf/vY3JSUlKSkpSevWrdPKlSu9/iKHfzBXvefqlVdeqYULF2rVqlW66667tHLlSl1//fV+HCkaMFeb//v/tddeU+/evXXxxRd38uhwIszVxrnqq1xFcK/361//Wv/5z3/0+uuvy2w2e91nGIbXbbfbfdyxlmRkZOjhhx/W3XffrYSEBJ111lmaPn26JHleq+EXuaSkJP3yl79s53fTaOnSpV7P/e9//7tVX9enTx+98sorWrt2reeMUGlpqUaPHn3czwedq6fOVYfDoVtuuUWlpaV69tlnffa66BjM0xPP0yuvvFIffvih3nnnHQ0ePFg33nijqqqqfDY+tB1z9fi5Onv2bGVmZiotLU1XXHGFXn75ZW3cuDFgzmb1VMzV5v/+dzgceuONN3TttdfKarX6bGw4NcxV77nqq1xl8dl30oXdd999+te//qVVq1Zp0KBBnuMJCQmSpPz8fCUnJ3uOHz169LhPi07m5z//uW6//XYdOXJE0dHROnDggB566CHPdbhNr9NozbUZrXXRRRd5FTD07du31V+bkZGhbdu2qbCwUGazWdHR0Ro6dCjXDvtRT52rDodDN910k3bt2qXVq1crNjbWZ68L32OeNj9Po6KiFBUVpcGDB2vcuHEaNGiQVq5cqauvvtpnY0TrMVdb9546duxYmc1m7du3T2PGjPHZGNF6zNWW5+q7776rI0eO6IYbbvDZuHBqmKsnnqu+yFU9Prjfc889+te//qXVq1dr6NChXvcNHDhQCQkJ+uCDD3TGGWdIkmw2mz7++GP99re/bfNrGYbh+Q+8bNkyJScna/To0ZKklJSUdn4nJ9arV692T9jevXtLqtt6oaCgQBdddJEvhoY26qlz1W6368c//rGysrK0evVqzxs/AhPztPXz1O12y+12q7a2tiOGipNgrrZ+ru7cuVNOp5P3Xz9hrp58rr722ms699xzNWTIkA4ZI1qHuXryudqeXNWjg/vcuXP1j3/8Q4sWLVJ0dLTnGoPw8HBFRETIMAzddtttevzxx5WamqohQ4boscceU3h4uGbOnOl5noMHD6q4uFgHDhyQJH311VeS6iZNRESEJOmpp55SZmamTCaTVq1apb/85S96+eWXT7o8ouG5ysrKZBiGvvrqKwUFBWn48OGS6q6j2L17t6S6yZ+fn6+vvvpKERERLU7a4uJiHTx4UKWlpZLq9haMiopSQkKCZ7ItWrRIQ4cOVVxcnD799FPde++9+tnPfkb7sR/01LnqcDh044036ssvv9SSJUtkGIbne4+MjFRoaKikumua8vLytHfvXknSnj17VFpaqv79+ysmJqaNP22cKuZp8/N03759WrlypSZPnqzevXvr0KFDeuKJJxQUFKQLLrjglH7eOHXM1ebn6v79+7V06VJNnz5dsbGx2rNnj+bNm6fTTz9d48ePP6WfN04dc7Xlv/8bvrf169fr+eefb9sPFz7FXG15rvoiV/Xo7eCaa6W85557PNX/brdbjzzyiF555RWVlJTozDPP1GOPPaaRI0d6Hn/bbbdpyZIlxz1P0y3WLr30Um3fvl21tbVKT0/XPffco2nTpp3SGPv376+vv/5aUl1DY8OnS02de+65euedd5p93sWLF+v2228/7njT733+/Pl64403VFxcrAEDBmjOnDm6/fbb23QdCnyjp87V5r5Gkp555hnNmjVLkrRgwQJPMUlzj0HHY54er2EO5uTk6M4779S2bdtUWlqq+Ph4TZgwQXfddddxZyXQ8Zirx2s6V2+55RZlZWWpsrJSSUlJmj59uu69914+CPUD5urxjv27/Q9/+INefPFF7d69+7i2cXQe5urxms5VX+SqHh3cAQAAAAAIdLTKAwAAAAAQwAjuAAAAAAAEMII7AAAAAAABjOAOAAAAAEAAI7gDAAAAABDACO4AAAAAAAQwgjsAAAAAAAGM4A4AAAAAQAAjuAMAAAAAEMD+H/xYSB7svsk2AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-02-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/961359174230773765\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-06-29\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1145115024114896896\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-02-02\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1224087317364854785\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-31\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1134578076661141504\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-08-11\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1028121465785405441\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-08-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1026872652290379776\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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PHz/e6Xj69Ol6/vnntWXLFnXv3l2JiYlO51euXKkuXbpo4MCBTuNBQUENHgsAANDSbDjsOtt+6mXyoXfdJUnq9NNxkQ8Fd0nqFhOgd8bG6/LV+TpSURfe3/i6QjV26ZnBMQogvANoBbyix91ms2nZsmUqKyvTRRdd1OB8SUmJMjMzddNNNzU4t2nTJnXp0kV9+/bVnXfeqaNHjzZHyQAAAM2qpW9M15jzogP0ztgEtQ+1OI1nfluhW9Yek9XGsnkALZ+pwT07O1vt27dXmzZt9Kc//Umvvvqq0tLSGjxu2bJlqqqq0nXXXec0PmLECC1cuFD//e9/NXv2bG3dulWXX365qqqqGrwGAACAryqrtmtrg/721hHcJalzlL/eGRev5HDn8L5if6V+s/aYqgjvAFo4o7Cw0LR/6axWqw4ePKiioiItX75cixcv1ooVK9StWzenxw0dOlTnnHOOXvqpT6sxhw8fVo8ePfTCCy/o8ssvb/RxOTk5TVE+AABAs/jkuJ/uyA6uPU4OtiuzX+Upn9fvwgudjj/bsqXJa2tORyoN/c/OIB2qdJ57ujTGpkfPr1KwpZEnAoCXS01NPel503rcpR83kktJSZEk9e7dW9u2bdP8+fP11FNP1T7miy++0Pbt2/XAAw+c8vXatm2rdu3a6Ztvvjnp4071P8Ub5OTk+ESd4Fr5Eq6Vb+A6+Q6uVfN5bWuRpNLa42Edw5Wamnzar+Pr1ytV0nspNl2+Ol/7imtqxzcdt2jadzH61/BYhQV4RSfoGeP7yndwrXxDS7lOXvUvm91ul9XqvAxs8eLF6tixo4YMGXLK5xcUFOjw4cNsVgcAAFqUrMMu/e2taJm8q3ZhFq0YG6/zo53nn9YfrtLV7xWopP7W+wDQQpgW3B988EF9/PHH+v7775Wdna2ZM2dqw4YNuvrqq2sfU15erjfffFM33nijDMN5x9DS0lJNmzZNn376qb7//ntlZWVp4sSJSkhI0IQJE5r7ywEAAPCI0mq7tuVXO421lo3pGpMUatHbY+LVLcY5vH+ca9VV7xao2Ep4B9CymLZUPjc3V5MmTVJeXp4iIyOVlpampUuXavjw4bWPyczMVFlZmTIyMho832Kx6KuvvtLrr7+uoqIiJSYmatCgQXrxxRcVERHRnF8KAACAx2zOs6r+3mtdIv3VNpRm7oQQi1aMidcVawr0xbG6DzY251n1qzX5WjYqXtFBXrW4FADOmGnBfcGCBad8zA033KAbbrjhhOdCQkKUmZnZ1GUBAAB4Fddl8oPaBppUifeJDbZo+Zh4/frdfKdVCVvzq/XLNfl6a1ScYtmxDkALwMeQAAAAXmyD6/3bW3F/+4lEB/nprdHxuijB+QONzwuq9YvV+TpaYTOpMgBoOgR3AAAAL1VSbdd2l/72AQT3BqIC/bRsdJz6JzqH9+zjNfrF6nzllhPeAfg2gjsAAICX+iTXub/9vCh/JdHffkIRAX56c2ScBrts3Le7sEbjV+XrhzLCOwDfRXAHAADwUtwG7vSEBfjp3yPiNLy98/+nfcU1Gr/qqA6U1jTyTADwbgR3AAAAL+Xa387GdKcW4m9oybA4jU4Odhr/tsSm8avy9V0J4R2A7zFtV3kAAAA0rshq146Cs+tvL583T5KUl5urNomJTVabtwv2N/TK0Fjduu6YVuyvrB3fX2rThFX5Wj4mXimR/BoMwHfwLxYAAIAX+iTXKnu9/vbzo/3VJuT0+turb75ZkpSfk6OY1NQmrM77BVoMvTg0VpPWH9db31XUjh8ss2ncyqNaPiZe50UHmFghALiPpfIAAABeiNvAnb0AP0OLLovRNSkhTuNHKuyasDpfu45XN/JMAPAuBHcAAAAv5Lox3aC2BPcz4e9naMGgGF3fJdRpPK/Crgmr8vXlMcI7AO9HcAcAAPAyhVV2feESKF3vUQ73WfwMPTUwWjef5xzeC6rs+sWqo9qRbzWpMgBwD8EdAADAy2zKrXLqb78g2l8Jp9nfDmd+hqHH+kfr9xeEOY0XWh26fE2+PjtKeAfgvQjuAAAAXmbDEecQOfAMl8n77dghvx07FLprl/x27GiK0nyaYRh69OIo/W9auNN4sdWhX63J1ye5VY08EwDMxa7yAAAAXsa1v/1MN6aLGDJEktTtp+OiwsKzqKplMAxDsy+MVKCf9NiXpbXjJdUOXflugf49Mo6NAAF4HWbcAQAAvEhhlb3BhmkDk+hvb0qGYeiBvpH6S3qE03hZjUNXv1ugdT9UNvJMADAHwR0AAMCLbDxSpXrt7eoW46+4YPrbm5phGLq/d6Sm9Yl0Gq+wOXTt+wV6/yDhHYD3ILgDAAB4Edf7tw9i2bZH3dMrQrP6OYf3Kpt0/QcFWrW/wqSqAMAZwR0AAMCLNNXGdHDfnT0i9PBFUU5jVrv0mw+Pafl3hHcA5iO4AwAAeInjVXbtrNffbujMN6bD6ZmcFq5/Xuoc3msc0i3rjinzm3KTqgKAHxHcAQAAvIRrf3tabIBigvh1rbn89vxwPTEgWka9MZtD+t1Hx/X6PsI7APPwkwAAAMBLNLwNHLvJN7cbzwvT/EEx8quX3u0OaXLWcb2yt8y8wgC0agR3AAAAL8HGdN7hui6henZwjCz1wrtD0h0bC/XibsI7gOZHcAcAAPACBZU2ZR+vqT02JA0guJvmqpRQvTAkVv6G8/ifNhXqma9KzSkKQKtFcAcAAPACG112k+8RG6Bo+ttN9ctOIXp5WKwCXC7DXzcX6cmdJeYUBaBV4qcBAACAF8hyWSY/sC397d5gXMcQLRkWpyCL8/j0LcWa+wXhHUDzILgDAAB4gY2H6W/3VqOSg/X68DiFWJzXzc/aWqz/214sh8PRyDMBoGkQ3AEAAEyWX2nTV4XO/e2XJhLcvcnQ9sF6Y2Scwlya3v9vR4lmbyO8A/Asf7MLAAAAaO1c+9t7xjVNf7v1ppskSUVFRYqKijrr12vtBrUN0tJRcbrmvQKVVNcF9X9+Uaoqm/S3CyNlGMZJXgEAzgzBHQAAwGQbPLRMvuLxxyVJ3+fkKDU1tUles7W7NDFImaPideV7+Sq21oX3p7JLZbU79MjFUYR3AE2OpfIAAAAmY2M633Jhm0D9d3S8ogOdA/qzu8r0501FsrNsHkATI7gDAACY6GiFTbvr9bf7GfS3+4Le8YFaPiZecS4tDS/sKdOdGwtlsxPeATQdgjsAAICJNrjMtveKC1BUIL+i+YKecYF6e2y8EoKdr9erOeWavOG4agjvAJoIPxUAAABMtMFlYzpuA+dbusUE6J2x8UoKcf61+o2vK3TbR8dVTXgH0AQI7gAAACbKctmYbiDB3eecFx2gd8YmqH2oxWl82bcVunXdMVlthHcAZ4fgDgAAYJLccpv2FtX1t1sM6ZLEptuYLio6WlHR0ep34YWKio5ustdFQ52j/PXOuHglhzuH97e/r9SNa4+pivAO4CwQ3AEAAEyy0aW/PT0uQJH0t/usThH+emdsvDpFOIf31QcqlfFBgSpqCO8Azgw/GQAAAEzS4DZwLJP3eR3D/bVybIK6RPo7jb9/qEoT3y9QeY3dpMoA+DKCOwAAgEkabEzXluDeErQLs2jF2Hh1jXIO7+sPV+nq9wpUWk14B3B6CO4AAAAmOFxuU45Lf/vFTdjfDnMlhf4Y3rvFOIf3jUesuurdAhVbCe8A3EdwBwAAMIFrf3uf+ABFBPCrWUuSEGLRijHx6hkb4DT+SZ5Vv1qTr8IqwjsA9/DTAQAAwATcBq51iA22aPmYePWJdw7vW/Or9cs1+TpWaTOpMgC+hOAOAABggg0uM+70t7dc0UF+emt0vC5KcG6F+LygWr9Yna98wjuAUyC4AwAANLMfymz6urgurPkb0kVt6G9vyaIC/bRsdJwuddnHIPt4jSasylduOeEdQOMI7gAAAM3Mdba9b0Kgwulvb/EiAvy0dGScBrusrthdWKMJq/P1QxnhHcCJ8RMCAACgmbkG94FJzLa3FmEBfvr3iDgNa+cc3nOKajR+1VEdqTRMqgyANyO4AwAANDM2pmvdQvwN/Wt4nEZ3cL7u35bYdNuXQTpYWtPIMwG0VgR3AACAZnSwtEbfltQtiQ7wo7+9NQr2N/TKsDhN6BjsNP5DlZ/u3FhoUlUAvJVpwX3RokXq37+/kpOTlZycrJEjR2rNmjW156Ojo0/455577ql9jMPh0MMPP6zzzz9fSUlJGj9+vHbt2mXGlwMAAOCWDUesTsd94wMVRn97qxRoMfTi0Fhd0SnEafzDH6q0/oeqRp4FoDUy7adEu3btNHPmTK1fv15r167V4MGDlZGRoZ07d0qS9uzZ4/Tn9ddflyRdccUVta/x+OOP6+mnn9YjjzyiDz/8UAkJCfrVr36lkpISU74mAACAU2nQ3+7B28DZevWSrVcvlZ1/vmy9ennsfXDmAvwMPXdZjPq77DY/a2uRHA6HSVUB8DamBffx48dr5MiRSklJUZcuXTR9+nSFh4dry5YtkqTExESnPytXrlSXLl00cOBAST/Oti9YsEB33XWXfvnLX6pbt25asGCBSktLtXTpUrO+LAAAgJNy7W8f5MGN6UrXr1fp+vXa9corKl2/3mPvg7Pj72do1oVRTmNb86v1zv5KkyoC4G28Yl2WzWbTsmXLVFZWposuuqjB+ZKSEmVmZuqmm26qHfv++++Vm5urYcOG1Y6FhISof//+2rx5c7PUDQAAcDr2l9bo+9K6/vZAP+lC+tshqV9CYIN+99nbimWzM+sOQPI3882zs7M1atQoVVZWKiwsTK+++qrS0tIaPG7ZsmWqqqrSddddVzuWm5srSUpISHB6bEJCgg4fPnzS983JyWmC6j3PV+oE18qXcK18A9fJd3CtTs+KXIukuqXxaeE2Hfr262Z5b66V9/tNvKGV+4Nl14+3hNtdWKMnPv5WExK5v7u34vvKN/jCdUpNTT3peVODe2pqqrKyslRUVKTly5dr8uTJWrFihbp16+b0uMWLF2v8+PGKj49v8BqG4XyvS4fD0WDsRO/r7XJycnyiTnCtfAnXyjdwnXwH1+r05Rw5Lqm89nhkSrRSUyM9/75cK5+QKmnswe/1Tl7dr+gvHA7VHy5NVJCF+7t7G76vfENLuU6mLpUPDAxUSkqKevfurRkzZqhHjx6aP3++02O++OILbd++3WmZvPRjD7wk5eXlOY3n5+c3mIUHAADwBg02puP+7XAxqWO1Auv9hn6g1KYX95SZVxAAr+AVPe4/s9vtslqdb5GyePFidezYUUOGDHEaP+ecc5SYmKi1a9fWjlVWVmrTpk26+OKLm6NcAAAAt31fUqP9rv3tCfS3w1m7YIdu6RrmNPaPz0tUWm03qSIA3sC0pfIPPvigRo0apfbt29fuBL9hwwa98cYbtY8pLy/Xm2++qTvvvLPB8nfDMDR58mT985//VGpqqrp06aJ//OMfCgsL01VXXdXcXw4AAMBJuc62X9gmUCH+nl3+HH7ZZZKkC6qqFBwUxM7yPuKeXhF6NadcZTU/bkyXX2nXguxS3Zvu+bYKAN7JtOCem5urSZMmKS8vT5GRkUpLS9PSpUs1fPjw2sdkZmaqrKxMGRkZJ3yNP/7xj6qoqNC9996rwsJC9e3bV5mZmYqIiGiuLwMAAMAtrreBa45l8pbPP5ckhZ3icfAuCSEW/SEtXHM+L6kde3JnqX57fphigy0mVgbALKYF9wULFpzyMTfccINuuOGGRs8bhqEpU6ZoypQpTVkaAABAk3I4HNpwxLkdcFBb+tvRuNu7h+u53aU6XvXjrHtxtUOPfVmqv7nc7x1A6+BVPe4AAAAt0felNh0sq+tvD7JI/eLpb0fjogL9dHdP51Wkz+4q1aEybg0HtEYEdwAAAA9zXSZ/UUKggj3c3w7f97vzw9UutO7X9Sqb9OiOYhMrAmAWgjsAAICHNbgNHMvk4YYQf0N/ddmQ7tWccu0rqjapIgBmIbgDAAB4kMPh0IbDLv3t3L8dbspIDVWXyLptqWwO6aFtJSd5BoCWiOAOAADgQd+V2HSovK4vOdgi9eX+7XCTv5+hqX2ce93f+q5CO/KtjTwDQEtEcAcAAPCgLJdl8he1CVKQhf52uO+XnULUM6QYnpgAACAASURBVDbAaWz2NnrdgdaE4A4AAOBBG1w2phuUxGw7To+fYWhGP+de9/cPVTXYOwFAy0VwBwAA8BCHw9Fgxp2N6XAmhrUL0gCXD31mfVYsh8NhUkUAmhPBHQAAwEO+KbbpcLm99jjEYqgv92/HGTAMQzP6Os+6f3rUqlUHKk2qCEBzIrgDAAB4iOts+8WJgQqkvx1n6KI2QRqbHOw0NntrsWx2Zt2Blo7gDgAA4CGuPcjcBg5na3rfSNX/6Oerwhot/bbCtHoANA+COwAAgAf8eP92l/52NqbDWeoWE6BrOoc4jf19W7GsNmbdgZaM4A4AAOAB+4prdKSirr891N9Qn2a+f3tRYaGKCgv12ZYtKiosbNb3hudM6R2pgHq/xX9fatPivWXmFQTA4wjuAAAAHrDhsNXp+JI2gQrwo78dZ69ThL9uPi/MaWzO5yUqq7Y38gwAvu60g/snn3yiRx99VPfee6/27dsnSSorK9PWrVtVXFzc5AUCAAD4Im4DB0+6p1eEQv3rPgjKq7Br4VfMugMtldvB3Wq16oYbbtC4ceP08MMP6/nnn9ehQ4ckSRaLRVdddZWeffZZjxUKAADgKxwOBxvTwaMSQy2a3M151v3xnSU6XsWsO9ASuR3cH374Ya1Zs0Zz5szRli1b5HDUbYARHBysK664QqtWrfJIkQAAAL5kb1GN8ur1t4f5G0qPDzCxIrREd3SPUHRg3ax7sdWheV+UmFgRAE9xO7i/+eabuvnmm/Xb3/5WsbGxDc6npqbqu+++a8raAAAAfJLrbPulifS3o+lFB/npTz0jnMae2VWqw+U2kyoC4Cn+7j7w6NGj6tGjR6Png4KCVFZGXw0AAECWy8Z0A01aJh/yxz9Kks4pKlJIVJQqHn/clDrgOb+/IEwLsktr72BQaZPm7CjR3P7RJlcGoCm5PeOemJh40hn1rVu36pxzzmmKmgAAAHzWCfvbTdqYLnDxYgUuXqyE//xHgYsXm1IDPCvU309/TY90Gnt5b5m+Ka4xqSIAnuB2cL/88sv14osv1u4kL0mG8eOSr1WrVunNN9/Ur3/966avEAAAwIfsKapRfmVdf3tEgKFecfS3w3NuOC9UKRGW2uMah/T37dztCWhJ3A7uf/3rX5WcnKzLLrtMv/vd72QYhubOnasRI0YoIyND6enp+uNPy7EAAABaq6zDDfvb/elvhwcF+Bm6v4/zrPvSbyr0RYG1kWcA8DVuB/eIiAi9++67uvvuu3X06FEFBwfrk08+UVlZmaZMmaK3335bwcHBnqwVAADA67kukzervx2ty6/PDVH3WOeVHbO3MesOtBRub04n/Xjbtz//+c/685//7Kl6AAAAfJbd4dAGL9mYDq2Ln2HogT6Ruub9gtqxdw9W6eMjVerP30HA57k9415WVqYDBw40ev7AgQMqLy9vkqIAAAB80e7CGhVU1fW3RwYY6kl/O5rJyA5BujQx0Gls1tZiORwOkyoC0FTcDu7333+/rr/++kbPZ2RkaPr06U1SFAAAgC+ivx1mMgxDD/R17nX/JM+qdw9WNfIMAL7C7eC+du1aTZgwodHzEyZM0AcffNAkRQEAAPiiBv3tJt0GDq3XpYlBGt3B+e/drK1FsjPrDvg0t4N7bm6ukpKSGj2fmJioI0eONElRAAAAvsZ+ovu301sME0zvG6X66zyyj9do2TcVptUD4Oy5Hdzj4+O1a9euRs/v2rVLUVFRTVIUAACAr/nqeI2OV9XNakYGGuoRS387ml/32ABdlRLiNPb37cWqtjPrDvgqt4P7yJEjtXjxYm3evLnBuS1btmjx4sUaOXJkkxYHAADgK1xn2/snBslCfztMcn/vSPnX++v3bYlNr+xlI2nAV7l9O7gpU6bovffe07hx4zRixAh169ZNhmEoOztb77//vhITEzV16lRP1goAAOC1XDemG5gU2MgjAc87N9JfN3UN0/O7y2rHHt1RrIldQhTq7/bcHQAv4fZ3bWJiotauXatrrrlGmzZt0rx58/TYY49p06ZNuvbaa7V27Vq1bdvWk7UCAAB4JbvDoY2u/e1sTAeT3dsrQiGWumn3IxV2PftV2UmeAcBbuT3jLklt2rTRggUL5HA4lJ+fL4fDoYSEBBkGy8AAAEDrtfNYtQqtdf3DUYGGusfQ3w5zJYVadFu3MM37srR27LEvS3Rz1zBFBzHrDviS0wruPzMMQwkJCU1dCwAAgE/acMTqdDwgyTv620vWrZMkHdi/X8kdO5pbDExxV48IvbinTEU/fbBUZHXoiZ0leqAvm0oDvqTR4P7aa69JkiZOnCjDMGqPT+W6665rmsoAAAB8RMP+du9YJm9PT5cklYeFyZ6aanI1MEN0kJ/+2CNCs7YW144t/KpMky4IV1KoxcTKAJyORoP7H/7wBxmGoSuvvFKBgYH6wx/+cMoXMwyD4A4AAFoVm92hj3Ppb4f3uu2CMD3zValyK+ySpPIah/7xeYn+cWm0yZUBcFejwf3zzz+XJAUGBjodAwAAoM6Xx6prlyFLUkyQobSYM+pGBDwiLMBP9/aK0D2fFNWOvbSnTLd3D1enCP6uAr6g0e/UjvX6oOx2uwzDUHh4uGJiYpqlMAAAAF/gev/2AYlB8mPjXniZG88L05M7S/V9qU2SVOOQ/r69WM8OjjW5MgDucGs7SZvNpt69e2vJkiWergcAAMCnuG5MN5Bl8vBCgRZDU/tEOo29+XWFso9Vm1QRgNPhVnAPCAhQUlISt30DAACo50T97d6yMZ0kBbz0kgJeeknxmZkKeOklc4uB6a5KCVG3em0cDkl/21bc+BMAeA23b+B444036l//+pcqKys9WQ8AAIDP+PJYtYrr9bfHBvk5BSOzhd51l0LvukudHn5YoXfdZXY5MJmfYWi6y6z76gOV+sTlwycA3sftnyznnnuuHA6HLrzwQl133XXq1KmTQkJCGjzuV7/6VZMWCAAA4K1cbwM3ICmQ/nZ4tTHJwbq4TaA259W1eMzaWqx3xsazuhbwYm4H90mTJtX+95w5c074GMMwCO4AAKDVcN2YbpAXLZMHTsQwDD3QN1LjV+XXjn2ca9UHh6o0okOwiZUBOBm3g/vbb7/tyToAAAB8So3doY9z2ZgOvmdAUpBGtg/Se4fqPniaubVYw9pzRwTAW7kd3AcOHOjJOgAAAHzKFwXVKqmu62+PC/LTBdHe098OnMy0vpF679DR2uMvj1XrP99W6NcpoSZWBaAxbm9OV9/OnTu1atUqrVq1Sjt37pTD4Tj1k1wsWrRI/fv3V3JyspKTkzVy5EitWbPG6TH79u3TDTfcoI4dO6pt27YaPHiw9uzZU3t+/Pjxio6Odvpz6623nsmXBAAAcFqyXJbJD2wbSI8wfEavuED9+lzn/aoe2l6savvp/14PwPNO62PhZcuWacaMGfrhhx8kSQ6HQ4ZhqF27dpoxY4auvvpqt1+rXbt2mjlzpjp37iy73a7XXntNGRkZWrdunbp3767vvvtOo0eP1sSJE7V8+XJFR0dr7969CgsLc3qdjIwMPfDAA7XHwcH05gAAAM/bcJj+dvi2qb0j9d/vKmT7Kat/XWzTkpxy3dw17ORPBNDs3A7uS5Ys0e23367U1FTNnDlTXbp0kcPh0Ndff62XX35Zt912m6xWqzIyMtx6vfHjxzsdT58+Xc8//7y2bNmi7t27a/bs2Ro2bJgeeuih2sd06tSpweuEhoYqMTHR3S8DAADgrNXYHdpEfzt8XOcof/0mNVQv7S2vHXtkR7Gu7RyqEH9WjwDexO2l8nPnzlXfvn310Ucf6Y477tDYsWM1btw43XHHHcrKylJ6errmzp17RkXYbDYtW7ZMZWVluuiii2S327V69Wp17dpVV155pTp37qyhQ4cqMzOzwXOXLVumlJQUXXLJJZo2bZpKSkrOqAYAAAB37SioVmlN3ZLihGA/dY2ivx2+5y/pkQq21B0fLrdr0a5S8woCcEJGYWGhW40sSUlJmjlzpm677bYTnn/mmWf04IMP6vDhw26/eXZ2tkaNGqXKykqFhYVp0aJFGj16tHJzc9W1a1eFhobq/vvv1+DBg/XRRx9pxowZWrJkicaMGSNJeumll5ScnKykpCTt3r1bM2fOVEpKiv7zn/+c9H1zcnLcrhEAAMDV4oP+euq7wNrjEfE1evh860meYY5+F17odPzZli0mVQJv9sS3AXrlUEDtcZS/Q//pV6FwPosCmk1qaupJz7v97Xj++eefNJT/8MMP6tq1q/uV6cfisrKyVFRUpOXLl2vy5MlasWKFYmJiJEnjxo3T7bffLknq2bOnduzYoeeee642uN988821r5WWlqZOnTpp+PDh2rFjh9LT00/6vt4uJyfHJ+oE18qXcK18A9fJd7Tma7Xr23xJdT3uY1PjlJoabl5Bbmqt18uXmPF9NTPZpv8uzVXxT3dJKKox9E5Foqb1iWzWOnxNa/430Je0lOvk9lL5WbNmafHixXrrrbcanFu2bJlefvll/e1vfzutNw8MDFRKSop69+6tGTNmqEePHpo/f77i4uLk7+/f4IOA8847TwcPHmz09Xr37i2LxaJvvvnmtOoAAABwV7XdoU9c+tvZmA6+LDbYoju6O3/wtCC7VHkVNpMqAuDK7Rn3J598UnFxcfrtb3+r++67T+eee64Mw9A333yjo0ePqnPnznriiSf0xBNP1D7HMAy98cYbbhdjt9tltVoVGBioPn36NFjSvm/fPiUnJzf6/OzsbNlsNjarAwAAHrM936qyev3tiSF+SqW/HT5uclq4nt1VpqOVdklSWY1D//i8RI9eEm1yZQCk0wjuu3fvlmEY6tChgyTV3hIuKChIHTp0UFVVldM91iWd9F6mDz74oEaNGqX27durtLRUS5cu1YYNG2qD/p133qlbbrlF/fv31+DBg5WVlaXMzEwtWbJEkvTtt9/qjTfe0KhRoxQbG6s9e/Zo2rRp6tmzpy655JLT+78AAADgpg1HXHaTTwri/u3weeEBfrqnV4T+urmoduzFPWX637RwnRPBB1OA2dz+Lvzyyy+b9I1zc3M1adIk5eXlKTIyUmlpaVq6dKmGDx8uSZowYYLmzZunuXPn6r777lNKSooWLlyo0aNHS5ICAgK0fv16LVy4UGVlZWrfvr1GjRql++67TxaL5WRvDQAAcMayXO7fPtCLl8mXz5snScrLzVUbViTiFG7uGqans0u1v/THJfLVdunh7cVaODjW5MoAmPbx2YIFC075mIyMjEbvC9+hQwetXLmyqcsCAABolNXm0OY8l/72toGNPNp81T9t5Jufk6OYFrA5EzwryGJoSu9ITc46Xjv2768rdGePanWLCTjJMwF4mtub0wEAALR22/OtKq/X354U4qfOkSwjRstxTUqILoiu+zvtkDR7W7F5BQGQRHAHAABwW5Zrf3tb+tvRslj8jAa3gVu5v1JbXFaaAGheBHcAAAA3bTji3N/ObeDQEo3rGKwLE5yXxs/cWiSHw9HIMwB4GsEdAADADVU2hzbnNtxRHmhpDMPQ9L5RTmMbjli19oeqRp4BwNMI7gAAAG7Ylm9Vha1uxrFdqJ9SIr37TjZ+O3bIb8cOhe7aJb8dO8wuBz5kcNsgDWvn/MHUrK3FzLoDJjnt3VQqKiq0fft2HT16VAMGDFB8fLwn6gIAAPAqJ7oNnLf3t0cMGSJJ6vbTcVFhoWm1wPc80DdSH/5wtPZ4R0G1ln9fqV92CjGxKqB1Oq0Z94ULF6pr166aMGGCbrnlFmVnZ0uSCgoK1LFjR7388sseKRIAAMBsG06wMR3QkqXHB+oKl5A+e1uxauzMugPNze3gvmTJEk2ZMkUjRozQk08+6bRMJi4uTkOHDtVbb73lkSIBAADMVGVz6NM8NqZD6zO1T4Qs9RaW5BTV6F/7ys0rCGil3A7uTz/9tEaPHq0XXnhBY8eObXA+PT1de/bsadLiAAAAvMFnR62qtNUddwizqFOEd/e3A00hNSpA13cJdRp7ZHuJKmuYdQeak9vB/euvv9bo0aMbPR8XF6eCgoImKQoAAMCbuN4GbkBSoNf3twNN5a/pEQqq9znVoXKbnttdal5BQCvkdnCPiIhQUVFRo+e//vprNqoDAAAt0ok2pgNaiw7h/vrd+eFOY3O/KFWx1W5SRUDr43ZwHzx4sJYsWaKqqob3bzx06JAWL16sESNGNGlxAAAAZquscWjLUeeN6QaxMR1ambt7hisioG6VybEqu57KZtYdaC5uB/dp06YpPz9fQ4YM0aJFi2QYht577z09+OCDGjBggAICAvSXv/zFk7UCAAA0uy1Hrapy6W8/J5z+drQuccEW3d7dedZ9/s5S5dff/AGAx7gd3FNSUrR69WolJSXpkUcekcPh0NNPP63HH39cvXr10urVq9W+fXtP1goAANDsXPvbB7X1/vu3A57wh7RwxQfXxYfSGof++XmJiRUBrYf/6Ty4a9eueuutt1RYWKhvvvlGdrtdnTp1orcdAAC0WA372wNNqgQwV0SAn+7uGaH7P63b9+r53WWanBaujuGnFSsAnCa3Z9zri46OVp8+fdSvXz/FxcWprKysqesCAAAwXUWNQ5+59LezMR1as1u7hqlDWF2riNUuPbKDWXfA09wO7suXL9eMGTOcxubNm6d27dopOTlZ1113ncrLy5u8QAAAALNsOWpV/Y2zO4ZbdE4EM4tovYL9Dd3XO8Jp7LV95dpdWG1SRUDr4HZwf/rpp3X06NHa4+3bt2vWrFnq27evbr75Zr3//vt6/PHHPVIkAACAGVyXybObPCBN7ByqrlF1H2DZHdJD24pNrAho+dwO7vv27VPPnj1rj5cuXarY2FgtW7ZMc+fO1S233KLMzEyPFAkAAGAG143pWCYPSP5+hqb2iXQae/v7Sm1zaSsB0HTcXutVXl6u0NDQ2uMPP/xQw4cPV1DQjz/AevTooVdffbXpKwQAADBBeY39BP3tvrUxnfWmmyRJRUVFioqKMrkatCS/OCdYfeIDtC2/bon8zK3F+u8YNq0GPMHtGff27dtr+/btkqSvv/5au3fv1rBhw2rPHzt2TMHBwU1fIQAAgAm25FlVXa+/vVOERck+tnN2xeOPq+Lxx/X91KmqoKURTcgwDM3o6zzrvv5wldb/UGlSRUDL5vZPn2uvvVYPP/ywDh8+rN27dys6OlpjxoypPb9t2zZ16dLFI0UCAAA0t6zD7CYPnMxl7YJ1Wdsgra+3F8TMrcX6oG2QDMMwsTKg5XF7xv3uu+/W3XffrR9++EHt27fXK6+8Urvk6vjx4/r44481duxYjxUKAADQnFz729mYDmjoAZdZ92351Xr7e2bdgabm9oy7xWLRtGnTNG3atAbnYmJilJOT06SFAQAAmKWs2q6t+cy4A6fSNyFQvzgn2CmsP7StWOM6Bsvfj1l3oKm4PeNeX1FRkbKzs5Wdna2ioqKmrgkAAMBUn7r0t6dEWNQ+zGJeQYAXm9YnUvUz+p6iGr3+dbl5BQEt0GkF923btmns2LFKSUnRoEGDNGjQIKWkpGjcuHHatm2bp2oEAABoVg1uA8cyeaBRXaMDdF2XUKex/9teoiqbw6SKgJbH7aXyW7du1fjx4xUQEKAbb7xRXbt2lcPh0N69e7V06VKNHz9e77zzjvr06ePJegEAADzOdWO6QT66TD4qOlqS1O+n46LCQvOKQYt2X3qE3vy6XNafVqocLLPphd1lmpwWbm5hQAvhdnCfPXu2EhIS9O6776pt27ZO5/7yl79o1KhRmj17tjIzM5u8SAAAgOZSWm3XNpf+9gE+GtyB5pIc7q9bzw/Twq/Kasf+8XmJbjgvVBEBZ9SdC6Aet7+LPvvsM916660NQrsktW3bVrfeequ2bNnSpMUBAAA0t815VtXUW+HbOdKidvS3A6f0554RCveva3YvqLJrfnapiRUBLYfbwd3hcMhiafyHlp+fnxwO+lgAAIBv23DY5TZwzLYDbkkIsegP3Z2Xxj+1s1QFlTaTKgJaDreDe+/evfXSSy/p+PHjDc4dP35cixcvpr8dAAD4vCw2pgPO2O1p4YoNqosYJdUOzf2CWXfgbLnd437//ffriiuuUL9+/XT99dcrNTVVkrR37169/vrrKikp0fz58z1WKAAAgKeVVNu1Pb/aaYz7twPuiwz00909wzVtS3Ht2HO7SzW5W5g6hLsdPQC4cPu759JLL1VmZqamTp2qp556yulcenq6HnroIV1yySVNXiAAAEBz+STXqvp3sEqN8ldSKP3twOn43fnhWpBdpkPlPy6Rr7JJj+wo0ZMDY0yuDPBdp/Wx14ABA7Ru3Trl5eVp//79kqSOHTuqTZs2HikOAACgOdHfDpy9YH9Df+0doTs31t1+cMm+ct3ZI1ypUQEmVgb4rjO6N0ObNm3Ur18/9evXj9AOAABajA2u/e1JgSZVAvi267uEKjWqbo7Q7pAe2lZiYkWAb2t0xn3jxo1n9IIDBgw442IAAADMUmy1a0eBc387928Hzoy/n6GpvSN187pjtWP/+a5CO/KtSo/nAzHgdDUa3CdMmCDDMBo73YDD4ZBhGDp27NipHwwAAOBlXPvbu0b5K5H+duCMXd4pWOlxAU4fiM3aWqzM0fEmVgX4pkaD+9tvv92cdQAAAJiK28ABTcvPMPRA30j9+t2C2rEPf6jSR4erNJjvL+C0NBrcBw4c2Jx1AAAAmMq1v52N6YCzN7RdkAYmBWrDEWvt2KytRXpvfMJpre4FWju3N6crKyvTgQMHGj1/4MABlZeXN0lRAAAAzanIatfnDfrb6cMFzpZhGJrRN8pp7LOj1Vq5v9KkigDf5HZwv//++3X99dc3ej4jI0PTp09vkqIAAACa06bcKtnr9bdfEO2vhBDf72+39eolW69eKjv/fNl69TK7HLRSF7YJ1LiOwU5jf9tWLFv9bzoAJ+V2cF+7dq0mTJjQ6PkJEybogw8+aJKiAAAAmlPWYavT8cAWsky+dP16la5fr12vvKLS9evNLget2LQ+kaq/MH53YY3e+KbCtHoAX+N2cM/NzVVSUlKj5xMTE3XkyJEmKQoAAKA5Nbh/OxtnAU2qW0yAru0c4jT28PZiVdmYdQfc4XZwj4+P165duxo9v2vXLkVFRTV6HgAAwBsVVtn1Bf3tgMdN6R2pgHrpY3+pTS/tKTOvIMCHuB3cR44cqcWLF2vz5s0Nzm3ZskWLFy/WyJEjm7Q4AAAAT/s4t0r15/y6RfsrPtj3+9sBb3NOhL9u6RrmNPaPz0tUWm03qSLAdzR6OzhXU6ZM0Xvvvadx48ZpxIgR6tatmwzDUHZ2tt5//30lJiZq6tSpnqwVAACgybFMHmg+9/SK0JKccpXV/Phx2dFKuxZ+VaZ7ekWYXBng3dyecU9MTNTatWt1zTXXaNOmTZo3b54ee+wxbdq0Sddee63Wrl2rtm3buv3GixYtUv/+/ZWcnKzk5GSNHDlSa9ascXrMvn37dMMNN6hjx45q27atBg8erD179tSer6qq0r333quUlBS1a9dOEydO1KFDh9yuAQAAoKVuTAd4ozYhFk3uFu409sSXJTpWaTOpIsA3uD3jLklt2rTRggUL5HA4lJ+fL4fDoYSEBBmGceonu2jXrp1mzpypzp07y26367XXXlNGRobWrVun7t2767vvvtPo0aM1ceJELV++XNHR0dq7d6/CwuqW10yZMkUrV67U888/r5iYGE2dOlXXXnut1q9fL4uFJW4AAODkjlfZtfOYc3/7wBbU3x5+2WWSpAuqqhQcFMTO8vAKd/QI1/N7SnW86sdZ9+Jqh+Z9WapZF7JfFtCY0wruPzMMQwkJCWf1xuPHj3c6nj59up5//nlt2bJF3bt31+zZszVs2DA99NBDtY/p1KlT7X8XFRXplVde0dNPP62hQ4dKkp555hn16NFD69at0/Dhw8+qPgAA0PJtPOLc354W46/YFtTfbvn8c0lS2CkeBzSnqEA//alHhB74rLh27NldpfqfbuFqF9Zyvv+ApuT2UnlPstlsWrZsmcrKynTRRRfJbrdr9erV6tq1q6688kp17txZQ4cOVWZmZu1zduzYoerqag0bNqx2rEOHDuratesJN9ADAABw5drfPoj+dqBZ/P6CcLUNrYsilTbp0R3FJ3kG0Lqd0Yx7U8nOztaoUaNUWVmpsLAwvfrqq0pLS1Nubq5KS0s1d+5c3X///ZoxY4Y++ugj/f73v1doaKjGjBmjvLw8WSwWxcXFOb1mQkKC8vLyTvq+OTk5nvyymoyv1AmulS/hWvkGrpPv8PVr9cF3wao/j9HZcUw5OUfNK6iJ9XM59vXr1Vq0lut0czuLHt5X92HZK3vL9IuIAnUM8Z17u7eWa+XrfOE6paamnvS8qcE9NTVVWVlZKioq0vLlyzV58mStWLFCMTExkqRx48bp9ttvlyT17NlTO3bs0HPPPacxY8Y0+poOh+OUPfen+p/iDXJycnyiTnCtfAnXyjdwnXyHr1+rY5U25Ww4UntsSLqqdyfFBHnFgkSP8OXr1Vr4+vfV6bi7s0P/zs3VNyU/bkxnk6Elx2L1wpBYkytzT2u6Vr6spVwnU38yBQYGKiUlRb1799aMGTPUo0cPzZ8/X3FxcfL391fXrl2dHn/eeefp4MGDkn7cKM9ms6mgoMDpMfn5+Wfdfw8AAFq+jbnOu8l3jw1o0aEd8DYBfoam9Yl0Gsv8tkKfF1gbeQbQennVTye73S6r1arAwED16dOnwZKGffv2KTk5WZKUnp6ugIAArV27tvb8oUOHtGfPHl188cXNWjcAAPA9WYdd7t/egnaTB3zFFeeGqEdsgNPY7K30ugOuGl0qf+DAgTN6wZ+D9ak8+OCDGjVqlNq3b6/S0lItXbpUGzZs0BtvvCFJuvPOO3XLLbeof//+Gjx4sLKyspSZ346sPwAAIABJREFUmaklS5ZIkqKiovSb3/xGDzzwgBISEmpvB5eWlqYhQ4acUe0AAKD1YGM6wHx+hqEH+kbq6vfqVtG+d6hKG49UaUAS35PAzxoN7j179jyj+7MfO3bMrcfl5uZq0qRJysvLU2RkpNLS0rR06dLa27hNmDBB8+bN09y5c3XfffcpJSVFCxcu1OjRo2tf4+9//7ssFotuueUWVVZWavDgwVq4cCH3cAcAACeVX2nTV8drao8NSf0TCQmAGUa0D1L/xEB9XK99ZdbWYq0eF39GeQRoiRoN7k899ZTTN4rD4dDChQu1f/9+XXPNNerSpYscDof27dunpUuXqmPHjrrtttvcfuMFCxac8jEZGRnKyMho9HxwcLDmzJmjOXPmuP2+AAAAG48499D2jAtQNP3tgCkMw9CMvpEavTK/dmxznlWrD1RqbMcQEysDvEejwd01MM+bN0/l5eXavn27YmOdd3q87777NGrUqAYbxQEAAHijDQ3625ltB8x0cWKQRicHa82Bytqxv20r1ujkYPkx6w64vzndc889p5tvvrlBaJek+Ph43XTTTVq0aFGTFgcAAOAJDfvb2ZgOMNv0PpGqH9G/Ol6jpd9UmFYP4E3cDu75+fmqrq5u9HxNTY3y8/MbPQ8AAOANjlbYtKuwrr/dz5Aupb8dMF332ABd/f/s3Xl8lOW9///3PXv2kGQSSAiBQAQMOwGtSl3AWGWxVj3tqW21mxx/XfS09lRbtWppa5fT37Gndal721MrYotItXYTJFYrIUKRzSBL2LKTfZnt/v4xcZJJgAwhYSbJ6/l45AH3PUuucJNkPnNdn/eVH740/ntlTfL4zSiNCIgdERfus2bN0uOPP66DBw/2ue3AgQN6/PHHNWvWrEEdHAAAwGDr3d8+O92uFAf97UAsuHNusmw9pt0Ptvj1q/daozcgIEactMe9t+9973u65pprtHDhQl155ZWaMmWKJKm8vFx/+tOfZLPZtGrVqiEbKAAAwGDovUye/nYgdkxKtummqQl6fHd3sf7jbc369ynxSrDzBhtGr4gL9wULFuhvf/ubVq1apb/85S968cUXJUnx8fEqLi7Wt771LU2fPn3IBgoAADAYNo2iYLrGhgZJwYmWgoKCKI8GiMzts5P0f+Vtau9aIl/VHtCju1r1tVlJUR4ZED0RF+6SNHXqVP36179WIBBQbW2tTNOU2+2WxcK7XwAAIPZVt/u1p7F3fzvBdEAsGRtv1S2FCfrpv1pC5x7c3qzPTU1g20aMWgP6n2+apmw2m9LT0ynaAQDAsNF7G7g56XYl098OxJyvzkhSiqO72b3RY+p/tjdHcURAdJ3Wb6qysjJ99KMfVXZ2tqZMmaI33nhDklRXV6d/+7d/08aNG4dkkAAAAIOhpFcw3aIRvEweGM5SnRbdNjN8afyjO1tV2eaP0oiA6Iq4cH/77bd11VVXaf/+/frEJz4h0+zeliE9PV0tLS369a9/PSSDBAAAGAybegfTjaNwB2LVynMTNDauu1xp95v68TZm3TE6RVy4f/e739XkyZP1z3/+U/fcc0+f2xctWqTS0tJBHRwAAMBgqWzzq7xHf7vVkM6nvx2IWfE2i74xJ3zW/Zk9rdrf5DvJI4CRK+LCvaysTJ/61KfkcrlkGEaf23NyclRVVTWogwMAABgsvbeBm5thV9II314q7tZbFXfrrcr73vcUd+ut0R4OcNo+XZCgiUnW0LHPlL7/TlMURwRER8S/rSwWyymD6KqqqhQXFzcogwIAABhsvYPpRkN/u+OZZ+R45hm5166V45lnoj0c4LQ5rIa+PTc57Nyafe3aXu+N0oiA6Ii4cJ8zZ47+9Kc/nfA2j8ej559/XgsXLhy0gQEAAAym3sF09LcDw8O1+XEqHNO9i7UpadWWxugNCIiCiAv3r33ta3r99df15S9/Wdu3b5ckVVZW6q9//atWrFih/fv36+tf//qQDRQAAGCgjrX5tbdHX6zNkM7LpL8dGA4shqF75qeEnXv1cKfequo8ySOAkSfiwv3SSy/Vo48+qj/+8Y+65pprJEm33HKLrr/+eu3evVuPP/64FixYMGQDBQAAGKjey+TnZTiUOML724GRpHi8U+f3erPtvi1NYTtdASOZrf+7dLvuuut01VVX6bXXXtP777+vQCCgSZMmafHixUpMTByqMQIAAJyRvtvAMdsODCeGYeie+cm66pXa0Lk3qzz6y+FOFee6ojgy4OyIuHB/4403NHXqVGVkZGjp0qV9bq+rq9Pu3bt14YUXDuoAAQAAztRoDKYDRpoLxjpVPN6pPx/u/n6+v6xJS8Y7ZTnBrlfASBLxGrHly5frtddeO+ntGzdu1PLlywdlUAAAAIPlSKtf+5r9oWO7RVpIfzswLN01Lzxh/t16r36/vz1KowHOnogL9/76Rzwezym3iwMAAIiG3vu3z89wKIH+dmBYmpXu0LWTwreg/l5Zk7wBet0xsp1yqXxTU5MaG7u3Wqivr9ehQ4f63K+hoUEvvPCCxo0bN/gjBAAAOAObei2Tv4hl8sCw9u15yXrxQLt8XbX6/ma/fvNemz47LSG6AwOG0CkL94ceekg/+tGPJAUDIe68807deeedJ7yvaZq6++67B3+EAAAAZ6D3jPsigumAYS0/2aZPnxOvp/a0hc79cGuTPj4lTvE2VtNgZDpl4X7JJZfI5XLJNE3df//9+tjHPqaZM2eG3ccwDMXHx2vu3LkqKioa0sECAACcjkMtPh3o1d++gP52YNj7rznJenZvmzq6vr0r2wN6bFerbp2ZFN2BAUPklIX7+eefr/PPP1+S1NnZqeXLl6uwsPCsDAwAAOBMlVR6wo6L3A5m5IARYFy8VSunJ+rBd1tC5/7/fzXrxnMSlOrkexwjT8T/q++4444TFu2VlZXavXv3oA4KAABgMPReJk9/OzBy3DYrScmO7m3gGjym/vfd5iiOCBg6ERfuTz/9tFauXBl27utf/7rOPfdcXXDBBVq0aJHq6uoGfYAAAAADRTAdMHKNcVp064zwpfEP72xVVZv/JI8Ahq/TKtyTkrq/MV5//XU9+eSTuu6663TPPfdo//79+slPfjIkgwQAADhdB5t9qmjpfgHvGIX7tzdv2KDmDRu081e/UvOGDdEeDjDo/uPcBGXGdZc0bT5TP9nGrDtGnogL94MHD2ratGmh47Vr1yonJ0ePPPKIbrvtNn3xi1/UK6+8MiSDBAAAOF29l8kXuR2KsxknuffIFJgzR4E5c9Q2fboCc+ZEezjAoEuwW3T7rPBZ96ffa9WBZl+URgQMjYgLd4/HI7vdHjp+7bXXtGTJElkswafIz89XZWXl4I8QAABgAHoH0y0axzJ5YCS6aWqCJiRaQ8fegPSDd5qiOCJg8EVcuOfl5WlD1xKrsrIyHThwQJdddlno9urq6rCl9AAAANFEMB0wOjishr41Nzns3Or327Wj3hulEQGDL+LC/XOf+5zWrl2rCy64QB/72MeUk5Ojyy+/PHT7W2+9FbaUHgAAIFoONPt0qEd/u9MqLXCPrv52YDS5Pj9O01O7d7o2Ja0qY9YdI0fEhfsXvvAFPfjgg8rPz9eVV16pF154QXFxcZKk48ePq6amRtdff/2QDRQAACBSvWfbF7gdco2y/nZgNLFaDN09P3zW/ZVDHXq7uvMkjwCGF1v/d+n2mc98Rp/5zGf6nB8zZkxoGT0AAEC0sQ1ckP3ppyVJGVVVsmdlyXvTTdEcDjCkrsx1aaHbobdruvMt7tvSpPUfyZBh8MYdhrfTKtwBAABinWmaeoNgOklS/G23SZImdh03UrhjBDMMQ/cUJWvZK7Whc29UevT3o51anOOK4siAMxdx4b58+fJ+72MYhtatW3dGAwIAADgTB5r9Otza3d/usga3ggMw8l001qnFOU797Uj3qpv7Spt0abZTFmbdMYxF3OMeCARkmmbYh8/n0/79+1VSUqKjR48qEAgM5VgBAAD6talXf/vCTKecVl6wA6PF3fPCe93/Ve/ViwfaozQaYHBEPOP+xz/+8ZS3/ed//qeeeuqpQRkUAADAQJX06W9nth0YTeZkOHTNxDj9oUexvqqsScvy4mS38CYehqeIZ9xPZenSpbruuuv0rW99azCeDgAAYEBM0+yTKD9a+9uB0ezb85LUc6HN+01+/ba8LXoDAs7QoBTuknTOOeeorKxssJ4OAADgtO1v9utoW3frXpzV0LwMZtyB0WZKil03FMSHnfvh1ia1+8wojQg4M4NWuP/lL39RcnJy/3cEAAAYIr23gVuY6aC/HRilvjknWU5r9/HRtoAe390SvQEBZyDiHvcf/vCHJzzf2NiokpISbd++XbfffvugDQwAAOB0sUwewAdyEqz64rRE/XxHd7H+03816zPnJCjFMWjzl8BZEXHh/sADD5zwfGpqqvLz8/Wzn/1Mn/rUpwZtYAAAAKfDNM0+M+4E0wGj29dmJepX77WqyRtcIn+809TP323Rt+exUng0aPSMnF3PIi7cjx8/PpTjAAAAOCPvN/lU2d79Ii3eRn87MNqluaz68oxEff+d5tC5h3a06IvTE5QZZz3FIzFcvd/o00sH27XuYLv2N/v08vxoj2hwRFy4AwAAxLJNxzxhx+dlOuSgvx0Y9W4pTNQvd7WqtiP4xl6rz9R/b2vWD89PjfLIMBhM09SO48Fi/aUD7drZ4Au7fUujRdOjNLbBROEOAABGBPrbAZxIkt2i22cn6Y5/NobOPbWnVf9fYaLykiiHhqOAaWpLjTdYrB9s1/5m/0nv+1qdVSOhofukqQxjxoxRenq6PB5P6DgtLa3fD7fbrWnTpmnlypWqra096Sd+7LHHdMEFFyg3N1e5ubm6/PLL9eqrr4Zuv+WWW5Samhr2sWTJkrDnWLp0aZ/7fO5znzvTfxMAADDMmKapTZX0twM4sc9OTVBuYvfSeE9AemBr8ykegVjjC5h6/VinvvFWg2asrtTlf6zRz95tOWXRLkl1npGx8uqkbzH913/9lwzDkM1mCzvuj9/vV2VlpV588UU1Nzfrt7/97Qnvl52drfvuu0+TJ09WIBDQs88+qxtuuEEbNmzQjBkzJEmXXHKJHn300dBjHI6+v4BvuOEG3XPPPaFjl8vV7xgBAMDIUt7oU3WP/vYEm6G59LcD6OK0GrpjTpK+VNIQOvfc+226dWaipqXaozgynEqn39TGo5166WC7Xq7oUF1n/2FzVkO6aKxTy/NcWpoXp5Yj+87CSIfeSQv3O++885TH/TnnnHP04x//+KS3L126NOz47rvv1hNPPKHNmzeHCnen06msrKxTfp74+Ph+7wMAAEa2ksrw/vbzsxyyW0bGLMuZaPuf/5EkVVdVKZPXSxjlPjE5Xv/7bot2d/VAB0xp1ZYm/WZxepRHhp5avQH99Uin1h9s16uHOkI7ApyKwyJdmuPS8jyXrsx1Kd3VvbqifCgHexYNWVPH8uXLlZ4e2TeB3+/X2rVr1draqoULF4bOv/nmm5oyZYpSUlJ04YUX6u6775bb7Q577AsvvKAXXnhBmZmZWrJkib75zW8qKSlpUL8WAAAQ2/puA0d/uyR5b7pJklRbXq4xBQXRHQwQZVaLoW/PS9an/14fOre+okOlNR4VuVmhE00NnQG9erhD6w60629HOtRx6tXvkoIrqy4fHyzWLx/vUrLjpF3gI4LR0NBwwrcwnn322QE94b//+79HfN8dO3aouLhYHR0dSkhI0GOPPaYrrrhCUrAgj4uLU15enioqKrRq1SoFAgFt2LBBTmfwl/HTTz+t3NxcjR07Vrt379Z9992n/Px8rV279pSft7x8pLzvAgAATFP6yNtxqvd2z7A/NbtDM5JGzv69AAaHaUqf3ebUjpbuGdmiFL8emtGpCLqCMYjqPdKGeqteq7Vpc6NFfrP/C5BkNfXhdL8uTffrvFS/XCNoR7+Cft5cPWnhPmbMmL537vrfbJrmCc9LUn19vSLl8Xh0+PBhNTY2at26dXrmmWe0fv16nXvuuX3ue+zYMc2cOVNPPvmkVqxYccLn27JlixYvXqwNGzZozpw5EY8jFpWXl/d78RAbuFbDB9dqeOA6DR+xcq12N3h1/h+qQ8eJNkP7bxjHUvkeYuVaoX9cq6G38Winrn41PET7D8XpujTn9LKyuFan71CLT+sPduilg+16q9qjQP+r4OV2WbQsz6UVeXG6aJzztH+2j5TrdNKl8tu2bQs7bm5u1n/8x38oKSlJK1eu1JQpU2Sapvbu3atHH31Ura2teuSRR07rkzscDuXn50uS5s6dq7KyMj300EP6+c9/3ue+48aNU3Z2tvbtO3m4wNy5c2W1WrVv375hX7gDAIDIlPRaJv8h+tsBnMLF2U5dku3UhqPdPzvuL2vSJdnOiMK4cXr2Nnr1UlexXlbrjegx4xOsWp7n0oqJcVrodsjKz/STF+4TJkwIO/7qV7+qMWPG6MUXXwz7Dz1jxgytWLFCV199tR599FE9+OCDAx5MIBAIbT/XW11dnY4dO3bKILodO3bI7/cTVgcAwCjSZxs49m8H0I975iVrw9Ga0PE7tV6tO9ihqyfGRXFUI4Npmnr3uC+4x/qBdu3qCgPsT0GKTSvyXFqeF6fZ6XbeROkl4nC6l156Sd/61rdO+A9osVi0YsUK/eAHP4i4cL/33ntVXFysnJwctbS0aM2aNSopKdHq1avV0tKiBx54QCtWrFBWVpYqKip0//33y+12a9myZZKk/fv3a/Xq1SouLlZaWpr27Nmju+66S7NmzdL5558f6ZcFAACGMdM0VXIs/E3/RQTThVi2bpUkxVdUyNLaqgArEgFJ0jy3QyvyXFp3sCN0blVZk5ZOcMnG7O5pC5imttR4g8X6wfZ+91b/wKw0u5bnubR8Ypymptgo1k8h4sLd5/OpoqLipLcfOHBAXm9kSx8kqaqqSjfffLOqq6uVnJyswsJCrVmzRosXL1Z7e7t27typ3/3ud2psbFRWVpYWLVqkp556KpQYb7fbtXHjRj3yyCNqbW1VTk6OiouLdccdd8hqHUEpBQAA4KR2NfjC9vVNshualc6ezB9IuuQSSdIH6UGNDQ0nvS8w2nx7XrLWV3SE+qzLG316dm+bPn1OQnQHNkz4Aqb+UeXRSwfatb6iXcfaIgsEPS/ToWVdM+sTk4Zsk7MRJ+J/qcsuu0y//OUvNWvWLF133XVhQXXPP/+8Hn/8cV155ZURf+KHH374pLfFxcXp97///SkfP378eL388ssRfz4AADDy9O5vvyDLwWwZgIhMTbXrk1Pi9ZvyttC5H25t1vX58XLZ+DlyIp1+UxuOduqlg+16uaJD9Z39F+tWI7hF5/I8l5bmxWlcPJOsAxFx4f6jH/1Iu3fv1sqVK3XXXXdp0qRJMgxD+/btU3V1tQoKCvTAAw8M5VgBAADClPTub2eZPIDT8M05SVr9fps8XfXn4Va/ntjTqi8VJkZ3YDGkxRvQ344Ei/VXD3Wo2dt/FLzDIl2aE9xj/apcl9JG0r5tURJx4Z6VlaXXX39dTz/9tP785z/r0KFDMk1TM2bMUHFxsW688Ua5XKe3hQIAAMBABUxTJZXh/e0E0wE4HbmJNn1+WoIe3tkaOvfTbc36dEG8kh2WKI4suho6A/rToWAS/N+OdKgjgpb1BJuhy8e7tCLPpSXjXaP6328onFZTgdPp1MqVK7Vy5coT3r5z584T7sEOAAAw2HYd94Ut00y2G5qVRn87gNPz9dlJ+vV7bWrxBWeS6zoD+sWOFt05NznKIzu7qtv9ermiQ+sOtOv1Y53yRbDHeqrD0JUT4rQ8z6VLs12Ko8VgyJxxGkBlZaWef/55rV69Wjt27FB9ff1gjAsAAOCUem8D96GxTvb6BXDaMlxWfWlGon64tTl07hfvtuiL0xOUMcKXeB9q8YX2WH+ryqMIanVlxlm0rKtYv2icU3Z+7p4VAyrcW1patG7dOq1evVolJSXy+/2aPn26brvttsEeHwAAwAn1DqZbNNYRpZEAGO6+VJiox3e1hnapaPGZ+um/mvX9halRHtngK2/0hor1d2oj2xUsN9Ea3LYtL04L3Q7eJI2CiAt3v9+vv/71r1q9erVeeeUVtbe3yzAMfeELX9CXvvQl5eXlDeU4AQAAQgKmqTeqCKYDMDiSHRZ9bXaSvv12Y+jc47tadcu5icpNHN5blpmmqe31wWJ9/cF27WrwRfS4ghSbVnQV67PT7eyxHmX9/i8sLS3Vc889pz/84Q+qq6vT9OnT9fWvf11FRUX66Ec/qksuuYSiHQAAnFU7jvt0vLN7UWeKw9BM+tsBnIHPT03QwztadLg1mMTmCQS3h/v5RWOiPLLTFzBNldZ4QjPrB5ojSJeTNCvNruV5Lq2YGKepqfxMjSWnLNznz5+v/fv3a/z48fr0pz+t6667ToWFhZKkioqKszJAAACA3jb12b+d/nYAZ8ZlM/TNOUn6yhsNoXO/3dumr85I1DnDoIj1BUy9UenR+oPtWl/RrmNt/e+xLknnZTq0PM+lZXlxmpg0vFcXjGSnvDL79u1TXl6e7rrrLl111VWKj48/W+MCAAA4qd77ty9iGzgAg+Dfp8Trf99t0XuNweXkAVNaVdakX12WHuWRnVin39SGo51ad7Bdr1R0hO20cTJWI9hatGKiS1dNiNO4+JEdwDdSnLJw/8UvfqHnn39eK1euVFxcnK644gpde+21uvzyy8/W+AAAAMIETFP/qOzd304wHYAzZ7MY+va8ZN34WvdOWesOdqisxqN57tj4OdPiDeivhzv10sF2/flwh5q9/WfBO63SpdkuLc9z6cpcl9JGeFr+SHTKwv2Tn/ykPvnJT6qqqkqrV6/W6tWrdcMNNyg5OVkXXXSRDMMgpAAAAJxV2+u9avB0v1BNdRiaQX87gEGyIs+lOel2ba3rTly/v6xJa6/IiNqYGjoDeuVQsF/970c61BFBy3qCzVDx+GCxfnmuS0l2y9APFEMmoiaGrKwsfeUrX9FXvvIV7dq1S88995zWrFkj0zT15S9/WcXFxbryyiu1ePFiJSQkDPWYAQDAKFZS6Qk7vnCsUxYmEgAMEsMw9J35ybrmz3WhcxuOdmrj0U5dnH322nKq2vx6uSJYrL9+rFO+CDZZT3UYurJrj/VLs12Ks/GzcaQ47fSB6dOn695779W9996rTZs26bnnntO6dev0u9/9Ti6XS8eOHRuKcQIAAEjqG0zHNnAn57nxRklSY2OjUlJSojwaYPi4JNupD49z6vUeP2/u39Kov45zD+mK44oWn9Z3JcG/VeVRBLW6MuMsWjYhTismunThWKfsBHWOSGcUG7ho0SItWrRI//3f/62XX35Zq1evHqxxAQAA9OEPmPpHFcF0kWp/8EFJ0sHychUUFER5NMDwYRiG7pmfrCXra0LnttR6tb6iQ8vz4gb1c5U3erXuQLBY77k8/1RyE63Bbdvy4rTA7WBXjVFgUPL+nU6nrrnmGl1zzTWD8XQAAAAntL3eq6Ye/e1pTovOHcP2RQAGX5HboaUTXPpjRUfo3PfKmnRVruuMCmXTNLW93qt1Bzu0/mC7djf4InrcOSk2rciL07I8l2an28kaG2X4TQcAAIaNTb3S5C8c66C/HcCQuWtesl451KFA1/uFuxt8eu79Nn2y4PRyvQKmqc3VHr3UtQz+YEsE6XKSZqfbtTwv2LM+dRjsJY+hQ+EOAACGjRL62wGcRdPH2PXxyfF6dm9b6Nz332nWtfnx/T7WFzD1RmWnXuqaWa9s73+PdUPSeZkOLctzaVlenCYmUa4hiP8JAABgWPAFTL1ZFZ4oT387gKF2x5wkrdnXJm9X3X241a+n9rRq8QkmwDt8pjYc69BLBzv0ckW7jnf2Hy9nNYI/y5bnubR0QpzGxrPHOvqicAcAAMPC9nqvmrzdL4LTnRZNS+WlDIChlZdk0+emJujRXa2hcz/Z1qzz5wT/3uIN6K+HO7XuYLv+fKhDLRHs2+a0SpdmB/dYvzLXpTQXxTpOjd92AABgWOi9DRz97f1LSU2VJBV1HTc2NERvMMAwdvvsJP2mvE2tXUV5bUdA39vrkO1Inf5+tEOdEbSsJ9gMFY93acVEl5aMdynJbhniUWMkoXAHAADDQkkl28ABiA53nFW3FCbqJ9uaQ+f+UmuT1HHyB0lKdRi6ckKcVuS5dGm2Sy4bbzZiYCjcAQBAzDtRfzvBdADOpq/MSNQTu1v67VvPirNoWVcS/IVjnbKzxzoGAYU7AACIedvqvGru0d+e4aK/HcDZleKw6Gszk3R3aVOf2yYkWkPbti3MpI0Hg4/feAAAIOb17m+/aKxTBi+MAZxl/1GYqO31Xv3hQLvGOwO6tiBFy/Jcmp1u52cShhSFOwAAiHl9+9sdURoJgNHMbjH0y4vT9OiHTe3du1cFBbnRHhJGCaIMAQBATPPS3w4gxjC7jrONwh0AAMS0rbXe0BZMkpQZZ9E5KSwaBACMHhTuAAAgpvVeJk9/OwBgtKFwBwAAMe1EwXQAAIwmFO4AACBmeQOm3qoO728nmA4AMNpQuAMAgJhVVuNRW4/+9qw4i6Yk098OABhdKNwBAEDMKqnsPdtOfzsAYPShcAcAADFr0wmC6QAAGG1YawYAAGKSx2/qn732b19E4X5a/LNnS5I6OjvlcvJvBwDDFYU7AACISVtqPWr3d/e3j4u3KD/ZGsURDT8tGzdKksrLy1VQUBDl0QAABoql8gAAICaV9NoGbhH7twMARikKdwAAEJN6B9NdNI6l3gCA0YnCHQAAxJxOv6l/VhNMBwCAROEOAABi0JYajzr83cc58VZNSqK/HQAwOlG4AwCAmNN7G7gLxznobwcAjFqkygMAgJhzomA6nL7Eiy+WJE3v2g7ug5R5AMDwQuEOAABiSofP1Ns1vfZvJ5huQKzbtkkbnVBmAAAgAElEQVSSEqI8DgDAmWGpPAAAiCmltR519uhvH59gVV4i/e0AgNGLwh0AAMSU3svkLxpLfzsAYHSjcAcAADGldzAd+7cDAEY7CncAABAzOnymSnv3txNMBwAY5aJWuD/22GO64IILlJubq9zcXF1++eV69dVXQ7ffcsstSk1NDftYsmRJ2HN0dnbqG9/4hvLz85Wdna1PfOITOnLkyNn+UgAAwCB5uya8vz030aq8JLJ0AQCjW9QK9+zsbN13333auHGjXnvtNX34wx/WDTfcoHfffTd0n0suuUR79uwJfTz//PNhz3HnnXfqpZde0hNPPKGXX35Zzc3N+vjHPy6/39/70wEAgGGgpJJt4AAA6C1qb2EvXbo07Pjuu+/WE088oc2bN2vGjBmSJKfTqaysrBM+vrGxUb/+9a/1i1/8Qpdeeqkk6dFHH9XMmTO1YcMGLV68eGi/AAAAMOg2nSCYDgCA0S4metz9fr9eeOEFtba2auHChaHzb775pqZMmaL58+frq1/9qmpqakK3bd26VV6vV5dddlno3Pjx4zV16lT985//PKvjBwAAZ67NF9CWXv3tBNMBABDFGXdJ2rFjh4qLi9XR0aGEhAT95je/UWFhoSRpyZIlWr58ufLy8lRRUaFVq1ZpxYoV2rBhg5xOp6qrq2W1WpWenh72nG63W9XV1af8vOXl5UP2NQ2m4TJOcK2GE67V8MB1Gj4G81q93WCRJ+AKHWc7A+o8tl/8bxi4ol7HfG8ND1yn4YNrNTwMh+tUUFBwytujWrgXFBRo06ZNamxs1Lp163TLLbdo/fr1Ovfcc3XttdeG7ldYWKg5c+Zo5syZevXVV7VixYqTPqdpmv3u9drfP0osKC8vHxbjBNdqOOFaDQ9cp+FjsK/Vc2VNkppDx5dNSFRBQe6gPT+Gx2ug0Y6fgcMH12p4GCnXKapL5R0Oh/Lz8zV37lx95zvf0cyZM/XQQw+d8L7jxo1Tdna29u3bJ0nKzMyU3+9XXV1d2P1qa2vldruHfOxDrcMffBMCAIDR4o3e+7cTTAcAgKQoz7j3FggE5PF4TnhbXV2djh07FgqrmzNnjux2u1577TVdf/31kqQjR45oz549Ou+8887amIfKqr0OvbH5mCYl2zQ52abJyVblJ9s0JdmmySk2pTst/a4sAABguGjzBfrs304wHQAAQVEr3O+9914VFxcrJydHLS0tWrNmjUpKSrR69Wq1tLTogQce0IoVK5SVlaWKigrdf//9crvdWrZsmSQpJSVFn/70p3XPPffI7XZrzJgx+va3v63CwkJdcskl0fqyBs2hdkMtPlPb673aXu/tc3uyw+gq6G3KDxX3wY8xzpjIHAQAIGJvV3vkDXQfT0qyanxiTM0vAAAQNVH7jVhVVaWbb75Z1dXVSk5OVmFhodasWaPFixervb1dO3fu1O9+9zs1NjYqKytLixYt0lNPPaWkpKTQc3z/+9+X1WrVZz/7WXV0dOjDH/6wHnnkEVmt1mh9WYPCNE0daj918d3kMfVOrVfv1PYt6sc4jbCCfkqPAj/ZQVEPAIg9fbeBY5n8YGhsaJA0cno8AWC0ilrh/vDDD5/0tri4OP3+97/v9zlcLpd+/OMf68c//vFgDi3qGj2m/Gfw+OOdpkprvCqt6VvUu12WPrP0+V3L8BPtFPUAgOgoqQxfJr+IbeAAAAhhDVoMSnVatOH8dqWMz9feJp/eb/JpX9ef7zf5tL/Jr3b/wILrajoCqunw6K3qvlkCY+Ms4cvuU4J/TkqyKc5GPz0AYGi0eE+wfzsz7gAAhFC4xyjDkLLircqKt+rCXi9eAqapY22BPgX9viaf9jf71DnA6frK9oAq2z36R1Xfon58grWrqLeGFfcTk2xyWinqAQAD93a1R74e70dPTrYqO2F4t70BADCYKNyHIYthKCfBqpwEqz7caymhP2DqcKu/T0H/fpNfB5p9YS+MTsfhVr8Ot/r1+rHeYwkW9ZN7BeRNTrZpQpJVdgtFPQDg1OhvBwDg1CjcRxirxVBekk15STZdmhN+my9g6lCLP1TQ95yxr2jxayCr7wOmVNHiV0WLX68dDX/hZTWkvERreE991/L73ASrrBT1AABJJb32b6e/HQCAcBTuo4jNYmhSsk2Tkm1a0us2j99URYuvq6c+fMb+cItfA5mo95vSvma/9jX7pSPhL8rsFmliki20/H5Ksj20DD8nwSoLe9QDwKjQ4g2orNcOKb1bxDBwcbfeKknKa2xUXEqK2h98MMojAgAMBIU7JEkOq6EpKXZNSbH3ua3DZ+pAi0/vN/buqffrSNvAGuq9Aam80afyRl+f21xWaVJS7+T74J/j4i0yKOoBYMR4q8oTtuJrSrJN4+Lpbx8sjmeekSS5u44p3AFgeKJwR79cNkPTUu2altq3qG/zBbSvyX/CoLyq9sCAPl+HX9rV4NOuhr5FfbzN0KQka5/k+8nJNrldFPUAMNz0XSbviNJIAACIXRTuOCPxNotmpFk0I61vUd/sDWhfj3C8Dwr6vY0+1XUOrKhv85nacdynHcf7FvVJdiM0M989Wx8s8tOcFPUAEIsIpgMAoH8U7hgySXaLZqc7NDu97+xJQ2fgBMn3wY8Gz8Ci75u9prbVebWtztvnthSHEbbsfkqPv6c6LQP6fACAM9PkCWhrr5/ZFO4AAPRF4Y6oSHVaNM/t0Dx336K+vsMfmqHvWdTva/KpyTuwor7RY6qs1tsnAEmS0p2WriLeGt5Tn2JTkp2iHgCGSu/+9nNSbMqivx0AgD4o3BFz0lxWpbmsWpAZXtSbpqmajsAJZumDKfhtA9ykvq4zoLoaj96u6XtbZpwlbJa+eym+VfE2inoAOBNsAwcAQGQo3DFsGIahzDirMuOs+lBW+Is70zRV2R7oLugbu5fe72/2qWNg4feqbg+out2jN6s8fW7LjrcoP9mmsYZdi402LXDbNTnZRi89AERoU2Xv/naC6QAAOBEKd4wIhmFoXLxV4+KtffojA6apI63+sJC8Dwr8/c0+eQeWk6ejbQEdbfNIsmvNseOSpFSHoSK3Q0VuhxZkOjQ/w0EPPQCcQKMn0CeThP52AABOjMIdI57FMJSbaFNuok0XZ4ff5g+YOhQq6n1hyfcHW/xhvZeRaPCY+uuRTv31SPcsUkGKLVjIux2a77arcIxdNguz8gBGt7eqPAr0+Bk7LdUmdxz97QAAnAiFO0Y1q8XQxCSbJibZdFlO+G3egKmK5r4hee83+XSo1R/2gvNUyht9Km/06dm9bZKCe9HPSbd3FfLBmflxhDEBGGXYBg4AgMhRuAMnYbcYmpwSTJfvrdNv6mBzsCD/W3mV9vkTtaXGo+YIUu/bfKb+UeXRP3r0zY9PsKqoa0Z+gTu4hV6cjVl5ACMXwXQAAESOwh0YAKfV0Dmp9uCHx6uCggz5A6bea/SptMaj0hqPNtd4tOu4T5FMzB9u9etwa7vWHmiXJNkMaWa6XUUZDhVlBpfZT0qyEnwHYERo6AzoX/Xh/e0XEkwHAMBJUbgDg8RqMTR9jF3Tx9j16XMSJEnN3oDeqfUGC/nqYEFf09F/Gp7PlN6p9eqdWq8e290qSUpzWlTktof65ee5HUpxEHwHYPh5s6ozrN3o3FSbMly0DAEAcDIU7sAQSrJb9OFxTn24awmoaZqqaPGHZuS31Hi0rc4rTwTJ9vWdAf35cKf+fDi4vNSQdE6KLTQjX+R2aHqqTVaC7wDEuN7bwF3IMnkAAE6Jwh04iwzDUF6STXlJNl2bHy8p2C+/vd4bmpEvrfHoYEv/G8+bkvY0+rSn0af/Kw8G3yXYDM3NsIcK+SK3Q1kE3wGIMSXHPGHHiwimGzLNGzZIkg5VVCh3woToDgYAMGAU7kCUOa3de79/oLrdHyriS2u8KqvxqMXXf7d8q89USaVHJZXdL4pzE609Cnm7ZqU55CL4DkCUHO8MaDv97WdNYM4cSVJbQoICBQVRHg0AYKAo3IEYlBln1VUT4nTVhDhJwf3mdzf4tKW2u1d+d0NkwXeHWvw61NKu3+8PBt/ZLdKsNHvozYIFmQ7lJRJ8B+Ds+EdlZ9jPrsIxNqXT3w4AwClRuAPDgNViqDDNrsI0uz7TFXzX5AnonVqPNtd4tbnGo9Jqj+o6+2+W9wakLbVeban16tFdweC7DJelu5B32zU3w6Fkgu8ADIHe28CxfzsAAP2jcAeGqWSHRRdnu3RxtktSMPjuYItfm6uDwXelNR5tr/fKG0HwXW1HQH861KE/HeqQFAy+m5ZqC83IF7kdmppC8B2AM7epMry//SKC6QAA6BeFOzBCGIahiUk2TUyy6frJweC7Dp+pf9UHZ+VLqz0qrfXoUITBd7safNrV4NOvu4LvkuyG5mYEZ+Q/mJ13x7G8FUDkjncGtKNHf7shZtwBAIgEhTswgrlshhZmOrUw0ykVBs9VtvUMvvPonVqvWiMIvmv2mnr9WKdeP9a9zDUv0RqakV/gdmhGml1OK7PyAE6spHd/e5pdY5y05Qwl+9NPS5Iyqqpkz8qS96abojkcAMAAUbgDo8zYeKuW5cVpWV4w+M4XMLWrwReakS+t9mhPoy+i5zrY4tfBlnat2RcMvnNYpNnp9lAhP9/t0ASC7wB0KTkW3t++iDT5IRd/222SpIldx40U7gAwLFG4A6OczWJoZppdM9Ps+qyCwXcNnQGV1XbPym+u8eh4Z/+z8p6AusLyvHpYweC7zLju4Lsit0NzM+xKsjPDBoxGmwimAwBgQCjcAfSR6rToshyXLsvpDr7b3+wPpddvrvHo3XqvIlhhr+r2gF6u6NDLFcHgO4shTe8Kvvsg/O6cFJsszMoDI1pdh187j3ev5jEkXUjhDgBARCjcAfTLMAzlJ9uUn2zTx7uC79p9prbVdSfYb6nx6nBr/8F3AVPacdynHcd9eua9YPBdst3QPHd3r3yR286+zsAIU9IrTX5mml2p9LcDABARCncAAxJnM3R+llPnZ3XPmB1t7Rt81+7vf1q+yWtqw9FObTjavYx2UpK1q4gPzsoXjrHLQfAdMGz13r99EdvAAQAQMQp3AIMmO8GqFQlxWjExGHznDZjaedzbVcgH/yyPMPhuf7Nf+5vbtbor+M5llWanO3oE39k1PoHgO2C4eONY7/52gukAAIgUhTuAIWO3GJqd7tDsdIc+Py147nhnQFt6zMqX1njU4Ol/Vr7DL/2z2qN/Vncvtx3bFXy3IDOYYD833a4Egu+AmFPb4dfOhu437SyG9KEsZtwBAIgUhTuAs2qM06Il411aMj4YfBcwTb3f5AvNyG+u9mjHca8iWGGvyvaA1ld0aH1X8J3VkM4dYw/NyC9wOzSF4Dsg6t7o1d8+i/52AABOC4U7gKiyGIYKUuwqSLHr36cEg+/afAFtrfWGtqIrrfHoWFug3+fym9L2eq+213v15J7guRSHoaKuPeWzPRZldAY0hoIBOKs29Vkmz2w7AACng8IdQMyJt1l0wVinLujx4v5IV/Dd5upgIb+1zqOO/kPs1egx9bcjnfrbkU5JLt2285imJNtCM/JFbocK0+yyW5iVB4YKwXQAAJwZCncAw0JOglU5CXG6ukfw3Y56b2hGvrTGo/ebIqjkJe1t8mlvk0/PvR8MvouzGpqTYe/eW97tUHYC29EBg6G63a/dvfrbz88imA4AgNNB4Q5gWLJbDM3JcGhOhkNfnB48V9fh15Yar0prPSqt9qi01qOmCILv2v2m3qzy6M2q7j7c7HhL977ymQ7NTrcr3sYSe+B0vdFrtn1Oul0pDr6XAAA4HRTuAEaMdJdVxblWFed2B9+VN/q0ucajLTUelRxu0fttFgUiCL472hbQuoMdWnewO/huRlr38voit12Tk21sRwf0Y9Ox8GA6+tsBADh9FO4ARiyLYWhqql1TU+36VEGCystrNW7iZG2t86q0ujv4rqo9suC7bXVebavz6vHdrZKkMU5DRRnBGfkit0PzMxwkZQO90N8OAMCZo3AHMKok2i26aKwzNOtnmqYOfxB8V+NRabVX2+o96oygXf54p6m/HOnUX450FybnpNg0/4Ml9m67zh1jl43gO4xSVW1+vdfY3d9uNaTzMulvP5va/ud/JEnVVVXKzMqK8mgAAANF4Q5gVDMMQ7mJNuUm2nTNpOB2dB6/qXd7Bd/tb44s+O69Rp/ea/Tp2b1tkqR4m6E56fZQr/wCt0Nj4wm+w+jQe7Z9TrpdyfS3n1Xem26SJNWWl2tMQUF0BwMAGDAKdwDoxWE1NM/t0Dy3Qyu7ztV2BGflS6uD4Xdbajxq9vbfLN/mM/WPKo/+0SP4bnyCNdQnv8Dt0Kx0h+JszMpj5GGZPAAAg4PCHQAikOGy6iO5cfpIbnA7On/A1Hs9gu8213i067hPEeTe6XCrX4db27X2QHA7OpshzUy3h1LsF7gdmphkJfgOwx7BdAAADA4KdwAYAKvF0PQxdk0fY9dnzkmQJDV7Ayqr8WpLrUebq4NL7Gs6+g++85nSO7VevVPr1WO7gsF36U6Litzde8vPczvYQgvDyrE2v/Y2hfe3s387AAADE7XC/bHHHtNTTz2lQ4cOSZKmTZum22+/XVdccUWf+95666165pln9N3vfldf+cpXQueXLl2qN954I+y+H/vYx/Tkk08O7eAB4ASS7BZdnO3UxdndwXcHW/yhGfnSGo/+VeeVp/9aXnWdAb16uFOvHg4uNTYkTU21hQr5IrdD01NtshJ8hxhVcix8mfy8DLsS7bz5BADAQEStcM/OztZ9992nyZMnKxAI6Nlnn9UNN9ygDRs2aMaMGaH7vfjiiyorK9O4ceNO+Dw33HCD7rnnntCxy+Ua8rEDQCQMw9DEJJsmJtl0bX4w+K7Tb2p7vTc0I19a49HBlv6D70xJuxt82t3g02/Kg8F3iTZDczPsYcV8FsF3iBH0t8cGy9atkqT4igpZWlsVmDMnyiMCAAxE1Ar3pUuXhh3ffffdeuKJJ7R58+ZQ4V5RUaE77rhDa9eu1XXXXXfC54mPj1cW25sAGCacViNUZH+gut0fKuJLa7wqq/Goxdd/t3yLz9SmSo82VXb3EU9ItIaePxh8Z5fTyqw8zr5NvWbc6W+PjqRLLpEkndt13NjQELWxAAAGLiZ63P1+v9auXavW1lYtXLhQkuTz+fSFL3xBt99+u6ZOnXrSx77wwgt64YUXlJmZqSVLluib3/ymkpKSztbQAeCMZcZZddWEOF01oTv4bneDr0cx79HuhsiC7ypa/Kpoadfv9weD7xwWaWZaV/BdZrCgz0sk+A5D60irX/t6bKFoY/92AADOiNHQ0BDJa8EhsWPHDhUXF6ujo0MJCQl67LHHQj3u3/3ud/Xuu+/queeekyTNnDlTN998c1iP+9NPP63c3FyNHTtWu3fv1n333af8/HytXbv2lJ+3vLx86L4oABgCLT5pR4tFO5ot2t5k1bvNFjX4BlZ8j7GbmpHk18ykgGYkBXRuYkAJMfE2LkaKV6qtuue97hn2WUl+PTG78xSPwFApWrAg7Lh08+YojQQAcCoFBQWnvD2qL9UKCgq0adMmNTY2at26dbrlllu0fv161dfX67e//a02bdp0ysffdNNNob8XFhZq4sSJWrx4sbZu3ao5p+jh6u8fJRaUl5cPi3GCazWcDPdrNbfH303T1IHm4BL7D4Lvttd75Y0g+O6419Cmeps21QePDUnTU20qyuzulZ+aEr3gu+F+nUaTk12rn1Udl9QWOr58UooKClLO4shwMnxvxT5+Bg4fXKvhYaRcp6gW7g6HQ/n5+ZKkuXPnqqysTA899JBycnJUWVkZtkTe7/frO9/5jh5++GHt3LnzhM83d+5cWa1W7du375SFOwAMd4ZhaFKyTZOSbbp+cjD4rsNn6l/1Hm2u8aq0OljQH26NLPhuZ4NPOxt8+tV7wWIryW5oXkawT35+17Z07jiC7xAZgukAABhcMbU4MhAIyOPx6Atf+IKuvvrqsNuuvfZaXXvttbrxxhtP+vgdO3bI7/cTVgdgVHLZDC3MdGphplMqDJ6rbOsOvttc49E7tV61RRB81+w1tfFYpzb2CBibmGTtKuSDBf3MNLscBN+hl8MtPu3v0d9ut0gL6W8HAOCMRK1wv/fee1VcXKycnBy1tLRozZo1Kikp0erVq+V2u+V2u8Pub7PZlJWVFVrmsH//fq1evVrFxcVKS0vTnj17dNddd2nWrFk6//zzo/ElAUDMGRtv1bK8OC3LCwbf+QKmdjX4QjPyW2o82tPoi+i5DjT7daC5Xc/vCwbfOa3S7LTgjPwCt0NFmQ7lJhB8N9qV9NjlQJKK3A7F29i/HQCAMxG1wr2qqko333yzqqurlZycrMLCQq1Zs0aLFy+O6PF2u10bN27UI488otbWVuXk5Ki4uFh33HGHrFaWcwLAidgshmam2TUzza7PTkuQJDV0BlRW6wmbmT/e2f+sfKdfervGo7drPHpYrZKkrDhLaEa+yO3Q3Ay7Eu0UbaPJpl7L5C9kGzgAAM5Y1Ar3hx9++LTuv3379rDj8ePH6+WXXx7MIQHAqJTqtOiyHJcuy3FJCgbf7Wvyq7TWE5qZf7feqwhW2KuqPaCXKzr0ckWHJMliBIPvPpiRL3I7dE6KTRZm5Ueskl77ty+icAcA4IzFVI87ACD6DMPQ5BSbJqfY9PGu4Ls2X0Db6rzde8tXe3Wkrf/gu4Ap7Tju047jPj3dFXyX7DA0PyNYxAdn5u1Kc7FSaiSoaPHpYEv3/wuHRVqQaY/iiAAAGBko3AEA/Yq3WfShLKc+lNU9e3q0NTz4bmutV+3+/qflmzymXjvaqdeOds/M5idZgzPyGQ5ldViU5zcJvhuGes+2z6e/HQCAQUHhDgAYkOwEq1YkxGnFxGDwnTdgaufx4Kz85mqPttR6VR5h8N2+Zr/2Nbdr9fvtklxyvXtUc9IdPfrl7coh+C7m9Q6mYxs4AAAGB4U7AGBQ2C2GZqc7NDvdoc9PC5473hnQlpruBPvNNR41evqfle/wS29Ve/RWdXchOC7eovkZDi3o6pWfk25XAsF3MaV3MN1F9LcDADAoKNwBAENmjNOiJeNdWjI+GHwXME293+QLzchvrvZox3GvIlhhr2NtAa2v6ND6ruA7qyGdO8YempFfkOnQ5GSC76LlYLNPh3r0tzut0kI3+7cDADAYKNwBAGeNxTBUkGJXQYpdnywInmv1dgffba7x6M1jbar19D+T7jel7fVeba/36sk9wXMpDkNF7u7gu/luh8Y4mZU/G3rPthe5HXLZeBMl2jw33ihJamxsVEpKSpRHAwAYKAp3AEBUJdgtumCsUxd0Lat+7716xWdPCs3Il9Z4tLXOo47+Q+zV6DH1tyOd+tuR7iJySrItNCM/P8OhwjS77BYKysHGNnCxqf3BByVJB8vLVVBQEOXRAAAGisIdABBTDEMan2jT+ESbru4RfLej3qvNPfrl32+KoJKXtLfJp71NPv3u/XZJUpzV0JwMe2hGfoHboewEtqM7E6Zp9gmmu4hgOgAABg2FOwAg5tkthuZkODQnw6EvTg+eq+vwa0uNN1TIl9Z61BRB8F2739SbVR69WdVdaObEW1WUaVdRhkNFmQ7NSXcojmXeETvY4tfh1u43UlxWqSiD/nYAAAYLhTsAYFhKd1lVnGtVcW538F15o69Hgr1XO497FYgg+O5Im19HDvj14oFg8J3NkGak2cP65fOT2Y7uZDb1Wia/gP52AAAGFYU7AGBEsBiGpqbaNTXVrk8VJEiSWrwBvVPrDW1Ft7nGo+r2QL/P5TOlrXVeba3z6vHdrZKkMU4jNCO/wO3QvAyHUgm+k3SCbeBYJg8AwKCicAcAjFiJdosWjXNqUVchaZqmDrX6Q4V8abVX2+o96oygXf54p6m/HOnUX3oE352TYgvNyBdlOjQ91SbbKAu+M01TbxwL728nmA4AgMFF4Q4AGDUMw9CERJsmJNp0zaR4SZLHb+rdruC7D7akO9AcWfDde40+vdfo02/3tkmS4m2G5vYKvhsbP7KD7/Y3+3WkLby/fT77t8eMlNRUSVJR13FjQ0P0BgMAGDAKdwDAqOawGprndmie26GVXedqO/wq7ZqR31zjUVmtR83e/pvl23ym3qj06I0eCevjE6yhGfmiDLtmp4+s/u+SXsvkz8t0ymkdOV8fAACxgMIdAIBeMlxWfSQ3Th/JDW5H5w+Yeq8r+K6062PXcZ8iyL3T4Va/Dre26w8HgtvR2S3SzF7BdxOThm/wXe9guovGMtsOAMBgo3AHAKAfVouh6WPsmj7Grs+cEwy+a/IEg+9KexTzNR39B995A1JZrVdltV79clcw+C7daQnNyC/IdGhuhkMpjtgPvjPNvjPuiwimAwBg0FG4AwAwAMkOiy7Oduri7O7gu4Mt/rBCfludV97+a3nVdQb06qEOvXoouB2dIWlaqi3UJ1/kdmhaqk3WGAu+q+gwdKyt+wuMtxmax/7tAAAMOgp3AAAGgWEYmphk08Qkm67LDwbfdfhMba/vnpXfXONRRUv/wXempF0NPu1q8Ok35cHgu8QPgu8yHaFl9plx0Q2+29IYvirgvEyHHPS3AwAw6CjcAQAYIi6boQWZDi3I7J6Frm7vnpXfXO3RO7Vetfj675Zv8ZnaVOnRph7BdxMSraEZ+SK3Q7PS7Wc1GK6sMfyNg4vYBg4AgCFB4Q4AwFmUGWfVVRPidNWE7uC73Q2+0Iz8lhqPdjdEFnxX0eJXRUu7XtgfDL5zWKRZ6d3Bd0Vuh/IShyb4zjRNlTb0LtxZJg8AwFCgcAcAIIqsFkOFaXYVptl149Rg8F2jJ6B3aoMz8qW1XpVWe1TX2X+zvCcgldZ4VVrjlRQMvnO7LGGF/Dy3XUn2Mw++29vkU523+w2BeFtwWz0AADD4KNwBAIgxKQ6LLuTbr3YAABINSURBVMl26ZJsl6Tg7PaBZn/YdnT/qvMqghX2qukI6JVDHXqlR/Dd9DG2sO3opqbaZDnNWflNxzxhx+dnOmSPsfA8AABGCgp3AABinGEYmpRs06Rkm/5tcjD4rt1n6l913TPym2s8OtwaWfDdzuM+7Tzu06/eCwbfJdsNzc3oSrDPDC61z3CdOviObeAAADh7KNwBABiG4myGzsty6rwsp1QYPFfZ5g9LsH+n1qu2CKblm7ymNh7r1MZj3cX4xKTu4LsFbodmpNlDifGmafYp3AmmAwBg6FC4AwAwQoyNt2pZXpyW5QWD73wBU7safKEZ+S01Hu1p9EX0XAea/TrQ3K7n9wWD75xWaXZacEY+N8Gm6vbunvtEm6E5GfbB/4IAAIAkCncAAEYsm8XQzDS7ZqbZ9dlpweC7hs6AymqDhXxptUeltR4d7+x/Vr7TL71d49HbNZ4+t52fRX87AABDicIdAIBRJNVp0WU5Ll2W0x18t68pPPju3frIgu8+QH977PLPni1J6ujslMvJdQKA4YrCHQCAUcwwDE1OsWlyik2fmBIMvmvzBbStzhsq5EurvTrSdvLgu0uzKQhjVcvGjZKk8vJyFRQURHk0AICBonAHAABh4m0WfSjLqQ9ldRfkR1vDg++21nrV7jf1lRmJmpXO/u0AAAwlCncAANCv7ASrViTEacXE7uC78vK9mj41J8ojAwBg5LNEewAAAGD4sVkM2XgVAQDAWcGvXAAAAAAAYhiFOwAAAAAAMYwedwAAgBEq8eKLJUnTu7aD+yBlHgAwvFC4AwAAjFDWbdskSQlRHgcA4MywVB4AAAAAgBhG4Q4AAAAAQAyjcAcAAAAAIIZRuAMAAAAAEMMo3AEAAAAAiGEU7gAAAAAAxDAKdwAAAAAAYhiFOwAAAAAAMYzCHQAAAACAGEbhDgAAAABADKNwBwAAAAAghlG4AwAAAAAQw4yGhgYz2oMAAAAAAAAnxow7AAAAAAAxjMIdAAAAAIAYRuEOAAAAAEAMo3AHAAAAACCGUbgDAAAAABDDRnXh/tOf/lSXXnqpcnNzNXnyZH384x/Xzp07w+5jmqZ+8IMfaNq0aRo7dqyWLl2qXbt2hd3nJz/5ia644gplZ2crNTX1hJ+rrKxMV199tfLy8jRhwgStWLFCW7Zs6XeMJSUluvjii5WVlaXZs2frySefDLvd7/dr1apVmjVrlrKysjRr1iytWrVKPp/vlM/b2dmpb3zjG8rPz1d2drY+8YlP6MiRI6Hbt2/frs9//vMqLCzU2LFjVVRUpJ/97GcKBAL9jnkocK1Ofq1qa2v1sY99TNOmTVNmZqYKCwt1++23q7Gxsd8xDwWu1cmvVU91dXWaPn26UlNTVVdX1++YBxvX6dTXKTU1tc9H789/tnCt+v+eeu6553TRRRcpKytL+fn5WrlyZb9jHgpcq5Nfq//7v/874fdVamqqysrK+h33YONanfr7aqBjHmxcp1Nfp40bN6q4uFjjx4/X1KlT9Z3vfKff5x0qo/laPf3001q2bJkmTJig1NRUHTx4sM99GhoadPPNN2vChAmaMGGCbr75ZjU0NPQ75p5GdeFeUlKiz3/+83r11Ve1bt062Ww2ffSjH9Xx48dD93nwwQf1i1/8Qj/84Q/197//XW63W9dcc42am5tD9+ns7NT/a+/ug6Ko/ziAvw8EueT56aBQyJDQhCwViPIPUCMcigknGKJyNJzRgkGU4cDCFCqlkYco8ibR0iRhuAA7RiCaoRNH9GJGJGcESYWQBIQR8o6HeNjfH/zYY4E7F4c7buLzmtl/9nY/t5/vm+Vu9273QkJCsHv37hmfR6lUYuvWrXBycsIvv/yCqqoqODk5ISwsjFNnqpaWFoSHh8PHxwcXLlzA3r17kZiYiHPnzrHLZGdnIy8vD+np6VAoFDhy5AiOHz+OzMxMrb0nJydDJpPhxIkTOH/+PB4+fIiIiAiMjo4CAOrr62FnZweJRILLly8jOTkZX3zxBbKysniN7VyjrDRnZWRkhJCQEBQUFKCurg7ffPMN5HI54uLieI3tXKOsNGc12QcffAAvLy+t9XSJcnp0Tjk5OWhqamKnyMhIrXV1hbLSnpVEIsGBAwcQGxuL2tpayGQybNmy5ZHjqguUleaswsLCOPtTU1MTwsPD4erqihdeeIHX+M4lykpzVo+7zbpAOWnO6fr163jrrbcQEBCACxcu4MSJEygvL8fBgwf5DO2cW8hZ9ff3IzAwEElJSRqXiY6ORkNDA4qKiiCVStHQ0DDrk8z0O+6TKJVKLFu2DPn5+QgODgbDMPD09MTOnTuRkJAAABgYGMCKFSuQlpaG7du3c9Y/d+4ctm3bNu3sydWrVxEQEID6+nq4ubkBGP/jWbNmDaqrqzW+YH3yySeQyWScM9GxsbFobGxEVVUVACAiIgI2NjaQSCTsMrt27cKDBw9QWFg4Y92+vj64u7sjNzcX4eHhAIC7d+/Cy8sLUqkUGzdunHG9AwcOQC6XQy6XaxpCvaGstGclkUiQlZWFpqYmTUOoN5TV9KyOHTuG8vJy7Nu3D6Ghobh16xbs7Oz4DKfOUE7cnKytrXHq1CmEhobyHUK9oazUWfX29mLVqlXIz89HQEDALEZRPygrza9V/f398PT0RFxcHPbt26dtGPWCslJn9bjbrA+Ukzqn1NRUVFVVoaamhl2vvLwc27dvR3NzMywsLPgMqc4slKxm2rZr167B1dWVnd/U1ARfX19UVFTAz88PAFBbW4vg4GD8/vvvWLFixSNrAwv8E/eplEolxsbG2K9ltLa2orOzE4GBgewyQqEQ/v7+uHLlCu+67u7usLe3x5kzZzA0NIShoSGcPn0aLi4u8PT01LieQqHgPDcA9h/q8PAwAMDPzw8XL17EzZs3AQCNjY2oqanB5s2bNdatr6/H8PAwp/bEV2y09fXw4UONX1nRN8pKc1b37t2DTCbDyy+/zLtvXaKsuFldu3YNX375JSQSCYyMDOdfMOU0fZ9KSkrC8uXLERAQgJMnT87bpUJTUVbqrKqrqzE6Ooquri74+vpi5cqViIqKQktLC+++dYmy0vxaVVJSgv7+fkRFRfHuW5coK3VWj7vN+kA5qXMaGhqCmZkZZz2hUIjBwUHU19fz7l1XFkpWfCgUCpibm8PX15ed5+fnhyVLlsyqd8N512gAkpKS4OXlBR8fHwBAZ2cnAMDBwYGznIODA7q6unjXtbCwQFlZGYqLi+Hs7AxnZ2cUFxejtLQUQqFQ43pdXV0zPvfIyAh7TeyePXsQEREBX19f2Nvbw8/PD5GRkYiOjtZa19jYeNonfNr6qq+vx48//ogdO3bwbVunKKvpfb3//vtwdnbGypUrYW5ujtzcXN596xJlpe5LpVIhOjoa6enpePLJJ3n3qg+UE7ev/fv34+TJkygtLUVYWBg+/vhjZGRk8O5blygrdV8tLS0YGxvD0aNH8dlnn+HMmTMYGRlBSEgI+vv7efeuK5SV5r5OnTqFoKAgODk58W1bpygrdV+Pu836QDmp+9q4cSPq6upQUFCAkZER/P3330hPTwegHpf5tFCy4qOrqwt2dnYQCATsPIFAAHt7+1n1Tgfu/7d//35cvnwZP/zwA4yNjTmPTR5kYPzGClPnaTMwMICYmBisX78ev/76KyorK+Ht7Y23334bKpUKAPDUU0+xU3x8vNbnnjy/uLgYBQUFyMvLg1wuh0QiQV5eHk6fPg0AyMjI4NRua2vTuJ2a+mpubkZERAR2795tEF8bpaxm7uvzzz+HXC5Hfn4+WltbkZyczLtvXaGsuH2JxWL4+voaxH40GeU0va/ExES89NJL8Pb2RmxsLMRiMb766ivefesKZcXta2xsDMPDw0hPT8emTZuwdu1afPvtt+ju7kZFRQXv3nWBstLc140bN6BQKLBt2zbePesSZcXti882zwfKidtXYGAg0tLSkJiYCJFIhHXr1uHVV18FgGnjo2+U1XQz9Tjb3hfxXvI/LDk5GcXFxZDJZOy1EgAgEokAjJ8lcXFxYed3d3dPO2OjTVFREe7cuYPKykr2jzcvLw9ubm4oKytDREQE5/qUiWtSHB0dp52F6e7uxqJFi2Brawtg/LrzmJgYbN26FQDw3HPPoa2tDVlZWXjvvfewY8cOvPnmm+z6zs7OcHR0xOjoKHp6emBvb8+p7e/vz3m+mzdv4vXXX0dYWNi83exiMspKXXtqViKRCCKRCB4eHrC1tUVwcDASEhI446FPlJW69kRWcrkc7e3tOHv2LAD1C4aHhwf27NmDlJQU3v3PFcpJXXvqPjXZ2rVr8c8//6CrqwuOjo68+59LlJW69kRWE70/++yz7ONWVlZwcnLC3bt3efc+1ygrde2Z9qvvv/8eLi4u2LRpE++edYWyUteeyIrPNusb5aSuPXmfiomJwYcffoiOjg5YW1vjr7/+wqFDhzjXV+vbQsuKD0dHR3R3d3MO1BmGQU9Pz6x6X/CfuIvFYkilUvz888/w8PDgPObq6gqRSITq6mp23uDgIGpraznXKDzKwMAABAIB53pWIyMjCAQC9prJ5cuXs9NEgD4+Pvjtt984tSZuumBiYgJg/OYuU89kGRsbs3VtbGw4tRctWoQ1a9bAxMSE01d7ezt744QJjY2NCAkJQWhoKA4fPsy7X12hrMbNlNVUEzX//fdf3r3PJcpq3NSsSkpKcPHiRdTU1KCmpgY5OTkAgLKysnn5+SrKaRyffeqPP/6AmZkZrKysePc+lyircVOzmrjJz59//skuo1Qq0dnZiaVLl/LufS5RVuM07VeDg4MoLCxEVFTUvN/ng7IaNzUrPtusT5TTOE37lEAggLOzM4RCIaRSKVxcXPD888/z7n0uLcSs+PDx8YFSqYRCoWDnKRQKqFSqWfVunJSUdJD30v8xCQkJKCgoYM/8qlQq9isWpqamEAgEGB0dRVZWFtzd3TE6OoqPPvoInZ2dyM7OxuLFiwEAbW1taG1tRUNDA6qrq7FlyxZ0dnZiyZIlMDU1haWlJSQSCe7duwc3Nzfcv38fKSkpuH37NtLS0mBpaTnj9j399NPIzs7G/fv3sXTpUpw/fx4ZGRn49NNP2ZsvNDU1obCwEO7u7jAxMUFNTQ3S0tIQFham8Y7jZmZm6OjowPHjx7F69Wr09fUhPj4elpaWOHToEIyMjHDjxg288cYb2LBhA1JSUtixUalUMDc310Ea2lFWmrOqqKiAQqGAsbEx+vv7ceXKFfamWvPxk3CUleasbG1t4eDgwE59fX04e/YsUlNTZ3XGdS5QTppzKi8vx6VLl2BqagqlUgmZTIbU1FS88847eO2113SQhnaUlfZ9qqGhAVKpFKtXr4ZSqURycjL6+vpw5MgR9s2YvlBWmrOa8NNPP6G4uBjHjh2btxNhAGWlLavH3WZdoJy071M5OTkwNzdHT08PvvvuO2RmZuLrr7+el5sILtSsgPHr92/fvo3m5mbIZDIEBgZCpVLB1NQUQqEQ9vb2qKurg1Qqhbe3N9rb2xEfH48XX3xxdh/c9Pb2Mgt1AjDjJBaL2WUePHjAiMViRiQSMYsXL2b8/f2ZS5cucepERkbOWEcmk7HLlJSUMH5+foylpSVjZWXFvPLKK0xlZeUjt7GsrIzx9vZmTE1NmWXLljGZmZmcx9va2phdu3YxLi4ujJmZGePq6srs3buX6ejo0Fq3o6OD2blzJ2NjY8MIhUImKCiIuX79Ovu4WCzWOD6UlWFlVVpayqxfv56xtLRkzMzMmGeeeYaJi4tjWlpaKCsDy2rqJJPJGADMrVu3KCcDykkqlTJeXl6Mubk588QTTzCrVq1iDh8+zHR3d9M+ZWBZTdR+9913GWtra8bKyooJCgpirl69SlkZYFa9vb2Mv78/s3nz5nnJh7Lin9XjbjPlpN+cNmzYwL7/W7duHVNUVET71Dxkpem4KTc3l13mzp07THh4OGNhYcFYWFgw4eHhs36vTr/jTgghhBBCCCGEGLAFf407IYQQQgghhBBiyOjAnRBCCCGEEEIIMWB04E4IIYQQQgghhBgwOnAnhBBCCCGEEEIMGB24E0IIIYQQQgghBowO3AkhhBBCCCGEEANGB+6EEEIIIYQQQogBowN3QgghhBBCCCHEgNGBOyGEEEIIIYQQYsD+BzhPNCNr0horAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-02-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1226634613151412224\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1219881215156801537\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-08\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1214956305808527361\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-12-02\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/936782477502246912\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-02-06\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/960994034960416768\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1190094817084051456\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-25\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1055362206798307328\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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//v0lSV988YUaGhp05plnNj6va9eu6t27t1avXh3xwR0AOprYG26QJB1TXa3Y5GTtfvJJiyvquPxBQ7d8XKW/b6xvMveHExN058lJHIEGAGhzTrtNQ7P27GW/82Sp2hfU+zv2dKsvKPYesu9Kye6g2svKeUuDe2FhocaNGyePx6P4+HgtXLhQffv2bZx/6623dPXVV6u+vl5ZWVl69dVXG5fJl5aWym63KzU11fSa6enpKi0tbfF9i4qKWv+baQORUie4VpGEaxW+Tl2wQJKUvvfxl7/9rXXFdGC1fumOjTH6qNK85cxuMzStp0+/TKrXpm/3/Zzl71Tk4FpFDq5VZOA6WeM4ScelSlNSpRKvTWuqovRJlV2fVNlV3tA0pQ9OCUTEtTrUCg5Lg3tubq5WrVql6upqLVmyRFOnTtXrr7+uPn36SJKGDx+uVatWqby8XAsWLNCkSZO0bNkyZWVlNfuahmEcsgttJCxrYflN5OBaRQ6uVWThWh19P9T6NWl5uQorzXcwkhw2PXNmqkZmu0zj/J2KHFyryMG1igxcp/CQK2nY3v9uGIY2VPmVX+xVQbFH7//oU1y0TT3jjHZxrSztne90OtWjRw8NHDhQ06dPV//+/TV79uzG+fj4ePXo0UODBg3SzJkz5XA49Mwzz0iSMjIyFAgEVF5ebnrNsrIypaenCwAAhG5duU9j39jZJLR3jbfr7XPTm4R2AADCic1m0wluh67vm6B/jk3Td7/urH+fk6b2srMrrA69CwaD8vl8Ic0PGDBADodD+fn5jfPbt2/Xxo0bTUfGAQCAlr29zaNz3izTjnrzETwD0xx697x0neB2WFQZAABHxmm3qVdy+/n5ZdlS+XvvvVfjxo1Tly5dVFtbq8WLF+v999/Xiy++qF27dukvf/mLzj77bGVmZqq8vFzz5s1TcXGxzj//fElScnKyLr/8ct1zzz1KT09vPA6ub9++GjlypFXfFgAAEWXe+lrdtrpawQO69J7TzaV5eW7FO8Lqd/wAAHRIlgX3kpISTZkyRaWlpUpKSlLfvn0bj3Grr6/X+vXrtXDhQlVUVKhTp04aOHCg3nzzTfXr16/xNR5++GHZ7XZNnjxZHo9HeXl5mjt3Lme4AwBwCIGgobs/rdbswromc9f3jdcDpybL3l5a8QIAEOEsC+5z5sxpdi4uLk6LFi065Gu4XC7NmDFDM2bMaM3SAABo1+oagpqyslJvfO8xjUfZpD+dlqxrT0iwqDIAAHAwYXGOOwAAODpK6gO69N1yfV7WYBqPj7Zp/ki3zs6JtagyAADQHII7AAAdxPrKBl28rFw/1AVM41mxUXphTKoGpDktqgwAALSE4A4AQAewotijK96r0K4Gcxe6Pu5ovTgmVV0T+EgAAEC44qc0AADt3LPf1OmmD6vkP6Bz/JguMfq/kZ2U5KRzPAAA4YzgDgBAOxU0DD24dpce+7K2ydzk3nGacXqKoukcDwBA2CO4AwDQDnn8hq5/v1KvfLe7ydwDpybpt/0SZLMR2gEAiAQEdwAA2plyT0AT363Qx6U+07jLLj2d10m/7E7neAAAIgnBHQAQFmpWrJAkbfv+e+V062ZtMRFsU7VfFy8r0+Yac+f4NFeUnh+dqkEZdI4HACDSENwBAGEhOGCAJKk+Pl7B3FyLq4lMH/7o1cT3ylXpNXehOy45Wi+OTVX3RH7sAwAQifgJDgBAO/DSpnr95v1K+YLm8eFZTj17ZqpSYugcDwBApCK4AwAQwQzD0CPravTQ5zVN5i7rFacnh6TIaacJHQAAkYzgDgBAhPIFDN34YZWe+7a+ydwdAxN1y0mJdI4HAKAdILgDABCBqrxBXZFfoZU7vKZxZ5Q0c5hbl/SMs6gyAADQ2gjuAICw4PjHPyRJaSUlcmRmqmHSJCvLCWtbavyasKxcG6v9pvEUp02LRqdqaFaMRZUBAIC2QHAHAISFuBtvlCR13/u4muB+UJ/u9Omy5eXa6TF3oeueaNdLY1OVm+ywqDIAANBWCO4AAESIJVt2a8rKCnnMR7TrtAynFo3upDSX3ZrCAABAmyK4AwAQ5gzD0MzCWt2zZpeMA+Yu6B6rOcPdckXThA4AgPaK4A4AQBjzBw3dtrpa8zfUNZn7/YkJuuvkJEXROR4AgHaN4A4AQJiqaQjqqvwKLdtu7hxvt0mPD0nRFcfFW1QZAAA4mgjuAACEoe11AU1YXq6vKhpM40kOmxaM6qRRXVwWVQYAAI42gjsAAGHmy3KfJiwv1456c+f4rvF2vTg2VX3cdI4HAKAjIbgDABBG3tnm0eQVFarzm9vQDUh16IUxqcqKo3M8AAAdDcEdAIAw8bf1tbp1dbWCB7SOP6ebS/Py3Ip3RFlTGAAAsBTBHQAAiwWChu75dJdmFdY2mZvaJ14PDkqWPYrO8QAAdFQEdwAALFTvD2pKQaVe/95jGo+ySf9vcLKm9EmwqDIAABAuCO4AAFikpD6gy94t19oyc+f4uGib/m+kW2fnxFpUGQAACCcEdwAALLC+skGXLC/XttqAaTwrNkovjEnVgDSnRZUBAIBwQ3AHAOAoKyj26PL8Cu3ymbvQ9XFH68UxqeqawI9nAACwD58MAABhof6JJyRJpSUlysjMtLiatrOwqE43flClA0570+guMfr7yE5KctI5HgAAmBHcAQBhoWHSJElSWVGR3Lm51hbTBgzD0ENra/TIlzVN5iYdF6cZZ6TIQed4AABwEAR3AADamMdv6LcfVGrx5t1N5u4/NUn/2y9BNhuhHQAAHBzBHQCANlTuCei/36vQRyU+07jLLj2d10m/7E7neAAA0DKCOwAAbWRTtV8XLyvT5hpz5/g0V5SeH52qQRl0jgcAAIdGcAcAoA18VOLVr98tV6XX3IXuuORovTg2Vd0T+REMAABCw6cGAEBYiPriC0lS3PffK6quTsEBAyyu6Mgt3lyv61dVyhc0jw/LcmrhmalKiaFzPAAACB3BHQAQFhJHjpQk9dn7uLqqyrJajpRhGHr0y1o9uHZXk7lLe8bqL0PdctppQgcAAA4PwR0AgFbgCxi66aMqLSqqbzI3bWCibj0pkc7xAADgiBDcAQD4maq8QV2RX6GVO7ymcWeU9NQwtyb0jLOoMgAA0B4Q3AEA+Bm21vg1YXm5NlT5TeMpTpsWjk7VsKwYiyoDAADtBcEdAIAjtHanT5e+W67S3eYudN0T7XppbKpykx0WVQYAANoTgjsAAEdg6dbdmlJQqd0B83Fvg9Odem5MJ6W57BZVBgAA2huCOwAAh8EwDM0qrNXda3bJOGDu/O6xmjPcrdhomtABAIDWQ3AHACBE/qCh21dX628b6prM3dQ/QXefkqQoOscDAIBWRnAHACAENQ1BXb2iQu/8YO4cb7dJj52Roit7x1tUGQAAaO8I7gAAHEJxXUATlpfrPxUNpvEkh00LRnXSqC4uiyoDAAAdAcEdAIAW/KeiQROWlam43tw5vmu8XS+OTVUfN53jAQBA24qy6o3nzZunIUOGKCcnRzk5ORo7dqzefvttSVJDQ4OmT5+uIUOGKDs7W71799Y111yjbdu2mV7D6/XqlltuUY8ePZSdna1LL71U27dvt+LbAQC0Q+9s82j8GzubhPYBqQ4tPy+d0A4AAI4Ky4J7dna27rvvPhUUFCg/P195eXmaOHGivvrqK9XX12vdunW6+eabVVBQoOeee07bt2/XRRddJL/f3/ga06ZN09KlSzV//ny9+eabqqmp0YQJExQIBKz6tgAA7cT8DbW69N1y1frNvePH57j0xvg0ZcVx3BsAADg6LFsqf+6555oe33333Zo/f77WrFmjfv366V//+pdp/vHHH9fpp5+ujRs3qm/fvqqurtazzz6rWbNmadSoUZKkp59+Wv3799eKFSs0evToo/a9AADaj6Bh6J41uzSzsLbJ3P/0iddDg5Jlj6JzPAAAOHrCYo97IBDQv/71L9XV1Wnw4MEHfU5NTY0kKSUlRZL0xRdfqKGhQWeeeWbjc7p27arevXtr9erVBHcAiDC+K6+UJFVXVys5OdmSGur9QV23slJLt3pM41E26Y+Dk3VdnwRL6gIAAB2braqqyjj009pGYWGhxo0bJ4/Ho/j4eM2bN09nnXVWk+f5fD794he/kNvt1gsvvCBJeumll/Q///M/Kisrk22/M3N/8YtfqGfPnnriiSeafd+ioqLW/2YAABGt3Cf94esYFdaal8C7ogw91NunvFS2YQEAgLaRm5vb4ryld9xzc3O1atUqVVdXa8mSJZo6dapef/119enTp/E5fr9fU6ZMUXV1tZ5//vlDvqZhGKYg39z7hruioqKIqBNcq0jCtYoMVlynDVUNmrKsXN/XmsN5VmyUXhiTqgFpzqNaT6Tg71Tk4FpFDq5VZOA6RY72cq0sa04nSU6nUz169NDAgQM1ffp09e/fX7Nnz26c9/v9uvrqq1VYWKjXXntNnTp1apzLyMhQIBBQeXm56TXLysqUnp5+1L4HAEBkKyj2atwbO5uE9j7uaC07L53QDgAALGdpcD9QMBiUz+eTtOdIuMmTJ6uwsFBLly5VZmam6bkDBgyQw+FQfn5+49j27du1ceNGnXbaaUe1bgBAZFpUVKdfvVOmXT7zrrEzs2P01jnpykkIi1YwAACgg7PsE8m9996rcePGqUuXLqqtrdXixYv1/vvv68UXX5Tf79eVV16pzz//XM8//7xsNptKSkokSUlJSYqNjVVycrIuv/xy3XPPPUpPT5fb7dadd96pvn37auTIkVZ9WwCACGAYhh76vEaPrKtpMnflcXF65IwUOegcDwAAwoRlwb2kpERTpkxRaWmpkpKS1LdvXy1evFijR4/W1q1b9eabb0pSkxA+a9YsTZw4UZL08MMPy263a/LkyfJ4PMrLy9PcuXNlt3O2LgDg4LwBQ799v1Ivbd7dZO6+U5P0u34Jh+yVAgAAcDRZFtznzJnT7NwxxxyjqqqqQ76Gy+XSjBkzNGPGjNYsDQBggeS9x32euvdxdQg/Bw5XhSegie9V6KMSn2k8xi49PbyTzj82ttXfEwAA4Odi8x4AoEPYvMuvi5eVadMucxO6NFeUnhvdSYMzYiyqDAAAoGUEdwBAu/dRiVcT361QhTdoGs9NjtZLY1PVPZEfhwAAIHzxSQUA0K69vLleU1dVymfO7Bqa5dTCM1PljgmrA1YAAACaILgDANolwzD02Je1emDtriZzE3rG6qmhbjntNKEDAADhj+AOAGh3GoKGfv9hlZ4tqm8yd/uARN02IJHO8QAAIGIQ3AEA7UqVN6gr8ytUsMNrGndESTOHuTWhZ5xFlQEAABwZgjsAoN34vtavS5aVa0OV3zSe4rRp4ehUDcuiczwAAIg8BHcAQLuwdqdPl75brtLd5i503RPtemlsqnKTHRZVBgAA8PMQ3AEAEe/1rbt1bUGldgcM0/igdIeeH5OqNJfdosoAAAB+PoI7ACBiGYah2V/X6a5PqmUcMHd+91jNGe5WbDRN6AAAQGQjuAMAIpI/aGja6mrN21DXZO7G/gm655QkRdE5HgAAtAMEdwBAxKltCOrqFRV6+wdz53i7TXrsjBRd2TveosoAAABaH8EdABBRiusCmrC8XP+paDCNJzpsWjCqk87s4rKoMgAAgLZBcAcAhIXASSdJkjxer1wxBz+27T8VDZqwrEzF9ebO8V3j7frnmFT17UTneAAA0P4Q3AEAYaG2oECSVFRUpNzc3Cbzy3/waFJ+hWr95jZ0J6U69MKYVHWOo3M8AABonwjuAICw9/cNdbr54yodcNqbzs5xaf4It+IdUdYUBgAAcBQQ3AEAYStoGJr+6S499VVtk7nrTojXw4OTZY+iczwAAGjfCO4AgLC022/oupUVWrLVYxqPskkPD07W//RJsKgyAACAo4vgDgAIO6W7A/r1u+X6dKe5c3xctE3zR7g1vlusRZUBAAAcfQR3AEBY+a7epptf36nvawOm8czYKP1zTKoGpDktqgwAAMAaBHcAQFhIGDFCNQ2Geu3y6xVJp/7hpca5PinR+ufYVOUk8GMLAAB0PHwCAgCEBfu6dUqRNPCA8VHZMfrHqE5KdtI5HgAAdEx8CgIAWK7cE3JkfsgAACAASURBVDjo+JXHxenFsamEdgAA0KHxSQgAYCnDMHTjh1VNxu89JUlPDEmRg+PeAABAB8dSeQCApRYW1WvpAUe+SdKNJyZaUA0AAED44Y47AMAym3f5dfvqaqvLAAAACGsEdwCAJfxBQ1NWVqjOb1hdCgAAQFgjuAMALDFjXY0+3dlgdRkAAABhj+AOADjqPin1asa6GqvLAAAAiAgEdwDAUVXTENSUlZUK7rdCPjOWH0cAAADN4ZMSAOCoun11tbbUmM9tnzXMbVE1AAAA4Y/gDgA4al7bsluLiupNY9eeEK8xXV0WVQQAABD+CO4AgKOiuC6gGz+sNI0dnxKt+09NtqgiAACAyEBwBwC0uaBh6Pr3K1Xp3bex3REl/TXPrdhom4WVAQAAhD+COwCgzc35uk4rir2msbtPTtKJqU6LKgIAAIgc0VYXAABo3worGnTfp9WmseFZTv22X4JprLqqSpJUVFSk3Nzco1YfAABAuOOOOwCgzXj8hq4tqJAvuG8s2WnTnOFuRdlYIg8AABCKw77j/vHHH2vlypXauXOnrrvuOvXq1Ut1dXXasGGDcnNzlZSU1BZ1AgAi0H2fVevrKr9p7PEzUtQ1gQVfAAAAoQr5k5PP59NVV12lN998U4ZhyGaz6bzzzlOvXr1kt9t10UUX6Te/+Y1uvvnmtqwXABAh8rd7NOfrOtPYhJ6xurBHnEUVAQAARKaQl8r/8Y9/1Ntvv60ZM2ZozZo1Mox9nYFdLpfOP/98/fvf/26TIgEAkaXCE9D175uPfuuWYNeM01MsqggAACByhRzcX3rpJU2aNElXX321OnXq1GQ+NzdXW7Zsac3aAAARyDAM3fBhlXbU79vYHmWTns5zK8lJaxUAAIDDFfJS+Z07d6p///7NzsfExKiurq7ZeQBAx7Do23ot3eoxjf2+f6LOyIxp8etib7hBknRMdbVik5O1+8kn26xGAACASBJycM/MzGzxjvpnn32mY445pjVqAgBEqO92+XX7x+aj3wamOXTbwMRDfq1zwQJJUvrexwR3AACAPUJes/hf//Vf+vvf/65vv/22ccy29yiff//733rppZd04YUXtn6FAICI4A8amrKyQrX+fT1Q4qJtmpfnliOKo98AAACOVMjB/bbbblNOTo5GjBiha665RjabTY899pjGjBmjiRMnasCAAbph7zJHAEDH88i6Gq3Z2WAae3hwsnolOyyqCAAAoH0IObgnJibqnXfe0e9//3vt3LlTLpdLH3/8serq6jRt2jQtXbpULperLWsFAISpNaU+zVhXYxobn+PSlcdx9BsAAMDPFfIed2nPsW9/+MMf9Ic//KGt6gEARJiahqCuXVmhwL4V8sqIjdJTw1Iat1QBAADgyIV8x72urk7btm1rdn7btm2qr68P+Y3nzZunIUOGKCcnRzk5ORo7dqzefvvtxvklS5bowgsvVM+ePZWSkqJVq1Y1eQ2v16tbbrlFPXr0UHZ2ti699FJt37495BoAAD/ftNXV2lITMI3NGuZWmstuUUUAAADtS8jB/Y477tCvf/3rZucnTpyou+++O+Q3zs7O1n333aeCggLl5+crLy9PEydO1FdffSVJqq+v1+DBg/XQQw81+xo/LdGfP3++3nzzTdXU1GjChAkKBALNfg0AoPUs2bJbC4vMv7S99oR4je3K1ikAAIDWEvJS+fz8fE2cOLHZ+fPOO0/PPfdcyG987rnnmh7ffffdmj9/vtasWaN+/frp0ksvlSSVl5cf9Ourq6v17LPPatasWRo1apQk6emnn1b//v21YsUKjR49OuRaAACHr7guoBs+rDSN9U6O1v2nJltUEQAAQPsU8h33kpISZWVlNTufmZmpH3/88YiKCAQCevnll1VXV6fBgweH9DVffPGFGhoadOaZZzaOde3aVb1799bq1auPqA4AQGiChqHfvF+pSu++je2OKGneCLdio9nXDgAA0JpCvuOelpam9evXNzu/fv16JScf3l2WwsJCjRs3Th6PR/Hx8Vq4cKH69u0b0teWlpbKbrcrNTXVNJ6enq7S0tIWv7aoqOiw6rRKpNQJrlUk4Vq1jue2Ryu/2Gkam9rNp9iKrSqqOLLXPPWAx1yryMB1ihxcq8jBtYoMXKfIEQnXKjc3t8X5kIP72LFjtWDBAl1wwQU67bTTTHNr1qzRggUL9Ktf/eqwi1u1apWqq6u1ZMkSTZ06Va+//rr69OlzWK+zP8MwDtnF+FD/o4SDoqKiiKgTXKtIwrVqHYUVDZr9kfkXpMOynJo+Ilv2qNa72861Cn/8nYocXKvIwbWKDFynyNFerlXIwX3atGlatmyZzjnnHI0ZM0Z9+vSRzWZTYWGhli9frszMTN15552H9eZOp1M9evSQJA0cOFBr167V7NmzNXPmzEN+bUZGhgKBgMrLy5WWltY4XlZWpiFDhhxWHQCA0Hj8hq5dWSHvfj1Ak502zR3ubtXQDgAAgH1C3uOemZmp/Px8XXLJJfroo4/0xBNP6PHHH9dHH32kCRMmKD8/X507d/5ZxQSDQfl8vpCeO2DAADkcDuXn5zeObd++XRs3bmyyIgAA0DruX1utryv9prHHz0hR14SQfw8MAACAw3RYn7QyMjI0Z84cGYahsrIyGYah9PT0Qy5NP5h7771X48aNU5cuXVRbW6vFixfr/fff14svvihJqqys1LZt21RdXS1J+u6775ScnKzMzExlZmYqOTlZl19+ue655x6lp6fL7XbrzjvvVN++fTVy5MjDrgcA0LL87R7NLqwzjV3SM1YX9oizqCIAAICO4YhukdhsNqWnp/+sNy4pKdGUKVNUWlqqpKQk9e3bV4sXL248xu3NN9/Ub37zm8bn/+53v5Mk3XbbbZo2bZok6eGHH5bdbtfkyZPl8XiUl5enuXPnym63/6zaAABmFZ6Arn/ffPRbToJdM05PabX3qFmxQpK07fvvldOtW6u9LgAAQKRrNrg///zzkqRLL71UNput8fGhXHbZZSE9b86cOS3OT5w4scVz4yXJ5XJpxowZmjFjRkjvCQA4fIZh6IYPq7SjPtg4FmWTnh7uVrIz5B1XhxQcMECSVB8fr2A7aCIDAADQWpoN7tdff71sNpt+9atfyel06vrrrz/ki9lstpCDOwAgMiz6tl5Lt3pMYzf1T9CQrBiLKgIAAOhYmg3u69atk7Sn8/v+jwEAHcd3u/y6/eNq09jANIduH5hkUUUAAAAdT7PBvdt++wuDwaBsNpsSEhLkdruPSmEAAGv5g4amrKxQrd9oHIuLtmlenlsOjn4DAAA4akLanBgIBDRw4EAtWrSoresBAISJR9bVaM3OBtPYQ4OS1SvZYVFFAAAAHVNIXeUdDoeysrKO6Ng3AEDkWVPq04x1Naax8TkuTerddke/Of7xD0lSWkmJHJmZapg0qc3eCwAAIJKEfBzcFVdcoeeee05XX321XC5XW9YEALBQTUNQU1ZWKLBvhbwyYqP01LCUNv0FbtyNN0qSuu99XE1wBwAAkHQYwf3YY4+VYRgaNGiQLrvsMnXv3l2xsbFNnnfBBRe0aoEAgKNr2upqfVcTMI3NHOpWmstuUUUAAAAdW8jBfcqUKY3/vblz0202G8EdACLYki27tbCo3jR27fHxGpfDSisAAACrhBzcly5d2pZ1AAAstqM+oBs+rDSN9U6O1n2DOPoNAADASiEH92HDhrVlHQAACwUNQ9evqlSld9/GdkeU9NcRbsVFh3QACQAAANpIyMF9f1999ZW2bdsmScrJyVHfvn3pOA8AEWzu13XKL/aaxu46OUknpTotqggAAAA/Oazg/vLLL2v69OkqLi6WJBmGIZvNpuzsbE2fPl0XX3xxmxQJAGg7hRUNuu+zatPYsCynfts3waKKAAAAsL+Qg/uiRYv029/+Vrm5ubrvvvvUq1cvGYahTZs26ZlnntF1110nn8+niRMntmW9AIBW5PEbunZlhbz7NZFPcto0Z7hb9ihWUgEAAISDkIP7Y489plNOOUWvv/56k3Pcr732Wp1zzjl67LHHCO4AEEHuX1utryv9prHHz0hRTsIR7aQCAABAGwi549D27dt18cUXNwntkuRyuTRhwoTGJfQAgPC3otij2YV1prFLesbqVz3iLKoIAAAABxNycD/++OO1Y8eOZueLi4vVu3fvVikKANC2KjwBTV1lPvotJ8GuGaenWFQRAAAAmhNycL///vu1YMECvfrqq03mXn75ZT3zzDN64IEHWrU4AEDrMwxDN35YpR31wcaxKJv09HC3kp0c/QYAABBuQt7E+NRTTyk1NVVXX321br/9dh177LGy2WzavHmzdu7cqZ49e+ovf/mL/vKXvzR+jc1m04svvtgmhQMAjsxz39ZryVaPaeym/gkakhVjUUUAAABoScjBfcOGDbLZbOrataskNe5nj4mJUdeuXeX1erVx40bT13C2OwCEl+92+XXbx+aj3wakOnTbgCSLKgIAAMChhBzc//Of/7RlHQCANuYPGrpuZaVq/UbjWFy0TfNGuOW0W/+L1vonnpAklZaUKCMz0+JqAAAAwgfn/QBAB/HolzX6ZKfPNPbQoGTlJjssqsisYdIkSVJZUZHcubnWFgMAABBG6EIEAB3AmlKf/vxFjWns7ByXJvXm6DcAAIBwR3AHgHaupiGoKSsrFNi3Ql7prig9NTSFXiQAAAARgOAOAO3cHaur9V1NwDQ2a5hb6bF2iyoCAADA4SC4A0A7tnTrbj1bVG8au+b4eI3LcVlUEQAAAA4XzekAoJ3aUR/Q7z6oNI0dlxyt+weF59FvUV98IUmK+/57RdXVKThggMUVAQAAhIfDDu67d+/W559/rp07d2ro0KFKS0tri7oAAD9D0DB0/apKVXr3bWx3REl/zXMrLjo8F1sljhwpSeqz93F1VZVltQAAAISTw/r0NnfuXPXu3VvnnXeeJk+erMLCQklSeXm5unXrpmeeeaZNigQAHJ6nv65TfrHXNHbnwCQNSHNaVBEAAACOVMjBfdGiRZo2bZrGjBmjp556Soax7y5OamqqRo0apVdffbVNigQAhK6wokH3flZtGhua5dT/9kuwqCIAAAD8HCEH91mzZumss87S//3f/2n8+PFN5gcMGKCNGze2anEAgMPj8Ru6dmWFvPs1kU9y2jR3uFv2KI5+AwAAiEQhB/dNmzbprLPOanY+NTVV5eXlrVIUAODIPLB2l76u9JvGHjsjRTkJ9CIFAACIVCEH98TERFVXVzc7v2nTJhrVAYCFVhR7NKuw1jR2SY9YXdQjzqKKAAAA0BpCDu55eXlatGiRvF5vk7nt27drwYIFGjNmTKsWBwAITaU3qKmrzEe/dY23a8YZKRZVBAAAgNYScnC/6667VFZWppEjR2revHmy2WxatmyZ7r33Xg0dOlQOh0O33nprW9YKADgIwzB044eV2lEfbByzSXo6z61kZ3ge/QYAAIDQhfyJrkePHnrrrbeUlZWlP/3pTzIMQ7NmzdKTTz6pk046SW+99Za6dOnSlrUCAA7iuW/r9doWj2nsphMTNDQrxqKKAAAA0JoOq1tR79699eqrr6qqqkqbN29WMBhU9+7d2dsOABbZUuPXbR+b+48MSHXo9gFJFlUEAACA1nZEbYZTUlJ08sknS9qzRLOurk7x8fGtWhgAoGX+oKEpBZWq9RuNY7F2m/6a55bTztFvAAAA7UXIS+WXLFmi6dOnm8aeeOIJZWdnKycnR5dddpnq6+tbvUAAwME9+mWNPtnpM409NDhZx6U4LKoIAAAAbSHk4D5r1izt3Lmz8fHnn3+u+++/X6eccoomTZqk5cuX68knn2yTIgEAZmtKffrzFzWmsbNyXJrcm6PfAAAA2puQl8p/++23uuCCCxofL168WJ06ddLLL7+smJgYRUdH65VXXtG0adPapFAAwB61DUFNWVmhwL4V8kp3RWnm0BTZbCyRBwAAaG9CDu719fWKi9t3J+e9997T6NGjFROzp2tx//79tXDhwtavEABgMm11tb6rCZjGZg1zKz3WblFFrcN35ZWSpOrqaiUnJ1tcDQAAQPgIObh36dJFn3/+ua644gpt2rRJGzZs0I033tg4X1FRIZfL1SZFAgD2WLp1t54tMvcTueb4eI3Lifx/f3fv3W61tahIubm5FlcDAAAQPkIO7hMmTNAf//hH7dixQxs2bFBKSorOPvvsxvm1a9eqV69ebVIkAEDaUR/Q7z6oNI0dlxyt+wdx9BsAAEB7FnJw//3vfy+v16t33nlHXbp00cyZMxuXMlZWVurDDz/U9ddf32aFAkBHFjQM/WZVpSq9+za2O6Kkv+a5FRcdcp9RAAAARKCQg7vdbtddd92lu+66q8mc2+1WUVFRqxYGANjn6a/r9F6x1zR258AkDUhzWlQRAAAAjpaQg/v+qqur9cMPP0iSunbtShMhAGhDX1c26N7Pqk1jQzKd+t9+CRZVBAAAgKPpsNZXrl27VuPHj1ePHj00fPhwDR8+XD169NA555yjtWvXHtYbz5s3T0OGDFFOTo5ycnI0duxYvf32243zhmHoj3/8o44//nhlZWXp3HPP1fr1602vUVVVpSlTpqhbt27q1q2bpkyZoqqqqsOqAwDCmTdg6NqCCnn3ayKf5LTp6Ty37FEc/QYAANARhHzH/bPPPtO5554rh8OhK664Qr1795ZhGPrmm2+0ePFinXvuuXrjjTd08sknh/R62dnZuu+++9SzZ08Fg0E9//zzmjhxolasWKF+/frpySef1KxZszRr1izl5ubqz3/+sy644AKtWbNGiYmJkqRrrrlGP/zwg1566SXZbDb97ne/03XXXad//vOfR/a/BgCEmfs/26XCSr9p7LEzUpSTcEQLpsJackqKJOnUvY+r+UUsAACApMMI7g8++KDS09P1zjvvqHPnzqa5W2+9VePGjdODDz6oV155JaTXO/fcc02P7777bs2fP19r1qxR3759NWfOHN1444365S9/KUmaM2eOcnNztXjxYk2ePFkbN27U8uXL9dZbb+m0006TJD3++OMaP368ijhKCEA7UFDs0azCWtPYxT1idVGPOIsqAgAAgBVCXir/6aef6qqrrmoS2iWpc+fOuuqqq7RmzZojKiIQCOjll19WXV2dBg8erK1bt6qkpERnnnlm43NiY2M1ZMgQrV69WpL0ySefKCEhoTG0S9Lpp5+u+Pj4xucAQKSq9AY1dZX56Leu8XbNOD3FoooAAABglZDvuBuGIbvd3ux8VFSUDMNodv5gCgsLNW7cOHk8HsXHx2vhwoXq27dvY/BOT083PT89PV07duyQJJWWlio1NVU22749njabTWlpaSotLW3xfSOlA36k1AmuVSSJhGtlGNK0DU4V1+/7J9omQ3f3qNPO7zdpp4W1taVTD3gcCdcKXKdIwrWKHFyryMB1ihyRcK0OtWI85OA+cOBA/eMf/9Dll18ut9ttmqusrNSCBQtC3t++f3GrVq1SdXW1lixZoqlTp+r1119vnN8/lEt7fnlwYFA/0IHPae59wx3L/SMH1ypyRMq1eq6oTu+Wm/d339g/URNO7WpRRdaIhGvV0UXK3ylwrSIJ1yoycJ0iR3u5ViEH9zvuuEPnn3++Tj31VP36179u/Oa/+eYbvfDCC6qpqdHs2bMP682dTqd69Oghac8vBtauXavZs2fr5ptvlrTnrnrXrvs+qJaVlTXehc/IyFBZWZkpqBuGofLy8iZ36gEgUmyp8evWj81Hv52U6tC0gUkWVQQAAACrhbzH/YwzztArr7yinJwczZw5UzfccINuuOEGzZo1Szk5OXr11Vd1+umn/6xigsGgfD6fjjnmGGVmZio/P79xzuPx6KOPPmrc0z548GDV1tbqk08+aXzOJ598orq6OtO+dwCIFP6goSkFlar179t2FGu3aV6eW047R78BAAB0VId1ntDQoUO1YsUKlZaW6vvvv5ckdevWTRkZGYf9xvfee6/GjRunLl26qLa2VosXL9b777+vF198UTabTVOnTtWjjz6q3Nxc9erVS4888oji4+N10UUXSZJ69+6tMWPG6KabbtKTTz4pwzB000036ayzzmoXSyEAdDyPfVmjT3b6TGMPDk7ScSkOiyoCAABAODiig4AzMjKOKKzvr6SkRFOmTFFpaamSkpLUt29fLV68WKNHj5Yk3XDDDdq9e7duueUWVVVV6ZRTTtErr7zSeIa7JM2bN0+33XabLrzwQknS+PHj9ec///ln1QUAVvh0p09/+qLGNHZW1xhd1TveoooAAAAQLpoN7h988MERveDQoUNDet6cOXNanLfZbJo2bZqmTZvW7HPcbrf++te/HlZ9ABBuahuCmlJQocB+B3OkuaL01DD3IZttAgAAoP1rNrifd955h/WB8acmcRUVFa1SGAB0FHd8Uq3NNQHT2MxhKcqIbf4ITgAAAHQczQb3pUuXHs06AKBDWrp1t575pt40dvXx8To7J9aiigAAABBumg3uw4YNO5p1AECHs6M+oBs+MJ/XnpscrQcGcfQbAAAA9gn5OLi6ujpt27at2flt27apvr6+2XkAwD5Bw9BvVlWqwhtsHIu2SfPy3IqLDvmfZgAAAHQAIXeVv+OOO7R27VqtWrXqoPMTJ07UoEGD9Oijj7ZacQDQXv11fZ3eK/aaxu48OUkD0pwWVWS9wEknSZI8Xq9cMTEWVwMAABA+Qg7u+fn5mjhxYrPz5513np577rlWKQoA2rOvKxs0/dNq09iQTKd+1y/BoorCQ21BgSSpqKhIubm5FlcDAAAQPkJej1lSUqKsrKxm5zMzM/Xjjz+2SlEA0F55A4auLaiQd78m8klOm+bmuWWP4ug3AAAANBVycE9LS9P69eubnV+/fr2Sk5NbpSgAaK8e+GyXCiv9prFHT09Rt4SQF0ABAACggwk5uI8dO1YLFizQ6tWrm8ytWbNGCxYs0NixY1u1OABoTwqKPZpZWGsau6hHrC7uGWdRRQAAAIgEId/imTZtmpYtW6ZzzjlHY8aMUZ8+fWSz2VRYWKjly5crMzNTd955Z1vWCgARq9Ib1NRVlaaxrvF2PXJ6ikUVAQAAIFKEHNwzMzOVn5+v6dOn64033tA777wjSUpMTNSECRM0ffp0ZWZmtlmhABCpDMPQTR9Wqbh+39FvNklz89xKieHoNwAAALTssDZVZmRkaM6cOTIMQ2VlZTIMQ+np6bLZaKgEAM15/tt6/WvLbtPYDf0TNCyLI8/2lzBihCTphL3Hwf3UZR4AAKCjO6JuSDabTenp6a1dCwC0O1tq/Lr1Y/PRbyelOnTHwCSLKgpf9nXrJEnxFtcBAAAQblijCQBtxB80dN3KStX6jcaxWLtN8/LcctpZqQQAAIDQENwBoI089mWNVpf6TGMPDErScSkOiyoCAABAJCK4A0Ab+GynT3/6osY0dlbXGF19PAvBAQAAcHgI7gDQymobgrq2oEKBfSvkleaK0lPD3DTzBAAAwGEjuANAK7vjk2ptrgmYxmYOS1FGrN2iigAAABDJmu0qv23btiN6wZycnCMuBgAi3etbd+uZb+pNY1f1jtfZObEWVQQAAIBI12xwP/HEE49oSWdFRcXPKggAItWP9QH97oMq01hucrQeHMzRbwAAADhyzQb3mTNnmoK7YRiaO3euvv/+e11yySXq1auXDMPQt99+q8WLF6tbt2667rrrjkrRABBugoah37xfqQpvsHEs2ibNy3MrLppdSQAAADhyzQb3iRMnmh4/8cQTqq+v1+eff65OnTqZ5m6//XaNGzdO5eXlbVMlAIS5v66v07vbvaaxO05O0oA0p0UVAQAAoL0I+TbQ3/72N02aNKlJaJektLQ0XXnllZo3b16rFgcAkWB9ZYOmf1ptGjsj06kb+iVYVBEAAADak5CDe1lZmRoaGpqd9/v9Kisra5WiACBSeAOGrimokHe/JvJJDpueznPLHsXRbwAAAPj5Qg7uJ554ov72t79p69atTea2bNmiv/3tbzrxxBNbtTggnPkCht7b7tGnVVHy7n9gNzqUBz7bpcJKv2nskTNS1C2h2Z1IAAAAwGEJ+ZPlQw89pAsuuECDBw/W+PHj1atXL0lSUVGR3nrrLUVHR+vBBx9ss0KBcOILGLpoWblW7vBKcumWDTt0ZpcYnZ3j0rgcl9JcnNfdERQUezSzsNY0dlGPWF3SM86iigAAANAehRzcBw0apHfffVcPPvigli1bptdee02SFBcXp3HjxumOO+7QCSec0GaFAuFk/oa6vaF9j1q/oSVbPVqy1aMomzQ43anx3Vwan+NSbnL0ER2tiPBW6Q1q6qpK01jXeLseOT3FoooiX3XVnqP0ioqKlJuba3E1AAAA4eOw1nL27t1bzz77rILBoMrKymQYhtLT0xUVxVFH6DgqvUH96Ytdzc4HDenjUp8+LvVp+qe71CPRrvHdYnV2jktnZDoVzb7niGcYhm76sErF9fuOfrNJmpvnVkoM/x4CAACgdR3RJkzDMBQdHa2kpCRCOzqcGet2qcoX+p72zTUBzSqs1azCWqU4bRrX1aWzc1wa3dWlZCd/fyLRC5t2619bdpvGbuifoGFZMRZVBAAAgPbssFLD2rVrdf755ys7O1u9evXSBx98IEkqLy/XJZdcooKCgjYpEggXm3f5NW99nWls6jE+5f8iXbcOSFT/To4Wv77KZ+jFzbt1VUGlej63Q798q0xzv67Vlhp/i1+H8LGlxq9bP64yjZ3YyaE7BiZZVBEAAMD/Z+/Ow6Mqzz6O/yaTZbInkBC2hDVhFxACFhEBbRU3cKHgiqgFfaWWFigEBAXEDUWpRUHRimgrIFGDIlgsCCj7IiqLYV+ERCD7Mklm5v0DnXiEhABJzkzy/VxXrstzz8mZe3JnMPc8z3ke1HQVbtw3btyoG264QQcOHNDg+7iIVQAAIABJREFUwYPlcpWOONatW1e5ubmaP39+lSQJeIonNmepuHR2tBoHW3VXwxJ1jvLX+M5hWtO/nr4dGKMXrgjXNY0CVN6AeolL+vK4XeM2ZKnTB2nq8WGapm7J0qb0IjldrFLviUqcLg1fnaGc4tL62KzSG1dHyt/KLRAAAACoGhWeKj916lS1aNFCX3zxhfLy8vTOO+8YHr/qqqu0YMGCSk8Q8BRfn7BryaFCQ+yJLmGyOXMMsdgQXz3UJkQPtQlRTrFT/ztm12eHC/T5UbtO250qy87MEu3MzNWLO3JVL9BH1/08pb53wwAF+zGl3hO8tCNHG9KLDLGnEsPVKqL8mRYAAADApahw475161Y9/vjjstlsys/PP+vxRo0aKS0trVKTAzyF0+XShE1ZhtjlUX66vXmg9u0t+/tC/XzUv2mg+jcNlMPp0safivTZ4UItO1KoH7LKnh6fXuDU/NR8zU/Nl80qXd0gQP3iAnVdrE0NgthqzgxbfirSs9uNH9L8oXGAHmwdbFJGNU/gX/4iSWqSlaXA8HAVzJxpckYAAACeocKNu4+PT7kL0aWlpSkwMLBSkgI8zQf7C7TtZLEhNq1buHwuYJs3q49Fv4sJ0O9iAjQlMVx7s4r12ZEzTfz6tCI5ypgdX+iQlh+1a/nRM9vPdY7yU7/YM6PxHer4sdVcNcgtdupPX5421CjK5qN/9ozk51+J/OfNkyRF/3xM4w4AAHBGhRv3Tp06admyZRo+fPhZjxUVFWnRokXq1q1bpSYHeIKCEpembDFu/3ZLE5t+F3NpK4i3DPfTn8P99Of2ocqwO/Xfo4X67HChVhwrNNxD/VvbThZr28liPb0tR42DrWea+DibetYPUAD3WVeJCRuztD/HYYi9cmWE6gUy+wEAAABVr8KN+9/+9jfdcccdGjFihAYOHChJOnHihFasWKEXXnhBBw4c0KxZs6osUcAsr36fq6N5pU2bn480uWt4pT5HZICP/tgiSH9sEaQih0tfp9m19HChPjtSqCO5jjK/72ieQ2/sztMbu/MU4mtR30ZnptT/oXGA6tpoKivDJ4cKNO8H4+1BQ1sFqV8cM4wAAABQPSrcuPfp00dz5szRmDFj9O9//1uS9Mgjj8jlcik8PFxz585VYmJilSUKmCEt36GXdhjvax7WJkTNwir81rlg/laLeje0qXdDm57r7tLOjJKfp9QXaPNPxWV+X26JSymHCpVyqFA+Fql7PX/1i7WpX5xN8eEsnnYxTuQ79NhXxq3fWob56qnEyv3gBgAAACjPBXUfd9xxh2644QatXLlS+/btk9PpVLNmzXTNNdcoJCSkqnIETPPMtmzllpROW48MsGhMx9Bqe36LxaJ2dfzUro6fRncMVVq+Q8t/nlK/6ke7Csq4Md7pktalFWldWpEmbc5WizCr+sUG6vo4m66o5y9fH6bUn4/L5dKjazMMOwH4Ws5s/cYq/wAAAKhOFW7cv/rqK7Vq1UpRUVG68cYbz3r81KlT2r17t6688spKTRAwy86MYr2TapwiPbZTmCICzGvaYoKsui8hWPclBCu/xKnVx+3uVerTCsream5ftkP//D5X//w+VxH+Fv0h1qZ+sTb1bWRTeHmbzddir+/K0xfH7IZYUucwdY7yNykjAAAA1FYV/ov95ptv1sqVK8t8/Msvv9TNN99cKUkBnmDipiw5fzWg3TLM16O2/gry9dH1sYGaeWWkdg2qr//dFK3RHUPVvk750+Izi1xauK9AQ1dlqOV/jmvA8pOaszNXh3LK3p6uttmVUaxJm43b//0uxl8jOzCzCAAAANWvwiPuLlfZq1xLZ1aWL2+7OMCbrDhaeNZo6+SuYfLz0CnmPhaLLo/21+XR/nr88jAdzi3Rsp9H4tecsKu4jMH4Yqe06ke7Vv1o19gNWWob6asbfp5Sf3mU3wVtd1dT2B0u/Wl1huy/WhMwzM+i2VdFyuqh9QcAAEDNVm7jnp2drays0lGn06dP68iRI2edl5mZqcWLF6tBgwaVnyFQzUqcLk3cZBxt7VnfXzfE2UzK6MLFhfhqWNsQDWsbouwip/53zK7PjhTo86OFyrCX/SHczowS7czI0Qs7clQv0EfX/7xffO+GAQryrR0fzD21NVvfnTYuAjj9dxFqElp1CxICAAAA5Sn3L9FXX31Vzz//vKQzi2QlJSUpKSnpnOe6XC5NnDix8jMEqtn8H/K1K7N02rhF0lOJ4bJ46ehzmL+PBjQL1IBmgSpxurQxvUifHTmzwN3e7LKnx6cXOPXOD/l654d82azS1Q1tuiHWputibaofVDO3mvvyR7v++V2uIXZ7s0D9sTlbvwEAAMA85TbuvXv3ls1mk8vl0pQpU3TbbbepQ4cOhnMsFouCgoLUuXNnde3atUqTBapadpFTT2/LNsQGtwxSpxqyIJmvj0U96geoR/0ATU0MV2pWsZb9vF/8+vQiwz39v1bokJYfKdTyI4WSpMuj/H7eai5Q7SJ9vfZDjV/LtDv1yJrT+vWPoHGwVS/+LqJGvD4AAAB4r3Ib9yuuuEJXXHGFJMlut+vmm29Wu3btqiUxwAwvf5ujnwpLbwgPtFo08fIwEzOqWvHhforv4Kc/dwjV6UKHPj9q17IjhfriWKFyisueUr/1ZLG2nizWtG05ahxsVb+4M6vUX1k/QAFW72tyXS6X/vp1pn7ML629RdJrV0WauosAAAAAIF3A4nTjxo07Z/zEiRPKzMxU69atKy0pwAyHc0s063vjNOk/dwhRw+CaOS38t+rYrBrcMkiDWwapyOHSVyfsWvrzlPqjeY4yv+9onkNv7MrTG7vyFOpnUd9GAeoXG6g/NA5QHZt3/Oze31egDw8WGGKPtQ/RVQ0CTMoIAAAAKFXhoaS3335bw4cPN8RGjRqltm3bqkePHrrqqqt06tSpCj/xjBkz1KdPH8XGxqpFixYaNGiQdu7caTgnPT1djzzyiFq3bq0GDRro9ttv1759+wzn2O12jRkzRs2bN1fDhg01ePBgHTt2rMJ5AL+YuiXbsJJ4TKCPHmtfO7f/8rda1KeRTdOviNC3A2O0tn89Tegcqsujyt9qLqfYpY8PFurhNRlq+f4J9Vv6k175NkepWcXlfp+ZDuaU6O/rMw2xDnX8NKEGz7QAAACAd7mgxj00NNR9vHr1ar311lu64447NGnSJB04cEAvvPBChZ947dq1evDBB7V8+XKlpKTI19dXAwYMUEZGhqQzU1fvvvtu7d+/X++9955Wr16t2NhY9e/fX3l5ee7rJCUlacmSJXrzzTe1dOlS5eTkaNCgQXI4yh4hBH5ry09FWrTfOOL6+OVhCvFjmrTFYlH7On4a0ylM/7u5nnYPqq+ZPSJ0faxN5Q2oO13SurQiTdycrcTkdHVdnKaJm7L01Qm7Ssq6mb6alThdenh1huG2AJtVmnt1pPy9cMq/t8tZtUo5q1Zp5zvvKGfVKrPTAQAA8BgVnip/6NAh3XPPPe7jjz76SI0aNdLs2bPl4+OjrKwsffjhh3rmmWcqdL3k5GTD8Zw5cxQXF6f169erX79+2rdvnzZt2qQ1a9a4F8SbMWOGEhIStHjxYt13333KysrS/PnzNWvWLPXp08d9nQ4dOmjVqlW65pprKvryUIu5XC5N2Gjc/q1dpK/uahlkUkaerX6QVUNaBWtIq2Dllzi16scz98UvO1Ko9IIyNoyXtDe7RK98l6tXvstVZIBFv29s0w2xgerbKEBh/uZ8QPLSjhytTy8yxKYmhqtVRPkzC1A1nJ06SZLyg4PljI83ORsAAADPUeG/louKiuTnV/rH7MqVK3XttdfKx+fMJZo3b64TJ05cdCK5ublyOp2KiIiQdGYKvCTZbKV7Z/v4+CggIEDr1q2TJG3fvl3FxcXq27ev+5zGjRurVatW2rBhw0Xngtol5VDhWc3btG7hsvow4no+Qb4+uiEuUP+4MlK7B9XXipuiNfqyULWNLP8zwQy7Swv3Fej+VafV4j/Hdevyk3p9Z64O55a9PV1l2/JTkZ7dnmOI/b5RgB5qHVxtOQAAAAAVUeER9yZNmmjVqlUaMmSItm7dqoMHD2ry5Mnux9PT0w1T6S/UuHHj1KFDB3Xr1k2SlJCQoNjYWE2ZMkX/+Mc/FBwcrFdffVXHjh1TWlqa+zmtVqvq1q1ruFZ0dLTS09PLfK7U1NSLzrM6eUue3qzIKY3fatOvP8PqGelQo7wjupAfP7U6I1zSoDBpUDvpx0KL1py2avVpq7Zm+ajEde4PQoqd0sof7Vr5o11/35Cl+CCnrqrrUK86DrUJcaqyPz9JTU1VvkMaus0mh6u07hG+Lv2tUYb27s2o3CfEReE95T2olfegVt6DWnkH6uQ9vKFW8eeZbVjhxv2BBx7QmDFjtGfPHv34449q1KiRfv/737sfX79+/UWvLD9+/HitX79ey5Ytk9V65qZZPz8/zZ8/XyNGjFCzZs1ktVrVu3dvw3OWxeVylbvv8vl+KJ4gNTXVK/L0dv/8LkfHCkv3bbdapBd7N1D8BUyVplbnFi/p6p//O6vIqf8dO7Nf/OdHCpVZVPY97qn5PkrN99FbR/wUE+ij62Ntuj7WpqsbBijI99Km1P9Sq798laHDhfmGx167uq5+Fxd4SddH5eA95T2olfegVt6DWnkH6uQ9akqtKty4P/TQQ/L399fnn3+ujh07auTIkQoMPPNHbkZGhn766Sc98MADF5xAUlKSkpOTtWTJEjVt2tTwWKdOnbR27VplZWWpuLhYUVFRuuaaa9S5c2dJUr169eRwOHTq1ClFRUW5v+/kyZPq0aPHBeeC2uV0oUPTvzFOlR7aKpj7m6tAuL+Pbm0WpFubBanE6dL69CItO1yopYcLtD+n7IUk0wqcmvdDvub9kK9Aq0VXNwzQDXE2XdfYppigi9tq7tNDBZr3g7FpH9oqSP1o2gEAAOChKty4S9J9992n++6776x4ZGSkVl3ECsBjx45VcnKyPvnkEyUkJJR5Xnh4uCRp37592rZtmyZMmCDpTGPv5+enlStXauDAgZKkY8eOac+ePerevfsF54Pa5bntOcr61chvmJ9F4zpf/O0eqBhfH4t61g9Qz/oBmpoYptSsEi07cmY0fkN6kcpacL7A4XIvgidJXaL81C8uUNfH2tQu0rfcWTa/OFkkPbbJuPVbyzBfPZUYfsmvC5fO7+23JUlRaWnyi4lR8f33m5kOAACAx7igxr0yjR49WgsWLNC7776riIgI933rwcHBCgk5s3f2Rx99pDp16iguLk7ff/+9xo0bpxtvvNG9GF14eLjuvfdeTZo0SdHR0YqMjNSECRPUrl079e7d26yXBi+wN6tYb+7OM8RGdQxVVHn7m6HSWSwWJUT4KSHCT491CNWpQoc+P2rXZ4cL9L9jduWWlD2lfsvJYm05WayntmYrNsSqfrE29Yu16cr6Aefcys3lcmlKaoBO2UtXvve1SG9cHalgtv3zCEEjR0qSmv58nEXjDgAAIOkCGvebb775vOdYLBalpKRU6Hpz586VJPXv398QHzt2rJKSkiRJJ06c0IQJE5Senq6YmBgNHjxYf//73w3nP/3007JarRo6dKgKCwvVq1cvzZ49232vPHAukzZn69c9YVyIVcPbhJiXECRJdW1W3dkySHe2DJLd4dLaE3Z9dvjMKPvRvLKn1B/Jdej1XXl6fVeewvwsuqaRTdfH2fSHxjZFBpxpyt/Ylad1GcZ/F5I6h6lzlH+VviYAAADgUlW4cXc6nWdNRXU4HDpy5IiOHTum5s2bq0GDBhV+4szMzPOe8/DDD+vhhx8u9xybzabp06dr+vTpFX5u1G5rjtu19HChIfZklzDZfNn+zZMEWM804Nc0smn6FS59e7rYPaV+28niMr8vu9ilDw8W6MODBbJapO71/HV1wwC9tMO4nsHvYvw1sgMf1gAAAMDzVbhx//TTT8t97K9//av+9a9/VUpSQFVxulyasDHLEEuM9tOtzViYzJNZLBZdVtdfl9X11987hel4vkPLjxTqs8MF+vK4XYVlDMY7XNLXaUX6Oq3IEA/zs2j2VZGyVvZecwAAAEAVqJR73G+88UZ99dVXGj9+vD755JPKuCRQJd7fm68dp42jtdO6hVdoYTN4jgZBVt3fKlj3twpWXrFTq36067MjhVp+pFA/FTrP+/3TfxehJqGmLfEBAAAAXJBK+8s1ISFBb/+8IjDgifKKnXpqa7YhdluzQHWrF2BSRqgMwX4+urFJoG5sEiiny6UtPxXrsyMFWna4UDszS846/7Zmgfpjc2ZYAAAAwHtUWuP+3//+V2FhYZV1OaDS/fP7XP2YXzoa6+8jTerC72xN4mOxKLGevxLr+WtSl3AdzPl5q7nDhdqXXaJ2QXbNvDKCGRYAAADwKhVu3J977rlzxrOysrR27Vp9++23Gj16dKUlBlSm4/kOzfw21xB7pG2ImjJdukZrGuqrh9uG6OG2ZxahS01NVShbvwEAAMDLVLhrefbZZ88Zj4iIUPPmzfWPf/xD99xzT6UlBlSmaVuzlf+r/d/qBvjobx1DTcwIAAAAACqmwo17RkZGVeYBVJlvTxfrvdR8Qyypc6jC/Rl5BQAAAOD56FxQo7lcLj2+MUuuX8USwn11f6tg03ICAAAAgAtB444a7fOjdn153G6ITU0Mly/7dwMAAADwEmVOlY+MjJSPj4+OHz8uf39/RUZGVmglZqvVqrp16+rqq6/WtGnTFBUVVakJAxVV7HRp4qYsQ+zqBgH6Q2O2fwMAAADgPcps3P/+97/LYrHI19fXcHw+DodDJ06c0Mcff6ycnBz9+9//rrxsgQswb0+efsgq3cfbIumpbuFsBQYAAADAq5TZuCclJZV7fD4JCQmaPn36xWUFXKKsIqee2ZZjiN0dH6QOdfxMygjA+eS//LIkKT0tTfViYkzOBgAAwHNU2SbWN998s+rWrVtVlwfKNeObHJ2yO93Hwb4WTbg8zMSMAJxP8f33S5JOpqYqMj7e3GQAAAA8SJmN+3/+85+LuuCdd94pSWratKmaNm16UdcALsXBnBK9tjPXEHusQ4gaBFlNyggAAAAALl6Zjfv//d//nRX75d5gl8t1zrhU2rgDZpmyJVtFpYPtahDkoxHtQsxLCAAAAAAuQZmN+zfffGM4zsnJ0cMPP6zQ0FANHz5cLVu2lMvl0t69ezVnzhzl5eVp9uzZVZ4wUJ6N6XYlHygwxCZeHqZgP3Y+BAAAAOCdymzc4+LiDMePPfaYIiMj9fHHHxtG2Nu3b69bbrlF/fv315w5czRz5syqyxYoh8vl0oSNxu3fLqvjp8Etg0zKCAAAAAAuXYWHIZcsWaKbb775nFtp+fj46JZbbtGSJUsqNTngQnx0sECbfio2xJ7qFi4ftn8DvILP9u3y2b5dQbt2yWf7drPTAQAA8BgVXlW+pKREhw8fLvPxgwcPqri4uMzHgapUWOLSE5uzDbF+sTb1ahBgUkYALlRo796SpLY/H2dlZpqWCwAAgCep8Ih737599frrr2vRokWGxelcLpcWLlyouXPn6pprrqmSJIHzeX1Xrg7nOtzHvhZpSiLbvwEAAADwfhUecX/++ee1e/duDR8+XI8//riaNWsmi8Wi/fv3Kz09XfHx8Xr22WerMlfgnE4WOvTCNzmG2AOtgxUf7mdSRgAAAABQeSrcuMfExGj16tV6++239fnnn+vIkSNyuVxq3769/vCHP2jIkCGy2WxVmStwTs9ty1F2cekskHB/i8Z1CjUxIwAAAACoPBVu3CUpICBAw4cP1/Dhw8/5+M6dO9W2bdtzPgZUhT2ZxXprT54hNrpjqOrYrCZlBAAAAACV65I3tz5x4oReeeUVXXXVVerZs2dl5ARU2KTN2XKUDraraahVw9qEmJcQAAAAAFSyCxpx/0Vubq5SUlK0cOFCrV27Vg6HQ23atNHIkSMrOz+gTF/+WKjlRwoNscldwxVgZfs3AAAAADVHhRt3h8OhFStWaOHChfrss89UUFAgi8Wihx56SI8++qiaNGlSlXkCBg6nSxM2Gbd/u6Kev25pwjoLAAAAAGqW8zbumzdv1oIFC/Thhx/q1KlTatOmjUaNGqWuXbtqwIAB6t27N007qt2/9+bru9PFhti0buGyWBhtBwAAAFCzlNu4d+nSRQcOHFDjxo1177336o477lC7du0kSYcPH66WBIHfyi12atpW42j7wOaB6hLtb1JGAAAAAFB1ym3c9+/fryZNmujxxx/XDTfcoKCgoOrKCyjTP77L1YkCp/s4wCpN7BJmYkYAAAAAUHXKXVV+1qxZatasmYYPH66EhAQ9+OCDWrp0qYqLi8v7NqDK/Jjn0Cvf5hpij7YLUVzIRa2zCAAAAAAer9xu56677tJdd92ltLQ0LVy4UAsXLtTdd9+tsLAw9ezZUxaLhXuKUa2mbs1Wwa/2f4u2+Whkh1ATMwIAAACAqlWhfdxjYmL05z//WWvWrNHXX3+toUOH6ptvvpHL5dKIESP0yCOPKCUlRXl5eVWdL2qx7SeL9P7efENsfOcwhflX6NcYAAAAALzSBc8vbtOmjZ588kk9+eSTWrNmjRYsWKCUlBS9//77stlsOn78eFXkiVrO5XLp8U1Zcv0q1jrCV/cmsO4CUFMUDRkiScrKylJ4eLjJ2QAAAHiOS7ox+KqrrtJVV12lF198UUuXLtXChQsrKy/A4LMjhVp7osgQeyoxXL4+3KoB1BQFM2dKkg6lpio+Pt7kbAAAADxHpazoFRAQoFtvvVW33nprZVwOMCh2ujRpk3H7t74NA3RtY5tJGQEAAABA9eHmYHi8t3bnaW92ifvYxyJNTWQaLQAAAIDagcYdHi3T7tSz242j7ffGB6ldHT+TMgIAAACA6kXjDo/2wjc5yrCXLkkX4mvR+M5hJmYEAAAAANWLxh0e60B2iebsyjXERl4Wqpggq0kZAQAAAED1q5TF6YCq8OSWLBU7S48bB1v1aLsQ8xICUKXCIyIkSV1/Ps7KzDQvGQAAAA/CiDs80ro0uz4+WGiITewSpkBftn8DAAAAULvQuMPjOF0uPb4xyxDrHOWngc0DTcoIAAAAAMxD4w6Ps3h/gbacLDbEpiWGy8fCaDsAAACA2ofGHR6loMSlyVuM27/d3MSmHvUDTMoIAAAAAMxF4w6P8trOXB3Nc7iP/XykyV3DTcwIAAAAAMxF4w6PkV7g0Es7cgyxP7UJVvMwNj8AAAAAUHvRuMNjPLMtWznFLvdxhL9FYzqGmZgRAAAAAJjPtMZ9xowZ6tOnj2JjY9WiRQsNGjRIO3fuNJyTm5urMWPGqG3btqpfv766du2qWbNmGc6x2+0aM2aMmjdvroYNG2rw4ME6duxYdb4UVIJdGcWa90O+ITa2U5giA/hsCQAAAEDtZlpXtHbtWj344INavny5UlJS5OvrqwEDBigjI8N9zoQJE/T5559r9uzZ2rBhg0aNGqXJkyfr/fffd5+TlJSkJUuW6M0339TSpUuVk5OjQYMGyeFwnOtp4aEmbsqSs3SwXc1DrXqwdbB5CQEAAACAhzDt5uHk5GTD8Zw5cxQXF6f169erX79+kqSNGzdq0KBB6tWrlySpSZMmmj9/vrZs2aLBgwcrKytL8+fP16xZs9SnTx/3dTp06KBVq1bpmmuuqd4XhYvyxbFCrThmN8SmJIbL38r2bwAAAADgMfOQc3Nz5XQ6FRER4Y5dccUVWrZsmY4ePSpJ2rBhg7777jt3Q759+3YVFxerb9++7u9p3LixWrVqpQ0bNlTvC8BFcThdmrgxyxDrEeOvG+NsJmUEAAAAAJ7FY5brHjdunDp06KBu3bq5Y88995z++te/qn379vL1PZPq888/r+uvv16SlJ6eLqvVqrp16xquFR0drfT09DKfKzU1tQpeQeXzljwvxYcnrNqZadyj/eEGWdq7N9OkjC5ObahVTUGtPFfX3xxTK+9AnbwHtfIe1Mo7UCfv4Q21io+PL/dxj2jcx48fr/Xr12vZsmWyWq3u+Jw5c7Rhwwb95z//UWxsrL7++mtNnDhRcXFxuvbaa8u8nsvlksVS9jTr8/1QPEFqaqpX5HkpcoqdemNzmiSnOzaoRaBu6dzIvKQuQm2oVU1BrbwLtfJ8vKe8B7XyHtTKO1An71FTamV6456UlKTk5GQtWbJETZs2dccLCgo0ZcoUvf322+573tu3b69vv/1Wr7zyiq699lrVq1dPDodDp06dUlRUlPt7T548qR49elT3S8EFmrkjVz8VljbtgVaLJl7O9m9AbeXo2FGSVGi3yxYQcJ6zAQAAag9TG/exY8cqOTlZn3zyiRISEgyPFRcXq7i42DACL0lWq1VO55lmr1OnTvLz89PKlSs1cOBASdKxY8e0Z88ede/evXpeBC7K0dwS/fP7HEPs0fYhahxi+mdJAEyS++WXkmrOJ+MAAACVxbQuafTo0VqwYIHeffddRUREKC0tTZIUHByskJAQhYWF6corr9TkyZMVHBys2NhYffXVV3r//fc1efJkSVJ4eLjuvfdeTZo0SdHR0YqMjNSECRPUrl079e7d26yXhgqYsjVbhb/asS8m0EcjO4SYlxAAAAAAeCjTGve5c+dKkvr372+Ijx07VklJSZKkt956S5MnT9awYcOUkZGh2NhYTZgwQcOGDXOf//TTT8tqtWro0KEqLCxUr169NHv27LNG6uE5tv5UpIX7CgyxCZeHKcTPYzY5AAAAAACPYVrjnpl5/lXDY2Ji9Oqrr5Z7js1m0/Tp0zV9+vTKSg1VyOVyacIm4/ZvbSN9dXfLIJMyAgAAAADPxhAnqtWSQ4Val1ZkiE1LDJfVp+xdAAAAAACgNqNxR7Upcrj0xGbjaPsfGgeoTyObSRkBAAAAgOdjCW9Umzd25+lATumKdFaLNCUx3MSMAHiSkKuvliSv/JXIAAAgAElEQVS1+Xk7uF9WmQcAAKjtaNxRLTLsTk3fnm2I3d8qWK0j/EzKCICnsX7zjSQp2OQ8AAAAPA1T5VEtntuercwil/s41M+icZ1CTcwIAAAAALwDjTuq3N6sYs3dlWeIjbosVNGBbNkHAAAAAOdD444q98TmbJWUDrYrNsSqh9uGmJcQAAAAAHgRGndUqbUn7Pr0cKEh9mSXMNl82f4NAAAAACqCxh1VxulyacJG4/ZvXaP9dFuzQJMyAgAAAADvQ+OOKrNwX4G+OVVsiE1LDJfFwmg7AAAAAFQUjTuqRH6JU1O2GEfbBzQNVPeYAJMyAgAAAADvROOOKjHru1z9mO90H/v7SE92DTMxIwAAAADwTjTuqHQn8h16+dtcQ2x42xA1DfU1KSMAAAAA8F407qh0T2/LVt6v9n+rE+CjUZeFmpgRAAAAAHgvGndUqu9OF+vd1HxDbFynUEUE8KsGAAAAABeDbgqVxuVyaeKmLDlLB9sVH+6roa2DzUsKAAAAALwcjTsqzYpjdq380W6ITekaJj8ftn8DAAAAgIvFamGoFCVOlx7faNz+rVeDAF0fazMpIwDeJiszU5KUmpqq+Ph4k7MBAADwHIy4o1K880O+9mSVuI8tkp5KDJPFwmg7AAAAAFwKGndcsuwip57elm2I3RUfpMvq+puUEQAAAADUHDTuuGQv7cjRyUKn+zjI16LHLw8zMSMAAAAAqDlo3HFJDuWU6NWduYbYY+1D1CDIalJGAAAAAFCz0Ljjkkzdmi27o/S4QZCP/tw+xLyEAAAAAKCGYVV5XLTNPxXpg/0FhtiEy8MU7MfnQQAuXOBf/iJJapKVpcDwcBXMnGlyRgAAAJ6Bxh0XxeVyacJvtn/rUMdPd7YIMikjAN7Of948SVL0z8c07gAAAGcwNIqL8vHBQm1ILzLEnkoMl9WH7d8AAAAAoDLRuOOC2R0uPbHZONp+faxNVzcMMCkjAAAAAKi5aNxxwV7fmatDuaUr0lkt0pSubP8GAAAAAFWBxh0X5FShQ9N35BhiD7QOVkKEn0kZAQAAAEDNRuOOC/Ls9hxlF7ncx2H+Fo3rFGpiRgAAAABQs9G4o8J+yCzWW7vzDLExl4Wqrs1qUkYAAAAAUPPRuKPCJm3OlqN0sF1NQqwa1jbEvIQAAAAAoBagcUeFfPmjXcuOFBpik7uGK8DK9m8AAAAAUJVo3HFeDqdLj28ybv/WvZ6/+je1mZQRAAAAANQeNO44r/f35evb08WG2FOJ4bJYGG0HAAAAgKpG445y5RU7NXVLtiF2e7NAJdbzNykjAAAAAKhdaNxRrle+y9WJAqf7OMAqTeoSZmJGAAAAAFC70LijTMfzHfrHd7mG2CNtQ9Qk1NekjAAAAACg9qEDQ5me2pqt/JLS/d+ibD7662WhJmYEoCbLWbVKknTk8GHFxsWZmwwAAIAHoXHHOe04VaR/p+YbYkmdQxXuzyQNAFXD2amTJCk/OFjO+HiTswEAAPAcdGE4i8vl0uObsuX6VaxVuK+GJASblhMAAAAA1FY07jjLsiOFWn3cbohNTQyXrw/bvwEAAABAdaNxh0Gx06VJm43bv/VpGKDfNw4wKSMAAAAAqN1o3GHwr915Ss0qcR9bdGa03WJhtB0AAAAAzMDidHDLtDv17PYcQ+zehCC1r+NnUkYAahO/t9+WJEWlpckvJkbF999vZjoAAAAeg8Ydbi/uyNFpu9N9HOxr0YTOYSZmBKA2CRo5UpLU9OfjLBp3AAAASSZOlZ8xY4b69Omj2NhYtWjRQoMGDdLOnTsN50RERJzza/To0e5zXC6XnnnmGbVu3Vr169fXjTfeqF27dlX3y/F6B3NKNGdnriE2skOIYoKsJmUEAAAAAJBMbNzXrl2rBx98UMuXL1dKSop8fX01YMAAZWRkuM/Zs2eP4ev999+XJA0YMMB9zsyZMzVr1iw999xz+t///qfo6GjdeuutysnJOes5UbYnN2erqHSwXQ2DfPRo+xDzEgIAAAAASDJxqnxycrLheM6cOYqLi9P69evVr18/SVJMTIzhnKVLl6ply5bq2bOnpDOj7a+99ppGjhyp/v37S5Jee+01xcfH64MPPtDQoUOr4ZV4vw1pdn10sMAQm9QlXEG+rF0IAAAAAGbzmM4sNzdXTqdTERER53w8JydHycnJGjJkiDt26NAhpaWlqW/fvu5YYGCgevTooQ0bNlR5zjWBy+XShE1Zhlinun76Y4tAkzICAAAAAPyaxyxON27cOHXo0EHdunU75+OLFy+W3W7XnXfe6Y6lpaVJkqKjow3nRkdH6/jx42U+V2pqaiVkXPWqI8/Pf7Jq80/GPdofbpijfXuzyvgOnIu3/E6BWnmyrr85plbegTp5D2rlPaiVd6BO3sMbahUfH1/u4x7RuI8fP17r16/XsmXLZLWeezG0efPm6cYbb1RUVNRZj/12j3GXy1XuvuPn+6F4gtTU1CrPs7DEpdnb0yQ53LEb42wa3LVRlT5vTVMdtULloFbehVp5Pt5T3oNaeQ9q5R2ok/eoKbUyfap8UlKSFi9erJSUFDVt2vSc5+zYsUPbtm0zTJOXSu+BT09PN8RPnjx51ig8zjZ7Z66O5JY27b4WaUrXcBMzAgAAAAD8lqmN+9ixY/XBBx8oJSVFCQkJZZ43b948xcXFqXfv3oZ4kyZNFBMTo5UrV7pjhYWFWrdunbp3715VadcIPxU49OIO48r7D7UJVotwj5iEAQAAAAD4mWld2ujRo7VgwQK9++67ioiIcN+vHhwcrJCQ0m3I8vPztWjRIj322GNnTX+3WCx65JFH9OKLLyo+Pl4tW7bUCy+8oODgYN1xxx3V+nq8zbPbc5RT7HIfR/hbNLZTmIkZAQAAAADOxbTGfe7cuZLk3sbtF2PHjlVSUpL7ODk5WXl5ebr77rvPeZ2//OUvKigo0JgxY5SZmakuXbooOTlZoaGhVZe8l9udWax/7ckzxMZ0ClNkgOl3TgAAAAAAfsO0xj0zM7NC591zzz265557ynzcYrEoKSnJ0OyjfJM2ZclZOtiu5qFW/al1sHkJAQAAAADKxBBrLbPyWKE+P2o3xJ7sGi5/a9mr8AMAAAAAzEPjXos4nC5N2GTcn/13Mf66uYnNpIwAAAAAAOfDEuK1yHt787Uzo8QQe7pbeLl73gNAdcl/+WVJUnpamur9vN0nAAAAaNxrjZxip6ZtzTbE/tgiUJ2j/E3KCACMiu+/X5J0MjVVkfHx5iYDAADgQZgqX0vM/DZXaQVO97HNKk26nO3fAAAAAMDT0bjXAkdzSzTru1xDbES7UDUOYcIFAAAAAHg6GvdaYOrWbBU4Svd/qxfoo79cFmJiRgAAAACAiqJxr+G2nSzSgn0FhtiEzmEK9aP0AAAAAOANmCtdg7lcLk3YaNz+rW2Er+6JDzIpIwAom8/27ZKkoMOH5ZOXJ2enTiZnBAAA4Blo3GuwTw8X6uu0IkPsqW7hsvqw/RsAzxPau7ckqe3Px1mZmablAgAA4EmYL11DFTlcmrTJONp+baMA9W1kMykjAAAAAMDFoHGvod7cnaf9OQ73sY9FmpoYbmJGAAAAAICLQeNeA2XYnXpue7YhNiQhSG0i/UzKCAAAAABwsWjca6Dp32Qrs6h0+7dQP4uSOoeZmBEAAAAA4GLRuNcw+7NL9MauPEPsr5eFql6g1aSMAAAAAACXgsa9hnlic5aKnaXHjYOteqRtiHkJAQAAAAAuCY17DfL1CbuWHCo0xJ7oEqZAX7Z/AwAAAABvReNeQzhdLk34zfZvXaL8dHvzQJMyAgAAAABUBhr3GuKD/QXadrLYEJvWLVw+FkbbAQAAAMCb0bjXAAUlLk3ZYtz+rX9Tm66ICTApIwAAAABAZaFxrwFe/T5XR/Mc7mM/H+nJLuEmZgQAAAAAqCw07l4uLd+hl3bkGGLD24SoWZivSRkBAAAAACoTjbuXe2ZbtnJLXO7jyACLRncMNTEjAAAAAEBlYljWi+3MKNY7qfmG2LhOYYoI4PMYAN6naMgQSVJWVpbCw7ndBwAA4Bc07l5s4qYsOUsH29UyzFcPtA42LyEAuAQFM2dKkg6lpio+Pt7kbAAAADwHQ7NeasXRQn1xzG6ITUkMk58P278BAAAAQE1C4+6FSpwuTdyUZYj1rO+vfrE2kzICAAAAAFQVGncvNP+HfO3KLHEfWyQ9lRgui4XRdgAAAACoaWjcvUx2kVNPb8s2xAa3DFKnKH+TMgIAAAAAVCUady/z8rc5+qnQ6T4OtFo08fIwEzMCAAAAAFQlVpX3IodzSzTr+1xD7M8dQtQw2GpSRgBQecIjIiRJXX8+zsrMNC8ZAAAAD8KIuxeZuiVbdkfpcf1AHz3WPsS8hAAAAAAAVY7G3Uts+alIi/YXGGITLg9TiB8lBAAAAICajK7PC7hcLk3YaNz+rV2kr+5qGWRSRgAAAACA6kLj7gVSDhVqfXqRITatW7isPmz/BgAAAAA1HY27h7M7XHpis3G0/brGAerd0GZSRgAAAACA6kTj7uHe2JWrgzmlK9JZLdKUxHATMwIAAAAAVCcadw92utCh6d/kGGJDWwWrVYSfSRkBAAAAAKobjbsHe257jrKKXO7jMD+LxnUONTEjAAAAAEB1o3H3UIcKLHpzd54hNqpjqKJsVpMyAgAAAACYgcbdQ71ywE8lpYPtiguxanibEPMSAgAAAACYgsbdA605bteXp30NsSe7hMnmy/ZvAAAAAFDb0Lh7GKfLpQkbjdu/JUb76dZmgSZlBAAAAAAwE427h3l/b752nC42xKZ1C5fFwmg7AAAAANRGvuc/BdUpPtxPl0f5aevJM837bc0C1a1egMlZAUDVc3TsKEkqtNtlC+DfPQAAgF/QuHuYxHr+WnFTtP759QHNOxGkSV3CzE4JAKpF7pdfSpJSU1MVHx9vcjYAAACeg8bdA/lYLOpXz6ERPWLkwxR5AAAAAKjVTLvHfcaMGerTp49iY2PVokULDRo0SDt37jzrvL179+qee+5RXFycGjRooF69emnPnj3ux+12u8aMGaPmzZurYcOGGjx4sI4dO1adL6XK0LQDAAAAAExr3NeuXasHH3xQy5cvV0pKinx9fTVgwABlZGS4zzl48KCuu+46NWnSRCkpKVq3bp0ef/xxBQcHu89JSkrSkiVL9Oabb2rp0qXKycnRoEGD5HA4zHhZAAAAAABUKtOmyicnJxuO58yZo7i4OK1fv179+vWTJD311FPq27evpk2b5j6vadOm7v/OysrS/PnzNWvWLPXp08d9nQ4dOmjVqlW65pprqv6FAAAAAABQhTxmO7jc3Fw5nU5FRERIkpxOp5YtW6ZWrVrp9ttvV4sWLdSnTx9Dw799+3YVFxerb9++7ljjxo3VqlUrbdiwodpfAwAAAAAAlc2SmZnpMjsJSbr//vu1b98+rVq1SlarVWlpaWrVqpWCgoI0fvx49erVS6tXr9YTTzyh9957T9dff70WLVqkhx9+WCdPnjTsc37zzTerRYsWevnll8/5XKmpqdX1sgAAFdTm3nsNx7vmzzcpEwAAgOp1vh11PGJV+fHjx2v9+vVatmyZrFarpDMj7pJ0ww03aMSIEZKkyy67TNu3b9fcuXN1/fXXl3k9l8tlaOR/yxu2GWI7JO9BrbwHtfJswbt3G46plefjPeU9qJX3oFbegTp5j5pSK9OnyiclJWnx4sVKSUkx3L9et25d+fr6qlWrVobzExISdPToUUlSvXr15HA4dOrUKcM5J0+eVHR0dJXnDgAAAABAVTO1cR87dqw++OADpaSkKCEhwfCYv7+/Lr/88rOmte/du1exsbGSpE6dOsnPz08rV650P37s2DHt2bNH3bt3r/oXAAAAAABAFTNtqvzo0aO1YMECvfvuu4qIiFBaWpokKTg4WCEhIZKkxx57TEOHDlWPHj3Uq1cvrVmzRsnJyXrvvfckSeHh4br33ns1adIkRUdHKzIyUhMmTFC7du3Uu3dvs14aAAAAAACVxrTGfe7cuZKk/v37G+Jjx45VUlKSJOmmm27Syy+/rBkzZmjcuHFq3ry5Zs+ereuuu859/tNPPy2r1aqhQ4eqsLBQvXr10uzZs933ygMAAAAA4M1Ma9wzMzMrdN7dd9+tu+++u8zHbTabpk+frunTp1dWagAAAAAAeAzTF6cDAAAAAABlo3EHAAAAAMCD0bgDAAAAAODBaNwBAAAAAPBgNO4AAAAAAHgwGncAAAAAADwYjTsAAAAAAB7MkpmZ6TI7CQAAAAAAcG6MuAMAAAAA4MFo3AEAAAAA8GA07gAAAAAAeDAadwAAAAAAPBiNOwAAAAAAHqxWN+4zZsxQnz59FBsbqxYtWmjQoEHauXOn4RyXy6VnnnlGrVu3Vv369XXjjTdq165dhnNeeOEFXXfddWrYsKEiIiLO+Vxbt25V//791aRJE8XFxemWW27Rli1bys3vxIkTeuihh5SYmKg6derokUceOed5H3/8sbp376569eqpe/fuWrJkSbnXzcjI0JgxY5SYmKj69eurXbt2+tvf/qbTp0+7zzl06JBGjBihjh07qn79+urYsaMmT56sgoKCcq9dVahV2bVyOp0aPHiw2rdvr5iYGLVq1UrDhg3Tjz/+WO61qwJ1KrtOv1ZYWKgrr7xSERER2rZtW7nXrirUqvxadejQQREREYavJ598stxrVxVqdf731RdffKHf//73atCggTtvM1Crsmu1Zs2as95Tv3x99NFH5V6/slGn8t9Te/fu1V133aXmzZurcePGuvbaa7VixYpyr11VqFX5tdq+fbsGDBiguLg4NWvWTH/5y1+Um5tb7rWrSm2tlSQ99thj6tSpk+rXr68WLVrozjvv1J49ewznZGZmatiwYYqLi1NcXJyGDRumzMzM817712p147527Vo9+OCDWr58uVJSUuTr66sBAwYoIyPDfc7MmTM1a9YsPffcc/rf//6n6Oho3XrrrcrJyXGfY7fbddNNN5X5C5Cbm6vbb79d9evX1+eff67//ve/ql+/vm677TbDdX7LbrerTp06GjlypLp27XrOczZu3KgHHnhAAwcO1Jo1azRw4EDdf//92rx5c5nXPX78uI4fP67Jkyfr66+/1pw5c/T111/rwQcfdJ+Tmpoqh8OhGTNmaP369Xr++ef1/vvva9y4cWVetypRq7JrJUm9evXSv/71L23atEnvvPOODh48qHvuuafM61YV6lR+nX4xceJENWrUqMzrVQdqdf5a/f3vf9eePXvcX6NHjy7zulWJWpVfq08++UQPPPCABg0apNWrV+u///2vKf/+SdSqvFp1797d8H7as2eP/va3vykkJETXXnttmdeuCtSp/PfUoEGDZLfb9fHHH2v16tW64oordNddd+nAgQNlXruqUKuya3X8+HENGDBATZs21RdffKHFixdr9+7d+r//+78yr1uVamutJKlz58569dVXtWHDBi1evFgul0sDBgxQcXGx+5yHHnpIO3bs0KJFi/TBBx9ox44dGj58eLnX/S32cf+V3NxcxcXF6b333lO/fv3kcrnUunVr/elPf3L/wVZQUKD4+HhNnTpVQ4cONXz/xx9/rCFDhpz16cm2bdvUp08fbd++XU2bNpUkHTx4UJ06ddLKlSvVuXPn8+Y2aNAg1alTR6+99pohPnToUGVkZBg+re7fv7+ioqL05ptvVvi1f/755xo0aJAOHTqksLCwc54zd+5cTZs2zZR/uH+LWpVfq6VLl+quu+7SiRMnZLPZKnztykadzq7Tp59+qqlTp2revHnq3r17hfOtatTKWKsOHTpo2LBh+vOf/1zh61QXalVaK4fDoY4dO2rMmDEaMmRIha9TXahV+f+v6tq1q6688krNnDmzwtetCtSptE6nTp1SixYtlJKSol69ekmSSkpKVK9ePf3rX/9S//79K3ztqkCtSmv19ttva8qUKUpNTZXVapUkff/997ryyiu1detWNW/evMLXrgq1uVbfffedevbsqU2bNik+Pl579uxR9+7dtWzZMl1xxRWSpHXr1qlfv37ucyqiVo+4/1Zubq6cTqd7WsahQ4eUlpamvn37us8JDAxUjx49tGHDhgpft2XLloqKitK7774ru90uu92ud955R40bN1br1q0vKedNmzYZ8pOka6655oLyk6ScnBwFBAQoKCio3HPKmrJS3ahV2bXKyMjQokWL1LVrV1Obdok6/bZOx44d06hRo/T666+bXpvfolZnv6deeeUVNWvWTD179tQLL7ygoqKiS8q3slCr0lpt375dR48elb+/v3r16qWEhATdeuut+uabby4p38pCrcr+f9WaNWu0d+9e3X///RebaqWhTqV1qlOnjlq1aqUFCxYoNzdXDodDb7/9tkJCQtS9e/dLyrkyUKvSWtntdvn5+bmbdunMa5fONIVmq621ysvL03vvvafGjRsrLi5O0pmR/N++h6644goFBwdf0LVp3H9l3Lhx6tChg7p16yZJSktLkyRFR0cbzouOjlZ6enqFrxsaGqpPPvlEycnJatCggRo0aKDk5GR99NFH7jfYxUpLS7vk/DIzMzVt2jTdd9998vX1Pec5R44c0SuvvFLm1N/qRq3OrtUTTzyhhg0bqlmzZjp69KgWLFhwSflWBupUWieHw6E//elPevTRR3XZZZddUo5VgVoZ31PDhw/X3LlztWTJEg0bNkyvvvqqRo0adUn5VhZqVVqrgwcPSpKmTZumUaNGaeHChWrYsKFuuukmHT9+/JJyrgzUquy/K+bNm6f27dt7xIwj6lRaJ4vFog8//FC7du1SbGys6tWrp2effVYffPCB6tevf0k5VwZqVVqrXr166dSpU3rppZdUVFSkzMxM91osv/xczFTbajV37lw1atRIjRo10ooVK5SSkqKAgABJUnp6uurWrSuLxeI+32KxKCoq6oJeO437z8aPH6/169dr/vz5hk+uJBl+yNKZhRV+GytPQUGBRowYocTERK1YsULLly/XZZddprvuukt5eXmS5C50o0aN9Ne//vWCci8vvxdffNFw7SNHjhjOzcvL05133qkGDRpoypQp57x+enq6br/9dvXp00ePPvroBeVWFajVuWv12GOPafXq1frwww9ltVo1bNgwuVzm3QlDnYx1evHFF+Xn56cRI0ZcUC7VgVqd/Z4aMWKEevXqpfbt2+u+++7Tiy++qPnz55e54GB1oVbGWjmdTknS6NGj1b9/f3Xq1EkzZ85UeHi46R9eUquy/644ffq0lixZ4hGj7dTJWCeXy6VRo0apTp06+uyzz/TFF1+of//+uu+++0xZ9PbXqJWxVm3atNFrr72m1157TQ0aNFBCQoKaNGmievXqnfXzqW61sVYDBw7U6tWr9emnn6pFixYaMmSI8vPzy7zuxbz2c38MWsskJSUpOTlZS5Yscd8rIUkxMTGSzjSujRs3dsdPnjx51qcx5Vm0aJEOHDig5cuXu395586dq6ZNm+qTTz7RoEGDtGbNGvf5oaGhFb52TEzMWZ/U/Dq/Bx54QLfeeqv7sQYNGrj/Ozc3VwMHDpQkLViw4JxTd9PS0nTLLbeoTZs2mjNnzgX9clUFalV2rerWrau6deuqZcuWSkhIULt27bRu3Tr16NGjwjlWFup0dp2+/PJLrVu3TlFRUYZrX3vttbrtttv0xhtvVDjHykStyn5P/VqXLl0kSfv371edOnUqnGNlolZn1+qX196qVSt3zNfXV82bN9fRo0crnF9lo1blv6/+85//yMfHx32uWajT2XVavXq1li1bpgMHDrinOP9y7/B7772nMWPGVDjHykStzv2eGjhwoAYOHKj09HQFBQXJYrFo1qxZatKkSYXzq2y1tVbh4eEKDw9XixYtlJiYqKZNmyolJUWDBw9WvXr1dPLkSUOj7nK5dOrUqQt67bV+xH3s2LH64IMPlJKSooSEBMNjTZo0UUxMjFauXOmOFRYWat26dRd0n09BQYEsFot8fEp/3D4+PrJYLO7RgubNm7u/LqSAiYmJhvwkaeXKle78IiMjDdf+ZXpNTk6O7rjjDjmdTi1cuFAhISFnXfvEiRO66aablJCQoDfffLPM6W7VhVqVXavf+iVXM+7JpU7nrtOsWbO0du1arVmzRmvWrNGiRYskSW+88YZp24xRq4q/p7799ltJpX94VDdqde5aderUSQEBAUpNTXXHnE6nDhw4oNjY2ArnV5mo1fnfV/Pnz9eAAQMUHh5e4bwqG3U6d51+GSH8dc6/HP+Sc3WjVud/T9WrV08hISFKTk6WzWZT7969K5xfZaqttfotl8sll8vl/ju8W7duys3N1caNG93nbNy4UXl5eRf02q3jxo17ssJn1zCjR4/W+++/r7fffluNGzdWXl6ee4qFv7+/LBaLHA6HXnrpJbVs2VIOh0MTJkxQWlqaXn75Zfd9C0eOHNGhQ4e0Y8cOrVy5UjfccIPS0tIUHBwsf39/hYWFafbs2Tp+/LiaNm2qn376SRMnTtT+/fs1derUMldblaQdO3YoLS1Nn376qVwulxISEpSRkeEetWvQoIGefvpp+fn5qW7dupo3b57ee+89zZw5Uw0bNjznNXNycnTbbbcpOztbb731liwWi/u1+/v7y2q16vjx47rpppsUExOjl19+WXa73X1OYGDgWf+gVzVqVXatNm7cqKVLl8rf3192u13bt2/XmDFjZLVaNXny5Gr9wIU6lV2niIgIRUdHu798fHw0e/ZsjRw58qz/uVUHalX+e+qjjz6SzWZTQUGBVq5cqbFjx+qqq67SAw88UMmVOD9qVXatAgICdOrUKb355ptq3bq1HA6HnnvuOW3ZskUvv/zyBY20VAZqVXatfrFu3TrNnDlTL7zwgmHUrTpRp7LrVKdOHc2fP1/ffvut4uPjlZOTo5deenALPugAAAI7SURBVEkrVqzQlClTqv0+d2pV/nvq9ddfl9VqVW5urhYvXqzx48friSeeUM+ePSuzDBVSW2u1f/9+zZs3TzabTcXFxdq9e7fGjh2r48eP67n/b+/uVROJwjCOn8aPwlEE0UK0Gy0EC7WQaBVyC361XoBgNdeQCxBstRMEi6msHCxSiI2gdWySJoVzB89WK7gkYbNF9kD+Pzjdy+HMPAzMUwzz+GgSiYTJZDJmv9+b5XJpqtWqeXl5MePx2NRqta/9Ei4MQ/3UZYx5d3med525XC7yPE+5XE6xWEx3d3d6enq62WcwGLy7j+/715nVaqVms6lkMqlUKqV2u631ev1PZywUCjczs9lMrusqEomoVCppPp9/uqfv+x9e++8zTyaTD2cOhwNZWZTVdrtVu91WOp1WNBpVsVjUcDjU6XQiJ4ty+nMdDgcZY7TZbL49J7L6PKsgCNRoNJRMJhWPx+W6rjzP0+vrK1lZllUYhnp7e9NoNFI2m5XjOGq1WgqCgKwszCoMQ/X7fZXL5f+SDzn9XU6bzUb39/dKp9NyHEf1el2LxYKsLMyq1+td3/8qlYqm0ynP1TdndTwe9fDwoEwmo0gkonw+r06no91udzP3/Pysbrcrx3HkOI663a7O5/OX7jH/cQcAAAAAwGI//ht3AAAAAABsRnEHAAAAAMBiFHcAAAAAACxGcQcAAAAAwGIUdwAAAAAALEZxBwAAAADAYhR3AAAAAAAsRnEHAAAAAMBiFHcAAAAAACz2C1J1Ks4JI22FAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-08-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1024758123406323712\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-06\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1192113294036754432\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-09-13\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/908108029777686528\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1011672532838055937\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1187113794234793984\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-07-03\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/882007043472728064\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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bNdTp0BCXXUNdDg3IcijBZjTZ9wmg/fBff70kyVNQoIzcXHOLAQAgBjTuaLOOROcHOx26fnWxdh2qiRw7Ep1//0C1/jgsvU03hIFgSIf9IZX6grWr26HjNtneY53jDylowt0Fe8sC2ltWqde/CqcmbEZ4I8KhLoeGOMP/7ZVmk8Vou392AAAAgETjjnbgSHT+/3xQqgVHRefnHonOj8pUblrLjM77ArWr3NVHrXb7Gn5+6KjPD9U23m1BTUjaWuTX1iK/nq8dS3UYGuJ0aEi9Zt5FxB4AAABtDI072oUUu0Wz8zJ0YYc4/frjUlXXi87nl9Ro1GK3Hr8gXT/o0bjR+fr3d5/uandFG9hMz2GR0hyW2g9DqfU+T3NYlOqwKMlmaNNej3b5E7Wt2C9/DPH6Q76QVn9TrdXfVEfGuiVbw6vyLoeGOu06l4g9AAAAWjkad7QbhmHo+t5JGuJy6PrVRfriUF33XlYT0s1rS/Te/mrdlFX3NfXv746+lzt0kka87nXs93e3XIk2o67Jttc23HGW2tdGVFOeFlfvnNrx+Bgb5wLHfuXmZquqJqRPin3a4PZro9unDW6fdpcFTn4BSXvKAtpTVqlF/62L2J9zJGLvcmioy66eqUTsAQAA0HrQuKPd6Z9p15pLsnXH+6Va+N/o6Pyczyu01BGvxE8P1MbSzbm/u7Gl2sOr3KkO44Qr38f6PNVhkd3SvE1uvM3Q+dlxOj87LjLmqQpog9unjbXN/EaPT17fyf9wakLSliK/thT59dyOcklSWr2Ifbiht8sZT8QeaC8sW7ZIkhL37JGlvFzBgQNNrggAgBOjcUe7lGK36LkR4V3nj47Ou30WyRfb6m5zsBjhRjO8ih0dL6/fZB/dlB/5PMVuyNrMjXdTcMZbNbFrgiZ2TZAkBUMhfXGoJmpVfluxX7HcWeD1hfTON9V6p17E/oz6EXuXXedmOmJOCgBoXVJGjpQk9a197S0tNa0WAABiQeOOdutIdH6w064b1hRHRecbkz1yf/fxmuzauHncUefUjiXbDBnEuhuwGIZy0+zKTbPrql7hvQkqa0L6pMinDZ66Zn5PjBH73WUB7S6rjKQw7JbaiL0zOmLPnwUAAACam2mN++zZs/XCCy9o7969kqQ+ffrorrvu0oQJEyLn7Nq1Sw888IDeffdd+f1+5ebmavbs2erdu7ckqbq6Wvfdd58WLlyoqqoq5eXl6S9/+Ys6d+5syveE1uncLIdWX5ytOz9suOu8JCVYjROubB8rbl7/nHiraPaaSYLN0LCcOA3LqYvYuyvrRew94Yj9oRgi9v6gtNnj12aPX7NrI/bpDiO8g73LEXnGfBYRewAAADQx0xr3Tp066cEHH1TPnj0VDAb1yiuvaPr06VqzZo3OOeccffXVV5owYYKuvPJKLV68WOnp6fr888+VlJQUucaMGTO0bNkyPf/888rIyNC9996radOmae3atbJa+WUasUt1WPTciEzNGFijT7/Yrf49z1BaXDie7rDSdLdmrgSrJnVL0KRudRH7Xd6acDPv8WuD26f8GCP2pb6Q3t5Xrbf31UXsz0yx1j6OLny//LlZdsXxMwMAAIBGZFrjPmXKlKjX999/v55//nmtX79e55xzjh5++GGNHj1av//97yPndO/ePfK51+vViy++qKeeekqjRo2SJD377LPq37+/1qxZozFjxjTL94G2pWeaTcGUoHqmcRdJW2UxDJ2VbtdZ6XZdnRseq6wJaWuRL7Iyv8Hj094YI/b/PRzQfw9XRtIadkt4A8QjG98NdTrUI9VK6gIAAACnrUV0J4FAQP/+979VXl6u888/X8FgUCtWrNAdd9yhyy+/XFu2bFG3bt3085//XN///vclSVu2bJHf79fo0aMj1+nSpYt69+6tjz/+mMYdQMwSbIa+kxOn79SL2BdGIvbhx9Jt9vh0yB9bxH6Tx69NHr9mbw9H7DPijtrF3mlXJhF7AAAAxMgoLS017WFX+fn5Gj9+vKqqqpSUlKTZs2drwoQJOnjwoHr37q3ExETdc889ysvL07vvvquZM2dq3rx5mjhxoubPn6+f/vSn8ng8UStZF198sXr27KnHH3/8uO9bUFDQHN8egDYkGJJ2Vxradtii/MMWbTts1a5yQwGd3kp61/ig+qWEP85JCeqspKAclkYuGsAxDT3vvKjXG9avN6kSAADCcnNzT3jc1BX33NxcrVu3Tl6vV4sXL9att96qJUuWKCMjQ5I0efJk/exnP5MknXvuudqyZYuee+45TZw48bjXDIVCJ42knmxSWoKCgoJWUWdbxNybp6XPfW9J4+u9rqgJamuRvy5i7/bp6/LYIvZ7qyzaW2XRCnf4tePoiL3LoTNTmi9i39Lnvi1j7s3H/DcvfubNw9ybh7k3T1uZe1Mbd4fDoR49ekiSBg0apE2bNunpp5/WY489JpvNFtk9/oizzjpLixYtkiRlZ2crEAioqKhITqczco7H49Hw4cOb75sA0G4l2iz6bk6cvlsvYn+wojZi76mL2B+OIWLvC0obPX5t9Pj1j9qIfWacRUOcdc38EJdDGXEsywMAALQ3LeIe9yOCwaB8Pp8cDocGDx7cINK+a9cude3aVZI0cOBA2e12rV69WldccYUkad++fdq5c6eGDRvW7LUDgCTlJFo15YwETTkjvIt9IBhSwaGaqPvlPyvxKxDDTUrF1UG9ua9ab9bbxb5nqrXe4+gc6p9p58kHAAAAbZxpjfsDDzyg8ePHq3PnziorK9OCBQv03nvv6bXXXpMk/eIXv9ANN9yg4cOHKy8vT+vWrdOiRYs0b948SVJaWpquvfZa/fa3v5XL5Yo8Dq5fv34aOXKkWd8WAESxWgz1SberT7pd1+SGH2dZ7g9H7De6fdrgCcfsY43Yf3EooC8OVeq1L8K72Dss0rlZ9sjj6Ia6HOrejBF7AAAAND3TGveDBw/qlltuUWFhoVJTU9WvXz8tWLAgshv81KlT9fjjj+uxxx7Tb37zG/Xo0UPPPPOMJkyYELnGH/7wB1mtVt1www2qqqpSXl6ennnmGZ7hDqBFS7JbNLxDnIZ3qIvYH6iov4u9T5s9fpXF8HB5X1Da4PZrg9uvZ2sj9llxFg1x1YvYOx1KJ2IPAADQapnWuM+aNeuk50yfPl3Tp08/7vH4+Hg9+uijevTRRxuzNABodh0SrZp6RoKm1ovY7/TWaOORZt4TjtgHY4jYF1UHterraq36ui5i3yvVpiEue2RVvl8GEXsAAIDWokXd4w4ACLNaDPXNsKtvhl3XnlUXsd9yJGJfu5P9vorYIva7DtVo16Ea/b/aiH2cVTq33i72WVWGesXwVA4AAAA0Pxp3AGglkuwWXdAhThfUi9jvPypivyXGiH11QFrv9mu92y+pXFKCnNsORO1iP5iIPdoo349+JEnyer1KS0szuRoAAE6Oxh0AWrGOiVZdfEaCLq4Xsd9RWqONnrpmfntpTUwRe09VUCu/rtbKehH73DSbhjjrRewz7bJbWJVH61b5xBOSpN1t5Nm+AIC2j8YdANoQq8VQv0y7+mXadV1txL6sQcTep28qgjFdr8BbowJvjV6tjdjHW6VzMx2R++WHuBw6I5ld7AEAAJoSjTsAtHHJdosu7BCnC+tF7L8prxex9/i0qbBalcGTN99VAel/3T79r9uncMRecsVbNNjl0NDalflBROwBAAAaFY07ALRDnZKsuiQpQZd0D0fsd3xeoBpn97pVeY9PO2KM2Lurglq5t0or91ZFxs5Ks9XeKx9+xjwRewAAgNNH4w4AkNWQ+mTadU6mXT/qHY7YH/YHtcXjj2rm98cYsf/cW6PPvTV6ZVf4dbxVGpjl0GCXXUOd4Yh9NyL2AAAAMaFxBwAcU4rdoos6xumijnUR+33lR+1iX+RXRQy72FcFpI8KffqosC5in51g0WCno3bjO7sGOR1KcxCxBwAAOBqNOwAgZp2TrOqclKDv1Ubsa4IhbS+tidr4bkdpjWJI2KuwMqgVe6u0ojZib6h+xD68AV6/DLtsROzRyNLS0yVJQ2tfe0tLzSsGAIAY0LgDAE6bzWKof6Zd/TPtur5exH6zJ3oX+wOVJ4/YhyTt9NZop7dGL++qkCQlWA0NdIbvkx/iCj9jvmsSEXsAANC+0LgDABpVit2ivI5xyquN2IdCIe0rD2ijx68Ntc381hgj9pWBkD486NOHB32RsewEi4YcFbFPJWIPAADaMBp3AECTMgxDXZJt6pJsi4rYf1bi10a3Xxs9px6xX763SsvrRex7p9dG7GtX5vsSsQcAAG0IjTsAoNnZLIbOzXLo3CyHblA4Yn/IVxux99RF7A/GGLHfUVqjHaU1mlcQjtgn2gwNyLLXrso7NNhpVxci9gAAoJWicQcAtAipDotGdIrTiE51EfuvywPa6PZHHke3xeNXZeDk6/IVNQ0j9jkJlrqN75zhR9Ol2InYAwCAlo/GHQDQIhmGoa7JNnVNtunSM8MRe3+9iP0Gt0+bPD7tjDFif7AyqGV7qrRsT13Evk96/V3sHTo73UbEHgAAtDg07gCAVsNuMTQgy6EBWQ7d2Cccsff6gtri8WlDvZX5whgj9ttLa7S9tEYv1YvYD6yN2B9p6DsnWZvyWwIAADgpGncAQKuW5rBoRKd4jegULykcsd9bHqh9HF34sXRbinyqCpz8WhU1IX1w0KcP6kXsOyZaNNhZtyo/yEnEHgAANC8adwBAm2IYhrol29Qt2abLzgyP+YMh5Rcf2fgu3Mx/7q2J6Xr7K4JauqdKS2sj9hZD6pPWMGJvJWIPAACaCI07AKDNs1sMDXQ6NNDp0E19wmNeX1Cb60fs3T65q04esQ+GpM9Ka/RZaY1erI3YJ9kMDXTaax9HF27oOxGxBwAAjYTGHQDQLqU5LBrZKV4j60Xs95TVRuw9Pm10+7U1xoh9eU1I7x/w6f0DdRH7TonhXeyHOOsi9slE7AEAwGmgcQcAQOGI/RkpNp2RYtP3eyRKqovYb3DXPlve41dBjBH7byqC+mZ3ld7YXS9in26LPFt+iNOhPun8bxgAAJwcvzEAAHAc9SP2N58dHiutPhKx92mDJ3y/vCfWiH1JjT4rqdG/Pg9H7JNthnonxekirzcSse+YSMQeAABEo3EHAOAUpMdZNKpzvEZ1rovY7z4SsXfXRuyLfaqOIWJfVhPSRq9VGz8ti4x1TrRqiCv8SLrBLocGZdmVRMS+UQUGDJAkVVVXKz4uzuRqAAA4ORp3AAC+BcMw1D3Fpu4pNl1eG7H3BULKL6kXsXf7tetQbBH7fRUB7dsd0OJ6EfuzayP2R1ble6exi/23UbZ2rSSpoKBAubm5JlcDAMDJ0bgDANDIHFZDg5wODXI69ON6EfuNnvDu9UeeMV9UHVvEPr+kRvklNZpbG7FPsRsamGWPauY7ELEHAKDNonEHAKAZpMdZNKZzvMYcFbFf8ukefW3N1Ea3T58U+2OK2B/2h7TugE/r6u1i3yWpNmJfu4v9ACL2AAC0GTTuAACY4EjEfoIroNzcdEnhiP22I7vY167Of3Eohk5e0tflAX1dHtB/vgpH7K2GdHaGXUOd9rqIfbpNFoOIPQAArQ2NOwAALYTDamhw7aZ0t9SOlVQH6218F34kXXEMEftASNpW7Ne2Yr/m1IvYD3I6NNRl1xBnuJnPIWIPAECLR+MOAEALlhFn0dgu8RrbpS5i/9XhQL1ny/v0SZFfvpP38jrsD+nd/dV6d391ZKxLkrX2XvnwPfMDsuxKtBGxBwCgJaFxBwCgFTEMQ2em2nRmqk1X9AzvYl9dL2J/ZHX+y8OnErGv1L+/qpQUjtj3zbCHV+VrI/ZnpbWtiH3yiBGSpLNrHwd3ZJd5AABaKhp3AABauTiroSG1O8wfUVwV0EaPv17E3qeS6tBJrxUISZ8W+/VpsV8v7AxH7FPrR+xrm/nshNYbsbdu3SpJSjK5DgAAYkXjDgBAG5QZb9W4LlaNqxex/2/9iH3tLvb+GCL2h/whrd1frbX1IvZdk621O9gfidg7lGBrO6vyAAC0JDTuAAC0A4ZhqEeqTT1SbfphvYj9p0dF7P8bY8R+b1lAe8sq9XptxN5mSP0yw5veHWnmcwAElhwAACAASURBVNtYxB4AALPQuAMA0E7FWQ0NrY2+H1FUFdBGtz/yOLqNbp9KfSeP2NeEpK1Ffm0t8uufO8NjqQ5Dg52OqJV5VyuO2AMAYBYadwAAEJEVb9X4rlaN71oXsf/iUE3U/fKfxhqx94W05ptqrfmmLmLfLfnILvYODXXadS4RewAATorGHQAAHJdhGOqVZlevNLum1Ubsq2rqRew94Yj9VzFG7PeUBbSnrFKL/lsXsT8nM7waP9gZ/m8vIvYAAEShcQcAAKck3mbovGyHzsuui9h7jkTs6+1i740xYr+lyK8tRf7IWFptxD68g324mXfGE7EHALRfNO4AAOBbc8ZbNaGrVRNqI/bB2oj9Brdfm9w+bfD49GmRXzUn7+Xl9YW0+ptqra4XsT+jfsTeZde5mQ7FE7EHALQTNO4AAKDRWQxDuWl25abZdVWvuoj9J8U+bXD7I7vY7y6LLWK/uyyg3WWVWlgbsbdbaiP2tSvzQ1x29UwlYg8AaJto3AEAQLOItxk6PztO52fHRcbclYHa++T9kYj9oRgi9v6gtNnj12aPX7N3lEsKR+yHRCL24ZX5LCL2AIA2gMYdAACYxpVg1cSuCZrYNUFSOGK/y1tTu/FduJnfVhx7xP6db6r1Tr2IffeU2oi9M9zM98+0K62pvhkAAJoIjTsAAGgxLIahs9LtOivdrqtzw2OVNSF9UuTTBk9dxH5PjBH7rw4H9NXhSi34si5i72uq4gEAaCI07gAAoEVLsBkalhOnYTl1EfvCykA4Wu/2a4PHp01unw75Y4vYHy0UCsng3ngAQAtG4w4AAFqd7ASrJnVL0KRudRH7giMR+9rH0uWX+BWIIWJ///pDeui8VDa2AwC0WDTuAACg1bMYhnqn29U73a7ptRH7ipqgPiny1zXzHp/2lgVk/DU/+ovzy+SpCujJCzNkt9C8AwBaHhp3AADQJiXaLPpOTpy+Uy9if7AioHf3V+uXH5ZGRetf/aJSJdVBvTAqU4k2ixnlAgBwXKf8f6aPPvpIf/7zn3X33Xdr165dkqTy8nJt3LhRhw4davQCAQAAGktOolVX9EzUkklOZdqjc/Qrv67WZSuLVFp9jBvhAQAwUcyNu8/n0zXXXKPJkyfrkUce0fPPP699+/ZJkqxWq37wgx/oH//4R5MVCgAA0FjOzXLo+XOr1D0l+jnvHxf6NGmZW9+Ux7ZrPQAAzSHmxv2RRx7RypUr9eijj2r9+vUKher+lTo+Pl6XXnqpli9f3iRFAgAANLYuCSGtmOzSOZn2qPHtpTUav9StAq/fpMoAAIgWc+M+f/58XX/99brpppuUmZnZ4Hhubq6++uqrxqwNAACgSXVItGrJRKeG5ziixr8uD2jiUo82e3jqOwDAfDFvTud2u9W/f//jHo+Li1N5eXmjFAUAANBUEm6/XZJ0hterhLQ06YkntHC8UzetLdayPVWR84qqg7p4uUcvjcnUyE7xZpULAEDsK+45OTknXFHfuHGjzjjjjMaoCQAAoMk45s6VY+5cuf79bznmzpUkJdgM/WtUpq7JTYw6t6wmpCveLNLr/60wo1QAACSdQuN+ySWX6IUXXojsJC9JhhF+1uny5cs1f/58ff/732/8CgEAAJqBzWLoyQvS9X/6J0eN+4PSjWtK9PyOMpMqAwC0dzE37r/+9a/VtWtXjRgxQjfffLMMw9Bjjz2msWPHavr06Ro4cKBur42eAQAAtEaGYWjm0DQ9fF5q1HhI0i8/9OqPmw9FbdALAEBziLlxT0lJ0apVq3TnnXfK7XYrPj5eH330kcrLyzVjxgy98cYbio/n/i8AAND6/eycFD1zUYasRvT4H7cc1t0feRUI0rwDAJpPzJvTSeHHvv3yl7/UL3/5y6aqBwAAoEW4sleiMuIsun51sSoDdY36czvKVVQV1DN5GYo7urMHAKAJxLziXl5err179x73+N69e1VRwcYtAACg7ZjQNV7/npClNEd0g/76V5Wa9laRDvuDJlUGAGhPYm7c77nnHl199dXHPT59+nTdf//9Mb/x7NmzNXz4cHXt2lVdu3bVuHHjtHLlysjxW2+9Venp6VEfY8eOjbpGdXW17r77bvXo0UOdOnXSlVdeqX379sVcAwAAwMkMy4nT8skudUyM/rVpzTfV+t4KjzxVAZMqAwC0FzE37qtXr9bUqVOPe3zq1Kl6++23Y37jTp066cEHH9TatWu1evVq5eXlafr06dq2bVvknJEjR2rnzp2Rj/nz50dd48i99c8//7yWLVumw4cPa9q0aQoE+B8oAABoPH0z7Fo5xaVeqdF3GW7y+DVpmUd7ympMqgwA0B7E3LgfPHhQHTp0OO7xnJwcHThwIOY3njJlisaNG6cePXqoV69euv/++5WcnKz169dHzomLi1NOTk7kIyMjI3LM6/XqxRdf1EMPPaRRo0Zp4MCBevbZZ5Wfn681a9bEXAcAAEAsuiXbtGKKU4Oc9qjxAm+NJi51a3uJ36TKAABtXcyNu9Pp1Pbt2497fPv27UpLSzutIgKBgBYuXKjy8nKdf/75kfEPP/xQvXr10pAhQ/SLX/xCbrc7cmzLli3y+/0aPXp0ZKxLly7q3bu3Pv7449OqAwAA4ESc8VYtnujUyE5xUePfVAQ1aZlb/1tYbVJlAIC2LOZd5ceNG6e5c+fqsssu07Bhw6KOrV+/XnPnztXll19+Sm+en5+v8ePHq6qqSklJSXrppZfUr18/SdLYsWN18cUX64wzztCePXv08MMP65JLLtGaNWsUFxenwsJCWa1WZWVlRV3T5XKpsLDwhO9bUFBwSnWapbXU2RYx9+Zh7s3D3JuHuW9eQ496fTrz//vu0kyfQ2956n6VKvWFdPFyt/7Up1oXZLJp3YnwM28e5t48zL15WsPc5+bmnvC4UVpaGtODSA8ePKjRo0frwIEDGjt2rPr27SvDMJSfn6+33npLOTk5evvtt9WxY8eYi/P5fPr666/l9Xq1ePFizZ07V0uWLFHfvn0bnLt//371799f//znP3XJJZdo/vz5+ulPfyqPxyPDqNvpderUqcrNzdVf//rXmOtoiQoKCk76h4emwdybh7k3D3NvHua++aWlp0e99paWntZ1AsGQfv2xV8/tKI8atxnSUxdlaFrPxNOusS3jZ948zL15mHvztJW5j3nFPScnR6tXr9bMmTO1dOlSrVq1SpKUkpKiadOmaebMmcrJyTmlN3c4HOrRo4ckadCgQdq0aZOefvpp/f3vf29wbseOHdWpUyd9+eWXkqTs7GwFAgEVFRXJ6XRGzvN4PBo+fPgp1QEAAHCqrBZDj34nTc54i/645XBkvCYk/eTdEnmqgvqffskmVggAaCtibtylcLM8a9YshUIheTwehUIhuVyuqBXvbyMYDMrn8x3zWFFRkfbv3x/5x4GBAwfKbrdr9erVuuKKKyRJ+/bt086dOxtE+QEAAJqCYRj6zaBUOeMtuvsjr+rHGO/9X688lQH9dkhqo/2uBABon06pcT/CMAy5XK5v9cYPPPCAxo8fr86dO6usrEwLFizQe++9p9dee01lZWX64x//qEsuuUQ5OTnas2ePHnroIblcrsgj6dLS0nTttdfqt7/9rVwulzIyMnTvvfeqX79+Gjly5LeqDQAAtF2Ha58+s3fPHnXt1q1Rrnnz2cnKirfolndL5K93e/tfPy2Tuyqox4eny2aheQcAnJ7jNu6vvPKKJOnKK6+UYRiR1ydz1VVXxXTewYMHdcstt6iwsFCpqanq16+fFixYoDFjxqiyslKfffaZXn31VXm9XuXk5Oiiiy7SCy+8oJSUlMg1/vCHP8hqteqGG25QVVWV8vLy9Mwzz8hqtcZUAwAAaH+CAwdKkiqSkhRsxPseLzszURlxFk1/u1jlNXVr7y8VVKi4OqjnR2QqwUbzDgA4dcfdnC4jI0OGYejAgQNyOBxRz1A/7sUMQ8XFxY1eZHvUVjZRaI2Ye/Mw9+Zh7s3D3JunqeZ+k9unK94sUlF19M7yw3McemVsltIcMT+Nt03iZ948zL15mHvztJW5P+6K+9atWyWFN5Cr/xoAAADHN9jl0IopTl22skhflwci4x8c9GnKco8WjstSTiLpQABA7I7buHerd89XMBiUYRhKTk6OaeUdAACgPctNs2vVFJcuX+XR9tKayPi2Yr8mLHPr9fFOnZl6WlsNAQDaoZiyWoFAQIMGDdK8efOauh4AAIA2oVOSVcsmu3S+yxE1/tXhgCYsc+uTomM/SQcAgKPF1Ljb7XZ16NCBR5kAAIBWzz5njuxz5si5aJHsc+Y06XtlxFn074lZGt8lLmq8sDKoqcs9eu9AdZO+PwCgbYh5d5TrrrtOL7/8sqqqqpqyHgAAgCaVeMcdSrzjDnV/5BEl3nFH07+fzaJ5Y7I0rWdC1Pghf0iXr/Joye7KJq8BANC6xXxz1ZlnnqlQKKTzzjtPV111lbp3766EhIQG51122WWNWiAAAEBrZ7cYmnVRhpzxVj2VXxYZrw5I160u1uPD03XdWUkmVggAaMlibtxvueWWyOePPvroMc8xDIPGHQAA4BgshqGHz0tVdoJFMzcciowHQ9Iv3i9VUVVQd/RP5tZEAEADMTfub7zxRlPWAQAA0OYZhqHb+6coM86i2z8oVTBUd+zBjYfkrgro4fPSZKF5BwDUE3PjfuGFFzZlHQAAAO3GtWclKTPOohvXFqu67lHvejq/XJ6qoJ66MEN2C807ACDstB4gum3bNu3du1eS1LVrV/Xr149YFwAAwCmYckaCFo136qq3inTIX7f0/toXlSqpCmrOqEwl2WPeRxgA0Iad0v8NFi5cqHPOOUd5eXmaPn26rr76auXl5al///6aP39+U9UIAADQJl3QIU5LJ7uUnRD9K9mb+6p16UqPSqqDJlUGAGhJYm7c582bp5tvvlmJiYl68MEHNW/ePM2bN08PPvigEhIS9JOf/ETz5s1ryloBAADanP6Zdq2a4tKZKdao8fVuvyYtc2tfeeA4XwkAaC9ijso/9thjGjJkiJYsWaL4+PioYz/+8Y81efJkPfbYY5o+fXqjFwkAANCWdU+xacVkl37wZpE+LfZHxneU1mjCUrcWjc/SWel2EysEAJgp5hX3ffv26YorrmjQtEtSfHy8pk2bpm+++aZRiwMAAGgvchKtWjLJqQs6OKLGvy4PaOIyjza6fSZVBgAwW8yNe58+fbR///7jHv/mm2/Uu3fvRikKAACgPUpzWLRwnFNTukUvlBRXB3XJCo9W76syqTIAgJlibtwfeughzZ07V6+//nqDYwsXLtS//vUv/e53v2vU4gAAANqbeJuhuaMydd1ZiVHj5TUh/fCtIi36ssKkygAAZon5Hvcnn3xSWVlZuummm/Sb3/xGZ555pgzD0Jdffim3262ePXvqb3/7m/72t79FvsYwDL322mtNUjgAAEBbZbMYemJ4ulzxFv3lk7LIuD8o3bS2REXVQf347GQTKwQANKeYG/cdO3bIMAx16dJFkiL3s8fFxalLly6qrq7Wzp07o76GZ7sDAACcHsMwdP+QNGXFW3XP/3oj4yFJd3/klbsqqBkDU/h9CwDagZgb908//bQp6wAAAGgWFY8/LkkqPHhQ2Tk5Jldzcrf1S5Yz3qLb1pWoJlQ3/ucth1VUFdSfh6XJaqF5B4C2LObGHQAAoC3wX3+9JMlTUKCM3Fxzi4nRD3smKjPOoutWF6uiXvf+/I5yFVUF9WxehuKsNO8A0FbFvDkdAAAAzDO2S7z+M8GpjLjoBv3fX1Xqh28W6bA/aFJlAICmRuMOAADQSpyX7dDyyS51TrRGja/dX62Ll3vkqQqYVBkAoCnRuAMAALQifdLtWjHFqdy06DsetxT5NXGpR7sP15hUGQCgqdC4AwAAtDJdk21aMdmpwU571PiuQzWauMyt/GK/SZUBAJoCjTsAAGhXLFu2yLJlixK3b5dlyxazyzltWfFWLZ7o1KhOcVHj+yuCmrzcrY8OVptUGQCgsZ3yrvKVlZXavHmz3G63LrjgAjmdzqaoCwAAoEmkjBwpSepb+9pbWmpaLd9Wst2i/zc2Sz9dV6JF/62MjHt9IV260qM5ozI1sWuCiRUCABrDKa24P/PMM+rdu7emTp2qG264Qfn5+ZKkoqIidevWTf/617+apEgAAAAcm8Nq6LkRGfrx2UlR41UBafrbxXplV4VJlQEAGkvMjfu8efM0Y8YMjR07Vk8++aRCobpniGZlZWnUqFF6/fXXm6RIAAAAHJ/FMPTnYWm6Z1BK1HggJN26rkRPbjtsUmUAgMYQc+P+1FNPacKECfrnP/+pSZMmNTg+cOBA7dy5s1GLAwAAQGwMw9CvBqbqse+myzjq2P3rD2nmem/UwgsAoPWIuXH/4osvNGHChOMez8rKUlFRUaMUBQAAgNNzY58kzRmVKcdRv+U9sa1MP3u/VDVBmncAaG1ibtxTUlLk9XqPe/yLL75gozoAAIAW4HvdEzR/XJaSbdFr7/MKKnTtO8WqrKF5B4DWJObGPS8vT/PmzVN1dcNHi+zbt09z587V2LFjG7U4AAAAnJ4RneK1ZJJTzvjoX/eW763S91d5VFodNKkyAMCpirlxv+++++TxeDRy5EjNnj1bhmHozTff1AMPPKALLrhAdrtdv/rVr5qyVgAAAJyCgU6HVkx2qmuyNWr8w4M+TVnu1oGKgEmVAQBORcyNe48ePbRixQp16NBBf/rTnxQKhfTUU0/piSee0IABA7RixQp17ty5KWsFAADAKeqVZteqKS71TbdFjeeX1GjCUre+PFRjUmUAgFjZTn5Knd69e+v1119XaWmpvvzySwWDQXXv3p172wEAAFqwjolWLZvs0pVvFemjQl9kfHdZQBOWurVgfJYGZDlMrBAAcCIxr7jXl56ersGDB2vo0KHKyspSeXl5Y9cFAACARpQeZ9GiCVma0DU+atxdFdTU5R6t299wHyMAQMsQc+O+ePFizZw5M2rs8ccfV6dOndS1a1ddddVVqqioaPQCAQAA0DgSbRa9NDpTV/VKjBo/7A/p8lUeLf6q0qTKAAAnEnPj/tRTT8ntdkdeb968WQ899JCGDBmi66+/Xm+99ZaeeOKJJikSAAAAjcNuMfT0hen6+TnJUeO+oHT9mmLN3UmSEgBampjvcd+1a5cuu+yyyOsFCxYoMzNTCxcuVFxcnGw2mxYtWqQZM2Y0SaEAAABoHIZh6HfnpckVb9FvNxyKjAdD0u0flMpdFdQvz02WYRgnuAoAoLnE3LhXVFQoMbEuVvXOO+9ozJgxiouLkyT1799fL730UuNXCAAA0Ih8P/qRJMnr9SotLc3kasz1i/4pyoy36Pb3SxUI1Y0/vOmQ3JUBPTIsTRaadwAwXcyNe+fOnbV582Zdd911+uKLL7Rjxw7dcccdkePFxcWKj48/wRUAAADMV1l7a9/uggLl5uaaXI35rslNUmacRTeuKVZVvce6P7u9XEXVQT19YYYcVpp3ADBTzI37tGnT9Mgjj2j//v3asWOH0tPTNXHixMjxTZs2qVevXk1SJAAAAJrO5G4JWjTeqSvfLtIhX93S+4IvK1VSHdS/RmUqyX5aDyMCADSCmP8GvvPOO3XnnXfqm2++UefOnfXiiy9G4mUlJSX64IMPNGnSpCYrFAAAAE1neIc4LZvkUk5C9K+Hb++r1vdWelRcfzkeANCsYl5xt1qtuu+++3Tfffc1OJaRkaGCgoJGLQwAAADN65xMu1ZOcen7Kz368nBdo77B7dekZR4tHJ+lLskx//oIAGgkp5V58nq9ys/PV35+vrxeb2PXBAAAAJN0T7FpxRSXzs20R43v9NZowlKPdpb6TaoMANqvU2rcN23apEmTJqlHjx666KKLdNFFF6lHjx6aPHmyNm3a1FQ1AgAAoBllJ1i1ZJJTF3VwRI3vqwho4jK3Nrh9JlUGAO1TzFmnjRs3asqUKbLb7bruuuvUu3dvhUIhff7551qwYIGmTJmipUuXavDgwU1ZLwAAwLeSlp4uSRpa+9pbWmpeMS1YqsOi+eOcuuXdYi3eXRUZL6kO6ZIVHr04OlNjOvNEIQBoDjE37g8//LBcLpdWrVqljh07Rh371a9+pfHjx+vhhx/WokWLGr1IAAAANL94m6EXRmbqro9K9cLOish4RU1IV75VpFkXZegHPRJNrBAA2oeYo/IbNmzQjTfe2KBpl6SOHTvqxhtv1Pr16xu1OAAAAJjLajH02HfTdfeAlKhxf1D68doSPftZmUmVAUD7EXPjHgqFZLVaj38hi0WhUOi4xwEAANA6GYahewen6k/D0qLGQ5J+/bFXv990iN8DAaAJxdy4Dxo0SHPmzFFJSUmDYyUlJZo7dy73twMAALRhP+mbrOdGZMhmRI8/uvWw7vywVIEgzTsANIWY73G/5557dOmll2ro0KG6+uqrlZubK0n6/PPP9eqrr+rw4cN6+umnm6xQAAAAmO8HPRKVEWfRte8Uq6KmrlF/YWeFiqqCmj0iU3FW4wRXAACcqpgb9+9+97tatGiR7r33Xv3973+POjZw4ED9/ve/13e+851GLxAAAAAty5jO8Vo80akr3vSopLqueV+8u0olqzyaNyZLqY5TeuowAOAEYm7cJemCCy7QmjVrVFhYqD179kiSunXrpuzs7CYpDgAAAC3TUJdDKya79P2VRdpXEYiMrzvg09TlHi0Yn6XshOPvjwQAiN1p/VNodna2hg4dqqFDh9K0AwAAtFO90+1aOcWps9Ki14I+KfZr4lK3vjpcY1JlANC2HHfF/f333z+tC15wwQWnXQwAAABaly7JNq2Y7NQP3yrSBrc/Mv7l4YAmLHVr4Xinzsm0m1ghALR+x23cp06dKsOIfWORUCgkwzBUXFzcKIUBAACgdciMt+rfE5z60epivb2vOjJ+sDKoycvdenVMloZ3iDOxQgBo3Y7buL/xxhtN+sazZ8/WCy+8oL1790qS+vTpo7vuuksTJkxocO7tt9+uuXPn6ne/+51+/vOfR8arq6t13333aeHChaqqqlJeXp7+8pe/qHPnzk1aOwAAAKIl2y16ZUyWbnuvRAu+rIyMH/KF9P1VHr0wMlOTuiWYWCEAtF7HbdwvvPDCJn3jTp066cEHH1TPnj0VDAb1yiuvaPr06VqzZo3OOeecyHn/+c9/tGnTJnXs2LHBNWbMmKFly5bp+eefV0ZGhu69915NmzZNa9euldXKZigAAADNyWE19I+8DGXGWfSP7eWR8aqAdM07xfrbBek638T6AKC1inlzuvLy8sjq+LHs3btXFRUVMb/xlClTNG7cOPXo0UO9evXS/fffr+TkZK1fvz5yzp49e/Sb3/xGzz33nGy26H9j8Hq9evHFF/XQQw9p1KhRGjhwoJ599lnl5+drzZo1MdcBAACAxmMxDP1pWJruG5waNR4ISf/zXqle/PqUHmoEANApNO733HOPrr766uMenz59uu6///7TKiIQCGjhwoUqLy/X+eeH/x22pqZGN998s+666y717t27wdds2bJFfr9fo0ePjox16dJFvXv31scff3xadQAAgLYvMGCAAgMGqLxPHwUGDDC7nDbJMAzdNSBFTwxPl+WoLZP+9pVD96/3KhQKHfuLAQANxPxPnqtXr9b06dOPe3zq1Kl6+eWXT+nN8/PzNX78eFVVVSkpKUkvvfSS+vXrJ0l65JFHlJGRoZtuuumYX1tYWCir1aqsrKyocZfLpcLCwhO+b0FBwSnVaZbWUmdbxNybh7k3D3NvHua+mT33XPRr5r/JDLdIj/S26r6dDvlDdR38k9vK9GVhqe7L9ckW+17IaAT8fWMe5t48rWHuc3NzT3g85sb94MGD6tChw3GP5+Tk6MCBA7FXpnBx69atk9fr1eLFi3XrrbdqyZIlKi4u1ssvv6x169ad0vWkut3tT/a+LV1BQUGrqLMtYu7Nw9ybh7k3D3NvHua+eeTmSmd3r9b0t4t02F+3yr600KaauGS9MDJDibaYQ6D4FviZNw9zb562Mvcx/y3pdDq1ffv24x7fvn270tLSTunNHQ6HevTooUGDBmnmzJnq37+/nn76aa1bt04HDhxQ7969lZWVpaysLO3du1czZ85U3759JUnZ2dkKBAIqKiqKuqbH45HL5TqlOgAAANB08jrGackkp1zx0b96rtxbpctXFam0OmhSZQDQOsTcuI8bN05z58495v3j69ev19y5czVu3LhvVUwwGJTP59PNN9+s999/X+vWrYt8dOzYUbfddpv+85//SJIGDhwou92u1atXR75+37592rlzp4YNG/at6gAAAEDjGpDl0MopLnWKi27SPzzo0+Tlbu2vCJhUGQC0fDFH5WfMmKE333xTkydP1tixY9W3b18ZhqH8/Hy99dZbysnJ0b333hvzGz/wwAMaP368OnfurLKyMi1YsEDvvfeeXnvtNblcrgar5jabTTk5OZGYQ1pamq699lr99re/lcvlijwOrl+/fho5cmTMdQAAAKB59Ei16fkBVbqrIFX5JTWR8c9KajRhqVuvj3eqZxq7zgPA0WL+mzEnJ0erV6/WzJkztXTpUq1atUqSlJKSomnTpmnmzJnKycmJ+Y0PHjyoW265RYWFhUpNTVW/fv20YMECjRkzJuZr/OEPf5DVatUNN9ygqqoq5eXl6ZlnnuEZ7gAAAC2U0yEtneTSVW8X6cODvsj4nrKAJixza8G4LA10OkysEABanlP6J83s7GzNmjVLoVBIHo9HoVBILpfrpJvBHcusWbNO6fxPP/20wVh8fLweffRRPfroo6f8/gAAoH1KHjFCknR2dbXi4+JUtnatyRW1P+lxFi0a79QNa4q1Ym9VZNxTFdTU5R7NG5OlEZ3iTKwQAFqW09rC0zAMuVwuZWdnn1bTDgAAYBbr1q2ybt2qpB07ZN268lhXsgAAIABJREFU1exy2q0Em6GXRmfq6l6JUeNlNSFd8aZH//mq0qTKAKDl4dkbAAAAMIXNYuipC/8/e/cdHlWZv3/8nkmbENILmADBYEAJKHyVIoI0CUIARVFQ+uJS1lX3p7ILFuy6iq4NWBUQENtGkCJEihoCiCIqqCAq7lI0QELapCeTmfn9gQ6MkGSAhJPyfl2X17XznDNn7vMxZvOZc57nhOiuDk3dxssd0oTUHL3+Q5FByQCgbqFxBwAAgGFMJpMe6RKsx64Icht3Srr7szw9sytfTqfz9G8GgEaCxh0AAACGu6NjoOb1DJHXH2ZhPrmzQH/fbpWD5h1AI0bjDgAAgDrh1vgAvdU/TJY/PCBo/t4i/TktV+V2mncAjRONOwAAAOqMa1v6a+XACAX7ul96X76/RKM+ylahzWFQMgAwTqWPg/vll1/O6oAtW7Y86zAAAABA92Z++nBwpG7ckKUjxSca9U8Ol+m6dVlKHhCu8D9elgeABqzSxv3SSy89q0e95eTknFMgAAAAoH2oj9YNjtQNG7L033y7a/yrLJuuTcnS+4nhatm00j9lAaBBqfS33Zw5c9wad6fTqVdeeUWHDh3SzTffrIsuukhOp1M///yzli1bplatWmnKlCnnJTQAAAAavthAb60bHKmbNmZrV7bNNb7PWqFr12Zp+cBwXRziY2BCADg/Km3cR48e7fb6hRdeUHFxsXbu3KmwsDC3bTNmzFBiYqKys7NrJyUAAAAapUh/L30wKEJjPs5R2pEy13h6sV2DUo4p+ZoIdYnyNTAhANQ+jxenW7BggSZMmHBK0y5JERERGj9+vObPn1+j4QAAAIBAH7OSB4TrutYWt/HcMqeuW5+lj34tNSgZAJwfHjfuWVlZstlslW6vqKhQVlZWjYQCAAAATubnZdLrvcP0p3YBbuPFFU6N+ihb7/232KBkAFD7PG7cL730Ui1YsEAHDx48ZduBAwe0YMECXXrppTUaDgAAAPidl9mk564M1j86BbqNVzilP2/O1SvfFxqUDABql8dLcT7xxBMaPny4unbtqkGDBumiiy6SJO3bt0/r1q2Tt7e3Hn/88VoLCgAAAJhMJs3sHKRwP7P+sd0q50nbZmy36liJXQ/8X9BZPR0JAOoqjxv3Ll266OOPP9bjjz+ujRs3atWqVZKkJk2aKDExUffdd58uueSSWgsKAABQE6x5eZKOX3yIj483OA3O1uT2TRVuMWvqllzZTjzqXc99W6hjpQ7968oQeZtp3gE0DGf08Mt27dpp6dKlcjgcysrKktPpVGRkpMxmj++4BwAAAGrEjXFNFOpn1thPclRUceLa+xs/FSun1KEFvcNk8aZ5B1D/nVXH7XQ65e3trfDwcJp2AAAAGKZfjEWrr41QmJ/736RrDpXqxo1ZspY7KnknANQfZ9R1f/3117r++usVHR2tiy66SJ9++qkkKTs7WzfffLPS0tJqJSQAAABQmcsjfbVucIRaBHi5jX96tFxDPsxSZondoGQAUDM8bty/+OILDR48WPv379eoUaPkdJ64HSk8PFyFhYVaunRprYQEAAAAqtI2xEfrkyLVLth9Juh3OTYNXHtMBwoqDEoGAOfO48b9scceU5s2bbR9+3bNmjXrlO29evXSl19+WaPhAAAAAE/FBHjpw8ER6hLp4za+v8CugWuP6bscm0HJAODceNy4f/311xozZowsFstpH68RExOjjIyMGg0HAABQ0/zvukv+d92l2CeekP9ddxkdBzUszOKllQMjNCDGz208o8ShpJRj+vRomUHJAODsedy4m83mKheiy8jIkL+/f42EAgAAqC2+S5bId8kSRa5cKd8lS4yOg1oQ4GPW29eE6+Y27n+b5tucumFDltYeLDEoGQCcHY8b906dOmndunWn3VZeXq733ntPXbt2rbFgAAAAwNnyMZv0Sq9QTWsf4DZeZpfGpuZo6U9FBiUDgDPnceN+9913a/PmzfrrX/+q7777TpJ09OhRffTRRxo2bJj279+ve+65p9aCAgAAAGfCbDLpya7BeujyILdxh1O649M8vfhdgduCywBQV3lXv8txffv21auvvqrp06fr7bffliRNmzZNTqdTwcHBWrBggbp06VJrQQEAAIAzZTKZ9P8uDVS4xay/bcuT46Q+/aEv83WsxKFHuwTJfJo1nACgrvC4cZekESNGaPDgwUpNTdV///tfORwOXXjhherfv7+aNm1aWxkBAACAczKubYDC/MyalJajspMe6z5nT6GySu16uWeofMw07wDqJo8b908//VTt2rVTRESEkpKSTtmenZ2tH374QVdddVWNBgQAAABqwpBYfy1PjNCtH2Ur33bi0vu7/y1RbplDi/qGqYm3xzNJAeC88fg309ChQ5Wamlrp9rS0NA0dOrRGQgEAAAC1oWdzP60ZFKEof/c/g9f/Wqbh67OVV+YwKBkAVM7jxr26hTvKy8urfFwcAAAAUBdcGu6r9YMj1TrQy218e2a5BqUc0+EieyXvBABjVHmrfH5+vqxWq+t1Tk6Ofvnll1P2y8vL0/Lly3XBBRfUfEIAAACghl0Y5K11gyM1YmO2dufYXON78yqUuPaYVgwMV3ywj4EJAeCEKhv3efPm6ZlnnpF0fEXOmTNnaubMmafd1+l06sEHH6z5hAAAAEAtaN7ES2uujdCtH2drW0a5a/zXIruuXZulZYnh6hzha2BCADiuysa9T58+slgscjqdevTRR3XDDTeoY8eObvuYTCY1adJEnTt31hVXXFGrYQEAAICaFOJn1vLECE1Ky1HKoVLXeHaZQ0M/zNKb/cPUJ9piYEIAqKZx7969u7p37y5JKisr09ChQ5WQkHBeggEAAADng7+3SW/0DdPftuXpzX3FrvHCCqdu2pit164O1fALmxiYEEBj5/Hj4GbMmHHa8aNHjyovL08XX3xxjYUCAAAAzidvs0kvXxWiSItZz39X6Bq3OaQ/bcpVTplDky5uamBCAI2Zx8vAL168WFOmTHEbu+eee9S+fXv16NFDvXr1UnZ2do0HBAAAAM4Hk8mkh64I1hNdg93GnZLu+cyqf+7Mr/ZJSwBQG86ocQ8MDHS93rx5s15//XWNGDFCs2bN0v79+/Xss8/WSkgAAICaUrBpkwo2bdL3b7yhgk2bjI6DOuj2hKZ69epQeZvcx/+5q0DTP7fK7qB5B3B+eXyr/MGDBzVmzBjX65UrVyomJkavvPKKzGazrFarVqxYoaeeeqpWggIAANQER6dOkqTigAA54uMNToO6amSbJgr1NWt8ao5K7Cca9QU/FCm71KFXrg6Vn5epiiMAQM3x+Ip7eXm5fHxOPMsyNTVV11xzjczm44eIi4vT0aNHaz4hAAAAYIDElhatujZcIb7uDfqKAyUa+VG2CmwOg5IBaGw8btxjY2O16bfbyb7++msdOHBA/fr1c23PzMx0u5UeAAAAqO+6Rvnpw8GRim7i/mfzpsNlum5dlrJK7QYlA9CYeNy4/+lPf9LKlSvVo0cP3XDDDYqJidGAAQNc2z///HNWlgcAAECDc0moj9YlReqiIPdZpl9n2TQoJUuHCisMSgagsfC4cb/tttv04osvKi4uToMGDdLy5cvl7+8vScrNzdWxY8d000031VpQAAAAwCitmnprXVKEOkf4uI3vs1bo2rXHtDfXZlAyAI2Bx4vTSdK4ceM0bty4U8ZDQ0Ndt9EDAADUZT6LF0uSIjIy5NOsmWwTJhgZB/VIhMVLq6+N0NhPcrTpcJlr/HCxQ4NSjil5QLi6RvkZmBBAQ3VGjTsAAEB91+Rvf5Mktf7ttZXGHWcg0Mes/1wTrqmbc7XiQIlrPK/cqevWZWtJ3zAltrQYmBBAQ+Rx4z506NBq9zGZTFq9evU5BQIAAADqMj8vkxb0DlW4xawFPxS5xkvsTt3ycbbm9gzVqIuaGJgQQEPj8Rx3h8Mhp9Pp9k9FRYX279+vrVu36vDhw3I4eCQGAAAAGj4vs0mzuwdrRif3pyrZndLULbmau6fQoGQAGiKPr7ivXbu2ym3/7//9Py1atKhGQgEAAAB1nclk0ozOQYqwmDX9c6ucJ227/wurskrsmnV5kEwmU6XHAABPeHzFvSpJSUkaMWKE7rvvvpo4HAAAAFBv3HZJU73eJ1Q+f/jL+vnvCnXHp3mqcDhP/0YA8FCNNO6S1LZtW3399dc1dTgAAACg3hh+YRO9NyBcTb3dr66/ua9Y41JzVFJB8w7g7NVY475x40YFBQXV1OEAAACAeqVPtEUfDIpQuJ/7n9gph0p144YsWctZDwrA2fF4jvvTTz992nGr1aqtW7fqu+++07333ltjwQAAAID6pnOEr9YnRWj4hmz9Umh3jW/LKFfSh1laPiBczZp4GZgQQH3kceP+z3/+87TjISEhiouL00svvaQxY8bUWDAAAACgProo2EfrB0fqxg1Z2ptX4RrfnWPTwJRjWpEYoQuDPP4zHAA8b9xzc3NrMwcAAADQYEQHeCllcKRGfZSt7ZnlrvEDBXYNTDmmZQPCdWm4r4EJAdQnNTbHHQAAAMAJoX5mrRgYroEt/NzGM0scGvJhlrYeLTMoGYD6hsYdAAAAqCVNvM16s3+4RrbxdxvPtzl144YsrTlYYlAyAPVJpbfKh4aGymw268iRI/L19VVoaKhMJlNlu7t4eXkpPDxcvXv31hNPPKGIiIgaDQwAAADUJz5mk/7dK1QRFi/N3VPoGi+zS+NSc/RCjxCNaxtgYEIAdV2ljfvf//53mUwmeXt7u72ujt1u19GjR7Vq1SoVFBTo7bffrrm0AAAAQD1kNpn0eJcgRfmb9dCX+a5xh1O689M8ZZc69LeOTT36extA41Np4z5z5swqX1enbdu2mj179tmlAgAAqCXFL7wgScrMyFBUs2YGp0FjYjKZdFfHQIX5mXXXtjw5nCe2PfJVvo6V2vV4l2CZad4B/EGtzXEfOnRopY+Qk6T58+erR48eatmypVq2bKkBAwZo/fr1ru2PP/64unTpoujoaMXGxmrYsGHavn272zHKyso0ffp0xcXFKTo6WqNGjVJ6enptnRIAAGgAbBMmyDZhgrJuuEG2CROMjoNGaGzbAC3tGya/PzzOfd6eIk3dkivbyR09AKiKK+7vvPPOWR3wlltukSS1bt1arVu3rnS/6OhoPfLII2rTpo0cDofeeecdjR49Wps2bVKHDh0UHx+vZ599VrGxsSopKdG8efM0YsQIffXVV4qKipJ0/C6AlJQULVy4UKGhobr//vs1cuRIpaWlycvLq9LPBgAAAIyUFOuv9xMjdMtH2cq3nWjUk/9botxShxb3DVOAD+tIAziu0sb9L3/5yyljv8+5cTqdpx2XTjTu1UlKSnJ7/eCDD2rhwoXasWOHOnTooJEjR7ptf+KJJ7R06VJ999136t+/v6xWq5YuXaq5c+eqb9++kqRXX31VHTt21KZNm9S/f3+PcgAAAABGuKq5n9YOjtSNG7KUWeJwjW9ML9P167OUPCBCoX407wCqaNy/+eYbt9cFBQWaOnWqAgMDNWXKFF100UVyOp36+eef9eqrr6qoqEivvPLKWYWw2+1auXKlioqK1LVr11O2l5eXa8mSJQoKClLHjh0lSbt27ZLNZlO/fv1c+7Vo0ULt2rXT9u3badwBAABQ53UM89GGpEgNX5+l/QV21/iOYzYNSjmm5YkRigngTlKgsTPl5eV5NInmzjvv1IEDB7Rq1apTVrt0OBy67rrrFBcXpxdffNHjD9+zZ48SExNVWlqqgIAAzZ8/XwMHDnRtX7dunSZNmqTi4mI1b95cb775pi6//HJJ0nvvvaepU6cqKyvLLc/QoUPVpk0bvfDbwjOns2/fPo8zAgAAALUtu1y6c49FPxW5X2Fv5ufQnIQytW7CvHegIYuPj69ye6VX3P/ogw8+0H333XfaR1SYzWYNGzZMTz311Bk17vHx8dqyZYusVqtWr16tadOmac2aNWrfvr0kqVevXtqyZYuys7O1ZMkSTZgwQRs3blTz5s0rPabT6az2MRrVFaUu2LdvX73I2RBRe+NQe+NQe+NQ+/PPvGuXJOmXQ4fUslUrOTp1MjhR48LP/OnFS9oY79Doj7O19Wi5azyjzKwpewL03oBwXR7pe06fQe2NQ+2N01Bq7/GkmYqKCh06dKjS7QcOHJDNZjujD/f19VVcXJw6d+6shx56SB07dtS8efNc2wMCAhQXF6cuXbpozpw58vHx0RtvvCFJioqKkt1uV3Z2ttsxs7KyFBkZeUY5AABA4xHYp48C+/RR+3HjFNinj9FxAJdgX7OWDYjQkFYWt/GcMoeGrctSanqpQckAGM3jxr1fv3567bXX9N5777ktTud0OpWcnKwFCxac87xyh8Oh8vJyj7Z36tRJPj4+Sk1NdW1PT0/Xjz/+qG7dup1TDgAAAMAIFm+TlvQN0/i2TdzGiyqcuvmjbL3/v2KDkgEwkse3yj/zzDP64YcfNGXKFD3wwAO68MILZTKZ9L///U+ZmZmKj4+v8rntf/Twww8rMTFRMTExKiws1LJly7R161YlJycrPz9fL730kq699lo1a9ZM2dnZmj9/vg4fPqzrr79ekhQcHKyxY8dq1qxZioyMdD0OLiEhQX349hwAAAD1lJfZpBd6hCjS4qVnvy1wjdsc0qS0XGWXOfTnS5oamBDA+eZx496sWTNt3rxZixcv1oYNG/TLL7/I6XSqQ4cOSkxM1Pjx42WxWKo/0G8yMjI0efJkZWZmKigoSAkJCVq2bJn69++v4uJi7d27V2+++aZycnIUFhamzp07KyUlRR06dHAd48knn5SXl5cmTpyo0tJSXX311XrllVd4hjsAAADqNZPJpAcuD1K4xayZX1hd405J0z+36lipQzM7BVa7thOAhsHjxl2S/Pz8NGXKFE2ZMuW027///nvXwnLV+fe//13ptiZNmuitt96q9hgWi0WzZ8/W7NmzPfpMAAAAoD6ZltBU4Raz/rIlVxUnLSz/zK4CZZc69Ey3YHmZad6Bhs7jOe6VOXr0qF5++WX16tVLPXv2rIlMAAAAAH5zc5smeveacDXxdm/QF/5QpElpuSqz86g4oKE7oyvuvyssLNTq1auVnJysrVu3ym6365JLLtHf/va3ms4HAAAANHrXtLBo1cAI3fxRlnLLTjTqKw+UKLfMoTf7hynQ55yvyQGoozxu3O12uz766CMlJyfrww8/VElJiUwmk2677Tbdfvvtio2Nrc2cAAAAQKPWJcpXHw6O1I3rs5VebHeNpx0p09APs7QsMVwRFtZ6Ahqiar+W+/LLLzV9+nS1a9dOo0aN0t69e3XPPfdo5cqVcjqd6tOnD007AAAAcB5cHOKjdUkRig92v/62K9umgWuP6WBBhUHJANSmKq+4X3755dq/f79atGihsWPHasSIEUpISJAkHTp06LwEBAAAAHBCy6beWjc4QjdtzNbXWTbX+H/z7Rq49piWJ0YoIczHwIQAalqVV9z/97//qVWrVpo1a5amT5/uatoBAAAAGCfc4qXV10aob7Sf2/jREocGf3hMn2eUGZQMQG2osnGfO3euLrzwQk2ZMkVt27bVpEmTlJKSIpvNVtXbAAAAANSypj5m/eeacN14ob/buLXcqevXZ2ndLyUGJQNQ06q8Vf7WW2/VrbfeqoyMDCUnJys5OVmjR49WUFCQevbsKZPJJJOJ50YCAAAARvD1Mml+71CFWcyav7fINV5ql0Z/nKM5PUN1y0VNDEwIoCZ49MyIZs2a6Y477tCWLVu0bds2TZw4Ud98842cTqf++te/atq0aVq9erWKioqqPxgAAACAGmM2mfRMt2Dd3znQbdzulKZtydXLuwsMSgagppzxc9wvueQSPfzww3r44Ye1ZcsW/ec//9Hq1av17rvvymKx6MiRI7WREwAAoEaUjx8vSbJarQoODjY4DVAzTCaTpncKUoTFS3d/lifnSdse3JGvrBKHRvPjDtRbZ9y4n6xXr17q1auXnnvuOaWkpCg5ObmmcgEAANSKkhdflCQd3LdP8fHxBqcBatbEiwMUZjHrz2k5KnecGH9xd6H+F+WrRRc55W1mqitQ33h0q3x1/Pz8NHz4cL3zzjs1cTgAAAAAZ+m61v56b0CEmnq7N+gfZHprXGqOKhzOSt4JoK6qkcYdAAAAQN3RO9pPawZFKMLi/ud+yqFSPfZVvkGpAJwtGncAAACgAeoU4av1gyPVqqmX2/iLuwu19iCPigPqExp3AAAAoIFqE+yt9UmRim7i/mf/tK25OlBQYVAqAGeKxh0AAABowC5o4qXX+4TJy3Ribnt+uVPjPslRaQXz3YH6gMYdAAA0KsEhIQoOCdEVXbooOCTE6DjAedG9mZ/ubG1zG/s2x6aZX+QZlAjAmaBxBwAAABqBW6IrNDTW4ja26MdivftzsUGJAHiKxh0AAABoBEwmaU7PUMUFui9Wd/dnefo+11bJuwDUBTTuAAAAQCMR7GvWkn7hspzUuxdXODU+NUcFNodxwQBUicYdAAAAaEQ6hvlodnf39R32WSt016d5cjpZrA6oi2jcAQAAgEZmbNsAjY5v4jb2/v4SLfihyKBEAKpC4w4AAAA0QrO7Bysh1Ntt7L4vrPrqWLlBiQBUhsYdAAAAaISaeJv1Rt9wBfqYXGM2hzQ+NUc5pXYDkwH4Ixp3AAAAoJFqE+ytOT1D3cZ+LbJryuZcOZjvDtQZNO4AAABAI3Zda39Nax/gNrYxvUzPf1toUCIAf0TjDgAAADRyj1wRrK6Rvm5jT+zMV9rhMoMSATgZjTsAAADQyPl6mfR6n1CF+51oDxxO6ba0HB0pZr47YDQadwAAAABq0dRb83uHynTS2LFSh/60KUc2B/PdASPRuAMAAACQJPWLsejvnQLdxj7LKNdjX+UblAiAJHlXvwsAAEDDYb/sMklSaVmZLH5+BqcB6p6/XxaoLzLLlXrS/PaXdheqW5SvkmL9DUwGNF407gAAoFEpTEuTJO3bt0/x8fEGpwHqHi+zSfN7h+rqVZk6XOxwjU/bmqvNYT5qHUgLAZxv3CoPAAAAwE2ExUuL+oTJ+6QJ7/nlTo37JEelFcx3B843GncAAAAAp+jWzE+PdAl2G/s2x6YZ2/MMSgQ0XjTuAAAAAE7rL+0DNDTW4ja2+KdivftzsUGJgMaJxh0AAADAaZlMJs3pGaq4QC+38bs/y9P3uTaDUgGND407AAAAgEoF+5q1pF+4LCf17sUVTo1PzVGBzVH5GwHUGBp3AADQqDTt3VtNe/fWJWPHqmnv3kbHAeqFjmE+evbKELexfdYK3bk1T04ni9UBtY1nOQAAgEbF65tvJEkBBucA6psx8QH6LKNcb+07Mb99xYESXbnXV5PbNzUwGdDwccUdAAAAgEdmdw9WQqj7tb/7d1j11bFygxIBjQONOwAAAACPNPE2642+4Qr0OfGAd5tDGp+ao5xSu4HJgIaNxh0AAACAx9oEe2tOz1C3sV+L7JqyOVcO5rsDtYLGHQAAAMAZua61v6a1d18pYmN6mf71baFBiYCGjcYdAAAAwBl75IpgdY30dRt7cme+0g6XGZQIaLho3AEAAACcMV8vk17vE6pwvxMthcMp3ZaWoyPFzHcHahKNOwAAAICz0qKpt+b3DpXppLFjpQ79aVOObA7muwM1hcYdAAAAwFnrF2PRPzoFuo19llGux77KNygR0PDQuAMAAAA4J9MvC1TfaD+3sZd2F2rtwRKDEgENC407AAAAgHPiZTZpfu9QRTdxby+mbc3VgYIKg1IBDQeNOwAAAIBzFmHx0qI+YfI+acJ7frlT4z7JUWkF892Bc0HjDgAAAKBGdGvmp0e7BLuNfZtj04zteQYlAhoGGncAAAAANWZa+wANi7W4jS3+qVjv/FxsUCKg/qNxBwAAjYo1L0/WvDx9uWOHrHlcBQRqmslk0ss9QxUX6OU2fve2PH2fazMoFVC/0bgDAAAAqFHBvmYt6Rcuy0m9e4ndqfGpOSqwOYwLBtRTNO4AAAAAalzHMB89e2WI29g+a4Xu3Jonp5PF6oAzQeMOAAAAoFaMiQ/QmPgmbmMrDpRo/t4igxIB9RONOwAAAIBaM7t7iBJCvd3G7t9h1ZfHyg1KBNQ/hjXu8+fPV48ePdSyZUu1bNlSAwYM0Pr16yVJNptNDz30kHr06KHo6Gi1a9dOt912m3755Re3Y5SVlWn69OmKi4tTdHS0Ro0apfT0dCNOBwAAAMBp+Hub9EbfcAX6nHjAu80hTUjNUU6p3cBkQP1hWOMeHR2tRx55RGlpaUpNTdXVV1+t0aNHa/fu3SouLtY333yje++9V2lpaXr77beVnp6uESNGqKKiwnWMmTNn6oMPPtDChQuVkpKigoICjRw5UnY7vwAAAMDp+d91l/zvukuxTzwh/7vuMjoO0Ci0CfbWnJ6hbmO/Ftk1ZXOuHMx3B6rlXf0utSMpKcnt9YMPPqiFCxdqx44d6tChg1auXOm2/fnnn1f37t31448/KiEhQVarVUuXLtXcuXPVt29fSdKrr76qjh07atOmTerfv/95OxcAAFB/+C5ZIkmK/O11yYsvGhcGaESua+2vvyQEaN6eE/PbN6aX6V/fFureywINTAbUfXVijrvdbtfy5ctVVFSkrl27nnafgoICSVJIyPGVKXft2iWbzaZ+/fq59mnRooXatWun7du3135oAAAAAGfkkSuC1S3K123syZ35SjtcalAioH4w5eXlGXZvyp49e5SYmKjS0lIFBARo/vz5Gjhw4Cn7lZeXa+jQoQoNDdW7774rSXrvvfc0depUZWVlyWQ6MV9m6NChatOmjV544YVKP3ffvn01fzIAAKBeuKJLF7fXX+7YYVASoHHKKDNpzE6L8ipO/A0f5uPUm51KFenHbfNonOLj46vcbtit8tLxcFuZODTnAAAgAElEQVS2bJHVatXq1as1bdo0rVmzRu3bt3ftU1FRocmTJ8tqteqdd96p9phOp9Otka/sc+u6ffv21YucDRG1Nw61Nw61Nw61Nx71P7/4mTdOXal9vKTXQ0t144Zs/d6m59hMeuxQsFZfGyEfc9V/y9dHdaX2jVFDqb2ht8r7+voqLi5OnTt31kMPPaSOHTtq3rx5ru0VFRWaNGmS9uzZo1WrViksLMy1LSoqSna7XdnZ2W7HzMrKUmRkpAAAAADUTf1iLPpHJ/d57Z9llOuxr/INSgTUbXVijvvvHA6HysuPP8/RZrNp4sSJ2rNnjz744AM1a9bMbd9OnTrJx8dHqamprrH09HT9+OOP6tat23nNDQAAAODMTL8sUP2i/dzGXtpdqDUHSwxKBNRdht0q//DDDysxMVExMTEqLCzUsmXLtHXrViUnJ6uiokLjx4/Xzp079c4778hkMikjI0OSFBQUJH9/fwUHB2vs2LGaNWuWIiMjFRoaqvvvv18JCQnq06ePUacFAAAAwANeZpNe6x2q3quOKb34xOOc/7I1Vx3CfNQ60NBZvUCdYth/DRkZGZo8ebIyMzMVFBSkhIQELVu2TP3799fBgweVkpIiSac04XPnztXo0aMlSU8++aS8vLw0ceJElZaW6uqrr9Yrr7wiLy+v8306AAAAAM5QhMVLi/qGanBKlip+m/CeX+7UuE9ytCEpUhbvhjffHTgbhjXu//73vyvdFhsbq7y8vGqPYbFYNHv2bM2ePbsmowEAAAA4T7pG+enRLsG67wura+zbHJtmbM/TC1eFGpgMqDvq1Bx3AAAAAI3PtPYBGhZrcRtb/FOx3vm52KBEQN1C4w4AAADAUCaTSXN6hqpNkPuU17u35WlPjs2gVEDdQeMOAAAAwHBBvmYt6Rsuy0m9e4ndqQmbclRgcxgXDKgDaNwBAAAA1Akdwnz07JUhbmP7rBW6c2uenE6nQakA49G4AwAAAKgzxsQHaEx8E7exFQdKNH9vkUGJAOPxcEQAANCoFGzaJEn65dAhtWzVytgwAE5rdvcQ7cwq157cCtfY/Tus+r9IX10R6WtgMsAYXHEHAACNiqNTJzk6dVLxJZfI0amT0XEAnIa/t0lv9A1XkM+J57jbHNKE1BzllNoNTAYYg8YdAAAAQJ3TJthbc3q6P8f91yK7pmzOlYP57mhkaNwBAAAA1EnDWvvrLwkBbmMb08v0r28LDUoEGIPGHQAAAECd9cgVweoW5T6v/cmd+Uo7XGpQIuD8o3EHAAAAUGf5mE16vU+Ywv1OtC4Op3RbWq4OFzHfHY0DjTsAAGhUfBYvls/ixYp4/335LF5sbBgAHokJ8NKC3qEynTR2rNShSWk5sjmY746Gj8fBAQCARqXJ3/4mSWr922vrhAlGRQFwBvrGWPSPToH6564C19hnGeV67Kt8Pdol2MBkQO3jijsAAACAemH6ZYHqF+3nNvbS7kKtOVhiUCLg/KBxBwAAAFAveJlNeq13qGKaeLmN/2VrrvbnVxiUCqh9NO4AAAAA6o0Ii5cW9Q2V90kT3vPLnRqXmqOSCua7o2GicQcAAABQr3SN8jtlXvt3OTbN2J5nUCKgdtG4AwAAAKh3prUP0LBYi9vYkp+K9c7PxQYlAmoPjTsAAACAesdkMmlOz1C1CXKf7373tjztybEZlAqoHTTuAAAAAOqlIF+zlvQNl+Wk3r3E7tT41BwV2BzGBQNqGI07AAAAgHqrQ5iPnrsyxG3s5/wK3bk1T04ni9WhYaBxBwAAAFCvjY4P0Jj4Jm5jKw6UaP7eIoMSATWLxh0AAABAvTe7e4gSQr3dxu7fYdWXx8oNSgTUHBp3AAAAAPWev7dJb/QNV5DPiQe82xzShNQc5ZTaDUwGnDsadwAAAAANQptgb83pGeo29muRXZM358rBfHfUYzTuAAAAABqMYa39dXtCU7exj9LL9Nw3BQYlAs6dd/W7AAAANBzFL7wgScrMyFBUs2YGpwFQGx6+IkhfHivX9swT89uf2lWgrlG+6h1tMTAZcHZo3AEAQKNimzBBkpS1b59C4+ONDQOgVviYTXq9T5iuXpWp7LLjz3N3OKXb0nKVNixK0QFe1RwBqFu4VR4AAABAgxMT4KUFvUNlOmnsWKlDk9JyZHMw3x31C407AAAAgAapb4xFMzoHuo19llGuR7/KNygRcHZo3AEAAAA0WNMvC1S/aD+3sZd3F2rNwRKDEgFnjsYdAAAAQINlNpn0Wu9QxTRxn9f+l6252p9fYVAq4MzQuAMAgEbFvGuXzLt2qcnevTLv2mV0HADnQYTFS4v6hsr7pAnv+eVOjUvNUUkF891R97GqPAAAaFQC+/SRJLX/7bU1L8+wLADOn65RfnqsS7BmfmF1jX2XY9OM7Xl68apQA5MB1eOKOwAAAIBGYWr7AF3X2v057kt+KtY7PxcblAjwDI07AAAAgEbBZDLp5atC1SbIfb773dvytCfHZlAqoHo07gAAAAAajSBfs5b0DZflpN69xO7U+NQcFdgcxgUDqkDjDgAAAKBR6RDmo+euDHEb+zm/QnduzZPTyWJ19V1JhVMfHirRwh8KjY5SY1icDgAAAECjMzo+QJ9nlGvpvhPz21ccKFH3vb6a0r6pgclwNvLKHFr/a6nWHizRx+llKqpwqqm3Seu6Gp2sZtC4AwAAAGiUnukeop3ZNu0+aX77AzusujzSV1dE+hqYDJ44XGRXyqESrTlUqq1HyvTHJ/sVVji1I8+sDsbEq1E07gAAAAAaJX9vk97oG6Y+qzOVbzve9dkc0oTUHG0eFqkwi1c1R8D59lOeTWsOHb+y/lVW9QsKbsr21sTzkKu20bgDAAAAaLTigrw1p2eoxqXmuMZ+LbJr8uZcJQ8Il9lkMjAdHE6nvs6yae3B41fW91krPHpfdBOzklr5q6tPdi0nPD9o3AEAAAA0asNa++v2hKaau+fEYmYfpZfpuW8KNL1TkIHJGqdyu1OfHi3TmkOlSjlUoiPFnq32f3GIt5JaWTQk1l+dwn1kMpm0b9+xWk57ftC4AwAAAGj0Hr4iSF8eK9f2zHLX2JM7C9Q1yle9oy0GJmscCm0OfZxepjUHS7T+11Lll3u2un+XSB8NifVXUiuLLgr2qeWUxqFxBwAAANDo+ZhNer1PmK5elanssuNXeJ2SbkvLVdqwKEUHMN+9pmWV2pVyqFRrD5Vq0+FSldmrf4+PWbr6Aj8ltfLX4FYWNW/SOP690LgDAAAAgKSYAC8t6B2qGzZk6/frvcdKHZqUlqPV10bIx8x893N1oKBCaw+Vas3BEm3PLJfDgwvrTb1NuqaFRUNiLbomxqIQP3PtB61jaNwBAAAA4Dd9Yyya0TlQT+0scI19llGuR7/K12Ndgg1MVj85nU7tzq3QmoMlWnuo1O3Re1WJsJg1uJVFSa381fsCP1m8G/eXJjTuAACgUSkfP16SZLVaFRzMH+EATjX9skB9kVmuj9PLXGMv7y5U1yhfDY31NzBZ/WB3OPV5ZrnWHirR2oOlOljowT3wkmKbemlIrL+GxFrUNdJXXtzh4ELjDgAAGpWSF1+UJB3ct0/x8fEGpwFQF5lNJr12daiuXnVM6cUnms7bt+SqQ6iPLgyijfqj0gqnUg8fn6/+4aFS1zoB1bk0zEdJscevrCeEesvE4/dOi584AAAAAPiDcIuXFvUN1eCULFX8Ng873+bUuNQcbUiKlH8jv3VbkvLKHNrw6/H56h+nl6moovoJ62aTdGUzXw35bXG52EBaUk9QJQAAAAA4ja5RfnqsS7BmfmF1jX2XY9OM7Xl68apQA5MZ53CRXSmHjs9X33KkTB706rJ4SX2jLUqKtWhQS4vCLY1jJfiaROMOAAAAAJWY2j5An2eWadWBUtfYkp+K1S3KV7fGBxiY7Pz5Kc/mWgn+qyzPFpcL9jVpYEuLhrTyV78YPzX1aXwrwdckGncAAAAAqITJZNLLV4Vqd06m/pt/Yr77PZ9ZdVm4rxLCfAxMVzscTqd2ZtlcK8H/ZK3w6H3RTcxKauWvpFiLrmrux+PzahCNOwAAAABUIcjXrDf6huuaNcdUYj9+b3iJ3anxqTlKHRapwAZwNdnmcGrrkTKtOVSqlEMlOlLs2eJy7YK9lRR7/Mp6pwgfmVlcrlbQuAMAgEYlOCREknTFb6+teXnGhQFQbySE+ejZK4N1+9YTvzN+zq/QnVvz9Hqf0Hq5GnqhzaGP08u09mCJ1v1aqvxyDyasS+oS6eO6sh4f3PDuOKiLaNwBAAAAwAOj4wP0eUa5lu4rdo2tOFCi7nt9NaV9UwOTeS6r1K4PDx1/bFvq4VKVefCIdW+TdPUFfhoS669BrSy6oAmLy51vNO4AAAAA4KFnuodoZ7ZNu3NOLNL2wA6r/i/CV12ifA1MVrkDBRVae6hUaw+W6PPMcjk8uLAe4G3SgBYWJbWyaEALi0L86v90gPrMsOrPnz9fPXr0UMuWLdWyZUsNGDBA69evd21fvXq1brjhBrVp00YhISHasmXLKccoKyvT9OnTFRcXp+joaI0aNUrp6enn8zQAAAAANCL+3ia90TdMQT4nbo23OaSJm3KUU+rB5evzwOl06rscm/65M189V2Wq07IM3f+FVdsyqm7aIyxmjY1vov9cE67/3nKBFvcN001tmtC01wGGXXGPjo7WI488ojZt2sjhcOidd97R6NGjtWnTJnXo0EHFxcXq2rWrbr75Zk2dOvW0x5g5c6ZSUlK0cOFChYaG6v7779fIkSOVlpYmLy9u3wAAAABQ8+KCvDWnZ6jGpea4xn4tsmvy5lwlDwg3ZIE2u8Op7ZnlWnOoRGsPlupgoWdfIsQ29dKQWH8ltbKoW5SvvFgJvk4yrHFPSkpye/3ggw9q4cKF2rFjhzp06KBRo0ZJkrKzs0/7fqvVqqVLl2ru3Lnq27evJOnVV19Vx44dtWnTJvXv3792TwAAAABAozWstb9uT2iquXsKXWMfpZfpuW8KNL1T0HnJUFrh1KYjpVpzsFTrfilVVqlnK8F3DPNRUiuLhsT6KyHUu14urNfY1Ik57na7XStXrlRRUZG6du3q0Xt27dolm82mfv36ucZatGihdu3aafv27TTuAAAAAGrVw1cE6ctj5dqeWe4ae3JngbpE+apPtKVWPjOvzKENv5Zq7aESffRrmYoqqp+wbjZJ3aN8NSTWX4NbWdQ6sE60gTgDhv4b27NnjxITE1VaWqqAgAC9+eabSkhI8Oi9mZmZ8vLyUnh4uNt4ZGSkMjMzq3zvvn37zjrz+VRfcjZE1N441N441N441P78uuIPr6n/+UfNjUPta96sWJPG5FqUazt+1dopaeInWXqzU6mi/E401edS+2NlJqXleGlTtpe+tJpld1Z/hdzX5FS3ULv6hNnVK9yuUJ9iSXmyHZX2HT3rKPVSffi5j4+Pr3K7oY17fHy8tmzZIqvVqtWrV2vatGlas2aN2rdvf9bHdDqd1d7qUV1R6oJ9+/bVi5wNEbU3DrU3DrU3DrU3HvU/v/iZNw61rx3xkhaFlWr4+mz93qbn2kx6/FCwVl8bIR+z6axqv89q05qDx6+sf3nMVv0bJAX7mjSwpUVJrfzVP8ZPTX1YVK6h/Nwb2rj7+voqLi5OktS5c2d9/fXXmjdvnubMmVPte6OiomS325Wdna2IiAjXeFZWlnr06FFrmQEAAADgZH2iLZrROVBP7SxwjX2WUa5Hv8rXY12CPTqGw+nUziyb1h4q0ZqDpfrJWuHR+y5oYlZSK38NibXoquZ+8mFxuQapTk1ucDgcKi8vr35HSZ06dZKPj49SU1N10003SZLS09P1448/qlu3brUZEwAAAADcTL8sUF9kluvj9DLX2Mu7C9U1ylcXV/Iem8OprUfKtPZQqVIOlehwsWeLy7UN9taQ2ONX1jtH+Biyij3OL8Ma94cffliJiYmKiYlRYWGhli1bpq1btyo5OVmSlJubq19++UVWq1WStH//fgUHB6tZs2Zq1qyZgoODNXbsWM2aNUuRkZGux8ElJCSoT58+Rp0WAAAAgEbIbDLptatDdfWqY0ovPvEottu35GrJpSb9frN2oc2hj9PLtPZgidb/WiprefWLy0nSFZE+Smp1/LFtbUN8auEMUJcZ1rhnZGRo8uTJyszMVFBQkBISErRs2TLXavApKSm6/fbbXfvfeeedkqR//OMfmjlzpiTpySeflJeXlyZOnKjS0lJdffXVeuWVV3iGOwAAAIDzLtzipcV9wzQo5Zh+X+w93+bUP37w0x2WIq09VKpNh0tV6sEj1r1NUq8L/DQk1qJBLf0VHUCP05iZ8vLyPPuKB+dVQ1lEoT6i9sah9sah9sah9udfcEiI22trXp5BSRonfuaNQ+3Pn1e+L9SM7dYzfl+At0nXtPBTUit/JbawKMSPxeXOVUP5ua9Tc9wBAABqm/2yyyRJpWVlsvj5GZwGQEM05ZIAfZ5RrpUHSqrdN8Ji1qCWFiXFWtT7Aov8vZmvjlPRuAMAgEalMC1NUsO5CgOg7jGZTHrpqhB9l1Ou/+afel98q6ZeGhJr0ZBW/uoW5SsvVoJHNWjcAQAAAKCGBfma9e414Rr3SY725lWoQ5iPhrSyKCnWXx1CvWViJXicARp3AAAAAKgF8cE++mx4M+7wwTljtQMAAAAAAOowGncAAAAAAOowGncAAAAAAOow5rgDAIBGpWnv3pKkS357HNzvq8wDAFBX0bgDAIBGxeubbyRJAQbnAADAU9wqDwAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHUbjDgAAAABAHWbKy8tzGh0CAAAAAACcHlfcAQAAAACow2jcAQAAAACow2jcAQAAAACow2jcAQAAAACow2jcAQAAAACowxp14/6vf/1Lffv2VcuWLdWmTRuNHDlS33//vds+TqdTTz31lC6++GI1b95cSUlJ2rt3r9s+zz77rAYOHKjo6GiFhISc8jlvvfWWQkJCTvvP119/XWXGPXv2aPDgwWrevLkuueQSPf3003I63R8EkJ+fr7///e+6+OKLFRUVpc6dO2vFihWVHtNms+mhhx5Sjx49FB0drXbt2um2227TL7/84rZfRkaGJk+erLZt2yo6OlpXXXWVkpOTq8zrKWpfde3379+v0aNHq02bNmrZsqUmTJigzMzMKvN6qrHWXpIef/xxdenSRdHR0YqNjdWwYcO0fft2t33Kyso0ffp0xcXFKTo6WqNGjVJ6enqVx/VEQ6h7UlLSaY/bvXv3as9/wYIFuvTSS9WsWTP17t1b27Ztc9u+ePFiDRkyRK1atVJISIgOHjxY7TE9Re0rr31ubq6mT5+uLl26qHnz5kpISNDdd9+tnJycao/rCWpf9c/9nXfeqU6dOql58+Zq06aNbrnlFv3444/VHtcT1L7q2p9cgxtvvFEhISFatWpVtcf1BLWvuvanO/af/vSnao/rCWpf/c/9V199peuvv14xMTFq0aKFEhMTlZ2dXe2xq0PtK6/9wYMHK8380ksvVXvs3zXqxn3r1q2aNGmS1q9fr9WrV8vb21vXX3+9cnNzXfu8+OKLmjt3rp5++ml98sknioyM1PDhw1VQUODap6ysTEOGDNG0adNO+zk33HCDfvzxR7d/br75ZsXGxqpz586V5svPz9fw4cMVFRWlTz75RP/85z/18ssva86cOa59bDabbrjhBv3vf//TokWLtGPHDs2bN0+xsbGVHre4uFjffPON7r33XqWlpentt99Wenq6RowYoYqKCtd+U6dO1U8//aS3335b27Zt06hRozRlyhR9+umnHtW3KtS+8toXFRVp+PDhcjqdWrVqldatW6fy8nKNGjVKDofD4xpXprHWXpLi4+P17LPPatu2bVq3bp1iY2M1YsQIty9FZs6cqQ8++EALFy5USkqKCgoKNHLkSNnt9mprW5WGUPc333zT7bjffvutAgMDdf3111d57u+//75mzJihe+65R5s3b1bXrl110003uX1hVVxcrH79+mnGjBnV1vJMUfvKa3/kyBEdOXJEjzzyiLZt26ZXX31V27Zt06RJkzyqbXWofdU/9507d9a8efO0fft2LV++XE6nU9dff71sNlu1ta0Ota+69r+bM2eOvLy8qjzemaL21dd+9OjRbsd//vnnqzyup6h91bX/8ssvNXz4cPXs2VMbN27Upk2b9Ne//lXe3t7V1rY61L7y2rdo0eKUzM8995xMJpOGDRvmUX0lnuPuprCwUK1atdJbb72lQYMGyel06uKLL9af//xn3XvvvZKkkpISxcfH67HHHtPEiRPd3r9q1SqNHz9eeXl5VX5OcXGxLr74Yt1111265557Kt1v4cKFevjhh/XTTz/J399fkjR79my9/vrr+v7772UymbR48WI9//zz2rFjh3x9fc/63H/44Qd1795dn376qRISEiRJMTExevrppzVmzBjXfh06dNCUKVN0xx13nPVnnQ61P1H7Tz75RDfeeKP279/v+qbRarWqdevWWrFihfr06XPWn3U6jbn2+fn5atWqlZYvX67+/fvLarXqoosu0ty5c3XzzTdLkn799Vd17NhRy5YtU//+/c/6s/6oPtb9j5KTkzV16lR9++23atGiRaXH7t+/vxISEty+Vf6///s/XXfddXrooYfc9t25c6f69u2rb775ptovYs4WtT997X+3YcMGjRw5UgcPHlRQUFCV53imqH3Vtd+9e7d69uypHTt2KD4+vspzPFPU/tTa79y5U2PGjNGmTZsUHx+vJUuW6Lrrrqvy/M4GtXevfVJSktq3b6/Zs2dXeT41gdq71z4xMVG9evXSgw8+WOX51ARqX/Xv++uvv14mk6nau0VP1qivuP9RYWGhHA6Hq1k6ePCgMjIy1K9fP9c+/v7+6tGjxym3156JFStWqLi4WKNHj65yvy+++EJXXnml64dLOv6DceTIEddtpGvXrlW3bt3097//XW3btlW3bt301FNPnfG39b9/03XyLSndu3fXypUrlZOTI4fDobVr1yo7O1u9e/c+o2N7gtqfqH1ZWZlMJpP8/Pxc+1gsFpnNZn322WdndGxPNNbal5eXa8mSJQoKClLHjh0lSbt27ZLNZnM79xYtWqhdu3bndO6nUx/r/kdLlizRgAEDqvw/s/Lycu3atcvtvCSpX79+NV5TT1H7qmtfUFAgPz8/NWnSpMrcZ4PaV177oqIivfXWW2rRooVatWpVZe6zQe3da19QUKBJkybp+eefV2RkpCendtao/ak/98uXL1dcXJy6d++uBx54wO2Ka02i9idqf+zYMX3xxRdq1qyZrr32WsXHx2vQoEFKS0vz9DTPCLWv/Pf9gQMHlJaWpgkTJlSZ+Y9o3E8yY8YMdezYUV27dpV0fI63pFN+oUdGRp7TfOMlS5Zo4MCBat68eZX7ZWZmnvazf98mHf8Xv2rVKtlsNiUnJ+u+++7TokWL9Mgjj3icp7y8XA888ICuvfZaxcTEuMYXLVokk8mkuLg4RUVFafLkya75GzWN2p+ofZcuXdS0aVPNmjVLRUVFKioq0gMPPCC73e6qS01qbLVft26dYmJi1KxZM82bN08rVqxQVFSU6/heXl4KDw8/5fNrao2B39XHup/s559/1qeffqpx48ZVedzs7GzZ7fYaP69zQe0rP6+8vDw98cQTGjduXI3cOvlH1P7U81qwYIFiYmIUExOjjz76SKtXr3b74ramUHv387r77rvVv39/JSYmVnm8mkDt3c/rpptu0vz58/XBBx9o+vTpWr16tcaOHVvlsc8WtY90+9tJkp566imNHj1ay5Yt05VXXqkbbrhB3333XZXHPxvUvvLzeuONNxQeHq7BgwdXeew/onH/zX333afPP/9cS5cuPWWu0x9vnXA6nae9ncITe/fu1RdffKHx48e7jXfv3t31f9wjRoyo8rNPHnc4HIqMjNRLL72kTp066brrrtN9992n119/XU6nU8nJya7jxsTEnLJIRUVFhSZPniyr1ap58+a5bXv88ceVnZ2tVatWKTU1VXfccYemTZtW4/9xU3v32kdERGjx4sXauHGj68qL1WrVZZddVuPz8Bpj7Xv16qUtW7Zow4YN6t+/vyZMmKCjR49Wmf9czv106mvdT7ZkyRI1b95cAwcOdI1t27bNre4nL2ZZk+d1Lqh95edVVFSkW265RRdccIEeffTRMzhbz1D705/XTTfdpM2bN2vt2rVq06aNxo8fr+Li4jM866pRe/fzevfdd7V792499thjZ3WeZ4Lan3peEyZMcN1afOONN2rRokXatGmTdu3adRZnXjlq735ev6+TNHHiRI0dO1aXXXaZZs2apcsvv1yLFi06m1OvFLWv/LwqKir09ttv69Zbb5WPj88ZnK1U81+n10MzZ87U+++/rw8++ECtW7d2jTdr1kzS8W9hTr5FIisr66xvq1q8eLFatGiha665xm08OTnZtTiZxWKRJEVFRZ3yTU1WVpakE98QNWvWTD4+Pm7/UbRt21bFxcXKzs7WoEGDdMUVV7i2XXDBBa7/XVFRoUmTJun777/XmjVrFBYW5tq2f/9+vfbaa9qyZYvrNuKOHTvqs88++//t3V9Ik98fB/C33+GWM3Hin6ml1owFCTUFV62LboqQ6iYUiohVEtIkCCrXTUHkRUGBIEmIEHphGF3YVhSVmIhJpjSHSqJtlCVbMRwqJZae34W/PfboNp35i31/vl/wXOgO59nnzbOx8+zsHNTW1qK6unpF9S/E7BdnD8xNr3E4HPD5fFAoFNBoNNDr9av6m9+1mn18fDx0Oh10Oh0KCwtRUFCAhoYGVFRUIC0tDTMzM2wp6T0AAAYKSURBVPD5fEhJSZGd32Qyraj2hf7NuQdMT0/j/v37MJvNsm9l8/Pz0d7eLv2dmpoKlUoFhUIRtO//9fTUhZh96LomJydRUlICAGhqapKe22ph9qHrSkxMRGJiInJzc1FYWIhNmzbBZrPh6NGjKyl/EWa/uK62tja8f/9eNssQmBvQGI1GPHv2LOLag2H2y6srPz8fCoUCLpcLBoNhuSWHxewX1xWofevWrbI2er0enz9/jqzoMJh9+LqePn0Kj8ez5Df5waz5b9ytVisePnwIm80GvV4veywnJwdarRatra3S/6amptDZ2YmdO3dGfK6pqSk0NTXh+PHj+OcfefTZ2dnSYCIzMxMAYDQa0dnZiampKalda2srMjIypAHcrl274HK5ZKuNDw8PQ61WIzk5GQkJCVK/Op1O+l3Hz58/cerUKfT398Nut0svpoDA3f6Fd8kUCsWqrGwOMPtQ2f8uOTkZGo0GbW1t+PbtG4qKiiKuPZi1mn0ws7OzmJ6eBgAYDAbExsbKav/y5QsGBwdXVPtC//bcAx4/fgyfz7doamNcXJws94SEBCiVShgMBlldgb5XI9PlYvbzFmY/MTGB4uJizM7O4sGDB1i/fn3ENYfD7Octdd0LISCEkN6T/hSzn/d79leuXEFHRwfa29ulAwCuX7+Ou3fvRlx7MMx+3lLXfX9/P2ZmZsJ+HooEs5/3e/Y5OTnIyMjA0NCQrM2HDx+QlZUVce3BMPt5oa77hoYG7NmzB1u2bIm45jU9cL948SIaGxtRV1cHjUYDr9cLr9eLyclJAHNTHs6ePYuqqirYbDYMDAzAYrEgPj5eNu1iZGQETqcTnz59AgA4nU44nU6pn4BHjx5hfHxctkp7OMXFxYiLi4PFYsHAwABsNhuqqqpgsVikqRenT5+G3++H1WrF0NAQWlpacOPGDZSWloacdvLr1y+YzWZ0d3ejrq4OMTExUu0/fvwAMHf3TafT4cKFC+jp6YHb7UZ1dTVaW1tx6NChyIIOgtmHzh6Y246iq6sLbrcbTU1NOHnyJCwWy6qsMrxWsx8fH0dlZSW6u7sxMjICh8OB8vJyjI6OStt8JCYm4sSJE7h69SpevXqF3t5elJWVIS8v749X8/9/yD2gvr4ee/fuld1JD6e8vByNjY1oaGjA4OAgrFYrPB6PbAVZr9cLp9OJ4eFhAJC2Yfl9G5mVYvahs5+YmMCRI0fg9/tRU1OD79+/S/msxuCR2YfO3uVyoaqqCg6HAyMjI3jz5g3MZjOUSqVsauZKMfvQ2WdmZmLbtm2yA5hbjHS55wiH2YfO3u124+bNm3j37h0+fvyI58+fo7S0FNu3b1/WXtlLYfahs4+JicG5c+dQW1uL5uZmuFwu3L59G2/fvo14kbRgmH34zzmB2lpaWhZN7V82v98v1uoBIOhhtVqlNmNjY8JqtQqtVitUKpUwmUzi9evXsn6OHTsWtB+73S5rZzKZxP79+yN6jh0dHWL37t1CpVIJrVYrLl++LMbGxmRtXrx4IYxGo1i3bp3Izs4Wly5dEl+/fg3ZZ29vb8ja79y5I7Xr6ekRhw8fFqmpqUKtVou8vDxRU1PD7P9C9ufPnxdpaWkiNjZW5ObmisrKykXnZvaRZT86OioOHjwo0tPThVKpFOnp6aKoqEi8fPlS1s7j8YgzZ86IpKQkERcXJw4cOCD6+vqY+38Ph8MhYmJixL179yLq+9atWyIrK0solUqxY8cO8eTJE9njVqt1ydcFs1/97O12e8h8FtbF7Fc3+76+PrFv3z6RkpIiYmNjxYYNG0RJSYno6ur649yZ/dLvOcHyqq+vZ/Z/4bo3mUwiKSlJKJVKsXnzZlFWVibcbjez/0vX/bVr18TGjRuFWq0WBQUForm5mdn/pewrKiqERqMRHo9nRRlzH3ciIiIiIiKiKLamp8oTERERERERRTsO3ImIiIiIiIiiGAfuRERERERERFGMA3ciIiIiIiKiKMaBOxEREREREVEU48CdiIiIiIiIKIpx4E5EREREREQUxThwJyIiIiIiIopiHLgTERERERERRbH/ALam6wUymT6wAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1060759329039515648\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1080000130407776264\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-06-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/870411649621999617\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1071844948553609216\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1006597562156003328\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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MJCknO1ttUlIsToOWbvKaQn25p9I0uy49WtedGG1RIiBwUNwBAACClGvCBElSblaWEtLSrA2DFu1fm0r02qYS0+zs48L0975xFiUCAguXygMAAABoMqv3VOjerwtMs04xds0elKgwOyvIA96guAMAAABoEtuLqnTtF04dtBadokNtmjckSa0j7NYFAwIMxR0AAACAzxW7PLrq8zzlVXhM85n9E3RyosOiVEBgorgDAAAA8CmPYeiWVfnakF9lmk/uFasLu0RalAoIXCxOBwAAEKRC1q2TJEXt2KGQkhJ5evWyOBFain+sK9KH28tNsws7R+jeXrEWJQICG8UdAAAgSMUOHChJ6l7zuLCgoMF9AV/5YFuZ/r6uyDTLSAjVS/0TFGJjMTrgWHCpPAAAAACfWO906eZV+aZZUniI5g1JUoyD6gEcK757AAAAADRabrlbV32ep9KDlpAPtUlzBieqcywX+gKNQXEHAAAA0CiVbkPjv3BqZ7HbNJ9+ZrzOPi7colRA8KC4AwAAAGiUyWsK9Z/sStPshhOjNfHEaIsSAcGF4g4AAADgmL22qVj/2lximp1zXJie6BtnUSIg+FDcAQAAAByTVbsr9NevC02zTjF2zR6UKEcIK8gDvkJxBwAAAHDUthVV6dpMpw5ai07RoTa9PSRJSRF264IBQciy4v7KK6+oX79+6tixozp27Khhw4ZpyZIltdtvvvlmxcfHm/4MHTrU9BwVFRW65557lJqaqnbt2umKK67Qrl27mvtLAQAAAFqUYpdHV32eJ2eFxzSfNSBBGYkOi1IBwcuy4t6uXTs9/PDDWrFihTIzMzVgwACNGzdOP/74Y+0+AwcO1ObNm2v/vPvuu6bnmDJlihYtWqTXXntNn3zyiYqKijR27Fi53e66nw4AAACAD3gMQ39cma+f8qtM8ym9YzW6c6RFqYDgZtkbKo4cOdL0+IEHHtBrr72mb775RieffLIkKTw8XCkpKYf8+MLCQs2dO1cvvviiBg0aJEl6+eWX1aNHDy1fvlxDhgxp2i8AAAAAaIGeXFekj3aUm2YXdYnQPafEWpQICH5+cY+72+3WggULVFJSoj59+tTOv/rqK3Xr1k2nnXaa/vznP2vv3r2129atWyeXy6XBgwfXzjp06KD09HStWbOmWfMDAAAALcEH28r05Loi0+zkRIdeOidBITYWowOaimVn3CVpw4YNGj58uMrLyxUdHa0333xTGRkZkqShQ4dq9OjR6ty5s3bs2KFHH31UF154oZYvX67w8HDl5OTIbrcrKSnJ9JzJycnKyck57OfNyspqsq/JlwIlJzhWgYLjFDg4VoGDY+XfTq/zmOMVGPz1OG0ptummHyIkHSjoCQ5Dj6fu0+/bChv+wCDlr8cJ9QXCsUpLSzvsdkuLe1pamlatWqXCwkJ9+OGHuvnmm/XRRx+pe/fuGjNmTO1+GRkZ6tWrl3r06KElS5bowgsvbPA5DcOQ7Qi/7TvSP4o/yMrKCoic4FgFCo5T4OBYBQ6OVeDhePk/f/2+yi13a/KivSr3HFhLKtQmvTU0Wf2OC7cwmTX89TihvmA5VpYW97CwMKWmpkqSevfurbVr1+qll17SCy+8UG/ftm3bql27dvr1118lSW3atJHb7VZeXp5at25du19ubq769evXPF8AAACAH6u89lpJ1WsDxcXFWZwGgarSbWj8F07tLDYvAP3UWfEtsrQDVrC0uNfl8XhUWVl5yG15eXnavXt37WJ1vXr1ksPhUGZmpi677DJJ0q5du7R582b17du32TIDAAD4q7Jnn5UkbQ+SM05ofoZh6N6vC/SfbPPP6DeeGK0J6dEWpQJaHsuK+0MPPaThw4erffv2Ki4u1vz587V69Wq98847Ki4u1t///nddeOGFSklJ0Y4dO/TII48oOTlZo0aNkiTFxcXpmmuu0YMPPqjk5GQlJCRo6tSpysjI0MCBA636sgAAAICg8dqmEr2xpdQ0639cmB7vyxUcQHOyrLhnZ2dr0qRJysnJUatWrZSRkaH58+dryJAhKisr008//aR///vfKiwsVEpKivr376/XX39dsbEH3mbi8ccfl91u18SJE1VeXq4BAwZo1qxZstvtVn1ZAAAAQFBYubtCk9eYF53rHGPXG4MS5QhhBXmgOVlW3GfOnNngtsjISC1cuPCIzxEREaHp06dr+vTpvowGAAAAtGjbiqo0IdOpKuPALCbUpreHJikpgpNkQHPzi/dxBwAAAOAfilweXbUsT84Kj2n+8oAEdU9wWJQKaNko7gAAAAAkSR7D0B9X5uungirTfGrvWI3sHGlRKgB+tao8AAAAfCcuPl6SdHrN48KCAuvCICD8fV2RPt5Rbppd3CVSd58S28BHAGgOnHEHAAAAoPe3lukf64pMsx6JDr14TrxsNhajA6xEcQcAAABauB/yKnXL6nzTrHVEiOYNSVS0g8oAWI3vQgAAAKAF21vm1lWfO1V60BLyjhBp7uBEdYzhzlrAH1DcAQAAgBaq0m1ofKZTv5W4TfOnzozXWSnhFqUCUBfFHQAAAGiBDMPQPV8X6KvsStP8xpOidW16tEWpABwKxR0AAABogV7dVKLZW0pNswFtw/V4nziLEgFoCMUdAAAAaGFW/F6hyWsKTbMusXa9MTBBjhBWkAf8DcUdAAAAaEG2FVVpwvI8uQ+sRaeYUJvmDUlSYoTdumAAGkRxBwAAAFqIIpdHVy7LU36FYZq/PCBB3RMcFqUCcCQUdwAAAKAF8BiGblqZr40FVab5/ae20sjOkRalAuANijsAAADQAjz+XZE+2VFuml3SJVJ39YyxKBEAb1HcAQAAgCD33tZSPfV9kWnWM9GhF86Jl83GYnSAv6O4AwAAAEHs+7xK3bKqwDRLjgjRW0MSFe2gDgCBINTqAAAAAGga7lNOkSSVV1QoIjzc4jSwQk6ZW+M+d6rsoCXkHSHSnMGJ6hhDFQACBd+tAAAAQap4xQpJUlZWltLS0ixOg+ZW6TY0/gunfitxm+ZPnxWvs1L4RQ4QSLg2BgAAAAgyhmHo7q8L9HVOpWk+6aRojT8h2qJUAI4VxR0AAAAIMq9sLNGcLaWm2bltw/V4nziLEgFoDIo7AAAAEERW/F6uKf8tNM26xNr1+sAEhYawgjwQiCjuAAAAQJDYuq9KE5Y7ddBadIoJtentIUlKjLBbFwxAo1DcAQAAgCBQ5PLoqs/zlF9xoLXbJP3z3ASdlOCwLhiARmNVeQAAgCAVc+65kqSTat4Obv8q8wg+HsPQpBX52lhQZZrff2orjegUaVEqAL5CcQcAAAhS9u+/lySxhnjwe3xtkT7dWW6a/aFrpO7sGWNRIgC+xKXyAAAAQABb+GupnvqhyDQ7JcmhF86Jl83GYnRAMKC4AwAAAAFqXW6lbl1dYJolR4TorcGJigrlR30gWPDdDAAAAASgnDK3xn3uVNlBS8g7QqS5gxPVIYY7YoFgQnEHAAAAAkyF29A1Xzi1q9Rtms84K15npoRblApAU6G4AwAAAAHEMAzd/VWB1uRUmuY3nRSta05gKUIgGFHcAQAAgADyz40lmptVapoNbBeux/rEWZQIQFOjuAMAAAABYsXv5brvv4WmWddYu14fmKjQEFaQB4IVxR0AAAAIAFv3VenaTKcOWotOsQ6b5g1JUkI4P9YDwYzvcAAAAMDP7av06MrP81RQeaC12yT9c0CCTkpwWBcMQLOguAMAAAB+zGMYmrQyX5sKqkzzB05rpQs6RVqUCkBzorgDAAAAfuyxtfu0eGe5aTama6T+0iPGokQAmhvFHQAAAPBTC34t1dM/FJtmpyQ59Pw58bLZWIwOaCko7gAAAIAfWpdbqdtWF5hmbSJD9NbgREWF8mM80JKEWh0AAAAATaOwoLr0ZWVlKS0tzeI0OBrZpW6N+9ypsoOWkA8LkeYOSlSHGH6EB1oaflUHAAAA+JEKt6HxmU7tKnWb5k+fFa++KeEWpQJgpaP+dd3XX3+tlStXau/evbrpppvUrVs3lZSUaNOmTUpLS1OrVq2aIicAAAAQ9AxDuvOrAq3JqTTN/9g9WtecEG1RKgBW87q4V1ZW6rrrrtMnn3wiwzBks9k0atQodevWTXa7XZdeeqluvfVW3X333U2ZFwAAAAha//49VG9tLTXNBrYL16NnxFmUCIA/8PpS+SeeeEJLlizR9OnT9c0338gwDtxvExERoYsvvliffvppk4QEAAAAgl3mrnI9s9VhmqXG2vX6wESFhrCCPNCSeV3c3333XU2YMEHXX3+9EhMT621PS0vTtm3bfJkNAAAAaBF+3Velicud8uhAQY912PT20CQlhLMsFdDSeX2p/N69e9WjR48Gt4eHh6ukpMQnoQAAANB4kbffLknqXFioyLg4lT37rMWJIElVHkNbCqu03unSD3kurXe6tC63UvtcB65otUl65dwEpcc7Gn4iAC2G18U9JSXlsGfUv/32W3Xu3NkXmQAAAOADYbNnS5KSax5T3JtficujDfmu2pL+g9Oln/JdqnAf/uMePK2Vzu8Y2TwhAfg9r4v7hRdeqNdff11XXXVV7aXyNlv1pTyffvqp3n33XRamAwAAQIuVW+6uPYO+v6T/XFgl48gfanJpaqTu6BHTJBkBBCavi/tf//pXrVy5Uueee6769u0rm82mGTNm6JFHHtHatWt12mmn6faay7EAAACAYGUYhrYXu/V9nkvr81xa76zUD06Xdpd6GvW8MaE2DU5y6fmzE2pPkAGAdBTFPTY2VkuXLtWLL76o999/XxEREfr666/VtWtXTZkyRX/6058UERHRlFkBAACAZlXpNrS5sEo/5FXWnk3/0eky3Y9+LFIiQ9Qz0aEeSQ71TAxTj0SHuray65eff1ZkKKUdgJnXxV2qftu3u+66S3fddVdT5QEAAAAssa/Sox+dNZe6O6vPpm8qcKmycSfSdXwre3U5T3JUl/VEh1Ki7L4JDaBF8Lq4l5SUyOl0qmPHjofcvnPnTiUlJSkqKspn4QAAAABfMwxD2WWeA/ejO6vPpm8tOsKKcUcQFiKdlFBdznsmVRf0jESHYh28nRuAxvG6uN93331au3atVq1adcjt48aN0xlnnKGnn37aZ+EAAACAxvAYhn7dV1W7WNz+heP2ljfuNHqrMFvt2fOeSdWXuqfHh8oRwmXuAHzP6+KemZmpcePGNbh91KhRmjdvnk9CAQAAAEervMrQpoLqgn7w/eglVY27H719lF09kvaX9Or/do6xs4AcgGbjdXHPzs7Wcccd1+D2lJQU7dmzxyehAAAAgMMpqPAcdAa9UuudLm0pqFJjOnqITUprFVpbzvf/NymC+9EBWMvr4t66dWtt3Lixwe0bN25UXFycT0IBAAAAUvX96LtK3KbL3Nc7XdpR3Lj70SPsUkbC/nIepp5JDnVPCFVUKPejA/A/Xhf3YcOGafbs2brkkkvUt29f07ZvvvlGs2fP1pgxY3weEAAAAC1DlcfQzzX3ox9c0p0VjbsfPSHcpp415Xz/mfRurUIVyv3oAAKE18V9ypQp+uyzzzRixAgNHTpU3bt3l81m04YNG7Rs2TKlpKRo6tSpTZkVAAAAQaK0yqOf8veX9OpV3X/Kr1KZu3H3o3eKsdeW8/2Lx7WP5n50AIHN6+KekpKizMxMTZs2TR9//LGWLl0qSYqNjdXYsWM1bdo0paSkNFlQAAAABKa8cnftGfT974+eta9KnkZ0dLtNSo8PrS7nSWG1JT0+nEvdAQQfr4u7JLVp00YzZ86UYRjKzc2VYRhKTk7mN5gAAACQYRjaXuw+6P3RXfoxz6VdpY27Hz061KaTE2vOoNecST8x3qGIUH4GBdAyHFVx389msyk5OdnXWQAAAOBDRcuXS5J27tihjp06+fS5XR5Dmwuqald037943L7Kxl3qnhwRYrrMvWeSQ6mtQhXCiSIALViDxf3tt9+WJF1xxRWy2Wy1j4/kyiuv9E0yAAAANIqnVy9JUml0tDxpacf8PEUujzYctFjcD06XNua7VNm4NeOUGmuvOYN+YOG446J46zUAqKvB4n7LLbfIZrNpzJgxCgsL0y233HLEJ7PZbBR3AACAAJZd6j5wBj3PpR+clexKJtsAACAASURBVPp1n1uNOY/uCJFOineYVnXPSHCoVRj3owOANxos7t9//70kKSwszPQYAAAAgc9jGNq6b39Jr6w9m55d1rjT6K0cNfej15b0MKXHhSrMzqXuAHCsGizunQ66D8rj8chmsykmJkYJCQnNEgwAAAC+UemR1uVW1t6Hvj7PpR+dLhVXNe5+9HZRIepRs6p7j0SHTklyqFOMnfvRAcDHvFqczu12q3fv3nrooYd02223NXUmAAAA+MDinWX6x7oifZ8XKbex95ifxyYpLS7U9P7oJyc6lBzJ/egA0By8Ku4Oh0PHHXccb/sGAAAQIOZsKdH66f/UaZJOq5m90u/yI35chF3qnuA4qKSHqXtCqKId3I8OAFbx+u3gxo8fr3nz5un6669XREREU2YCAABAI8zdUqI/f1kg492HTfO6xT0+zKaeSWGm90dPiwtVaAgnawDAn3hd3Lt27SrDMHTGGWfoyiuvVJcuXRQZGVlvv0suucSnAQEAAOC9N7OqS/uhjOgUYXp/9A7Rdq6oBIAA4HVxnzRpUu3fp0+ffsh9bDYbxR0AAMAi87JK9KfVBQ2+ddu8IUnNmgcA4BteF/dFixY1ZQ4AAAA0wts/l+rWw5R2AEDg8rq4n3POOU2ZAwAAAMfo//1SqltW5ZtKeyhXwANA0PC6uB/sxx9/1M6dOyVJHTt2VEZGBvdHAQAAWOCdX0p18yFK++uDEi3LBADwraMq7gsWLNC0adP0+++/S5IMw5DNZlO7du00bdo0XXbZZU0SEgAAAPXN/7VUf1yVL89Brd1uk14bmKjRnesvIgwACExeF/e33npLt912m9LS0vTwww+rW7duMgxDv/zyi+bMmaObbrpJlZWVGjduXFPmBQAAgKSFv5Zq0spDlPZzE3VRF0o7AAQTr4v7jBkzdNppp+mjjz6q9z7uN954o0aMGKEZM2ZQ3AEAAJrYe1tLdeMhSvur5ybo4q6UdgAINiHe7rhr1y5ddtll9Uq7JEVERGjs2LG1l9ADAACgaby/tUw3rMiX+6DSHmKTXhmQoEu6RlkXDADQZLwu7ieeeKJ2797d4Pbff/9d6enpPgkFAACA+j7YVqbrVzjrlfZ/DkjQH1Ip7QAQrLwu7o888ohmz56t9957r962BQsWaM6cOfrb3/7m03AAAACo9uG2Ml2/vH5pf7l/gi6ltANAUPP6Hvfnn39eSUlJuv766zV58mR17dpVNptNv/76q/bu3avjjz9ezz33nJ577rnaj7HZbHrnnXeaJDgAAEBL8dH2Ml233Kmqg0q7TdLM/gm67HhKOwAEO6+L+6ZNm2Sz2dShQwdJqr2fPTw8XB06dFBFRYU2b95s+hje2x0AAKBxPt5epgmZ9Uv7S/0TNJbSDgAtgtfFff369U2ZAwAAAHV8uqNMEw5xpv3Fc+J1Zbcjl/bSZ56RJOVkZ6tNSkoTpQQANDWvizsAAACaz+KdZRqf6ZTLc2Bmk/TCOfG6Ki3aq+dwTZggScrNylJCWprvQwIAmoXXi9MBAACgeSzZWa7xX5hLuyQ9d3a8xnlZ2gEAwYPiDgAA4Ec++61c13yRp8pDlPZrTqC0A0BLRHEHAADwE8t+K9fVhyjtz/SL13hKOwC0WBR3AAAAP/DFrnKN+yJPFW7z/P/OiteEdEo7ALRkLE4HAABgscxd5brq8/ql/emz4jTxxGMv7SHr1kmSonbsUEhJiTy9ejUmJgDAIkdd3MvKyvTdd99p7969Ovvss9W6deumyAUAANAirPi9XFd+nqfyOqV9+plxuv7EmEY9d+zAgZKk7jWPCwsKGvV8AABrHNWl8rNmzVJ6erpGjRqliRMnasOGDZKkvLw8derUSXPmzGmSkAAAAMFoxe8VumKZs15p/0ffON14UuNKOwAgeHhd3N966y1NmTJFQ4cO1fPPPy/DMGq3JSUladCgQXrvvfeaJCQAAECwWbm7Qlcsy1OZ2zDN/943TpO6U9oBAAd4XdxffPFFnXfeefrXv/6lCy64oN72Xr16afPmzV5/4ldeeUX9+vVTx44d1bFjRw0bNkxLliw55L6333674uPj9fzzz5vmFRUVuueee5Samqp27drpiiuu0K5du7zOAAAAYIVVuys09rP6pf3xPnH6I6UdAFCH18X9l19+0Xnnndfg9qSkJOXl5Xn9idu1a6eHH35YK1asUGZmpgYMGKBx48bpxx9/NO33wQcfaO3atWrbtm2955gyZYoWLVqk1157TZ988omKioo0duxYud3uevsCAAD4gy/3VGjsIc60P9YnTrdkUNoBAPV5XdxjY2NVWFjY4PZffvnlqBaqGzlypIYNG6bU1FR169ZNDzzwgGJiYvTNN9/U7rNjxw5NnjxZr776qkJDzevoFRYWau7cuXrkkUc0aNAg9erVSy+//LI2bNig5cuXe50DAACgufxnT4Uu/yxPpVXm0v63M1rpVko7AKABXhf3AQMG6K233lJFRUW9bbt27dLs2bM1dOjQYwrhdru1YMEClZSUqE+fPpKkqqoq3XDDDbr77ruVnp5e72PWrVsnl8ulwYMH1846dOig9PR0rVmz5phyAAAANJWvsit02Wd5KqlT2h85vZX+dHKsRakAAIHA67eDu//++zVkyBANHDhQF198sWw2mz777DNlZmbqjTfekMPh0L333ntUn3zDhg0aPny4ysvLFR0drTfffFMZGRmSpCeeeEIJCQm6/vrrD/mxOTk5stvtSkpKMs2Tk5OVk5Nz2M+blZV1VDmtEig5wbEKFBynwMGxChwcK+98vy9Ef94QrlK3zTS/rUulLojYo6ysPU3yeU+v85jjFRg4ToGB4xQ4AuFYpaWlHXa718U9NTVVixcv1uTJk/Xkk0/KMAy9+OKLkqrPxs+YMUPt27c/6nCrVq1SYWGhPvzwQ91888366KOP5HQ6NW/ePK1ateqonk+SDMOQzWY77D5H+kfxB1lZWQGRExyrQMFxChwcq8DBsfLOf3Mq9Jc1eSqtc0/7tNNa6S89m/dMO8fL//F9FRg4ToEjWI6V18VdktLT0/Xee++poKBAv/76qzwej7p06XJU97YfLCwsTKmpqZKk3r17a+3atXrppZfUvn177dmzx3SJvNvt1rRp0zRz5kz99NNPatOmjdxut/Ly8kyfPzc3V/369TumPAAAAL70TU6lxizNU5HLXNofOLX5SzsAIHAdVXHfLz4+Xqeeeqqk6jPcJSUlio6ObnQYj8ejyspK3XDDDbroootM28aMGaMxY8bo2muvlVT99nMOh0OZmZm67LLLJFXfa79582b17du30VkAAAAa4397KzVmaW690j61d6zuOoXSDgDwntfF/cMPP9S3336rhx9+uHb2zDPP6Mknn1RFRYXOO+88vfbaa4qKivLq+R566CENHz5c7du3V3FxsebPn6/Vq1frnXfeUXJyspKTk81BQ0OVkpJSe5lDXFycrrnmGj344INKTk5WQkKCpk6dqoyMDA0cONDbLwsAAMDnvt1bqT8sydW+OqV9Su9Y3dOrlUWpAACByuvi/uKLL+r444+vffzdd9/pkUceUb9+/XTCCSdo7ty5evbZZzVlyhSvni87O1uTJk1STk6OWrVqpYyMDM2fP19DhgzxOvzjjz8uu92uiRMnqry8XAMGDNCsWbNkt9u9fg4AAABf+i63UpcsrV/a/9orVn+ltAMAjoHXxf3nn3/WJZdcUvt4/vz5SkxM1IIFCxQeHq7Q0FAtXLjQ6+I+c+bMowq6fv36erOIiAhNnz5d06dPP6rnAgAAaArrcit18ZJc7as0l/Z7TonV5F5cHg8AODZeF/fS0lLTZfBffPGFhgwZovDwcElSjx499Oabb/o+IQAAQADYX9oL65T2u0+J1X29Y4/4rjdNobJmbaDCwkLFxcU1++cHAPiG18W9ffv2+u677zR+/Hj98ssv2rRpk+64447a7U6nUxEREU0SEgAAwJ99n1dd2gvqlPa7esZoqkWlXZLKnn1WkrQ9SN4OCQBaKq+L+9ixY/XEE09o9+7d2rRpk+Lj43X++efXbl+7dq26devWJCEBAAD81Q8NlPa/9IjR/ae2sqy0AwCCh9fF/c4771RFRYWWLl2q9u3b64UXXqi95Co/P1//+c9/dMsttzRZUAAAAH+z3unSRUtylV9hLu23nxyjB0+jtAMAfMPr4m6323X//ffr/vvvr7ctISFBWVlZPg0GAADgz350unTR4vql/U8nx+ih0yntAADf8bq4H6ywsFC//fabJKlDhw4sdgIAAFqUn/KrS7uzwmOa35oRo0co7QAAHws5mp3Xrl2rCy64QKmpqerfv7/69++v1NRUjRgxQmvXrm2qjAAAAH5jY75LFy7OVV6d0n5z92g9egalHQDge16fcf/22281cuRIORwOjR8/Xunp6TIMQ1u2bNH8+fM1cuRIffzxxzr11FObMi8AAIBlNhVUl/bccnNp/2P3aD3eJ87vSntcfLwk6fSax4UFBdaFAQAcM6+L+6OPPqrk5GQtXbpUbdu2NW279957NXz4cD366KNauHChz0MCAABYbXNNad9bp7RPOilaT/hhaQcABA+vL5X/3//+p+uuu65eaZektm3b6rrrrtM333zj03AAAAD+YEuBS6MX5yqnzFzabzwxWk/2pbQDAJqW18XdMAzZ7faGnygkRIZhNLgdAAAgEGUVHrq0X39itP5xJqUdAND0vC7uvXv31htvvKH8/Px62/Lz8zV79mzubwcAAEHl50KXRn+aq+w6pf269GhNp7QDAJqJ1/e433fffbr44ot1+umn66qrrlJaWpokacuWLfr3v/+toqIivfTSS00WFAAAoDn9Ulil0YtztadOaZ9wQpSeOitOIZR2AEAz8bq4n3XWWVq4cKGmTp2qF154wbStV69eeuyxx3TmmWf6PCAAAEBz+3VflUYv3qvdpebSfu0JUZrRL57SDgBoVl4Xd0k6++yztXz5cuXk5GjHjh2SpE6dOqlNmzZNEg4AAKC5bd1XpdGf5ur3OqX9mrQo/R+lHQBggaMq7vu1adOGsg4AAILOtqLqy+N3lbpN83FpUXr2bEo7AMAaDRb3L7/88pie8Oyzzz7mMAAAAFbZVlSlUZ/m6rcSc2m/qluUnqe0AwAs1GBxHzVq1FGtlGoYhmw2m5xOp0+CAQAANJftDZT2K46PpLQDACzXYHFftGhRc+YAAACwxI7iKo1aXL+0X358pF48J0H2EEo7AMBaDRb3c845pzlzAAAANLudxdVn2ncW1yntqZGaSWkHAPiJEG93LCkp0c6dOxvcvnPnTpWWlvokFAAAQFP7raa076hT2i9LjdTM/pR2AID/8HpV+fvuu09r167VqlWrDrl93LhxOuOMM/T000/7LBwAAEBT2FXi1qjFudpep7SP6Rpcpd19yimSpPKKCkWEh1ucBgBwrLwu7pmZmRo3blyD20eNGqV58+b5JBQAAEBT2VXi1qhP92pbkbm0X9IlUi8PSFBokJR2SSpesUKSlJWVpbS0NIvTAACOldeXymdnZ+u4445rcHtKSor27Nnjk1AAAABN4fcSt0Z/uldb65T2i7tE6pVzg6u0AwCCh9fFvXXr1tq4cWOD2zdu3Ki4uDifhAIAAPC13aVujV68V7/WKe0Xdo6gtAMA/JrXxX3YsGGaPXu21qxZU2/bN998o9mzZ2vYsGE+DQcAAOALe0rdGv1prn7ZZy7tozpF6LWBiXJQ2gEAfszre9ynTJmizz77TCNGjNDQoUPVvXt32Ww2bdiwQcuWLVNKSoqmTp3alFkBAACOWnapW6MX5+rnfVWm+chOEfoXpR0AEAC8Lu4pKSnKzMzUtGnT9PHHH2vp0qWSpNjYWI0dO1bTpk1TSkpKkwUFAAA4Wjll1aU9q9Bc2kd0itDrAxMVZqe0AwD8n9fFXZLatGmjmTNnyjAM5ebmyjAMJScny2bjRQ8AAPiXnDK3Llycqy11Svv5HSP0Rgsp7THnnitJOqnm7eD2rzIPAAgsR1Xc97PZbEpOTvZ1FgAAAJ/YW1PaNxWYS/t5HSM0e1DLKO2SZP/+e0lStMU5AACN4/XidAAAAIEgt/zQpX14h3DNGZSo8BZS2gEAwYPiDgAAgsb+0r6xTmkf1j5ccwYlUdoBAAGJ4g4AAIJCXrlbFy3O1U/55tI+tH245g5OUkQopR0AEJgo7gAAIOA5y926aEmeNtQp7YPbhetNSjsAIMBR3AEAQEDLr/DooiV5+tHpMs0HtQvXW0Mo7QCAwNfgqvI7d+48pifs2LHjMYcBAAA4GvkVHl20OFfr65T2ge3CNW9IkiIp7QCAINBgce/Zs+cxvT+70+lsVCAAAABvFFR4dPGSXP1Qp7QPaBuueUMSKe0AgKDRYHF/4YUXTMXdMAzNmjVLO3bs0OWXX65u3brJMAz9/PPPmj9/vjp16qSbbrqpWUIDAICWbX9p/z7PXNr7Hxemfw9NVFQodwMCAIJHg8V93LhxpsfPPPOMSktL9d133ykxMdG0bfLkyRo+fLjy8vKaJiUAAECNggqP/rA0V+vqlPazjwvTv4cmUdoBAEHH61e2V199VRMmTKhX2iWpdevWuvbaa/XKK6/4NBwAAMDBCis9GrM0V2tzzaW9X0qY3hmapGgHpR0AEHy8fnXLzc2Vy+VqcHtVVZVyc3N9EgoAAKCufTWl/ds6pf2slDC9M4zSDgAIXl6/wvXs2VOvvvqqtm/fXm/btm3b9Oqrr6pnz54+DQcAACBVl/ZLl+bpf3vrl/Z3hyUphtIOAAhiDd7jXtdjjz2mSy65RH369NEFF1ygbt26SZKysrK0ePFihYaG6tFHH22yoAAAoGUqcnl02Wd5+u/eStO8b5vqM+2UdgBAsPO6uJ9xxhn6/PPP9eijj+qzzz7TBx98IEmKiorS8OHDdd999+mkk05qsqAAAKDlKXJ5dNnSPK3JMZf2PsnVZ9pjKe2HVVhQIKn6REtaWprFaQAAx8rr4i5J6enpmjt3rjwej3Jzc2UYhpKTkxUSwosmAADwrWKXR5d/lqev65T2M5Idmj88Sa3C+PkDANAyHFVx388wDIWGhqpVq1aUdgAA4HPFNZfHf5VtLu2ntXZo/vDWlHYAQItyVK96a9eu1cUXX6x27dqpW7du+vLLLyVJeXl5uvzyy7VixYomCQkAAFqOEpdHY5fVL+2ntnZowfDWiqO0AwBaGK9f+f773/9qxIgR2rp1q6644goZhlG7LSkpScXFxZo7d26ThAQAAC1DaVV1af9yj7m0927t0MLhrRUfTmkHALQ8Xr/6/e1vf9Pxxx+vNWvW6MEHH6y3vX///vrf//7n03AAAKDlKK3y6IplTq2uU9p7JTn0HqUdANCCeX2P+9q1a3X//fcrIiJCpaWl9ba3b99e2dnZPg0HAABahtIqj65c5tTK3RWm+SlJDr1/HqX9WEXefrskqXNhoSLj4lT27LMWJwIAHAuvi3tISMhhF6LLzs5WZGSkT0IBAICWo6zK0FWfO7WiTmnvkUhpb6yw2bMlSck1jynuABCYvH4l7NWrlxYvXnzIbZWVlXr33XfVp08fnwUDAADBr7q052n57+bSfnKiQx+cl6QESjsAAN4X9zvvvFMrV67UbbfdpvXr10uS9uzZo2XLlunCCy/U1q1bdddddzVZUAAAEFzKqwxd/UWeMuuU9oyEUH1wXpISI+wWJQMAwL94fan8oEGD9PLLL+uee+7RvHnzJEk333yzDMNQXFycXn31VZ1xxhlNFhQAAASP/aX9813m0t49IVQfnt9aSZR2AABqeV3cJenSSy/ViBEjlJmZqV9++UUej0ddu3bVkCFDFBMT01QZAQBAEKlwGxqfmadldUt7PKUdAIBD8bq4f/nll0pPT1fr1q01cuTIetvz8vK0adMmnX322T4NCAAAgkeF29D4L/K09DdzaT8pPlQfnN9arSntAADU4/U97qNHj1ZmZmaD21esWKHRo0f7JBQAAAg+FW5D12Y6taROaT+x5kx7ciSlHQCAQ/G6uBuGcdjtlZWVh327OAAA0HJVug1NyHRq8c5y0zw9jtIOAMCRHPZS+X379qmwsLD2sdPp1M6dO+vtV1BQoAULFqht27a+TwgAAAJapdvQhOVOfVqntJ9QU9rbUNoBADiswxb3l156Sf/4xz8kSTabTVOmTNGUKVMOua9hGHrggQd8nxAAAAQsl8fQdcud+mSHubSn1ZT2lChKOwAAR3LY4j5w4EBFRETIMAw98sgj+sMf/qAePXqY9rHZbIqKilLv3r11+umnN2lYAAAQOFweQ9cvd+qjOqW9W6tQLTq/tY6jtAMA4JXDFvczzzxTZ555piSpoqJCo0ePVkZGRrMEAwAAgcvlMXTDCqc+3G4u7ce3smvRBZR2AACOhtdvBzd58uRDzvfs2aOCggKdeOKJPgsFAAACV5XH0KQV+fpgm7m0p8batej8ZLWltAMAcFS8Xgb+jTfe0E033WSa3XXXXerevbv69eun/v37Ky8vz+cBAQBA4KjyGJq0Ml/vbSszzbvG2rXogmS1i6a0AwBwtI6quMfGxtY+Xrlypf71r3/p0ksv1YMPPqitW7fqqaeeapKQAADA/1V5DN20Ml8Lt5pLe5dYuxad31rtKe3Nrmj5chUtX66f5sxR0fLlVscBABwjry+V3759u66++urax++//77at2+vWbNmKSQkRIWFhXrvvff0xBNPNElQAADgv9weQzevyteCOqW9c0x1ae8Q4/WPHPAhT69ekqTS6Gh50tIsTgMAOFZen3GvrKyUw+GofZyZmamhQ4cqJKT6KVJTU7Vnzx7fJwQAAH7N7TF08+p8vfurubR3iqleiK4jpR0AgEbxurh37txZy2susVq7dq22bdumwYMH127PyckxXUoPAACCn9tj6JbV+XrnF3Np71hzpr0TpR0AgEbz+tX0uuuu0z333KPNmzfr999/V/v27TVs2LDa7V9//TUrywMA0IK4Dem2Lwv0/+qU9g7R1aW9cyylHQAAX/D6FfWGG25QWFiYli5dqlNOOUV33HGHIiMjJUn5+fnau3evrrvuuiYLCgAA/IfHMPRYVpgW5ZSa5h2i7frogtbqQmkHAMBnjupVdfz48Ro/fny9eUJCQu1l9AAAILh5DEN//rJAi3LMP0a0j6o+005p9x+ON96QJLXOzpYjJUWuCROsjAMAOEa8sgIAAK9UeQx9sK1Mz/1YrO/zXKZt7aJCtOiC1uraih8t/EnUHXdIkrrUPC6kuANAQPL61XX06NFH3Mdms+nDDz9sVCAAAOBfilwevbmlVC/9VKydxe5629tGhWjR+clKpbQDANAkvH6F9Xg8stlsppnb7dbOnTu1a9cupaamqm3btj4PCAAArLGn1K2XfyrWvzaXqLDSOOQ+x0WG6KPzk3V8HKUdAICm4vWr7Mcff3zYbX/5y1/0+uuv+yQUAACwzsZ8l17YUKx3fimVy3PofWySBiRW6bnB7Vk9HgCAJuaTV9qRI0fqyy+/1H333aePPvrIF08JAACakWEYWrWnUi/8WKSlv1U0uF+4XbqqW5RuyYiRcrZR2gEAaAY+e7U94YQT9EbNyqUAACAwHG7BuYMlhofohpOideOJ0UqOtEuSsnKaKyUAAC2bz4r7Z599platWvnq6QAAQBMqcnk0d0upZjaw4Nx+XWPtujUjRlelRSkqNKQZEwIAgP28Lu5PPvnkIeeFhYVavXq11q9fr7vvvttnwQAAgO/tLnXrn0dYcE6Szkh26E8nx2pkpwjZQ2wN7gcAAJqe18X973//+yHn8fHxSk1N1XPPPaerr77aZ8EAAIDveLvg3IhOEfrTyTE6MyW8WfMBAICGeV3c8/PzmzIHAADwMcMwtHJ39YJzn+1qeMG5CLt0Zbco3ZoRo25xjmZMCAAAvMFSsAAABJkqj6H3t5XpeS8WnLvxpGjdcNCCcwAAwP9Q3AEACBL7F5x7aUOxfis5/IJzt50coyu7seAcAACBoMHinpCQoJCQEO3evVthYWFKSEiQzXbkxWnsdruSkpJ07rnn6rHHHlPr1q19GhgAAJjtLnXr5ZoF5/ax4BwAAEGnweJ+7733ymazKTQ01PT4SNxut/bs2aMPPvhARUVFmjdvnu/SAgCAWj/lu/TCj8V699cjLzj355Nj1JcF5wAACEgNFvcpU6Yc9vGRnHDCCZo+ffqxpQIAAIfEgnM4GqXPPCNJysnOVpuUFIvTAACOVZPd4z569GglJSU11dMDANCiuDyGPmDBORwl14QJkqTcrCwlpP3/9u48rso67//4m0UWWU0RQhBFcQOXyrSbWy21dNrMytSyxrRCS2jqbrHuatRq5r6bsqmU0szJrV+JZI6YZXUPblOjNoaFmmEuuSQoCnLYOef6/cGiBAcOCJxz4PV8PPgDzsV1vhefsOvN4fsmyr6LAQA0mtXg/uGHHzbqhHfffbckqVu3burWrVujzgEAAMrllVq04qcCvVNP4Vykn5tmUTgHAECrZDW4P/LIIzU+VrnH3TCMWj8uXQjuAACg8WwtnBsS5KGE/r66KZzCOQAAWiurwX3Pnj3V3s/Ly9PMmTPl5+enGTNmqGfPnjIMQwcPHtTixYuVn5+vRYsWNfuCAQBozWwtnLu5q5cSKJwDAKBNsPq7dF27dq32tnjxYnXo0EGffvqpbrvtNkVHRysmJkbjx4/Xp59+qoCAAC1evNjmJ16yZIliY2MVHh6u8PBw3XDDDdq0aVPV4y+//LKuvvpqhYaGKiIiQuPGjdOOHTuqnaO4uFhPPfWUIiMjFRoaqsmTJ+vEiRON+DIAAGA/hmFoy8liTfjijGLXZen/Haw9tHu5SdN7+2jXHZ21anRHQjsAAG2EzZvgUlJSdOutt9b6J+FcXV01btw4paSk2PzEoaGhNWOrHgAAIABJREFUmjdvnrZs2aLU1FSNGDFCU6ZMUXp6uiQpKipKr732mr7++mt9/vnnioiI0IQJE5SVlVV1jmeffVYpKSlaunSpNm7cqLy8PE2aNElms/U9gAAAOIpSi6E1Pxfo2vWnddumM/rKSkt8R09XzR7kp/SJIXo9NpCWeNjMNS1Nrmlpar9/v1zT0uy9HABAI9ncKl9WVqZffvnF6uNHjhxRaan1ltvfuvnmm6u9/8ILL2jp0qXatWuXYmJiNGnSpGqP/+lPf9LKlSv1ww8/aPTo0crNzdXKlSuVmJiokSNHSpIWL16s/v37a/PmzRo9erTNawEAoCU1pHAuPsZPk3t6UziHRvG77jpJUr+K93Nzcuy2FgBA49kc3EeNGqV3331XAwYM0IQJE6oV1a1Zs0bvvfeebrzxxkYtwmw2a926dcrPz9eQIUNqPF5SUqLly5fL399f/fv3lySlpaWptLRUo0aNqjouLCxMvXv31o4dOwjuAACHczK/vHDu/Z/qLpwb2tlD8TEUzgEAgHIuOTk51u8cLpKZmalx48YpIyNDQUFB6t69u1xcXHTo0CFlZWUpKipK69evV0hIiM1PvnfvXo0ZM0ZFRUXy8fHRkiVLNHbs2KrHP//8cz3wwAMqKChQSEiIVq1apauuukqStGbNGs2cOVNnzpyp9uv7t956q3r06KE33njD6vNmZGTYvEYAAC7VwXwXrTrRTptOu6nMqD2Iu8jQtR3NurdLmQb6W2mlAxpo8NVXV3v/21277LQSAEBdoqKi6nzc5lfcg4ODtXXrVi1btkxffPGFjh07JsMwFBMTozFjxmjq1Kny8vJq8OK2bdum3NxcrV+/Xg8//LA2bNigfv3Kf6Fr+PDh2rZtm7Kzs7V8+XLdf//9+vLLL+v84YBhGLXuw//t8zq6jIwMp1gnmJWzYE7Oo7XMyjAMbf21WAvSTVb3rkvlhXP39PTRrGhf9Qiw+X/LDqG1zKotYV6Oj+8r58CcnEdrmVWD7hA8PT01Y8YMzZgxo9bH9+3bVxW6beHh4aHIyEhJ0hVXXKHdu3fr7bff1sKFCyVJPj4+ioyMVGRkpK6++mpdeeWVWrFihZ5++ml17txZZrNZ2dnZ6tSpU9U5z5w5o9jY2IZcFgAATabUYmjd4UItSDfp+7PWu186errqob4+erCvjzp5ubXgCgEAgLO55B/tnzp1SmvWrFFSUpL27t2rs2fPNvpcFotFJSUlNj0+aNAgtWvXTqmpqbrrrrskSSdOnNCBAwc0dOjQRq8BAIDGyCu1aPmBfC3al29T4dzdPdvL25396wAAoH6NCu4mk0nr169XUlKStm/fLrPZrL59++qxxx6z+Rxz587VmDFj1KVLF5lMJiUnJ2v79u1KSkrS+fPn9dZbb+l3v/udgoODlZ2drSVLlujkyZMaP368JCkgIED33Xef/vjHPyooKEgdOnTQc889p+joaF1X0aAKAEBza0jhXEKMr26kcA4AADSQzcHdbDbrq6++UlJSkj777DMVFhbKxcVFDz74oGbNmqWIiIgGPXFmZqbi4uKUlZUlf39/RUdHKzk5WaNHj1ZBQYH279+vVatW6ezZs7rssst0xRVXaOPGjYqJiak6x5///Ge5ublp2rRpKioq0ogRI7Ro0SK5ufErhwCA5rX3bKkW7jUp+VCBSq10yblIuiXCS/HRvhoa7Nmi6wMAAK1HvcH922+/1erVq/XJJ58oOztbffv21RNPPKHBgwdr/Pjxuu666xoc2iXpnXfesfpY+/bt9cEHH9R7Di8vL7366qt69dVXG/z8AAA0VGXh3FvpJv1fPYVzU6J89Eg/5yucAwAAjqfOu4mrrrpKhw8fVlhYmO677z5NmDBB0dHRkqRffvmlRRYIAIC9lVoMfVJROPcDhXMAAKCF1RncDx06pIiICD3//PO66aab1L59+5ZaFwAAdne+xKIVP9VfONfD303x0X6aTOEcAABoBnUG98TERK1Zs0YzZsyQt7e3xo4dqzvvvFM33HBDS60PAIAWdzLfrEX7TFp2IF/nS60Xzl3T2UPxFM4BAIBmVmdwv+eee3TPPfcoMzNTSUlJSkpK0pQpU+Tv769hw4bJxcVFLi7cqAAAWoe9Z0u1ID1PyYcKVWYlr1cWziXE+GpIZwrnAABA87OpMSc4OFgJCQlKSEjQ/v37tXr1aiUnJ8swDMXHx2vMmDG68cYbNXr0aPn4+DT3mgEAaDKGYWjLr8VaYGPh3KxoX0X6UzgHAABaToPvPPr27au5c+dq7ty52rZtm1avXq3169fro48+kpeXl3799dfmWCcAAE3K1sK5Tl7lhXMP9KFwDs6nZOpUSVJubq4CAgLsvBoAQGNd0ksGw4cP1/DhwzV//nxt3LhRSUlJTbUuAACaxfkSi5b/lK9Fe/N1ooDCObRuhW++KUk6mpGhqKgoO68GANBYTfK7fp6enrr99tt1++23N8XpAABocifyzVrcgMK5m7p6yZUeFwAA4ADYpAcAaNXSz5ZqIYVzAADAiRHcAQCtjq2Fc95uLpoS1V6PUDgHAAAcGHcpAIBWo9RiaG1F4Vy6DYVzD/bxUUcK5wAAgIMjuAMAnJ6thXM9/d0VH+OrST0onAMAAM6D4A4AcFoNKZxLiPHVjRTOoY0JCAyUJA2ueD83J8d+iwEANBrBHQDgdNLPlmpBep4+rqdw7tYIL8VTOAcAAJwcwR0A4BQMw9Dmk+WFc/84SeEcAABoO7ijAQA4tIYUzsX19dEDFM4BAIBWhuAOAHBIFM4BAACUI7gDABxKZrGLVuzK1fJ6Cuf+I9hD8dEUzgEAgNaP4A4AcAg/nC3VwvQ8JR/yktkw1XpMZeFcQoyfru7s0bILBAAAsBOCOwDAbmovnKv56rm3m4vurSic607hHAAAaGO4+wEAtLhSi6GPDxVqQXqe9p4rs3ochXMAAAAEdwBAC8otsWjFgXwt2kfhHAAAgK0I7gCAZnfcVKbF+/O17EC+8uopnLvzsjxNHxpK4RwAAEAFgjsAoNn8cLZUC9LztPZQocqs5HVXl/LCufjo8sK5jIwcQjsAAMBFCO4AgCZlGIZSKwrnUqsK52qicA4AAMA23CkBAJpEidnQ2sP1F84FXVQ4dxmFcwAAAPUiuAMALkll4dw7+0w6WWCxelxUgLvio8sL57wonANahHngQElSUXGxvDw97bwaAEBjEdwBAI1y3FSmRfvytfyn+gvnEmJ89btwL/auAy3MtGWLJCkjI0NRUVF2Xg0AoLEI7gCABmlI4VxCjJ8GB3m07AIBAABaGYI7AKBeDSqc69Vej/SjcA4AAKCpcFcFALCKwjkAAAD7I7gDAGrILbFo+YF8LaJwDgAAwO4I7gCAKg0pnHs0xldjKZwDAABodgR3AIC+zy7Rwr2megvnxkV4Kz7Gl8I5wEn4XnutJKlvxZ+Dq2yZBwA4F4I7ALRRlYVzb6WbtLmOwrn27i6aEkXhHOCM3PbskST52HkdAIBLwx0YALQxJWZDH1cUzu2jcA4AAMDhEdwBoI1oSOFcQoyvJkZSOAcAAOAICO4A0MrZWjgXG+yhBArnAAAAHA7BHQBaqe+zS7Qw3aS1hymcAwAAcGYEdwBoRQzD0D9OFmuBjYVzs6J91c2P/xUAAAA4Mu7WAKAVaEjh3Ix+vpreuz2FcwAAAE6C4A4ATiy3xKJlFYVzv9ZRONcrwF3xFM4BAAA4JYI7ADihYxWFcysonAMAAGj1CO4A4ET2ZJcoMd2kjw8XylxH4dxtFYVzV1E4BwAA4PQI7gDg4CoL5976waQtv9ZdOHdvVHs9QuEcAABAq8KdHQA4qBKzoeRDBVqYbtK+HOuFc529XRXXl8I5AACA1orgDgAOJqfYouU/UTgHAACAcgR3AHAQthbO/WdIeeHcmDAK5wAAANoCgjsA2Nme7BItTDdpLYVzAJpYbk6OJCkjI0NRUVF2Xg0AoLEI7gBgB4Zh6P9OFGtBOoVzAAAAqBt3gQDQghpSODejr6+m9/FRB0/XFlwhAAAAHA3BHQBaAIVzAAAAaCyCOwA0o19MZVq0z6QVBwpkKqNwDgAAAA1HcAeAZtCQwrmEGF9dSeEcAAAArCC4A0ATqSyceyvdpK31FM7dF9VeD1M4B6CZef/hD5KkiNxceQcEqPDNN+28IgBAY3DHCACXqMRsaM2hAiVSOAfAwXgsXy5JCqp4n+AOAM6J4A4AjZRTbNGyA/lavL/uwrneAe6aReEcAAAAGongDgAN1JDCuUdj/HRDmCeFcwAAAGg0gjsA2CjtTIkW7jXpk3oK58Z381Z8NIVzAAAAaBoEdwCog2EY+upEsRbUUzjn4+6ieymcAwAAQDPg7hIAalFsNpR8qEAL003aT+EcAAAA7IjgDgAXqSycW7TPpFOFdRfOxcf4amKP9vJ0Y/86AAAAmg/BHQBUXjj3zl6TVv5Ud+HcsBAPJVA4BwAAgBZEcAfQpjWkcC4hxldXdKJwDgAAAC2L4A6gzWlI4dx9vdprZj8K5wAAAGA/3IkCaDOKzYbWHCpQYj2Fc8HerprRz1fTelM4BwAAAPsjuANo9XKKLVp2zF0f//sUhXMAAABwOgR3AK1W9cI5D0m1h/ZhIR56NMZP11M4BwAAAAdEcAfQ6qSdKdGCdJPWHam7cO72bt6Kp3AOAAAADo7gDqBVMAxDXx4v1oL0PG07VWL1uMrCuYf7+SqCwjkArVze5s2SpGO//KLwrl3tuxgAQKNx1wrAqVUWzi1MN+nHOgrnOrYzNGtAgKb39lEghXMA2gjLoEGSpAIfH1miouy8GgBAYxHcATilnGKL3j+Qr8X7THUWzvUJLC+cu8JyUtG9w1pwhQAAAEDTILgDcCpH88r0zr7ywrn8Misb2CUND/FQwkWFcxkZLbhIAAAAoAkR3AE4BVsK59xcpPEUzgEAAKCVIbgDcFgWw9BXNhbO/b5Xe82kcA4AAACtEHe4ABxOsdlQ0s8FStxbd+FcsLerZvbz1TQK5wCgVu2WLZMkdcrMVLvgYJXef789lwMAaCSCOwCHkVNs0d8qCucybSicuyuyvTzdXFpwhQDgXNo/9pgkqVvF+7kEdwBwSgR3AHbX2MI5AAAAoC0guAOwm7QzJXqronDOUk/hXEKMrwZROAcAAIA2iOAOoEVZDENfVhTObadwDgAAAKgXd8MAWoSthXMh3q6aQeEcAAAAUIXgDqBZUTgHAAAAXBqCO4BmYWvh3IjLPZUQ46vru3jKhcI5AAAAoAaCO4Am9d2ZEi2woXDu9u7eio+mcA4AAACoD8EdwCVraOHcw9G+6urLPz8AAACALbhzBtBolYVzC9NNOpBbd+HczH6+up/COQAAAKDBCO4AGiyn2KKlP+br3f11F871rSicm0DhHAAAANBoBHcANjuSV6Z39pq0KoPCOQAAAKClENwB1IvCOQAAAMB+7LbZdMmSJYqNjVV4eLjCw8N1ww03aNOmTZKk0tJSzZkzR7GxsQoNDVXv3r314IMP6tixY9XOUVxcrKeeekqRkZEKDQ3V5MmTdeLECXtcDtDqWAxDm44V6ebPTmtkymmtPVx7aPd1d9Ej0T76bkKw3rv2MkI7AAAA0MTs9op7aGio5s2bpx49eshisejDDz/UlClTtHnzZoWHh2vPnj168skn1b9/f50/f17PP/+8JkyYoH/+859ydy9f9rPPPquNGzdq6dKl6tChg5577jlNmjRJW7ZskZubm70uDXBqRWWGkg4VKJHCOQBwegVvvCFJysrMVOfgYDuvBgDQWHYL7jfffHO191944QUtXbpUu3btUkxMjNatW1ft8b/+9a+65pprdODAAUVHRys3N1crV65UYmKiRo4cKUlavHix+vfvr82bN2v06NEtdi1Aa3Cu2KK//ZivxftNyrKhcO6uyPbyoHAOABxa6f33S5LOZGSoQ1SUfRcDAGg0h9jjbjabtW7dOuXn52vIkCG1HpOXlydJCgwMlCSlpaWptLRUo0aNqjomLCxMvXv31o4dOwjugI1sLZy7tqJwbjSFcwAAAECLsmtw37t3r8aMGaOioiL5+Pho1apVio6OrnFcSUmJnn/+ef3ud79Tly5dJElZWVlyc3NTx44dqx0bFBSkrKysFlk/4Mx2ny4vnPv70boL5+7o7q1ZFM4BAAAAdmPX4B4VFaVt27YpNzdX69ev18MPP6wNGzaoX79+VceUlZUpLi5Oubm5+vDDD+s9p2EY9b4amJGRcclrbwnOsk44z6wshvTPc65adbyddp+33gPR3s3Q+OAyTQ4t0+VeBdK5bGWca8GFNhNnmROYlTNhVs6DWTkPZuUcmJPzcIZZRdWzncmuwd3Dw0ORkZGSpCuuuEK7d+/W22+/rYULF0oqD+0PPPCA9u3bpw0bNuiyyy6r+tzOnTvLbDYrOztbnTp1qvr4mTNnFBsbW+fz1vdFcQQZGRlOsU44x6wonHOOOaEcs3IezMp5MCvnwaycA3NyHq1lVg6xx72SxWJRSUmJpPI/CTd9+nTt379fGzZsUPBvmlAHDRqkdu3aKTU1VXfddZck6cSJEzpw4ICGDh3a4msHHNG5YouW/pivd+spnOtXUTg3gcI5AGhVXNPSJEntf/lFrvn5sgwaZOcVAQAaw27Bfe7cuRozZoy6dOkik8mk5ORkbd++XUlJSSorK9PUqVP13Xff6cMPP5SLi4syMzMlSf7+/vL29lZAQIDuu+8+/fGPf1RQUFDVn4OLjo7WddddZ6/LAhzCkbwyvV1ROFdA4RwAtFl+FfdElZsQc3Ny7LYWAEDj2S24Z2ZmKi4uTllZWfL391d0dLSSk5M1evRoHT16VBs3bpSkGiE8MTFRU6ZMkST9+c9/lpubm6ZNm6aioiKNGDFCixYt4m+4o81qSOFcfIyvBnakcA4AAABwdHYL7u+8847VxyIiIpRjw0+Evby89Oqrr+rVV19tyqUBTsViGPrieJHe+sGkrzNLrB7n6+6i3/dur4f7+Src16F2yQAAAACoA3fvgJOqLJxbmG7ST3UUzl3evrxwbmqv1lc4BwAAALQFBHfAyVA4BwAAALQtBHfASTSkcO7R/r4aFUrhHAAAANAaENwBB7f7dIneSjdpfT2Fc3d299YsCucAAACAVofgDjggi2Fo07EiLUivv3Buam8fzeznQ+EcAAAA0Epxpw84EArnAAAAAPwWwR1wAGeLzPrbgYL6C+c6uCshxk93dvemcA4AAABoIwjugB0dyStT4l6TPqincO66UE8lxFA4BwAAALRFBHfADv59ukQLbCyci4/x1QAK5wAAAIA2i+AOtBAK5wAAAAA0BqkAaGa2Fs6FVhTO/Z7COQAAAAAXIbgDzeRskVlLf8zXu/vzdbqIwjkAQMsrmTpVkpSbm6uAgAA7rwYA0FgEd6CJNaRw7tEYX42kcA4A0EwK33xTknQ0I0NRUVF2Xg0AoLEI7kAT+ffpEr2VnqeUo0VWC+fcXaQ7Ir0VH03hHAAAAADbENyBS2AxDG3JdtOjGaf1TR2Fc37tXDS1V3nhXBiFcwAAAAAagAQB2KjMYuiYyayD58v08/ky/Zxbps2/Fisj11NS7aG9snBuam8fBXhQOAcAAACg4QjuwEUMw1BmoaU8nOeW6eD5Mh3MLQ/qh/PKVGq9Y66afh3c9WiMn+6gcA4AAADAJSK4o03KKbbo0PmKYH5RSP85t0ymOgrl6kPhHAAAAICmRnBHq1VYZuhw3oVXzC8O6Gfq+PNsDeXmYujOyPYUzgEAHE5AYKAkaXDF+7k5OfZbDACg0QjucGpmi6Fj+WYdzK0ezA+eL9Nxk1mNf+28dp29XdXD3109/d3Vw99dkf7uCso/rv+IDmviZwIAAACAcgR3ODxr+84PVew7L2m6F88llTfA9/B3V88A96qQ3jOgPKTXVjCXkdG0zw8AAAAAFyO4w2E0177z2rRzlSL93NUj4EIwrwzpnb1d2Z8OAAAAwGEQ3NGiisoMHcq78Ip55Z9WO5hbptNNuO9cklwkhfu6lf9a+28CeriPm9xcCecAAAAAHB/BHU2upfedB3m5VnvFvDKkd/dzl5c74RwAAACAcyO4o1Eq953/fNEr5pUhvSX2nVeG9Eh/dwV61tx3DgAAAACtBcEddcotsVR7xZx95wAAAADQsgjuUFHl3zu/OJg3477zsIp957/dex7m4yZ39p0DAAAAQDUE9zbC2r7zn8+X6Rj7zgEAAADAYRHcWxHDMJRV+ffOW2Dfua+7S1Ugr3rlnH3nAAAAANCkCO5O6OJ95xeXw/18vkx5pc2/7zyyIqAHs+8cAAAAAJodwd1BFVuk/edK2XcOAAAAAG0cwd0BfX6sUHd/7S1DWU163sp955WvmFf+ebXufu7yZt85AAAAADgkgrsDCvNxl6HGBWn2nQMAgErmgQMlSUXFxfLy9LTzagAAjUVwd0CR/m51Pt7OVerud+EV84tDOvvOAQBAJdOWLZKkjIwMRUVF2Xk1AIDGIrg7oPburrrc0yL3du1q7Dvv4e+ucF/2nQMAAABAW0Fwd1BrrypS397h9l4GAAAAAMDO2PTsoNyZDAAAAABABHcAAAAAABwawR0AAAAAAAfGHncAAIBWyvfaayVJfSv+HFxlyzwAwLkQ3AEAAFoptz17JEk+dl4HAODS8KvyAAAAAAA4MII7AAAAAAAOjOAOAAAAAIADI7gDAAAAAODACO4AAAAAADgwgjsAAAAAAA6M4A4AAAAAgAMjuAMAAAAA4MAI7gAAAAAAODCCOwAAAAAADozgDgAAAACAAyO4AwAAAADgwFxycnIMey8CAAAAAADUjlfcAQAAAABwYAR3AAAAAAAcGMEdAAAAAAAHRnAHAAAAAMCBEdwBAAAAAHBgbTq4v/766xo5cqTCw8PVo0cPTZo0Sfv27at2jGEY+p//+R/16dNHISEhuvnmm7V///5qx7z22msaO3asQkNDFRgYWOtz7d69W7fddpsiIiLUtWtXjRs3Tv/+97/rXeP27dt17bXXKjg4WAMHDtTf/va3GsecOnVKM2fOVI8ePRQcHKyhQ4dq+/btdZ63uLhYTz31lCIjIxUaGqrJkyfrxIkTVY9/8MEHCgwMrPVt9+7d9a67KTEn63O6lDU3B2ZV96y2bNmiMWPGKCwsTL1799acOXNUVlZW75qbQ1ue1bJly3TLLbeoa9euCgwM1NGjR2sck5OTo7i4OHXt2lVdu3ZVXFyccnJy6l1zc2BWdc/KlutqKczK+qyOHj2q+Ph4DRw4UCEhIRo4cKDmzZunwsLCetfc1JiT9TlZLBZNnjxZMTExCg4OVu/evRUXF6eTJ0/Wu+bmwKzq/vevUlFRkf7zP/9TgYGB+u677+pdc3NgVnXPqn///jUy1dy5c+td88XadHDfvn27HnjgAW3atEnr16+Xu7u7xo8fr3PnzlUd8+abbyoxMVGvvPKK/vGPfygoKEi333678vLyqo4pLi7WLbfcoocffrjW5zGZTLrzzjsVEhKiL774Ql9++aVCQkJ0xx13VDvPbx05ckQTJ07UkCFDtHXrVv3Xf/2Xnn76af3973+vOiYnJ0djx46VYRhKSkrSjh079Je//EVBQUF1Xvuzzz6rlJQULV26VBs3blReXp4mTZoks9ksSbrjjjt04MCBam8TJ05URESErrjiCpu+vk2FOVmfU2PX3FyYlfVZpaen66677tLIkSO1detWLV26VJ999lmD/9FuKm15VgUFBRo1apSeeeYZq8c8+OCD+v7777VmzRolJyfr+++/14wZM+o8b3NhVnXPqr7raknMyvqsMjIyZDab9frrr+tf//qX/vKXv+ijjz6qc7bNhTnV/T01YsQIvf/++9q1a5dWrFihI0eO6N57763zvM2FWdU9q0ovvPCCunTpUu9xzYlZ1T+rp59+ulq2evLJJ+s8/rf4O+4XMZlM6tq1qz744APdeOONMgxDffr00UMPPVT1hS0sLFRUVJReeuklTZs2rdrn//3vf9fUqVNrvCrz3XffaeTIkUpLS1O3bt0klf/HM2jQIKWmploNwnPmzFFKSkq1V7gTEhL0448/6ssvv5Qkvfjii/rnP/+pTZs22Xydubm56tmzpxITEzVx4kRJ0vHjx9W/f38lJydr9OjRNT6noKBAffr00R/+8Ac98cQTNj9Xc2BOF+bU2DW3FGZ1YVYvvviivvzyS23btq3q8z777DNNmzZNGRkZ8vPzs/n5mkNbmVVta9uzZ48iIiKqPn7gwAENHTpUn3/+ua655hpJ0jfffKMbb7xRu3btUlRUVKOer6kwq4haj7F2XfbErGqfVaX33ntPf/rTn3T48OFGPVdTYU51z2njxo265557dOrUKXl5eTXq+ZoKs6o5q08//VQvvfSSli9frqFDhzrE/Z/ErH47q/79+ysuLk4JCQmNOrfUxl9x/y2TySSLxVL1axlHjx5VZmamRo0aVXWMt7e3YmNjtWPHDpvP27NnT3Xq1EmrVq1ScXGxiouLtWLFCoWFhalPnz5WP2/nzp3VnltSVVgrLS2VVP7NetVVV2natGnq2bOnhg0bpnfffVeGYf3nMWlpaSotLa127spf3bV2XZ988okKCgo0ZcoUm6+7uTCnC3Nq7JpbCrO6MKvi4uIaNzze3t4qKipSWlqazdfeXNrKrGyxc+dO+fr6aujQoVUfu+aaa+Tj49Oga28uzMp5MKu65eXl2X17g8Sc6nLu3DmtWbNGgwcPtntol5jVb504cUJPPPGE3n33XYeYz8WYVU0LFixQ9+7dNWzYML322msqKSlp0OcT3C/yzDPPqH///hoyZIgkKTMzU5Jq/HpEUFCQsrKybD6vn5+fNmzYoLVr1+ryyy/X5ZdfrrVr12rdunXy9va2+nlZWVm1PndZWZmys7Mllf+EaenSperWrZs+/vhGcod8AAAH3ElEQVRjzZw5U/PmzdOSJUvqPK+bm5s6duxo83UtX75cY8eOVUhIiK2X3WyY04XrauyaWwqzunBdo0eP1rfffquPPvpIZWVlOnnypF555RVJF74u9tRWZmWLrKwsdezYUS4uLlUfc3FxUadOnRp07c2FWTkPZmXdsWPHtGDBAj3wwANNet7GYE41zZkzR6GhoerevbuOHz+u1atXN8l5LxWzusBsNuuhhx7SrFmzNGDAgEs6V3NgVtXNmDFD7733nlJSUhQXF6e33367wb/FTHCv8N///d/617/+pZUrV8rNza3aYxffvEnlxQq//VhdCgsLFR8fr6uvvlpfffWVNm3apAEDBuiee+5Rfn6+JKlLly5Vb48//nidz33xxy0WiwYOHKg5c+Zo4MCBuvfee6v+w5Ck+fPnVzv3sWPHrK7T2nXt379fO3fu1NSpU22+5ubCnKpfly1rthdmVf26Ro0apZdeeklPP/20goODNXjwYI0ZM0aSanx9Whqzqqm2a2zotTcHZuU8mJV1WVlZuvPOOzVy5EjNmjWrwZ/flJhT7R599FFt3bpVn3zyidzc3BQXF2f335BhVtXNnz9f7dq1U3x8vM3X2VKYVU3x8fEaMWKEYmJi9Pvf/17z58/XypUrdfbsWZvP4W7zka3Ys88+q7Vr1yolJaVqr4QkBQcHSyr/H0xYWFjVx8+cOVNvScHF1qxZo8OHD2vTpk1V//G+99576tatmzZs2KBJkyZV2/daude1c+fONX4CdebMGbm7u+uyyy6rWmPv3r2rHdOrVy8dP35ckjR9+nTdfvvtVY9dfvnl6ty5s8xms7Kzs9WpU6dq546Nja2x/mXLliksLEzXX3+9zdfcHJjThXNXzsmWNdsDs7pw7ou/p+Lj4zVr1iydOnVKgYGB+uWXXzRv3rx69xc2p7Y2K1t07txZZ86cqXYzYRiGsrOzG3TtTY1ZOQ9mZV1mZqbGjRunvn37avHixXb9YRhzsq5jx47q2LGjevbsqV69eik6OlrffPNNrfeJLYFZ1bRlyxZ988031e47JOn666/XHXfcYbffaGJWtrnqqqskSYcOHap6/vq0+eA+e/ZsrV27Vhs2bFCvXr2qPRYREaHg4GClpqbqyiuvlFT+5xa++eYbvfjiizY/R2FhoVxcXOTqeuEXHFxdXeXi4iKLxSJJioyMrPF5Q4YM0aefflrtY5WlC+3atZNUvu/y4MGD1Y45ePCgwsPDJUkdOnRQhw4dqj0+aNAgtWvXTqmpqbrrrrskle+RqSxkulhRUZFWr16tGTNmVFt/S2NOtc/JljW3NGZV9/eUi4tL1T/0ycnJCgsL08CBA22+9qbUFmdliyFDhshkMmnnzp1V89u5c6fy8/NrzLOlMCvnwaysO3XqlG699Vb16dNHS5culbu7/W5DmZPtKtfa0P24TYVZ1S4xMVEFBQVV7586daoqsPP/KseaVW1++OEHSRd+oGELt2eeeWZukzy7E3ryySf10UcfVb2inJ+fX/UrFh4eHnJxcZHZbNZf//pX9ezZU2azWc8995wyMzP1xhtvyNPTU1L5Pq2jR4/q+++/V2pqqm666SZlZmbKx8dHHh4e8vf316JFi/Trr7+qW7duOn36tF544QUdOnRIL730kvz9/WtdX/fu3fXGG2/o9OnTCg8P18aNGzV//ny9/PLLVeULYWFheuWVV+Tq6qqQkBBt2bJFL7/8sh5//PGqn+T8lpeXl06dOqUlS5YoJiZGubm5evzxx+Xv76958+ZV+0b4+OOPtXbtWr3zzjsKCAhoyi+/zZiT9Tk1ds3NhVnV/T311ltvydfXV9nZ2Xr//ff1+uuva+HChXYpEmyrs5LKX/E7dOiQMjIylJKSolGjRik/P18eHh7y9vZWp06d9O233yo5OVkDBgzQiRMn9Pjjj+vKK6+0y5+EY1bWZ2XLdbUkZmV9Vr/++qtuueUWBQcH64033lBxcXHV18fb27tFXxxgTtbntHPnTm3cuFEeHh4qLi5WWlqannrqKbm5uWnevHkt/sMWZmV9VoGBgQoKCqp6c3V11aJFi/TYY4/VCM0tgVnV/X21bt06eXl5qbCwUKmpqZo9e7aGDx+u6dOn2/5FzsnJMdrqm6Ra32bPnl11zLlz54zZs2cbwcHBhqenpxEbG2t8/fXX1c5z991313qelJSUqmM++eQT45prrjH8/f2NgIAAY9iwYcamTZvqXeOGDRuMAQMGGB4eHkbXrl2N119/vcYxq1evNqKjow1PT0+jR48exv/+7/8a586dq/O8p06dMh566CGjQ4cOhre3tzF27FgjPT29xnGxsbHGDTfcwJwceE6NXTOzavlZDR8+3PD39ze8vLyMwYMHG2vWrOH7yg6zmj17dq1rTkxMrDrm8OHDxsSJEw0/Pz/Dz8/PmDhxonHkyBFm5YCzsuW6mJX9Z5WYmGj167Nnzx7m5CBz2rp1qzFs2DCjQ4cOVc89ffp0Y+/evS3+/cSs6v/37+K3PXv2GJKM1NRUZuVgs9q8ebMxePDgqnvAqKgoY/bs2cbJkycb9DXm77gDAAAAAODAaJUHAAAAAMCBEdwBAAAAAHBgBHcAAAAAABwYwR0AAAAAAAdGcAcAAAAAwIER3AEAAAAAcGAEdwAAAAAAHBjBHQAAAAAAB0ZwBwAAAADAgf1/A69SY8DqUvEAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-28\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1188880437067665408\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-02-27\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1100672354932256773\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-19\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1129924410339495937\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1005577738332172289\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-12-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1207865226604863488\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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83aBwG5vNSfvmsJ/V366z0mp0zQlDlEJgRxchuAMAAADocTbUhvSC16d5Xr92BiJR1w5Ks6ikyKUrCp3q67LI691DaEeXIrgDAAAA6BECIUOLNgdU5vHpw51NUdemmqWLBjtU7HbpB4elyszz64gjgjsAAACAbu3zPUGVenx6eb1fNU1R7oWXNDwrRSXDXLp8qEO97IyYRmIguAMAAADodmqbIpq/IaBSr0+rK4NR16almDRpqEMlRS6NzrWyOzwSDsEdAAAAQLdgGIaW72pSqcevv2wKyB+K3l0/sXeqioucmjDYoTSruYuqBNqP4A4AANrF/+ijkqRdFRXqnZ8f52oAQNodCOulcr9KvX55a0JR1+bYzJpS6FRxkVOHZ1m7qELg+yG4AwCAdglec40kqdLrVbbbHd9iAPRY4YihZdsbVerxacmWBkVrrpsknd7XppIil84baJfNwq3wSC4EdwAAAABJY0t9SHO9fs31+vW1Lxx1bX+XRVPdTk11OzUwjeiD5MV/vQAAAAASWmPY0JtbGlTq8WnZ9kZFe3I9xSSdP9CukiKXTu9rk4V56+gGCO4AAAAAEtJX1UGVefx6qdyvqsZI1LXuzBSVuJ2aUuhUnoMxbuheCO4AAAAAEkZ9MKK/bAqozOPX8l1NUdc6LCZNHOJQcZFTJ/VOZYwbui2COwAAaBfzmjWSJOeWLTL7fIqMHBnnigAkO8MwtKoyqFKPTws2BlQXjD7GbVSuVSVuly4Z6lBmKmPc0P0R3AEAQLukjxsnSRq+/3VNdXXcagGQ3PY2RvTn9X6Venz6cm/0MW6ZqSZdXuBUsdupo3NSu6hCIDEQ3AEAAAB0mYhh6MMdTSrz+rRoc0CN0TeG1w/6pKqkyKULBznkSOFWePRMBHcAAAAAnW67L6x55X6VeXzaXB89rec7zJrqduoqt0tDM4gsAF8FAAAAADpFMGJo6dYGlXr9eufrBkWiPLpuNkln97erpMips/vblcIYN6AZwR0AAABAh1pfE9ILXp/mlftVEYg+xm1wukXFbpeuKHSqr4sxbkBrCO4AAAAAvrdAyNCizQGVenz6+87oY9xsFumiQQ4VF7l0ap9UmRnjBkRFcAcAAABwyD6ralKZx6+XN/hV0xR9jNvw7BRdXeTS5QVOZdsY4wbEiuAOAAAAoF1qmiKav2Ffd31NVTDq2nSrSZOGOFRS5NKoXKtMdNeBdiO4AwAAAPhOhmHonxVNKvX49NqmBgXC0bvrJ/VOVXGRUxMGO+Sy0l0Hvg+COwAAAIA27QqE9VK5X6Uev8prQ1HX5tjMuqLQqeIip4ZlWbuoQqD7I7gDAAAAaCEcMfS37Y0q9fj05pYGhaI0102SzuxnU3GRS+cNsCvVwq3wQEcjuAMAAACQJG2uC2luuV9zPX5t84ejru3vsugqt1NT3U4NSCNWAJ2JrzAAAACgB2sMG1qyJaBSj1/vbW9UtCfXrWbp/IF2lRS5NO4wmyxmuutAVyC4AwAAAD3Q2r1BlXl9eqk8oD2NkahrizJTVFzk1JQCp/Icli6qEMABBHcAANAuTVdfLUmqqalRZmZmnKsB0B71wYgWbgyozOPXit1NUdc6U0yaOMShErdTJ/ROZYwbEEcEdwAA0C6Bxx6TJG32euV2u+NcDYDvYhiGPqkMqtTj04INAdVH22lO0uhcq0qKXLpkiEMZqYxxAxIBwR0AAADohvY0hPXn9QGVeXz6sjr6GLesVJMuL3CquMilo3oxxg1INAR3AAAAoJuIGIY+3NGoUo9fizYH1BT90XWddphNJUVOXTjQIXsKt8IDiYrgDgAAACS5bb6w5nl9esHr1+b66GPc+jjMmup26iq3S0MyiANAMuArFQAAAEhCwYiht7c2qMzj0zvbGhWJ8ui6xSSd3d+ukiKnzupvVwpj3ICkQnAHAAAAksj6mpDKvD7NK/drVyD6vfBD0i0qKXLpikKn+jgZ4wYkK4I7AABol8ysLEnScftf11RXx68YoIfwhyJ6fVODSj0+fVQRfYybzSJdPMih4iKXTumTKjNj3ICkR3AHAAAAEtSnVU0q8/j18ga/apuij3E7spdVJW6nLi9wKsvGGDegOyG4AwAAAAmkujGi+Rv9KvX49WlVMOradKtJlw11qqTIqWNyrDLRXQe6JYI7AAAAEGeGYeijiibNXpeqZf/cqUA4enf95PxUFbuduniwQy4r3XWguyO4AwAAAHGyKxDWi+V+lXn8Kq8Nad+P562H9ly7WVcUOlXsdqooy9qldQKIL4I7AAAA0IXCEUN/3daoUo9Pb21tUChKc90kaXw/m64qcum8AXalWrgVHuiJCO4AAABAF9hUF9Jcr19zvT5t90cf49bfZVFxkVNXFjo1II0f2YGejn8FAAAAgE7SGDa0eHNApV6/3tveGHWt1SyN7RXSTaPzNfYwmyxmuusA9iG4AwAAAB3sy71BlXl8+vP6gPY0Ru+uD8tMUXGRU1MKndq7dYPc/exdVCWAZEFwBwAAADpAXTCihRsDKvP4tHJ39DFuzhSTLhniUEmRU8fnpTaPcdvbFYUCSDoEdwAAAOAQGYahj3cHVerxacHGgHzRdpqTdGyuVSVFLk0c4lBGKmPcAMSG4A4AAAC0U1VDWH9ev6+7vrY6FHVtts2kyQVOFbtdGtGLMW4A2o/gDgAAAMQgYhj6YEejSj1+vbE5oKboj65r7GE2lRQ5dcFAh+wpbDQH4NAR3AEAAIAotvnCmuv16QWvX1vqw1HXHuY0a2qhS1cVOTU4nR+1AXQM/jUBAADtEj7mGElSQ2Oj7DZbnKsBOkcwYuitrQ0q8/j07rZGRaI8um4xSecMsKukyKnx/exKYYwbgA5GcAcAAO1S//77kiSv1yu32x3naoCOVV4TVJnHr3nlfu1uiH4v/NB0i0qKXJpS6FQfp6WLKgTQExHcAQAA0KP5QxG9tqlBpR6f/lnRFHWt3SJdNNihkiKXTsn/zxg3AOhMBHcAAAD0SGsqm1Tm9euV9X7VBqOPcTuql1VXFzl16VCnsmyMcQPQtQjuAAAA6DGqGyN6dYNfpR6/PtsTjLo2w2rSZQVOFbudGpmb2kUVAsDBCO4AAADo1gzD0D8qmlTm8em1TQE1RN8YXifnp6qkyKWLB9vlTKG7DiD+CO4AAADolir8Yb1Y7leZ16f1tdHTep7drCsKnSoucsqdae2iCgEgNgR3AADQLmljx0qSjtg/Du7ALvNAIghFDP11W6NKPT69tbVB4SiPrptN0vh+NhUXuXTuALusjHEDkKAI7gAAoF0sn34qSXLFuQ7gmzbVhfSCx6+55T7t8Ecf4zYgzaJit1NXFjrVP40fhwEkPv6lAgAAQFJqCBlavCWgUo9f7+9ojLo21SxdMNChkiKnxva1ycwYNwBJhOAOAACApPLFnqDKvD79eb1fexujj3E7PCtFJUUuTS5wKMdu6aIKAaBjEdwBAACQ8OqCES3cGFCpx6ePd0cf4+ZKMemSIQ6VFLl0XJ5VJrrrAJIcwR0AAAAJyTAMrdzdpFKPXws3BuQLRe+uH5dnVUmRSxOHOJRuZYwbgO6D4A4AAICEUtUQ1kvrAyrz+PRVdSjq2mybSVMKnCoucml4NmPcAHRPBHcAAADEXcQw9N72RpV6/Fq8JaBg9I3hNa6vTSVupy4Y5JDNwq3wALo3gjsAAADi5uv6kOaW+/WC16+t9eGoa/s6zbrS7dJVbqcGp/NjLICeg3/xAAAA0KWawobe2tqgMo9P725rVLQn11NM0rkD7CopcunMfjZZzHTXAfQ8BHcAAAB0CW9NUGUev14s92t3Q/R74QsyLCopcmlKgVP5Tsa4AejZCO4AAADoNL5gRK9tCqjM69c/K5qirrVbpIsH7xvjNiY/lTFuALAfwR0AAAAdyjAMfVoVVKnHr1c3+FUbjD7G7Zgcq4rdTl061KksG2PcAODbCO4AAADoENWNEb2ywa9Sj1+f7wlGXZuRatLlQ526yu3UyNzULqoQAJITwR0AAACHzDAM/X1nk8o8Pr2+OaCG6BvDa0x+qkqKXLposF3OFLrrABALgjsAAGiXmupqSZLX65Xb7Y5zNYiXnf6wXiz3q8zj04a66Gm9t8OsKwqcKi5yqjDT2kUVAkD3QXAHAABATEIRQ+9ua1Cpx6+3tzYoHOXRdbNJOqufTcVFLp0zwC4rY9wA4JC1O7j/61//0gcffKDdu3frxhtvVGFhoXw+n7766iu53W5lZGR0Rp0AAACIk421Ib3g9WleuV87/NHHuA1Ms6jY7dSVbpf6uRjjBgAdIebg3tTUpGuvvVZLliyRYRgymUy68MILVVhYKIvFoksvvVQ333yzfvazn3VmvQAAAOgCDSFDb2wJqNTj1wc7GqOuTTVL/zXIoZIip35wmE1mxrgBQIeKObg/+OCDevvttzVr1iyNHTtWxx9/fPM5u92uCRMm6M033yS4AwAAJLF/7wmqzOPTn9f7Vd0UfYzbEVkpKilyaXKBQ73sdNcBoLPEHNxfeeUVXXPNNbruuuu0Z8+eg8673W69/vrrHVocAAAAOl9tU0QLNgZU6vFpVWX0MW6uFJMmDXWopMilY3OtMtFdB4BOF3Nw3717t4466qg2z9tsNvl8vg4pCgAAJC7HrbdKkgbV1MiRmanAY4/FuSIcCsMwtGJXk0q9fi3cGJA/FL27fnyeVcVFLk0c4lC6lTFuANCVYg7u+fn52rRpU5vnP/nkEw0aNKgjagIAAAksdc4cSVLe/tcE9+RS2RDWS+V+lXn8WlcTirq2l82sKYUOFbtdOiKbMW4AEC8xB/eLLrpI//d//6crr7xSvXr1kqTmW6PefPNNvfLKKzzfDgAAkIDChvTXbQ0q9fi0ZEuDgtE3htfpfW0qKXLq/IEO2SzcCg8A8RbzfU533XWXBgwYoLFjx+pHP/qRTCaTHnnkEY0fP15Tp07VyJEjdev+W+cOxcMPP6ysrCzdeeedzcdef/11XXLJJSooKFBWVpY+/PDDgz6usbFRd955p4YOHaq+fftqypQp2rZt2yHXAQAA0F1srQ/pN6trNeFjuyYtrdJrm9oO7f2cFt15TLrWXJqvhefkauIQJ6EdABJEzME9PT1dS5cu1e23367du3fLbrfrX//6l3w+n6ZNm6ZFixbJbrcfUhErV67UnDlzNGLEiBbH/X6/TjjhBN1///1tfuyB9/7Tn/6kJUuWqK6uTpMnT1Y4HD6kWgAAAJJZU9jQa5sCunRppY5+pUK/WVOnnY2t/8iXYpL+a5Bdr5yVo88uy9f00RkanB7zDZkAgC7Srn+Z7Xa77rjjDt1xxx0dVkBNTY2uv/56Pf7443rooYdanJsyZYokqaqqqs2PLSsr0+zZs3X66adLkp5++mkdddRReu+993TmmWd2WJ0AAACJzFMdVJnXrxfL/apsiH4vfGFGikqKnJpS6FRvB2PcACDRxdxx9/l82rp1a5vnt27dKr/f3+4CbrvtNl188cUaO3Zsuz92zZo1CgaDOuOMM5qP9e/fX8OGDdPy5cvb/fkAAACSiS8Y0VyvT+cu3q0TFu7S4/+ubzO0OywmTSlwaMl5uVp5SW/95Kh0QjsAJImYO+733HOPVq1a1epz5pI0depUHX/88Xr44YdjfvM5c+Zow4YNevrpp2P+mG/atWuXLBaLcnJyWhzPy8vTrl272vw4r9d7SO/X1ZKlTnCtkgXXKXlwrRLbcd96zfXqWoYhra0367UKi97enSJfOPpz6EekhXVxfljn5IWUluKT6qpUXtdFxeKQ8DWVHLhOySMZrpXb7Y56PubgvmzZMk2dOrXN8xdeeKHmzZsXc2Fer1f33Xef3nzzTaWmpsb8cbEwDKN5x/vWfNdfSiLwer1JUSe4VsmC65Q8uFbJh+vVNfY2RvTyer9KPT59sTf6GLeMVJMmD3XqqiKnjslJ5esqiXCtkgPXKXl0l2sVc3CvqKhQnz592jyfn5+vnTt3xvzGK1asUFVVlU4++eTmY+FwWB999JGee+45bd++XTabLern6N27t8LhsKqqqpSbm9t8vLKyUmPGjIm5FgAAgEQUMQz9fWeTyjw+vb45oMbv2Hv3lD6pKily6aJBDjlS2M7gnwUAACAASURBVBEeALqLmIN7bm6u1q5d2+b5tWvXKjMzM+Y3vuCCCzRq1KgWx26++WYVFBTo9ttvj6kLP3LkSFmtVi1btkyXXXaZJGnbtm1at26dTjzxxJhrAQAASCQ7/GG9WO5XmcenjXXR03pvh1lTC526yu1SQSY7wgNAdxTzv+5nnXWW5syZo4kTJx4Uig+Mc5s0aVLMb5yVlaWsrKwWx5xOp7KzszV8+HBJ0t69e7V161bV1NRIkjZu3KjMzEzl5+crPz9fmZmZKi4u1i9+8Qvl5eUpOztb06dP14gRIzRu3LiYawEAAIi3UMTQO183qNTj19KvGxQ22l5rNkln9berxO3U2QPssprprgNAdxZzcJ82bZreeecdnX/++Ro/fryGDx8uk8mkL774Qu+++67y8/M1ffr0Di1uyZIluvnmm5tf/+QnP5Ek3XXXXZo2bZok6YEHHpDFYtEPf/hDNTQ06LTTTtNTTz0li4VdUgEAQOLbWBtSmdeneV6/dgaij3EblGZRcZFLVxY61dfFzzoA0FPEHNzz8/O1bNky3XvvvVq8eLGWLl0qSUpPT9fkyZN17733Kj8//3sVs3jx4havp06dGnVDPGnfbPlZs2Zp1qxZ3+u9AQAAukpDyNCizQGVenz6cGdT1LWpZumiwQ4Vu536wWE2maNswAsA6J7a9SBU79699eSTT8owDFVWVsowDOXl5UXdwR0AAAD7fL4nqDKPTy+v96u6Kcq98JKGZ6WoZJhLlw91qJed7joA9GSHtIOJyWRSXl5eR9cCAACSQN1770mStm7ZogEDB8a3mCRQ2xTR/A0BlXp9Wl0ZjLo2LcWkSUMdKilyaXSuleYIAEBSlOD+4osvSpKmTJkik8nU/Pq7XHHFFR1TGQAASEiRkSMlSX6XS5FuMBu3MxiGoeW7mlTq8esvmwLyh6J310/snaqr3E5NHOJQmtXcRVUCAJJFm8H9pptukslk0qRJk5SamqqbbrrpOz+ZyWQiuAMAgB5rdyCsl9b7Vebxy1MTirq2l82sKwqdKi5y6vAsaxdVCABIRm0G908//VSSmuepH3gNAACA/whHDC3b3qgyr09LtjQoGGVjeJOk0/vaVFLk0nkD7bJZuBUeAPDd2gzuA7/xzFokEpHJZFJaWpqys7O7pDAAAIBEtqU+pLlev+Z6/fraF466tr/Loqlup6a6nRqYdkhbDAEAerCYvnOEw2GNGjVKv/zlL3XLLbd0dk0AAAAJqSls6M2tDSr1+PS3bY2K9uR6ikk6f6BdJUUund7XJouZ7joA4NDEFNytVqv69OnDzqYAAEDW55+XJOVWVMian6/gNdfEs5wu8VV1UGUev14q96uqMcq98JLcmSkqcTs1pdCpPAdj3AAA31/M92qVlJRo3rx5uu6662S32zuzJgAAkMCct90mSRq8/3VNNw3uvmBECzcFVObxa/mupqhrHRaTJgxxqKTIqZN6p9LsAAB0qJiD+5AhQ2QYho4//nhdccUVGjx4sBwOx0HrJk6c2KEFAgAAdBXDMLS6MqhSj0/zNwZUF4w+xm1UrlUlbpcuGepQZipj3AAAnSPm4H7DDTc0/37WrFmtrjGZTAR3AACQdPY2RvTyer9KPT59sTf6GLfMVJMuL3Cq2O3U0TmpXVQhAKAnizm4L1q0qDPrAAAA6FIRw9CHO5pU5vVp0eaAGqNvDK8f9ElVSZFLFw5yyJHCrfAAgK4Tc3A/9dRTO7MOAACALrHDH9Y8r19lXp821UVP6/kOs6a6nbrK7dLQDMa4AQDi45C+A/373//W1q1bJUkDBgzQiBEj2IQFAAAkrGDE0NKtDSrz+rX06wZFojy6bjZJZ/e3q6TIqbP725XCGDcAQJy1K7jPnz9f9957r7Zv3y5p3wYuJpNJffv21b333qvLLrusU4oEAAA4FBtqQyrz+DSv3K+KQPQxboPTLSp2u3RFoVN9XYxxAwAkjpiD+9y5c3XLLbfI7XbrV7/6lQoLC2UYhtavX6/S0lLdeOONampq0tSpUzuzXgAAgKgCIUOLNgdU6vHp7zujj3GzWaSLBjlUXOTSqX1SZeYOQgBAAoo5uD/yyCM69thj9cYbbxw0x/3666/X+eefr0ceeYTgDgAA4uLzPfvGuL283q+apuhj3IZnp+jqIpcuL3Aq28YYNwBAYos5uG/btk033HDDQaFdkux2uyZPnqxf/vKXHVkbAABAVDVNEc3fsK+7vqYqGHVtutWkSUMcKilyaVSulf15AABJI+bgfvjhh2vHjh1tnt++fbuGDRvWIUUBAAC0xTAM/WtXk0o9fv1lY0CBcPTu+km9U1Vc5NSEwQ65rHTXAQDJJ+bgft999+nqq6/WMccco4kTJ7Y4N3/+fJWWlqq0tLTDCwQAAJCk3YGwXir3q9Trl7cmFHVtjs2sKwqdKi5yaliWtYsqBACgc8Qc3B9//HHl5OTouuuu0913360hQ4bIZDJpw4YN2r17twoKCvSHP/xBf/jDH5o/xmQy6eWXX+6UwgEAQPcXjhj62/ZGlXp8enNLg0JRmusmSWf0s6mkyKXzBtiVauFWeABA9xBzcP/qq69kMpnUv39/SWoeCWez2dS/f381NjZq3bp1LT6GZ8cAAMCh2FwX0txyv+Z6/NrmD0dd299l0VVup650OzUwrV2TbgEASAoxf3f7/PPPO7MOAACQJPyPPipJ2lVRod75+R32eRvDhpZsCajM49ey7Y2K9uS61SydP9CukiKXxh1mk8VMswAA0H3xv6UBAEC7BK+5RpJU6fUq2+3+3p9v7d6gyrw+vVQe0J7GSNS1RZkpKi5yakqBU3kOy/d+bwAAkgHBHQAAdLn6YEQLN+7rrq/Y3RR1rTPFpIlDHCpxO3VC71QexQMA9DgEdwAA0CUMw9CqyqBKPT7N3xBQfbSd5iSNzrWqpMilS4Y4lJHKGDcAQM9FcAcAAJ1qT0NYf14fUJnXpy/3Rh/jlplq0uQCp4qLXDqqF2PcAACQCO4AAKATRAxDH+5oVKnHr0WbA2qK/ui6TjvMpmK3UxcOcsiRwq3wAAB8E8EdAAC0i3nNGkmSc8sWmX0+RUaObD633RfWvHK/yjw+ba6PPsatj8OsqW6nrnK7NCSDH0kAAGhLu79LBgIBrV69Wrt379Ypp5yi3NzczqgLAAAkqPRx4yRJw/e/rtyzV29vbVCZx6d3tjUqEuXRdYtJOru/XSVFTp3V364UxrgBAPCd2hXcn3rqKT3wwAOqr6+XJC1cuFBjx45VVVWVRo0apZkzZ6qkpKRTCgUAAIlpxMs7tSsQ/V74IekWFRe5dEWhU4c5GeMGAEB7xLxF69y5czVt2jSNHz9ejz/+uAzjP/87PScnR6effroWLlzYKUUCAID4MAxDlQ1hfby7Sa9u8GvWmtqD1rQV2m0W6fKhDi06N1efTMrX7UenE9oBADgEMXfcZ8+erXPOOUfPPfec9uzZc9D5kSNH6plnnunQ4gAAQOdrDBvaUh/SprqwNtV989eQNteFDxrbNvM7Pt+RvawqcTt1eYFTWTbGuAEA8H3FHNzXr1+v66+/vs3zOTk5qqqq6pCiAABAx9nXNY+0COQb9/9+c11Y2/1hRZ+o/t3SrSZdNtSpkiKnjsmxymTi2XUAADpKzME9PT1dNTU1bZ5fv349G9UBABAnDaFvdc2/8fvNdWH5Qt83mrftj6dm6eLBDrmsdNcBAOgMMQf30047TXPnztWPf/zjg85t27ZNc+bM0cUXX9yhxQEAgH0Mw9Duhsi3bmX/Twd9u/87BqV/D64UkwalWzQ4PUWD0w9+Rv1Kt6vT3hsAALQjuM+YMUNnnnmmxo0bpwkTJshkMumdd97RsmXL9Pzzz8tqternP/95Z9YKAEC3Fvh213x/ON9cF9Km+rD8ndQ1N0nq57L8J5ynHQjp+4J6rt3Mre8AAMRRzMF96NCheuutt3T33Xfrt7/9rQzD0OzZsyXt68Y/8sgj6tevX6cVCgBAsjMMQ7sC+7vm9S275ps7uWue1qJrvi+QH/h1YFqKbBaCOQAAiapdc9yHDRumhQsXqrq6Whs2bFAkEtHgwYN5th0AgP0CIUOb60MH3dK+ef+vgXDnds0HtxHOc2x0zQEASFbtCu4HZGVlafTo0ZL2dQ98Pp9cLp5vAwB0f4ZhqCLw7WfNQ9q8v4O+o5O75oMzvnkr+75fh6SnqH+aha45AADdVMzB/fXXX9cnn3yiX/3qV83HHn30Uf32t79VY2OjzjnnHP3pT3+S0+nslEIBAOgq/lBEW/YH8Y214eZb2zfv36G9s7rmZtP+rnla613zXnTNAQDokWIO7rNnz1ZBQUHz69WrV+u+++7TmDFjVFRUpLKyMj322GOaNm1apxQKAEBHibTVNd//+52Bzuuap1tNBwXyfRvCpWhAmkWpdM0BAMC3xBzcy8vLNXHixObXr776qnr16qX58+fLZrMpJSVFCxYsILgDABKCPxRpDuKb6sLauH8DuE11YW2uD6kh3DnvazZJ/V3fDuX/eZ1N1xwAALRTzMHd7/e3uA3+b3/7m84880zZbDZJ0lFHHaUXXnih4ysEAKAVEcPQTn/kP2PT6sMtuuYVndg1zzioa/6f3/d3df+uedPVV0uSampqlJmZGedqAADo/mIO7v369dPq1atVUlKi9evX66uvvtJtt93WfH7Pnj2y2+2dUiQAoGfyBSPNm759c2xaZ3fNLa11zb8R0rNSTT26ax547DFJ0mavV263O87VAADQ/cUc3CdPnqwHH3xQO3bs0FdffaWsrCyde+65zedXrVqlwsLCTikSAND9hSKGFm4MaP66VO1Zt1ub6kPa1Zld81SThhwI5Gnf6pqnWWQ199xgDgAAEkvMwf32229XY2Ojli5dqn79+umJJ55ovj1u7969+uijj3TTTTd1WqEAgO6rIWTomvf26K2tDdr3ranpe39Oi0kakPbtZ8z/E86zbObv/R4AAABdIebgbrFYNGPGDM2YMeOgc9nZ2fJ6vR1aGACgZ6gLRnTFu1X6+872h/WsVNNBgfzAr/1cdM0BAED3EHNw/6aamhp9/fXXkqT+/fuzMQ0A4JBUNYR16TtVWl0ZbPX8ga75kG89Yz4oja45AADoOdoV3FetWqXp06drxYoVMgxDkmQymXTiiSdq5syZGj16dKcUCQDofrb7wrpkaaW+qg61OF7gjOh3p+ZpSMa+HdpT6JoDAIAeLubg/sknn+iCCy6Q1WpVSUmJhg0bJsMw5PF49Oqrr+qCCy7Q4sWLCe8AgO+0sTakCW9XanN9y23hj8216rcFNTquH1NKEllmVpYk6bj9r2uqq+NXDAAAPUDMwX3mzJnKy8vT0qVLddhhh7U49/Of/1xnn322Zs6cqQULFnR4kQCA7uPLvUFNfLvyoDnrpx1m09wze2nnppo4VQYAAJCYYn448OOPP9a11157UGiXpMMOO0zXXnutVq5c2aHFAQC6l493N+n8JbsPCu3nD7Tr5fE5SrfyzDoAAMC3xdxxNwxDFoulzfNms7n5uXcAAL7t/e0NuvKve+QLtfxeMaXAoSdOzeZZdgAAgDbE3NoYNWqUnn/+ee3du/egc3v37tWcOXN4vh0A0Ko3Ngd02TtVB4X2G45w6Y8/ILQDAABEE3PH/Z577tGECRN03HHH6corr5Tb7ZYkeTwevfTSS6qrq9Mf//jHTisUAJCcXiz365a/71X4Wzdl3XlMuu4ZlS6TidAOAAAQTczB/eSTT9aCBQs0ffp0PfHEEy3OjRw5Uvfff79OOumkDi8QAJC8nv6yXnctP3izuftPyNTNI9LiUBEAAEDyadcc91NOOUXvvfeedu3apS1btkiSBg4cqN69e3dKcQCA5GQYhmZ9WqcHVte1OG42SY+NyVJxkStOlQEAACSfdgX3A3r37k1YBwC0yjAMTV9Zoz9+4Wtx3GqWnh3bSxcPdsSpMgAAgOTUZnD/xz/+cUif8JRTTjnkYgAAyS0UMXTrR9Wa6/W3OO5MMansjF46s589TpUBAAAkrzaD+4UXXtiuDYMMw5DJZNKePXs6pDAAQHJpDBv60ft7tGhzQ4vjGakmvTI+Ryfm2+JUGQAAQHJrM7gvWrSoK+sAACQxXzCiq/62R8u2N7Y4nmc3a8E5uTqqlzVOlQEAACS/NoP7qaee2pV1AACSVHVjRJPfrdLyXU0tjvd3WfTaObkqyDyk7VQAAACwnznWhT6fT1u3bm3z/NatW+X3+9s8DwDofnYFwrrgzd0HhXZ3ZoreOp/QDgAA0BFi/onqnnvu0apVq/Thhx+2en7q1Kk6/vjj9fDDD3dYcQCAxLWlPqQJb1VqQ124xfFjcqyaf3aOcu2WOFWGzhY+5hhJUkNjo+w29i4AAKCzxRzcly1bpqlTp7Z5/sILL9S8efM6pCgAQGLzVAc18e0qbfO3DO0n56fqpfE5ykyN+YYuJKH699+XJHm9Xrnd7jhXAwBA9xdzcK+oqFCfPn3aPJ+fn6+dO3d2SFEAgMS1prJJk5ZWqaox0uL4Wf1smnNGLzlTCO0AAAAdKebgnpubq7Vr17Z5fu3atcrMzOyQogAAiekfOxt1xbtVqg0aLY5fMsShp36QrVRL7GNEAQAAEJuY2yJnnXWW5syZo+XLlx90buXKlZozZ47OOuusDi0OAJA4lm5t0KSllQeF9muKnHrmNEI7AABAZ4m54z5t2jS98847Ov/88zV+/HgNHz5cJpNJX3zxhd59913l5+dr+vTpnVkrACBO5m/w68YP9irUMrPr1iPT9MvjMmQyEdoBAAA6S8zBPT8/X8uWLdO9996rxYsXa+nSpZKk9PR0TZ48Wffee6/y8/M7rVAAQHw8v86nn35UrW9ldt17bIZ+enR6XGoCAADoSdo1YLd379568sknZRiGKisrZRiG8vLy6LQAQDf16Gd1+uUntS2OmST97uRMXXd4WnyKQtyljR0rSTpi/zi4A7vMAwCAztGu4H6AyWRSXl5eR9cCAEgQhmHovk9q9fvP61scTzFJT52WrUuHOuNUGRKB5dNPJUmuONcBAEBPcUjBHQDQfUUMQz/7Z42eW+drcdxukZ4/vZfOHeCIU2UAAAA9E8EdANAsGDH04w/36tUNgRbH060mvTg+R6f2scWpMgAAgJ6L4A4AkCQFQoauWValt79ubHG8l82s+WfnaFRuapwqAwAA6NkI7gAA1TZFNOXdKn1U0dTieF+nWQvOydXhWdY4VQYAAACCOwD0cJUNYU1aWqVPq4Itjg9Jt+gv5+RqUDrfKgAAAOKpzZ/Gtm7dekifcMCAAYdcDACga23zhTXx7Up5akItjg/PTtGCs3PVx2mJU2UAAAA4oM3gfvTRRx/SfPY9e/Z8r4IAAF1jQ21IF79dqa314RbHj8+z6uWzcpVtM8epMgAAAHxTm8H9iSeeaBHcDcPQU089pS1btujyyy9XYWGhDMNQeXm5Xn31VQ0cOFA33njjIRfy8MMP69e//rWuv/56zZo1q/k9f/Ob32jOnDmqrq7Wscceq9/97nc64ogjmj+uurpaP//5z/XWW29Jks4991w99NBDysrKOuRaAKC7+/eeoC5ZWqldgUiL4+P62vTCGb2UZiW0AwAAJIo2g/vUqVNbvH700Ufl9/u1evVq9erVq8W5u+++W2effbaqqqoOqYiVK1dqzpw5GjFiRIvjjz32mGbPnq3Zs2fL7XbroYce0sSJE7Vy5Uqlp6dLkn70ox/p66+/1iuvvCKTyaSf/OQnuvHGG/XnP//5kGoBgO5uxa5GXfZOlWqajBbHLxxo15/G9ZLN0v67rQAAANB5Ym6pPPvss7rmmmsOCu2SlJubq6uvvlrPPPNMuwuoqanR9ddfr8cff7xFl9wwDD355JO67bbbdPHFF2v48OF68sknVV9fr1dffVWStG7dOr377rt69NFHdeKJJ+qEE07Q73//e7399tvyer3trgUAurtl2xo04e2DQ/sVhU49fzqhHQAAIBHFHNwrKysVDAbbPB8KhVRZWdnuAg4E87Fjx7Y4vnnzZlVUVOiMM85oPuZwODRmzBgtX75ckrRixQqlpaXpxBNPbF5z0kknyeVyNa8BAOzz+qaAJr9bJX+oZWj/7+EuzT41SylmQjsAAEAiinnGz9FHH61nn31WkyZN0qBBg1qc27Rpk5599lkdffTR7XrzOXPmaMOGDXr66acPOldRUSFJysvLa3E8Ly9PO3bskCTt2rVLOTk5LZ7FN5lMys3N1a5du9p832TpxidLneBaJYuefJ0WVVg005uqiFqG8xsGNunabL/Wl++OU2Wt68nXKhkc963XXK/kwHVKHlyr5MB1Sh7JcK3cbnfU8zEH9/vvv18TJ07UCSecoPPOO0+FhYWS9v0lvPXWW0pJSdHMmTNjLszr9eq+++7Tm2++qdTU1DbXfXtne8MwDgrq3/btNd/2XX8picDr9SZFneBaJYuefJ3++EW97vPWHHT8wRMy9eMRaXGoKLqefK2SFdcr8fF1lTy4VsmB65Q8usu1ijm4H3/88frrX/+qmTNn6p133tFrr70mSXI6nTr77LN1zz33tNjt/busWLFCVVVVOvnkk5uPhcNhffTRR3ruuef0r3/9S9K+rnr//v2b11RWVjZ34Xv37q3KysoWQd0wDFVVVR3UqQeAnsYwDP1mTZ1+u6auxXGzSXr8lCxNdbviVBmSXU11taTu88MQAACJLubgLknDhg1TWVmZIpFIc2DOy8uT2dz+sUEXXHCBRo0a1eLYzTffrIKCAt1+++0qLCxUfn6+li1bptGjR0uSGhoa9M9//lP33XefJOmEE05QfX29VqxY0fyc+4oVK+Tz+Vo89w4APU3EMDRteY2eXutrcTzVLD07tpcuGuyIU2UAAABor3YF9wMMw1BKSooyMjIOKbRLUlZW1kGz1p1Op7KzszV8+HBJ0o9//GM9/PDDcrvdKiws1O9+9zu5XC5deumlkvb9j4Tx48frpz/9qR577DEZhqGf/vSnOuecc+gAAOixQhFD//OPar1Y7m9x3JVi0twze2lcX3ucKgMAAMChaFfqXrVqlSZMmKC+ffuqsLBQ//jHPyRJVVVVuvzyy/X+++93aHG33nqrbrrpJt155506/fTTtXPnTi1YsKB5hrskPfPMMzryyCN1ySWXaNKkSTryyCNb3ewOAHqChpChq5ftOSi0Z6aatPCcHEI7AABAEoq5475ixQpddNFFys/P15QpU1RaWtp8LicnR/X19SorKztorFt7LF68uMVrk8mkadOmadq0aW1+THZ2tv73f//3kN8TALqL+mBEU/+6R+/vaGxxvLfDrAVn5+rIXtY4VQYAAIDvI+aO+69//WsVFBRo+fLl+sUvfnHQ+R/84Af6+OOPO7Q4AEBs9jZGNPHtyoNC+4A0i946P4/QDgAAkMRi7rivWrVKM2bMkN1ul9/vP+h8v379mmevAwC6zk5/WJe8Xakvq0Mtjg/LTNHCc3LV12WJU2Xorhy33ipJGlRTI0dmpgKPPRbnigAA6N5iDu5msznqRnQVFRVyONilGAC60qa6kCa+XamNdeEWx0fmWDX/7Bzl2Ant6Hipc+ZIkg4MXiW4AwDQuWK+VX7kyJF66623Wj3X1NSkV155RSeccEKHFQYAiO6r6qDOW7L7oNA+Jj9Vr5+bS2gHAADoJmIO7rfffrs++OAD3XLLLfr8888lSTt37tS7776riy66SBs3btQdd9zRaYUCAP5jdWWTzl9SqR3+yP9v777jo6jzP46/N5vd9J4QIQkgEFpAUEARBYEgFsQKP0AEwUI5y3l2VDixnGc7KygqJ4qCIhbArpQAoggoKKKISBOFkEr6bnbn90cgMAcphITZJK/n48HjHvvZyeSz+bi5fWdmvmOqn5cYoHcHxircWbNbdQIAAMD3VPtU+X79+mnGjBm64447NGfOHEll91k3DEMRERF65ZVX1KNHjzprFABQZsVfJbpycaby3IapPqRVkF7oHSWHn82izgAAAFAXqh3cJWnIkCG68MILtXTpUm3dulVer1cnn3yyUlNTFRoaWlc9AgAO+GRnkcYsy1KJ+ex4XdMuRI/3jJCd0A4AANDgVDu4f/XVV2rXrp1iY2M1aNCgI57PzMzUL7/8orPOOqtWGwQAlHlna6EmrMiWx3ygXbeeEqrJp4XLZiO0AwAANETVvghy8ODBWrp0aYXPp6WlafDgwbXSFADAbOYv+Rq3/MjQPrV7uKZ0iyC0AwAANGDVPuJuGEalz7tcrkpvFwcAOHaGYeipH/P1wLr9prpN0lO9IjWmXYg1jQEAAOCEqTS479+/X7m5ueWPs7KytGvXriO2y8nJ0bvvvqumTZvWfocA0EgZhqF/rt2vZzfmm+r+NmlGnyhd0SrYos4AAABwIlUa3KdPn67HHntMkmSz2TRp0iRNmjTpqNsahqHJkyfXfocA0Ah5vIZu/TpHr/1aaKoH2qXX+8VoYFKgRZ0BAADgRKs0uPft21eBgYEyDEMPPPCALr/8cnXu3Nm0jc1mU3BwsE499VR17969TpsFgMbA5TE0YUW23ttWZKqHO2x6a0CMep0UYFFnAAAAsEKlwb1nz57q2bOnJKmkpESDBw9WSkrKCWkMABqjwlKvrl6SpS92l5jqMQF+endgjLrGOi3qDAAAAFap9uJ0d99991Hre/bsUU5Ojtq3b19rTQFAY5Tr8mr4l5n6eq/LVE8Ituv982LUNtJhUWcAAACwUrWXgZ81a5bGjx9vqt12223q2LGjevXqpd69eyszM7PWGwSAxmBfkUeDP8k4IrS3CrPrk0GxhHYAAIBG7JiCe1hYWPnj5cuX67///a+GDBmiKVOmaNu2bXriiSfqpEkAaMj+yC/VhZ9k6Icst6neKdqhTwfFqXlotU+OAk6IvGXLlLds2NCwNgAAIABJREFUmTa9/rryli2zuh0AABq8an8a3LFjh6666qryxx988IESEhL04osvys/PT7m5uXr//ff1yCOP1EmjANAQ/Zbr1qWfZeqPAo+pfnqcU/POjVFkQLX/vgqcMN6uXSVJhSEh8iYnW9wNAAANX7WDu8vlksNx6FTNpUuXasCAAfLzK/tQ2apVK+3Zs6f2OwSABuqHTJeu+DxT+4q9pnr/ZgGa3T9aIQ5COwAAAI7hVPkWLVpo2YHT4b777jtt375d/fv3L38+PT3ddCo9AKBi3+wt0UWfZhwR2i9uEai5A2II7QAAAChX7SPu11xzje644w5t3rxZf/75pxISEnTuueeWP//NN9+wsjwAVMPi3cW6anGWijyGqX5VcrCe7hUpfz+bRZ0BAADAF1U7uF933XVyOp36/PPP1aVLF91yyy0KCgqSJGVnZ2vfvn265ppr6qxRAGgIFmwv0nVpWXKbD7TrbykherhHhGw2QjsAAADMjmmp4tGjR2v06NFH1KOiospPowcAHN3rvxbollU58poPtOueU8N0R5cwQjvqDcesWZKk2L175YiPl3vMGCvbAQCgweMeQwBwAjy3MU+T1+w/ov7oGREa3zHUgo6Amgu+5RZJUssDj3MJ7gAA1KlqB/fBgwdXuY3NZtPChQuPqyEAaEgMw9DD3+fpiQ15prrdJj1/dpRGtAm2qDMAAADUF9UO7l6v94jTOD0ej3bt2qXdu3erVatWatq0aa03CAD1ldcwdNfqXL38c4Gp7vST/ts3Whe1CLKoMwAAANQn1Q7uH330UaXP/eMf/9Crr75aK00BQH3n9hq6YWW25m0tMtVD/G2akxqtc5oFWtQZAAAA6ptauVHwoEGDNGTIEN1zzz21sTsAqNeKSw2NXpJ1RGiPdNq04PxYQjsAAACOSa0Ed0lq27atvvvuu9raHQDUS3lur4Z+kaFPdhWb6vFBfvr4wjh1j3Na1BkAAADqq1pbVf6LL75QeHh4be0OAOqdrGKPhn6RqXUZblO9RahdH5wXq5PDuZEHAAAAjl21P0U++uijR63n5uZq5cqV+vHHH3X77bfXWmMAUJ/8VejR5Z9l6OecUlO9faS/3hsYq2Yhdos6AwAAQH1X7eD+73//+6j1yMhItWrVSs8++6yuuuqqWmsMAOqL7XmluuTTDO3I95jqp8U6NP/cGEUHEtoBAABQc9UO7tnZ2XXZBwDUS5uy3br8swztKfKa6mef5NTcATEKc9TaUiIAAABopLjgEgBqaN0+l4Z8kaHsEsNUPz8pUK/2jVaQv82izgAAANCQcCgIAGog7c8SXfLpkaH9/1oFaXZ/QjsAAABqT4VH3KOiouTn56e//vpLTqdTUVFRstmq/iBqt9sVExOjc845Rw8//LBiY2NrtWEAsNpHO4p0TVqWSsyXtOv69iF6tGeE/KrxuxIAAACorgqD+5133imbzSZ/f3/T46p4PB7t2bNHCxYsUF5enubMmVN73QKAxd76rVA3rMyWx3ygXbefEqZ7Twur1u9JAAAA4FhUGNwnTZpU6eOqtG3bVo8//njNugIAH/TSpnzduTr3iPqD3cN1U+cwCzoCrFH49NOSpPS9e9UkPt7ibgAAaPjqbHG6wYMHKyYmpq52DwAnjGEYemJDnh7+Ps9Ut0l65qxIjW4bYk1jgEXcY8ZIkjK2bFFUcrK1zQAA0AhUGNznzp1box2OGDFCktSyZUu1bNmyRvsAAF9hGIbuW7Nf037KN9UdftLLfaJ16clBFnUGAACAxqLC4P63v/3tiNrBazcNwzhqXToU3AGgvvN4Dd2yKkeztxSa6kF2m2b3j9aAxECLOgMAAEBjUmFw37Bhg+lxXl6eJkyYoLCwMI0fP15t2rSRYRj67bffNGPGDBUUFOjFF1+s84YB4EQo8RgatzxLC7YXm+rhDpvePjdGZ8YHWNQZAAAAGpsKg3vz5s1Nj2+++WZFRUVpwYIFpiPsnTp10sUXX6xLLrlEM2bM0DPPPFN33QLACVDg9mrUkiwt+bPEVI8N9NO7A2PUJcZpUWcAAABojPyqu+GiRYs0ePDgo97qyM/PTxdffLEWLVpUq80BwImWU+LV5Z9nHhHaE0Ps+uTCWEI7IMlv/Xr5rV+v4J9/lt/69Va3AwBAg1ftVeVLS0u1c+fOCp/fvn273G53rTQFAFZIL/Lo8s8ztTHL/LusTbi/3j8vRkmhdXYjDqBeCevbV5LU8cDj3Jwcy3oBAKAxqPYR9/79++ull17SO++8Y1qczjAMzZs3T6+88opSU1PrpEkAqGu78kt1wcf7jgjtnaMd+uTCWEI7AAAALFPtT6KPPfaYfvnlF40fP1733XefTj75ZNlsNv3+++9KT09XcnKy/v3vf9dlrwBQJ37NceuyzzK1u9Bjqvds4tRbA2IUGVDtv3ECAAAAta7awT0+Pl7Lly/XrFmz9Pnnn2vXrl0yDEOdOnXSwIEDdfXVVyswkFsjAahf1me4dMXnmcos8ZrqAxIC9Hr/aAX7E9oBAABgrWM69zMgIEDjx4/X+PHjj/r8pk2b1LFjx6M+BwC+ZtWeEg3/MlP73YapfmnLIL3UJ0pO+5GLcQIAAAAn2nEfStqzZ4+ee+459e7dW2effXZt9AQAde6LP4p1xedHhvZRycGaeQ6hHQAAAL6jRqst5efna+HChZo3b55Wrlwpj8ejDh066JZbbqnt/gCg1r33e6HGLc9WqTmz66ZOoXqge/hRb3sJAAAAWKXawd3j8ejLL7/UvHnz9Mknn6ioqEg2m03XXXedbrjhBrVo0aIu+wSAWvHa5gLdsipH/5PZNfm0cN16SiihHQAAAD6nyuC+du1avf3223r//feVmZmpDh066LbbblP37t116aWXqm/fvoR2APXCMz/m6Z9r9x9Rf6JnhK7rEGpBRwAAAEDVKg3u3bp107Zt25SYmKhRo0ZpyJAhSklJkSTt3LnzhDQIAMfLMAxN2+7QrD/Mod1uk6b3jtKw1sEWdQYAAABUrdLg/vvvv6tFixa67777dOGFFyo4mA+3AOoXr2Hozm9yNesPh6keYJde7RutC5sHWdQZAAAAUD2Vrio/bdo0nXzyyRo/frzatm2ra6+9Vh9//LHcbveJ6g8Ajsu/vs/TK78UmGqh/ja9c24soR0AAAD1QqVH3K+88kpdeeWV2rt3r+bNm6d58+Zp5MiRCg8P19lnny2bzcZCTgB81nu/F+qJDXmmWlSATfPPjVW3OKdFXQEAAADHplr3cY+Pj9dNN92kFStWaNWqVRo7dqw2bNggwzB04403auLEiVq4cKEKCgqq3hkAnADrM1y6YWWOqRYb6KePL4gjtAMAAKBeOeb7uHfo0EH333+/7r//fq1YsUJvv/22Fi5cqLfeekuBgYH666+/6qJPAKi2vYUejVycpSLPoZu++dsMvdE/Wh2iHJV8JYDqcF19tSQpNzdXERERFncDAEDDd8zB/XC9e/dW79699eSTT+rjjz/WvHnzaqsvAKiREo+hUUuytLvQY6pPau1Sz/gAi7oCGpaiZ56RJO3YskXJyckWdwMAQMN3XMH9oICAAF122WW67LLLamN3AFAjhmHoH6ty9O0+l6k+oWOILo4utKgrAAAA4PhU6xp3AKgPpv2Urzm/mQN6v2YBeqgHp/ICAACg/iK4A2gQvvyjWFPW7jfVWofb9WrfaPn7cfcLAAAA1F8EdwD13pZct65Jy5L30Fp0CnfYNDc1RpEB/JoDAABA/cYnWgD1Wk6JV8O/zNR+16HU7meTZvaNVttIVpAHAABA/Vcri9MBgBVKvYbGLsvS1v3mFeSndg/XuYmBFnUFNHwRkZGSpO4HHufm5FjXDAAAjQBH3AHUW5PX5GrpnyWm2vDWQboxJdSijgAAAIDaR3AHUC/N/rVAL2wqMNV6xDn0dK8o2WwsRgcAAICGg+AOoN75Zm+Jbv3afGpus2A/ze4fo0B/QjsAAAAaFoI7gHplV36pRi3Jktt7qBZkt2lOaoxOCrZb1xgAAABQRwjuAOqNArdXVy7O0r5ir6k+7exIdY11WtQVAAAAULcI7gDqBcMw9LeV2foxy22q335KmC5vFWxRVwAAAEDdI7gDqBce25CnBduLTbULmwfqntPCLOoIAAAAODEI7gB83sLtRXrk+zxTrWOkv2b0iZIfK8gDAACggSO4A/BpP2a5NWFFtqkWHeCnOQNiFObgVxgAAAAaPj71AvBZ+4o8GvFlpgpLjfKav016vX+0Wob5W9gZAAAAcOIQ3AH4JJfH0OilWfqjwGOqP94zUmefFGBRVwAAAMCJR3AH4HMMw9Dt3+To670uU/269iEa2z7Eoq4AAAAAaxDcAficl34u0Ou/FppqvU9y6pEzIizqCAAAALAOF4kC8CnL/izWPd/mmmotw+x6rV+0HH6sIA/4Ak+XLpKk4pISBQZw6QoAAHWN4A7AZ2zNLdWYpVnyHFqLTqH+Ns1NjVF0oN26xgCY5KelSZK2bNmi5ORki7sBAKDhs+xU+Zdfflm9evVSUlKSkpKSdO655+qzzz4rfz49PV0TJ05U+/bt1bRpU11xxRXaunWraR8lJSW644471KpVKzVr1kzDhw/X7t27T/RLAVALcl1ejVicqRzXodRuk/TyOVHqEOWwrjEAAADAYpYF92bNmmnq1KlKS0vT0qVL1adPH40cOVIbN26UYRgaOXKkfv/9d7355ptavny5kpKSdMkll6igoKB8H5MmTdKiRYs0c+ZMffzxx8rLy9OwYcPk8Xgq+c4AfI3Ha+j6tCz9mltqqk/pFq4LmgdZ1BUAAADgGyw7VX7QoEGmx5MnT9bMmTO1Zs0aBQYGas2aNVqxYoU6d+4sSfrPf/6jtm3b6t1339Xo0aOVm5ur2bNna9q0aerXr58kacaMGercubOWLVum1NTUE/6aANTM1HX79fkfJaba0FZBuqVzqEUdAQAAAL7DJ1aV93g8evfdd1VQUKDTTz9dJSVlH+ADAwPLt/Hz81NAQIC+/vprSdL69evldrvVv3//8m0SExPVrl07rV69+sS+AAA19tZvhXp2Y76pdlqsQ8+eFSWbjcXoAAAAAEsXp/vpp580cOBAFRcXKyQkRG+88YZSUlLkdruVlJSkBx54QM8++6xCQkI0ffp07d69W3v37pVUdg283W5XTEyMaZ9xcXFKT0+v9Ptu2bKlzl5TbaovfYJZ1dTGPD/d/EOAyq5mLxPr9OrBk/frj225FX9hDTGn+oNZ1R/Mqv5gVvUHs6ofmFP9UR9mVdVir5YG9+TkZK1YsUK5ublauHChJk6cqA8//FAdO3bU7NmzdeONN+rkk0+W3W5X3759de6551a5T8MwqjxKVx9WwGWl3vqDWdXMnwUe3b0oXS7DW14LsEtvD4xXtzhnrX8/5lR/MCvfF3rOOZIO3Q7u4Crz8F28r+oPZlU/MKf6o6HMytLg7nQ61apVK0nSqaeequ+++07Tp0/X888/r65du2rlypXKzc2V2+1WbGysUlNTdeqpp0qSmjRpIo/Ho8zMTMXGxpbvMyMjQ7169bLk9QConqJSQyOXZGpvkddUf/asqDoJ7QBql33DBklSiMV9AADQWPjENe4Heb1euVwuUy0iIkKxsbHaunWrvv/+e1144YWSpK5du8rhcGjp0qXl2+7evVubN2/WGWeccUL7BlB9hmHoxpXZ+j7Dbar/vVOohrUOtqgrAAAAwHdZdsT9/vvv18CBA5WQkKD8/HzNnz9fK1eu1Lx58yRJH3zwgaKjo9W8eXP99NNPuvvuuzVo0KDyxegiIiI0atQoTZkyRXFxcYqKitK9996rlJQU9e3b16qXBaAKT/2Yr3e3FZlq5yUGaEq3cIs6AgAAAHybZcF97969GjdunNLT0xUeHq6UlBTNnz+//DZue/bs0b333qv09HTFx8dr+PDhuvPOO037+Ne//iW73a6xY8equLhYffr00Ysvvii73W7FSwJQhY93FunBdftNtXYR/nr5nGjZ/VhBHgAAADgay4L7Cy+8UOnzEyZM0IQJEyrdJjAwUI8//rgef/zx2mwNQB3YlO3WuLRsGYfVIp02zR0Qo3CnT121AwAAAPgUPi0DqHOZxR6N+DJT+aWHYrvdJr3WL1qtwi1dIxMAAADweQR3AHXK7TV09dIs7cj3mOqPnB6hc5oFWtQVAAAAUH8Q3AHUqbtX52rlHvPdIsa0Ddb1HbiRFAAAAFAdBHcAdWbmL/ma+UuBqdYr3qnHekbKZmMxOgAAAKA6CO4A6sSKv0p01ze5plpSqF2v94+W005oBwAAAKqL4A6g1m3PK9XVS7N02Fp0CvG3aW5qjGIDuV0jAAAAcCwI7gBqVZ7bqyu/zFRWiddUf7FPlDpFOyzqCgAAAKi/CO4Aao3XMDQuLVubckpN9XtODdPgFkEWdQUAAADUbwR3ALXm4e/265NdxabapS2DdEeXMIs6AgAAAOo/f6sbANAwzP+9UE/+kG+qnRLt0PTerCAPNDS5OTmSpC1btig5OdnibgAAaPg44g7guH2f4dKNK7NNtbhAP81JjVawP79mAAAAgOPBJ2oAx2VPoUcjF2eq2HOo5vST3ugfrcRQTuoBAAAAjhfBHUCNFZcaumpJpv4sNK8g/1SvSJ0RH2BRVwAAAEDDQnAHUCOGYejvq7K1dp/bVL8hJVQjk0Ms6goAAABoeAjuAGrk+Y35entrkamWmhCgqd3DLeoIAAAAaJi4ABXAMft8V7GmrN1vqrUJ99fMc6Ll78cK8kBDF/T3v0uSWuTmKigiQkXPPGNxRwAANGwEdwDHZHOOW9elZck4rBbutGnugGhFBnASD9AYOF97TZIUd+AxwR0AgLrFp2wA1ZZd4tWILzO1330otvvZpFf7Ris5wmFhZwAAAEDDRXAHUC2lXkNjl2Xp9zyPqf5gjwilJgRa1BUAAADQ8BHcAVTLvd/matmfJabayORg/a0jK8gDAAAAdYngDqBKr/9aoBk/F5hqZzRx6j9nRspmYzE6AAAAoC4R3AFUatWeEt32dY6plhBs1+z+0QqwE9oBAACAukZwB1ChnfmlGr00S27voVqQ3aY5A6LVJMhuXWMAAABAI0JwB3BU+e6yFeQzir2m+gu9o9QlxmlRVwAAAEDjQ3AHcASvYWjiimz9lF1qqt/RJUyXnhxkUVcAAABA40RwB3CER9fnadGOYlPtouaBmnRqmEUdAQAAAI0XwR2AyQfbivTo+jxTLSXKXy/2iZIfK8gDAAAAJxzBHUC5DZkuTVyRbarFBPhpTmqMQh38ugAAAACswCdxAJKk9CKPRi7OUpHHKK/526TZ/aPVIszfws4AAACAxo3gDkAlHkOjlmTpjwKPqf7kmZHqdVKARV0BAAAAkCQOowGNnGEYuu3rHK1Od5nq4zqE6Op2IRZ1BcCX5S1bJknatXOnkpo3t7YZAAAaAYI70Mi9sKlAb2wpNNXOaRqgf50eYVFHAHydt2tXSVJhSIi8yckWdwMAQMPHqfJAI7Zkd7HuW5Nrqp0cZtesftHy92MFeQAAAMAXENyBRuq3XLfGLsuS99BadApz2DR3QIyiAvjVAAAAAPgKPp0DjVBOiVcjFmcp13UotdskvXJOtNpHOqxrDAAAAMARCO5AI+PxGrouLUtbcktN9fu7h+u8pECLugIAAABQERanAxqZf67dry93l5hqw1oH6eZOoRZ1BKC+ccyaJUmK3btXjvh4uceMsbIdAAAaPII70IjM2VKg53/KN9W6xTr0TK8o2WwsRgegeoJvuUWS1PLA41yCOwAAdYpT5YFG4tv0Et2yKsdUaxrspzdTYxToT2gHAAAAfBXBHWgE/sgv1VVLsuTyHqoF2qU3+8fopGC7dY0BAAAAqBLBHWjgCku9GrkkS+lFXlP9ubOidFqc06KuAAAAAFQXwR1owAzD0I0rc7Qh022q33pKqIa2DraoKwAAAADHguAONGBP/pCv97YVmWrnJwXqvtPCLeoIAAAAwLEiuAMN1Ic7ivTQd/tNtQ6R/nqpT5T8WEEeAAAAqDcI7kADtDHLrfHLs021qACb5g6IUbiTtz0AAABQn/AJHmhgMoo9GrE4UwWlRnnNbpNe6xejlmH+FnYGAAAAoCYI7kAD4vIYGr0kS7vyPab6o2dEqE/TAIu6AgAAAHA8CO5AA2EYhu78Jker9rpM9Wvahei6DqEWdQUAAADgeBHcgQbilV8KNOvXQlPtrJOcerRnhEUdAQAAAKgNBHegAUj7s0R3r8411VqE2vV6v2g5/FhBHgAAAKjPCO5APbdtf6nGLMuU59BadAr1L1tBPibQbl1jAAAAAGoFS0wD9dh+l1cjFmcqu+RQardJmtEnSh2jHNY1BqBBK3z6aUlS+t69ahIfb3E3AAA0fAR3oJ7yeA1dvzxbv+SUmur3nRauQS2CLOoKQGPgHjNGkpSxZYuikpOtbQYAgEaAU+WBeuqh7/brs13FptoVJwfp1lNYQR4AAABoSAjuQD00b2uhnvox31TrGuPQc2dHymZjMToAAACgISG4A/XMun0u3fRVtqkWH+SnN1NjFOzPWxoAAABoaPiUD9QjfxV6NHJxpko8h2pOP+mN/jFKCGEFeQAAAKAhYnE6oJ4oKjU0cnGm9hR5TfVnzopSjyZOi7oC0Bj5rV8vSQreuVN+BQXydu1qcUcAADRsBHegHjAMQ3//KlvfZbhN9Zs6hWpEm2CLugLQWIX17StJ6njgcW5OjmW9AADQGHCqPFAPPPNjvub9XmSqnZsQoPu7hVvUEQAAAIATheAO+LhPdxVp6rr9plrbCH+90jdadj9WkAcAAAAaOoI74MN+znbr+rRsGYfVIpw2zU2NUYSTty8AAADQGPDJH/BRWcUejVicqTz3odhut0mz+kardQTLUwAAAACNBcEd8EFur6Exy7K1Pc9jqj98eoT6JQRa1BUAAAAAKxDcAR90z7e5Wv5Xiak2KjlY4zuEWNQRAAAAAKsQ3AEfM2tzgV7+ucBUOzPeqSfPjJTNxmJ0AAAAQGNDcAd8yFd7SnT71+b7ISeG2PV6v2g57YR2AAAAoDEiuAM+YkdeqUYvyVLpYUvIB/vbNCc1WnFBdusaAwAAAGApgjvgA/LcXo1YnKnMEq+p/kLvKJ0S47SoKwAAAAC+gHtK+aj7f3UqfE+2usc51C3WqZRohxx+nCrdEHkNQxOWZ2tTdqmpfnfXMF3SMsiirgAAAAD4CoK7Dyr1GlqcYVdxeqHm/lZWC7Lb1CXGoW5xTvWIc6pbnEOJIXYWK2sA/vV9nj7aWWyqXdwiUHd2DbOoIwAAAAC+hODug37OKVWx1xzIizyGvkl36Zt0V3ktPshP3eKc6h7nVLdYp06LcyjMwdUP9cl7vxfqiQ15plrnaIde6B0lP/4oAwAAAEAEd5+0bp+r6o0k7S3y6uOdxfr4wNFam6QOkf6HwnycUx0i/WXnFHuftD7DpRtWmleQjw3005zUaIXwBxgAPsx19dWSpNzcXEVERFjcDQAADR/B3QcNaRWkgP17tCegidbuc2ndPpf2FHmr/DpD0qacUm3KKdXsLYWSpFB/m7rGOsqDfPc4p5oGs0K51fYWejRycZaKPIeWkHf4SW/0j1ZSKG9LAL6t6JlnJEk7tmxRcnKyxd0AANDwkRB8UKjDT90jvUpOLrvG2TAM7S7waO0+d1mQz3BpfYbbFPoqkl9qaOUel1buOXQUPyHYru5NHOoeWxbmu8Y6FOzPEd4TpcRjaNSSLO0u9Jjq/zkzUj3jAyzqCgAAAICvIrjXAzabTYmh/koM9delJ5etMu72GtqUXRbk1+5za90+l37NLa1iT2V2F3q0e7tHC7aXnWJvt0kdoxzqHld2ZL57nFPJEf5cY10HDMPQP1bl6Nv/uRxiQscQjWobYlFXAAAAAHwZwb2ecvjZ1CXGqS4xTl3bvqyWU+LV9xmuA2G+LND/733Bj8ZjSD9mufVjlluvbi47xT7cadNpsc4DR+XLAn1cEKfYH69pP+Vrzm+Fplq/ZgF6qAfXiAIAAAA4OoJ7AxIZ4Kd+CYHqlxAoqezo7o58T3mQX7fPpQ2ZbrmqzvLa7zK07M8SLfuzpLzWItR+2LXyDp0S7VSgP0flq+vLP4o1Ze1+U611uF2v9o2WPwsIAgAAAKgAwb0Bs9lsahnmr5Zh/hrSKlhS2fXVG7Pc5UF+7T6Xfs/zVLGnMjvyPdqRX6R3txVJKltMrXO0o3zRu+6xTrUK597yR7Ml161r0rLkPWxZgnCHTXNTYxQZwPoCAAAAACpGcG9kAuw2dTtw1PygzGKP1u1za21GWZhft8+lHFfVC9+5vdJ3GW59l+HWyz8XSJKiAmzli94dPDof1ciDaU6JVyO+zNL+w36mfjZpZt9otY10WNgZANRMRGSkJKn7gce5OTkVbwwAAI4bwR2KCbRrYJJdA5MOnWK/dX9p+Sr2a/e5tDHLrdKqs7yySwx9sbtEX+w+dIp963C7usU51eNAmE+JcshpbxxH5Uu9hq5ZlqXf9psXDpzaPVznJgZa1BUAAACA+sSy4P7yyy/r1Vdf1a5duyRJ7du31+23367zzjtPkpSfn6+pU6fqo48+UlZWlhITEzV27FjdcMMN5fsoKSnRfffdp3fffVfFxcXq06ePnnzySSUkJFjymhoKm82mNhEOtYlwaHibslPsi0oN/ZDp0toMt9amu7Q2w6Vd+dU7xX7rfo+27i/SvK1lp9gH2KUu0YcWvese51Tz0IZ5iv3kNblactg6AZI0vHWQbkwJtagjAAAAAPWNZcG9WbNmmjp1qlq3bi2v16u5c+dq5MiRWrZsmTp16qR7771Xy5Yt04svvqgWLVpo1apV+vvf/66YmBgNHz5ckjRp0iR9/PHHmjlzpqKionTvvfdq2LBhSktLk93OCui1KcihHdzXAAAWrUlEQVTfpjPiA3RGfICUUlZLL/Icdq28W99luJTnrvqwfIlH+naf68At0cpOsY8L9Dt0rXycQ6fGOhXhrN+n2M/+tUAvbCow1XrEOfR0r6gG+UcKAAAAAHXDsuA+aNAg0+PJkydr5syZWrNmjTp16qRvv/1Ww4YNU58+fSRJLVq00OzZs7Vu3ToNHz5cubm5mj17tqZNm6Z+/fpJkmbMmKHOnTtr2bJlSk1NPeGvqbFpEmTXhc2DdGHzsnvLe7yGfs0tPRTmM9zalO02LchWkX3FXn26q1if7iq7t7xNUrtI/7Iwf+CWdB2jHPVm9fVv9pbo1q/N13w2C/bT7P4xrMQPAAAA4Jj4xDXuHo9HH3zwgQoKCnT66adLknr27KlPP/1Uo0ePVmJiolavXq2NGzfq5ptvliStX79ebrdb/fv3L99PYmKi2rVrp9WrVxPcLWD3s6lDlEMdohwa1TZEkpTv9mp9prt8Bft1+1z6s7Dq+9EZkn7JKdUvOaV6c0vZfc+D/W3qGuM47JZ0TiWE+N6ZFbvySzVqSZbch73MILtNc1JjdFKw7/ULAAAAwLfZcnJyqnE8tG789NNPGjhwoIqLixUSEqKXX365/Bp3l8ulf/zjH3rzzTfl71/294XHHntM11xzjSTpnXfe0YQJE5SRkWE67Xjw4MFq3bq1nn766Qq/75YtW+rwVaEq6SU2bczzK//3c76fir01Owod5/QqJcyrzmFl/9sh1Csrs3GRR7ruh0D9WmA+zf/hdiUaGFe9NQEAwNd179HD9HjtmjUWdQIAQMOQnJxc6fOWHnFPTk7WihUrlJubq4ULF2rixIn68MMP1bFjR82YMUOrV6/W3LlzlZSUpFWrVmny5Mlq3ry5BgwYUOE+DcOo8vrhqn4ovmDLli31os+aSJZ01mGPS72Gfs4p1bp9Lq05cFR+c06pqvMXpX0uPy3L9NOyzLLHfjapQ6R/+VH5HnFOtY3wl70OT7E/OCvDMDRmWZZ+LSg2PX/7KWG6oRsLJlqtIb+nGhpmVf8wL9/H+6r+YFb1A3OqPxrKrCwN7k6nU61atZIknXrqqfruu+80ffp0Pf7443rggQc0a9YsXXDBBZKkTp066ccff9Rzzz2nAQMGqEmTJvJ4PMrMzFRsbGz5PjMyMtSrVy9LXg9qxt/Pps7RDnWOdmhMu7JT7HNdXq3PcJluSbevuOpT7L2G9FN2qX7KLtVrv5adYh/msOnU2LJF77rFlp1iH18Hh+Uf25CnBdvNof3C5oG657SwWv9eAAAAABoPn7jG/SCv1yuXyyW32y23233EyvB2u11eb1l469q1qxwOh5YuXaqhQ4dKknbv3q3NmzfrjDPOOOG9o3ZFOP10TrNAndPs0L3ld+Z7Dix659K6fW5tyHSpuBpnn+e5DS3/q0TL/zp0W7akUHv5onfd45zqEuNU0HEsGrdwe5Ee+T7PVOsY6a8ZfaLkxwryAAAAAI6DZcH9/vvv18CBA5WQkKD8/HzNnz9fK1eu1Lx58xQeHq6zzjpLU6dOVUhIiJKSkvTVV1/prbfe0tSpUyVJERERGjVqlKZMmaK4uLjy28GlpKSob9++Vr0s1BGbzaYWYf5qEeavy1uV3Vve5TH0U/ahI/Lr9rn12/7Sau1vV75Hu/KL9P72snvL+9uklGiHepQvfOdQ63D/aoXuX/NtmrAx21SLDvDTnAExCnPU71vaAQAAALCeZcF97969GjdunNLT0xUeHq6UlBTNnz+/fDX4//73v5o6darGjRun7OxsJSUl6d5779W4cePK9/Gvf/1LdrtdY8eOVXFxsfr06aMXX3yRe7g3Ek572Snwp8Y6dX2Hslp2iVffZbi0Jt1VfnQ+u6Tqq+VLDWlDplsbMt165Zeye69HOG3qFnvoWvlucQ7FBJr/29pX5NFtPweosPTQ9/C3Sa/3j1bLMJ86oQUAAABAPWXpqvKoWENZRMFqhmFoW56n/Kj82n0u/ZjlNt2q7VicHGYvX/iuW6xTU9bm6uu9LtM2T50ZqbHtQ2qhe9Qm3lP1B7PyfRGRkabHuTk5FnWC6uJ9VX8wq/qBOdUfDWVWHBJEg2az2dQq3F+twv31f63LTrEvLjX0Y1bZKfbrDhyd35FfvVu1bcvzaFtekd75veioz1/XPoTQDgAAAKBWEdzR6AT629SjiVM9mjjLa/uKPFp3YBX7dQcC/X7XsZ2M0vskpx45I6K22wUAn+Pp0kWSVFxSosCAAIu7AQCg4SO4A5Liguw6PylI5ycFSZK8hqEtuaXli96t3efST9lueSrI8i3D7HqtX7QcdXi/eADwFflpaZIazumHAAD4OoI7cBR+NpvaRTrULtKhkQc+kxaWerUh06216YduSfdHgUcnB3v19oAmig5kUUQAAAAAtY/gDlRTsL+fzowP0Jnxh04LdXkM7fj9NyVHOizsDAAAAEBDxk2mgePgtHNqPAAAAIC6RXAHAAAAAMCHEdwBAAAAAPBhXOMOAACOSeg550iSOhy4HdzBVeYBAEDdILgDAIBjYt+wQZIUYnEfAAA0FpwqDwAAAACADyO4AwAAAADgwwjuAAAAAAD4MII7AAAAAAA+jOAOAAAAAIAPI7gDAAAAAODDCO4AAAAAAPgwgjsAAAAAAD6M4A4AAAAAgA8juAMAAAAA4MMI7gAAAAAA+DCCOwAAAAAAPsyWk5NjWN0EAAAAAAA4Oo64AwAAAADgwwjuAAAAAAD4MII7AAAAAAA+jOAOAAAAAIAPI7gDAAAAAODDGnVw/89//qN+/fopKSlJrVu31rBhw7Rp0ybTNoZh6JFHHlH79u110kknadCgQfr5559N2zzxxBM677zz1KxZM0VGRh71e6WlpWngwIFKTExUu3bt9M9//lOlpaWV9rdnzx5dd9116tGjh6KjozVx4sQjtnnttdd0wQUXqGXLlmrevLkuuugiff3111W+9oULF+ryyy9X69atFRkZqRUrVhx1u3Xr1unSSy9VQkKCEhMTNXDgQGVmZla5/9rEnCqe044dOxQZGXnUf88++2yV+69tzKry99TevXs1btw4tW3bVs2aNdNZZ52lefPmVbnvusCsKp/Vtm3bNHLkSLVu3VpJSUkaM2aM0tPTq9x3XWiss3K73frnP/+pXr16qVmzZmrXrp2uu+467dq1y7RdSUmJ7rjjDrVq1UrNmjXT8OHDtXv37kr3XReYU+VzmjVrli666CI1b95ckZGR2rFjR6X7rUvMquJZZWdn64477lCPHj100kknKSUlRbfeequysrIq3XddYVaVv69uvvlmde3aVSeddJJat26tESNGaPPmzZXuu64wq8pndfjP4IorrlBkZKQWLFhQ6b7/V6MO7itXrtS1116rzz77TAsXLpS/v78uvfRSZWdnl2/zzDPPaNq0aXr00Ue1ZMkSxcXF6bLLLlNeXl75NiUlJbrooouO+h+AJG3cuFFDhw5Vv379tHz5cs2cOVOffPKJ7r///kr7KykpUXR0tG655RZ17969wtdw2WWXacGCBVq8eLGSk5N1xRVXaOvWrZXuu7CwUKeffroefvjhCrdZu3atLrvsMp199tn64osvtGzZMt14443y9/evdN+1jTlVPKfExERt3rzZ9O/JJ5+UzWbTxRdfXOm+6wKzqvw9NWHCBP3666+aM2eOVq1apeHDh2v8+PH66quvKt13XWBWFc+qoKBAl112mQzD0IIFC/Tpp5/K5XJp+PDh8nq9le67LjTWWRUWFmrDhg26/fbblZaWpjlz5mj37t0aMmSI6QPapEmTtGjRIs2cOVMff/yx8vLyNGzYMHk8nkr7rm3MqfI5FRYWqn///rr77rsr7fNEYFYVz+qvv/7SX3/9palTp2rVqlWaMWOGVq1apWuvvbbSnusKs6r8fXXqqadq+vTpWr16td59910ZhqFLL71Ubre70r7rArOqfFYHPf/887Lb7ZX2WhHu436Y/Px8NW/eXG+++aYuuOACGYah9u3b6/rrr9ftt98uSSoqKlJycrIefPBBjR071vT1CxYs0NVXX62cnBxT/YEHHtAXX3xhOqrzySefaOzYsdqyZYvCwsKq7G3YsGGKjo7WCy+8UOl2hmGoXbt2uu222zR+/Pgq95uZmanWrVtr0aJF6t27t+m5gQMHqnfv3po8eXKV+zmRmFPvSre99NJLZbPZ9P7771e537rGrMyzSkhI0KOPPqqrrrqqvNapUyeNHz9eN910U5X7rkvM6tCslixZoiuuuELbtm0r/2t/bm6uWrZsqffff199+/atct91qTHO6qBffvlFPXv21FdffaWUlBTl5uaqTZs2mjZtmv7v//5PkvTHH3+oc+fOmj9/vlJTU6u979rGnA7N6XDff/+9+vXrpw0bNqhFixbV3mddYlZHn9VBn3/+uYYNG6YdO3YoPDy82vuuC8yq8llt3LhRZ599ttasWaPk5ORq77suMKsjZ/X999/rqquu0rJly5ScnKzXXntNl1xySbX326iPuP+v/Px8eb3e8g9qO3bs0N69e9W/f//ybYKCgtSrVy+tXr262vstKSlRYGCgqRYUFKTi4mKtX7++dpo/wOVyqbi4uMJTS6pr3759+vbbbxUfH6/zzz9fycnJuuCCC5SWllZLndYcc6rY9u3blZaWpjFjxtTqfmuKWZn17NlTH3zwgbKysuT1evXRRx8pMzNT55xzTi10enyY1SElJSWy2WwKCAgorwUGBsrPz69ap+LXtcY8q4NHZQ5+3fr16+V2u02v/eCpk8fy2usCc1Kt/39cXWFWlc8qLy9PAQEBCg4OPq4eawOzqnhWBQUFevPNN5WYmKjmzZsfd5/Hi1mZZ5WXl6drr71WTz31lOLi4mrUD8H9MHfffbc6d+6s008/XVLZ9aiSjvjhxsXFHdO1jqmpqVq7dq3eeustlZaW6s8//9Sjjz5q+h615aGHHlJoaKguuOCC49rP9u3bJUmPPPKIRo4cqfnz5+vMM8/U5Zdfrh9//LEWOq055lSx119/XTExMbrwwgtrdb81xazMXn31VdlsNrVq1UpNmjTRuHHj9Morr+iUU06phU6PD7M6pEePHgoNDdWUKVNUUFCggoIC3XffffJ4PLXec0001lm5XC7dd999Ov/885WQkCBJSk9Pl91uV0xMjGnbY33tdYE5HZqTr2NWFc8qJydHDz/8sEaPHn3CL5U8GmZ15KxeeeUVJSQkKCEhQV9++aUWLlxo+sOzVZiVeVa33nqrUlNTNXDgwBr3Q3A/4J577tE333yj2bNnH3Hdgc1mMz02DOOIWmX69++vBx98UHfeeafi4+PVvXv38qEd/F4H33AJCQn6xz/+UaPX8MILL2jWrFmaPXt2+alM8+bNM+171apV1drXwes4x44dq1GjRqlLly6aMmWKunXrpldffbVG/dUG5lSx0tJSzZkzR1deeaUcDkeNeqtNzOpIDz30kDIzM7VgwQItXbpUN910kyZOnGj5H8OYlVlsbKxmzZqlL774ovzIRW5urrp06VLj69JqS2OdVWlpqcaNG6fc3FxNnz69yu9xrK+9tjGn6s3JFzCrimdVUFCgESNGqGnTpnrggQdq1FttYlZHn9XQoUO1fPlyffTRR2rdurWuvvpqFRYW1qi/2sKszLN66623tHHjRj344IM16uUg6/905gMmTZqk9957T4sWLVLLli3L6/Hx8ZLK/qKfmJhYXs/IyDjmUxxuvPFG3XDDDdqzZ48iIyO1c+dOTZ06tfz6rsOv06jOtRn/64UXXtDDDz+sd955R926dSuvX3DBBaYFGJo2bVqt/R187e3atTPV27Ztqz/++OOY+6sNzKlyn3zyifbs2aPRo0cf89fWNmZ1pG3btumll17SihUr1LlzZ0lS586d9fXXX+ull17Sc889d8w91gZmdXT9+/fX+vXrlZmZKbvdrsjISLVt29bSa3Ib66xKS0t17bXXatOmTfrwww8VHR1d/lyTJk3k8XiUmZmp2NjY8npGRoZ69ep1zP3VBuZ05Jx8FbOqeFb5+fkaOnSoJOntt98+4tTkE41ZVTyriIgIRUREqHXr1urRo4datmyphQsXavjw4cfcY21gVkfOKi0tTb/88ssRZ0uMHTtWp59+uj799NNq9dXog/tdd92l9957Tx9++KHatm1req5FixaKj4/X0qVLddppp0mSiouL9fXXX9foL482m618wPPnz1diYqK6dOkiSWrVqlWNX8Pzzz+vRx55RPPmzdOZZ55pei4sLKxG/8G2aNFCTZs21ZYtW0z1rVu3qmPHjjXutaaYU9Vef/11nXXWWWrTps1x7ed4MaujO/jX7//9y7PdbrdkpXKJWVXHwVOw09LStG/fvlq/vKW6Guus3G63rrnmGv3888/68MMPyz/4HdS1a1c5HA4tXbq0PGTs3r1bmzdv1hlnnFHjXmuKOR19Tr6IWVU8q7y8PA0dOlSGYWj+/PkKDQ2tcY+1gVlV/31lGIYMw5DL5apxr8eDWR19VpMnTz5iEeJevXrpwQcf1KBBg6rdW6MO7rfffrvefvttvfHGG4qMjCy/LiIkJEShoaGy2WyaOHGinnzySSUnJ6tNmzZ64oknFBISoiFDhpTvZ9euXcrOztbOnTslST/88IOksv9oDv6ye/bZZ5Wamio/Pz8tWrRITz/9tF599dUqT7s8uK/9+/fLZrPphx9+kNPpVPv27cv3++CDD+qll15SmzZtyl9DYGCgIiIiKtxvdna2du3apdzcXEllRwMjIiIUHx+v+Ph42Ww23XTTTfr3v/+tTp066ZRTTtH777+vNWvW6LHHHjvmn/XxYE4Vz+nw17Z48WK9+OKL1f/B1gFmVfGs2rZtq1atWum2227TQw89pOjoaH344YdaunSp5syZc8w/6+PFrCp/X73xxhtq27at4uLi9O233+ruu+/W3/72N0tW6W2ssyotLdXVV1+t77//XnPnzpXNZiv/uvDwcAUFBSkiIkKjRo3SlClTFBcXp6ioKN17771KSUk54av/M6eK5ySVXXu6d+9e/fbbb5KkzZs3Kzc3V0lJSYqKijrGn/bxYVYVzyovL0+XX3658vLy9Oabb6qwsLD8D89RUVFyOp3H/gM/Dsyq4ln9/vvvWrhwofr27auYmBj9+eefeuqpp+R0OnXeeefV6Od9PJhVxbNq1qyZmjVrdsTXJiYmms5KqFJOTo7RWP9JOuq/u+66q3yb7Oxs46677jLi4+ONgIAAo1evXsaqVatM+xkxYsRR97No0aLybXr37m2Eh4cbgYGBRvfu3Y133nmnxj0mJSWVP5+UlHTUbUaMGFHpfqdNm1bla8/JyTGmTp1qJCYmGsHBwcZpp51mfPDBB8zJB+d05513GpGRkcaePXt4T/nwrNatW2cMHjzYiIuLM4KDg42UlBRj+vTpzMoHZ3XLLbcYTZo0MRwOh9G6dWvjoYceMrKzs5nVCZzVhg0bKnzt06ZNK99uz549xvXXX29ERUUZQUFBxnnnnWds3LiROfnYnO66664qt2FW1s9q0aJFFW5z+OtiVtbPauPGjcaAAQOM2NhYw+FwGAkJCcbQoUONb7/99oTPiVlV/TvwaL289tprx/Qz5j7uAAAAAAD4MFaVBwAAAADAhxHcAQAAAADwYQR3AAAAAAB8GMEdAAAAAAAfRnAHAAAAAMCHEdwBAAAAAPBhBHcAAAAAAHwYwR0AAAAAAB9GcAcAAAAAwIf9P0EEkAtkA6NKAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-25\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1132342021031464960\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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qyuNP9+7dG+R9ovlKqjRJ3yeHnSopN0yqBgAAAEBzYlrY37Rpk26//XZ98MEHWrNmjYKDgzVx4kQdO3bMfczixYu1ZMkSPfXUU1q/fr1iY2N17bXX6sSJE5Kk9PR0lZeXa9GiRdq8ebOefvpp/etf/9KcOXNqvX5iYqL27Nnj/vPZZ5812HtF83Rxm2DZW1T8ihWWGdqcU2JiRQAAAACaC9NmC1u9erVH++WXX1ZCQoI2b96sMWPGyDAMLV26VDNnztSECRMkSUuXLlViYqJWrlypW2+9VSkpKUpJSXGfo0uXLnrggQf05JNPavHixTVePzg4WHZmAkYDslgsSooL0z9/LHJvW59ZrF90sJlYFQCYJ+irryRJLX/+WUGFhXL1729yRQAABC6/GbNfUFAgl8ulqKgoSae66GdnZyspKcl9TIsWLXTZZZdpy5Yt1Z7nxIkT7nPUZN++ferVq5f69u2r2267Tfv27Tvv9wBUlhLnGewZtw+gOYsYOVIRI0eq99Spihg50uxyAAAIaH6zDticOXPUp08fDRkyRJKUnZ0tSYqNjfU4LjY2VocPHz7nOQ4cOKAXXnhB999/f43XGjRokF588UUlJiYqNzdXzzzzjEaPHq3Nmzerbdu21b4uPT29Lm8JAaS+P/uEUsmiFjJkkSR9d7RUn+9MV0xoLS8E6onPKfizQZXa3K/wd9yjaCq4V5unxFqWsfWLsD9v3jxt3rxZa9euldVq9dhnsVg82oZhVNkmSTk5Obr++us1atQo/eY3v6nxeldeeaVHe9CgQerfv79ef/11TZ8+vdrX1faPicCUnp5+Xj/7ARk5+jK31N3+KbSjLk0M90VpgIfzvVeBxsb9Cn/GZyqaCu5VVMf0bvxz587VqlWrtGbNGnXp0sW9/cx4+pycHI/jc3Nzqzztz87O1tVXX61evXrp5ZdfPueXATVp1aqVevbsqb1799bvTQA1SK60BN/6Q3TlBwAAANCwTA37s2fP1sqVK7VmzZoqS9917txZdrtdaWlp7m3FxcX6/PPPNXToUPe2rKwsjR8/Xt27d9ff//53BQfXvbNCcXGx0tPTmbAPDSK5o+e4/fWZTpW7WIIPAAAAQMMxLezPmjVLr7/+upYtW6aoqChlZ2crOztbBQUFkk5137/33nv13HPPac2aNfr+++913333KTw8XDfccIMk6fDhwxo3bpzatWunhQsXKi8vz32e8vJy97UGDx6sv/71r+72/PnztWnTJu3bt09ffPGFbrnlFhUVFWny5MmN+4+AZmFgbKgiQyt6mxx1uvRVXmkNrwAAAACA82PamP1ly5ZJkntZvTNmz56tuXPnSpJmzJihkydP6sEHH5TD4dDAgQO1evVqRURESJLWr1+vjIwMZWRk6OKLL/Y4z9dff63OnTtLOjWOJS8vz73v0KFDuuOOO5SXl6eYmBgNGjRIH330kRISEhrs/aL5Cg6yaGRHm/6zr9i9LTWzWANjmaUPAAAAQMOwOBwO+hMDNfDFpCev/lCo//7U4W4PbReqD8bF1vAKoO6YoAf+LrLS0rj5Dkc1RwLm4zMVTQX3Kqpj+gR9QHOQHOc5Sd+2IyVyOF0mVQMAAAAg0BH2gUYQF25Vr6iKUTMuQ9p4mFn5AQAAADQMwj7QSCo/3U/NLK7mSAAAAAA4P4R9oJEkx3kuwZd60CnDYMoMAAAAAL5H2AcayaV2m1pYK5bgyywq1578MhMrAgAAABCoCPtAIwkLtujy9p7L7a07SFd+AAAAAL4XXPshAHwluVOYPsqsmJgvNdOp6RdHmFgRADSekltukSTl5+crMjLS5GoAAAhshH2gEVUet/9ZtlNFZS61DKaTDYDAd3LxYknSftaEBgCgwZEwgEbUrXWwElpZ3W1nufRpVomJFQEAAAAIRIR9oBFZLJaqs/KzBB8AAAAAHyPsA40sOS7Mo5161hh+AAAAAPAFwj7QyH7RwabgihX4lJ5fpv0nWIIPAAAAgO8Q9oFG1jo0SEPaeS7Bt56n+wAAAAB8iLAPmCClU+Wu/IzbBxD4IqOiFBkVpUGDBysyKsrscgAACGiEfcAESR09J+nbeNipUpdhUjUAAAAAAg1hHzBB3+gQxYZV/PqdKDW0LYcl+AAAAAD4BmEfMEGQxaJRLMEHAAAAoIEQ9gGTpFRagm8dk/QBAAAA8BHCPmCSUZXG7X+dV6ojJ8tNqgYAAABAICHsAyaJbWFV/+gQj23rD/F0HwAAAMD5I+wDJkpm3D4AAACABkDYB0yUXGnc/vpMp1wGS/ABAAAAOD+EfcBEg9uFqnWIxd3OLXbpm7xSEysCAAAAEAgI+4CJQoIs+kWHyl35GbcPAAAA4PwQ9gGTpXTy7MrPuH0AAAAA54uwD5gsqdIkfVtzSpRf4jKpGgAAAACBgLAPmCyhVbC6Rwa722WG9PFhuvIDAAAAqL/g2g8B0NCS4mz6Ib/M3V6fWayrO7cwsSIA8L3yfv0kScVOp8JstlqOBgAA54OwD/iBlLgwvfR9obu9LtMpwzBksVhqeBUANC0FGzdKktLT05WYmGhyNQAABDa68QN+4LL2obJZK9oHCsr14/Gy6l8AAAAAADUg7AN+oGVwkIbbPbu0rjvIuH0AAAAA9UPYB/xEcqUl+NazBB8AAACAeiLsA34iudISfJuySlRcZphUDQAAAICmjLAP+IkekcHqFF4xcP9kuaHPs+nKDwAAAKDumI0f8BMWi0VJcTa9+kORe9u6TKdGxYXV8CoAaDpaXXGFJKnX6aX3zszODwAAfI8n+4AfSa4U7FMZtw8ggFi//lrWr79W+O7dsn79tdnlAAAQ0Aj7gB+5ooNNVktFe7ejTAcLWIIPAAAAQN0Q9gE/EmUL0uDYUI9t6w8xbh8AAABA3RD2AT+TVGlWfrryAwAAAKgrwj7gZ1IqjdtPO+RUmYsl+AAAAAB4j7AP+Jn+MSGKtlX8ah4vMfTlkRITKwIAAADQ1BD2AT8TZLFoVKWu/OsyGbcPAAAAwHuEfcAPVV6Cbz3j9gEAAADUAWEf8ENJHT2f7G/PLVVecblJ1QAAAABoagj7gB+yt7SqT9sQd9uQtIEl+AAAAAB4ibAP+Klkxu0DAAAAqCfCPuCnzjVu3zBYgg8AAABA7Qj7gJ8a2i5UrYIt7nb2SZe+O1ZmYkUAAAAAmgrCPuCnQq0Wjejg2ZU/9SCz8gMAAACoHWEf8GOVx+2nsgQfgCYs3+FQvsOhL7ZtU77DYXY5AAAENMI+4MdSOnmO29+cU6KCUpdJ1QAAAABoKuoc9jdv3qynn35aDz74oH788UdJUmFhob788ksdP368TudatGiRRo0apfj4eF144YW68cYb9f3333scYxiGFi5cqJ49e6p9+/YaN26cdu3a5XGMw+HQXXfdpYSEBCUkJOiuu+6So5YnBt6cFzBbl4hgXdja6m6XuqRPDjMrPwAAAICaeR32S0pK9Otf/1pjx47VwoUL9fe//12ZmZmSJKvVqhtuuEF//etf63TxTZs26fbbb9cHH3ygNWvWKDg4WBMnTtSxY8fcxyxevFhLlizRU089pfXr1ys2NlbXXnutTpw44T7mjjvu0DfffKM333xTK1eu1DfffKO77767xmt7c17AHyRVmpU/lSX4AAAAANTC67C/cOFCffDBB3rmmWe0bds2jyXAwsLCNHHiRL3//vt1uvjq1av161//Wr1799ZFF12kl19+Wbm5udq8ebOkU0/fly5dqpkzZ2rChAnq3bu3li5dqoKCAq1cuVKStGfPHq1bt07PPfechg4dqiFDhujPf/6zPvjgA6Wnp5/zut6cF/AXKVXCPuP2AQAAANTM67D/5ptvatq0abr99tvVtm3bKvsTExO1b9++8yqmoKBALpdLUVFRkqT9+/crOztbSUlJ7mNatGihyy67TFu2bJEkbd26Va1atdLQoUPdxwwbNkzh4eHuYyrz5ryAv7i8fahCz/pN/elEufYeZwk+AAAAANUL9vbAI0eOqE+fPtXut9lsKiwsPK9i5syZoz59+mjIkCGSpOzsbElSbGysx3GxsbE6fPiwJCknJ0fR0dGyWCrWI7dYLIqJiVFOTs45r+PNec+lup4CCHxm/+z7Rdi0Lb9i7P4/dxzQrzoS+FGV2fcqUJPOTz556r+SSiTtf/hhU+sBasNnKpoK7tXmKTExscb9Xod9u91e45P7L7/8Up07d/a6sMrmzZunzZs3a+3atbJarR77zg7y0qlu+JXDfWWVjzmX2s5bWW3/mAhM6enppv/sry4+oW1fVEyA+U1paz2cGG1iRfBH/nCvAjWJfPttj3boK6+YUwjgBT5T0VRwr6I6Xnfjv+aaa/Q///M/7hn4pYqw/P777+vNN9/UddddV68i5s6dq1WrVmnNmjXq0qWLe7vdbpekKk/oc3Nz3U/l27Vrp9zcXI85BAzDUF5eXpUn93U5L+BPkiuN2//ksFPOcqOaowEAAAA0d16H/dmzZys+Pl5XXHGF7rjjDlksFi1atEgpKSmaMmWK+vfvrxkzZtS5gNmzZ2vlypVas2aNunfv7rGvc+fOstvtSktLc28rLi7W559/7h6jP2TIEBUUFGjr1q3uY7Zu3arCwkKPcfx1PS/gT3q3CVaHlhW/rkVlhjZnl5hYEQAAAAB/5nXYj4iI0Icffqj7779fR44cUVhYmDZv3qzCwkLNnTtX77zzjsLCwmo/0VlmzZql119/XcuWLVNUVJSys7OVnZ2tgoICSad6Dtx777167rnntGbNGn3//fe67777FB4erhtuuEGS1KNHD6WkpOi3v/2ttm3bpq1bt+q3v/2trrrqKnd3lkOHDmnw4MF65513vD4v4E8sFss5luBjVn4AAAAA5+b1mH3p1BJ7DzzwgB544AGfXHzZsmWSpAkTJnhsnz17tubOnStJmjFjhk6ePKkHH3xQDodDAwcO1OrVqxUREeE+/m9/+5tmz57tHkYwZswYPf300+79paWlSk9P1/HjFWOevTkv4E9S4mxakV7kbqdmFuuxwZEmVgQAAADAX1kcDodXA38LCwt19OhRxcfHn3P/gQMHFB0drZYtW/q0QMBs/jLpyTGnSxf+87BcZ/3G7rqxvTq0tFb/IjQr/nKvAtWJPL207hn5DodJlQC14zMVTQX3KqrjdTf+efPm6eabb652/5QpU/TII4/4pCgAVbWxBWlgTIjHtvV05QcAAABwDl6H/bS0NI0fP77a/ePHj1dqaqpPigJwblXH7TtNqgQAAACAP/M67GdnZ6t9+/bV7rfb7crKyvJJUQDOLaVS2F+fWaxyF0vwAQAAAPDkddiPiYnRrl27qt2/a9cuRUYyWRjQkAbEhCgq1OJuO0oM7cgrNbEiAAAAAP7I67B/5ZVXavny5dqyZUuVfdu2bdPy5ct15ZVX+rQ4AJ6sQRaN6uj5dH/dQcbtAwAAAPDk9dJ7c+fO1UcffaSxY8cqJSVFvXv3lsVi0c6dO7Vu3TrZ7XY9/PDDDVkrAElJcTa9te+ku70+06k5l5hYEAAAAAC/43XYt9vtSktL04IFC/Tee+/pww8/lCRFREToxhtv1IIFC2S32xusUACnJFcat/9FbokcTpeibF531AEAAAAQ4LwO+5LUrl07LV26VIZhKDc3V4ZhKDY2VhaLpfYXA/CJjuFW9W4TrO+PlUmSXIa04ZBTEy9oYXJlAAAAAPxFncL+GRaLRbGxsb6uBYCXkuPC9P2xAnd7XWYxYR+A3zuxYYMk6cDPPys+IcHcYgAACHDVhv1//vOfkqSbbrpJFovF3a7N5MmTfVMZgGqlxNn0wncVYX99ZrEMw6CXDQC/5urfX5JUFB4uV2KiydUAABDYqg379913nywWi66//nqFhobqvvvuq/VkFouFsA80gmF2m1oGW1RUZkiSDhW5tMtRpt5tQkyuDAAAAIA/qDbsf/3115Kk0NBQjzYA89msFo1oH6oPDjrd21Iziwn7AAAAACTVEPYTzhpL53K5ZLFY1KpVK7Vp06ZRCgNQs6S4sEph36n/ujjCxIoAAAAA+Auv1uoqLy/XJZdcohUrVjR0PQC8lFJpCb7PspwqLHWZVA0AAAAAf+LVbPwhISFq3749k2ElfkEAACAASURBVH8BfqRra6s6t7Jqf0G5JKnEJX2aVaLR8WG1vBIAzBHyyiuSpJjsbIXY7SqdNs3McgAACGhePdmXpKlTp+r1119XcXFxQ9YDwEsWi0UpnTyD/bpMfj8B+K+WM2eq5cyZ6rJwoVrOnGl2OQAABDSvnuxL0gUXXCDDMDR48GBNnjxZXbp0UYsWVdf1vvbaa31aIIDqJXW06e+7C93t9ZnOGo4GAAAA0Fx4Hfbvuusu99+feeaZcx5jsVgI+0Aj+kVHm4It0ukV+PTj8TLtO1GmLhFe/2oDAAAACEBeJ4J33nmnIesAUA8RIUEaZg/VpqwS97b1mU7d1pOwDwAAADRnXieCyy+/vCHrAFBPyXFhHmF/XWaxbusZbmJFAAAAAMxWr8d/3333nQ4cOCBJio+P10UXXcRM/YBJkuNsevTLivYnh50qKTcUauV3EgAAAGiu6hT2V61apQULFujQoUOSJMMwZLFY1LFjRy1YsECTJk1qkCIBVO/itiFq1yJIOSddkqQTpYa2HinR5e1tJlcGAAAAwCxeh/0VK1Zo+vTpSkxM1KOPPqpu3brJMAxlZGTo1Vdf1d13362SkhJNmTKlIesFUEmQxaKkjjb9K+Oke1vqwWLCPgAAANCMeR32Fy1apIEDB+rdd99VWJjn2t533nmnxo4dq0WLFhH2ARMkx4V5hv1MpxYMMrEgAAAAAKYK8vbAzMxMTZo0qUrQl6SwsDDdeOON7u79ABrXqDibzh6h/83RUuWcLDetHgAAAADm8jrs9+zZU4cPH652/6FDh9SjRw+fFAWgbmLCrOofE+KxbX2m06RqAAAAAJjN67D/2GOPafny5Xrrrbeq7Fu1apVeffVVPf744z4tDoD3kuM8e92kZhabVAkAAAAAs1kcDofhzYGTJk3STz/9pL179yo2NlYXXHCBLBaL9u7dqyNHjujCCy9Uly5dPE9useiNN95oiLqBRpOenq7ExESzy6jV5mynfvl/ue52tC1I6ZPbK4hlMZuNpnKvovmKjIryaOc7HCZVAtSOz1Q0FdyrqI7XE/Tt3r1bFotFnTp1kiT3+HybzaZOnTrJ6XRqz549Hq+xEDKARjMoNlStQy06XnLq+7s8p0tf55XqkphQkysDAAAA0Ni8DvvffvttQ9YB4DwFB1k0soNNa/ZXdN9PzXQS9gH4jaLnnpMk5WRnq53dbnI1AAAENq/DPgD/lxwXVinsF2tWvwgTKwKACqXTpkmSctPT1YYupwAANCivJ+gD4P+S4mwe7a05JcovcZlUDQAAAACzEPaBABLfKlg9Iis67JQb0sZDLMEHAAAANDeEfSDAJHfyfLrPEnwAAABA80PYBwJMclyYRzs10ynD8GqFTQAAAAABggn6gABzmd2mMKtUXH6qfbCwXD/kl6lHVIi5hQFo9oK++kqS1PLnnxVUWChX//4mVwQAQOCqc9g/efKkduzYoSNHjmj48OGKiYlpiLoA1FOLYIsub2/TusyKsfqpmU7CPgDTRYwcKUnqfbqd73CYVgsAAIGuTt34X3rpJfXo0UPjx4/Xrbfeqp07d0qS8vLylJCQoFdffbVBigRQN0lVuvIzbh8AAABoTrwO+ytWrNDcuXOVkpKiF154wWMMcHR0tEaNGqW33nqrQYoEUDcplZbg+zTLqZNljNsHAAAAmguvw/6SJUt01VVX6R//+IfGjBlTZX///v21Z88enxYHoH4SI4PVKdzqbheXS59lswQfAAAA0Fx4HfYzMjJ01VVXVbs/OjpaeXl5PikKwPmxWCxVnu6vO0hXfgAAAKC58DrsR0REKD8/v9r9GRkZTNYH+JHK4/bXZ/JkHwAAAGguvA77v/jFL7RixQo5nVUDQ2ZmppYvX66UlBSfFgeg/q7oaJPVUtHek1+mAwVl5hUEAAAAoNF4Hfbnz5+v3NxcjRw5Un/7299ksVj00Ucf6fe//72GDx+ukJAQPfTQQw1ZK4A6iAwN0pB2oR7beLoPAAAANA9eh/2uXbtq7dq1at++vZ566ikZhqElS5Zo8eLF6tevn9auXau4uLiGrBVAHSVX6sq/jiX4AAAAgGYhuC4H9+jRQ2+99ZYcDof27t0rl8ulLl26MFYf8FPJcTY9sb2ivfGQU6UuQyFBlupfBAAAAKDJq1PYPyMqKkoDBgyQJBmGocLCQoWHh/u0MADnr190iKJtQcpzuiRJx0sNfXGkRJfabbW8EgAAAEBT5nU3/jVr1mjBggUe25577jl17NhR8fHxmjx5soqKinxeIID6C7JYlFxpCb5Uxu0DAAAAAc/rsL9kyRIdOXLE3d6xY4cee+wxDRw4UNOmTdO6deu0ePHiBikSQP1VXoIvlXH7AAAAQMDzuhv/jz/+qGuvvdbdXrlypdq2batVq1bJZrMpODhYq1ev1ty5cxukUAD1k1Tpyf5XuaXKLS5XTJjVpIoAAAAANDSvn+wXFRWpZcuW7vb69euVnJwsm+1UkOjTp48yMzPrdPFPP/1UN910k3r16qWoqCitWLHCY39OTo7uvfde9ezZUx06dND111+vjIwM9/79+/crKirqnH+ef/75aq/7ySefnPM1P/zwQ53qB5qCdi2s6ts2xN02JKXRlR+ACUpuuUUlt9yiIxMnquSWW8wuBwCAgOb1k/24uDjt2LFDU6dOVUZGhnbv3q2ZM2e69x89elRhYWE1nKGqwsJC9e7dW5MnT9Y999zjsc8wDE2ZMkVBQUFasWKFWrdurSVLlmjChAnasmWLwsPD1alTJ+3Zs8fjde+++65mzZqla665ptbrb968WW3atHG3WVUAgSqlk03fHC11t9dlFmvShS1reAUA+N7J08P99qenKzEx0eRqAAAIbF6H/RtvvFELFy7U4cOHtXv3bkVFRemXv/yle//27dvVrVu3Ol189OjRGj16tCTpvvvu89iXkZGhbdu26ZNPPlGfPn0kSYsWLVL37t21atUqTZ06VVarVXa73eN177zzjkaOHKkuXbrUev3Y2FhFR0fXqWagKUqKC9Oibwrc7bRDTrkMQ0EWluADAAAAApHX3fjvv/9+3X///Tp06JDi4uL02muvKTIyUpJ07NgxffbZZxozZozPCnM6T3UzPru3QFBQkGw2mz7//PNzvmbfvn3auHGjpk2b5tU1Ro4cqR49euiaa67Rxx9/fN41A/5qSGyoIkIqgn3OSZe+PetJPwAAAIDA4vWTfavVqvnz52v+/PlV9rVp00bp6ek+Lax79+6Kj4/XY489pueff17h4eF68cUXlZmZqezs7HO+5tVXX1V0dLTGjh1b47nbt2+vRYsWacCAASopKdG///1vTZgwQe+++66GDx9e7et8/R7RdATCz35ARKg2Hq34lX/j60y1jC8zsSI0hEC4V9E8cK+iKeA+RVPBvdo81TYkzuuwf7b8/HwdPHhQktSpUyf3E35fCgkJ0Wuvvabp06frggsukNVq1ciRI3XllVee8/iysjK9/vrruvnmmxUSEnLOY85ITEz0+IcZMmSIfv75Z73wwgs1hn3GFzZP6QEytnRCeaE2fu5wt79ytlJiYqyJFcHXAuVeReDjXkVTwH2KpoJ7FdXxuhu/dGpc/pgxY9S1a1eNGDFCI0aMUNeuXTV27Fht377d58X1799fmzZt0v79+7Vnzx6tWrVKR48eVefOnasc+/777ysrK0tTp06t17UGDhyovXv3nm/JgN+qvATfluwSnSh1mVQNAAAAgIbk9ZP9L7/8UuPGjVNISIimTp2qHj16yDAM/fDDD1q5cqXGjRun9957TwMGDPB5kWd6DmRkZGjHjh16+OGHqxzz6quvavjw4XWeJPCMb7/9tspkf0Ag6RIRrG6tg/Xj8VNd98sM6eNDTo3r3MLkygA0F5FRUZKkQafb+Q5H9QcDAIDz4nXYf+KJJxQbG6sPP/xQHTp08Nj30EMPafTo0XriiSe0evVqry9eUFDgfprucrl08OBBffPNN2rTpo3i4+P19ttvq23btkpISNDOnTs1Z84cjRs3TklJSR7nOXDggFJTU/XSSy+d8zp33323JOnll1+WJL344otKSEhQr169VFJSojfeeEPvvfeeXn31Va9rB5qi5DibO+xL0nrCPgAAABCQvA77X3zxhe6///4qQV+SOnTooNtuu02LFi2q08V37Nihq6++2t1euHChFi5cqMmTJ2vp0qXKysrSww8/rJycHNntdt1000166KGHqpzntddeU+vWrXXNNdec8zpn5hc4o7S0VI888ogOHz6ssLAw9erVS2+88YZ7GUAgUCXHhenlXYXu9kcHi2UYhiwswQcAAAAEFK/DvmEYslqt1e4PCgqSYRh1uviIESPkqKEL3z333KN77rmn1vPMmzdP8+bNq3b/e++959GeMWOGZsyY4X2hQIAY3j5UNqvkLD/V/rmgXBnHy9QtsuZJLQEAAAA0LV5P0HfJJZfolVde0bFjx6rsO3bsmJYvX94g4/UB+E54SJAutXtO1Jea6TSpGgAAAAANxesn+/PmzdPEiRM1aNAg3Xzzze7lHX744Qf961//0okTJ/Tiiy82WKEAfCM5zqYNhyoCfmpmse7u3crEigAAAAD4mtdh/9JLL9Xq1av18MMP6y9/+YvHvv79++vJJ5/UsGHDfF4gAN9KjgvTI9uOu9ubskpUXGYoLJhx+wAAAECg8DrsS9Lw4cO1YcMG5eTk6Oeff5YkJSQkqF27dg1SHADf6xUVrI4tg3SoyCVJKioztDnHqZEdw0yuDAAAAICv1Cnsn9GuXTsCPtBEWSwWJceF6bX0Ive21EzCPgAAABBIqg37n376ab1OOHz48HoXA6BxVAn7B4v1+OBIEysCAAAA4EvVhv3x48fXae3tM2t1Hz161CeFAWg4IzvaFGSRXKdXy/zeUaZDheXqGF798poAAAAAmo5qw/4777zTmHUAaERRtiANignV1iMl7m2pmcX6f93DTawKAAAAgK9UG/Yvv/zyxqwDQCNL7mSrFPadhH0AAAAgQAR5e2BhYaEOHDhQ7f4DBw6oqKio2v0A/EtynOeEfBsOFavsTL9+AAAAAE2a12F/3rx5uvnmm6vdP2XKFD3yyCM+KQpAw7skOkRtbBXzcjhKDG3PLanhFQBwfsr79VN5v34q7NlT5f36mV0OAAABzeuwn5aWpvHjx1e7f/z48UpNTfVJUQAanjXIolGVlttLzXSaVA2A5qBg40YVbNyoXa+9poKNG80uBwCAgOZ12M/Ozlb79u2r3W+325WVleWTogA0juQ4m0c7NbPYpEoAAAAA+JLXYT8mJka7du2qdv+uXbsUGck63UBTklRp3P723FIdLS43qRoAAAAAvuJ12L/yyiu1fPlybdmypcq+bdu2afny5bryyit9WhyAhtWhpVUXtalYlMNlSBsO0ZUfAAAAaOqqXXqvsrlz5+qjjz7S2LFjlZKSot69e8tisWjnzp1at26d7Ha7Hn744YasFUADSIkL085jBe526iGnruva0sSKAAAAAJwvr8O+3W5XWlqaFixYoPfee08ffvihJCkiIkI33nijFixYILvd3mCFAmgYSXFhWvxdRdhfn1kswzBksVhqeBUAAAAAf+Z12Jekdu3aaenSpTIMQ7m5uTIMQ7GxsYQCoAkbZg9VeLBFhWWGJOlwkUvfHyvTRW1DTK4MQKBpdcUVkqReTqfCbDZm5AcAoAHVKeyfYbFYFBsb6+taAJjAZrXo8g42fXCgYib+1Mxiwj4An7N+/bUkKdzkOgAAaA68nqAPQOBKqbQE37pMJukDAAAAmjLCPgAlV1qCb3O2UwWlLpOqAQAAAHC+CPsA1LV1sC6IsLrbJS5pUxZP9wEAAICmirAPQFLVp/updOUHAAAAmizCPgBJUnKlcfupB4urORIAAACAv6t2Nv4DBw7U64Tx8fH1LgaAeUZ0sCkkSDozVH/viXL9dLxMF7Su16IdAAAAAExU7f/F9+3bVxaLpc4nPHr06HkVBMAcrUKCNKxdqD7JKnFvS80s1h2tW5lYFQAAAID6qDbs/+Uvf/EI+4Zh6KWXXtLPP/+sX/3qV+rWrZsMw9CPP/6olStXKiEhQXfffXejFA2gYaR0CqsU9p26oxdhHwAAAGhqqg37U6ZM8Wg/99xzKioq0o4dO9S2bVuPfXPmzNHo0aOVl5fXMFUCaBRJcWFa8MVxd/vjw06VlBsKtda9lw8AAAAA83g9Qd+yZcs0bdq0KkFfkmJiYnTLLbfob3/7m0+LA9C4Lm4TLHuLio+FwjJDm3NKangFAAAAAH/kddjPzc1VaWlptfvLysqUm5vrk6IAmMNisSip0hJ86zOZlR8AAABoarwO+3379tWyZcu0f//+Kvv27dunZcuWqW/fvj4tDkDjS6m0BN+6TKdJlQAAAACoL6/X1HryySd17bXXasiQIRozZoy6desmSUpPT9fatWsVHBysJ554osEKBdA4RnW0ySLJON3+7mipsorK1b6l1cyyAAAAANSB12F/8ODBSk1N1RNPPKGPPvpI//nPfyRJLVu21OjRozVv3jz16tWrwQoF0Djahlk1ICZEX+ZWDNtZn1msmxPDTawKQCDIdzgknXpQkJiYaHI1AAAENq/DviT16NFDr732mlwul3Jzc2UYhmJjYxUU5PVoAABNQHKnMM+wf8hJ2AcAAACakHqldMMwFBwcrOjoaII+EICSO3qO21+f6VS5y6jmaAAAAAD+pk5Jffv27Zo4caI6duyobt266dNPP5Uk5eXl6Ve/+pU2btzYIEUCaFwDY0MVGWpxt486Xfo6r/rVOAAAAAD4F6/D/tatWzV27Fj99NNPuummm2QYFU/5oqOjVVBQoNdee61BigTQuIKDLBrZsfKs/CzBBwAAADQVXof9xx9/XBdeeKG2bNmi3/3ud1X2jxgxQl988YVPiwNgnuS4MI92KkvwAQAAAE2G1xP0bd++XfPnz1dYWJiKioqq7I+Li1N2drZPiwNgnsphf9uREjmcLkXZmKcDQP20mDFDktQ5P18tIiN1cvFikysCACBweR32g4KCapyMLzs7Wy1atPBJUQDMFxduVa+oYO1ylEmSXIa08bBTE7rwew6gfkKXL5ckxZ5uE/YBAGg4Xj+i69+/v9auXXvOfSUlJXrzzTc1ZMgQnxUGwHxJVbryM24fAAAAaAq8Dvv333+/Pv74Y02fPl3ffvutJCkrK0vr1q3TNddco59++kkPPPBAgxUKoPGlxHlO0pd60OkxOSf8w//9fFLXfZCrJ9NDlV/iMrscAAAA+AGvu/GPGjVKL7/8sh588EG9/vrrkqR7771XhmEoMjJSy5Yt0+DBgxusUACN71K7TS2sFp0sPxXwM4vKtSe/TD2jQkyuDJJU5jL06JfH9cJ3Bae3BCs3NU//uSpG1iBLja8FAABAYPM67EvSDTfcoLFjxyotLU0ZGRlyuVy64IILlJycrFatWjVUjQBMEhZs0eXtQ/XRWTPxrztYTNj3A0eLy3XbxmPacMhzlYRNWSX6y84CzegTYVJlAAAA8Adeh/1PP/1UPXr0UExMjMaNG1dlf15ennbv3q3hw4f7tEAA5kruFOYR9tdnOjX9YoKkmb7JK9Gv1x/VzwXl59z/xPbjuqKDTf1jQhu5MgAAAPgLr8fsX3311UpLS6t2/8aNG3X11Vf7pCgA/iO50rj9T7OdKipjXLhZVu4t0lXv5VYb9CWp1CXd+fExfk4AAADNmNdhv7ZJuUpKSmpcmg9A09StdbASWlndbWe59FlWiYkVNU9lLkPzt+brjo3H3HMonHGpPVR/vjTKY1t6fpnmbz3emCUCAADAj9TYjf/48ePKz893t48ePaoDBw5UOc7hcGjVqlXq0KGD7ysEYCqLxaLkOJv+Z0+Re9u6zGKldAqr4VXwpaPF5bp1wzFtPOyssu/OnuF6ckikQq0Wbdibq/9kV3ys/2NPoVI62TQ2oUVjlgsAAAA/UGPYf/HFF/X0009LOvU//HPnztXcuXPPeaxhGHrkkUd8XyEA0yXHhXmE/dTMqqETDaO68fmhQdKiy6L068Rw97b7u5bo2yKb9p6oOPa/Njk0YGKo2re0CgAAAM1HjWF/5MiRCgsLk2EYeuyxx3TdddepT58+HsdYLBa1bNlSl1xyiQYNGtSgxQIwxy862BRskcpO9x5Pzy/T/hNl6hxRpwU9UEdvZhTpvz91VOm237FlkF5LitbAWM8J+FpapWVXtNXo9464f1Z5Tpd+s+mY3rwyWkEWluMDAABoLmr8P/Vhw4Zp2LBhkiSn06mrr75aF110UaMUBsB/tA4N0pB2ofosu2Ks/vpMp27tSdhvCGUuQwu+OK4lOwuq7LvUHqrlo9qqXYtzP6kfEBuquZe01uPbK8brp2Y69dddhbqnN0ukAgAANBdez6g3Z86ccwb9rKws7d69u14X//TTT3XTTTepV69eioqK0ooVKzz25+Tk6N5771XPnj3VoUMHXX/99crIyPA4Zty4cYqKivL4c9ttt9V67f/85z8aOnSo2rVrp6FDh+qdd96p13sAmovkOM8x+qmZxSZVEtjyist1/Yd55wz6d/YK15pfxlQb9M+Y2aeVLrV7PvVf8EW+dh4t9WmtAAAA8F9eh/1XXnlFd999t8e2Bx54QL1799Zll12mESNGKC8vr04XLywsVO/evfXHP/5RLVp4TiBlGIamTJmivXv3asWKFfr4448VHx+vCRMmqLCw0OPYKVOmaM+ePe4/f/7zn2u87tatW3Xbbbdp0qRJ+uSTTzRp0iRNmzZNX3zxRZ3qB5qTykvwbTzsVKmr5lU6UDff5JVo5DtHqkzEZ7NKSy6P0jPDohQSVHtXfGuQRS//oo1ah1Yc6yyX7tx4VMVl/MwAAACagzqF/YiICHf7448/1j/+8Q/dcMMN+t3vfqeffvpJzz77bJ0uPnr0aP3ud7/ThAkTqizbl5GRoW3btunZZ5/VwIEDlZiYqEWLFqm4uFirVq3yOLZly5ay2+3uP5GRkTVed+nSpRoxYoRmzZqlHj16aNasWbr88su1dOnSOtUPNCd9o0MUG1bxe3qi1NC2HJbg85U3M4p01Xu5OlBpIr6OLYP0/phYTTlrIj5vJLQKrrIc3/eOMv3+y/xqXgE0vBMbNujEhg36/tVXdWLDBrPLAQAgoHkd9vfv36+ePXu622+//bbi4uL00ksvaebMmbrzzjv1/vvv+6wwp/PUk62wsIquw0FBQbLZbPr88889jl21apW6du2qYcOGaf78+Tpx4kSN5962bZuSkpI8tiUnJ2vLli0+qh4IPEEWi0ZVerpPV/7zV+Yy9PDWfN358bEqE/Fdag/VhmvaaUClifi8dX3XlvrVhZ69pl76vlDrDvJzgzlc/fvL1b+/inr1kqt/f7PLAQAgoHk9u1ZJSYlCQkLc7bS0NKWkpLifyHft2lVZWVk+K6x79+6Kj4/XY489pueff17h4eF68cUXlZmZqezsbPdxkyZNUnx8vNq3b6/du3fr0Ucf1Xfffae333672nNnZ2crNjbWY1tsbKxycnJqrCk9Pf383hSaLH72p1xsteoNVQT+/9ubr5ta1/x7g+o5SqW5u236Ir/qGPxfdSjVby8oUv5Bh+ryLL7yvXpvrLTpYJgOOSu+271rQ67+NeCk2oRUfjXQePhcRVPAfYqmgnu1eUpMTKxxv9dhv3PnztqwYYNuueUWbd++Xfv27dOjjz7q3p+Tk+PRzf98hYSE6LXXXtP06dN1wQUXyGq1auTIkbryyis9jps2bZr77xdddJG6dOmi5ORkffXVV+pfw1MDS6UlqAzDqLKtstr+MRGY0tPT+dmfFtWpXL/7oeJLvV0FVkV16qrYWiaMQ1Vf55XotvVHq3Tbt1mlRZdG1bnbvlT9vfqPtk6NfT9XZ6ZYOFpq0Z8PtdXryW1r/dwDGgKfq2gKuE/RVHCvojped+O/7bbb9Pbbb+uyyy7Tddddp7i4OI/gvXnzZo9u/r7Qv39/bdq0Sfv379eePXu0atUqHT16VJ07d672NZdccomsVqv27t1b7TF2u73KU/zc3NwqT/sBeIptYVX/aM/HwesPOas5GtV5M6NIvzzH+Py4ltZ6jc+vzTC7TbP6eX4Z+/6BYr2yp8in1wEAAID/8Drs33HHHVq8eLG6du2qMWPGaNWqVe4Z9I8dO6YjR45o0qRJDVJkZGSkYmJilJGRoR07dmjs2LHVHrtz506Vl5fLbrdXe8zgwYOVlpbmsS0tLU1Dhw71Wc1AoKo8Kz/j9r1X5jI0b6vjnOPzL7OHKu2a2HqPz6/NQ/0iNDjW84uaeVvz9YOD5fgAAAACkdfd+CVp6tSpmjp1apXtbdq00YZ6zKpbUFDgfgLvcrl08OBBffPNN2rTpo3i4+P19ttvq23btkpISNDOnTs1Z84cjRs3zj253k8//aQ33nhDo0ePVtu2bbVnzx7Nnz9fffv21bBhw9zXueaaazRw4EAtWLBAknTPPfdo7NixWrRokcaPH693331Xn3zyidauXVvn9wA0N8lxYfrTNxVrwK/PdMplGAqiO3iN8orLdeuGY/r4cNWeEHf1CteTQyK9WlavvoKDLPrrL9pqxH9yVHB6+b2T5Ybu2HhM68bHKtTKzw8NL+SVVyRJMdnZCrHbVXrWUDwAAOBbdQr7vrZjxw5dffXV7vbChQu1cOFCTZ48WUuXLlVWVpYefvhh5eTkyG6366abbtJDDz3kPj4kJEQbN27USy+9pMLCQsXFxWn06NGaM2eOrP+fvTsPb6pK/wD+vblpljbdW1rozk4pmyAou6AoMmwzIOCCoiOI4iCojI4zOjCjII4bDJvbqAwuuCEI6k+RpazKSNmFQltKgbaUNm3SNvv9/dE2bZp0obTN0u/nefpozk1uTuhpkvfc855XrM4hzszMRExMTdEHjgAAIABJREFUjP32oEGD8N577+Gf//wnli5diqSkJLz33nsYMGBA67xwIi92YzsFAv0E6MwVAWOBwYajV83oG9EyV6R9wZGrJtzbzPn5TZEUJMfLNwXjsT1ae9vRQjNe/LUEi2+sv2QpUXPwf+IJAEBi5e1iBvtEREQtRtBqtVLDd4NDUF7nyQQBmzdvvu5OEXkSbnri7N7tV/FNdvXy/b/dEIQn+zTfBp2+ZOO5MvxpbxEMjnE+YvxFrB8V1qzL9hszViVJwqydRdiUVW5vEwB8fUcEhrdX1v1AomYQHBLicLtYq63jnkTux89/8hYcq1SXRufs22w2SJLk8GOxWJCZmYk9e/bg0qVLsNlsLdlXIvIQt8aqHG4zb99ZVX7+7N3OgX5L5+fXRxAEvD44BDH+1aufJACP7C5EkZHv4URERES+otHL+Ldu3VrvsQULFuA///lPs3SKiDzbqFqb9P2cb0KJyYYgRaPnD31agcGKWTsKkZprcjrWGvn5DQlVyrBmeCgmfleAqqVdl8pseGJfEd4fyXJ8RERERL6gWb6Zjxs3DlOmTMFf/vKX5jgdEXm4eI0cXYOr5wotElxuPNcWpRWYMHLzFadAXykCq4eGYPlNIW4N9KsMb6/E/F4ah7avswz46CzL8RERERH5gma7DNe1a1f8+uuvzXU6IvJwta/ucyl/RX7+HduuIKfUcd1+jL+I7+6MxN2ttBFfY/2lXxD6hDuW4/vzgWJklFjc1CMiIiIiai7NFuz/8MMPCAoKaq7TEZGHuzXGMW//x4tGSFKj9vv0OQ3l5++cEIl+HlitQCEKeHt4KNQ1yu7pLRJm7y6E2dY2f5dEREREvqLROfsvv/yyy/bi4mLs2bMHx44dw1NPPdVsHSMizzY4WgGlCBgrg9sLeivOlljQJdiv/gf6GE/Pz29I1xA/vDQwGAv2V++KfuiKGcvTdHjuBk7gEhEREXmrRgf7y5Ytc9keEhKCjh07YsWKFbj33nubrWNE5Nn85TIMiVLip0vVufo/5hjbVLCfVmDCvT8VOi3bV4rA6zeHeNyy/bo80M0f/5djwLcXqlMxXj2qw+gYJW6KYjk+IiIiIm/U6GC/qKioJftBRF5oVIxjsP/TRQPm9tTU8wjf8em5Mszf67xsPzZAxPpRYR65bL8ugiBg5dAQDNmUj7zyivJ7NgmYvbsIqRPbIZhVFoiIiIi8Dr/BEVGT3RrrmLe/J9cEg8W3c70tNgnPHtRijov8/CHRCuwY75n5+Q2JUIlYPSzUoS1bb8XTB7R1PIKIiIiIPBmDfSJqsm7BcsT4i/bb5VYJ+/N8twRfgcGKSd8XYM3JUqdjc3oEYNPtEYhUiy4e6R1Gx6gwN9kx9WDjuXJ8do7l+IiIiIi8TZ3L+ENDQyGTyXD58mUoFAqEhoZCEBreZEoURYSHh2PEiBF48cUXERER0awdJiLPIQgCRscq8eGZ6mDwx4tG3FJrp35fUF9+/huDQzGjs7+beta8XugfjF2XjThZVF1+78n9Wgxsp0BCYKMzv4iIiIjIzer85rZo0SIIggC5XO5wuyFWqxW5ubn4+uuvodPp8NFHHzVfb4nI44yOUTkE+z9dNAAIdl+HWkB9+fn/HRWGvl64bL8uKrmAt4eHYdQ3+fZKCyVmCY+kFuGbOyIgenBlASIiIiKqVmew/+yzz9Z7uyFdu3bFK6+80rReEZHXGNFeCVEArJWp+qe0FuToLYjVeP9VYLNNwvO/FLtctj8kWoH3R4Z59bL9uvQM88PiAcF45mCxvW1/nglvHNPjyT6BbuwZebuyN94AAOTn5aFdVJSbe0NEROTbWuzb+Pjx4xEeHt5SpyciDxGilOHGSAUO5FfXmf/pkhEzu3p3sF9gsOKBHYXYk2tyOjanRwD+OTAYfj58lXtOjwD8mGPAjxer92BYergEIzso0T/Sd1YyUOsyP/AAAKAgPR2hXbq4tzNEREQ+rs5v4x9//HGTTjhjxgwAQGJiIhITE5t0DiLyLqNilA7B/vaLBszs6h015l2pKz9fJQKv+1B+fn0EQcCqoaEYvCkfV40V5fgsEvDwrkLsntgOGj/u70pERETkyeoM9h999FGntqqcfUmSXLYD1cE+EbUdt8ao8NJhnf32jktGWGwS5F545fuTs2V4Yl/byM9vSJS/iH8PDcGM7YX2tgydFc8eLMbKoaH1PJKIiIiI3K3OYP/IkSMOt3U6HR555BEEBgZizpw56Ny5MyRJwtmzZ7Fu3TqUlpZi7dq1Ld5hIvI8fcL9EKaUobDyCnCJScL/rpgwKErp5p41ntkm4W+/FGOti/z8odEKvH9LGCJUvpef35Cx8Wo82C0A752u/ndZn16GW2NVmJiodmPPiIiIiKg+da7DjI+Pd/hZt24dQkNDsXXrVkycOBE9e/ZESkoKJk2ahK1btyI4OBjr1q1rzb4TkYcQZQJGxTgG9jVzvT1dgcGKyd8XuAz0H0kOwFe3R7TJQL/KPwcGoUuw49zw/L1FuFQrzYGIiIiIPEejky63bNmC8ePHuyy/J5PJMGHCBGzZsqVZO0dE3mNUB8dgv6IEn+dLKzBh5OYrThvxqURg7bBQLBsU4tMb8TWGv1yGt4eHomaavtYkYW5qEWy10rqI6iNLS4MsLQ3+p05Blpbm7u4QERH5tEZvl22xWJCdnV3n8aysLJjN5mbpFBF5n1ExKofbvxaYcdVgRbgHXxH/uDI/38j8/Ab1jVDgbzcE4flDJfa2XZeNWHVCj8dTWI6PGidw5EgAQHLl7WKt1m19ISIi8nWNvrI/atQovPXWW/jss88cNuiTJAkbN27EO++8g9GjR7dIJ4nI80X7i+gV5me/LQHYeckzl/KbbRL+fECLuanOgf7QaAV2TohkoO/CvBQNhrd3XMGx5H8lOHrVuTwhEREREblXo4P95cuXIzExEXPmzEH37t1xxx13YOzYsejevTvmzJmDhIQELFu2rCX7SkQebrQX5O1fKbdi0vcFWHfKOT9/bnIANrXx/Pz6yAQBa4aFIkRRndZgtgEP7ypCmcXmxp4RERERUW2NDvajoqKwe/duLF26FCkpKSgsLERBQQFSUlKwbNky7N69G9HR0S3ZVyLycKNrLeX/6aLBqVSnO6UVmHDLlivYW0d+/tJBIV5ZLrA1xQSIeHOIY9m908UWPP9LSR2PICIiIiJ3aHTOPgAolUrMmTMHc+bMcXn85MmTSE5OdnmMiHzfoHYKaOQC9JaKAD+v3IbjRRaH5f3uwvz85jMxUY17uvhjQ3qZve2d30pxa6wSd8SxHB8RERGRJ2j0lf265ObmYuXKlRg2bBiGDh3aHH0iIi+lEAUMq5XTvT3HvbvyMz+/ZSwbFIykQMd0h3l7tMgvZzk+IiIiIk/QpGBfr9fjo48+wqRJk5CSkoLnn38eVqsVTzzxRHP3j4i8TO28/e1uLMHH/PyWE+gnw9sjwiDWyHooMNjwWGqRR6VuEBEREbVVjV7Gb7Va8eOPP2Ljxo349ttvUV5eDkEQ8Mc//hGPPfYYEhISWrKfROQlbo1VASi23z6Qb4LebIPG77oXEl2TwwUm3PdTIXJKHa80q0TgjcGhmN7Zv1X744sGRCrwTN9AvHhYZ2/74aIRb58qxexkjRt7RkREREQNfvs+dOgQnn76aXTr1g3Tp0/HqVOn8OSTT2LTpk2QJAkjR45koE9EdomBcnSssbzbbANSL7furvwfny3DHduuOAX6sQEivrszkoF+M1rYOxA3RzmmQfztUDFOFZnd1CMiIiIiAhq4st+/f39kZmYiNjYW9913H6ZMmYKePXsCALKzs1ulg0TkfUbHqpBRY+n89otGjI1v+Y3bzDYJz/1cjLdcLNsfFq3Af24J47L9ZibKBKwdFophX+ejxFyxfN9oBf64qxA/jW8HpcjqBkRERETuUO+V/YyMDMTHx+P555/H008/bQ/0iYjqc2utEnytkbdflZ/vKtB/tGcAvmJ+fotJCJTjXzeHOLSdKLJgyf9Yjo+IiIjIXeoN9letWoWkpCTMmTMHXbt2xUMPPYRt27bBbObyTCKq29BoBRQ13l0ydVZklFha7PkOF5gwcvMV7M01ObSrRGDd8FC8NDAEchmvMLekuzr5Y2pHx9Ubq07oscONGzQSERERtWX1Bvt33303vvrqK5w8eRJ//vOfcebMGdxzzz3o3Lkznn32WQiCAEHgF2gichTgJ8PNUa2zK/9H6aW4Y9sVXCxznZ8/rRPz81vLKzeFIE7juHpibmoRrhpYjo+IiIiotTVqe+yoqCg8/vjjSE1Nxb59+zBr1iwcOXIEkiRh3rx5mDt3LjZv3ozSUufls0TUNtUuwffjxebdpM9sk7DogBaP7tHCWCuWHBatwM4JkegboXD9YGoRIUoZ1g0LRc1FFLnlNjy+V8tyfERERESt7JprYfXo0QN///vfcfz4cWzevBljx47F1q1bcf/996Nz584t0Uci8kKja+Xtp142wmhtnoDvSrkVE79jfr4nGhytxMLegQ5t27IN+PBMmZt6RJ7EdP/9MN1/P65MmgTT/fe7uztEREQ+rd7d+BsybNgwDBs2DK+++iq2bduGjRs3Nle/iMjLJYfK0d5fhstlNgBAmUXCgTwTRnRQNvDI+h0uMOHe7YVOy/ZVIrBiSCju4rJ9t/tz30DsuGjA/wqq93d59udiDIlWoHOwnxt7Ru5W/uabAIDz6eno0qWLm3tDRETk2675yr4rSqUSkydPxscff9wcpyMiHyAIAkY18678deXnx2lEfD8ukoG+h/CTCXhreBgC5NXr+cssEv64qwimZlrdQURERET1a5Zgn4jIldEdmmeTPrNNwtN15OcPb6/EzvGR6BPO/HxP0ilYjmWDgh3a0q6asSyN5fiIiIiIWgODfSJqMSM7KB02aztRZMHlsmvbmT2/3IoJ3xXg7Try878cE45w5ud7pHu7+GNCguPqjteP6rEnt3k3ayQiIiIiZwz2iajFhKlE3BDhmKP90zVc3f/1igm3bL6C/Xkmh3aVCLw1PBQvDQyBXMbyn55KEAS8OSQUHfyrP2okAI/sLoLWaHNfx4iIiIjaAAb7RNSiau/Kv72RJfg2pJdi7LfMz/d2oUoZ1gwLQ80pmZxSKxbsYzk+IiIiopbEYJ+IWtSttYL9HZcMsNrqDvKq8vMfY36+zxjRQYl5KRqHtq+yyvHJuXI39YjcJTgkBMEhIRhw440IDglxd3eIiIh8GoN9ImpRN0T4IURRfV23yCjh8FWzy/vWl5//WE8N8/O92F9vCEKvMMeUjkUHtMjSWdzUIyIiIiLfxmCfiFqUKBNwS4eGS/DVlZ+vFgW8PTwULw4MZn6+F1OKAt4ZEYqaczU6s4TZu4pgqWelBxERERE1DYN9Impxo2JqleDLcczb/289+fnfjYvAVObn+4RuIX54caBjOb6fr5jwryM6N/WIiIiIyHcx2CeiFld7k75DBSZojbaK/Pz9Wsxjfn6b8WC3ANwe5zgelh/R4WAey/ERERERNScG+0TU4joEiEgOkdtv2yRg47myivz835if35YIgoB/DwlBpKr648cmAbN3F6HExHJ8RERERM2FwT4RtYrRsY5XcxcdLGZ+fhsVqRaxelioQ9t5vRWLDmjd1CMiIiIi38Ngn4haxehaefu1xWlEfM/8/DbjtlgVZvcIcGj75Fw5vswoc1OPiIiIiHwLg30iahU3tVPCX+76av2Iyvz83szPb1MWDwhGjxrpHQCwYL8WF/Qsx0dERER0vRjsE1GrUMkFDIt2Dubn9dTgC+bnt0lquYC3R4RBUeOTqNgk4ZHUIlhZjo+IiIjoujDYJ6JW86degai6tl+Vn/9P5ue3aSlhfvj7AMdyfHtzTVhxXO+mHhERERH5BrcG+3v37sX06dPRo0cPhISEYMOGDQ7H8/PzMXfuXHTv3h3t27fHH/7wB5w7d85+vKioCE8//TRuvPFGREdHo2fPnli4cCEKCwvrfd4NGzYgJCTE6cdgMLTI6ySiCkOildg5IRJvDA7B//4Qxfx8AgA8khyAWzo47unw4q8lOFxgquMRRERERNQQtwb7paWlSE5OxrJly6BWqx2OSZKEe+65BxkZGdiwYQN2796NuLg4TJw4EaWlFaW6Ll++jMuXL2Px4sXYt28f1q1bh3379uGhhx5q8Ln9/f1x+vRphx+VStXg44jo+vQJV+CBbgHoEMBl+1RBJghYPSwUYcrqjySLBDy8qwilZpbjIyIiImoKecN3aTljxozBmDFjAACPPvqow7Fz587hl19+QWpqKnr16gUAeO2119C1a1d88cUXmDlzJpKTk/Hf//7X/piOHTtiyZIlmDZtGkpKShAUFFTncwuCgKioqBZ4VUREdK3a+4tYMSQE9/5UvTLrbIkFz/1cjDeGhNbzSCIiIiJyxWNz9o1GIwA4XG2XyWRQKpXYv39/nY/T6XRQKpXw969/eXB5eTlSUlKQnJyMadOm4ciRI83TcSIiapLfJajxQFfH9+73z5Thm/PlbuoRNTdrnz6w9umD0u7dYe3Tx93dISIi8mluvbJfn65duyIuLg5LlizBihUrEBAQgNWrV+PixYvIy8tz+RitVosXX3wRM2fOhFxe90vr0qUL/v3vfyMlJQV6vR5r167FHXfcgT179qBTp051Pi49Pf26Xxd5J/7uyVt4+1h9MBz4Sa1Cdnn1XPRju68irJ8BkUru0O/13nnH8baXj1fyfd7+nkptB8dq29SlS5d6jwtardYjvj3FxMRg+fLluOeee+xtaWlpmDdvHo4fPw5RFDFy5EjIZBVfAD/77DOHx5eWlmLKlCmQyWT44osvrin/3mq1YtiwYRg6dCiWL1/ePC+IfEZ6enqDf0hEnsBXxmpagQm3fnMFlhqfTrd0UOKLMeGQCazc4At8ZaySb+M4JW/BsUp18dhl/ADQt29f7NmzB+fPn8fp06fxxRdfoLCwEAkJCQ730+v1mDJlCgDg008/veaN9kRRRN++fZGRkdFsfScioqbpG6HAczc47rmy45IRa06WuqlHRERERN7Ho4P9KsHBwYiIiMC5c+dw+PBh3HnnnfZjOp0OU6ZMgc1mw8aNG6HRaK75/JIk4cSJE9ywj4jIQ/wpRYMh0QqHtsWHinGs0OymHhERERF5F7cG+3q9HkePHsXRo0dhs9mQk5ODo0eP4sKFCwCATZs2Yffu3cjKysLWrVsxadIkjBs3DqNGjQJQEej//ve/h1arxerVq1FWVoa8vDzk5eXBZKquzzxhwgQsXrzYfnvZsmXYvn07srKycPToUcybNw8nTpzAgw8+2Lr/AERE5JIoE7BuWCiCFdXL9k02YPauQpRbPCL7jIiIiMijuXWDvsOHD2P8+PH220uXLsXSpUsxY8YMrFmzBrm5uXjuueeQn5+PqKgoTJ8+HYsWLbLfPy0tDb/88gsAoH///g7n3rJlC4YNGwYAyMzMRExMjP1YcXEx5s+fj/z8fAQFBaF3797Ytm2b0zmIiMh9YjVyvDE4BLN2FtnbTmkteOFQMZbfFOLGnhERERF5Po/ZoI/IU3HTE/IWvjpW56YW4eOzZQ5tG28Nx5i4a9ufhdxPM2IEAMBgNEKlVEK/a5ebe0RUN199TyXfw7FKdfHY0ntEREQA8PKgYOzPMyJLZ7W3PbanCPsmtUOkWnRjz+haiUeOAAAC3NwPIiKitsArNugjIqK2K0ghw1vDQyHWqLp3xWDDvD1FkCQuTiMiIiJyhcE+ERF5vIHtlHi6T6BD2/c5Rrz7G8vxEREREbnCYJ+IiLzCU30CMTDSsRzfX38pxmkty/ERERER1cZgn4iIvIJcJuCtEaEI9Ktez2+wAn/cVQSjlcv5iYiIiGpisE9ERF4jMVCOV2qV3TtWaMY/fy1xU4+IiIiIPBODfSIi8irTOqnxhyS1Q9vK43rsvGRwU4+IiIiIPA+DfSIi8iqCIODVm0MQG+BYdm9uahEKDdY6HkVERETUtjDYJyIirxOilGHt8FDUqMaHy2U2PLFPy3J8RERERGCwT0REXmpotBILemsc2jafN+C/6WVu6hERERGR52CwT0REXuuZvkHoF+Hn2HawGOeKLW7qEREREZFnYLBPREReSyEKeHt4KPzl1Qv6Sy0SHt5dCLONy/mJiIio7WKwT0REXq1zsB+WDQp2aPu1wIyXD+vc1CMiIiIi92OwT0REXu++Lv4YF69yaHv1qA77co1u6hERERGRezHYJyIirycIAlYMCUG0uvpjTQIwe3cRtEab+zpGDoq1WhRrtTj0yy8o1mrd3R0iIiKfxmCfiIh8QrhKxJphoQ5tOaVWPH2AQSURERG1PQz2iYjIZ9wSo8JjPR3L8X2WUY6N51iOj4iIiNoWBvtERORTnu8fhJ6hcoe2p/ZrkaVjOT4iIiJqOxjsExGRT1GKAt4ZEQaVWN1WYpbwyO4iWFiOj4iIiNoIBvtERORzeoT6YckAx3J8B/JNeO0oy/ERERFR2yBv+C5ERETe5+EeAfjxogH/l1Ndfu/lNB1GxagwIFLhxp61Xer58wEACcXFUAcHo/zNN93cIyIiIt/FK/tEROSTBEHAv4eGIkJV/VFnlYCHdxVCZ2Y5PndQfPABFB98gMhNm6D44AN3d4eIiMinMdgnIiKf1U4tYtVQx3J8mTornjlY7KYeEREREbUOBvtEROTTbo9T4eHuAQ5tG9LLsCmz3E09IiIiImp5DPaJiMjnLbkxGN2CHbepmb+vCDl6luMjIiIi38Rgn4iIfJ5aLuDtEaHwq/GpV2ySMDe1CDaJ5fiIiIjI9zDYJyKiNqF3uALP9w9yaEvNNeHfx/Vu6hERERFRy2GwT0REbcZjPTUY0V7p0PaPX0uQVmByU4+IiIiIWgaDfSIiajNkgoA1w0IRqhTsbWYb8PDuIpRZWI6PiIiIfAeDfSIialM6BIhYMcSxHF96sQV//bnETT0iIiIian4M9omIqM0Zn6DGzK7+Dm3vnS7FtmyW4yMiIiLfwGCfiIjapJcGBqNjoOjQ9vgeLfLKrG7qEREREVHzYbBPRERtksZPhndGhEFenb6Pq0YbHt3DcnxERETk/RjsExFRm3VDpALP9nMsx7f9ohFvnSp1U4+IiIiImgeDfSIiatOe6KXBzVEKh7YXDhXjRKHZTT0iIiIiun5yd3eAiIjInUSZgHXDQzH063yUmCqW7xutwMO7CvHT+HZQ1VznT9dFt3MnAOBCdjbi4uPd2xkiIiIfxyv7RETU5sVr5Hjt5hCHtpNaC/7+v2I39cg32fr2ha1vX5T16AFb377u7g4REZFPY7BPREQEYEpHf9zVSe3QtvZkKd48psOeXCMulVq5cR8RERF5DS7jJyIiqvTKTSE4kGdCtr66/N4Lh0rs/68SgaRAOZKC5OgYKEfHIDmSAkUkBckRFyBClHHJPxEREXkGBvtERESVghUyvDU8FHd+WwCbi4v4BitwSmvBKa3F6ZifDEjQyNExSERi5URAxYSAiHiNHAqREwFERETUehjsExER1XBTlBLP9QvCP34tafjONZhtwNkSC86WWAAYHY7JBCA2QLRPACQFiUiqnBBIDBThL2dWHRERETUvBvtERES1LOytQd8IP+zPNSFDZ0FGiQUZOot9t/5rZZOAbL0V2XordtaaCACADv4yJAXJ7RMANScEghS+MxHg9/77AICIvDz4RUXB/MAD7uwOERGRT2OwT0REVIsgCBgdo8LoGJW9TZIkFBltyNBZK4L/EgsydRZklliRobOgwGBr8vNdKrPhUpkJe3NNTsciVDJ78N/RYUJARKhSBkHwnvQA/yeeAAAkVt4uZrBPRETUYhjsExERNYIgCAhTiQhTiRgQqXA6XmyyIbPEgiydtXo1QIkFWToLLpU1fSKgwGBDgcGEn684HwtWCNUTALUmBKLU3jURQERERM2LwT4REVEzCFbI0DdCgb4RzsfKLLaKSYASCzJLLMisMSGQU2p1uRlgYxSbJBwuMONwgdnpWIBcQGJgzX0CqlYFiIgJECHjRAAREZFPY7BPRETUwvzlMiSHypAc6ud0zGSVkK23IKOkegKgakIgS2eBpYkTAaUWCSeKLDhR5Fw5QClWVA5IqkwH6Bgkt68IiNOI8GMJQSIiIq/HYJ+IiMiNFKKAzsF+6BzsPBFgsUnIKbVWrwao3Cgws3K/AIO1ac9ptAJnii04U+w8ESAKQLymekVAYo0JgQSNHCo5JwKIiIi8AYN9IiIiDyWXCUgMlCMxUI5bah2zSRJyy2wOqwEyKjcMzNRZoDM3bUmAVQIydVZk6qzYXqtygAAgJkBEUq3VABUpAiI0fr5TOYCIiMjbMdgnIiLyQjJBQIcAER0CRAyNVjockyQJBQZbZcUAq301QNXKgCJj0yYCJAA5pVbklFqR6qJyQJRaVj0BUGtCIETJiQAiIqLWxGCfiIjIxwiCgEi1iEi1iEFRzse1Rhsya1QMqLiSX/H/eeVNrxyQV25DXrkJ+/OcJwLClDJcrdV2MM+IjkFyRKhYOYCIiKi5MdgnIiJqY0KUMvRTKtAvwrmEoN5sqwj+K/cFqDkhcLHUiibuF4hCo/Mkwu3bCgAAgX5CZaWAihUBSZUrAjoGyhHtL2PlACIioiZwa7C/d+9erFy5EkeOHMHly5exatUq3HPPPfbj+fn5eOGFF7Bjxw4UFxdj8ODBWL58OTp16mS/j9FoxF//+ld88cUXMBgMGD58OF599VXExMTU+9zvvPMOVqxYgby8PHTv3h1Lly7F4MGDW+y1EhEReQONnwy9wmToFea8YaDBIuG8viodwIqsyrSAjBILsvVWWJs4E6AzSzhaaMbRQucSgioR9n0BOtaaEIgNECFn5QAiIiKX3Brsl5aWIjk5GTNmzMAjjzzicEySJNxzzz2QyWTYsGEDgoI0Fiu/AAAgAElEQVSCsGrVKkycOBEHDx5EQEAAAODZZ5/Ftm3b8O677yI0NBTPPfccpk2bhl27dkEURZfP++WXX+KZZ57Bq6++iptuugnvvPMOpk6digMHDiAuLq7FXzcREZE3UskFdAvxQ7cQ54kAs03CBb3VYTVA1YRAps4CUxOzAwxW4JTWglNa58oBfrLKEoK1VgN0DBIRr5FDIXIigIiI2i5Bq9U2dUVes4qJicHy5cvtV/bPnj2LAQMGIDU1Fb169QIA2Gw2dO3aFc8//zxmzpyJ4uJidO7cGatWrcJdd90FAMjJyUGvXr3w+eefY/To0S6fa/To0ejZsydWrFhhb7vhhhswceJEvPDCCy38SsnbpKeno0uXLu7uBlGDOFbJU1ltEi6VWZESG+HQnvL+aWTqrCizNP9XEZkAxAZUlxBMChLtqQKJgSL85dwwkOrH91TyFhyrVBePzdk3GivK/ahUKnubTCaDUqnE/v37MXPmTKSlpcFsNmPUqFH2+8TGxqJbt244ePCgy2DfZDIhLS0Njz/+uEP7qFGjcPDgwRZ6NURERG2XKBMQp3H+yrF3UhQkSUJ+ec0SgpXVA3QWnCuxoMTUtIkAmwRk663I1luxs1YJQQDo4C+rLBkod5oQCFJwIoCIiLyfxwb7Xbt2RVxcHJYsWYIVK1YgICAAq1evxsWLF5GXlwegIqdfFEWEh4c7PDYyMhL5+fkuz3v16lVYrVZERkY2+jFV0tPTr+MVkTfj7568BccqebIBtW7XHK8RlT8DgwAEVbRJElBsAXIMMlwoF5BjEJBTLsMFg4AcgwxF5qYv079UZsOlMhP2uighGOonIVZlQ5xKQqzahliVhDh1RVuwHOB+gW0H31PJW3Cstk0Nrejw2GDfz88P69evx7x585CUlARRFDFy5EjcdtttDT5WkqQGS/jUPt6Yx3B5TNvEpVHkLThWydOVvfEGACA/Lw/toqIaPV5vrKO9xFRRQrBqNUBG5f4AmSUWXCpregnBIrOAIrOIYzrnY8EKwWk1QMfKFQJRapYQ9CV8TyVPV2q24ceLRqRl5eLefnHoFOyxoR25iUePiL59+2LPnj0oLi6G2WxGREQERo8ejX79+gEA2rVrB6vViqtXryIiojoPsKCgoM6d9cPDwyGKotNV/IKCAqer/URERNR8zA88AAAoSE9HaDMEUUEKGfqEK9An3PlYmcWGLJ21xgRA9YRATqkVtiZuE1BskpB21Yy0q86VAwLkAhIDa+4TUJUmICImQGQJQSK6bmUWG37IMeKrzHJ8f8GAcqsEQIE3s/IwMUGNBb016B3uXFaV2iaPDvarBAcHAwDOnTuHw4cP47nnngNQMRng5+eHHTt2YOrUqQCAixcv4vTp0xg0aJDLcykUCvTt2xc7duzApEmT7O07duzAhAkTWviVEBERUWvwl8uQHCpDcqhz5QCTVUK23oKMGhMAWbqK2+f1FpibuCig1CLhRJEFJ4qcKwcoxcrKAUFydKyaEKicDIjTiPBjCUEiqkO5RcIPOQZsyirHdxcMLjc1tUnAV1nl+CqrHLfFKLGwTyBujlK6obfkSdwa7Ov1emRkZACo2Gk/JycHR48eRWhoKOLi4rBp0yaEhYUhPj4eJ06cwDPPPINx48bZN+QLDg7Gfffdh+effx6RkZH20ns9e/bEyJEj7c9z44034uGHH8bs2bMBAI899hjmzJmD/v37Y9CgQXjvvfeQm5uLWbNmtfq/AREREbUuhSigc7AfOgc7TwRYbBJySq3ILLEgs3JlQEZlakCmzgKDtWnPabQCZ4otOFPsPBEgCkC8pjodoOaEQIJGDpWcEwFEbY3BIuHHi5UBfrYB+muoWvLDRSN+uGjEzVEKLOwdiFtjlEwxaqPcGuwfPnwY48ePt99eunQpli5dihkzZmDNmjXIzc3Fc889h/z8fERFRWH69OlYtGiRwzleeukliKKIWbNmwWAwYPjw4Vi7di1EUbTfJz09HVevXrXf/v3vf4/CwkK88soryMvLQ48ePbBx40bEx8e3/IsmIiIijyWXCUgMlCMxUI5bah2zSRJyy2pWDqieEMjUWaAzNy03wCoBmTorMnVWoFblAAFATICIpFqrASpSBERo/Fg5gMhXGK0Stl80YFNmOb69YGjUe0qMvwgFzMgsc34v2J9nwtQfrqJXmB8W9tZgQoIaIlcRtSmCVqtt/uK2RD6EG/SQt+BYJW/hi2NVkiQUGCo2DKxKD8gsqdo00IpCY9M3DKxPlFpWPQFQa0IgRMmJgOvhi+OUPI/JKmHHJSO+yizDtmwDShoR4Hfwl2FiohqTk9QYEKnA2fSzyFDH4rUjevx8xbnCSJVOQSLm9wrE9E7+UIgM+tsCr8jZJyIiIu8nS0sDAPhnZ0NWWgpb375u7lHzEQQBkWoRkWoRA9s5H9caqyYCHFcDZJRYkFfe9ImAvHIb8spN2J/nooSgUkDHysoBSVWbBlZOCESoWDmAyF1MVgm7LldssvdNdjlKTA0H+NHq6gB/YDuFw4afggDcEafG7bEq7M0z4bUjOvx0yeh0jnMlVvxprxYvH9ZhXooGM7v6I4Crg3war+wTNYAz++QtOFbJ0wWHhDjcLtZq3dQTz6I3O1YOyKixIuBiqRUt8UUt0E+oTAcQ7ZUDqqoIRPvLWDkAfE+l5mW2SdhdFeCfL4e2EQF+lFqGCYlqTE5U46YoRZ1/l67GalqBCa8d1WHLeUOd7yHhShkeSQ7Awz00XAnko3hln4iIiMiNNH4ypITJkBLmvGGgwSLhvL46+M+s3DAwo8SCbL0V1ibOBOjMEo4WmnG00LmEoEpEjY0Cq9ICRCQFyREbIELOnF+iRrHYJKReNuKrrHJsOV+OImPDf7CRqoor+JOS1Li5naLJOfZ9IxT4cFQ4zmjNeOOYHhvPlaH2Hn9XjTa8eFiHFcf1eLBbAB7tqUGUv+j6hOSVGOwTEREReSiVXEC3ED90C3GeCDDbJOToq8sHVlQOsCKrcoWAqYnZAQYrcEprwSmtc+UAP1llCcHK4L+jfUJARLxGzjxgavMsNgl7cyuu4G8+b2jUfh0RKhkmJFQE+EOimh7gu9I1xA+rh4XimX6B+PdxPT48U+pUVURnlvDmcT3WntLjvi4BeDxFg4RAhom+gMv4iRrAZXzkLThWydNxGX/rsdokXCqzIqPEiqyqyYAaewa4qtN9vWQCEBsg2icAak4IJAaK8Jd71zJhvqdSY1ltEvbmmbApsxybz5ejwNBwgB+mlGFCggqTk9QYEq28rhUz1zJWr5RbseakHu+cKq1zM0BRAKZ0VGNB70B0dzHRSN6DUzZEREREPkaUCYjTyBGnkWMElA7HJElCfnnNEoKV1QN0FpwrsTRqszBXbBKQrbciW2/FTjhvDtbBX4bEyrSAqgmBxMoNA4MU3jURQGS1SdifXx3g5zdio81QpYDxCRU5+EPbK+HnhpSYSLWI5/sHY36vQLz7WylWn9A7TU5YJeDTc+X49Fw5xsWrsLB3IPpHKlq9r3T9GOwTERERtSGCICDKX0SUv4ibo5wnAoqMNmTU2h+gakKgMVcs63KpzIZLZSbsc1E5IEIlq9woUESSw4SAiFAlKweQZ7BJEg7kmfBVVjk2Z5U3qpJGsKIywE9SY7ibAnxXghUyLOwdiEeSA/DfM2VYcVyPnFKr0/22ZhuwNduAEe2VWNg7EMPbK/j36EUY7BMRERERgIqJgDCViDCViAEuruSVmCpKCNpXA1ROCGSWWHCprOkTAQUGGwoMJvx8xflYsEKongCoqiAQJEdSoBxRak4EUMuySRJ+zjdV5uCX43IjxnmQQsDv4isC/BHtlR69l4W/XIbZyRo80C0An2WU4Y1jeqQXO+/XseuyEbsuGzEg0g8LegVibLyKVTu8AIN9IiIiImqUIIUMfcIV6BPufKzMUlFCsHoCoHpC4EKpFbYmbhNQbJKQdtWMtKvOlQMC5II9FSDJXjmgYsPAmACRwQg1iU2ScOhKRYD/dVZ5oyaygvwE3BmvwuQkf4zsoITSgwN8VxSigHu6BGB6J398k23A60d1Lv/mDl0x456fCtEjRI4FvQPx+yQ1K3R4MAb7RERERHTd/OUyJIfKkBzqvKGXySohW29BRo0JgExdxe3zegvMTVwUUGqRcKLIghNFzlcilWJl5YDKdICq1ICkQDniNKLHLKcmzyBJEv5XYLYH+K6WtNcW6CdgbLwKkxPVGBWj8roA3xVRJmBiohoTElTYccmIV4/qsDfXOfXmlNaC2buL8OKvJZjfKxB3d/aHSu79r9/XMNgnIiIiohalEAV0DvZD52DniQCLTUJOaVXVAKu9ckBW5X9rlwlrLKMVOFNswRkXS5JFAYjXVK8IqDkhkKCRM2hpIyRJwuECM77KKsemrHJc0Dc82DTyigB/UqIao2NUPjtWBEHAqBgVRsWocDDPiNeO6fH9BYPT/c7rrVi4X4uX00rwWE8NZnUPQKAfN9z0FCy9R9QAlt4hb8GxSp6OpffoWtkkCbll1ZUDak4IZOos0NVROux6CABiAkREy03oGRVYWTqwalWACA0DGa8mSRKOXK24gv9VVjmyGxHg+8sF3BFXEeDfFquC2sMC/Nb6/D9eaMYbx3T4MrO8zrScYIWA2T00eCQ5AOEqscX7RPVjsE/UAAZQ5C04VsnTMdin5iRJEgoMNns6QO30gEJj0zcMrE+UWlY9AVArPSBEyYkATyRJEo4WmrGpMsDP0jUc4KtFAbfHqTA5SY3bYpXwl3vu77a1P/8zSixYcUyHj86WwVTHn5m/XMAD3fwxr2cgOgQw6HcXBvtEDWAARd6CY5U8HYN9ak1aY9VEgAWZuurVABkllkaVTGuKUKWAjlWrAKo2C6ycEIhQsXJAa5Kkiv0cKgL8MpwraTjAV4nAmNiKAH9MrAoBXrKKw12f/5fLrFh1XI//nC5FqcV1SOknA2Z09sf8lEB0CmYGeWtjsE/UAAZQ5C04VsnTMdgnT6E3V1QOqDkBUDUhcLHUipb4chzoJ1TuDyBWlhCsLicY7S9j5YBmIEkSTmkt+CqzIgffVQm52pQicFtMRYB/e5zKK9M03P35X2iwYt2pUqw7qYfW5PqvRyYAkxLVWNA7EL3CnPfuoJbB6RUiIiJqFab77wcAFBcXIzg42M29obZM4ydDSpgMKS6CDoNFwnm9BXt+uwBjYDt7KcGMEguy9VZYmzgToDNXLCU/WuhczkwlosZGgY4TArEBIkubNeA3bUUO/qbMcpxuRICvkAG3xlbson9HvIobyl2nMJWIZ/sFYV6KBu+fLsWq43rk1lo9Y5OALzPL8WVmOcbEKrGwdyBuilK6qcdtB6/sEzXA3bOlRI3FsUregmOVvIGrcWq2ScjRW+3Bf9WKgKq9AurKX74efrLKEoKBosNqgI5BIuI1cih8oNxbU5zRVu6in1mOU9rGBfijKq/g3xGnQrDCdwJ8T3tPNVgkfHKuDG8c09W7P8LNUQo82TsQo2OUTHFpIbyyT0RERETUCH4yoSIXP0iO0TGOx6w2CZfKrPbgP6PGioAsnbXOnOaGmG3A2RILzpZYgItGh2MyAYgNEO0TADUnBBIDRY/eVK4pzhZX76J/sqjhAN9PBozqoMSkJH+MjVNxA8VWopILeKBbAO7t4o9NWeV47YgOJ11MyOzPM2HKD1fRO8wPC3sHYnyCCiJXsTQrBvtERERERNdJlAmI08gRp5FjeHvH5cmSJCG/vLqEYGaJtWKvAJ0F50osKKkjz7khNgnI1luRrbdiJ4xOx9v7yyo2CayxIiCxcsPAIC+5sp1RYrEH+MddpEDUJheAWzooMSlJjXHxagb4biSXCZjS0R+/T1Lj+wsGvHZUh1+uOP8Ojxaa8cDOQnQOkuOJ3hrc1dG/za5YaW4M9omIiIiIWpAgCIjyFxHlL+LmKOeJgCKjzb5BYO0JgSuGpucGXC6z4XKZCfvyTE7HIlQy+/4AjhMCIkKV7q0ckFliwaascnyVWe5yj4PaRAEY2UGJSYlq/C5BjVAG+B5FJggYG1+RPrEn14TXj+rw0yXnyamzJRbM26PFssM6zEvRYGZXf59bndLaGOwTEREREbmJIAgIU4kIU4noH6lwOl5iqighaF8NUDkhkFliwaWypk8EFBhsKDCY8PMV52NBiuoSgrUnBKLULTMRkKWz4OvKAD/tauMC/OHtlZicpMa4eBXCVazl7ukEQcCw9koMa6/E4QITXjuqwzfnDU7VL3JKrXjmYDFeSdNhbk8N/tg9gCs0mojBPhERERGRhwpSyNAnXIE+4c7Hyiw2nK+xIiCzxGqfCLhQaoWtidtwl5gkpF01uwy6/eUCkipTAaomAJIqNwyMCRCvqYRgtt6CryuX6P9a0HCALxOAYdEVAf7vElSIYIDvtfpFKLB+VDhOa81445geG8+VOVW6uGq04Z+/luDNYzo81D0Aj/bUoJ2av/Nrwd34iRrgaTucEtWFY5U8XXBIiMPtYq3WTT0hapi3v6earBKy9RZk1FgRUPFfK87rLTC3QOUApVhZOaAyHaDmhECcRoSfTECOvmKJ/qaschxykb9dmwBgaLQCk5P8MT5BhUgGe068fawCFRM/K4/rsf5MKQx1bOCvEoH7ugRgXooGCYG8Zt0Y/FciIiIiIvIxClFA52A/dA72czpmtUnIKbXag/+qiYDMyhUCdQVbDTFagTPFFpxxUeteFID2/iJyShs+uQBgcLQCkxPVGJ+gRpQ/A3xfF6+R45WbQvB0n0CsOaHHu7+VosTseE3aYAXe/q0U750uxdSOajzROxDdQ5zHN1VjsE9ERERE1IaIMgEJgXIkBMoxsoPjMZskIbfMZk8HqD0hoDM3bVGwVUKDgf7NUQpMSlRjYqIa0Qzw26R2ahEvDAjG/F6BePe3Uqw5qUdBrU0qrRLwyblyfHKuHL+LV2Fh70Dc4GK/C2KwT0RERERElWSCgA4BIjoEiBga7Vw54KrRVrFHQOX+AFn2CgJWFBqvPTdgULvqAL9DAAN8qhCilOHJPoGY2zMA68+UYeVxvcvJom+yDfgm24CRHZRY2DsQw6IVbq0k4WkY7BMRERERUYMEQUCESkSESsTAds7HtUZbjXQAx/SA3PLqiYAbI/0wKckfExNUiNUwHKG6+ctlmJOswaxuAfgsowxvHNMj3UWayM5LRuy8ZMSNkX5Y0DsQd8SprmmzSF/Fvy4iIiIiIrpuIUoZ+ikV6BfhvKRab7Yhp9SKMKWMO6rTNVOIAu7pEoDpnfzxTbYBrx3V4YiLahG/XDHj7u2FSA6RY0HvQExOUkMua7tBPwsWEhERERFRi9L4ydA9xI+BPl0XUSZgYqIaO8dH4ssx4RgS7TpX/6TWgod3F2HAl3n4z2+lMFjaZgE6BvtERERERETkNQRBwKgYFbaOjcT3d0bg9jiVy/tl6axYsF+LPp/nYuUxHXQtUXPSgzHYJyIiIiIiIq80KEqJT28NR+rEdvhDkhquVu3nldvwt0Ml6LUxFy8dLkFhU+tLehkG+0REREREROTVeoX54d2RYTj0+yjc39Uffi4iXa1JwvI0HXp9lofnfi7GpQbKQXo7BvtERERERETkEzoGyfHmkFAcmRKNx3pq4C93vtRfapGw6oQefT/Pxfy9Rcgocd7h3xcw2CciIiIiIiKf0iFAxIsDg3F8ahT+3DcQIQrnoN9kAz44U4YBX+bhoZ2FOF7ovMO/N2OwT0RERERERD4pTCXi2X5BOHZXNP4xIAjRaucQ2CYBX2SWY+jX+Zj2QwEO5hnd0NPmx2CfiIiIiIiIfFqgnwyP9wpE2pRovH5zCBIDXZeB/D7HiNu3FeCj9NJW7mHzk7u7A0RERNQ2WPv0AQAYjEaolEo394aIiNoilVzArO4BuK+rP77KLMfrR3U4qXXM2Q/yEzAuQe2mHjYfBvtERETUKvS7dgEA0tPT0aVLFzf3hoiI2jK5TMDUTv74Q0c1vrtgwGtHdTh0pSJn/489AhCs8P5F8Az2iYiIiIiIqE2SCQLujFdjbJwKqbkmrDquw9xkjbu71SwY7BMREREREVGbJggChrdXYnh730kz8/61CURERERERETkgME+ERERERERkY9hsE9ERERERETkY5izT0RERK1CM2IEAKBHZem9qt35iYiIqPkx2CciIqJWIR45AgAIcHM/iIiI2gIu4yciIiIiIiLyMQz2iYiIiIiIiHwMg30iIiIiIiIiH8Ngn4iIiIiIiMjHMNgnIiIiIiIi8jEM9omIiIiIiIh8jFuD/b1792L69Ono0aMHQkJCsGHDBofjer0eTz/9NJKTkxEdHY0BAwZg1apV9uPnz59HSEiIy58VK1bU+bypqakuH3PmzJkWe61ERERERERErUXuzicvLS1FcnIyZsyYgUceecTp+HPPPYedO3di7dq1SEhIwL59+zB//nyEh4dj+vTpiI2NxenTpx0e88033+Cpp57ChAkTGnz+AwcOIDQ01H47IiLi+l8UERERERERkZu5NdgfM2YMxowZAwB49NFHnY7//PPPmDZtGoYPHw4ASEhIwPr16/G///0P06dPhyiKiIqKcnjMli1bMHLkSCQmJjb4/JGRkQgPD7/+F0JERERERETkQTw6Z/+mm27Cd999h5ycHADAwYMHcfz4cYwePdrl/bOysrBr1y488MADjTr/yJEj0a1bN0yYMAG7d+9urm4TERERERERuZVbr+w35OWXX8aCBQuQkpICubyiq8uXL8cdd9zh8v4ffvghwsPDceedd9Z73ujoaLz22mu44YYbYDKZ8Omnn2LixIn45ptvMGTIkDofl56e3vQXQ16Nv3vyFhyr5MkG1LrN8UqejmOUvAXHatvUpUuXeo97dLC/bt06HDx4EB9//DHi4uKwb98+/O1vf0N8fDxuvfVWh/taLBZ89NFHuPvuu+Hn51fvebt06eLwDzNw4EBkZ2dj5cqV9Qb7Df1jkm9KT0/n7568AscqeRuOV/JkfE8lb8GxSnXx2GC/vLwcS5Yswfvvv4+xY8cCAFJSUnDs2DGsXLnSKdj/9ttvkZubi5kzZzbp+fr3748vv/zyuvtNvodvnuQtOFbJ0xVrte7uAlGj8T2VvAXHKtXFY3P2zWYzzGYzRFF0aBdFETabzen+H374IYYMGYLOnTs36fmOHTvmtNkfERERERERkTdy65V9vV6PjIwMAIDNZkNOTg6OHj2K0NBQxMXFYciQIVi8eDECAgIQFxeHvXv34pNPPsHixYsdznPhwgVs374da9eudfk8c+bMAVCRFgAAq1evRnx8PHr06AGTyYSNGzdi69at+PDDD1vw1RIRERERERG1DkGr1UruevLU1FSMHz/eqX3GjBlYs2YN8vLysHjxYuzYsQNFRUWIi4vDzJkzMW/ePAiCYL//Sy+9hLfeegu//fYbVCqV0/nGjRsHANi6dSsA4M0338T777+Py5cvQ6VSoUePHliwYIG9DCARERERERGRN3NrsE9EREREREREzc9jc/aJiIiIiIiIqGkY7JNHeO2113DLLbcgLi4OnTp1wrRp03Dy5EmH+0iShKVLl6J79+6Ijo7GuHHjcOrUKYf7/Otf/8Ltt9+ODh06ICQkxOVz7dq1C2PGjEFsbCy6deuGF154ARaLpcE+7tmzByNGjEBUVBT69OmD9957z+H40qVLERIS4vDTtWvXes9ZVFSEp59+GjfeeCOio6PRs2dPLFy4EIWFhdf8uqh1cKzWPVZtNhumT5+OlJQUREVFoVu3bpg9ezYuXbrUYJ+peXGc1v+e2qtXL6dz//3vf2+wz9T8OFbrHqupqalO56362bRpU4P9pubFsVr/+2paWhomTZqE+Ph4JCUlYf78+dDr9Q32mVoWg33yCHv27MFDDz2E77//Hps3b4ZcLsekSZNQVFRkv8+bb76JVatW4eWXX8ZPP/2EyMhITJ48GTqdzn4fo9GI3/3ud5g7d67L5zl+/DimTp2KW265Bbt378a7776Lb7/9tsEveVlZWbjrrrswcOBA7N69GwsXLsSiRYvw9ddfO9yvS5cuOH36tP1n37599Z738uXLuHz5MhYvXox9+/Zh3bp12LdvHx566CGH+zX0uqj1cKzWP1aHDx+O//znP/jll1/w4YcfIisrC/fee2+956bmx3Fa/zgFgEWLFjmc+6mnnqr33NQyOFbrHquDBg1yOOfp06excOFCaDQapxLU1PI4Vuseq5cvX8akSZOQmJiI7du344svvsBvv/2GRx99tN5zU8tjzj55JL1ej/j4eGzYsAFjx46FJEno3r07Hn74YfsXsvLycnTp0gX/+Mc/MGvWLIfHf/3117j//vuhrVXTecmSJfjhhx+Qmppqb/v2228xa9YspKenIzAw0GV/XnjhBWzZsgW//vqrve3xxx/Hb7/9hh9++AFAxWzp5s2bsX///ut67f/3f/+HadOm4fz58wgKCmrU6yL34Vh1PVarbNu2DXfffTdyc3NdbqBKrYPj1HGc9urVC7Nnz8bjjz9+Xeem5sexWv976oABAzBkyBC8+eab1/VcdP04VqvH6vvvv48lS5YgPT3dXjb9xIkTGDJkCH799Vd07Njxup6Pmo5X9skj6fV62Gw2+/Km8+fPIy8vD6NGjbLfR61WY/DgwTh48GCjz2s0Gp0CDrVaDYPBgLS0tDof9/PPPzs8NwCMHj0ahw8fhtlstrdlZWWhR48e6N27Nx588EFkZWU1um9VdDodlEol/P39r/mx1Po4Vuseq0VFRfjss88wYMAABvpuxnHqPE5XrlyJpKQkDB06FP/6179gMpmu+dzU/DhW635PTU1NxdmzZ/HAAw9c87mp+XGsVo9Vo9EIPz8/e6Bf1WcA1z2xQNeHwT55pGeeeQa9evXCwIEDAQB5eXkAgMjISIf7RXv7HYQAAAY5SURBVEZGIj8/v9HnHT16NA4dOoRPPvkEFosFly5dwssvv+zwHK7k5+e7fG6LxYKrV68CqJhtX716NT777DOsWLECeXl5GDNmjFNOU320Wi1efPFFzJw5E3K5vNGPI/fhWHUeqy+88AI6dOiApKQk5OTk4NNPP230eallcJw6jtM5c+bgnXfewZYtWzB79mysXr0aTz75ZKPPSy2HY7Xuz/8PPvgAKSkp6NevX6PPSy2HY7V6rA4fPhxXr17F66+/DpPJBK1Wa087qK/P1PIY7JPH+ctf/oIDBw5g/fr1DjOEACAIgsNtSZKc2uozatQo/OMf/8CiRYsQFRWFAQMGYMyYMQBgf66YmBj7z4IFC+p97prtt912GyZPnoyUlBSMHDkSn376KWw2Gz766CMAwKuvvupw7gsXLjicr7S0FDNmzED79u2xZMmSRr8mch+OVddj9U9/+hN2796Nr776CqIoYvbs2fY+UOvjOHUep/PmzcPw4cORkpKCmTNn4tVXX8X69euv6QsvNT+O1bo//wsLC7FlyxZe1fcQHKuOY7VHjx5Ys2YN1qxZg/bt26Nr165ISEhAu3btnP59qHXx0iF5lGeffRZffvkltmzZgsTERHt7VFQUgIpZy9jYWHt7QUGB0yxmQ+bNm4fHHnsMubm5CAkJQXZ2NhYvXoyEhAQAcMiRqsqLateundOsbEFBAeRyOcLCwlw+j0ajQffu3ZGRkQEAePDBBzF58mT78fbt29v/X6/XY+rUqQCATz/9lEuevQDHat1jNTw8HOHh4ejcuTO6du2Knj17Yv/+/Rg8ePA1vX66fhynjXtP7d+/PwAgIyOjzuenlsWxWv9Y/fjjjyGTyez3JffhWHU9VqdOnYqpU6ciPz8f/v7+EAQBq1atsveZ3IPBPnmMP//5z/jyyy/xzTffOJUBSUhIQFRUFHbs2IEbbrgBAGAwGLB///4mXQUXBMH+Bvb5558jNjYWffr0AQCXm4gMHDgQW7dudWjbsWMH+vXrBz8/P5fPYTAYkJ6ejmHDhgEAQkNDERoa6nQ/nU6HqVOnQpIkfP7559BoNNf8eqh1caw2fqzabDYAYD60G3CcNn6cHjt2DED1l3VqXRyrDY/V9evXY9KkSQgODm7cC6UWwbHa8Fht1+7/27t/kOSiOIzjTw0hKNUgL0LZlBDRVoRLEFRQg4s01KhLOURBgnWL2iLIQBorqKE/NLu1NBRBNZhCIC1BrUWBeAend5Au8fqqJf3j8v2s93L4ncPDufzEe+4fScXMOhwO9ff3V58svgzNPn6FaDSqo6Mj7e3tqbm52Xq/x+l0yuVyqa6uTpFIROvr6/L5fGpvb1c8HpfT6dTo6Kg1zsPDg56fn3V/fy9JymQykoqb4uvGtLGxoYGBAdXX1yuZTCqRSGhnZ6fi34xCoZC2trY0NzenUCiki4sLHRwcaHt727pncXFRw8PDam1t1ePjo9bW1mSapsbHx8uOm8vlFAwGlcvltL+/L9M0ZZqmpOKG29DQ8O554XuQ1fJZvby8VDqdlt/vV1NTk+7u7rSysqK2tjb5/f4aVxy1IKeVc3p1daW+vj41NjYqlUrJMAyNjIzI6/XWuOKoFVmt/PyXigecZbNZJRKJjy4vPhFZrZzVzc1N9fb2yuVy6eTkREtLS1peXrYOMMTP4NN7+BXKbQSxWEzz8/OSiu8dra6uand3Vy8vL+ru7lY8HldnZ6d1fyQS0eHhYck4yWTS+tUyEAgonU6rUCioq6tLsVhMQ0NDVWs8OzuTYRjKZrPyeDyamZlROBy2rofDYZ2fn+vp6Ulut1s9PT1aWFhQR0dH2TFPT08VCAT+e+1tze+ZF74HWS31WnMmk5FhGLq5uVE+n5fH49Hg4KBmZ2fV0tJStW58HnJa6rXm6+trRaNR3d7eqlAoyOv1KhgManp6mq+g/ACyWurfZ/vk5KRSqdSHTnTH5yOrpd7WPDExoePjY+Xzefl8Pk1NTWlsbKxqzfhaNPsAAAAAANgMp/EDAAAAAGAzNPsAAAAAANgMzT4AAAAAADZDsw8AAAAAgM3Q7AMAAAAAYDM0+wAAAAAA2AzNPgAAAAAANkOzDwAAAACAzdDsAwAAAABgM38BuyKgSuNhPCsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-19\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1075227467239940096\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-27\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1089621398409011200\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1195504767818055680\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-04-13\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/852580027178696704\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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8fQw0sjt7RWjBla1lM3zbp//Hrad2Fso0TWsKAwAAAACLOKx64zFjxvgcz5gxQy+++KK2b9+uiy66SDfeeKMkKS8v70df73a79corr2j+/Pm6+uqrJUl///vf1adPH73//vsaPnx4034ANJlfdG+lCKehX7+fr0pvXfvcT4vkrvTqyYHRMgyj/hsACEqlzz4rScrJzla7+HiLqwEAAAgclgX3E3k8Hi1btkwlJSUaNGiQX6/ZuXOnqqqqNGzYsNq2zp07q0ePHtq2bRvBPcj9NDFMr49oq8nv5au0um6U/bmMEhVVmnp2cIzsJw/LAwhqVbfeKknKzcxU65QUa4sBAAAIIJYG94yMDI0cOVLl5eUKDw/X4sWL1bt3b79em5OTI7vdrrZt2/q0x8XFKScn57SvzczMPOuaz6dgqbOpdJb0l142Tc0IVbGnLqS/klmqw8cKNeeCSjkDZHvFlt5XwYS+Cg70U/Cgr4IHfRU86KvgQD8Fj2Doq5QzDFpYGtxTUlK0efNmud1urVixQlOmTNHKlSvVq1evs76naZpnnEZ9pv8pgSAzMzMo6mxqKZIuSKrUz97N09Hyunnz63MdMkLDtWhYG7VyWJve6avgQV8FB/opeNBXwYO+Ch70VXCgn4JHc+krSxNPSEiIkpOT1b9/f82cOVN9+vTRc88959dr27VrJ4/Hc8oa+NzcXMXFxTVFubBI37YhWj06Vp3D7T7t6w5W6Gfv5qnwxIXwAAAAANDMBMhE4xper1eVlZV+XZuamiqn06mNGzfWth08eFBff/21Lr300qYqERbpHu3U6tGx6hblG94/zK7UuDW5yivnSQIAAAAAmifLpsrPmjVLI0eOVKdOnVRcXKz09HRt2bJFb7zxhiTp2LFjOnDggNxutyRp7969io6OVnx8vOLj4xUdHa1f/vKX+v3vf6+4uDi1bt1ajz76qHr37q2rrrrKqo+FJpQQ4dDq0XG6bm2uMo5V17bvzKvS6FW5euuaWHU8aVQeQPCw7dwpSWq1f79sJSXypqZaXBEAAEBgsCy4Z2dn684771ROTo6ioqLUu3dvpaen1+4Gv2rVKt1zzz211997772SpIceekjTp0+XJP3hD3+Q3W7XbbfdpvLycg0ZMkTPP/+87HbCW3PVLsyud0bF6YZ1udp+tKq2/Wt3tUatOqrl18YqKTIgHpYAoIEij//S9YddTtwFBZbVAgAAEEiMgoIC88yX4XxrLpsoNJXiKq8mb8jXpsMVPu3tw2x665pYXdjaed5qoa+CB30V2KJjYnyOCe6Bj+9U8KCvggd9FRzop+DRXPoqoNa4A/6KcNr0+oi2Gt3F5dN+pMyr0auPasdR//ZKAAAAAIBAR3BH0HI5DL18dRtN6hbm036swtS4NbnafNJoPAAAAAAEI4I7gprDZmjBla31m57hPu3F1aZuWJertQfKLaoMAAAAABoHwR1Bz2YY+uNl0Xqgb4RPe7lHmrwhT0u+K7WoMgAAAAA4dwR3NAuGYWjGgGjNviTKp73alH6z6Zhe+rrEosoAAAAA4NwQ3NGs3NcnUs9cHiPjhDZT0tStBfrrF0VWlQUAAAAAZ43gjmbn9p7h+seQ1rIbvu0zPi7UEzsKZZo8AREAAABA8CC4o1m6oVsrLR7WRqF23/Y/fVakh7a55SW8AwAAAAgSBHc0W6O6hOnNtFhFOHyH3v+xu0T3bClQtZfwDgAAACDwEdzRrA3pEKpl18YqJsQ3vP9rT6luez9fFR7COwAAAIDARnBHs3dJXIjeGRWn+DDfH/e395XrxvV5KqnyWlQZAAAAAJwZwR0tQu82Tq0eHaeECN9F7xsPVej6d/NUUEF4BwAAABCYHFYXAJwvyVEOrRkdp+vW5uobd3Vt+7acSv10Ta6WjmyruDD7ae4AoClV/upXkiS3263o6GiLqwEAAAgcBHe0KJ3C7Vo1OlbXr83T5/lVte1f5Fdp1KpcLbumrTpH8LUArFA2b54kaV9mplJSUiyuBgAAIHAwVR4tTqzLrrdHxery+BCf9j2F1bp2Va6+PWE0HgAAAACsRnBHixQdYtOSkW01vFOoT/v3JR6NWn1Uu04YjQcAAAAAKxHc0WK1ctj02vC2Gpfo8mnPKfNqzOqj2p5TaVFlAAAAAFCH4I4WLdRu6J9XtdHklFY+7e5KUxPW5mrToXKLKgMAAACAGgR3tHgOm6G/XhGj/9Mr3Ke9pNrUDevy9M6+MosqAwAAAACCOyBJshmG5g6K1kOpkT7tlV7plo35ev3bUosqA1qO6JgYRcfE6JKBAxUdE2N1OQAAAAGD4A4cZxiGpveP0pODfJ8f7TGluz44phd2F1tUGQAAAICWjOAOnOSe3hH6yxUxMk5qf/Ajt/778yJLagIAAADQchHcgR9xywXh+udVreU86Rsy+5NCzfrYLdM0rSkMAAAAQItDcAfqcV3XVnpteFu57L7tz35RrAc+dMtLeAcAAABwHhDcgdNI6+zSkpGxinT6Tpz/59cluuuDY6ryEt4BAAAANC2CO3AGV7QP1YprY9Um1Pfr8uZ3ZbrlvXxVeC0qDAAAAECLQHAH/NA/NkSrRseqQyvfr8zqA+WamhGq4irSOwAAAICmQXAH/NQzxqnVo+OUFOm76P1jt12Pf1JoUVUAAAAAmjuCO9AASZEOrR4dp54xDp/21/aUqsLDencAAAAAjY/gDjRQh1Z2rRoVqzhX3denqMrUewfLLawKAAAAQHNFcAfOQhuXXeOSwnzalmeVWVQNAAAAgOaM4A6cpfEnBfdVB8qZLg8AAACg0RHcgbM0OD5EsSdMly+sNLXpUIWFFQEAAABojgjuwFly2Az9NNHl07Z8H9PlgbPl6ddPnn79VNKzpzz9+lldDgAAQMAguAPn4OTp8u/sK1OVl+nywNko3rRJxZs2afcrr6h40yarywEAAAgYBHfgHPykfaiiHXVBvaDS1AeHmS4PAAAAoPEQ3IFz4LAZuqqtx6dt2V6mywMAAABoPAR34BwNj632OV65n+nyAAAAABoPwR04RwOjvYoJMWqPj1WY2sJ0eQAAAACNhOAOnCOHTRqT6LtJ3fIspssDAAAAaBwEd6ARTDhpd/mV+8tVzXR5oEEihg5VxNChuvCXv1TE0KFWlwMAABAwHFYXADQHQzuEKirEUGFlTVjPLffq30cqNbRjqMWVAcHD/tlnkqRwi+sAAAAINIy4A40gxG5odILLp23FPqbLAwAAADh3BHegkUzo6jtd/u19ZfIwXR4AAADAObIsuC9cuFCDBw9WQkKCEhISlJaWprVr19aeN01Tc+fOVc+ePdW+fXuNGTNGu3fv9rnHnj17dNNNNyk5OVmdO3fWiBEjtH79+vP9UQBJ0tUdXYpy1u0un1Pm1Yc5lRZWBAAAAKA5sCy4d+zYUbNnz9amTZu0ceNGDRkyRJMnT9auXbskSfPmzdP8+fP11FNP6b333lNcXJyuu+46FRUV1d5j0qRJqqio0PLly/XBBx/osssu00033aS9e/da9bHQgoXaDV3bxXe6/PK9TJcHAAAAcG4sC+5jxoxRWlqakpOT1b17d82YMUMRERHavn27TNPUggULNHXqVI0fP169evXSggULVFxcrPT0dElSXl6evv32W913333q06ePkpOTNWvWLFVXV+vzzz+36mOhhRt/0mPhVuwrk9dkujwAAACAsxcQa9w9Ho+WLFmikpISDRo0SPv27VN2draGDRtWe01YWJgGDx6sbdu2SZLatGmjHj166PXXX1dxcbE8Ho9eeuklRURE6NJLL7Xqo6CFG97JpQhH3XT57DKvtjFdHgAAAMA5sPRxcBkZGRo5cqTKy8sVHh6uxYsXq3fv3rXhPC4uzuf6uLg4HT58WJJkGIbeeust3XzzzUpISJDNZlPr1q2Vnp6u9u3bn/Z9MzMzm+YDNbJgqRO+fXVF6xCtPVr31Xrp08OK7VZlRVn4EXyvAtclJx3TV8GBfgoe9FXwoK+CA/0UPIKhr1JSUk573tLgnpKSos2bN8vtdmvFihWaMmWKVq5cWXveMAyf603TrG0zTVMPPPCA2rRpo9WrV8vlcumVV17RLbfcovfee08dO3Y87fsGuszMzKCoE6f21WRnmdZuzK893uwO1YLuibKd9POM84/vVXChrwIf36ngQV8FD/oqONBPwaO59JWlwT0kJETJycmSpP79+2vHjh167rnn9OCDD0qScnJy1Llz59rrc3Nza0fhP/jgA61Zs0Z79+5VTEyMJCk1NVUbN27Uq6++qmnTpp3nTwPUSOvsUrjDUEl1zdr2Q6Vebc+p1KXxoRZXBgAAACAYBcQa9x94vV5VVlYqMTFR8fHx2rhxY+258vJyffjhh7Xr10tLSyVJNpvvR7DZbPJ6veevaOAkYQ5DIzuftLv8PnaXBwAAAHB2LAvus2bN0tatW7Vv3z5lZGRo9uzZ2rJli2644QYZhqEpU6bo2Wef1YoVK/Tll1/q7rvvVnh4uCZOnChJGjRokFq3bq177rlHX3zxhfbs2aMZM2YoKytL11xzjVUfC5AkTeh60u7yWeUy2V0eAAAAwFmwbKp8dna27rzzTuXk5CgqKkq9e/dWenq6hg8fLkm67777VFZWpmnTpqmgoEADBgzQ0qVLFRkZKUlq27atlixZoscff1zjxo1TdXW1LrjgAr366qtKTU216mMBkqQRnUIVZjdU5qkJ69+XePRJbpUuiQuxuDIAAAAAwcay4L5gwYLTnjcMQ9OnT9f06dPrvaZ///5aunRpY5cGnLNwp01pnUO1Yl95bdvyrDKCOwAAAIAGC6g17kBzMiHJd7r8sqwypssDp+EuKJC7oEAfb98ud0GB1eUAAAAEDII70ERGJrjkstcdHyj2aGcez3MHAAAA0DANDu4fffSRnn76aU2bNk179uyRJJWUlOiTTz5RYWFhoxcIBKsIp00jOvnuLr9sL7vLAwAAAGgYv4N7ZWWlbr75Zo0ePVpz587Viy++qIMHD0qS7Ha7Jk6cqH/84x9NVigQjMafNF1++T6mywMAAABoGL+D+9y5c7V27Vr98Y9/1Pbt233Ch8vl0oQJE7R69eomKRIIVtckuBR6wnT5rCKPPs9nujwAAAAA//kd3N98803deuut+vWvf602bdqccj4lJUVZWVmNWRsQ9KJCbBrW0Xe6/PIspssDAAAA8J/fj4M7evSo+vTpU+/50NBQlZSUNEpRQHMyPilMqw/UPRZu2d4yzbg4SoZhWFgVEHjC7rtPkpTodissOlpl8+ZZXBEAAEBg8Du4x8fHn3ZE/ZNPPlFiYmJj1AQ0K6O6uOS0SVXemuPvijzadaxafdo4rS0MCDAhixZJkuKOHxPcAQAAavg9VX7cuHH6n//5n9qd5CXVjhiuXr1ab775pq6//vrGrxAIctEhNg3rGOrTxnR5AAAAAP7yO7g/9NBDSkhI0NChQ/Wb3/xGhmHomWee0YgRIzR58mSlpqbqvuPTHAH4OmV3+Sx2lwcAAADgH7+De2RkpN59913df//9Onr0qFwulz766COVlJRo+vTpevvtt+Vyuc58I6AFGt0lTM4Tvm2Z7mrtLqi2riAAAAAAQcPvNe5SzWPfHnjgAT3wwANNVQ/QLMWE2nRVh1CtO1hR27Y8q0y9WrPOHQAAAMDp+T3iXlJSogMHDtR7/sCBAyotLW2UooDmaNyPTJcHAAAAgDPxO7g/8sgjuummm+o9P3nyZM2YMaNRigKaozFdXLKf8AS4rwqq9VVBlXUFAQAAAAgKfgf3jRs3auzYsfWeHzt2rDZs2NAoRQHNURuXXUM7sLs8AAAAgIbxO7hnZ2erffv29Z6Pj4/XkSNHGqUooLn6sd3lAQAAAOB0/A7usbGx2r17d73nd+/erejo6EYpCmiuxib6Tpf/8li1Mt1MlwcAAABQP7+De1pamhYtWqRt27adcm779u1atGiR0tLSGrU4oLlp67LrJ+1Pni5fblE1AAAAAIKB34+Dmz59utatW6fRo0drxIgR6tWrlwzDUEZGhtavX6/4+Hg9+uijTVkr0CxMSArTpsO+j4V7sF+khRUBAAAACGR+B/f4+Hht3LhRM2fO1DvvvKN3331Xkuy/AucAACAASURBVBQZGalJkyZp5syZio+Pb7JCgeZiTKJLD3wkec2a4y/yq/RdYbWSo/z+OgIAAABoQRqUFNq1a6cFCxbINE3l5ubKNE3FxcXJMIwzvxiAJKldmF2D40O05UhlbdvyrDL9v76MugMAAAA41VkN8RmGobi4uMauBWgxJiSF+QT3ZQR3QEXvvy9JOrB/vxK6dLG2GAAAgABSb3D/17/+JUm68cYbZRhG7fGZ/OIXv2icyoBm7KeJYZr2kVvHZ8vrs7wqZRVVKymS6fJoubypqZKk0vBweVNSLK4GAAAgcNSbEu6++24ZhqGf/exnCgkJ0d13333GmxmGQXAH/BDfyq7L40O0Nbtu1H1FVpnu7cOoOwAAAABf9Qb3zz77TJIUEhLicwygcYxPCvMJ7ssI7gAAAAB+RL3BvcsJ6wu9Xq8Mw1BERIRat259XgoDmrtxSWF6aJu79nhHbpX2F1erSwTT5QEAAADUsflzkcfjUf/+/fXqq682dT1Ai9GhlV2XtQvxaVueVWZRNQAAAAAClV9De06nU+3bt+exb0AjG5cUpo9yfNe5/9+LmC6Plsn50kuSpNjsbDnj41V1661WlgMAABAw/Bpxl6RbbrlFr732msrLy5uyHqBFGZfo8jnefrRK3xdXW1QNYK1WU6eq1dSpSpo7V62mTrW6HAAAgIDh92Larl27yjRNDRw4UL/4xS+UlJSksLCwU6677rrrGrVAoDnrHOHQwDinth+tqm1bsa9cd/eOsLAqAAAAAIHE7+B+55131v73H//4xx+9xjAMgjvQQOOTwnyDe1YZwR0AAABALb+D+9tvv92UdQAt1rikMD22vbD2+KOcSh0q8ahjuN3CqgAAAAAECr+D+09+8pOmrANosbpEOHRxrFM7cutG3d/eV6a7ejHqDgAAAKABwf1Eu3bt0oEDByRJCQkJ6t27NzvOA+dgQlKYT3BflkVwBwAAAFCjQcF9yZIlmjlzpg4dOiRJMk1ThmGoY8eOmjlzpm644YYmKRJo7sYlhen3H58wXT67UkdKPWrfiunyAAAAQEvnd3B/9dVX9dvf/lYpKSmaPXu2unfvLtM09e233+rll1/WXXfdpcrKSk2ePLkp6wWapaRIh1LbOrUzr2bU3VTNdPk7LmTUHQAAAGjp/A7uzzzzjAYMGKCVK1fK5fJ99vQdd9yh0aNH65lnniG4A2dpfFJYbXCXpOVZBHcAAAAAks3fCw8ePKgbbrjhlNAuSS6XS5MmTaqdQg+g4cYnhfkcb82uVE6Zx6JqAAAAAAQKv4N7z549dfjw4XrPHzp0SD169GiUooCWKDnKoT5tnLXHXlNaua/cwooAAAAABAK/g/ucOXO0aNEivfXWW6ecW7JkiV5++WU9/vjjjVoc0NKcPOq+PKvMokoAAAAABAq/17j/9a9/Vdu2bfXrX/9aDz/8sLp27SrDMPTdd9/p6NGj6tatm/7yl7/oL3/5S+1rDMPQG2+80SSFA83RhCSXnthRt7v85iMVyi33KNbF7vIAAABAS+V3cP/qq69kGIY6d+4sSbXr2UNDQ9W5c2dVVFTo66+/9nkNz3YHGqZ7tFO9Wjv05bFqSTXT5d/ZV65f9Qi3uDIAAAAAVvE7uH/xxRdNWQeA4yYkhenLY0W1x8uyygjuaBFKn31WkpSTna128fEWVwMAABA4/F7j3tgWLlyowYMHKyEhQQkJCUpLS9PatWtrz5umqblz56pnz55q3769xowZo927d59ynw0bNigtLU0dOnRQly5dNG7cuPP5MYBGd/I69w8OVyi/nN3l0fxV3Xqrqm69VbnXX6+qW2+1uhwAAICAYVlw79ixo2bPnq1NmzZp48aNGjJkiCZPnqxdu3ZJkubNm6f58+frqaee0nvvvae4uDhdd911KiqqG4lcuXKlbr/9dk2aNEkffPCB1q1bp5tvvtmqjwQ0ih4xTl0YUzcZxmNK7+xnd3kAAACgpbIsuI8ZM0ZpaWlKTk5W9+7dNWPGDEVERGj79u0yTVMLFizQ1KlTNX78ePXq1UsLFixQcXGx0tPTJUkej0cPP/yw5syZo9/85jdKSUlRjx499POf/9yqjwQ0mnHsLg8AAADgOMuC+4k8Ho+WLFmikpISDRo0SPv27VN2draGDRtWe01YWJgGDx6sbdu2SZJ27typ77//XiEhIRoyZIguuOACXXfddfrss8+s+hhAozl5uvz7hypUUOG1qBoAAAAAVvJ7c7qmkJGRoZEjR6q8vFzh4eFavHixevfuXRvO4+LifK6Pi4vT4cOHJUlZWVmSpCeffFJPPvmkEhMTtXDhQo0dO1b/+c9/1KFDh3rfNzMzs2k+UCMLljrR+H3lMKWkMJeyymp+t1ZtSv/cnqWfxrPW/VzxvQoO9FPwoK+CB30VPOir4EA/BY9g6KuUlJTTnrc0uKekpGjz5s1yu91asWKFpkyZopUrV9aeP/lxcqZp1rZ5vTWjjw8++KDGjx8vqWZd/KZNm/T6669r6tSpp33fQJeZmRkUdaLp+mpicaH+9Fndng7byqJ0f0pso79PS8L3KrDZdu6UJB3Yv18JXbrIm5pqcUU4E75TwYO+Ch70VXCgn4JHc+mrBgf3srIyffrppzp69KiuuOIKxcaefZAICQlRcnKyJKl///7asWOHnnvuOT344IOSpJycnNrnxktSbm5u7Sh8/PFHBfXo0aPuwzgcSk5O1vfff3/WNQGBYkJSmE9wf+9QhdyVXkWHBMQKF6DRRV51lSSp1/Fjd0GBZbUAAAAEkgYlgOeff149evTQ2LFjddtttykjI0OSlJeXpy5duujll18+p2K8Xq8qKyuVmJio+Ph4bdy4sfZceXm5PvzwQ1166aWSpNTUVIWGhvpMe/B6vdq7d68SEhLOqQ4gEPRu7VC3KHvtcZVXWs3u8gAAAECL43dwf/XVVzV9+nSNGDFCf/3rX2WaZu25tm3b6uqrr9Zbb73l9xvPmjVLW7du1b59+5SRkaHZs2dry5YtuuGGG2QYhqZMmaJnn31WK1as0Jdffqm7775b4eHhmjhxoiQpKipKt912m/7rv/5LGzZsUGZmph566CG53W52lkezYBiGJrC7PAAAANDi+T1Vfv78+brmmmv0z3/+U/n5+aecT01N1cKFC/1+4+zsbN15553KyclRVFSUevfurfT0dA0fPlySdN9996msrEzTpk1TQUGBBgwYoKVLlyoyMrL2Ho8//rhCQkI0ZcoUlZWVqW/fvlqxYsVpN6YDgsm4pDD9+fPi2uP3DpWrsNKrKKbLAwAAAC2G38H922+/1R133FHv+bZt2yovL8/vN16wYMFpzxuGoenTp2v69On1XuN0OjVnzhzNmTPH7/cFgknfNk4lRdqVVVSzm3yFR1p7oFw3dGtlcWUAAAAAzhe/h+0iIyPldrvrPf/tt9+e00Z1AE71Y9PllzFdHgAAAGhR/A7uQ4YM0auvvqqKiopTzh08eFCLFi3SiBEjGrU4ANL4k4L7+oPlKqryWlQNAAAAgPPN7+D+2GOPKTc3V1dddZUWLlwowzC0bt06zZo1S1dccYWcTqd+97vfNWWtQIuU2tapLhF1u8tXeKR1B9hdHgAAAGgp/A7uycnJWrNmjdq3b6+nnnpKpmlq/vz5mjdvnvr166c1a9aoU6dOTVkr0CIZhnHKqDvT5QEAAICWw+/N6SSpR48eeuutt1RQUKDvvvtOXq9XSUlJrG0HmtiEpDD9dVfd7vLrvq9QSZVX4U52lwcAAACauwYF9x/ExMTo4osvliSZpqmSkhKFh4c3amEA6lwc61TncLu+L6nZXb7MY2rd9xWa0DXsDK8EAAAAEOz8Hq5bsWKFZs6c6dP27LPPqmPHjkpISNAvfvELlZaWNnqBAGqmy49Lcvm0LWe6PAAAANAi+B3c58+fr6NHj9Yef/rpp5ozZ44GDBigW2+9VevXr9e8efOapEgAOuWxcGu/L1dpNbvLAwAAAM2d38F9z5496tu3b+1xenq62rRpoyVLluiZZ57RbbfdpqVLlzZJkQCkS+JC1LFV3Ve2tNrU+u9PfTwjAAAAgObF7zXupaWlatWqVe3xe++9p+HDhys0NFSS1KdPHy1evLjxKwQgSbIZhsYlhen5L0tq21bsK9O4JNa5o3mo/NWvJElut1vR0dEWVwMAABA4/B5x79Spkz799FNJ0rfffquvvvpKw4YNqz2fn58vl8tV38sBNIKTHwu3Zn+5yqpNi6oBGlfZvHkqmzdP+x59VGUsvQIAAKjl94j7pEmTNHfuXB0+fFhfffWVYmJidO2119ae37Fjh7p3794kRQKocWm7ELUPs+lIWc3a9uJqU+8dLNeYREbdAQAAgObK7xH3+++/X/fff78OHTqkTp066ZVXXqmdynjs2DFt3bpVo0aNarJCAdRMl//pSaPu7C4PAAAANG9+j7jb7XY99thjeuyxx04517p1a2VmZjZqYQB+3PikMC3cXbfOffWBclV4TIXaDQurAgAAANBU/B5xP5Hb7VZGRoYyMjLkdrsbuyYAp3F5uxC1C6v76hZV1UyXBwAAANA8NSi479ixQ6NGjVJycrKuvPJKXXnllUpOTtbo0aO1Y8eOpqoRwAnsNkM/TWS6PAAAANBS+D1V/pNPPtGYMWPkdDp1yy23qEePHjJNU998843S09M1ZswYvfPOO7r44oubsl4Aqpku/+JXddPlVx0oV6XHVAjT5RHEomNiJEmXHD92FxRYVwwAAEAA8Tu4P/HEE4qLi9O7776rDh06+Jz73e9+p5EjR+qJJ57Q0qVLG71IAL4Gx4co1mVTbnnN7vKFlabeP1ShkQk8khEAAABobvyeKv/xxx/r9ttvPyW0S1KHDh10++23a/v27Y1aHIAf57AZGtvFN6Qv38d0eQAAAKA58ju4m6Ypu91e/41sNpmm2ShFATizCV1917m/s69MVV6+gwAAAEBz43dw79+/v1566SUdO3bslHPHjh3TokWLWN8OnEc/aR+qNqF1X+GCSlMfHK6wsCIAAAAATcHvNe6PPPKIJkyYoEsuuUQ33XSTUlJSJEnffPON/vd//1dFRUV67rnnmqxQAL4cNkNjE116+ZvS2rblWWUa3ol17gAAAEBz4ndwv/zyy7V06VI9+uij+tvf/uZzLjU1VU8++aQuu+yyRi8QQP3GJ4X5BPeV+8r158tNOW3sLg8AAAA0F34Hd0m64oor9P777ysnJ0f79++XJHXp0kXt2rVrkuIAnN6QDqGKCTFUUFmztj2/wqt/H6nQVR0ZdQcAAACaiwYF9x+0a9eOsA4EAKfN0JjEML2aWTfqvmxvGcEdAAAAaEbqDe7//ve/z+qGV1xxxVkXA6Dhxp8U3FfuL9efLjflYLo8AAAA0CzUG9zHjh0rw/D/H/6macowDOXn5zdKYQD8c1XHUEWFGCo8Pl0+t9yrfx+p1NCOoRZXBgAAAKAx1Bvc33777fNZB4CzFGI3NDrBpf/9tqy2bcW+MoI7AAAA0EzUG9x/8pOfnM86AJyDCV3DfIL72/vK9PSl0bIzXR4AAAAIejZ/LywpKdGBAwfqPX/gwAGVlpbWex5A07m6o0tRzrqQnlPm1Yc5lRZWBAAAAKCx+B3cH3nkEd100031np88ebJmzJjRKEUBaJhQu6Fru/juJL88q6yeq4HA5OnXT55+/VTSs6c8/fpZXQ4AAEDA8Du4b9y4UWPHjq33/NixY7Vhw4ZGKQpAw41PDPM5fjurTF7TtKgaoOGKN21S8aZN2v3KKyretMnqcgAAAAKG38E9Oztb7du3r/d8fHy8jhw50ihFAWi4YZ1cinDUTZc/UubVNqbLAwAAAEHP7+AeGxur3bt313t+9+7dio6ObpSiADRcmOPU6fLL9jJdHgAAAAh2fgf3tLQ0LVq0SNu2bTvl3Pbt27Vo0SKlpaU1anEAGmbcydPl9zFdHgAAAAh29T4O7mTTp0/XunXrNHr0aI0YMUK9evWSYRjKyMjQ+vXrFR8fr0cffbQpawVwBmmdXQp3GCqprgnrh0q9+vhopQa145nuAAAAQLDyO7jHx8dr48aNmjlzpt555x29++67kqTIyEhNmjRJM2fOVHx8fJMVCuDMwhyGRnZ26a0TdpRfllVGcAcAAACCmN/BXZLatWunBQsWyDRN5ebmyjRNxcXFyTCMM78YwHkxPinMJ7ivyCrXkwNNvqcIeBFDh0qSLqyokCs0lJ3lAQAAjmtQcP+BYRiKi4tr7FoANIK0zqEKsxsq89RMl/++xKNPcqt0SVyIxZUBp2f/7DNJUrjFdQAAAAQavzenAxAcwp02pXX2nRq/PIvd5QEAAIBgRXAHmqEJSb67yy/LKpPJ7vIAAABAUCK4A83QyASXXPa64wPFHu3Mq7KuIAAAAABnjeAONEMRTptGdHL5tDFdHgAAAAhOBHegmRrPdHkAAACgWag3uB84cOCs/vhr4cKFGjx4sBISEpSQkKC0tDStXbu29rxpmpo7d6569uyp9u3ba8yYMdq9e/eP3qu8vFxXXHGFYmJi9Omnnzbg4wPN1zUJLoWeMF0+q8ijz/OZLg8AAAAEm3ofB9e3b9+zeu5zfn6+X9d17NhRs2fPVrdu3eT1evWvf/1LkydP1vvvv6+LLrpI8+bN0/z58zV//nylpKTo6aef1nXXXaft27crMjLS514zZsxQp06dlJGR0eB6geYqKsSmYR1dWn2gvLZteVaZ+rXlsXAAAABAMKk3uP/tb3/zCe6maer555/X/v379fOf/1zdu3eXaZras2eP0tPT1aVLF911111+v/GYMWN8jmfMmKEXX3xR27dvV+/evbVgwQJNnTpV48ePlyQtWLBAKSkpSk9P12233Vb7unfeeUebN2/WokWL9O677/r9/kBLMD4pzCe4L9tbphkXR53VL+WA8+2iN46oR4yj5k+0Uz1iHOoZ41RMKKu8AABAy1JvcJ88ebLP8bPPPqvS0lJ9+umnatOmjc+5hx9+WCNHjlReXt5ZFeHxeLRs2TKVlJRo0KBB2rdvn7KzszVs2LDaa8LCwjR48GBt27atNrgfPHhQDzzwgN544w25XK76bg+0WKO6uOS0SVXemuPvijzKOFati9o4rS0MOMmP7b/wfYlH35d4tOFghU97fJhNPWJ+CPIOXRDtVM8Yh2JdNn4pBQAAmqV6g/vJXnjhBd11112nhHZJio2N1a9+9SstXLhQ9957r99vnpGRoZEjR6q8vFzh4eFavHixevfurW3btkmS4uLifK6Pi4vT4cOHJdWE/TvuuEP33HOP+vbtq3379vn9vpmZmX5fa6VgqROB3VeXRodqy7G6xe7/3HFQUxJb7lr3QO6rluz9PLse9PPa7DKvsssq9MFh30Af7TCV3Mqrrq286trKrPk7zFRciCnyfNPhOxU86KvgQV8FB/opeARDX6WkpJz2vN/BPTc3V1VV9f9jv7q6Wrm5uf5XppriNm/eLLfbrRUrVmjKlClauXJl7fmTR05M06xt+/Of/yyn06nf/va3DXrPH9430GVmZgZFnQj8vrpJJdqypaD2eHNhmP7cPbFFjkwGel+1VFVeU3//PMfv4F4fd7WhTwvt+rTQ7tMe5TSOT7mvm27fI8ahzuF22Vrg96Ax8Z0KHvRV8KCvggP9FDyaS1/5Hdz79u2rF154QT/72c+UmJjocy4rK0svvPCC+vbt26A3DwkJUXJysiSpf//+2rFjh5577jk9+GDNP99ycnLUuXPn2utzc3NrR+E3bdqkDz/8ULGxsT73HDFihK6//notXLiwQbUAzdXoLmFyGAWqPj4TOdNdrd0F1erVmunyCAyvfFOqPYXVp7RvndBO3xRU66uCKn1dUK2vC6qUWVhdu/TDX4VVprYfrdL2o76/fG7lMHRBtMMnzPeMcSoxwi67jUAPAAACh9/B/cknn9R1112nQYMGadSoUerevbukmt9grFmzRg6HQ0888cQ5FeP1elVZWanExETFx8dr48aNuvjiiyXVPPLtww8/1Jw5cyRJ8+fPV2lpae1rjxw5UhvYL7300nOqA2hOYkJtuqpjqNafsE54eVYZwR0BoajKq7mfFv7ouV6tncd/TsNq26q9pvYWVeurgmp9XVCtbwqq9FVBtb5xV6nc07D3Lq02tTOvSjvzqiSV1baH2qXuUXVhvkdMzRr65CiHnAR6AABgAb+D+8CBA7VhwwY98cQTWrdunZYvXy5JatWqlUaOHKlHHnlEF154od9vPGvWLI0cOVKdOnVScXGx0tPTtWXLFr3xxhsyDENTpkzRn//8Z6WkpKh79+7605/+pPDwcE2cOFGSlJSU5HO/8PBwSVLXrl3VqVMnv+sAWoLxSWGnBPfp/aMsrAio8bddxTpaXjOEbvx3hlo5DKX3L9Xgi7r/6PUOm6GUaKdSop366QmTvzxeUwdKPCeMzteM0H9dUK3i6lM3vjudCo+UcaxaGcd8ZwE4DKl7tOP4KH1NmO8R41T3KIdcDgI9AABoOn4Hd0nq0aOHXnnlFXm9XuXm5so0TcXFxclma/ijebKzs3XnnXcqJydHUVFR6t27t9LT0zV8+HBJ0n333aeysjJNmzZNBQUFGjBggJYuXXrKM9wBnNmYLi5N3Sp5jueXr45PP+4Zw6g7rHOk1KO/7Sr2abund4TiQksafC+7zVBSpENJkQ5dm1DXbpqmDpZ49LX7h1H6Kn1TUK3dBVVyVzYs0FebP3x3qqV9dY9ZtBlS10h7zRr6E0J9SrRD4U4eXQcAAM5dg4L7D0zTlMPhUFRU1FmFdqnmueynYxiGpk+frunTp/t1v8TERBUUFJz5QqAFauOya2iHUL13qG7UfUVWmXqmEtxhnad2FqrkhNHwWJdN9/aJ0JGs7EZ7D8Mw1DnCoc4RDg0/YTKWaZrKKfPWhvmv3XUj9D/MAPCX15S+LfTo20KPVp10rkuEvfaRdT+sob8gxqHoEAI9AADwX4OC+44dOzRnzhx9+OGHqqqq0ltvvaWhQ4cqLy9PU6ZM0T333KOhQ4c2Va0AzsH4pDCf4L4sq0y/S2W6PKzxdUGVXv6m1Kft4dRIRTptOnIe3t8wDMW3siu+lV1DO4b6nMsr99ROt//qhFB/uLSBu+JJ2l/s0f5ij9793vfRdR1b1T2Lvkd03TPp27js9dwJAAC0ZH4H9//85z8aN26c4uPjdeONN+rll1+uPde2bVsVFxfrlVdeIbgDAWpsokv3f1g3Xf7LY9XKdFcpJZpRd5x/sz8prP1ZlKRuUXb9qke4dQWdoK3LrsHt7Rrc3jfQuyu9p+xy/5W7WgeKG7grnqRDpV4dKq3QxkO+gT7OZfPZ5f6C6Jpp9+3CbC3yEY4AAKCG38H98ccfV7du3bRhwwaVlJT4BHdJuvLKK/X66683eoEAGkdbl10/aR+qTYdP3KSuXA/2I7jj/Np6pEKr9pf7tM0cEB3wO7ZHh9g0sF2IBrYL8WkvrvJqzwlr6H/4O6vYI2/DltHraLlXR49UasuRSp/2mBDjlF3uL4h2qFO4nUAPAEAL4Hdw37Fjhx577DG5XC6fx7D9oFOnTsrObrx1iQAa3/iksJOCe5ke7MeGjzh/TNPU7z92+7QNigvRTxNdCrvvPklSotutsOholc2bZ0WJDRbhtCk1NkSpsb6Bvrza1J5C3zD/dUG1vi2sVgM3uldBpamPcir1UY5voI90Gqfsct8jxqEuEXbZCPQAADQbfgd3m8122o3osrOzFRYWVu95ANYbm+jSgx+pdhTwi/wqfVdYreSos9qnEmiwFfvK9fHRKp+2OQOjZBiGQhYtkiTFHW8PluBeH5fD0EVtnLqoje+slkqPqe+KfB9Z91VBlTLd1aps4DL6oipTn+RW6ZNc3/+nYXZDKdEOnzDfM6Zm131HgM9sAAAAp/L7X+upqalas2aN7rrrrlPOVVZW6s0339SgQYMatTgAjatdmF2D40N8puEuzyrT/+vLqDuaXqXH1OyTRtvHdnHpsvjQel7RPIXYa6a91zyOse4X3tVeU/uKPD4b4n1dUK1v3NUqbeAQfZnH1Of5Vfo8v0pSWd1726TuUSeG+Zq/u0U5FGIn0AMAEKj8Du7333+/Jk6cqN/+9re64YYbJElHjhzR+vXr9ac//Ul79+7V/Pnzm6xQAI1jQlIYwR2WeOnrEn1XVLeRm92QZl7Ckw1+4LAZ6hbtULdoh8ac0O41TR0o9tSN0J8Q6gurGhboK73SlwXV+rKg2qfdbkjdomrWzdetpXcoJdqpMAeBHgAAq/kd3K+++mr9/e9/17Rp0/Taa69JkqZMmSLTNBUdHa0XXnhBAwcObLJCATSOnyaGadpHbv3wz/2deVXKKqpWUiTT5dF0Ciu9/5+9Ow+PsrrbB34/M8+smSWBhISsQyBhCcgWELdKWUWEoLWtVevS+qq0taWvW7FVgda6FK3UH1Jcqn3bWkW0gKKiVkRRkH2RNQSysCQhhNmS2ef5/THJTJ5AIANJZia5P9f1Xr5zZiZz4lMnc8855/vF0zscsrHbC5PY1aAdFIKAPKOIPKOIKTna8LgkSTjRGJSfobeFtt2f9kQX6AMScNAWWt1/v0XhQAGAxagMrdCbRVkveoOKveiJiIi6SlSf1G+88UZce+21WLt2LcrKyhAMBtGvXz9MnDgRBoOhs+ZIRB0oXa/EZelqfF0TWXVfVe7CL4dx1Z06z192O3HKEznAnSQKeHgE/zd3MQRBQGaSEplJSnw3KzIuSRLq3EFZQbz9Vh8O2vyocUV3iF4CcMQRwBFHAB9Vye/LTlIiR63BqNO2pn70oS34yRoGeiIioo7W7uD+1VdfYeDAgUhNTcX06dPPuP/UqVPYv38/rrjiig6dIBF1vBKLThbcVzC4Uyc63hDA4j1O2dh9Qw1I1ytjNKPuTRAEpOmUSNMpcVVf6/DaDAAAIABJREFUef2A056gLMyHtt/7cawx+l70RxsCONqgxIbT8muboVOEz9C3bF+XquX1JiIiulDtDu4zZszA0qVLw+fbW1u3bh3uuusu1NfXd9jkiKhzzMjT4eFvIkXCttX5UOn0I9fA7fLU8Z7cbocrENm63UenwC+GcpdWLKRoFBiXrjmjIKDdG0SprWWYD22/r3QGEGXnOlS7gqh2eWStJwGgt0YhK4g3KFlEYbIKGToFe9ETERGdR7s/pUvSuf90e73ec7aLI6L4kZmkxLg+allP6JXlLtw3lKvu1LH2nvbhX4caZWNzR5h4PjrOmNQKjE5TY3SavBd9oz8U6FuG+QNWPw47/OG2ku11yhPE1zVe2W6f0GsLGGSOrNA3B/vsJCUDPRERUZNzBne73Q6bLbIqV19fj6qqqjMeZ7Va8c4776Bv374dP0Mi6hQzLTpZcF/F4E6dYP4WmyzgFZhF/LhQH7sJUVT0ogLDe6sxvLc80HsCEg7Z/Fi3vwo2XWo42B+y++GLshe93Sth00kvNp2UB/okUUBh09n5QS3a1+UalFCyFz0REfUw5wzuL774Ip555hkAoTNzc+fOxdy5c8/6WEmS8Oijj3b8DImoU8zM0+KRTZEv5jaf9OGo049sbpenDvLFCQ/WHJVvl5432gSRoSvhaZQCinqpoE4LoKAg0tLPF5RwxO7H/qb+882r9KU2H9xRHqNv8EvYXufD9jp5L3qtEhhgDp2bby6INyhZRD+TCBX/t0VERN3UOT+hjx8/HlqtFpIkYcGCBbjhhhswbNgw2WMEQYBer8fIkSNRXFzcqZMloo6TbRAxJk2FzSd94bFVFW78rIhnj+niBSUJj2+xycYuS1fj2lxtG8+g7kClEFCYrEJhsrzNXyAoodIZiJyhb9GLvsEf3Z57dwD4tt6Hb+t9snGVItSLPlwQrynUDzCL0CgZ6ImIKLGdM7iPGzcO48aNAwB4PB7MmDEDRUVFXTIxIup8My06eXAvdzG4U4f4zxFX00ppxIJiM88s91BKhYB+ptCq+LTcyHhQknCsISCrcn/Q5sc+qw92b3SB3hcE9ltDq/1ApBe9QgDyjaKsyv1As4jCZBF6kbUWiIgoMbR7T+xvfvObs45XV1fDarVi0KBBHTYpIuoaJRYdHt1sD9/eWOvF8YYAMpPYtokunCcgYcFWu2ysxKLFmD7qNp5BPZVCEJBjEJFjEDEpO7IbQ5Ik1LiCsoJ4B2yhYF/nju4QfVACDtn9OGT3Y3VlZFwAkGtQhqvbN5+hLzSLMKkZ6ImIKL60O7i//vrr2LBhA5YuXRoeu//++/Haa68BAIqKirBixQr07t2742dJRJ0i1yBiVKoK21qsjL5X4cI9Q7jqThfub/sbUOGMHGgWBeCxUeYYzogSjSAIyNArkaFX4upM+X117kC4/3xkld6HE43RBXoJQIUzgApn4IxaDFl6pXyFvinUp2gY6ImIKDaiCu4tz7B/8cUX+Nvf/obvf//7GDJkCBYuXIiFCxfiySef7JSJElHnmGXRyYL7ynIGd7pwVk8Qf9rpkI3dOSgJ/c3n/3Pj+PxzAEBVZSVycnPP/WDqsVK1SqRmKHFFhrwXvdUTxEFbixX6ptX6ow1RVsUDcKwxgGONAXx2XB7o++gUsir3hU2F8dK07EVPRESdq93BvaKiArfeemv49ooVK5CVlYW//vWvUCgUsNls+M9//sPgTpRgZlp0eGxLZFvzhhovqhsDyNBzuzxFb9FuB+o9kZVPo0rAQ8Pb12YwOGIEAKAxKQnBgoJOmR91X8kaBcb20WBsH3mgd/pCvej3y3rR+1DuCCDKVvSodQVR6/Liy2p567oUjRAK8y2q3Bcmq5CpZ6AnIqKO0e7g7vV6oVJFqsSuXbsWkyZNgkIR2jaWn5+P6urqjp8hEXUqi1HEiN4q7DgVWnWXALxf4cJdg7nqTtE56vRjyV6nbOxXw4xI0/FLIIodg0qBkalqjEyV11hw+SUcssvD/AGrH2V2PwJRJvrTHgkbarzYUCMP9EaVcEaV+4HJInIMSigY6ImIKArtDu55eXn4/PPPcfvtt2Pbtm0oLy/H/Pnzw/fX1tbCaGzfqgoRxZcSiy4c3AFgRTmDO0Xvj9sdsl7dffUK/KwoKXYTIjoHnShgWC8VhvWSt67zBiSU2UPV7ZvP0O+3+nDI5oc3umP0cPgkbDnpw5aT8g4LelFAgVkMn51v3n6fZ1RCZC96IiI6i3YH95/85Cd48MEHceDAARw/fhxZWVmYPHly+P6NGzeysjxRgiqx6DC/RRXwr2u8qHUF0IcrpdRO39b78O9DjbKxuSNNbLdFCUetFDA4RYXBKSqUQBce9wcllDtCW+5bhvqDVj9cUS7RN/ol7Dzlw85TPgCuyGsrgAEtztA3/zPfKELNXvRERD1au4P7XXfdBbVajY8//hjDhw/HnDlzoNOF/qCdPn0aJ0+exE9+8pNOmygRdZ58k4hhvVTYXR9aFQpKwPsVbvxkEFdLqX3mbbHJzgsPThZx8wB9zOZD1NFEhYABZhUGmOUr9EFJQqUzEC6Id8AW2Xbv8EUX6L1BYO9pP/ae9stfWwi9T4e33Tf9s8AkQisy0BMR9QTtDu4AcNttt+G22247YzwlJQWfN1UDJqLEVGLRhYM7EKouz+BO7fH5cTc+PSavvj2v2Bz1ll/V668DAFJraqBKT4fvjjs6ZoJEnUghCLAYRViMIqbmyHvRH28Mys7QH7T5se+0D1ZvdIHeLwEHbaGV/vcq3C1eG7AYlOGz882hvsAswqDibhciou4kquBORN3XLIsWf9gW2S6/vtqDOncAqVpul6e2BSUJj222y8auzFBjSramjWe0TT9nDgDA0nTbxuBOCUwQBGQlKZGVpMSErMi4JEk46Q7KCuLtbwr1ta7oDtEHJeCwI4DDjgA+rJLfl2NQYpA5VN1+YLKIJIcCaZ4gktmLnogoIbU7uM+YMeO8jxEEAatWrbqoCRFRbAwwqzAkRQxv0QxIwOoKN24fyFV3atvywy7sqpcX3lpQbGYLLKI2CIKAPjol+uiU+E5f+Rdc9e5A01Z7+Rn6Y43R96KvcgZQ5Qzgk/BuGC2w6wT66hWhFfoWVe4HJYvozS9piYjiWruDezAYPOODWCAQQFVVFY4dO4b8/Hz07du3wydIRF1nlkWHvacd4dsry10M7tQmt1/C77fJV9u/10+HUWnqNp5BROfSS6vEZVolLkuXB3qbt7kXvS98ln6/1Y9KZ/SB/kRjECcaPfj8uPx4S6pWIaty3xzq03XsRU9EFA/aHdxXr159zvt+/etf47XXXuuQSRFRbJRYdPjj9khwX3fCg3p3AL24EkNn8fJ+J6paBAeVAnh0tCmGMyLqnsxqBYrT1Chu9aVYgy8U6JsL4jVvvz/iCCAYZS/6OncQddVefFUt70VvVgvh6vbNZ+gLzSKyk5QM9EREXahDzrhPnz4dX331FR555BG8//77HfEjiSgGmj+U7be22C5f6caPC7nqTnKnPUEs3OmQjf10UBIsRpZOIeoqSSoFRqSqMSJVHujdfgmH7H4ctPqwvynU76ptRJVLAX+Ugd7mlfBNrRff1MoDvUEUUCirch9arc9JUkLJXvRERB2uwz5hFRYW4vWmisBElLhKLDrs3yHfLs/gTq09t8sBW4vK2CaVgAeHG2M4IyJqphUFDO2lwtBekdZ1paX1sPQfgMN2v6x13X6rH6U2HzxR7rp3+iVsq/NhW528xoVWCRSYIy3rms/Q9zOKUXeaICKiiA4L7p988glMJm6RJEp0JRYdnm4R3D8/7oGVlYiphQqHH0v3OmVjv77EyOJWRHFOpRCawrQKgC48HghKqHAGQtXtmwvj2UKF8RqiXKJ3B4Dd9b6m9qKuFq8NDDDJw/zAZBX6m0RolAz0RETn0+7g/vTTT5913GazYf369di9ezceeOCBDpsYEcXG4Kbziwdtoe3yfgn4oNKFmwu46k4hT2y3w9uia1WWXol7hxhiNyEiuihKhYB8k4h8k4hrcyPjQUnC0YbAGVXu99t8sEfZi94XBPZZ/djXdBQr/NoCkG8K/d1puUpfYBahF/mFMRFRs3YH96eeeuqs48nJycjPz8df/vIX3HrrrR02MSKKDUEQMNOik51fXlnO4E4hO095sazMJRt7ZJQROpErZkTdjUIQkGsQkWsQMTlbGx6XJAnVrqCsIF4o3PtR74muF31AAkptfpTa/FhdGRkXAOQZlS1a14XO0BcmizCqGOiJqOdpd3A/ffp0Z86DiOLIrFbB/bPjHti8QZjV/LDUk0mShMc2y9u/DUkRcVN/fYxmRESxIAgC+uqV6KtXYnym/L46dyAc5kP/DBXJq3ZFF+glAOWOAModAaypkt+XnaRsqnIvYqBZFQ71PNJFRN0Zy/8S0RmKUkT0NylRZg9VK/IFgQ8r3bhpAANaT/bZcQ/WnZD3fl5QbGYFaSIKS9UqcWWGEldmyHvRWz3BFgXxmvvR+3G0Ifpe9EcbAjjaEMB/j8nfj9J1ivBW++Ze9IOSRaRq2YueiBIfgzsRnUEQBJRYdHhuV6QA2cpyF4N7DxYISnhss002dnVfDSZmadp4BhFRRLJGgUvTNbg0Xf6e4fAFUdriDH1z+7oKRwBRdq5DjSuIGpcHX7T6grGXRiEriBfqRa9CXz0DPREljjaDe0pKChQKBU6cOAG1Wo2UlJR2vbkplUr07t0bV199NZ544gmkpqZ26ISJqGu0Du6fHXfD7g3CxO3yPdJbZY3Yc1peVGp+sYkfeonoohhVCoxKU2NUmrwXfaM/iEM2f3hlvrnS/WG7H4EoE329J4gNNV5sqJH3ojephKYt95Ht9gOTRWQnKaHgexsRxZk2g/tDDz0EQRAgiqLs9vkEAgFUV1dj5cqVcDgceOONNzputkTUZS7ppYLFqES5I7SN0RMA1lS58X2eZ+5xXH4JT2xzyMZ+kK/DiFR1G88gIro4elGBS3qrcUlv+fuMJyChzO6PtK1rOk9favfDF90xeth9Ejaf9GHzSXkver0ooLBFQbzmf+YZlDwaREQx02Zwnzt37jlvn09hYSH+9Kc/XdisiCjmBEHALIsOz++Wb5dncO95lu514lhj5ByqWgH8dpSpw1+n8fnnAQC1NTXok57e4T+fiBKfRilgSIoKQ1Lkvej9QQlHHJEV+ubieAdtPrijPEbf6Jew45QPO07Je9FrlKFe9M1hvnnbfb5JhIqBnog6WaedcZ8xYwZ69+7dWT+eiLpASavg/ukxN5y+IAxsxdNjnHIH8Nwu+Wr73YMNyDN2/J8P3x13AADqSkuRUlDQ4T+fiLovUSGgwKxCgVmF6/Ii44GghKqGgKwgXnP7Oqc/uj33ngCw57T/jGNDogD0N4myMD8wWYUBJhFatsokog7S5ievf//73xf0A3/0ox8BACwWCywWywX9DCKKDyN6q5BrUKLSGVqucAeAj6vcuCGfq+49xcKdDth9kQ+3ZrWA+4cbYzgjIqL2UyoEWIwiLEYR1+RExiVJwrGGQFOV+1CYP2j1Y5/VB5s3ukDvl4ADNj8O2PxAhTs8rhCAfkYlCs0qWWG8ArOIJH4BTkRRajO4/+xnPztjrPmMuyRJZx0HIsGdiBJfc3X5F76NrLqvKHcxuPcQ5Q4/XtnfIBt74BIjUtgrmYgSnCAIyDaIyDaImJgVGZckCbWuYDjMH7BFVuhPuqM7RB+UgDJ7AGX2AD5s1Ys+16AMV7dvPkNfmCzCzAKwRNSGNoP7zp07ZbcdDgfuvfdeGI1G3HPPPRgwYAAkScKhQ4ewdOlSNDQ04K9//Wu7X/jll1/Ga6+9hqqq0DvZoEGD8MADD2Dq1KkAQm+cTz31FP7+97/DarVi9OjRWLhwIQYPHgwAqKiowJ/+9Cd8+eWXqKmpQXp6Om644QY89NBD0Ol0bb4uEUWndXD/5KgHDb4gVwt6gD9ss8uKPWUnKfE/gw2xmxARUScTBAHpeiXS9UpcnSlvXXfKHTijyv1Bqw/HG6Osigeg0hlApTOAj4/KW9dl6hXIUWswst6KgeFQL6KXVnlRvxcRJb42g3tubq7s9i9/+UukpKRg5cqVshX2oUOHYubMmSgpKcHSpUuxaNGidr1wZmYm5s+fj/79+yMYDOLf//43brnlFnz++ecYOnQoFi1ahMWLF2Px4sUoKCjAM888g+uvvx6bN2+G0WhEaWkpAoEAnnvuOfTv3x8HDhzAnDlzUF9f3+45ENH5jU5VITtJiaMNoe3yroCET456MKsfvyDrzrbXebH8sEs29uhoE89rElGP1VurxOUZSlyeIQ/0Nm/wjCr3+21+VDmjrIoH4HhjEMcblfjGKt/tlKZVyKrcN2+/76NjL3qinqLd1YXee+89PPLII2d9c1AoFJg5cyaefPLJdofm6dOny24/+uijePXVV7F582YUFRVhyZIlmDNnDkpKSgAAS5YsQUFBAZYvX44777wTkyZNwqRJk8LPt1gsuP/++/HEE08wuBN1IEEQMNOixYt7Ih8iVpa7GNy7MUmS8Ohmm2xsWC8Vvp/fuddcsWMHAEBfWQlFQwOCI0Z06usREXUEs1qBMX3UGNNH3rrO6Qv1ot/fosr9AasP5c4AglH2oj/pDuJktRfrq+W96JPVwhlV7gvNIrKSlAz0RN1Mu4O73+9HZWVlm/eXl5fD5/O1ef+5BAIBrFixAg0NDRg7diwqKipQU1ODCRMmhB+j0+lw+eWX45tvvsGdd9551p/jcDiQnJx8QXMgorbNsuhkwf3jo240+oPQi9wu3x19ctRzxofD348xQdHJHwKN48cDAIY03bZZrZ36ekREncmgUmBEqhojUuWB3u2XcMguD/MHrH6U2f2IstA9rF4JG2u92Fgrf882qpp70UcK4w1MFpFrUHb6ezkRdY52B/cJEybgpZdewiWXXIIbb7xRVqju7bffxiuvvIJp06ZF9eJ79uzBlClT4Ha7kZSUhH/+858oKirCN998AwBIS0uTPT4tLQ0nTpw468+qqqrCCy+8gP/93/897+uWlpZGNc9YSZR5Uve/VmYJ6KPWotYbCuoNfgn/2FyOCanRbwOMte5+rS5WQAJ+s10LIPKlzLjkALIaqtDZ/+qKW93mtUoMvE6Jg9cqfmgAXALgEiMAI4AcwBcEqtwCyhsVONwo4EijAkcaFSh3CfBJ0YVth0/C1jofttbJF9U0CgkWnYR++iDy9UH004f+/yytBJ6Eih7/m0ociXCtCs7TClewWq3t+m6vpqYGM2fORGlpKdLS0tCvXz8IgoDDhw+jtrYWBQUFWLVqFTIyMto9Oa/Xi6NHj8Jms2HVqlX4+9//jvfffx8OhwNTp07Ft99+i+zs7PDjf/azn6GmpgbvvPOO7OfU1tbiuuuuw7Bhw/DKK690i61BpaWl5714FB96yrV6eKMVS/dFVt1vzNfhlat7xXBG0esp1+pi/ONgA+77KrLSLQD4oqQPhvVSdfprm1vtmOKKe/zjf1OJg9cqcbS+Vv6ghApHqBf9QVvkLP1Bmx+N0S7Rt0GtAAaYIivzzdvv+5tEqJWJ/7m6M/C/qcTRXa5Vu1fc09PT8cUXX+D111/Hxx9/jKqqKkiShKFDh2LKlCm4/fbbodVqo3pxtVqN/Px8AMDIkSOxbds2vPjii3jggQcAhAJ5y+BeV1d3xip88xcKgwcPxtKlS7tFaCeKR7P66WTB/aNKN1x+CTp+Rd9tNPqD+ON2u2zspgH6LgntRER0dqJCQH+ziP5mES0rRAUlCVXOQLggXsvWdXZfdIHeGwT2Wv3Ya/XLxpUCkG8SMdAstjhLL6LArOLff6Iu1u7gDgAajQb33HMP7rnnnrPev3fvXgwZMuSs97VHMBiE1+tFXl4e0tPTsXbtWowaNQoA4Ha7sWHDBixYsCD8+OrqasyYMQODBg3Cq6++ClGM6tchoihc2keNDJ0C1a5Q2xunX8Jnx9yYnscidd3Fkj0NONGirZFGCfx2pDGGMyIiorYoBAF5RhF5RhFTciKLZ5Ik4URjUH6Gvmml/rQnukAfkIBSmx+lNj/er3SHxwUAFqMytEJvFmW96A1sF0vUKS466VZXV+Ptt9/GsmXLsGfPHtTX17frefPmzcOUKVOQlZUFp9OJ5cuXY/369Vi2bBkEQcDs2bPx7LPPoqCgAAMGDMDChQuRlJSEG2+8EQBw4sQJXHfddcjIyMCTTz6JU6dOhX92amoqlEr2uyTqSApBwAyLDi+3WHVfWeFicO8m6twBPL/bIRubPcSAbAO/ECUiSiSCICAzSYnMJCW+mxUZlyQJde6grCBe8/b7Gld0veglAEccARxxBPBRlfy+7CSlrCDewKYieckaBnqii3FBn8icTidWrVqFZcuWYf369QgEAhg8eDDmzJnT7p9RU1ODu+++G7W1tTCZTCgqKsLy5csxceJEAMCvfvUruFwuPPjgg7BarRg9ejTeffddGI2h1Z/PPvsMZWVlKCsrw9ChQ2U/e+fOncjLy7uQX42IzqGkVXD/qNINT0CChuffEt4zOxxwtNhamaIRMGcYV9uJiLoLQRCQplMiTafEVX3lvehPe4KyMN98hv5oQ/RFaI82BHC0IYBPj3lk4xk6RSTMt2hfl6rlYhtRe7Q7uAcCAXz66adYtmwZPvzwQ7hcLgiCgLvuugs///nPow7KS5YsOef9giBg7ty5mDt37lnvv+WWW3DLLbdE9ZpEdHEu66NGH50CtU3fzNt9EtYed+OaHK66J7LDdj/+tr9BNvbAcBNXR4iIeogUjQLj0jUYly4P9HZvEKUtCuI1b7+vdAYQbVm8alcQ1S4P1p2QB/reGoWsIF5zqM/QKVi7iqiF8wb3LVu24K233sJ//vMfnDp1CoMHD8b999+P4uJizJo1C+PHj+fqNlEPoVQImJGnw6stQt6KIy4G9wS3YKtd1js416DEXYOSYjchIiKKCya1AqPT1BidJu9F3+gPBfqWYf6A1Y/DDj+CUSb6U54gvq7x4usaeS96k1rAIHMkzDcH++wkJQM99UjnDO6jR4/GkSNHkJ2djR//+Me48cYbUVRUBACorKzskgkSUXyZ2Sq4f1DlhjcgsV1Mgtpy0osV5S7Z2GOjTTz+QEREbdKLCgzvrcbw3vJA7wlIOGTz46AtEuYPWH04ZPfDF90xeti9Ejad9GLTSXmgTxIFFCbLK90PSlYh16CEUsG/XdR9nTO4Hz58GHl5efjd736Ha6+9Fnq9vqvmRURx6ooMNVK1CtS5m7bLeyV8ftwjq2hLiUGSJDy62SYbG9FbhRv6cQcFERFFT6MUUNRLhaJWbUR9QQlH7P6mlnWRVfpSmw/uKI/RN/glbK/zYXudD0Dki2etEhhgDp2bby6INyhZRD+TCBUDPXUD5wzuixcvxttvv4177rkHOp0OU6dOxfe+9z1Mnjy5q+ZHRHFGVAi4LleL1w82hsdWVrgY3BPQh1VubGi1NXHBGDMU3IJIREQdSKUQUJisQmGyCjNanLANBCVUOgPh6vYtK943+KPbc+8OAN/W+/Btva/VawP9TS0K4jWF+gFmkbvLKKGcM7jffPPNuPnmm1FTU4Nly5Zh2bJluOWWW2AymXDllVdCEASeMSHqgWb108mC++oKF56/PJnfaCcQf1DCvC122diUbA2+06rSMBERUWdRKgT0M4VWxae1GA9KEo41BGQt6w5Y/dhn9cHujS7Q+4LAfmvoSwEg0oteIQD5RhGFyWKkfZ05dFsvsjgrxZ92VZVPT0/Hfffdh/vuuw/79u3DW2+9heXLl0OSJPziF7/AlClTMG3aNEycOBFJSSxoRNTdXZmhQS+NAvWe0HZ5q1fCFyc8mJjFVfdE8c/SRhy0+cO3FQIwr9gcwxkRERGFKAQBOQYROQYRk7Ijny0kSUKNKygriHfAFlqhbz7C115BCThk9+OQ3Y8PWpTuEhAq0jooWURhizP0hWYRJjUDPcVO1H3cBw8ejHnz5mHevHn48ssv8dZbb2HVqlV48803odVqceLEic6YJxHFEVEh4Lo8Lf6v5Xb5cheDe4Jw+oJ4crt8tf3mAXoMSVG18Yyu4b39dgCAzWaD2cwvEYiISE4QBGTolcjQK3F1pvy+Oneg6fx8y170PpxojC7QSwAqnAFUOANYc1Teui5Lr8TA5NCqfIpXie/18WGAObZ/O6nniDq4t3TVVVfhqquuwrPPPosPPvgAy5Yt66h5EVGcK7HoZMH9/Qo3nr1M4nb5BLB4jxM1rsgHGZ1SwNyRphjOKMS1aBEAoKK0FAUFBTGeDRERJZJUrRKpGUpckSE/8mX1BM+ocr/f6sfRhiir4gE41hjAscYAPjvuAaDBk4dqUWAWcU2OFtNytBjbRw2Rn4Ook1xUcG+m0Whw/fXX4/rrr++IH0dECeA7fTVIVguwNp01q/cE8VW1B+Mzueoez2pdAfxlt1M29rOiJGQlKWM0IyIios6TrFFgbB8NxvaRB3qnL9SLfr+sF70P5Y4AojlFX2rzo9TmxAvfOtFLo8CUbA2m5eowIUsDo4pb66njdEhwJ6KeR6UQMD1Ph3+VRlbdVxxxMbjHuad3OGSVentrFPjlMGMMZ0RERNT1DCoFRqaqMTJV3ove5ZdwyC4P8wesfpTZ/QicJ9HXe4J4s8yFN8tcUCuAq/pqMC1Hi2tytMg2MHbRxeH/gojogpW0Cu7vV7qx8DKJ28TiVKnNh9cPNMjGHhphhJnFdoiIiAAAOlHAsF4qDGvVi94bkFBm9+OgzY99p31YW27FVpsSbXWt8waB/x7z4L/HPHhgow2X9FJhWm5oS/3w3ip25qKoMbgT0QUbn6mBSS2EW7PUuYP4usbLlmJxav4Wu2y1oJ9RiTsHshMIERHR+aiVAganqDA4RYUSiw7fM9SgT15/fHbMjQ+jAVn/AAAgAElEQVQr3Vhz1A3bOVrV7ar3YVe9D0/vcCBTr8A1OTpMy9XiqgwNtCJDPJ0fgzsRXTC1UsC1OVq8WeYKj60sdzG4x6GNNR68X+mWjT0+2gy1kh8WiIiILoRZrcD1/fS4vp8evqCEjTVefFjlwoeVbhxxtF387nhjEH870IC/HWhAkihgQpYG1+RoMTVHi1Qta87Q2TG4E9FFmdVPJwvu71W48MylZii5XT5uSJKExzbL27+NTlWhxBJf9QjMyckAgOKm2zarNXaTISIiioJKIeCqvhpc1VeDJ8ZIOGjz48NKNz6scmNTrbfNgncNfgnvVbjxXoUbAoBL+6jDW+oLzCK31FMYgzsRXZTvZmphVAlw+EJ/kmpdQWyo9eLKDK66x4v3K93YdNIrG1swxswPA0RERJ1AEAQMTFZhYLIKcy4x4qQrgDVH3fio0o3PjnvQ2MbBeAnAxlovNtZ68fgWO/KNSkzLDW2pH8dWcz0egzsRXRSNUsC0HC2WHZZvl2dwjw++oIT5W+Sr7dNytGf0uSUiIqLOkaZT4taCJNxakAS3X8IXJzz4sMqFj6rcONEYbPN5hx0BLN7jxOI9TiSrBUzJ0eLanFCrORMLy/Y4DO5EdNFKLDpZcH+v3IWnLzVDwRXdmPu/gw04ZPeHbysEYF6xKYYzIiIi6rm0YiiAT8nR4llJws5TPnxYFSpwt7ve1+bzrF4Jy8pcWFbmgkoBXJnR1GouV4tctprrEXiVieiiTcjSwiAKcDZt/ap2BfFNrReXpXNVN5YcviCe2u6Qjd1WoMfAZFUbzyAiIqKuohCEcC/5R0aaUOX046OmEP9ltQe+NhbjfUFg7XEP1h734KFvbBjaS4VpOaFz8SNSVVw46aYY3InooulEAdfkarG81XZ5BvfYeuFbJ066I3/19aKA34zkajsREVE8yjGI+J/BBvzPYAPs3iDWHvfgg0oXPj7qxmlP263mvq334dt6H/6004EMnQLX5GgxLVeH7/TVQMdWc90GgzsRdYiZeTpZcF9V7sIfx3K7fKxUNwbw/751ysZ+MdSADD3bzBAREcU7k1qBEosOJRYd/EEJ39R6m6rUu1Bmb7vVXLUriNcPNuL1g43QiwK+mxlpNddHx88AiYzBnYg6xKRsDfSiEK6UerwxiC0nvRjbh6vusfDUdrusam2aVoH7hhpiOCMiIiK6EKJCwBUZGlyRocEfxppRavOFW819U+tFsI3F+Ea/hNWVbqyuDLWaG5PW1GouV4uBbDWXcBjciahD6EUFpmZr8Z/yyKr7inIXg3sMHLD68H+ljbKxh0cYYVSxAi0REVGiKzCrUDBMhV8OM+KUO4CPj3rwYaUL/z3mQcM5Ws1tOunFppNezN9qRz+jMryl/rJ0NVRsNRf3GNyJqMOUWHSy4L6q3I0nxkj8RreLzdtil3373t+kxO0Dk2I3ISIiIuoUvbVK/GiAHj8aoIfbL2F9taepSr0Lx8/Rau6II4AlexuwZG8DzGoBU7JDxe0mZmthZqu5uMTgTkQdZnK2BjqlAFcglBqPNgSwrc6H0WnqGM+s5/iq6Q92S4+PNvObdCIiom5OKwqYlK3FpGwtFo4zY1d9ZEv9zlNtt5qzeSW8fdiFtw+7IArAFRkaTMvV4pocLSxGxsV4wStBRB0mSaXA5GwNVlVEguOKcheDexeRJAmPbbbJxsamqTEjTxujGREREVEsCIKA4b3VGN5bjd+MNOGo0481R0Ot5r444YG3jcV4vwSsO+HBuhMe/OYbG4akiLg2R4dpuVqMZKu5mGJwJ6IONcuikwX3leUuLCg2cbt8F1hZ7sbWOvk36gvG8N89ERFRT5dtEPHTQQb8dJABDl8Qa4+FduitqXKj3tP2lvq9p/3Ye9qBhbscSNcpMLWpX/zVmRroRW6p70oM7kTUoSbnaKFVAu6mTiWVzgB2nPJhZCpX3TuTNyBh/lb5avt1uVqMS2dxQCIiIoowqhSYadFhpkWHQFDCppOhVnMfVblx0OZv83k1riD+72Aj/u9gI3RKAeMzQ1vqp2Zrkc52s52OwZ2IOpRRpcDELC1WV8pX3RncO9drBxpwxBHp66oUgMeLTTGcUfQCw4cDANweD7QafuFARETU2ZQKAZela3BZugYLxphxyOZrKm7nxsZztJpzBaTQ45rq6hSnqTCtaUv94GS2musMDO5E1OFmWXSy4L6i3IXHR3PLdmexeYN4ZodDNnbHwCQUmFUxmtGFca5bBwAoLS1FQUFBjGdDRETU8wwwq3CfWYX7hhpR39Rq7qMqNz496oazjVZzALDlpA9bTvrw+2125BmUoX7xOVpcnqFhgdwOwuBORB1uao4WGiXgaVoALncEsKveh+G9uereGf6y24FTLc6nJYkCHh5hjOGMiIiIKNH10ipx0wA9bhqghycghTrXNFWpP9oQaPN5Fc4A/rq3AX/d2wCTWsDkLC2m5WoxKUuLZA3PxV8oBnci6nAmtQITMrWytmSryl0M7p3gWEMAi/c4ZWO/HGZAHx3PmhEREVHH0CgFTMjSYkKWFs+Mk7C73oePmrbKb69ru9Wc3SvhnSMuvHPEBaUAXJ6uxrRcHa7NZau5aPHfFhF1ihKLThbcV5S78LtR3C7f0Z7cbg8XAgSAdJ0CPy8yxG5CRERE1K0JgoBLeqtxSW81HhphwvGGANZUufFhlQvrTnjCOy5bC0jAl9VefFntxSObbBicLIb7xRenqdlq7jwY3ImoU0zL1UKlAHxNO7jL7AHsOe3H0F6Jde46nu2p9+GNQ42ysbkjTTCouA2NiIiIukZmkhJ3DkrCnYOS4PQF8fnxSKu5Onfbreb2Wf3YZ3XiuV1OpGkjrebGZ2qQxM8yZ2BwJ6JOYVYrMCFTgzVHPeGxFeUuBvcONH+rTVbttdAs4tYCfewmRERERD2aQaXAdXk6XJcXajW35aQ3XKX+wDlazZ10B/HP0kb8s7QRWiVwdWYoxE/N0aIvW80BYHAnok4006KTBfeV5S78dqSR2+U7wLrjHnzc4t8tAMwrNkFM4MqthquvBgAMbmoH11xlnoiIiBKPUiHg0nQNLk3XYF6xGYft/qYQ78KGGi8CbRSpdweANU0r9gAwKlWFaTlaTMvVoSil57aaY3Anok4zPVeHXwlWNHcPKbX5sc/qx5AUrrpfjKAk4fEtNtnYZelqTMvRxmhGHUO5cycAICnG8yAiIqKOl28S8fMiA35eZMBpTxCfHA2txP/3mBt2X9ut5rbV+bCtzocntjuQY1Dimhwtrs3R4ooMDdTKnhPiGdyJqNMkaxQYn6nBp8fkq+4M7hfn3SMu7Dglr+D6+zHmHvsNNBERESWWFI0CP+ivxw/66+ENSPi6xoMPmlrNVTnbbjVX5Qzg5X0NeHlfA0wqARObWs1NztYipZu3mmNwJ6JOVWLRyYL7qnIX5o40xXBGic0TkLBgq102NsuiQ3EaW+0RERFR4lErBYzP1GJ8phZPXyphz2k/Pqx04aMqN7aeq9WcT8J/yl34T3mo1dy4pt2H1+bqkG/qfjG3+/1GRBRXpudqMedrhM8x7bP6ccDqw8BkrrpfiFf2N6CyxTfRogA8NppfhBAREVHiEwQBQ3upMLSXCg+OMKG6MdRq7oMqN9Ydd8ta4LYUkICvqr34qtqL3222Y6A51GpuWo4W5rZ34SeU7r2fgIhirpdWiav7amRjK8tdMZpNYrN6gli4U77a/pNBSd3yW2UiIiKiDL0Stw9MwluTeuPwzX3xxsRe+HGBHmnac8fYAzY/nt/txNQP6vD4we6xK5HBnYg6XYlFJ7u9gsH9gjy/24HTnsjXxkaVgIdGGGM4IyIiIqKuoRcVuDZXhxeuTMGBmzLwyfQ0/O8lBgxJPvcCRrG57TPziYTBnYg63fQ8LVoW/dx72o9SW9tnluhMVU4/lux1ysbmDDMiVcvepkRERNSzKAQBY/qo8dhoM76+Ph07bkzHk2PN+E5fDVoXmr+yV/cI7txfSUSdLlWrxJUZGqw70bK6vBsPDOc59/b643YHPC3+7vTVKzC7iI3TiIiIiCxGEbOLDJhdZIDVE8Snx9z4qMqN054gUtWNsZ5eh+CKOxF1idbb5XnOvf121/vw5iH5H525I03Qi3wLJyIiImopWaPAjfl6vHJ1L7wzJTXW0+kwMfvU9/LLL+Pyyy9HTk4OcnJyMHnyZKxZsyZ8vyRJePLJJzFo0CBkZGRg+vTp2Ldvn+xnWK1W3H333cjNzUVubi7uvvtuWK3Wrv5ViKgdrsvTQtFi69Lueh8O2/2xm1ACmbfFhpYFUQcni7h5gD5m8yEiIiKirhWz4J6ZmYn58+dj3bp1WLt2Lb7zne/glltuwbfffgsAWLRoERYvXoynn34an332GdLS0nD99dfD4XCEf8Zdd92FXbt24e2338by5cuxa9cu3HPPPbH6lYjoHProlLg8XV7Vk6vu57f2mBv/PeaRjc0rNkNUCG08g4iIiIi6m5gF9+nTp2Py5MnIz8/HgAED8Oijj8JgMGDz5s2QJAlLlizBnDlzUFJSgiFDhmDJkiVwOp1Yvnw5AODAgQP49NNP8fzzz+PSSy/F2LFj8ec//xlr1qxBaWlprH4tIjqHWdwuH5WgJOGxLfL2b1dmqDElW9PGM4iIiIioO4qLA5KBQADvvPMOGhoaMHbsWFRUVKCmpgYTJkwIP0an0+Hyyy/HN998AwDYtGkTDAYDLr300vBjxo0bh6SkpPBjiCi+XJenQ8t14h2nfCh3cLt8W94+7MLuenn1/QXFZggCV9uJiIiIepKYVpXfs2cPpkyZArfbjaSkJPzzn/9EUVFROHinpaXJHp+WloYTJ04AAGpra9G7d2/ZB1hBEJCamora2tpzvm6irMgnyjyJ1yoaI0wabLdHWpj9bUsVfpzddeE9Ua6VJwg8vlWLlt+vTkn1w2itQGk3LeVR3Op2olyrno7XKXHwWiUOXqvEwOuUOBLhWhUUFJzz/pgG94KCAnz55Zew2WxYtWoVZs+ejffffz98f+tVJUmSzgjqrbV+TFuvG+9KS0sTYp7EaxWtm3xObP/GFr79lTMJCwr6dMlrJ9K1emG3A9WeyDZ5lQJ4ZnwWLMbu28XT1lRctPk6JcaV6tkS6b+pno7XKnHwWiUGXqfE0V2uVUy3yqvVauTn52PkyJF4/PHHMWzYMLz44otIT08HgDNWzuvq6sKr8H369EFdXR0kKVJrWZIknDp16oyVeiKKHzPy5Ofct9b5UOnkdvmWTnuCWLjLIRu7a1BStw7tRERERNS2uDjj3iwYDMLr9SIvLw/p6elYu3Zt+D63240NGzaEz7SPHTsWTqcTmzZtCj9m06ZNaGhokJ17J6L4kpmkxLg+8uryq1ikTubZnQ7YvJEvJU1qAQ8ON8ZwRkREREQUSzFbvpk3bx6mTJmCrKyscLX49evXY9myZRAEAbNnz8azzz6LgoICDBgwAAsXLkRSUhJuvPFGAMDAgQMxadIk/PrXv8aiRYsgSRJ+/etfY+rUqd1iKwRRdzbTosPGWm/49spyF34xlMEUACocfry0zykb+99hRvTSKtt4BhERERF1dzEL7jU1Nbj77rtRW1sLk8mEoqIiLF++HBMnTgQA/OpXv4LL5cKDDz4Iq9WK0aNH491334XRGPlw//LLL+Phhx/GDTfcAACYNm0annnmmZj8PkTUfjPztHhkU+Sc++aTPhx1+pFt4FbwJ7bZ4Q1GbmfplbhniCF2EyIiIiKimIvZp+QlS5ac835BEDB37lzMnTu3zcekpKTgpZde6uipEVEnyzaIGJOmwuaTkVZnqyrc+FlRzw6oO+q8WHZYfmzgt6OM0Ils/0ZERETUk3F5i4hiYqZFJw/u5a4eHdwlScJjW+yysaIUET/sr4/RjLqe7le/AgDk2WzQmc1wLVoU4xkRERERxQcGdyKKiRKLDo9ujgTVjbVeHG8IIDOpZ57l/u8xD7444ZGNLRhjhlLRc1bb1X//OwCguS8IgzsRERFRSFxVlSeiniPXIGJUqko29l5Fz6wuHwhKeGyLTTY2PlODCZmaGM2IiIiIiOIJgzsRxcwsi7yn+8oe2hbuzbJG7D0t72U/v9gEQeg5q+1ERERE1DYGdyKKmZmtgvuGGi+qGwMxmk1suPwSntgmP9v+g/46DO+tbuMZRERERNTTMLgTUcxYjCKG945sl5cAvN/Dtsv/da8Txxsj/d/UCuB3o0wxnBERERERxRsGdyKKqdbb5Vf0oO3yp9wB/HmXQzZ2zxADctnPnoiIiIhaYHAnopgqaRXcv67xotbVM7bL/2mnA3afFL6drBZw/yXGGM6IiIiIiOIRgzsRxVS+ScSwXpHt8kEJWF3hjuGMuka5w49X9zfIxu4fbkSyhm/LRERERCTHT4hEFHOtV917wnb532+1wxc52o4cgxL/M8gQuwkRERERUdxicCeimJtl0cpur6/2oM7dfbfLbzvpxTtH5F9O/G6UCVqR7d+IiIiI6EwM7kQUcwPMKgxJiRRkC3Tj7fKSJOHRLTbZ2LBeKnw/X9fGM4iIiIiop2NwJ6K40Hq7/Mpuul3+46MefFXtlY39fowJCoGr7URERER0dgzuRBQXWreFW3fCg/putl3eH5TweKvV9olZGozP1LbxDCIiIiIiBnciihMDk1UYlNxqu3xl99ou/8ahRuy3+sO3BQDzis2xmxARERERJQTx/A8hIuoaJRYd9u9whG+vKnfhx4VJMZxRx2nwBfHkdrts7KYBelkrvJ7O8fnnAICqykrk5ObGdjJEREREcYQr7kQUN1qfc//8hAdWT7CNRyeWJXsbcKIx8rtolMBvRxpjOKP4ExwxAsERI9A4eDCCI0bEejpEREREcYPBnYjixuBkEYXmyEYgXxD4oDLxi9SddAWwaLdDNjZ7iAHZBm56IiIiIqLzY3AnorghCAJmdsPq8s/sdMDhk8K3UzQC5gzjajsRERERtQ+DOxHFldbb5T877oHNm7jb5ctsfry2v0E29uBwE5I1fPslIiIiovbhJ0ciiitDU0T0NynDt31B4KOqxK0uv2CbDf7IYjvyDEr8dFD3KLhHRERERF2DwZ2I4oogCGesuq84kpjb5TfXerGyXP6lw2OjTdAohRjNKL6pXn8dqtdfR+q770L1+uuxnQwRERFRHGFlJCKKOyUWHZ7b5Qzf/uy4G3ZvECZ14nzXKEkSHttik42NTFXh+n66Np5B+jlzAACWptu2O+6I1VSIiIiI4krifAomoh7jkl4qWIyR7fKeALAmwbbLf1DpxoYar2xsfrEZCoGr7UREREQUHQZ3Ioo7giBgVgJXl/cHJczbapeNTc3W4Dt9NTGaERERERElMgZ3IopLrc+5f3rMDacvMarL/+NgI0pt/vBthQA8XmyO4YyIiIiIKJExuBNRXBrRW4VcQ2S7vDsAfJwA2+WdviCe3CFfbb9lgB5DUlQxmhERERERJToGdyKKS2erLr+yIv63y/+/b52odUV2BuiUAuaONMVwRkRERESU6BjciShutQ7uH1d50BDH2+VrGgN44VunbOznRQZkJinbeAYRERER0fkxuBNR3BqdqkJ2i9DrCkj49JgnhjM6t6d3ONDgl8K3e2sU+OUwQwxnRERERETdAYM7EcUtQRAw06KVja04Ep/b5Q9affj7wQbZ2MMjjAnVe56IiIiI4hM/URJRXCvJa7Vd/qgbjf742y4/f6sdgchiO/KNStwxMCl2EyIiIiKiboPBnYji2pg+amTqI29VDX4Jnx6Nr+3yG2o8WF0pr3j/2Ggz1EohRjMiIiIiou6EwZ2I4ppCEDCj1ar7qjiqLi9JEh7bbJONjU5VoaTVFn8iIiIiogvF4E5EcW9WP3lw/6jSDXeLInCxtKrCjc0nfbKxBWPMEASuthMRERFRx2BwJ6K4d2kfNTJ0kbcrp1/Cf4+5z/GMruELSliwVb7aPi1HiysyNDGaERERERF1R2KsJ0BEdD4KQcAMiw4v74tUbV9Z4cL0Vlvou9rfDzSgzB4I31YIwLxiUwxnlNgan38eAFBbU4M+6ekxng0RERFR/GBwJ6KEUNIquH9U6YYnIEETowJwDl8QT+1wyMZuK9BjYLIqJvPpDnx33AEAqCstRUpBQWwnQ0RERBRHuFWeiBLCZX3U6NNiu7zdJ2Ht8dhtl//Lbifq3JG2dHpRwG9GcrWdiIiIiDoegzsRJQSl4szq8iuOxKa6/InGABbvccrGfjHUgAy9MibzISIiIqLujcGdiBLGzFbB/YMqN7yBrq8u/9R2OxpbVLVP0ypw31BDl8+DiIiIiHoGBnciShhXZKiRqm2xXd4rYd0JT5fOYb/Vh3+UNsrGfjPSCKOKb6dERERE1Dn4SZOIEoaoEHBdrlY2tqK8a7fLz9tiR7DFIv8Ak4jbCpO6dA7dlWLHDih27IB+3z4oduyI9XSIiIiI4kbMgvtzzz2H7373u8jJyUH//v3xwx/+EHv37pU9pra2FrNnz8agQYPQt29ffO9730NZWZnsMTU1Nbj77rtRWFiIzMxMXHHFFVi2bFlX/ipE1IVm9ZNvl19d4YIv2DXb5ddXe/BRlbwg3uPFJqgUsals390Yx4+Hcfx4DLntNhjHj4/1dIiIiIjiRsyC+/r16/HTn/4Ua9aswapVqyCKImbNmoXTp08DACRJwi233ILDhw/jX//6F7744gvk5OSgpKQEDQ2RllD33nsvDh48iDfeeANff/01brrpJtxzzz346quvYvWrEVEnuiJDg16ayFuX1Svhiy7YLi9JEh7bbJONXdpHfcYOACIiIiKijhaz4P7uu+/i1ltvxZAhQ1BUVISlS5eirq4OGzduBACUlZVh8+bNWLhwIUaPHo2CggI899xzcLvdeOedd8I/Z9OmTbjrrrtQXFwMi8WC++67D1lZWdi2bVusfjUi6kQqhYDprcLyyi7YLr+i3IVtdT7Z2IJiEwSBq+1ERERE1Lni5oy70+lEMBhEcnIyAMDjCa2gabWRD+gKhQIajQYbNmwIj40bNw4rVqxAfX09gsEgVq9ejVOnTuHqq6/u2l+AiLpM6+3y71e44e/E7fLegIT5W+2ysRl5Wlyarum01yQiIiIiaiZYrdau76V0FnfccQfKysrw+eefQ6lUwufzYdSoURgxYgT+8pe/ICkpCS+++CLmzZuHCRMm4N133wUA2O12/PSnP8Unn3wCURSh0Wjw0ksvYfr06W2+VmlpaVf9WkTUCfxBYOomHez+yGr3/xvqxqXJwU55vTePi3j2sDp8WwkJb412I08XF2+f3UbxmDGy21s2b47RTIiIiIi6VkFBwTnvF7toHuf0yCOPYOPGjfjoo4+gVCoBACqVCv/4xz/wi1/8Av369YNSqcT48eMxefJk2XP/8Ic/4NSpU1i5ciV69eqF1atXY/bs2Vi9ejWGDRt21tc737+UeFBaWpoQ8yReq1iZcfI0/tWiLdtWXy/cWpByzudcyLWyeYN4bXMNgMiXAncOMmDSJdlR/RyKHv+7in98/0scvFaJg9cqMfA6JY7ucq1iHtznzp2Ld999F++99x4sFovsvhEjRmD9+vWw2Wzw+XxITU3FxIkTMXLkSADAkSNH8NJLL+HLL78Mh/Rhw4Zhw4YNeOmll/DCCy909a9DRF2kJE8nC+7vVbjxp3ESxA6u8L5otwP1nkhoN4gCHhph7NDXICIiIiI6l5iecX/44YexfPlyrFq1CoWFhW0+zmw2IzU1FWVlZdi+fTuuvfZaAEBjY+hDe/MqfTOlUolgsHO2zBJRfBifqYFJHQnpde4gvq7xduhrHGsI4MU9TtnYL4cZ0EenbOMZREREREQdL2bB/YEHHsAbb7yBV155BcnJyaipqUFNTQ2czsiH5BUrVuCLL75AeXk5Vq9ejVmzZmH69OmYMGECAKCwsBD5+fm4//77sXXrVhw5cgQvvPAC1q5di+uuuy5WvxoRdQG1UsC1OZ1bXf6P2+1wByK303UK/LzI0KGvQURERER0PjEL7q+88gocDgdKSkowcODA8P+13N5eXV2N2bNnY8yYMXj44Yfxwx/+EK+++mr4fpVKhbfffhupqam46aabcMUVV+DNN9/E4sWLMW3atFj8WkTUhUos8ury71W4EOig6vJ76n14o8VWfAB4ZKQJSaq4acZBRERERD1EzM64W63W8z7m3nvvxb333nvOx/Tv3x//+Mc/OmpaRJRAJmRpYVQJcPhCYb3WFcTGWi+uyLj4Nm3zttjQ8iuAgWYRtxToL/rnEhERERFFi0tHRJSwNEoB01ptl1/RAdvl1x1345NjHtnYvGJThxe+IyIiIiJqDwZ3IkpoZ2yXL3chKF34dvmgJOGxLXbZ2GXpalzT6gsCIiIiIqKuwuBORAltQpYWBjGyEl7tCuKb2guvLv/OYRd2nvLJxn4/xgxB4Go7EREREcVGzPu4ExFdDJ0oYGqOFu8ciWyRX1nuwmXp0Z9z9wQkLNgmX22fZdGhOE190fOk8/PefjsAwGazwWw2x3g2RERERPGDwZ2IEl6JRScL7qvKXfjjWDMUUa6Sv7zPiSpnpP+bKACPjTZ12Dzp3FyLFgEAKkpLUVBQEOPZEBEREcUPbpUnooQ3KVsDfYvt8scbg9hyMrrt8lZPEAt3OmRjPxmUhHwTv98kIiIiothicCeihKcXFZiaLS8et7LcHdXP+PMuB6zeSFE7o0rAQyOMHTI/IiIiIqKLweBORN1C6+ryK8tdkNpZXb7K6cdf9zllY3OGGZGqVXbY/IiIiIiILhSDOxF1C5OzNdApI9vljzYEsK3Od45nRDyxzQ5P5Gg7+uoVmF2U1NFTJCIiIiK6IAzuRNQtJKkUmJwtryS/otzVxqMjdp3y4q0y+eMeGWmCXuTbIxERERHFB34yJaJu40K2y8/bYkfLRwxOFpM9+dkAABFbSURBVHHzAH0nzI7Ox5ycDHNyMorHjIE5OTnW0yEiIiKKGwzuRNRtTMnRouWx9EpnADtOtb1d/rNjbnx23CMbm19shlIRXRs5IiIiIqLOxOBORN2GUaXAxKzW1eXPvl0+KEl4bItdNnZVhvqM7fZERERERLHG4E5E3cqsdm6XX1bmwrf18tX4BWPMEASuthMRERFRfGFwJ6JuZWqOFpoW2+WPOALY1Sqgu/0S/rBNvtp+Y74OI1PVXTFFIiIiIqKoMLgTUbdiUiswIVO+XX5Vq+3yL+1z4mhDpP+bSgH8bpSpS+ZHRERERBQtBnci6nZaV5df0WK7fL07gIW7HLL7/2dwEixGscvmR0REREQUDQZ3Iup2rsnRQtXi3a3MHsCe034AwLO7nLB7I2feTWoBD1xi7OopEhERERG1G4M7EXU7yRoFJmTKq8OvLHfhmFvAy/ucsvH7LzGiV8seckREREREcYbBnYi6pZlnqS6/pEIFbzAylp2kxN2DDV08MyIiIiKi6DC4E1G3ND1XB7FFZ7eDNj/WnJSfY//tKBN0Itu/EREREVF8Y3Anom4pWaPA+Fbb5Vsa2kuFH+Tr2ryfiIiIiCheMLgTUbfVurp8SwuKTVAquNpORERERPGPwZ2Iuq3puVooz5LNx2dqMCFLe+YdRERERERxiI2Liajb6qVV4jt9NVh73CMbn19sitGM6FwCw4cDANweD7Sato85EBEREfU0DO5E1K19L18nC+4/6K/D8N7qGM6I2uJctw4AUFpaioKCghjPhoiIiCh+cKs8EXVrP+qvR4lFCwHAMGMAT401x3pKRET0/9u786io6j4M4M+EiobFKLEOWyBIKqSZhKi50MEFK0QRXJE4SWhWRzGglFA0JDEypcU00MKCEAS09SQYhlsplgqYG6mhJpsDhCHO+4cv8zoOM9zBOzi+Pp9z+Ody5/v7XR/uON+5GxER6YRH3Ino/5rRAxJsHm2GpusKnDtzEr27G93tKRERERER6YRH3InovtCdz2snIiIionsUG3ciIiIiIiIiA8bGnYiIiIiIiMiA8Rp3IiIyCD1HjgQAPPbfx8G13mWeiIiI6H7Hxp2IiAyC0ZEjAACTuzwPIiIiIkPDU+WJiIiIiIiIDBgbdyIiIiIiIiIDxsadiIiIiIiIyICxcSciIiIiIiIyYGzciYiIiIiIiAwYG3ciIiIiIiIiA8bGnYiIiIiIiMiAsXEnIiIiIiIiMmBs3ImIiIiIiIgMGBt3IiIiIiIiIgPGxp2IiIiIiIjIgLFxJyIiIiIiIjJgktraWsXdngQRERERERERtY1H3ImIiIiIiIgMGBt3IiIiIiIiIgPGxp2IiIiIiIjIgLFxJyIiIiIiIjJgbNyJiIiIiIiIDNh93bi/++67GD16NOzs7ODs7IygoCAcP35cZR2FQoGEhAS4ubnBysoKfn5+KC0tVVknKSkJY8eOhY2NDaRSqdo46enpkEqlbf4cOnRI6xyPHTuGCRMmwMrKCo899hgSExOhULT9IICsrCxIpVIEBQW1u+15eXkICAiAs7MzpFIpioqK1Na5du0aFi9eDCcnJ9jY2CA4OBgXLlxot7bYmJP2nNLS0jBx4kTY29tDKpWioqKi3br6wqw0Z1VTU4PFixdjyJAhsLKyQv/+/bFw4UJUV1e3W1sfmJX2/eqVV17BwIEDYWVlBWdnZ0ybNg3l5eXt1tYHZqU9q1v/DSZPngypVIrc3Nx2a+sDs9KelZ+fn9p8X3jhhXZri405tb9P/frrr/D394dMJoOtrS18fX1RVVXVbn2xMSvNWVVUVGic8/vvv99ufbExK+371aVLlzB37ly4urrCxsYGw4YNQ2ZmZru1b3VfN+579uxBWFgYvvvuO+Tl5aFLly7w9/dHTU2Ncp21a9ciJSUFiYmJ2LVrF8zNzTFp0iTI5XLlOteuXcPEiRMRERHR5jgBAQEoLy9X+Zk6dSocHBwwaNAgjfO7evUqJk2aBAsLC+zatQurVq3CunXrsH79erV1z549i9jYWAwdOlTQtjc2NsLT0xMrV67UuE5MTAzy8/OxadMmfP3115DL5QgKCkJLS4ugMcTCnLTn1NjYiDFjxiA6OlpQTX1iVpqzqqysRGVlJZYtW4bi4mJ8/PHHKC4uRlhYmKD6YmNW2verQYMG4YMPPsD+/fuxbds2KBQK+Pv7o7m5WdAYYmJW2rNqtX79ehgZGQmqqy/Mqv2sZsyYoTLv5ORkQfXFxJy05/TLL79g0qRJGD58OH744QcUFhbi5ZdfRpcuXQSNISZmpTkrW1tbtTmvWbMGEokEzz33nKAxxMSstO9XL730Ek6cOIGtW7eiuLgYwcHBCA8Px88//yxoDIDPcVdRX18Pe3t7pKenY/z48VAoFHBzc8OLL76IyMhIAMA///wDFxcXxMfHIzQ0VOX1ubm5CAkJQW1trdZxGhsb4ebmhldffRWLFi3SuN6mTZsQFxeHEydOoEePHgCA1atX49NPP8Xx48chkUgAAM3NzRg3bhzCwsJQVFSE6upqZGRkCNrmqqoqODs7Iz8/HyNGjFAur6urQ58+fZCSkoKpU6cCAM6fPw93d3dkZWXBx8dHUH19YE4j2lzn8OHDGD16NI4cOQIHBwdBdfWNWbWdVavvv/8eQUFBqKiowMMPPyyovr4wK+1ZHT16FMOHD8fBgwfh4uIiqL6+MCv1rA4fPoyZM2eisLAQLi4u2Lx5M55//nlBtfWJWalm5efnh379+mH16tWCanUW5qSak6+vL0aMGIGlS5cKqtWZmJX2/6v8/f0hkUiQk5MjqLY+MSvVrGQyGRITEzFz5kzlsgEDBiA8PBwLFiwQVP++PuJ+u/r6ety4cUN5WkZFRQUuXbqEMWPGKNfp0aMHvL29sX///g6Pk5OTg8bGRsyYMUPregcOHMDQoUOVf1wA4OPjg8rKSpXToePj42Fvb4/p06d3eE63KykpQXNzs8q229raom/fvne07WJgTvcOZqWdXC6HsbExHnzwQb2OIwSz0qyhoQHp6emwtbWFvb293sYRilmpksvlCAsLQ3JyMszNzUWtfaeYlbpt27bByckJXl5eWLJkicqRtruFOf3P33//jQMHDsDS0hLjxo2Di4sLxo8fj927d4s2xp1gVpqdPXsWu3fvxpw5c/Q2hi6YlSovLy9s374d1dXVuHHjBnbu3ImqqiqMHDlScI3OP+fFgEVHR8Pd3R2enp4Abl6LAEDtg4C5uTkqKys7PM7mzZsxduxYWFlZaV3v8uXLsLGxURu79XeOjo7YtWsXsrOzsWfPng7PR9PYRkZGMDMzUxv/8uXLoo6lK+Z072BWmtXW1mLlypWYPXv2XTn98HbMSt3GjRvx1ltvoaGhAS4uLsjLy4OxsbFextIFs1K1cOFC+Pj4wNfXV/Tad4pZqQoMDISdnR2srKxQVlaGZcuW4ejRo9i+fbvoY+mCOf3P2bNnAQAJCQlYvnw5PDw8kJubi4CAABQWFsLd3V3U8XTFrDTbsmULzMzMMGHCBL2OIxSzUpWamoqwsDA4OTmhS5cuMDY2xsaNG+Hh4SG4Bo+4/9cbb7yBffv24bPPPlO7Rq711IlWCoVCbZlQpaWlOHDgAEJCQlSWe3l5QSaTQSaTYcqUKVrHbl1eVVWFefPm4cMPP2zz5g0AkJmZqawrk8lQXFzcoXnfOn5Ht10MzOnewaw0a2howLRp02BtbY3ly5fr/HqxMau2BQYG4qeffsLOnTvh7OyMkJAQNDY26lRDbMxK1ZdffomjR48iPj5el83rFMxK3Zw5c+Dj44P+/ftj8uTJSE1NRWFhIUpKSgTXEBtzUnXjxg0AQGhoKGbNmoXHH38csbGxGDx4MFJTUwVvrz4wK82uX7+OrVu3Yvr06ejatavOrxcbs1K3YsUKVFVVITc3FwUFBViwYAEiIiLw+++/C65x9w/zGICYmBhkZ2cjPz8fjo6OyuWWlpYAbn4LY2trq1x+5cqVDp+Ol5aWBltbWzzzzDMqyzMzM3H9+nUAQPfu3QEAFhYWake3r1y5AuDmN0THjx/HxYsX4e/vr/x96xuumZkZ9u3bh/Hjx+PJJ59U/t7a2lrQPC0sLNDS0oKqqio88sgjKuN7e3sL3VxRMad7B7PSrL6+HoGBgQCAjIwM5dzuFmalmampKUxNTeHs7IwhQ4bA0dEReXl5CA4O1qmOWJiVut27d6OsrAwymUxleWhoKDw9PfHtt98KqiM2ZiXMoEGDYGRkhNOnT2PgwIEdrtNRzEld67b37dtXZbmrqyvOnz8vqIY+MCvtvvnmG1y8eBGzZ8/W+bViY1bqzpw5gw0bNqCoqEh51oq7uzv27t2LDRs2YN26dYLq3PeNe1RUFLKzs7Fjxw64urqq/M7BwQGWlpYoKCjAE088AQBoamrC3r17O3SUrKmpCRkZGQgPD8cDD6ie7NDWdZOenp6Ii4tDU1OT8o+uoKAA1tbWcHBwgLm5udo3PStWrEBtbS2SkpLg4OCAbt264aGHHtJ5rgMHDkTXrl1RUFCgbDIuXLiA8vJyPPXUUzrXu1PM6d7BrDSTy+UIDAyEQqFAVlYWevbs2aE6YmFWwikUCigUCvz777+i1NMVs2rb0qVL1W7q4+3tjfj4ePj5+elcTwzMSrhjx46hpaVF+YG+MzGntjk4OMDa2hp//PGHyvJTp06hX79+OtcTA7Nq35YtWzBs2DD06dPnjurcKWbVttaz9W4/+8DIyEj55YAQ93XjHhkZiYyMDHz++eeQSqXKay9MTEzQs2dPSCQSREREYM2aNXBxcUGfPn2QlJQEExMTldMuzp07h5qaGvz5558AgN9++w0A4OTkpPLBPDc3F1evXlW5m6A2U6ZMQWJiIubNm4fIyEicPHkS7733Hl5//XVIJBKYmJiovYmampqipaWl3TfXmpoanDt3DnV1dQBufhNkamoKS0tLWFpawtTUFLNmzUJsbCzMzc3Rq1cvvPnmm+jfvz9GjRolaP5iYU6acwJuXjN06dIlnDx5EgBQXl6Ouro62NnZoVevXoK2QSzMSnNWcrkcAQEBkMvlSE9PR2Njo/KNvFevXujWrZugbRALs9Kc1enTp5GXl4dRo0bBzMwMf/31F5KTk9GtWzeMHTtW0PzFxKw0Z2VjY6N2zSJw82aqtx7p6SzMSnNWZ86cQWZmJnx9fdG7d2+Ul5djyZIl8PDwgJeXl6D5i4U5ac5JIpFgwYIFWLVqFQYMGAAPDw/k5OTg4MGDeOeddwTNX0zMSvtnwNZt+/HHH/HRRx8JmrO+MCvNWbm6usLJyQmLFi3CihUr0Lt3b+zYsQMFBQXYunWroPkD9/nj4DRdvxAVFYWYmBgAN4+yrFq1CmlpaaitrcXgwYORlJSkEmBERAS++OILtTq3PwpgwoQJMDExwVdffSV4jseOHUNkZCQOHToEqVSK0NBQREVFabwWJCIiQtBjC9LT0zF//ny15bdue1NTE5YuXYqsrCw0NTXh6aefxpo1a1ROb+kMzEl7TgkJCUhMTFRbJyUlpd07bIqNWWnOqqioCM8++2ybrxXyiBexMSvNWZ0/fx6vvfYaSkpKUFdXBwsLC3h7e2Px4sVqRxA6A7PS/h54O6lUetceB8estO9Xc+fORWlpKRoaGiCTyeDr64vo6OhO/5KZObW/T61duxaffPIJqqur4ebmhtjY2E4/cAMwKyFZvf3229iwYQPKysru6uV3zEp7VqdOnUJcXBz27duHhoYGPProo5g/f75Od6+/rxt3IiIiIiIiIkPHu8oTERERERERGTA27kREREREREQGjI07ERERERERkQFj405ERERERERkwNi4ExERERERERkwNu5EREREREREBoyNOxEREREREZEBY+NOREREREREZMDYuBMREREREREZsP8AH5FP/98+EbsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-08-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1163874793113866240\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-12-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1210270551236730880\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-08-05\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/893920554821931008\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-07-02\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1146152051434381313\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-25\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1187814633496690688\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-02-15\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/831972613912080384\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-09-25\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1044688678042271744\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-10-06\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/916395155120205825\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1181988180326633472\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/998082149356994560\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1120801643115663360\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-08-30\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1167438474972139521\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-07-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1148672538186137601\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-06-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/873116351316938753\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-17\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1129459107952332800\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1071845439140327424\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-02-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1228849721013346304\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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atHy/a7d9WnqMQoLottdVe0uwlvWP14qB8Torpvr0+a35Ng14L1cTvjymPKbPox4Q3AEAAIAA9PhWq06dwd05NljXdozwXkEBYEDrcH01NEkPnRujyBou7vdaVonOXXlE/9hZJDvT5+FBBHcAAAAgwOw8ZtPKH0pd9k1Lt8hMt/13CzObNDnNok3DEjWsffVfhBRWGJq6sVB9V+fq6yPlXqgQgSjY2wUAAAD/Yl2/3tslAPgNj285rlP7vV3jgjW0A912T2odHax/9muqGw+Xaeo3hdpTaHc5vuOoTYPX5OnPZ0XokfNi1Tyy+hR7wF0EdwAAUCfO9HRvlwDgNLblV+jdH8tc9k3vGaMgE932+nBJy3B9OTRMz+8s0hNbrCqyu06Rf3N/qT74qUzTesbo1rOjuMYAzgjBHQAAAAggj26xumz3iA/RkBquiA7PCQky6S/dLBrRMVKzvi3Um1WWKVhthmZsKtRre4v1xIVN1KdFmJcq9W9Ow1Cx3ZC1wlCRzSmr7cTfx22GimyGrBVOFdn/+7fN0HGbUzfFe7tqz/BqcLdarZozZ47ee+895eXlKS0tTY8//rjOOeccSZJhGHr88ce1dOlSFRQU6Nxzz9WTTz6ps88+u/IxCgoKNHXqVK1du1aSNGjQIM2dO1dNmjTxymsCAAAAvGVzboXWHnLttj/QM0Ymuu0NokWkWf+4pKnGppTrvm8KtPOY6/T5XQV2XbU2T9d0iND/nR+rVlGBP33eaZwI1UU2Q1ab87//Pn3YPnGuazi3VhjVZjO4Y1hMYIx9rwb3u+++W5mZmVq0aJFatWqlf/3rXxo6dKi++eYbtWzZUk8//bQWLlyohQsXKjk5WXPnztWwYcP07bffymKxSJLGjx+vn3/+WW+99ZZMJpPuvvtu3XbbbfrXv/7lzZcGAAAANLhHtxx32T4/IUSXtaa729B6Nw/TF1cl6sXdxZqz5biOV7gGzlUHSvXhoTLd18OiO1OjFWr2rXBZU9i2/jdE/y9g12fY9qRih2+9t2fKa8G9tLRU7777rl555RX98Y9/lCRNnz5da9eu1UsvvaQZM2Zo0aJFmjhxoq6++mpJ0qJFi5ScnKwVK1Zo3Lhx2rNnjz755BOtXbtWvXr1kiQ99dRTGjx4sLKyspScnOytlwcAAAA0qK+PlOvTbNermM84h267twQHmXRb12gN6xChv353XK/vK3E5Xmw39NfNx/VaVonmXhirS1v9vuUM7oTtU4O1tTJg+17Y9qQSh7cr8AyvBXe73S6Hw6HwcNcBGhERoa+//lo//vijjhw5oksvvdTl2MUXX6yNGzdq3Lhx2rRpk6KjoytDuyRdeOGFioqK0saNGwnuAADUg5CXX3bZtt14ozfKAFDFnO9du+0XJ4XqEtZSe11ihFnP/TFON6ZE6r5vCpWRb3M5vu+4Xdd8lK8/tQvX7V2jZXMaboXtynB+Sge8MYgMNskSYlJ0iEnRIUH//XeQYly2TbKEBik6xKT25b94u2SP8Fpwt1gsuuCCCyrXrCclJWnFihXatGmTOnbsqCNHjkiSEhISXL4uISFBv/xy4s3PyclRfHy8y28RTSaTmjVrppycnFqfOysrqx5ekef5S50AYxX+grHqGedNnOiy/V3v3l6qJHAxVlFX3xYE6ctfXRtiYxOPa9++gnp7TsZp3cRJWtxFevvXYD33Y4iO211nQqz+sUyrq9wNIFCEBxmKMktRZkNRwYYi//vv//0dZZYizYaigk/8Hf2/7VP2R5kNRZil4LpOIAnzj7H6W01nr65xX7x4se666y517dpVZrNZPXr00IgRI5SRkVF5TtWpPYZhVAvqVVU9pyp/6MQz1R/+grEKf8FYrT+8r57FWEVdGYahCWvyJFVU7uvbMkwjz2tVb8/JOD1z0zpLt5Q59H+bj2vp3hL5ap88Kvh/XW2TLCFBlX9b/tfNDj7Z1a7a9T51X3SIScFevAVeoIxVrwb3Dh06aM2aNSouLpbValXz5s01btw4tWvXTklJSZJOdNVbt25d+TV5eXmVXfjExETl5eW5BHXDMJSfn1+tUw8AAAAEok+zy7Uxp8Jl34yeMV6qBu6IDzdrQe84jU2J0pSvC7Q5z/bbX+SG/4VtS5Xw7E7YtoSaTh4PNsnM/eZ9ik/cxz0qKkpRUVEqKCjQp59+qkceeaQyvK9bt67y9nBlZWX6+uuv9cgjj0iSLrjgAhUVFWnTpk2V69w3bdqk4uJil3XvAAAAQCAyDENzqlxJ/rLWYTo/MdRLFaEuejYL1cdDEvTGvhKt+KFUx8qdJ8N26MkO96lrtwnbjZNXg/unn34qp9Op5ORkHThwQA8++KCSk5M1evRomUwm3XHHHZo3b56Sk5PVqVMnPfnkk4qKitKIESMkSSkpKRowYIAmTZqkp59+WoZhaNKkSbr88ssDYjoEAAAAcDofHCrTlird2gfotvuVIJNJo5OjNDo5ytulwId5NbgfP35cDz/8sA4fPqy4uDhdddVVmjlzpkJCQiRJ99xzj0pLS3XfffepoKBA5557rlatWlV5D3dJeuGFF3T//ffrmmuukSQNHjxYc+fO9crrAQAAABqK0zCqXUl+SNtwpTej2w4EGq8G92HDhmnYsGG1HjeZTJo+fbqmT59e6zlxcXH6xz/+UR/lAQAAAD7r3YNlyjxmr9w2SZpOtx0ISEHeLgAAAABA3Tichh6rsrZ9WIcIpTYN8VJFAOoTwR0AAADwMysPlGpP4clue5BJmpZuOc1XAPBnBHcAAADAj9idhp7Y6tptv7ZjhDo3odsOBCqCOwAAAOBHlu8v0f7jjspts0m6P5217UAgI7gDAAAAfqLCYWjuVqvLvtHJkeoY49VrTgOoZwR3AAAAwE8syyrRT0Unu+0hQdKUHqxtBwIdwR0AAADwA2V2Q3/LcF3bPrZzlNpG020HAh3f5QAAoE5KFizwdglAo/Ty3mIdLnFWboeZpclpdNuBxoDgDgAA6sR2443eLgFodErsTs3f5rq2/aaUKLWMMnupIgANianyAAAAgI97cVexckpPdtsjg02aRLcdaDQI7gAAAIAPs9qcWrC9yGXfLV2ilBhBtx1oLAjuAAAAgA/7x85i5Zef7LZbQky6p3u0FysC0NAI7gAAAICPKih36u87XNe23941Wk3D6bYDjQkXpwMAAHUStHWry7YzPd1LlQCB77mdRSqsMCq3Y0NNuiuVbjvQ2BDcAQBAnVj69nXZLiwo8E4hQIA7WubQokzXte0TUqPVJIxJs0Bjw3c9AAAA4IOe2VEkq+1kt71pWJBup9sONEoEdwAAAMDH5JY6tHhXscu+e7pHyxLCf9+BxojvfAAAAMDHLNhepBL7yW57QniQxneJ8mJFALyJ4A4AAAD4kF9KHHpxt+va9slpFkXRbQcaLb77AQAAAB8yf5tVZY6T2y0jgzQuhW470JgR3AEAAAAfcajIrqV7XNe239vDovBgk5cqAuALCO4AAACAj3gyw6oK58ntNtFm3ZBMtx1o7AjuAAAAgA84aLVrWVaJy777elgUaqbbDjR2BHcAAADABzyx1apTLiSvDhazrusU6b2CAPgMgjsAAADgZVmFNv1rv2u3/f70GIUE0W0HQHAHAAAAvO6JrVY5T+m2d44N1rUdI7xXEACfQnAHAAAAvGjnMZtW/lDqsm96T4vMdNsB/BfBHQAAAPCix7Yc1ynNdqXGBevq9nTbAZwU7O0CAACAf6kYO9bbJQABIyO/Qqt/LHPZN71njIJMdNsBnERwBwAAdVL69NPeLgEIGI9usbpsp8eH6Mq24V6qBoCvYqo8AAAA4AXf5Vbow0Ou3fYHesbIRLcdQBUEdwAAAMALHv3+uMv2+QkhGtg6zEvVAPBlBHcAAACggX19pFyfHS532TfzHLrtAGpGcAcAAAAakGEYml2l2967eaj6tKDbDqBmBHcAAACgAX3xS7n+82uFy74ZrG0HcBpcVR4AANRJbJMmLtuFBQVeqgTwP4ZhaM73rleS79cyTBc3p9sOoHZ03AEAAIAG8kl2uTblVum2nxPjpWoA+AuCOwAAANAADMPQo1tc17Zf3jpM5yWEeqkiAP6C4A4AAAA0gDU/lWlLns1l3/SedNsB/DaCOwAAAFDPnDV02//ULlzpzei2A/htBHcAAACgnr17sEyZx+yV2ybRbQfgPoI7AAAAUI8cTkOPVem2X9MhQl3jQrxUEQB/Q3AHAAAA6tGKA6XaU3iy2x5kkqb1tHixIgD+huAOAAAA1BO709ATVbrtf+4YoeRYuu0A3EdwBwAAAOrJG/tK9IPVUbltNkn3p7O2HUDdENwBAACAelDhMDQ3w+qyb3RypDrEBHupIgD+ymvB3eFwaPbs2UpLS1NSUpLS0tI0e/Zs2e0n1/8UFRXpvvvuU9euXdW8eXOdd955WrhwocvjlJeX67777lPHjh3VsmVLjRo1StnZ2Q39cgAAAAAXr2WV6FDRyW57SJA0pQdr2wHUndd+3bdgwQItWbJEixYtUteuXZWZmak77rhDoaGhmjp1qiRpxowZWr9+vZ5//nm1a9dOX331le655x7Fx8dr1KhRkqTp06drzZo1evHFFxUXF6cZM2Zo5MiR+vzzz2U2m7318gAAANCIldkNPZnhurb9xs5RahtNtx1A3Xntk2PTpk0aNGiQBg8eLElq166dBg8erM2bN7ucM3LkSPXp06fynFdffVWbN2/WqFGjVFhYqFdffVULFy5Uv379JEmLFy9W9+7dtX79evXv37/hXxgAAAAavZf3FutwibNyO9wsTabbDuAMeW2q/IUXXqgvv/xSe/fulSTt3r1bGzZs0MCBA13OWbt2rX7++WdJ0saNG7Vjx47KQL5161bZbDZdeumllV/TunVrpaSkaOPGjQ34agAAaDwcPXq4/AHgqsTu1Pxtrmvbb+oSpRaRzAYFcGa81nGfOHGiioqK1KtXL5nNZtntdk2ZMkXjx4+vPOeJJ57QpEmT1K1bNwUHnyh17ty5GjRokCQpJydHZrNZ8fHxLo+dkJCgnJycWp87KyurHl6R5/lLnQBjFf6CseohS5a4bvO+ehxj1b+9+nOwckpDK7fDgwxdHZWrrKxcL1bleYxT+At/GKvJycmnPe614L5q1SotX75cS5YsUZcuXbR9+3ZNmzZNbdu21ZgxYySdmPa+ceNGvfHGG2rTpo2++uorPfjgg2rbtq0GDBhQ62MbhiGTyVTr8d96U3xBVlaWX9QJMFbhLxir8BeMVf9mtTn12rdHJJ2cJn97qkW9Ult7r6h6wDiFvwiUseq14P7QQw9pwoQJGj58uCQpNTVVhw4d0lNPPaUxY8aotLRUjzzyiF5++eXKdfDdunXT9u3b9cwzz2jAgAFKTEyUw+FQfn6+mjVrVvnYeXl5uvjii73yugAAANB4Ld5ZrKPlJ0O7JcSku7tFe7EiAIHAa2vcS0pKql313Ww2y+k88UFns9lks9lOe056erpCQkK0bt26yuPZ2dnas2ePevXqVc+vAAAAADipoNypZ3a4rm2/vWu0moazth3A7+O1jvugQYO0YMECtWvXTl26dNG2bdu0cOHCytu8xcTEqHfv3nr44YcVFRWlNm3a6D//+Y+WL1+uhx9+WJIUGxurG264QQ899JASEhIqbweXmpqqvn37euulAQAAoBF6bmeRCiuMyu3YUJPuSqXbDuD381pwnzt3rubMmaN7771XeXl5SkpK0tixYyvv4S5JL730kh5++GHdeuutOnbsmNq0aaMZM2bo1ltvrTzn0Ucfldls1rhx41RWVqY+ffro+eef5x7uAAAAaDBHyxxalFnksu8v3SxqEua1Ca4AAoipoKDA+O3T0NAC5SIKCHyMVfgLxqrnRF9yict20eefe6mSwMRY9U9//a5QC7afDO5Nw4KUcW2SLCGBGdwZp/AXgTJWvdZxBwAA/smckeHtEgCfklPq0D92Fbvsm9g9OmBDO4CGx6cJAAAA8Dss2G5Vif3kJNbEiCCNPzvKixUBCDQEdwAAAOAM/VLi0Eu7Xbvtk7pbFBnMf7MBeA6fKAAAAMAZmp9hVZnj5HbLyCCNS6HbDsCzCO4AAADAGThUZNfSvfC6Q0wAACAASURBVK7d9ik9YhQebPJSRQACFcEdAAAAOANPZlhV4Ty53TbarP+XHOm9ggAELII7AAAAUEcHjtv1WlaJy777elgUaqbbDsDzCO4AAABAHT2x9bgcJy8kr44Ws67rRLcdQP0guAMAAAB1sLfApjd/KHXZd3/PGAUH0W0HUD8I7gAAAEAdPLHVKucp3faU2GCN6BDhvYIABDyCOwAAAOCmncdsWnXAtds+radFZrrtAOoRwR0AAABw02NbjuuUZrtS44J1dXu67QDqF8EdAAAAcMPWvAqt/rHMZd8DPWMUZKLbDqB+EdwBAAAANzy25bjLds9mIbqibbiXqgHQmAR7uwAAAOBfCgsKvF0C0OC+zanQhz+Xu+x7oGeMTHTbATQAOu4AAADAb3i0Srf9goRQDWgV5qVqADQ2de64f/PNN/riiy+Um5ur2267TZ06dVJxcbF2796t5ORkxcTE1EedAAAAgFd89Wu51h127bbPOMdCtx1Ag3E7uFdUVOimm27SmjVrZBiGTCaThgwZok6dOslsNmvEiBG66667NGXKlPqsFwAAAGgwhmFoTpVue+/moerTgm47gIbj9lT5xx57TB9++KH+9re/6dtvv5VhnLwRRnh4uIYOHaoPPvigXooEAAAAvOGLX8r1n18rXPbNYG07gAbmdnB/6623dOONN+rmm29W06ZNqx1PTk7WwYMHPVkbAAAA4DWGYWjO91aXfZe2DNPFzem2A2hYbk+Vz83NVffu3Ws9HhYWpuLiYo8UBQAAfFfEPfe4bJc+/bSXKgHq1yfZ5dqUW6Xbfg7XcwLQ8NwO7klJSaftqG/evFnt2rXzRE0AAMCHhS5d6rJNcEcgOtFtd13bfnmbcJ2bEOqligA0Zm5Plb/qqqv0z3/+U/v27avc97+1PR988IHeeustXXPNNZ6vEAAAAGhg7/9Upq35Npd9D/S0eKkaAI2d28H9/vvvV5s2bXTJJZdo/PjxMplMmj9/vgYMGKDRo0crPT1d91SZOgcAAAD4G6dhVLtv+5/ahatHPN12AN7hdnC3WCz66KOPNHnyZOXm5io8PFzffPONiouLNX36dK1evVrh4eH1WSsAAABQ7945WKqdx+yV2yZJ03uyth2A97i9xl06cdu3e++9V/fee2991QMAAAB4jcNp6PEtrleSH94xQl3jQrxUEQDUoeNeXFysQ4cO1Xr80KFDKikp8UhRAAAAgDesOFCqPYUnu+1BJun+dNa2A/Aut4P7Aw88oOuvv77W46NHj9aDDz7okaIAAACAhmZzGnqiytr2kWdFKjmWbjsA73I7uK9bt05Dhgyp9fiQIUP06aefeqQoAAAAoKG9sa9EP1gdldvBdNsB+Ai3g/uRI0fUvHnzWo8nJSXp119/9UhRAAAAQEOqcBj6W4br2vbRyZFqb6nTJaEAoF64HdybNWumXbt21Xp8165dio2N9UhRAAAAQEN6NatYh4pOdttDg6QpPei2A/ANbgf3gQMHaunSpdq4cWO1Y99++62WLl2qgQMHerQ4AAAAoL6V2Q3Nq9JtH9s5Sm2i6bYD8A1ufxpNnz5dH3/8sa644goNGDBAXbt2lclkUmZmpj755BMlJSVpxowZ9VkrAAAA4HH/3FOswyXOyu1wszSZbjsAH+J2cE9KStK6des0a9Ysvf/++/roo48kSRaLRSNHjtSsWbOUlJRUb4UCAAAAnlZid+qp7a7d9pu7RKtFpNlLFQFAdXWa/5OYmKhFixbJMAzl5eXJMAwlJCTIZDLVV30AAABAvVmyq1g5pSe77VHBJk3sHu3FigCgujNauGMymZSQkODpWgAAgB+wrl/v7RIAj7DanFqwvchl361nRykhgm47AN9Sa3B/4403JEmjRo2SyWSq3P4t1113nWcqAwAAPsmZnu7tEgCPeD6zSEfLT3bbLSEm/aUb3XYAvqfW4H7nnXfKZDJp+PDhCg0N1Z133vmbD2YymQjuAAAA8HkF5U49m+nabb8jNVpNw+m2A/A9tQb3jIwMSVJoaKjLNgAAAODvFmYWqbDCqNyODTXpzq502wH4plqDe9u2bSv/7XQ6ZTKZFB0drbi4uAYpDAAAAKgPR8scen6na7f97m4WNQkL8lJFAHB6bn06ORwO9ezZU8uWLavvegAAAIB69fcdRbLaTnbb48OCdFvXKC9WBACn59ZV5UNCQtS8eXNu+wYAABTy8ssu27Ybb/RGGcAZySl16B+7il32TeweregQuu0AfJfbt4MbM2aMXn/9dd18880KDw+vz5oAAIAPi5w40WW7kOAOP/LUNqtK7Ce77UkRQbr5bLrtAHyb28G9Q4cOMgxD559/vq677jq1b99eERER1c4bNmyYRwsEAAAAPOFwsUMv7XHttk9KsygymG47AN/mdnC/9dZbK//9t7/9rcZzTCYTwR0AAAA+af42q8odJ7dbRZp1Y2e67QB8n9vBffXq1R59YofDoccee0xvvvmmjhw5oqSkJP35z3/WtGnTFBx8sqx9+/bpr3/9q7744gvZbDYlJyfrhRdeUEpKiiSpvLxcM2fO1MqVK1VWVqY+ffpo3rx5atWqlUfrBQAAgP/6qciupXtdu+339rAoPJhrOAHwfW4H9z/84Q8efeIFCxZoyZIlWrRokbp27arMzEzdcccdCg0N1dSpUyVJBw8e1OWXX65Ro0bp3XffVZMmTbR3715FRZ38zej06dO1Zs0avfjii4qLi9OMGTM0cuRIff755zKbzR6tGQAAAP7pyQyrbM6T222jzfp/yZHeKwgA6sDt4H6qHTt26NChQ5KkNm3aKDU1tc5XnN+0aZMGDRqkwYMHS5LatWunwYMHa/PmzZXnzJ49W5deeqnmzJlTua99+/aV/y4sLNSrr76qhQsXql+/fpKkxYsXq3v37lq/fr369+9/Ji8PAAAAAeTAcbuWZZW47JuablGomW47AP9QpytxrFy5Ut26dVOfPn00evRoXX/99erTp4+6d++ut956q05PfOGFF+rLL7/U3r17JUm7d+/Whg0bNHDgQEmS0+nU2rVrlZKSouHDh+uss85Sv379tGrVqsrH2Lp1q2w2my699NLKfa1bt1ZKSoo2btxYp3oAAAAQmJ7YelyOkxeS11kxZo06i247AP/hdsd92bJlmjBhgpKTk/Xwww+rU6dOMgxD+/fv1yuvvKLbbrtNFRUVGj16tFuPN3HiRBUVFalXr14ym82y2+2aMmWKxo8fL0nKzc1VUVGR5s+frwceeECzZs3SF198oVtuuUWRkZEaNGiQcnJyZDabFR8f7/LYCQkJysnJqfW5s7Ky3H3ZXuUvdQKMVfgLxqpnnFdlm/fV83hPPedgiUlv7g+XdLK7PrZ5iQ7s3+e9ogIE4xT+wh/GanJy8mmPux3c58+fr3PPPVfvvfdetfu433LLLbriiis0f/58t4P7qlWrtHz5ci1ZskRdunTR9u3bNW3aNLVt21ZjxoyR03liEdIVV1yhCRMmSJLS0tK0detWLVmyRIMGDar1sQ3DOO3U/d96U3xBVlaWX9QJMFbhLxir9Yf31bMYq5712Pqjcqq0crtLk2DddVFLmYOYJv97ME7hLwJlrLo9VT47O1vXXntttdAuSeHh4Ro5cqQOHz7s9hM/9NBDmjBhgoYPH67U1FSNGjVKd911l5566ilJUnx8vIKDgyuvHv8/nTt31s8//yxJSkxMlMPhUH5+vss5eXl5SkhIcLsWAAAABJ7MozatOlDqsm9aegyhHYDfcTu4d+nSRb/88kutxw8fPlwtZJ9OSUlJtau+m83myk57aGiozjnnnGrTGvbt26c2bdpIktLT0xUSEqJ169ZVHs/OztaePXvUq1cvt2sBAABA4HA4Da34oURj1x112Z8aF6yr2ldvQgGAr3N7qvwjjzyisWPHqkePHho2bJjLsZUrV+qVV17RK6+84vYTDxo0SAsWLFC7du3UpUsXbdu2TQsXLtSoUaMqz7n77rs1btw4XXzxxerTp482bNigVatWadmyZZKk2NhY3XDDDXrooYeUkJBQeTu41NRU9e3b1+1aAAAA4P8qHIb+tb9EC7Zbtf+4o9rxGefEKKiOd0ICAF9gKigoMH77NOnaa6/VgQMH9MMPPyghIUEdOnSQyWTSDz/8oNzcXJ111lkut2qTJJPJpDfffLPGx7NarZozZ47ee+895eXlKSkpScOHD9fUqVNdpuMvW7ZM8+fPV3Z2tjp27KjJkydrxIgRlcfLysr04IMPasWKFSorK1OfPn00b948tW7d+gzeDt8RKGsxEPgYq/AXjFXPiW3SxGW7sKDAS5UEJsZq3ZXZDb2WVawF24v0c3H1wC5JvZuH6r1Bzep8C2PUjHEKfxEoY9Xt4N69e/c6f9CZTCZlZGScUWGNXaAMMAQ+xir8BWPVcwju9Yux6r4im1P/3F2sZzOLdKTUWeM5QSZpeIcIzbuoiWJC63QnZJwG4xT+IlDGqttT5bdv316fdQAAAD9RsmCBt0tAI1dQ7tQLu4r03M4iHSuvuQcVbJJGdorUpO7R6hQb0sAVAoBnuR3cAQAAJMl2443eLgGNVF6ZQ4syi/TCrmIdt9Uc2MPM0g3JUbq7e7TaRvNfXQCBgU8zAAAA+LRfShx6ZodVL+8pUYm95sAeFWzSuJQoTegWreaR5hrPAQB/RXAHAACAT/rRatfT24v0WlaxKmpewq6YUJNuPTtad3SNUnw4gR1AYCK4AwAAwKdkFdo0f1uR3txfIkctl1FuGhaku1KjNf7sKMVy0TkAAY7gDgAAAJ+w46hN8zKsevtgqWq77VHziCD9pbtFN3aOVFQIgR1A40BwBwAAdRK0davLtjM93UuVIFB8l1uhJzOsWnuorNZz2kSbNam7Rdd3ilR4MPdiB9C41Dm4l5aWasuWLcrNzVXv3r3VrFmz+qgLAAD4KEvfvi7b3McdZ8IwDP3nyInAvv5wea3ndYoJ1uS0aF17VqRCggjsABqnOs0vev7555WSkqIhQ4Zo3LhxyszMlCTl5+erbdu2euWVV+qlSAAAAAQGwzD0yc9lGrwmT0M+yKs1tKfGBeulS+K0cViirk+OIrQDaNTcDu7Lli3T9OnTNWDAAD3zzDMyjJMrj+Lj49WvXz/9+9//rpciAQAA4N+chqHVP5aq3+pcjfg4X9/kVNR43rnNQvRG/6b68upEXdMxUmYCOwC4P1V+4cKFuvzyy/XSSy/p6NGj1Y6np6frhRde8GhxAAAA8G92p6F/HyjV/G1W7Sqw13pe7+ahmpJmUd+WYTKZCOsAcCq3g/v+/ft1yy231Ho8Pj5e+fn5HikKAAAA/q3CYWj5/hIt2GbVD1ZHrecNaBWme3tYdFFSWANWBwD+xe3gbrFYVFhYWOvx/fv3c6E6AACARq7Ubui1rGI9vb1IPxfXHtivbBuuKT0s6tkstAGrAwD/5HZw79Onj5YtW6Y77rij2rHs7GwtXbpUV199tUeLAwAAgH8osjn1z93FeiazSDmlzhrPCTJJ13SI0OQ0i7rGhTRwhQDgv9wO7jNnzlT//v3Vt29fDR06VCaTSR9//LHWrVunl19+WSEhIZo6dWp91goAAAAfU1Du1D92FWnRziIdKzdqPCfYJI3qFKlJ3S06K7bOdyMGgEbP7U/Ojh07au3atZo2bZqeeOIJGYahhQsXSjrRjZ8/f75atWpVb4UCAADAd+SVOfRcZpFe2FUsq63mwB5mlsYkR+kv3aPVNprADgBnqk6foCkpKfr3v/+tgoIC/fDDD3I6nWrfvj1r2wEAABqJw8UOPbPDqpf3lKjUUXNgjwo26aYuUborNVrNI80NXCEABJ4z+tVnkyZNdM4550iSDMNQcXGxoqKiPFoYAAAAfMdBq11Pb7dqWVaJKmpewq6YUJNuOztad3SNUtNwAjsAeEqQuye+++67mjVrlsu+BQsWqGXLlmrTpo2uu+46lZSUeLxAAAAAeM/eAptu/+Kozl15RP/cU3Nojw8L0kPnxmj7tc0145wYQjsAeJjbHfeFCxfqrLPOqtzesmWLHnnkEV188cXq3LmzXn31VT399NOaPn16vRQKAACAhrP9qE3zMqx652Cpap4QL7WIDNJfulk0tnOkokLc7gcBAOrI7eC+b98+DRs2rHJ7xYoVatq0qVauXKmwsDAFBwdr1apVBHcAAAA/9l1uhZ7MsGrtobJaz2kbbdak7hZdnxypMLOpAasDgMbJ7eBeUlKiyMjIyu3PPvtM/fv3V1hYmCSpe/fueu211zxfIQAA8CkVY8d6uwR4mGEY+vLXCs3bZtX6w+W1npccG6zJaRaN6BihkCACOwA0FLeDe6tWrbRlyxaNGTNG+/fv1+7duzVx4sTK40ePHlV4eHi9FAkAAHxH6dNPe7sEeIhhGPoku1zzMqz6Jqei1vNS44I1pYdFV7WLkJnADgANzu3gPnLkSD322GP65ZdftHv3bjVp0kSDBg2qPP7999+rU6dO9VIkAAAAPMdpGHrvxzLN22ZVRr6t1vPOSwjRvWkWDWoTLpOJwA4A3uJ2cJ88ebLKy8v10UcfqVWrVnr22WcVGxsrSTp27Ji++uor3XnnnfVWKAAAAH4fu9PQqgOlmr/Nqt0F9lrP+0PzUE3pYdElLcII7ADgA9wO7mazWTNnztTMmTOrHYuLi1NWVpZHCwMAAIBnVDgMLd9foqe2WXXA6qj1vAGtwnRvD4suSgprwOoAAL/F7eB+qsLCQv3888+SpNatW1d23gEAAOA7Su2GXt1brL/vKNLPxbUH9iFtwzWlh0XpzUIbsDoAgLvqFNy///57zZgxQ5s2bZJhnLijp8lkUq9evTR79mydc8459VIkAAAA3Ge1OfXP3cV6NrNIOaXOGs8JMknDO0RoUppFXeNCGrhCAEBduB3cN2/erCuvvFIhISEaM2aMUlJSZBiG9u7dqxUrVujKK6/U+++/T3gHACDAxTZp4rJdWFDgpUpQVUG5U4t3FWlRZpEKKowazwkJkkadFalJaRZ1jDmjyZcAgAbm9qf17NmzlZCQoI8++kgtWrRwOTZ16lRddtllmj17tlatWuXxIgEAAFC73FKHnsss0pLdxbLaag7sYWZpTOco3d0tWm2iCewA4E/c/tT+7rvvNHny5GqhXZJatGihm266SfPnz/docQAAAKhddrFDz+ywaumeEpU6ag7sUcEm3dwlSnelRisp0tzAFQIAPMHt4G4Yhszm2j/sg4KCKte9AwAAoP4ctNq1YJtVr+8rUUXNS9gVG2rSbV2jdfvZUWoaTmAHAH/mdnDv2bOnXn75Zd1www2Ki4tzOXbs2DEtXbqU9e0AAAD1aE+BTfO3WbXih1LV0mBXs/Ag3ZUarZu7RCkmNKhhCwQA1Au3g/sDDzygoUOH6rzzztP111+v5ORkSdLevXu1fPlyWa1WPffcc/VWKAAAQGO1Lb9C87cV6Z2DpaptfmOLyCDd3c2isSmRigwmsANAIHE7uF900UVatWqVZsyYoWeffdblWHp6uubMmaMLL7zQ4wUCAAA0Vt/mVOjJbVZ9eKis1nPaRps1qbtF1ydHKsxsasDqAAANpU6XFO3du7fWr1+vnJwc/fTTT5Kktm3bKjExsV6KAwAAaGwMQ/ril3LNy7Dq81/Kaz2vc2ywJqVZNKJjhEKCCOwAEMjO6F4giYmJhHUAAAAPMgxDH/9crtnbwrTNmlfred2ahmhKmkV/ahcuM4EdABqFWoP7f/7znzN6wN69e59xMQAAAI2N0zD03o9lejLDqm1HbZJqvgL8eQkhmtLDostbh8tkIrADQGNSa3AfMmRInX4oGIYhk8mko0ePeqQwAACAQGZ3Glp1oFTzt1m1u8Be63l/bB6qKT0s6tMijMAOAI1UrcF99erVDVkHAABAo1DhMLR8f4nmb7PqoNVR63kDW4Xp3h4WXZgU1oDVAQB8Ua3B/Q9/+END1gEAABDQSu2GXtlbrL9vL1J2Se2BvV+8XbMubqH0ZqENWB0AwJe5fXG64uJiHT16VG3atKnx+KFDhxQfH6/IyEiPFQcAAODvrDanXtpdrGd3FCm3zFnjOUEmaUSHCE1Ksyg476CSCe0AgFO4HdwfeOABff/999qwYUONx0ePHq3zzz9f8+bN81hxAADA9zh69PB2CX7hWLlTi3cW6fmdRSqoMGo8JyRIuq5TpCZ2t6hjzIn/lmXVfkF5AEAj5XZwX7dunUaPHl3r8SFDhuj111/3SFEAAMB3FX3+ubdL8Gm5pQ4tzCzSkl3FKrLXHNjDzdKYzlG6u1u0Wkef0d15AQCNiNs/KY4cOaLmzZvXejwpKUm//vqrR4oCAADwN9nFDv19u1Wv7C1RqaPmwB4dbNLNXaJ0V7doJUbUfNs3AACqcju4N2vWTLt27ar1+K5duxQbG+uRogAAAPzFQatdT22z6vV9JbLVvIRdsaEm3d41Wrd3jVZcWFDDFggA8Htu/+QYOHCgli5dqo0bN1Y79u2332rp0qUaOHCg20/scDg0e/ZspaWlKSkpSWlpaZo9e7bs9prvY3rPPfeoSZMmeuaZZ1z2l5eX67777lPHjh3VsmVLjRo1StnZ2W7XAQAAcCb2FNh02xdHde7KI1q6t+bQ3iw8SH89N0bbr22u6T1jCO0AgDPidsd9+vTp+vjjj3XFFVdowIAB6tq1q0wmkzIzM/XJJ58oKSlJM2bMcPuJFyxYoCVLlmjRokXq2rWrMjMzdccddyg0NFRTp051Ofedd97R999/rxYtWtRY15o1a/Tiiy8qLi5OM2bM0MiRI/X555/LbGYKGgAA8KyM/ArN32bVuwfLVPOEeKllZJD+0s2isSmRigwmrAMAfh+3g3tSUpLWrVunWbNm6f3339dHH30kSbJYLBo5cqRmzZqlpKQkt59406ZNGjRokAYPHixJateunQYPHqzNmze7nPfTTz9p2rRpevvttzVixAiXY4WFhXr11Ve1cOFC9evXT5K0ePFide/eXevXr1f//v3drgcAAOB0NuWUa16GVR/+XF7rOe2izZqUZtF1nSIVZjY1YHUAgEBWp8uYJiYmatGiRTIMQ3l5eTIMQwkJCTKZ6v6D6cILL9SLL76ovXv3qnPnztq9e7c2bNigSZMmVZ5jt9s1fvx4TZkyRSkpKdUeY+vWrbLZbLr00ksr97Vu3VopKSnauHEjwR0AgHoQfcklLtuBfJV5wzC04dcKPZlh1Re/1B7YO8cGa3KaRSM6Rig4iMAOAPCsM7r/iMlkUkJCwu964okTJ6qoqEi9evWS2WyW3W7XlClTNH78+MpzHnvsMcXFxenmm2+u8TFycnJkNpsVHx/vsj8hIUE5OTm1PndWVtbvqr2h+EudAGMV/oKx6hnnZWS4bAfi+2oY0n+OBemlQyHabq196V3nKKduamNTv/gSBRnHdWC/Z54/EN9TBB7GKfyFP4zV5OTk0x732o1DV61apeXLl2vJkiXq0qWLtm/frmnTpqlt27YaM2aMvvzyS73++uvasGFDnR/bMIzTzgL4rTfFF2RlZflFnQBjFf6CsVp/Aul9dRqGVv9YpnkZVm07aqv1vPMTQjSlR4wuax12RjMPT4exCn/AOIW/CJSx6rXg/tBDD2nChAkaPny4JCk1NVWHDh3SU089pTFjxmjDhg369ddfXabIOxwOzZo1S4sWLdLOnTuVmJgoh8Oh/Px8NWvWrPK8vLw8XXzxxQ3+mgAAgH+yOw2tPFCq+RlW7Sms+Q43kvTH5qGa0iNGfVqEejywAwBQG68F95KSkmpXfTebzXI6T9xLZfz48br66qtdjg8fPlzDhw/X2LFjJUnp6ekKCQnRunXrdO2110qSsrOztWfPHvXq1asBXgUAAPBn5Q5Dy/eV6KntVh20Omo977LWYbo3zaJeSWENWB0AACd4LbgPGjRICxYsULt27dSlSxdt27ZNCxcu1KhRoySdWKdedR19cHCwkpKSKqc6xMbG6oYbbtBDDz2khISEytvBpaamqm/fvg39kgAAgJ8osTv1yt4SPbO9SNklNQd2k6Q/tQvX5DSL0puFNmyBAACcwmvBfe7cuZozZ47uvfde5eXlKSkpSWPHjq12D/ff8uijj8psNmvcuHEqKytTnz599Pzzz3MPdwAAUM3xCqde2l2shZlFyi1z1nhOkEka0TFCk9Ms6tIkpIErBACgOlNBQYFR04FDhw6d0QO2adPmdxWEEwLlIgoIfIxV+AvGqufENmnisl1YUOClStx3rNyp53cWafHOIhVU1PhfH4UESdd3itTE7hZ1iPFab4OxCr/AOIW/CJSxWutPpbS0tDO66MrRo0d/V0EAAACeklPq0MIdRXpxd7GK7DUH9nCzNLZzlP7SLVqto70X2AEAqE2tP52effZZl+BuGIaef/55/fTTT/rzn/+sTp06yTAM7du3TytWrFDbtm112223NUjRAAAAp/NzkV1/31GkV/YWq6yWa85FB5s0/uwo3ZkarcQIltgBAHxXrcF99OjRLtsLFixQSUmJtmzZoqZNm7ocmzZtmi677DLl5+fXT5UAAABuOHDcrqe2W/XGvhLZal7CriahJt3WNVq3d41WXFhQwxYIAMAZcHs+2JIlS3TbbbdVC+2S1KxZM40dO1YvvPCC7r77bo8WCAAA8Ft2F9g0f5tVK34olbPmGfFKCA/ShG7RuqlLlCwhBHYAgP9wO7jn5eXJZrPVetxutysvL88jRQEAALgjI79C8zKsWv3j/2fvzsOjLO81jt+zZLLNhIQQgoCELSRsAUUFsVUWKyC1CiJiVRAFEQsCgogeq61LrRQFtBFRUJGigtb9oK1aROTIIlQIqyAQIpCEhGyTfWbe80cwMCZDAiSZLN/PdXHJPPPknd+MDyE3z/IWyUdeV5sQi6b2tGtslxCFWAnsAICGp9rBPSEhQUuWLNGN5CfuwAAAIABJREFUN96omJgYr+cOHTqkJUuWKCEhocYLBAAA+KWNacV6dnue/v1Tsc8+7R0Wzejp0JjOIQq0nP2BuwAA1BfVDu5PPfWURowYocsuu0zDhg1T586dJZUdr//ZZ5/JarXqySefrLVCAQBA02YYhr4+VqJ523K1LrXEZ7+4Zlbd38uhGzsEy2omsAMAGr5qB/dLL71UX375pZ588kl9/vnn+vDDDyVJISEhuuaaa/Twww+ra9eutVYoAACoH+r6vu2GYehfPxXp2W152nzc97a9hOYBmtnLoetigmQ+h1vaAgBQX53VzUrj4uK0fPlyeTweZWRkyDAMRUVFyWxmvxgAAKhZHsPQx8lFmrctT0knfAf2y6JsmtXLod+0DfS6lS0AAI3FWQX3nxmGIavVqrCwMEI7AACoUS6PoXcPFOq57Xn6Icfls9+VFwRqVi+Hft3KRmAHADRqZ5W6t27dqhtuuEGtW7dW586dtX79eklSZmamRo8erbVr19ZKkQAAoPErdht6fW++LnkvTfesy/IZ2oe0DdS/h7fQR0Nb6MoLmGUHADR+1Q7umzZt0rXXXquDBw9qzJgxMoxTN12JjIyU0+nU8uXLa6VIAADQeBW4PFq006mL3k3V9P/L1qE8d4U+JknXtw/S2t9FaeVvWuiyloF1XygAAH5S7aXyTzzxhDp16qQvv/xS+fn5euONN7ye//Wvf62VK1fWeIEAAKBxyi3xaOmefCXudCqjyFNpH4tJGtUxWPcnOBQXHlDHFQIAUD9UO7hv3bpVjzzyiIKCglRQUFDh+TZt2igtLa1GiwMAAPVP8LRpXo8LFy48q6/PKvZo0S6nFu9yKqfEqLRPgFm6tXOIpic41N5xTkfyAADQaFT7b0Kz2XzGg+jS0tIUHBxcI0UBAID6y7Zsmdfj6gb39EK3Enc4tXRPvpyuygN7sMWkcXEhmtrDoTahlvOuFQCAxqDawb1379767LPPNGnSpArPlZSU6J133tFll11Wo8UBAICG7yenS8/vcOqNH/JVVHH7uiTJbjVpYtdQ3dvdrqhgAjsAAKerdnC///77NWrUKE2ZMkU33XSTJCk1NVVffPGF5s2bp4MHDyoxMbHWCgUAAA3LwVyX5ifl6a39BSqtfAu7wm0m3dPNrknd7IoI5BazAABUptrBfeDAgVq8eLEeeOABvfnmm5KkyZMnyzAMNWvWTEuWLNGll15aa4UCAICGYXdWqeZvz9O7BwvlqXxFvKKCzJrSw64740PlCCCwAwBwJmd12suoUaN07bXXas2aNfrxxx/l8XjUoUMHDR48WHa7vbZqBAAADcD3GSV6dnuePk4u8tmnTYhF9/W0a2yXUAVbuf86AADVUe3gvn79esXFxalFixYaPnx4heczMzO1Z88eXXHFFTVaIAAAqN82pBXr2W15+vxIsc8+HRwWzUhwaEynENksBHYAAM5GtdemXXfddVqzZo3P59euXavrrruuRooCAAANx9DVGT5De1wzq16+MkKbR0ZrbJdQQjsAAOeg2jPuhuFjk9pJJSUlZ7xdHAAAaPiq+nngZwnNAzSrl0O/jQmS2URYBwDgfJwxuOfm5ionJ6f88YkTJ5SSklKhX3Z2tv75z3/qggsuqPkKAQCA37k9hj5OLtK87XlKOkO/vi1tmtXLoavbBMpEYAcAoEacMbi/+OKLmjt3riTJZDLpoYce0kMPPVRpX8Mw9Mc//rHmKwQAAH5T6jH07oFCPbc9T/tyXD77XXVBoGb1cuhXrWwEdgAAatgZg/uAAQMUFBQkwzD0+OOPa+TIkerZs6dXH5PJpJCQEF100UW65JJLarVYAABQN4rdht7cV6AFSXlKdrrP2Pfz4VG6tKWtjioDAKDpOWNw79evn/r16ydJKi4u1nXXXafu3bvXSWEAAKDuFbg8en1vgV7YkadjBZ5qfQ2hHQCA2lXtw+nmzJlTaXtqaqqys7MVHx9fY0UBAIC6lVvi0dI9+Urc6VRGUeWB3WKSbuoYXMeVAQCAagf3119/Xd9++60WL15c3jZz5ky99tprkqTu3bvrgw8+UGRkZM1XCQAAasWJIrcW7crXy7udyimp/MR4m1m6NTZE03o61N5R7R8dAABADTmr4H76Hvavv/5ar776qm666SZ169ZN8+bN07x58/T000/XSqEAAKDmpBW4lbjTqaV78pXvqjywB1tMuiMuRFN7ONQ61FLenvfVV3VUJQAAkM4iuCcnJ+u2224rf/zBBx+oTZs2eumll2Q2m5WTk6P333+f4A4AQD2W4nTp+R1OLf8hX0U+zpxzBJg0sWuoJnezKyrYUuF5T+/etVwlAAA4XbWDe0lJiQICAsofr1mzRldffbXMZrMkqWPHjkpNTa35CgEAwHk7kOvS/O15emt/gXxMsCsi0KR7utk1qatd4YHmui0QAAD4VO2/lWNiYvTVyaVxW7du1aFDhzRo0KDy59PT0+VwOGq8QAAAcO52Z5Vq4toTuuS9NC3fV3lobxls1uOXhGn7Ta30YO8wQjsAAPVMtWfc77zzTj3wwAPau3evjh49qjZt2ug3v/lN+fMbNmzgZHkAAOqJ7zNKNG9bnj45XOSzT5sQi6b1tOv2LqEKtprqsDoAAHA2qh3cJ0yYIJvNpn//+9/q1auXpk+fruDgslvCZGVl6fjx47rzzjtrrVAAAFC1DWnFmrctT18cKfbZp4PDohkJDo3pFCKbhcAOAEB9d1b3dBk7dqzGjh1boT0iIqJ8GT0AAKhbhmFo7bFi/W1bntanlvjsFx9u1cwEh0Z0CJbVfO6BPeD1170el95xxzlfCwAAVI2bsQIA0EAZhqHPUoo0b1uetmSU+uzXKzJAs3o5NLxdkMym859hD5k+3etxDsEdAIBaVe3gft1111XZx2Qy6aOPPjqvggAAwJm5PYY+Si7UvG152pnl8tmvX0ubZvVyaHCbQJlqILADAAD/qHZw93g8Ff7Sd7vdSklJ0ZEjR9SxY0ddcMEFNV4gAAAoU+ox9M6PBZqf5NS+HN+BfUDrQM3q5dAV0TYCOwAAjUC1g/v//u//nvG5GTNm6LXXXquRogAAwCnFbkMr9hVoQVKeDjvdPvsNvTBIs3o5dEmUrQ6rAwAAta1G9rgPHz5c69ev18MPP6xPPvmkJi4JAECTl1/q0es/FOjvO/J0rMBTaR+TpBvaB+v+Xg71bB5QtwUCAIA6UWOH03Xp0kWv/+KUWQAAcPZySjxauidfiTucyiyuPLBbTNLoTiGa0dOuLuEEdgAAGrMaC+6ff/65wsLCaupyAAA0OSeK3Fq0K1+LdzuVW2JU2sdmlm6LDdV9Pe1q7+DmMAAANAXV/hv/mWeeqbQ9JydH33zzjZKSkjRr1qwaKwwAgKYircCtv+906tU9+cp3VR7Ygy0mjY8P0ZTuDrUOtdRxhQAAwJ+qHdz/+te/VtoeHh6ujh076vnnn9dtt91WY4UBANDYpThdej7JqTf25avYx5lzjgCT7u4aqsnd7WoRRGAHAKApqnZwz8rKqs06AABoMn7McWl+Up7e3l8gHxPsigg0aXI3u+7uald4oLluCwQAAPWK334ScLvdevLJJ5WQkKDo6GglJCToySeflMtVdl/a0tJSPfbYY+rfv79at26tuLg4TZgwQSkpKV7XKS4u1gMPPKCOHTuqdevWGjNmjI4cOeKPtwQAwBntyirVhLUndOn7afrHvspDe8tgs564JExJN7XS7N5hhHYAAFBzh9OdrQULFmjJkiVatGiRunXrpp07d2ry5Mmy2WyaPXu2CgoKtG3bNs2aNUs9e/ZUbm6uHnnkEY0aNUrr16+X1VpW+kMPPaTVq1dr6dKlioiI0P/8z//o5ptv1tq1a2WxsKQQAOB//80o0bxtefrfw0U++7QNtWhaT7tuiw1VsNVUh9UBAID6zmdwj4iIkNls1rFjx2Sz2RQRESGTqeofJCwWiyIjI3XVVVfpqaeeUosWLSrtt2nTJg0dOlTDhg2TJMXExGjYsGHasmWLJKlZs2b64IMPvL5m/vz56tevn/bu3avu3bsrJydHy5cvV2JiogYOHChJWrx4sXr27KmvvvpKgwcPrt6nAABALfg2rVjztuXpyyPFPvt0dFg0I8GhmzuFyGYhsAMAgIp8BvfZs2fLZDKVz2z//Lgqbrdbqamp+vDDD5WXl6c333yz0n79+vXT0qVL9cMPP6hLly7as2eP1q1bpxkzZvi8dl5enqSyA/Ek6fvvv1dpaakGDRpU3qdt27aKi4vTxo0bCe4AgDpnGIa+OlqsedvztD61xGe/ruFWzezl0A3tg2U1E9gBAIBvPoP7Qw89dMbHVenSpYv+9re/+Xx++vTpcjqd6tu3rywWi1wul2bNmqUJEyZU2r+kpESPPPKIhg4dqjZt2kiS0tPTy2f4TxcVFaX09HSfr71v376zei/+0lDqBBiraChqc6wahvT1CYteS7Fqp9P3Vq2udrfuvNClK5sXyOzO1cEfa62kWtPiFz8TZPA9oMbxfRUNAeMUDUVDGKuxsbFnfL7W9rhfd911FQL16d577z29/fbbWrJkieLj45WUlKQ5c+aoXbt2Gjt2rFdfl8ulu+++Wzk5OXrrrbeqfG3DMM64OqCqD6U+2LdvX4OoE2CsoqGorbHq9hj68FChnt2ep51ZLp/9Lo+2aWaCQ4PbBFZrBVu99uCDXg8j/FRGY8X3VTQEjFM0FI1lrPoM7tUJyJW55ZZbJEnt27dX+/btffZ79NFHNWXKFN14442SpO7duyslJUXz58/3Cu4ul0t33XWXdu3apU8++UTNmzcvf65ly5Zyu93KzMz02kufkZGh/v37n1P9AABUR6nH0KofCzR/u1P7c30H9oGtAzWrl0NXtAqsw+oAAEBj4jO433vvvRXafp4hMAyj0nbpVHCvSkFBQYVT3y0WizweT/nj0tJS3Xnnndq9e7c++eQTRUdHe/Xv3bu3AgICtGbNGt10002SpCNHjmjv3r3q27dvteoAAOBsFLkMrdifrwVJTqU43T77DbswSLN6OdQnylaH1QEAgMbIZ3Dftm2b1+O8vDzdc889cjgcmjRpkjp37izDMLR//34tXrxY+fn5eumll6r9wkOHDtWCBQsUExOj+Ph4bd++XYmJiRozZoykspn2cePG6b///a/eeustmUwmpaWlSZLCwsIUHBysZs2a6fbbb9ejjz6qqKio8tvBde/eXQMGDDiHjwMAgMrll3r0+g8FeiEpT6mFnkr7mCSN6BCs+xMc6tE8oG4LBAAAjZbP4N6uXTuvx/fdd58iIiL04Ycfes2w9+jRQ7/73e90/fXXa/HixVq4cGG1Xnju3Ll66qmnNHPmTGVkZCg6Olrjxo3T7NmzJZXNnK9evVqSKoTwxMRE3XrrrZKkv/zlL7JYLBo/fryKiop05ZVX6qWXXuIe7gCAGpFT4tGS3fl6cadTmcWVB3aLSbq5U4hmJNgV24zADgAAapYpOzvbqLqb1KFDBz388MOaOHFipc+/8sorevrpp3XgwIEaLbCpaiyHKKDxY6yioTjbsZpZ5NaiXfl6ebdTuSWV/1VpM0u3dwnVfT3sinHU2nmv9Y75+++9Hnt69/ZTJY0T31fREDBO0VA0lrFa7Z8yXC6XDh8+7PP5Q4cOqbS0tEaKAgDAX1IL3Pr7Dqde25uvfFflgT3EatIdcSGa2sOhC0Ka3govxy9WwuVkZ/unEAAAmohqB/dBgwbp5ZdfVkJCgkaNGuV1UN0777yjJUuWaNiwYbVWKAAAtemw06Xnk5xavi9fxT7OnAsLMGli11BN7m5Xi6CmF9gBAIB/VDu4z507V3v27NGkSZP0yCOPqEOHDjKZTDpw4IDS09MVGxurv/71r7VZKwAANW5/TqnmJzm1cn+BfEywq3mgWZO7hWpiV7vCA811WyAAAGjyqh3co6Oj9fXXX+v111/Xv//9b6WkpMgwDPXo0UPXXHONxo0bp6CgoNqsFQCAGrPzRKme256n9w8VyuMjsEcHmzWlh13j40JlDyCwAwAA/zirk3QCAwM1adIkTZo0qdLnd+3apW7dutVIYQAA1Iatx0s0b3ueVh8u8tmnbahF03vadVtsqIKsJp/9AAAA6sJ5H4Gbmpqqd955R6tWrdLOnTt14sSJmqgLAIAa9d8cs+b8O0NfHin22aejw6L7ezk0umOIbBYCOwAAqB/OKbg7nU599NFHWrVqlb755hu53W517dpV06dPr+n6AAA4Z4ZhaM3RYs3blqf/SwuSVHlo7xZu1cxeDt3QPlgWM4EdAADUL9UO7m63W1988YVWrVqlTz/9VIWFhTKZTJowYYL+8Ic/KCYmpjbrBACg2jyGoU8PF+nZ7XnamuH7VqUXtQjQrASHhrULktlEYAcAAPVTlcH9u+++08qVK/X+++8rMzNTXbt21cyZM3XJJZfohhtu0IABAwjtAIB6we0x9MGhQj27PU+7slw++10ebdOsXg4Nah1YfntTAACA+uqMwb1Pnz46ePCg2rZtq9tvv12jRo1S9+7dJUmHDx+ukwIBAKhKqcfQqh8LNH+7U/tzfQf2Qa0DNbOXQ1e0CqzD6gAAAM7PGYP7gQMHFBMTo0ceeUTXXnutQkJC6qouAACqVOQytGJ/vhYkOZXidPvsd227II2OyNYNF7epw+oAAABqxhmDe2Jiot555x1NmjRJwcHBGjJkiG688Ub95je/qav6AACoIL/Uo9f25uvvO5xKLfRU2sckaWSHYN2f4FD35gHat4+7ngAAgIbpjMH997//vX7/+98rLS1Nq1at0qpVq3TrrbcqLCxMv/rVr2QymdgbCACoM9nFHi3Zk68Xdzp1orjywG41SaM7hWhGgl2xzQLquEIAAICaV61T5aOjozV16lRNnTpVu3fv1sqVK/Xuu+/KMAxNmTJF11xzjYYNG6bBgwcrNDS0tmsGADQxmUVuLdqZr5d3O5VbalTaJ9Ai3RYbqvt62BXjOKe7nQIAANRLZ/2TTdeuXfWnP/1Jf/rTn7Ru3TqtXLlSH330kd5++20FBQXp2LFjtVEnAKAJSi1w64UdTr22N18FrsoDe4jVpPFxoZrSw64LQix1XGHTVDJunL9LAACgSTmvKYlf//rX+vWvf61nn31Wq1ev1qpVq2qqLgBAE5ac59LzO5z6x758Ffs4cy4swKS7u9o1uXuoIoMI7HWpcOFCf5cAAECTUiNrCQMDAzVixAiNGDGiJi4HAGii9ueU6rntTq36sUA+JtjVPNCse7vbNSE+VOGB5rotEAAAwA/YBAgA8LsdJ0r13PY8fXCoUB4fgT062KypPey6Iy5U9gACOwAAaDoI7gAAv9l6vETztudp9eEin33ahlo0I8GuWzuHKsjKnUwAAEDTQ3AHANS59anFenZbnv5ztNhnn05hFt2f4NDoTiEKMBPYAQBA00VwBwDUCcMw9J+jxZq3LU/fppX47NctwqqZCQ7d0D5YFgI7AAAAwR0AULs8hqFPDxdp3vY8/Tej1Ge/i1sEaFYvh4ZeGCSzicBenzULD/d6nJOd7adKAABoGgjuAIBa4fYYev9QoZ7blqdd2S6f/fpH2zSrl0MDWwfKRGAHAACogOAOAKhRpR5DK38s0Pztefox18dN2CUNbhOomQkO9W8VWIfVAQAANDwEdwBAjShyGfrHvnwtSHLqp3zfgX14uyDNTHDo4ihbHVYHAADQcBHcAQDnxVnq0Wt78/X3HU6lFXoq7WM2SSPaB+v+BIe6Nw+o4woBAAAaNoI7AOCcZBd79MpupxbtyteJ4soDu9Uk3dw5RDN62tW5GYEdAADgXBDcAQBnJaPIrUU7nXpld75yS41K+wRapNtjQ3VfT7va2fmrBgAA4Hzw0xQAoFqOFbj1wo48vb63QAWuygN7qNWk8XGhmtLDrlYhljquEAAAoHEiuAMAzig5z6WFSU79Y1++SipfEa+wAJPu7mbX5G6higwisAMAANQkgjsAoFL7ckr13HanVv1YIHflE+xqHmjWH7rbNaFrqJrZzHVbIAAAQBNBcAcAeNlxolTPbc/T+wcL5SOvq1WwWVN7OnRHlxCFBhDYAQAAahPBHQAgSdpyvETztuXp05Qin30utFs0o6dDv+8coiCrqQ6rAwAAaLoI7gDQxK1PLda8bXlac7TYZ5/OYVbdn2DXTZ1CFGAmsAMAANQlgjsANEGGYejLI8V6dnuevk0r8dmvW4RVsxIcur59sCwEdgAAAL8guANAE+IxDK0+XKR52/L0fWapz359WgRoZi+Hhl4YJLOJwA5v7l69/F0CAABNCsEdwDk5VuDWkt1OHcsIUK9Sp9o7rGrvsKid3apg9j7XO26PofcPFerZbXnane3y2e+KVjbNSnBoQOtAmQjs8MG5dq2/SwAAoEkhuAM4a8cK3Br0cbqOFXgkBejNozlez7cKNivGYVWMw6L2Dqti7JaTwd6qC0LMzODWoRK3oZU/Fmj+9jwdyHP77Hd1m0DN7OXQ5dGBdVgdAAAAqoPgDuCsFLoM3fpl5snQXrnUQo9SC0u0Mb3iczaz1M5+KtS3t1vU7uRsfYzdqvBAbi1WEwpdhv6xL18Lk5z6Kd93YB/eLkizejl0UQtbHVYHAACAs0FwB1BthmHovvVZ2prhe290VUo80v5cl/bnuiRVPMU83GYqm6V3WNTebj31e4dVbUMtslmYrT8TZ6lHr+3J1993OpVWWPk/rphN0sgOwbo/waFuEQF1XCEAAADOFsEdQLUtSHLqnQOFXm29wtxKiHboUJ5LyU63fsp3y2Oc+2tklxj6PrO00oPTzCapdYilbHb+5Gx9zMnZ+vYOq6KCzE12X3Z2sUcv73Zq0S6nsoor/x9gNUljOodoRk+HOjXj2z8AAEBDwU9uAKrl08OFenxLrldbXDOrFnQt0EVd25W3lXoM/eR0K9np0qE8d1mgz3PrkLPsvyeKfS+xr4rHkH7KL/vHgW9SK97CLMRqUszPS+9P7qs/fZ99aEDjW4afUeTWizudWrI7X7mllQf2QIs0NjZUU3va1c7Ot30AAICGhp/gAFRpV1apJq7N0umxMNxm0ltXR8qd5h3mA8wmdQizqkNY5d9ecko8Sj45O38oz6XDJ8P9Iadbh50uFfvejl2lApeh3dkun6emRwWZT5utt6rdz/vsHRa1CbE0qPuUH81364UdeXp9b4EK3ZUH9lCrSXfGh+oP3e1qFWKp4wrRmNmvusrrMafMAwBQuwjuAM7oRJFbt3yRKafrVDi0mKRlA5urY5hV+9LO7nrNbGYlRNqUEFnxOY9hKLXA84vZ+lMh/0wH4lXH8SKPjhd5tPl4xWX4VpN0od37FPzyA/QcVoXbTPViGX5ynksLk5z6x758lfj4OMJsJk3qatfkbqFqHkRgR82zbNvm7xIAAGhSCO4AfCr1GBq75oSSnd7T4E9f1kxXtQ6q8dczm0xqHWpR61CLLo+u+HyRy9Bh56kgfyjPreSTs/XJeS7l+VgqXh0uQzqY59ZBH7dMCwswld3izn5qlv7n/fUXhloVVMv3rt+XU6rntju16scC+ZhgV2SgWX/oYddd8aFqZmt82wIAAACaKoI7AJ/mbMypsJf8ji4hmtg11C/1BFlN6hIeoC7hFU9CNwxDWcWesjB/+oz9yZD/k9Mt13kcmpdbaijpRKmSTlR+on7rELNXsD/90Lzo4HO/d33SiVI9ty1PHxwqlK/yLwgxa2oPh8Z1CWmU+/gBAACaOr8Fd7fbraefflqrVq1SWlqaoqOjNXr0aM2ZM0dWa1lZhmHor3/9q5YtW6bs7Gz16dNH8+bNU9euXcuvk52drdmzZ+uzzz6TJA0dOlRz585VeHi4X94X0Fgs3ePU0j35Xm39o22a2y+8XiwZ/yWTyaTmQRY1D7Lo4qiK9yR3eQwdyXeXB/vTl+AfynMro+j8luEfLfDoaEGJvq1k60CgRYqxn7pXfUz5bH1Z0A+rZHb8u+MlmrctT5+lFPl8zXZ2i6b3dOj3nUNqfcYfAAAA/uO34L5gwQItWbJEixYtUrdu3bRz505NnjxZNptNs2fPliQtXLhQiYmJSkxMVGxsrObOnasRI0Zo8+bNcjgckqQJEybop59+0jvvvCOTyaT77rtPkyZN0sqVK/311oAG7+tjxZq9IcerrZ3dojcGNW+w91G3mk8udXdYJQVWeN5Z6lFyJbP1ySdPxfd1AFx1FLulH3Jc+iGn8nvXNw80l4f69g6L/ptZqq+OVuz3s9hmVs3oaddNnUIU0IAO1AMAAMC58Vtw37Rpk4YOHaphw4ZJkmJiYjRs2DBt2bJFUtls+6JFizR9+nRdf/31kqRFixYpNjZW7777rsaPH6+9e/fqiy++0Geffaa+fftKkubPn69hw4Zp3759io2N9c+bAxqwg7kujVuT6bWPOtRq0puDI9WiER90Zg8wq3tzs7o3r3wZfnqhx2vp/amZe7eO5Lt9LmOvjhPFHp0o9mhrRuXL8H/WPcKqWb0c+l1McIM6AR8AAADnx2/BvV+/flq6dKl++OEHdenSRXv27NG6des0Y8YMSVJycrLS0tI0aNCg8q8JDg5W//79tXHjRo0fP16bNm2S3W4vD+0/Xzc0NFQbN24kuANnKbfEo1u+zFRWsXcMXXxlhHpUEmibCpPJpOgQi6JDLOpbyaF5xe6ye9f/fK/6soB/auY+p+R8Yr10SVSAZiY4NPTCoHq5TQEAAAC1y2/Bffr06XI6nerbt68sFotcLpdmzZqlCRMmSJLS0so2ikZFRXl9XVRUlI4dOyZJSk9PV2RkpNcPsiaTSS1atFB6errP1963b19Nv51a0VDqROPgNqQHdtu0J9v728LkmBLFlfykMw1HxmqZdpLaWaRfh0s67ZiNXJd0tMikI0Xmk/899fujxSa5jMrDeJ9mbo2/sFRn+q/TAAAgAElEQVSXNSuQqThH+/fXydto1BirNeOSXzzmc615fKZoCBinaCgawlitatLZb8H9vffe09tvv60lS5YoPj5eSUlJmjNnjtq1a6exY8eW9/vl7JJhGBWC+i/9ss8vNYSZeJb6o679+bscrTvh9Gq7sUOw/nJV6zP+eWKsVk8fH+1uj6FjBe7yW9odynPLZJIGtQ5Uv+iKe/Fx7hirtYfPtWYxVtEQME7RUDSWseq34P7oo49qypQpuvHGGyVJ3bt3V0pKiubPn6+xY8cqOrpsPWp6erratm1b/nUZGRnls/AtW7ZURkaGV1A3DEOZmZkVZuoB+LbqxwLNT/IO7b0jA/TCr+rnCfKNicVsUlu7VW3tVv2qFUEdAAAAFfnthr8FBQWyWLwPurJYLPJ4ym7JFBMTo+joaK1Zs6b8+aKiIn377bfle9ovu+wyOZ1Obdq0qbzPpk2blJ+f77XvHYBvW46XaOr6LK+26GCzVgyOVIiVe4IDAAAA/ua3GfehQ4dqwYIFiomJUXx8vLZv367ExESNGTNGUtkS+MmTJ+vZZ59VbGysOnfurHnz5ik0NFSjRo2SJMXFxenqq6/WjBkztHDhQhmGoRkzZmjIkCGNYjkEUNuO5rt165eZKnafagu0SP8YFKk2oY33BHkAAACgIfFbcJ87d66eeuopzZw5UxkZGYqOjta4cePK7+EuSdOmTVNhYaEeeOABZWdnq0+fPnrvvffK7+EuSa+88ooefPBBjRw5UpI0bNgwzZ07t87fD9DQFLoM3fafTKUWerzaF/aP0KUtbX6qCgAAAMAvmbKzs8/vPkWoFY3lEAXUT4Zh6O6vs/TOgUKv9vt62PX4pc3O6lqMVTQUjNWa0yw83OtxTna2nyppnBiraAgYp2goGstY9duMOwD/WZDkrBDah7QN1GN9wvxUEYCGhKAOAEDd4uQpoIn59HChHt+S69UW18yqV65qLouZE+QBAACA+obgDjQhu7JKNXFtlk7fHxNuM+mtqyMVZuPbAQAAAFAf8ZM60ERkFrl1yxeZcrpOxXaLSVo2sLk6hrFrBgAAAKivCO5AE1DqMTRuzQklO91e7U9f1kxXtQ7yU1UAAAAAqoPgDjQBczbm6JvUEq+2O7qEaGLXUD9VBAAAAKC6WB8LNHJL9zi1dE++V1v/aJvm9guXycRhdADOXvC0aV6PCxcu9FMlAAA0DQR3oBH7+lixZm/I8WprZ7do+aDmslkI7QDOjW3ZMq/HBHcAAGoXS+WBRupgrkvj1mTKfdoR8narSW8NjlRkkMV/hQEAAAA4KwR3oBHKLfHoli8zlVVseLUvvjJC3ZsH+KkqAAAAAOeC4A40Mm6PoYlfZ2lPtsur/ZGLwzQ8JthPVQEAAAA4VwR3oJF5cmuu/pVS5NV2Y4dgzUyw+6kiAAAAAOeD4A40Iqt+LND8JKdXW+/IAL3wK06QBwAAABoqgjvQSGw5XqKp67O82qKDzXpzcKRCrPxRBwAAABoqfpoHGoGj+W7d+mWmit2n2gIt0orBkWodygnyAAAAQENGcAcauEKXoVv/k6nUQo9X+8L+EbokyuanqgAAAADUFII70IAZhqGp67P034xSr/b7etg1pnOIn6oCAAAAUJMI7kADtiDJqXcPFHq1DWkbqMf6hPmpIgAAAAA1jeAONFCfHi7U41tyvdrimln1ylXNZTFzgjwAAADQWBDcgQZoV1apJq7NknFaW7jNpLeujlSYjT/WAAAAQGPCT/hAA5NZ5NYtX2TK6ToV2y0madnASHUMs/qxMgAAAAC1gZ/ygQak1GNo3JoTSna6vdr/2reZrmod6KeqADQ1eV995e8SAABoUgjuQAPy4IYcfZNa4tU2Pi5EE+JD/VQRgKbI07u3v0sAAKBJYak80EAs2e3Uq3vzvdr6R9v0TN9wmUwcRgcAAAA0VgR3oAFYe7RYD27M8WprZ7do+aDmslkI7QAAAEBjRnAH6rmDuS7d8VWm3KcdIW+3mvTW4EhFBln8VxgAAACAOkFwB+qx3BKPbvkyU1nFp1K7SdLiKyPUvXmA/woDAAAAUGc4nA6op9weQxO/ztKebJdX+yMXh2l4TLCfqgIAKeD1170el95xhz/KAACgySC4A/XUE1tz9a+UIq+2GzsE6/4Eu58qAoAyIdOnez3OIbgDAFCrWCoP1EMrfyzQgiSnV1vvyAC98CtOkAcAAACaGoI7UM9sOV6i+9ZnebVFB5v15uBIhVj5IwsAAAA0NaQAoB45mu/WrV9mqth9qi3QIq0YHKnWoZwgDwAAADRFBHegnih0Gbr1P5lKLfR4tT9/RYQuibL5qSoAAAAA/kZwB+oBwzA0dX2W/ptR6tU+rYddN3cK8VNVAAAAAOoDgjtQD8xPcurdA4VebUPaBurRPmF+qggAAABAfUFwB/xs9eFCPbEl16strplVr1zVXBYzJ8gDAAAATR3BHfCjnSdKdffaLBmntYXbTHrr6kiF2fjjCQAAAIDgDvhNZpFbv/8yU07XqdhuMUnLBkaqY5jVj5UBAAAAqE8I7oAflHoMjVtzQslOt1f7X/s201WtA/1UFQAAAID6iOAO+MGDG3L0TWqJV9v4uBBNiA/1U0UAAAAA6iuCO1DHlux26tW9+V5tV7SyaW6/cJlMHEYHAAAAwBvBHahDa48W68GNOV5tMXaL3hjYXAGcIA8AAACgEpyABdSRg7ku3fFVptynHSFvt5adIB8ZZPFfYQBwlgoWLPB3CQAANCkEd6AO5JZ4dMuXmcoqPpXaTZIWXxmhbhEB/isMAM5B6R13+LsEAACaFJbKA7XM7TE08ess7cl2ebU/cnGYhscE+6kqAAAAAA2F34J7z549FR4eXuHX6NGjJUlut1tPPvmkEhISFB0drYSEBD355JNyuU6FH8Mw9PTTTys+Pl6tWrXS8OHDtXv3bn+9JaBST2zN1b9SirzaRnUM1v0Jdj9VBAAAAKAh8dtS+TVr1sjtPnUP69TUVA0YMEA33HCDJGnBggVasmSJFi1apG7dumnnzp2aPHmybDabZs+eLUlauHChEhMTlZiYqNjYWM2dO1cjRozQ5s2b5XA4/PK+gNOt/LFAC5KcXm0XtQjQC1dEcII8AAAAgGrxW3Bv0aKF1+Ply5fL4XCUB/dNmzZp6NChGjZsmCQpJiZGw4YN05YtWySVzbYvWrRI06dP1/XXXy9JWrRokWJjY/Xuu+9q/PjxdfhugIq+O16i+9ZnebW1CjZrxaBIBVsJ7QAAAACqp17scTcMQ8uXL9fNN9+skJAQSVK/fv30zTff6IcffpAk7dmzR+vWrdNvfvMbSVJycrLS0tI0aNCg8usEBwerf//+2rhxY92/CeA0R/Pduu3LTBWfWlSiQIv0j8GRah3KCfIAGjbz9997/QIAALWrXpwqv2bNGiUnJ+v2228vb5s+fbqcTqf69u0ri8Uil8ulWbNmacKECZKktLQ0SVJUVJTXtaKionTs2LEzvt6+fftq+B3UjoZSJ7wVuaW7kwKVWugd0B/uVKxm2cnal+2nwmoRYxUNBWO1ZlwyYIDX4+82b/ZPIY0YYxUNAeMUDUVDGKuxsbFnfL5eBPdly5bp4osvVkJCQnnbe++9p7fffltLlixRfHy8kpKSNGfOHLVr105jx44t7/fLfcKGYVS5d7iqD6U+2LdvX4OoE94Mo+wE+d3OQq/2aT3smnZpGz9VVbsYq2goGKu1h8+1ZjFW0RAwTtFQNJax6vfgfvz4ca1evVrz5s3zan/00Uc1ZcoU3XjjjZKk7t27KyUlRfPnz9fYsWMVHR0tSUpPT1fbtm3Lvy4jI6PCLDxQV+YnOfXuAe/QPqRtoB7tE+anigAAAAA0dH7f475ixQoFBgZq5MiRXu0FBQWyWLyXGlssFnk8Hkllh9VFR0drzZo15c8XFRXp22+/Vd++fWu/cOAXVh8u1BNbcr3a4sOteuWq5rKYOYwOAAAAwLnx64y7YRh64403NHLkyAq3bxs6dKgWLFigmJgYxcfHa/v27UpMTNSYMWMklS2Rnzx5sp599lnFxsaqc+fOmjdvnkJDQzVq1Ch/vB00YTtPlOrutVkyTmuLCDTprcGRCrP5/d/HAAAAADRgfg3u69at04EDB/TKK69UeG7u3Ll66qmnNHPmTGVkZCg6Olrjxo0rv4e7JE2bNk2FhYV64IEHlJ2drT59+ui9997jHu6oU5lFbt3yZaacrlOx3WKSXh8QqQ5hft+NAgAAAKCBM2VnZxtVd0NdayyHKDR2JW5DI/6dofWpJV7t8/o104Sudj9VVbcYq2goGKs1p1l4uNfjnOxGeLsMP2KsoiFgnKKhaCxjlTW8wHmYszGnQmgfHxeiu+JD/VQRAAAAgMaG4A6coyW7nXp1b75X2xWtbJrbL7zKWxICAAAAQHUR3IFzsPZosR7cmOPVFmO36I2BzRXACfIAAAAAahDBHThLB3NduuOrTLlPOx3CbjXprasjFRlk8f2FAAAAAHAOCO7AWcgt8WjMF5nKKj6V2k2SXr4qQt0iAvxXGAAAAIBGi+AOVJPbY2ji2hPam+Pyav9jnzBd2y7YT1UBAAAAaOwI7kA1PbE1V//6qdirbVTHYM3o2TRu+wYAAADAP6z+LgCVW5QcoJwjJ9Qv2qZ+0YHqFm6VhUPP/GbljwVakOT0aruoRYBeuCKCE+QBNDkl48b5uwQAAJoUgns9tSbDooOFhfrnwUJJUliASZe1LAvx/aJt6tPCpmArgbEufHe8RPetz/JqaxVs1opBkfw/ANAkFS5c6O8SAABoUgju9VBmkVsHC713MeSWGvriSLG+OFK2VDvALPWODFC/6EBdHm1T35Y2TjSvBUfz3brty0wVu0+1BVqkFYMj1TqUzxsAAABA7SO410Mb00uq7FPqkTYfL9Xm46V6YUdZW1wza/nS+sujbYqxW1jGfR4KXYZu/U+mUgs9Xu0vXBGhPlE2P1UFAAAAoKkhuNdDg9sEaWlCkY7YWurbtBJtSC/2uv2YL3tzXNqb49KyHwoklS3n/nlpfb+WNvVoHiAr++SrxTAMTfkmS//NKPVqn97TrtGdQvxUFQAAAICmiOBeDwVaTEoI8+jGWIfu6yl5DEP7clzakFaib9OKtSG9RIfy3FVeJ7XQow8OFeqDQ2X75O1Wky5taTsZ5AN1SVSAQgO4sUBlntvuLD9f4GdDLgzSHy8O81NFAAAAAJoqgnsDYDaZFBceoLjwAI2LC5UkHStwa+NpQT7pRKk8VUzKO12G1hwt1pqjxZLyZDFJvSIDyoN8v2ibWgazb/t/kwv1xNZcr7b4cKteuTKCk/0BAAAA1DmCewN1QYhFN3QI1g0dgiVJeaUefZdeom/TS7QhrUTfHS9RgevMSd5tSFszSrU1o1Qv7syXJHUKs5Qtr29p0+XRNnUKszapffI7T5Rq0tfeJ8hHBJr01uBIhdlYnQAAktQsPNzrcU52tp8qAQCgaSC4NxKOALMGtgnSwDZBkqRSj6HtmaVlM/JpJdqQXqKMIk8VV5F+zHXrx9wCrdhXtk8+Ksh86sC7ljb1jAxQQCOddc4scuuWLzPlPO0fPCwm6fUBkeoQxh8VAAAAAP5BGmmkAswm9YmyqU+UTVN6lB229mOu6+RhdyXakFasH3Or3id/vMijj5OL9HFykSQpxGrSJVFl++Qvb2nTJS1tcjSCffIlbkNj15zQYaf3Z/JM32a6qnWgn6oCAAAAAIJ7k2EymdS5WYA6NwvQ7V3K9smnF7pPzsaXzcpvyyyVu4p98gUuQ18fK9bXx8ruJ282ST2bB5xcWl+2T75VSMPaJ28Yhh7cmK31qd634bszLlQTutr9VBUAAAAAlCG4N2Etgy36Xftg/a592T75/FKPvjteWh7kN6eXeC0br4zHkLZllmpbZqkW7y7bJ9/eYfEK8l2a1e998kv25Ou1vQVebb9qZdMz/Zr5qSIAAAAAOIXgjnKhAWZd1TqwfGm4y2Nox4nSk0vry06wTyusep/8oTy3DuUV6u0fy26n1jzQrL4nD7vrF21T70ibbJb6EeTXHi3WnI05Xm0xdouWDWzeaPfyAwAAAGhYCO7wyWo2qXcLm3q3sOmebmVLypOd7rJ98icPvdub46ryOieKPfo0pUifppTtkw+ySBe3sKn/yRn5S1va1MwPJ7YfzHXpjq8yvbYH2K0mvXV1pCKDGtZyfwAAAACNF8Ed1WYymdTeYVV7h1W3dA6RVHYS+4bTDrz7PrNUpVVMyhe5pf9LK9H/pZXtKTdJ6t48QJe3tJWfYN8mtHaDc26JR2O+yFRW8anUbpL08lUR6hYRUKuvDQAAAABng+CO8xIZZNHwmGANjynbJ1/g8mhrRmlZmE8r1qb0EuWWnnmfvCFpx4lS7ThRqlf2lO2Tv9BuORnky2bl48OtMtfQPnm3x9DEtScqrBb4Y58wXdsuuEZeAwAAAABqCsEdNSrEatavWgXqV60CJTnk9hjale0qX1r/bVqxjhZUvU8+xelWirNQqw6U7ZNvZjOp32lB/qJIm4Ks5xbkH9+Sq3/9VOzVdlPHYM3oyQnyAAAAAOofgjtqlcVsUs/mAerZPEATu5btk0/JP7m8/uSs/K7sqvfJ55QY+tdPxeWB22Yu2yff7+SBd31bBioisOp98m/vL9DCHU6vtotbBOj5KyLq9cn3AAAAAJougjvqlMlkUju7Ve3sVo3uVLZPPqvYo00n98hvSC/RluMlKqliUr7Eo7J99eklUlJZW9dwa/ke+X4tbWpnt3iF8e+Ol2ja/2V5XadVsFn/GBSp4HOcvQcAAACA2kZwh99FBJo15MIgDbkwSJJU5DL0febJW9Cll2hjWrGyS868T16Sdme7tDvbVX5P9jYhlvIZ+fjwAE1ce0LF7lP9Ay3SisGRal3LB+EBAAAAwPkguKPeCbKaTu5lD9R0SR7D0N5s18kgX7ZX/rDTXeV1jhS49c+DhfrnwcJKn3/higj1ibLVcPUAAAAAULMI7qj3zCaTukYEqGtEgMbHh0qSjuS7tTGtWN+ml83M7zhRqqrn5E+Z3tNevlQfAHB23L16+bsEAACaFII7GqQ2oRaN7BiikR3LwndOiUeb00vKZ+W3HC9RkY9J+SEXBumPF4fVYbUA0Lg41671dwkAADQpBHc0Cs1sZl3dNkhXty3bJ1/iNrQts1QbTpuVP1Hs0TVtA/XKlRGymDmMDgAAAEDDQHBHo2SzmHRpS5subWnTVJXdhs5tSFYCOwAAAIAGhuCOJsFkMok7vgEAAABoiMz+LgAAAAAAAPhGcAcAAAAAoB5jqTwAADgr9quu8nrMKfMAANQugjsAADgrlm3b/F0CAABNCkvlAQAAAACoxwjuAAAAAADUYwR3AAAAAADqMYI7AAAAAAD1GMEdAAAAAIB6jOAOAAAAAEA9RnAHAAAAAKAeI7gDAAAAAFCPEdwBAAAAAKjH/Bbce/bsqfDw8Aq/Ro8eXd4nNTVV99xzjzp16qTo6Gj17dtX33zzTfnzhmHo6aefVnx8vFq1aqXhw4dr9+7d/ng7AAAAAADUCqu/XnjNmjVyu93lj1NTUzVgwADdcMMNkqTs7GwNGTJE/fr106pVqxQZGank5GRFRUWVf83ChQuVmJioxMRExcbGau7cuRoxYoQ2b94sh8NR5+8JAAAAAICa5rfg3qJFC6/Hy5cvl8PhKA/uzz//vFq1aqXFixeX92nfvn357w3D0KJFizR9+nRdf/31kqRFixYpNjZW7777rsaPH1/7bwIAAAAAgFpmys7ONvxdhGEY6t27t6655hr97W9/kyT17dtXgwcP1rFjx7Ru3Tq1atVKY8eO1cSJE2UymXTo0CH17t1b//nPf3TxxReXX2v06NFq3ry5XnrpJX+9HQAAAAAAaky9OJxuzZo1Sk5O1u23317edujQIS1dulTt27fXP//5T91zzz3685//rFdeeUWSlJaWJkleS+d/fpyenl53xQMAAAAAUIv8tlT+dMuWLdPFF1+shISE8jaPx6OLLrpIjz32mCSpV69eOnDggJYsWaK77767vJ/JZPK6lmEYFdoAAAAAAGio/D7jfvz4ca1evVrjxo3zao+OjlZcXJxXW5cuXfTTTz+VPy+pwux6RkZGhVl4AAAAAAAaKr8H9xUrVigwMFAjR470au/Xr5/279/v1bZ//35deOGFkqSYmBhFR0drzZo15c8XFRXp22+/Vd++fWu/cAAAAAAA6oBfg7thGHrjjTc0cuTICrdvu/fee7V582bNmzdPBw4c0AcffKCXX35ZEyZMkFS2RH7y5MlasGCBPvroI+3atUv33nuvQkNDNWrUKH+8HQAAAAAAapxfg/u6det04MCBCsvkJeniiy/WihUr9P777+vyyy/XE088oYcffrg8uEvStGnTdO+99+qBBx7QwIEDlZqaqvfee6/a93B/7rnnNHDgQF144YXq1KmTbr75Zu3atcurj2EYevrppxUfH69WrVpp+PDh2r17d/nzycnJmjJlinr16qVWrVqpV69e+vOf/6zCwkKv66SkpOjmm29W69at1bFjR82ePVslJSVV1vjhhx+qb9++atmypfr27auPP/64/LnS0lI99thj6t+/v1q3bq24uDhNmDBBKSkpVV533rx5GjJkiFq3bq3w8PBK+zz44IMaMGCAoqOj1bNnzyqvidrDWPU9VjMyMjRy5EjFx8erZcuW6t69u2bNmqWcnJwqr42ax1g98/fV8PDwCr9effXVKq+NmsU49T1OV6xYUek4DQ8P19atW6u8PmoWY/XM31PXrl2ra665Rm3btlVcXJwee+wxuVyuKq+NmtdUx2p1a66JXOXX4H7llVcqOztbffr0qfT5IUOGaP369UpLS9OWLVt0zz33eB08ZzKZ9NBDD2nv3r1KS0vT6tWr1a1bt2q//jfffKO77rpL//rXv/TRRx/JarXqhhtuUFZWVnmfhQsXKjExUc8884z+85//KCoqSiNGjFBeXp4kad++fXK73Xruuee0YcMGzZ07V2+//bbmzJlTfg23262bb75ZTqdTq1ev1tKlS/XRRx/pf/7nf85Y36ZNm3TnnXfqpptu0rp163TTTTfpjjvu0HfffSdJKigo0LZt2zRr1iytXbtWb775po4cOaJRo0ZV+U2ruLhYv/3tbzV58mSffTwej2655RaNGTOmys8StYux6nusms1m/fa3v9Xbb7+t7777Ti+++KLWrl2radOmVeuzRc1irJ75+6okPf/889q7d2/5r1tuueWM/VHzGKe+x+nIkSO9xufevXs1evRoxcTE6KKLLqrW54uaw1j1PVZ37Nihm266SQMHDtTXX3+tpUuX6tNPP9Wf/vSn6ny0qGFNdaxWp2apZnJVvbiPe33hdDrVrl07rVixQsOGDZNhGIqPj9fEiRM1a9YsSVJhYaFiY2P1xBNPaPz48ZVeZ8mSJXrqqad08OBBSdLnn3+u0aNHKykpSW3btpUkrVy5Uvfdd5/27dunsLCwSq8zfvx4ZWVl6YMPPihvu/7669WiRQstXbq00q/Zs2eP+vXrp/Xr16t79+5VvucPP/xQ48aNU3Z2ts8+L7zwgl5++WUlJSVVeT3UDcbqmb300kuaP3++9u7dW2Vf1C7Gqrfw8HAtW7ZM119/fZXXQd1hnPpWUFCg+Ph4TZs2TTNnzqzyuqhdjNVTHn/8cX3++edat25dedunn36q8ePHa9++fdVegYva0RTHqq+aT3c+ucrvh9PVJ06nUx6Pp3w5TnJystLS0jRo0KDyPsHBwerfv782btzo8zp5eXleS3o2bdqkuLi48sElSYMHD1ZxcbG+//57n9fZvHmz12v//HVVvbYkn0uK0DgwVn07duyYPv74Y11xxRU1el2cG8ZqRXPmzFHHjh01cOBAvfrqq/J4PDVyXZw7xqlv77//vgoKCnTrrbfW6HVxbhirpxQXFysoKMirLTg4WEVFRWesGXWjKY/VX9ZcUwjup5kzZ4569uypyy67TJKUlpYmSRVuLxcVFVXhNnQ/S0lJ0QsvvKC77rqrvC09Pb3CNSIjI2WxWHxe5+fXP5vXLikp0SOPPKKhQ4eqTZs2Pq+Lho+xWtFdd92lCy64QF27dpXdbldiYmKNXBfnh7Hq7eGHH9arr76qDz74QCNHjtQjjzyiZ5999ryvi/PDOPVt2bJlGjJkiFq1alWj18W5YayeMnjwYH333Xd6++235XK5dPToUT3zzDPldcG/mupYrazmmkJwP+nhhx/Whg0btHz5clksFq/nTt9XL5UdrPDLNqlsIN14440aOHCg/vCHP5zxGqe3p6SkqE2bNuW/Tv8hrrqv7XK5dPfddysnJ0cvvvhiefuMGTO8ro2Gj7Faub/85S9au3atVqxYoeTkZD300ENnfQ3ULMZqRbNnz9bll1+uhIQETZ06VQ8++KBeeOGFs7oGahbj1Lfdu3dr06ZNlR4ijLrHWPU2aNAgPfHEE5o9e7aio6N1ySWX6JprrpGkCp8P6lZTHatnqrkmWGv8ig3QQw89pPfee08ff/yx2rdvX94eHR0tqex/wunLMTIyMir8i01aWpp+97vfqWvXrlq8eLHXIGjZsmWFZRiZmZlyu92KiorSBRdc4LU/JyIiovz1f/mvQJW9tsvl0l133aVdu3bpk08+UfPmzcufe/jhhzV16tSz+ThQjzFWfYuOjlZ0dLT+v727C2W2j+MA/p2xTSM3Ql5qSEtRlHDEEcWMI46QHDgQJ2o1xcFDIwdiRI7kpYSMYgccyKS8HqjRihNvS0w5kWnen4MnV4+ee9e9+zHsbt9P7eRa+13/bd+1/f67ruuvVqsRERGB4uJi6HS6d68HfR1m1TNZWVm4ubnB1dUVoqOjvVKTPMecihsdHUVCQgIKCgo+VIc+jln9ucbGRjQ0NODy8hI/fgFi5Q4AAAOnSURBVPzA2dkZ2traoFKp/lc9+jh/zarYmL3F7/9x1+v1MJlMWFhYgFqtfnefSqVCTEwMLBaLsM3lcmFzcxO5ubnCtsvLS2i1WqjVagwPDyMw8P18SE5ODg4PD3F+fi5ss1gskMvlyMzMRGBgIJKTk4XbW8Cys7Pf7fvtcf/e9+PjI2pra2Gz2WA2m4UPxZuoqKh3tenPxax67u2cYU+WBiHvY1Y9t7+/D4VCgbCwsA/Vod/HnIpzuVyYnp5GZWUlAgL8/ufit2JWxUkkEsTGxiI4OBgmkwkJCQnIyMj47Tr0cf6a1V+N2Vukzc3Nf31K5T+ATqfD1NSUMKPsdDrhdDoBADKZDBKJBM/Pz+jt7UVKSgqen5/R0tICh8MBo9EIuVyOi4sLaLVaxMTEwGg04v7+XqgTHByMgIAAJCYmwmw2Y2VlBWlpaTg4OIBOp0NFRQVKS0vdji82NhadnZ0ICgpCZGQkxsbGMDExgb6+PsTFxeHp6Qk1NTXY3d3F+Pg4QkNDhX1LpVIEBQW5rW2323F6eoq9vT1YLBZoNBo4HA4olUrIZDIAwNHREex2O7a2tmCz2ZCfnw+Hw4Hw8HAegvTFmFX3WV1aWsLOzg6kUinu7u6wvb0tXPyLS8J9PWbVfVYXFxexsbEBmUyG29tbmM1mtLe3o6qqCkVFRV5/L8g95lT8+x8AZmdnMTc3h6GhIU4sfSNmVTyr/f39CAkJwfX1NUZGRtDT04OBgQGkpqZ6942gX/LXrHoyZsA7fZVfLwfn7mp/er1eOD/29fUVXV1dGB0dFdac7+7uFtaLn5iYcHsOg9VqFQ7Vsdvt0Ol0WFtbg0KhQHl5OQwGA+RyuegY5+fnYTAYcHJygqSkJLS2tqKsrAzAP1dndDejODg4KHoF2Pr6ekxOTv5nu9lsRl5eHgCgpKQE6+vros+Lvgaz6j6rq6ur6OjowOHhIR4eHhAfHw+tVoumpiaurvANmFX3WV1eXkZbWxuOj4/x8vKCxMREVFdXo66u7tNm5+nnmFPx738A0Gg0UCqVmJmZER0nfS5mVTyrpaWlsFqteHh4QHp6OvR6PQoLC0XHS5/DX7Pq6Zi90Vf5deNORERERERE5Ot40hIRERERERGRD2PjTkREREREROTD2LgTERERERER+TA27kREREREREQ+jI07ERERERERkQ9j405ERERERETkw9i4ExEREREREfkwNu5EREREREREPoyNOxEREREREZEP+xvh9wxXygZHQgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1054812318096216064\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-18\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1053060766771761152\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/998988641702526977\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1071613648085311488\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1087849475622588416\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-08-18\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1163020430136844288\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-27\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1056001102385049601\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1120802953130995714\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-14\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1217144162757120000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-01-25\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1221176639339425792\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-08\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1115337505824432128\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-02-15\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1228540886826418178\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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tbruiWZDWXx+nZ3pGKiKg8p/bioNF6rkqU3/fblOpg+nzEsEdAAAAANz2dIVu+yWxAbq6Fd32mgrwM+n+ruH64UarbulQed/7fLuhWT+e1RUfZGnd8eIqXqFxIbgDAAAAgBs2ZpboiwzXNdgzekTQbf8TrKFmLfpLtD65pqm6NwmodH1fnl3DP83R2K9ydDTf7oEKvQPBHQAAAADcMHerzeX4Mmug+rcI8lA1DUtva5DW/TVW83pHKjKw8i9CPjxcrJ6rsjQv1aaSRjh9vvITAQAAAH6Hbd06SdLRI0fUuk0bzxYDAPVkw4kSfX2iQrf9IrrttcnsZ9L4zuEa3i5E/735rN7cV+iy5V6Rw9CcLWf1TnqBnu0VpcGtG88SBTruAACgRpzJyXImJ6uwc2c5k5M9XQ4A1DnDMCqtbe/XPEhXNKPbXheaBpv10uXR+mJYrC5qWnn6/EGbQzd/kaPRX+TokK1xTJ8nuAMAAADA71h7vETfZ5a6nJtxkcVD1TQeF8cG6othsfr75VFqElQ5un5ytFi93s/U01vPqsjesKfPezS422w2TZs2Td26dVOzZs00ePBgbdmypfy6YRh65pln1KlTJzVr1kzXXnutdu/e7fIaubm5uueee9SmTRu1adNG99xzj3Jzc+v7owAAAABogAzj5+nZvzWoZZB6xtFtrw9+JpPGdgzT5hFWje8UJr8KKxNKHNLz22zq9X6mPj5cJMNomAHeo8F94sSJ+uqrr7Ro0SJ99913GjBggIYPH67jx49Lkl566SWlpKToueee01dffaXY2FjdcMMNstnOPRRi/PjxSktL03vvvacVK1YoLS1N9957r6c+EgAAAIAG5JOjxdqSXeZybsZFER6qpvGKDvLTvMuitPavseoZG1jp+pF8h8Z8dVo3fZ6jA3kNb/q8x4J7UVGRPvzwQ82ePVt/+ctf1L59e02fPl3t2rXT66+/LsMwtGjRIk2aNEnXX3+9unTpokWLFik/P18rVqyQJO3du1dffPGFFi5cqF69eqlnz5568cUX9emnnyo9Pd1THw0AAABAA+A0DD1d4Uny17YJVnLTysER9SMpJlCfXNtU/7giSrHBlePsFxkluuxfmXpqc54KypweqLBueCy42+12ORwOBQe7PgkwJCRE33//vQ4fPqzMzExdeeWVLtf69OmjjRs3SpI2bdqk8PBw9erVq3xM7969FRYWVj4GAADUroA33lDAG2+o6apVCnjjDc8WAwB1aPXhYm0/7dptn96Dbrun+ZlMujU+TD+OsOq+LmEyV5g+X+qUFqTlq+eqLP3rp4Yxfd5j28FZLBb17NlT8+bNU+fOnWW1WrVixQpt2rRJ7du3V2ZmpiQpNjbW5ediY2N14sQJSVJWVpZiYmJctmAwmUxq2rSpsrKyqn1vuvGNF3/38BXcq/Bml0yaJEm64JfjHy+/3GO1AO7iexU15TCkJ7cG67e9zoFN7QrKOaT0nLp7X+7VmrmridQv2aTnDwRq61mzy7WMQocmfpOj1sVFivDyjdDj4+N/97pHy3/11Vf14IMPqkuXLjKbzUpKStLIkSOVmppaPqbivoiGYVQK6hVVHFPRH/2hoGFKT0/n7x4+gXsVvob7Fd6O71WcjxUHC3Ww8Ez5sZ9JmvuXFoqPqrw9WW3hXj0/8ZKGJBla+VORnvghTycKz02Rn31plC7u1MpzxdUSjz6crl27dlqzZo0yMjK0c+dOffXVVyorK1Pbtm1ltVolqVLnPDs7u7wLHxcXp+zsbJepD4ZhKCcnp1KnHgAAAADcYXcaerbC2vaR7UOUUIehHX+OyWTSyPah2nSjVRO7hcvfJCU2CdDtHcM8XVqt8Ip93MPCwtSsWTPl5ubqyy+/1DXXXFMe3teuXVs+rri4WN9//335mvaePXsqPz9fmzZtKh+zadMmFRQUuKx7BwAAAAB3/d+BQu0/e+7J5GaTNC2Zte2+wBLgp6cujdS3w+OU8pdomSvuH+ejPDpV/ssvv5TT6VR8fLx++uknPfHEE4qPj9eYMWNkMpl0//33a/78+YqPj1eHDh00b948hYWFaeTIkZKkhIQEDRw4UJMnT9ZLL70kwzA0efJkXX311UwxAQAAAFBjZU5Dz29z7bbf2iFU7b19kTRcNLTZER69+86ePasnn3xSx48fV3R0tK677jrNnDlTAQE//yE/9NBDKioq0iOPPKLc3FxdfPHFWrVqlSwWS/lrvPbaa3rsscd04403SpKGDh2q559/3iOfBwAAAIBvezu9UIfzHeXHAX7SI8mW3/kJoO6ZcnNzff/Z+IAbeNgHfAX3KrxdZFSUy3Febq6HKgHcw/cq3FXiMHTxykwdKzgX3O/qFKb5l0X9zk/VHu5VVMcr1rgDAAAAgKct21vgEtqDzNKURLrt8DyCOwAAAIBGr8huaEGa69r2OxLC1CLMXM1PAPWH4A4AAACg0Vu6J18ni87t/x1iNmlyd7rt8A4EdwAAAACNWn6ZUy+m5bucu7tzmKyhdNvhHQjuAAAAABq1/7e7QDkl57rt4f4mPdQ93IMVAa4I7gAAAAAarbxSp/6+3XVt+31dwxUTTLcd3oPgDgAAAKDRWrQzX7ml53bIjgg0aUJXuu3wLv6eLgAAAPiWwoULJUlZmZmKs1o9XA0AnL8zJU79Y6fr2vYJXcMVFUR/E96F4A4AAGqk7PbbJUnZ6emKjo/3bDEA8Ce8ssOms2Xnuu3RQSbd14VuO7wPv0oCAAAA0OhkFzu0eFeBy7mHulkUEUhEgvfhrgQAAADQ6CxMy1eB/Vy3PTbYT3d3DvNgRUD1CO4AAAAAGpWThQ4t2eO6tn1yokVhAcQjeCfuTAAAAACNyoI0m4od546bh/rpzgS67fBePJwOAADUiN+2bZKk0CNH5FdQIGdysocrAgD3Hcu36429rmvbpyRaFOxv8lBFwB8juAMAgBqx9O8vSeryy3Febq7HagGAmpqfZlOp89xxqzCzbutItx3ejanyAAAAABqFQza73tpX6HLu0WSLgsx02+HdCO4AAAAAGoUXUm36zYPkdYHFrFs6hHquIMBNBHcAAAAADd7+vDK9u9+12/5YcoQC/Oi2w/sR3AEAAAA0eM9ts8n5m257x0h/3dw+xHMFATVAcAcAAADQoO0+U6YVB4tczk1LtshMtx0+guAOAAAAoEF7dttZ/abZri7R/hrejm47fAfBHQAAAECDlZZTqg8OFbucm94jQn4muu3wHQR3AAAAAA3WM1ttLsdJMQEa1ibYQ9UA54fgDgAAAKBB2nKqVP8+6tptf7xHhEx02+FjCO4AAAAAGqS5W8+6HF8SG6DBrYI8VA1w/gjuAAAAABqc/2SW6MuMEpdzMy+i2w7fRHAHAAAA0ODM3eLabe9jDVS/5nTb4ZsI7gAAAAAalK9PlGjDyVKXczPotsOH+Xu6AAAA4FtKx42TJOXl5SkyMtLD1QCAK8Mw9HSFbnv/FkG6vBnddvgugjsAAKiRopdekiQdTk9XfHy8h6sBAFdfHS/Rf7IqdNt7RHioGqB2MFUeAAAAQINgGEalte2DWwXp0rhAD1UE1A6COwAAAIAG4d9Hi7Ulu8zl3ON029EAENwBAAAA+DynYejprTaXc8PaBCu5Kd12+D6COwAAAACft/pwsXacPtdtN0maTrcdDQTBHQAAAIBPczgNPbPVdW37De1C1LVJgIcqAmoXT5UHAAA1EhkVJUm65JfjvNxczxUDAJJW/VSkPbn28mM/kzQt2eLBioDaRccdAAAAgM+yOw09u821235T+xB1jKLbjoaD4A4AAADAZy0/UKgDZx3lx2aT9Fgya9vRsBDcAQAAAPikUoeh57e5Pkn+1g6hah/BimA0LAR3AAAAAD7p7fRCHck/120P8JMeYW07GiCCOwAAAACfU2w3NC/Vtds+rmOY2oTTbUfDQ3AHAAAA4HOW7StQRuG5bnuQWXo4kW47GiaCOwAAAACfUmh3akGaa7f9zoQwtQgze6gioG4R3AEAAAD4lKV7CpRZ5Cw/DvU3aTLddjRgBHcAAAAAPsNW5tTCtHyXc3d3ClNcCN12NFwEdwAAAAA+4//tKlBOyblue7i/SRO7h3uwIqDueSy4OxwOzZkzR4mJibJarUpMTNScOXNkt9vLx+Tn5+uRRx5Rly5d1KxZM11yySVKSUlxeZ2SkhI98sgjat++vVq0aKHRo0crIyOjvj8OAAAAgDqWV+rUyztc17bf1zVcMcF029GweWyvhIULF2rJkiVatGiRunTpop07d+r+++9XYGCgHn30UUnSjBkztG7dOi1evFht27bVd999p4ceekgxMTEaPXq0JGn69Olas2aNli5dqujoaM2YMUOjRo3S+vXrZTbzDxgAAABoKP6xM1+5pUb5cWSgSRO60m1Hw+ex4L5p0yYNGTJEQ4cOlSS1bdtWQ4cO1ebNm13GjBo1Sn379i0f89Zbb2nz5s0aPXq08vLy9NZbbyklJUUDBgyQJL366qvq3r271q1bp6uuuqr+PxgAAACAWnemxKlFO13Xtk/oGq6oIFb/ouHz2F3eu3dvffPNN9q3b58kac+ePdqwYYMGDRrkMuaTTz7RsWPHJEkbN27Ujh07ygP5tm3bVFZWpiuvvLL8Z1q1aqWEhARt3LixHj8NAACNhyMpSY6kJBV06iRHUpKnywHQSLy8w6azZee67U2C/HQf3XY0Eh7ruE+aNEn5+fnq1auXzGaz7Ha7pk6dqvHjx5ePee655zR58mR169ZN/v4/l/r8889ryJAhkqSsrCyZzWbFxMS4vHZsbKyysrKqfe/09PQ6+ETwBfzdw1dwr8KrLVniesz9Ch/A96pvO10qLdoRIslUfm5M82KdPHRAJz1XVp3gXm2c4uPjf/e6x4L7qlWrtHz5ci1ZskSdOnXS9u3bNW3aNLVp00Zjx46V9PO0940bN+rdd99V69at9d133+mJJ55QmzZtNHDgwGpf2zAMmUymaq//0R8KGqb09HT+7uETuFfhK7hX4Su4V33fjE15KnKemyYfG+ynaVe0VVhAw5omz72K6ngsuM+aNUsTJkzQiBEjJEldu3bV0aNH9eKLL2rs2LEqKirSU089pTfeeKN8HXy3bt20fft2vfzyyxo4cKDi4uLkcDiUk5Ojpk2blr92dna2+vTp45HPBQAAAKD2nCh0aOke17XtkxMtDS60A7/HY3d7YWFhpae+m81mOZ0/78lYVlamsrKy3x2TnJysgIAArV27tvx6RkaG9u7dq169etXxJwAAAABQ1xak2VTsOHfcPNRPdyaEea4gwAM81nEfMmSIFi5cqLZt26pTp05KS0tTSkpK+TZvERERuvzyy/Xkk08qLCxMrVu31rfffqvly5frySeflCRFRkbqtttu06xZsxQbG1u+HVzXrl3Vv39/T300AAAAALXgaL5dy/YWuJybmmRRsH/1y2KBhshjwf3555/X3LlzNWXKFGVnZ8tqtWrcuHHle7hL0uuvv64nn3xS99xzj86cOaPWrVtrxowZuueee8rHPP300zKbzbrjjjtUXFysvn37avHixezhDgAAAPi4+ak2lTrPHbcON+u2eLrtaHxMubm5xh8PA3wfD/uAr+BehbcL79dPklRcUqLgoCDlr1/v4YqA38f3qm86ZLPrkpWZsv8mrfz98iiN7dhwgzv3KqrjsY47AADwTebUVElSw/1fZwDe4PltNpfQ3s5i1i0dQj1XEOBBPIoRAAAAgFdJzyvT8gOFLuceS45QgB9r29E4EdwBAAAAeJXnttnk/E23vWOkv25qH+K5ggAPI7gDAAAA8Bq7zpRp5cEil3PTki0y021HI0ZwBwAAAOA1nt16Vr99enaXaH8Nb0e3HY0bwR0AAACAV0jLKdWHh4tdzj3eI0J+JrrtaNwI7gAAAAC8wtNbbS7HyTEBurZNsIeqAbwHwR0AAACAx20+VapPjlbutpvotgMEdwAAAACeN3fLWZfjS2MDNKhVkIeqAbwLwR0AAACAR32fWaKvjpe4nJtxEd124FcEdwAAAAAeVbHb3scaqH7N6bYDvyK4AwAAAPCY9cdL9M3JUpdzdNsBVwR3AAAAAB5hGIae3urabR/QIrBupGoAACAASURBVEiXN6PbDvwWwR0AAACAR3yZUaKNWZW77QBc+Xu6AAAA4FvycnMlSenp6YqPj/dwNQB8lWEYmluh2351qyBdEhvooYoA70XHHQAAAEC9W3OkWFuzy1zOTe9Btx2oSo077v/5z3/09ddf69SpU7r33nvVoUMHFRQUaM+ePYqPj1dEBP/YAAAAAFTPWcXa9mFtgpXclG47UBW3g3tpaanuvPNOrVmzRoZhyGQyadiwYerQoYPMZrNGjhypBx98UFOnTq3LegEAAAD4uA8PFWvnGXv5sUl024Hf4/ZU+WeeeUaffvqpXnjhBf3www8yDKP8WnBwsIYPH65///vfdVIkAAAAgIbB4TT0TIVu+43tQtS1SYCHKgK8n9vB/b333tPtt9+uu+66S02aNKl0PT4+XocOHarN2gAAAAA0MCt/KtLevHPddj+TNK2HxYMVAd7P7anyp06dUvfu3au9HhQUpIKCglopCgAAeK+Qhx6SJLXNy1NIZKSKXnrJwxUB8BV2p6Hntrl2229uH6L4SLrtwO9xO7hbrdbf7ahv3rxZbdu2rY2aAACAFwtctkySFPvLMcEdgLuWHyjUgbOO8mOzSXosmbXtwB9xe6r8ddddp//5n//R/v37y8+ZTCZJ0r///W+99957uvHGG2u/QgAAAAA+r9Rh6LltNpdzY+JD1S6ixhtdAY2O28H9scceU+vWrdWvXz+NHz9eJpNJCxYs0MCBAzVmzBglJyfroV+mzgEAAADAb/1veqGO5p/rtgf4SVOTWNsOuMPt4G6xWPTZZ5/p4Ycf1qlTpxQcHKz//Oc/Kigo0PTp07V69WoFBwfXZa0AAAAAfFCx3dC8VNe17eM6hqlNON12wB01+pcSHBysKVOmaMqUKXVVDwAAAIAG5o19BTpe6Cw/DjZLU+i2A25zu+NeUFCgo0ePVnv96NGjKiwsrJWiAAAAADQMhXanFqS5rm2/s1OYmoeaPVQR4HvcDu6PP/64br311mqvjxkzRk888UStFAUAAACgYVi6u0BZRee67aH+Jk3uTrcdqAm3g/vatWs1bNiwaq8PGzZMX375Za0UBQAAAMD32cqcWrg93+XcPZ3DFBtCtx2oCbeDe2Zmppo1a1btdavVqpMnT9ZKUQAAAAB836u7CpRTcq7bbgkwaWK3cA9WBPgmt4N706ZNtXv37mqv7969W5GRkbVSFAAAAADfllvi1Ms7XNe239clXE2C6bYDNeV2cB80aJCWLVumjRs3Vrr2ww8/aNmyZRo0aFCtFgcAAADAN/1jV77ySo3y48hAkx7sSrcdOB9ubwc3ffp0ff7557rmmms0cOBAdenSRSaTSTt37tQXX3whq9WqGTNm1GWtAAAAAHzA6WKHFu10Xdv+t24WRQW53TcE8BtuB3er1aq1a9dq9uzZ+vjjj/XZZ59JkiwWi0aNGqXZs2fLarXWWaEAAAAAfMPLO/JlKzvXbW8S5Kd7u4R5sCLAt7kd3CUpLi5OixYtkmEYys7OlmEYio2Nlclkqqv6AAAAAPiQU0UOvbq7wOXcpO7hsgTQbQfOV42C+69MJpNiY2NruxYAAOADbOvWSZKOHjmi1m3aeLYYAF5n4fZ8FdrPddvjQvw0vjPdduDPqDa4v/vuu5Kk0aNHy2QylR//kVtuuaV2KgMAAF7JmZwsSSoMC5MzPt7D1QDwJicKHVq6x3Vt++TuFoX6020H/oxqg/sDDzwgk8mkESNGKDAwUA888MAfvpjJZCK4AwAAAI3UglSbih3njluE+umOBLrtwJ9VbXBPTU2VJAUGBrocAwAAAEBFR/PtWrbPdW37lCSLgv15HhbwZ1Ub3Nv8Zs2a0+mUyWRSeHi4oqOj66UwAAAAAL5jXqpNpc5zx63Dzbotnm47UBvcWmzicDjUo0cPvf3223VdDwAAAAAfc8hm19vphS7nHk2yKNBMtx2oDW49VT4gIEDNmjVj2zcAAKCAN96QJDXNzFSA1aqy22/3ZDkAvMBz22z6zYPk1d5i1i0dQj1XENDAuL0d3NixY/XOO+/orrvuUnBwcF3WBAAAvFjopEmSpAt+Oc4juAONWnpemf7vgGu3/bEeEfL3o+kH1Ba3g3u7du1kGIYuvfRS3XLLLbrgggsUEhJSadwNN9xQqwUCAAAA8F7PbrXJ+Ztue0Kkv0a2q5wTAJw/t4P7PffcU/7fL7zwQpVjTCYTwR0AAABoJHadKdOqn4pczk3rYZGZbjtQq9wO7qtXr67VN3Y4HHrmmWf0z3/+U5mZmbJarbr55ps1bdo0+fufK2v//v36r//6L3399dcqKytTfHy8XnvtNSUkJEiSSkpKNHPmTK1cuVLFxcXq27ev5s+fr5YtW9ZqvQAAAABcPbP1rH7TbFfXaH9dfwHddqC2uR3cr7jiilp944ULF2rJkiVatGiRunTpop07d+r+++9XYGCgHn30UUnSoUOHdPXVV2v06NH68MMPFRUVpX379iks7Ny2EtOnT9eaNWu0dOlSRUdHa8aMGRo1apTWr18vs9lcqzUDAAAA+FlqTqlWHy52Ofd4jwj58UBroNa5Hdx/a8eOHTp69KgkqXXr1uratWuNnzi/adMmDRkyREOHDpUktW3bVkOHDtXmzZvLx8yZM0dXXnml5s6dW37uggsuKP/vvLw8vfXWW0pJSdGAAQMkSa+++qq6d++udevW6aqrrjqfjwcAAADgDzy91eZy3KNpgK5pw0Osgbrg1j7uv1q5cqW6deumvn37asyYMbr11lvVt29fde/eXe+9916N3rh379765ptvtG/fPknSnj17tGHDBg0aNEiS5HQ69cknnyghIUEjRozQhRdeqAEDBmjVqlXlr7Ft2zaVlZXpyiuvLD/XqlUrJSQkaOPGjTWqBwAAAIB7fjxVqk+PVu62s300UDfc7ri//fbbmjBhguLj4/Xkk0+qQ4cOMgxDBw4c0Jtvvql7771XpaWlGjNmjFuvN2nSJOXn56tXr14ym82y2+2aOnWqxo8fL0k6deqU8vPztWDBAj3++OOaPXu2vv76a919990KDQ3VkCFDlJWVJbPZrJiYGJfXjo2NVVZWVrXvnZ6e7u7HRgPD3z18BfcqvNklFY65X+ELuE9r14wdQZLOLUvtbnGobeFR8cf853GvNk7x8fG/e93t4L5gwQJdfPHF+uijjyrt43733Xfrmmuu0YIFC9wO7qtWrdLy5cu1ZMkSderUSdu3b9e0adPUpk0bjR07Vk6nU5J0zTXXaMKECZKkxMREbdu2TUuWLNGQIUOqfW3DMH73t31/9IeChik9PZ2/e/gE7lX4Gu5XeDu+V2vXdydLtDE32+XcnD5x6tiCafJ/FvcqquP2VPmMjAzddNNNlUK7JAUHB2vUqFE6fvy42288a9YsTZgwQSNGjFDXrl01evRoPfjgg3rxxRclSTExMfL39y9/evyvOnbsqGPHjkmS4uLi5HA4lJOT4zImOztbsbGxbtcCAAAA4I8ZhqG5W8+6nLu8WaD6Ng/yUEVA4+B2cO/UqZNOnDhR7fXjx49XCtm/p7CwsNJT381mc3mnPTAwUBdddFGlqSL79+9X69atJUnJyckKCAjQ2rVry69nZGRo79696tWrl9u1AAAAAPh9+3LLdN+GM/r2ZKnL+RmsbQfqnNtT5Z966imNGzdOSUlJuuGGG1yurVy5Um+++abefPNNt994yJAhWrhwodq2batOnTopLS1NKSkpGj16dPmYiRMn6o477lCfPn3Ut29fbdiwQatWrdLbb78tSYqMjNRtt92mWbNmKTY2tnw7uK5du6p///5u1wIAAACgattPl2l+qk0fHCpy2bNdkq5sEaQ+zei2A3XNlJubW/HfX5Vuuukm/fTTTzp48KBiY2PVrl07mUwmHTx4UKdOndKFF17oslWbJJlMJv3zn/+s8vVsNpvmzp2rjz76SNnZ2bJarRoxYoQeffRRl+n4b7/9thYsWKCMjAy1b99eDz/8sEaOHFl+vbi4WE888YRWrFih4uJi9e3bV/Pnz1erVq3O448DDRlrhuAruFfh7SKjolyO83JzPVQJ4B6+V8/Pj6dKNS/Vpk8qPD3+V4F+0qfXxqpH08B6rqzh4l5FddwO7t27d6/xFBiTyaTU1NTzKgyobXwRwldwr8LbEdzha/hedZ9hGPrmZKnmp9m07nhJtePiI/01r3ek+vFAulrFvYrquD1Vfvv27XVZBwAA8BGFCxdKkrIyMxVntXq4GgC1wTAMfZFRovmpNv0nq7TacV2j/TU1yaLr2obI7Me6dqC+uB3cAQAAJKns9tslSdnp6YqmMwT4NKdh6KPDxZqfZlNqTlm14y6JDdCURIuGtA7mQXSABxDcAQAAgEbG7jS06qciLUizaU+uvdpxVzQL1NQki/o1DyKwAx5EcAcAAAAaiVKHoeUHCvVimk0/2RzVjhvYMkhTkiy6zMoT4wFvQHAHAAAAGrgiu6G39hXo7zvydayg+sA+rE2wpiZZlMyT4gGvQnAHAAAAGihbmVP/s6dAr+zMV1aRs8oxfiZpRLsQTU60qEt0QD1XCMAdBHcAAFAjftu2SZJCjxyRX0GBnMnJHq4IQEW5JU69ujtfi3bmK7e06t2fA/yk0ReGanKiRe0jiAWAN6vxv9CioiJt3bpVp06d0uWXX66mTZvWRV0AAMBLWfr3lyR1+eWYfdwB73GqyKF/7MzXkj0FspVVHdiDzNLYjmGa2C1crcMJ7IAv8KvJ4MWLFyshIUHDhg3THXfcoZ07d0qScnJy1KZNG7355pt1UiQAAACA6mUUODRtY64S38vUi9vzqwztYf4mTewWrrSRzfRC7yhCO+BD3A7ub7/9tqZPn66BAwfq5ZdflmGc+zKIiYnRgAED9P7779dJkQAAAAAqO2Sza9K3Z9RjxUkt3lWgIkflwB4ZaNKjyRZtv8mqpy6NlDXU7IFKAfwZbv+aLSUlRVdffbVef/11nT59utL15ORkvfbaa7VaHAAAAIDK9uaWaUGaTSsOFqmKrC5Jigny04Ru4bqrU5giAms00RaAl3E7uB84cEB33313tddjYmKUk5NTK0UBAAAAqCwtp1QL0vL1waEiVZPX1TzUT3/rZtG4jqEKCyCwAw2B28HdYrEoLy+v2usHDhzgQXUAAABAHfghq1Tz0mz69GhxtWPahJs1ubtFt8aHKshsqsfqANQ1t4N737599fbbb+v++++vdC0jI0PLli3T9ddfX6vFAQAAAI2VYRjacLJU81NtWn+ipNpxHSP9NTnRopHtQxTgR2AHGiK3g/vMmTN11VVXqX///ho+fLhMJpM+//xzrV27Vm+88YYCAgL06KOP1mWtAAAAQINnGIY+P1ai+Wk2bcwqrXZctyYBmppo0V/bBstMYAcaNLeDe/v27fXJJ59o2rRpeu6552QYhlJSUiT93I1fsGCBWrZsWWeFAgAAAA2Z0zD00eFizUu1Ke10WbXjLokN0NQki65uFSyTicAONAY12rwxISFB77//vnJzc3Xw4EE5nU5dcMEFrG0HAAAAzpPdaWjVT0VakGbTnlx7teP+0ixQU5Ms6ts8iMAONDI1Cu6/ioqK0kUXXSTp56k8BQUFCgsLq9XCAAAAgIas1GFo+YFCLUiz6ZDNUe24QS2DNCXJot7WoHqsDoA3cXt/iA8//FCzZ892Obdw4UK1aNFCrVu31i233KLCwsJaLxAAAABoSIrshl7dla8eKzI18dvcakP7X9sGa91fY/Xe4KaEdqCRc7vjnpKSogsvvLD8eOvWrXrqqafUp08fdezYUW+99ZZeeuklTZ8+vU4KBQAAAHyZrcyp1/cU6JUd+TpV7KxyjJ9JGtkuRJMTLeocHVDPFQLwVm4H9/379+uGG24oP16xYoWaNGmilStXKigoSP7+/lq1ahXBHQAAAPiN3BKnFu/K1+Jd+cotNaocE+An3dIhVJO6W9Q+4rxWswJowNz+VigsLFRoaGj58VdffaWrrrpKQUE/T9vp3r27/vd//7f2KwQAAF6ldNw4SVJeXp4iIyM9XA3gvU4VOZSyM19L9xTIVlZ1YA82S2M7hmlit3C1CiewA6ia298OLVu21NatWzV27FgdOHBAe/bs0aRJk8qvnz59WsHBwXVSJAAA8B5FL70kSTqcnq74+HgPVwN4n4wCh/6+3aY39xWqyFF1YA/3N+muTmF6sFu44kLM9VwhAF/jdnAfNWqUnnnmGZ04cUJ79uxRVFSUhgwZUn59y5Yt6tChQ50UCQAAAHi7Qza7Xkyz6Z39hSqregm7IgNNurdLuO7rHKYmwQR2AO5xO7g//PDDKikp0WeffaaWLVvqlVdeKZ8ed+bMGX333Xd64IEH6qxQAAAAwBvtzS3TgjSbVhwsUjUNdjUN9tOEruG6s1OYIgLd3tgJACTVILibzWbNnDlTM2fOrHQtOjpa6enptVoYAAAA4M1Sc0q1IM2mDw8Vq5q8rhahfvpbN4vGJYQq1J/ADuD8nNcTMPLy8nTs2DFJUqtWrXgwDQAAABqNTVklmp9q06fHSqod0zbcrMmJFt3SIVRBZlM9VgegIapRcN+yZYtmzJihTZs2yTB+/r2iyWRSr169NGfOHF100UV1UiQAAADgSYZhaMPJUs1LtenrE9UH9o6R/no40aKR7UPk70dgB1A73A7umzdv1rXXXquAgACNHTtWCQkJMgxD+/bt04oVK3Tttdfq448/JrwDANDARUZFSZIu+eU4LzfXc8UAdcwwDH127OcO+6ZTpdWO694kQFOTLPpr22D5mQjsAGqX28F9zpw5io2N1WeffabmzZu7XHv00Uc1ePBgzZkzR6tWrar1IgEAAID65DQMrT5crPmpNqWdLqt23KWxAZqaFKHBrYJkIrADqCNuB/cff/xRDz/8cKXQLknNmzfXnXfeqQULFtRqcQAAAEB9sjsNrfypSAtSbdqbZ6923F+aBWpqUoT6Ng8ksAOoc24Hd8MwZDZXv9ekn59f+bp3AAAAwJeUOAwt31+oF7fbdMjmqHbc4FZBmpJoUS9rUD1WB6Cxczu49+jRQ2+88YZuu+02RUdHu1w7c+aMli1bxvp2AAAA+JRCu1Nv7ivUy9vzlVFYdWA3Sfpr22A9nGhRctPA+i0QAFSD4P74449r+PDhuuSSS3TrrbcqPj5ekrRv3z4tX75cNptN//jHP+qsUAAAAKC2nC116vU9BUrZma9Txc4qx/iZpJHtQ/RwokWdogLquUIAOMft4H7ZZZdp1apVmjFjhl555RWXa8nJyZo7d6569+5d6wUCAAAAteVMiVOLd+Xr1V35yi2teplngJ90a4dQTepuUbuIGu2eDAB1okbfRJdffrnWrVunrKwsHTlyRJLUpk0bxcXF1UlxAAAAQG3IKnIoZUe+lu4pUL696sAebJbGdQzT37qFq1U4gR2A9zivb6S4uDjCOgAAALzesXy75h0I0Affn1RxNc+cC/c3aXznMD3QNVxxIdU/jBkAPKXa4P7tt9+e1wtefvnl510MAAAAUBt+OmvXwu02vbO/UGXOqtenRwWadG+XcN3XJVzRQX71XCEAuK/a4D5s2LAa7UlpGIZMJpNOnz5dK4UBAAAANbUnt0wL0mxacbBIzmp2Ko4N9tOEbuG6s1OYLAEEdgDer9rgvnr16vqsAwAAADhvqTmlmp9q0+rDxaomr6tlqFl/6x6usR1DFepPYAfgO6oN7ldccUV91gEAAADU2MbMEs1Ps+mzYyXVjmkZ7NSjFzXR6A6hCjK7P6MUALyF2w+nKygo0OnTp9W6desqrx89elQxMTEKDQ2tteIAAACAigzD0NcnSjUv9aw2nCytdlxCpL8eTrIo0ZGhzh3D6rFCAKhdbgf3xx9/XFu2bNGGDRuqvD5mzBhdeumlmj9/fq0VBwAAvI8jKUmSVFxSouCgIA9Xg8bEMAx9eqxY81Nt+uFUWbXjujcJ0NQki/7aNlh+JpPS0+uxSACoA24H97Vr12rMmDHVXh82bJjeeeedWikKAAB4r/z16yVJ6enpio+P93A1aAychqHVh4s1L9Wm7aerD+w9YwM1NcmiQa2CavSQZQDwdm4H98zMTDVr1qza61arVSdPnqyVogAAAAC709CKg0VakGbTvjx7teP6Ng/S1CSL/tIskMAOoEFyO7g3bdpUu3fvrvb67t27FRkZWStFAQAAoPEqcRh6d3+hFm636ZDNUe24q1sFaUqSRT3jWLIBoGFzex+MQYMGadmyZdq4cWOlaz/88IOWLVumQYMGuf3GDodDc+bMUWJioqxWqxITEzVnzhzZ7VX/NvWhhx5SVFSUXn75ZZfzJSUleuSRR9S+fXu1aNFCo0ePVkZGhtt1AAAAwDsU2p1atDNfPVac1KTvcqsM7SZJ118QrPXXxer/BjUltANoFNzuuE+fPl2ff/65rrnmGg0cOFBdunSRyWTSzp079cUXX8hqtWrGjBluv/HChQu1ZMkSLVq0SF26dNHOnTt1//33KzAwUI8++qjL2A8++EBbtmxR8+bNq6xrzZo1Wrp0qaKjozVjxgyNGjVK69evl9lsdrseAAAAeMbZUqeW7ilQys58ZRc7qxxjNkkj24fo4USLEqIC6rlCAPAst4O71WrV2rVrNXv2bH388cf67LPPJEkWi0WjRo3S7NmzZbVa3X7jTZs2aciQIRo6dKgkqW3btho6dKg2b97sMu7IkSOaNm2a/vWvf2nkyJEu1/Ly8vTWW28pJSVFAwYMkCS9+uqr6t69u9atW6errrrK7XoAAABQv86UOLVoV75e3ZWvvFKjyjEBftKYDqGalGjRBRa3/9cVABqUGn37xcXFadGiRTIMQ9nZ2TIMQ7Gxsef1EJDevXtr6dKl2rdvnzp27Kg9e/Zow4YNmjx5cvkYu92u8ePHa+rUqUpISKj0Gtu2bVNZWZmuvPLK8nOtWrVSQkKCNm7cSHAHAKAOhPfrJ0nq/Mt2cL8+ZR5wV1aRQyk78rV0T4Hy7VUH9hCzSeMSQvW3bha1DGMWJYDG7bx+bWkymRQbG/un3njSpEnKz89Xr169ZDabZbfbNXXqVI0fP758zDPPPKPo6GjdddddVb5GVlaWzGazYmJiXM7HxsYqKyur2vdOZzPPRou/e/gK7lV4s0tSUyVJYb8cc7/CXSdLTPrfY/76V6a/SpxVN35CzYZuam7XrS3K1CSwQIXHT6k27jDuU/gK7tXG6Y+2V/XYfKNVq1Zp+fLlWrJkiTp16qTt27dr2rRpatOmjcaOHatvvvlG77zzjjZs2FDj1zYM43dnAbDnbOPEfsPwFdyr8DXcr/gjP52168XtNr27v1BlVS9hV1SgSfd1Cde9XcIVHeT285PdwvcqfAX3KqrjseA+a9YsTZgwQSNGjJAkde3aVUePHtWLL76osWPHasOGDTp58qTLFHmHw6HZs2dr0aJF2rVrl+Li4uRwOJSTk6OmTZuWj8vOzlafPn3q/TMBAADgnN1nyvRimk0rfiqSs+oZ8YoN9tOEbuG6s1OYLAG1G9gBoKHwWHAvLCys9NR3s9ksp/PnX8OOHz9e119/vcv1ESNGaMSIERo3bpwkKTk5WQEBAVq7dq1uuukmSVJGRob27t2rXr161cOnAAAAQEXbsks1P82m1YeLqx3TMtSsid3DNbZjmEL8a/68JABoTDwW3IcMGaKFCxeqbdu26tSpk9LS0pSSkqLRo0dL+nmdesV19P7+/rJareXTRyIjI3Xbbbdp1qxZio2NLd8OrmvXrurfv399fyQAAIBGbWNmieal2vR5Rkm1Y9pZzJqcaNHoC0MVaCawA4A7PBbcn3/+ec2dO1dTpkxRdna2rFarxo0bV2kP9z/y9NNPy2w264477lBxcbH69u2rxYsXs4c7AABAPTAMQ1+fKNELqTZ9c7K02nEJkf6akmTRje1C5O9HYAeAmjDl5uZWueLo6NGj5/WCrVu3/lMFAXWFh33AV3CvwttFRkW5HOfl5nqoEniSYRj69Fix5qXa9OOpsmrHJTYJ0NQki4a1DZbfeWwhXBv4XoWv4F5FdartuCcmJp7X/uynT5/+UwUBAADAezmchlYfLta8NJt2nK4+sPeKC9TUJIsGtgw6r/+nBACcU21wf+WVV1y+ZA3D0OLFi3XkyBHdfPPN6tChgwzD0P79+7VixQq1adNG9957b70UDQAAgPpV5jS04mCRFqTZlJ5nr3Zcv+ZBmppk0RXNAgnsAFBLqg3uY8aMcTleuHChCgsLtXXrVjVp0sTl2rRp0zR48GDl5OTUTZUAAADwiBKHoXfSC7Vwu02H8x3Vjru6dbCmJlp0aVxgPVYHAI2D2w+nW7Jkie69995KoV2SmjZtqnHjxum1117TxIkTa7VAAAAA1L9Cu1Nv7C3UyztsOlHorHKMSdL1F4To4cRwJcYQ2AHg/7N35+FRlXf/xz+zZLLNkEAIYQ9bIGwJigpiVRaroPVREHEHURSxKFCQqrVqW/3ZUlbbiAvUhQcXsG61aFtpisijoFDZwQACEUlCQhJmss12fn8kBMZkSIQkk+X9ui4unPvcOflOOE7mM/dy6kutg3tubq48nuDrmLxer3Jzc+ukKAAAAITGCbdfy/cUKW2nS7ml1Qd2i0m6sUekZqU41Cc2rIErBICWp9bBPSUlRcuWLdMNN9ygxMTEgGMHDx7UsmXLlJKSUucFAgAAoP4dL/Vp6a4ivbjbpUJ3tTcdks0s3ZYUpRkDHermCNldhQGgxan1K+7TTz+tsWPH6qKLLtKYMWPUq1cvSeW3LPj4449ltVr11FNP1VuhAAAAqHvZxT6l7XRp+Z4iFXmrD+yRFpPu7BOlBwY41DHa0sAVAgBqHdwvvPBCrV27Vk899ZT+9a9/6f3335ckRUVF6corr9Sjjz6qvn371luhAACgcTh533buN9y0Zbq8oNQ75QAAIABJREFUenaHSyu+KVJpkD3nHGEm3dM3WtP62RUfSWAHgFD5UXOc+vTpoxUrVsjv9ys3N1eGYSg+Pl5ms7m+6gMAAEAdOnDCq0XbnHpjX7GCDLCrdbhJ9/Wza2pfu2LDeZ8HAKF2VouTDMOQ1WpVq1atCO0AAABNwO58jxZuc+qv35bIHySwt4s0a3p/uyYnR8sRxns8AGgsftQr8pYtW3T99derY8eO6tWrlzZs2CBJysvL04QJE7Ru3bp6KRIAAABn5+tct25fm6eL38vR6gPVh/ZOURbNGxKjrePb68GBDkI7ADQytX5V3rRpk66++mp9++23uvnmm2UYp1714+Li5HK5tGLFinopEgAAAD/OF9llGv/PXA3/2zF9eLi02j7dHRY9e0ms/js+Qff2syvSamrgKgEAtVHrqfK/+93v1LNnT61du1ZFRUV67bXXAo5feumleuutt+q8QAAAANSOYRhad7RMf9zq1IYsd9B+ybFWzU5xaGz3SFnNhHUAaOxqHdy3bNmixx57TBERESouLq5yvFOnTsrOzq7T4gAAQOMTOWOGJCmxsFCRMTEqWbIkxBXBMAx9nFmq+Vud2pzrCdovNS5Mc1IduqZrhMwmAjsANBW1Du5ms/mMG9FlZ2crMjKyTooCAACNl+3VVyVJ8RWPCe6h4/Mb+uBQiRZsc2nH8eCBfWg7m2anOnRFp3CZCOwA0OTUOrgPGjRIH3/8saZOnVrlmNvt1urVq3XRRRfVaXEAAACoyuM3tHp/sRZtdymj0Bu03/CO4ZqT6tAlCTYCOwA0YbUO7r/4xS80fvx4TZ8+XTfeeKMkKSsrS5988onmz5+vb7/9VmlpafVWKAAAQEtX5jO0MqNYi7c7ddjlC9pvdJcIzUl16IJ4WwNWBwCoL7UO7iNGjNALL7yghx56SK+//rokadq0aTIMQzExMVq2bJkuvPDCeisUAACgpSry+PXKN8X68w6njhb7q+1jknR9t0j9ItWhgW3CGrZAAEC9qnVwl6Tx48fr6quvVnp6uvbv3y+/36/u3btr1KhRstvt9VUjAABAi1To9mv5niKl7XApr6z6wG4xSRN6RmnWQLt6xxLYAaA5qnVw37Bhg/r06aO2bdvqmmuuqXI8Ly9Pe/bs0SWXXFKnBQIAALQ0x0t9WrqrSC/sdumE26i2j80s3Z4UrQcH2tXN8aPGYgAATUzwbeJ/4Nprr1V6enrQ4+vWrdO1115bJ0UBAAC0RNnFPv36y0INXJ2tP251VhvaIy0mTesXra/Ht9fCYbGEdgBoAWr9Sm8Y1X/ae5Lb7T7j7eIAAABQvUyXV89ud+m1jCKVBdlzzhFm0j19ozWtn13xkZaGLRAAEFJnDO4nTpxQYWFh5ePjx48rMzOzSr+CggL99a9/VYcOHeq+QgAAgGZqf6FXi7Y79ea+YnmDjJG0DjdpWj+77u1rV2w4gyQA0BKdMbg/99xzmjdvniTJZDLpkUce0SOPPFJtX8Mw9Otf/7ruKwQAAGhmduV7tHCbU+98WyJ/kMDeLtKsB/rbNTk5WvYwAjsAtGRnDO7Dhw9XRESEDMPQb3/7W40bN04DBw4M6GMymRQVFaXzzjtPF1xwQb0WCwAA0JT9N9et+Vud+vvh0qB9OkdbNGOgXbcnRSvSamrA6gAAjdUZg/vQoUM1dOhQSVJZWZmuvfZa9e/fv0EKAwAAaC4+zy7T/K1OrT1SFrRPD4dFs1IcuqlnlGwWAjsA4JRab0738MMPV9uelZWlgoICJScn11lRAAAATZ1hGPrP92Wav82pDVnuoP36xlo1O9Wh67tFymomsAMAqqp1cH/llVf0+eef64UXXqhsmz17tl5++WVJUv/+/fXee+8pLi6u7qsEAABoIgzD0EeZpVqw1anNuZ6g/QbFhWlOqkNXd42Q2URgBwAE96OC++lr2D/99FP95S9/0Y033qh+/fpp/vz5mj9/vp555pl6KRQAADQOzv/8R5KUefiwunTtGtpiGhGf39D7B0u0YJtTO/O9QftdnGDT7BSHRnUKl4nADgCohVoH90OHDun222+vfPzee++pU6dOev7552U2m1VYWKh3332X4A4AQDPnHzRIklQcHS1/UlKIqwk9j9/Qqv3FWrTNpX0nggf2ER3DNSfVoUvahzdgdQCA5qDWwd3tdissLKzycXp6uq644gqZzeW3J+nRo4eysrLqvkIAAIBGqNRraOW+Ii3e7lKmyxe035guEZqT6tDgeFsDVgcAaE5qfVPQxMRE/adiatyWLVt08OBBjRw5svJ4Tk6OHA5HnRcIAADQmBR5/Erb6dKgt7M0+/PCakO7SdK47pH67Lp2euOKOEI7AOCc1HrE/a677tJDDz2kvXv36vvvv1enTp3005/+tPL4F198wc7yAACg2Sp0+7Vsd5Ge2+lSXpm/2j4WkzShZ5R+kWJXUkxYtX0AAPixah3cp0yZIpvNpn/+859KTU3VzJkzFRkZKUnKz8/XsWPHdNddd9VboQAAAKGQV+rT0l1FenG3SyfcRrV9bGbp9qRoPTjQrm6OWr+9AgCgVn7Ub5aJEydq4sSJVdpbt25dOY0eAAA0b2GvvCJJapudrbCEBHnuvDOU5dSbrGKf/rzDpZf3FqnIW31gj7KadGefKD0wwKEOUZYGrhAA0FLwkTAAAPhRombOlCR1q3hc2MyC+2GXV89ud2lFRpHKguw51yrMpHv6Rmtaf7vaRhDYAQD1q9bB/dprr62xj8lk0gcffHBOBQEAAITCvkKPFm136a19xQoywK424WZN6xete/raFRte6z1+AQA4J7UO7n6/XyaTKaDN5/MpMzNTR44cUY8ePdShQ4c6LxAAAKA+7Tzu0cJtTr17sET+IIE9IdKs6QPsmtwnWvYwAjsAoGHVOrj//e9/P+OxWbNm6eWXX66TogAAAOrblmNuzd/m1JrDpUH7dI62aOZAu25PilaE1RS0HwAA9alO1rhfc8012rBhgx599FF9+OGHdXFKAACAevF/WWVasM2ptUfKgvbp4bDoF6kOTegRJZuFwA4ACK0625yud+/eeqVil1kAAIDGxDAMpX9fpvlbnfq/bHfQfv1irZqd6tD13SJlMRPYAQCNQ50F93/9619q1apVXZ0OAADgnPkNQx8dLtWCbU5tyfUE7Xde2zDNSXFoTNcImU0EdgBA41Lr4P6HP/yh2vbCwkJ99tln2r59u+bMmVNnhQEAAJwtn9/QewdLtGCbU7vyvUH7XZxg05xUh0Z2DK+yCS8AAI1FrYP773//+2rbY2Nj1aNHDz377LO6/fbb66wwAACAH8vjN7Rqf7EWbXNp34nggX1kx3DNTnXokvbhDVgdAABnp9bBPT8/vz7rAAAAOGulXkMr9xVp8XaXMl2+oP2u7hqhOSkOnR9va8DqAAA4NyG7EanP59NTTz2llJQUJSQkKCUlRU899ZS83vJPxz0ej5544gkNGzZMHTt2VJ8+fTRlyhRlZmYGnKesrEwPPfSQevTooY4dO+rmm2/WkSNHQvGUAABAAyvy+PXnHU4NejtLsz8vrDa0mySN6x6pz65rp9dHxRHaAQBNTp1tTvdjLV68WMuWLdPSpUvVr18/7dy5U9OmTZPNZtPcuXNVXFysrVu3as6cORo4cKBOnDihxx57TOPHj9eGDRtktZaX/sgjj2jNmjVavny5WrdurV/96le66aabtG7dOlksllA9PQAAUI8KyvxatqdIz+106XiZv9o+VpM0oWeUZqXYlRQT1sAVAgBQd4IG99atW8tsNuvo0aOy2Wxq3bp1rTZtsVgsiouL0+WXX66nn35abdu2rbbfpk2bNHr0aI0ZM0aSlJiYqDFjxmjz5s2SpJiYGL333nsBX7No0SINHTpUe/fuVf/+/VVYWKgVK1YoLS1NI0aMkCS98MILGjhwoP7zn/9o1KhRtfspAACAJiGv1KelO4v04m6XTniMavuEW6Tbk6L14AC7Eh0hG6MAAKDOBP1tNnfuXJlMpsqR7ZOPa+Lz+ZSVlaX3339fTqdTr7/+erX9hg4dquXLl+ubb75R7969tWfPHq1fv16zZs0Kem6n0ympfEM8Sfr666/l8Xg0cuTIyj6dO3dWnz59tHHjRoI7AADNRFaxT3/a4dLLe4tU7K0+sEdZTZrcJ1rTB9jVIYpZdwCA5iNocH/kkUfO+LgmvXv31h//+Megx2fOnCmXy6UhQ4bIYrHI6/Vqzpw5mjJlSrX93W63HnvsMY0ePVqdOnWSJOXk5FSO8J8uPj5eOTk5Qb93RkbGj3ouaD74t0dTwbWKxqztD94T5Nbj9fp9qUmvfWfV37KtchvVDyBEWwzd1NGrWzp6FBtWJNeRHPF/EH6I11U0FVyrLVNSUtIZj9fb/LFrr722SqA+3TvvvKM333xTy5YtU3JysrZv366HH35YXbt21cSJEwP6er1e3XvvvSosLNQbb7xR4/c2DOOMswNq+qGgecrIyODfHk0C1yoavV/+UtKpa7V1PXyLfYUeLdzm0qr9xQoywK424Wbd39+uKcnRig0P2X67aAJ4XUVTwbWKYIIG99oE5OrccsstkqRu3bqpW7duQfs9/vjjmj59um644QZJUv/+/ZWZmalFixYFBHev16u7775bu3bt0ocffqg2bdpUHmvXrp18Pp/y8vIC1tLn5uZq2LBhZ1U/AAAInR3HPVq4zan3DpbIHySwJ0Sa9cAAu+7sEy17GIEdAND8BQ3u999/f5W2k6PYhmFU2y6dCu41KS4urrLru8Vikd9/amdYj8eju+66S7t379aHH36ohISEgP6DBg1SWFiY0tPTdeONN0qSjhw5or1792rIkCG1qgMAAITelmNuzd/m1JrDpUH7dI62aFaKXbf1ilaEteZ9dwAAaC6CBvetW7cGPHY6nbrvvvvkcDg0depU9erVS4ZhaN++fXrhhRdUVFSk559/vtbfePTo0Vq8eLESExOVnJysbdu2KS0tTTfffLOk8pH2SZMm6b///a/eeOMNmUwmZWdnS5JatWqlyMhIxcTE6I477tDjjz+u+Pj4ytvB9e/fX8OHDz+LHwcAAGhIG7LKtGCrU//+vixon56tLPpFikMTekYpzExgBwC0PKaCgoIgE9ECPfjggzp48KDef//9KuvH/X6/rrvuOvXo0UNLliyp1Td2Op16+umn9eGHHyo3N1cJCQm64YYbNHfuXEVEROjQoUNKTU2t9mvT0tJ02223SZJKS0v161//Wm+//bZKS0t12WWXacGCBercuXOt6kDLwZohNBVcq2gqzvZaNQxD//6+TPO3OvV5tjtov36trZqd4tD13SJlIbDjHPC6iqaCaxXB1Dq4d+/eXY8++qjuueeeao+/9NJLeuaZZ3TgwIE6LRCoK7wQoqngWkVjZ/76a0lS5uHD6tK1q/yDBtXq6/yGoY8Ol2r+Nqf+m+sJ2u/8tmGak+rQ6C4RMtfiVrRATXhdRVPBtYpgar2rvNfr1eHDh4MeP3jwoDye4L+EAQBA8+CoWI7Wr+JxYUHBGfv7/IbePViihVud2lXgDdpvWIJNc1IdGtEx/Ix3hwEAoKWpdXAfOXKkXnzxRaWkpGj8+PEBG9WtXr1ay5Yt05gxY+qtUAAA0LR4/Ibe2l+sRduc2n/CF7TfqE7hmp3i0LD24Q1YHQAATUetg/u8efO0Z88eTZ06VY899pi6d+8uk8mkAwcOKCcnR0lJSfr9739fn7UCAIAmoNRr6H8zirR4u0vfFQUP7Nd0jdDsFIfOj7c1YHUAADQ9tQ7uCQkJ+vTTT/XKK6/on//8pzIzM2UYhgYMGKArr7xSkyZNUkRERH3WCgAAGjGXx6+X9xbpzztcyi7xV9vHbJLGdovUL1Ic6t8mrIErBACgaap1cJek8PBwTZ06VVOnTq32+K5du9SvX79qjwEAgOapoMyvl3a7tHRXkY6XVR/YrSbppl5RmjXQrl4xBHYAAH6MHxXcq5OVlaXVq1dr1apV2rlzp44fP14XdQEAgCYiZXWWTniqv0lNuEW6IylaDw60q6v9nN92AADQIp3Vb1CXy6UPPvhAq1at0meffSafz6e+fftq5syZdV0fAABo5KoL7VFWk+7qE63pA+xqH2UJQVUAADQftQ7uPp9Pn3zyiVatWqWPPvpIJSUlMplMmjJlin7+858rMTGxPusEAAAhdsjp1ZLtLi0/Q59WYSbd28+uaf2iFRdBYAcAoC7UGNy/+uorvfXWW3r33XeVl5envn37avbs2brgggt0/fXXa/jw4YR2AACasYxCjxZuc2nV/mL5DFUb3NuEm/Xz/nZN6RutGJu5wWsEAKA5O2NwHzx4sL799lt17txZd9xxh8aPH6/+/ftLkg4fPtwgBQIAgNDYcdyjhducevfbElW/gr3c0xfF6M7eUYoOI7ADAFAfzhjcDxw4oMTERD322GO6+uqrFRUV1VB1AQCAENl8zK35W536KLO0Vv1/3t9ezxUBANCynfGj8bS0NHXv3l1Tp05V7969dffdd2vNmjXyeDwNVR8AAGggG7LKNPYfuRr14bGgob1XK3aGBwCgoZ3xt++tt96qW2+9VdnZ2Vq1apVWrVql2267Ta1atdJPfvITmUwmmUymhqoVAADUMcMwtPZImRZsc+rzbHfQfv1aWzUnxaHrukVKdzdggQAAoHa7yickJOiBBx7QAw88oN27d+utt97S22+/LcMwNH36dF155ZUaM2aMRo0apejo6PquGQAAnCO/YWjN4VLN3+rU13nBZ9INbhum2akOje4SITMf1gMAEBI/er5b37599eSTT+rJJ5/U+vXr9dZbb+mDDz7Qm2++qYiICB09erQ+6gQAAHXA5zf07sESLdjq1O4Cb9B+l7S3aU6KQ8M7hleZXeeeNEmSVFhYqJiYmHqtFwAAnEVwP92ll16qSy+9VAsWLNCaNWu0atWquqoLAADUIbfP0Fv7i7Vom1MHnL6g/a7oFK7ZqQ5dnBAetE/JkiWSpEMZGUpKSqrzWgEAQKA62WEmPDxcY8eO1dixY+vidAAAoI6UeA39b0aRlmx36bui4IH9mq4RmpPq0HltbQ1YHQAAqA22hgUAoBlyefx6eU+R/rzTpewSf7V9zCZpXPdI/SLFoX6twxq4QgAAUFsEdwAAmpGCMr9e3O3S0l0u5ZcZ1faxmqSbe0Vp1kCHesbwVgAAgMaO39YAADQDuaU+PbfTpWW7i3TCU31gD7dIE5Oi9cBAu7raeQsAAEBTwW9tAACasO+LfPrTDqde2VusEl/1gT3aatJdydH6eX+72kdZGrhCAABwrgjuAAA0QYecXi3Z7tL/ZhTJXf0SdrWymTS1r13T+kWrTUTdBfaY2FhJ0gUVjwsLCurs3AAAoCqCOwAATUhGoUcLt7m0an+xggywKy7crJ8PsOvu5GjF2MwNWyAAAKhzBHcAAJqA7cc9WrjVqfcOlihIXleHKLOmD3Dozt5Rig4jsAMA0FwQ3AEAaMS+OubW/K1OfZxZGrRPV7tFMwc6dGuvKEVYTQ1YHQAAaAgEdwAAGhnDMLQhuzyw/+f7sqD9kmKsmjXQrht7RinMTGAHAKC5IrgDANBIGIahtUfKNH+rU1/kuIP269/aqjmpDv1PYqQsBHYAAJo9gjsAACHmNwz9/XCpFmx16us8T9B+F8SHaXaKQ6O7RMhkIrADANBSENwBAAgRr9/Qu9+WaOE2p3YXeIP2+0l7m+akOnR5h3ACOwAALRDBHQCABub2GXpzf7EWbXPqW6cvaL8rOoVrdqpDFyeEN2B1AACgsSG4AwDQQEq8hlZ8U6Rnd7j0XVHwwP6zrhGak+rQoLa2BqwOAAA0VgR3AADqmdPj18t7ivTnnS7llPir7WM2STd0j9SsFIf6tQ5r4AoBAEBjRnAHAKCeFJT59cJul57f5VJ+mVFtnzCzdHPPKM1KcahHK34tAwCAqniHAABAHcst9em5nS69tLtITk/1gT3cIk3sHa0HB9jVxc6vYwAAEBzvFAAAqCPfF/n0px1OvbK3WCW+6gN7tNWku5Oj9fP+diVEWRq4QgAA0BQR3AEAOEcHnV4t2e7Uyoxiuatfwq4Ym0lT+9l1X99otYlo2oHdl5oqSSotK1NEODveAwBQ3wjuANBI+A1DKzOK9dmBMCUVO9XNYVE3h1WJdovaRpi5f3cj9E2BRwu3ObX6QImCDLArLtys6QPsujs5Wq1s5oYtsJ641q2TJGVkZCgpKSnE1QAA0PwR3AGgkfjlxkK9tLtIUph09ETAsWirSYl2ixIdVnVznPa33apEh0VR1uYRCJuKbXluLdzm0vsHSxQkr6tDlFkPDHBoUu8oRYfx7wMAAM4ewR0AGoGX9xRVhPbqFXkN7SrwaleBt9rjCZFmJdrLw3zXilB/crS+Y5RFFjOj9XXhyxy35m9z6h+ZpUH7dLVbNGugQ7cmRSncws8dAACcO4I7AITY+qNleuiLgnM6R3aJX9klbm06VvVYmLk8TJYH+/IR+pOhvpvDqthwRoPPxDAMfZbl1vytTq07Wha0X+8Yq2alODS+R6TC+KAEAADUIYI7AITQQadXk9KPy3vafOtIs6E7+tj1XZFPh5xeHXL65PIGm5BdM49f2n/Cp/0nfJKqBs8Ym6lytP6Hwb6L3dpiR40Nw9AnR8o0f6tTG3PcQfsNaBOmOSkOXZsYwcwGAABQLwjuABAiTo9ft36Sp+NlgduQ/6a3W/cOja18bBiG8sr8OuT06aDTq4NOnw65Kv52evVdkS/oxmi1Ueg2tO24R9uOe6ocM0nqFG1RV3tgqO9Wsd4+IbL5bZrnNwx9eKhUC7Y5tTWv6s/kpAviwzQn1aGrOkc0u58BAABoXAjuABACfsPQvevyq6xZf/Q8h0ZEFwe0mUwmtY2wqG2ERYPjbVXO5fEbOlIxOn96qD9YMVqfVxbk/mS1YEj6rsin74p8+r/sqqPOkRZTRagvD/KJFaH+ZMi3N6FN2bx+Q+98W6KF25zaE2QvAUn6SXubHkp16LIO4S02sNsvv1yS1LfidnAnd5kHAAD1g+AOACHw9JYT+ugHG5yN7Raph1Id2rcv+0edK8xsKh8Fd1h1eTXHnZ7TR+u9OuQ6NQX/kMurUt/ZP48Sn6G9hV7tLfSqumn4bSPMlWvpK8N9xbT8TtEWWRvB1HK3z9Cb+4u1aJtT3zqD/zB+2ilcs1MdGprAfcstW7dKkqJDXAcAAC0FwR0AGtjbB4q1YJsroC01Lkxpl8bWywiuI8ysAW3MGtAmrMoxv2Eou8RfOVp/MtgfdHp12OnT98W+oLc7q43cUr9yS/3anFt1yrnFJHWp3DQvcMO8RIdFbcLrdxp+idfQa98U6U87XPquKHhgvzYxQrNTHBrUtupsBwAAgIZAcAeABrTlmFvTP8sPaGsXadbKkW1Cci92s8mkDlEWdYiyaGhC1eOlXkOZRd6g6+tPeM4+1vsMVXxY4NO6o1WPO8JMFSP0gaG+m8OirnarIqxnF+qdHr/+sqdIaTtdyimpfhmB2SSN7x6pWSkO9W1d9QMPAACAhhSy4O7z+fTMM89o1apVys7OVkJCgiZMmKCHH35YVmt5WYZh6Pe//71effVVFRQUaPDgwZo/f7769u1beZ6CggLNnTtXH3/8sSRp9OjRmjdvnmJjY6v9vgAQKkeLfbrt33kBU9NtZul/R7ZRZ3vj/Bw1wmpSUkyYkmKqhlfDMFTgNirX0peP1p8auc90+XQOm+HL6TG047hHO6rZNE+SOkSV37v+h7e36+awqn2UWeYfjNYXlPn1/C6Xnt/lUoG7+sLCzNItvaI0c6BDPVo1zn8TAADQ8oTsXcnixYu1bNkyLV26VP369dPOnTs1bdo02Ww2zZ07V5K0ZMkSpaWlKS0tTUlJSZo3b57Gjh2rL7/8Ug6HQ5I0ZcoUfffdd1q9erVMJpMefPBBTZ06VW+99VaonhoAVFHiNXT72jwdLQ4c4V08LFYXtWuaa6ZNJpNah5vUOtym89pWPe7zGzpS7DsV6itH68un4wcb7a6to8V+HS1264ucqsfCLVJX+6kwbzZJb+wrljPIDIEIizSxd7QeHGBvtB+iAACAlitk7042bdqk0aNHa8yYMZKkxMREjRkzRps3b5ZUPpKzdOlSzZw5U9ddd50kaenSpUpKStLbb7+tyZMna+/evfrkk0/08ccfa8iQIZKkRYsWacyYMcrIyFBSUlJonhwAnMYwDM3YkF9lnff0/nbdmtR8t/eymE3qareqq92qSztU/XCiyOOv3Cjv9PX1hyr+Lj6H4foyn5RR6FVGkE3zTrJbTbo7OVo/H2BXu0jLWX8/AACA+hSy4D506FAtX75c33zzjXr37q09e/Zo/fr1mjVrliTp0KFDys7O1siRIyu/JjIyUsOGDdPGjRs1efJkbdq0SXa7vTK0nzxvdHS0Nm7cSHAH0Cg8u8OlVQdKAtp+2ilcv7mgVYgqahyiw8zq19qsftWsITcMQ8dK/T+Yhn9qnf33xT75z2EafozNpKn97Lqvb7TaRBDYAQBA4xay4D5z5ky5XC4NGTJEFotFXq9Xc+bM0ZQpUyRJ2dnlt0OKj48P+Lr4+HgdPVq+i1FOTo7i4uICdh02mUxq27atcnKqmTtZISMjo66fDpoI/u3R0NYfN+vJXeGSTr1OdYv069Eu+TqwPz/o13Gtlmtd8WdQtMrvPVaxgZ7HL2WVmXSk1KTvS83lf1c8PlJq1glv9RvXtQ4zdFsnj25o75XdWqS8TCmvgZ5Lc3LBDx5zvaIp4DpFU8G12jLVNOgcsuD+zjvv6M0339SyZcuUnJys7du36+GHH1bXrl01ceLEyn4/vBWQYRhVgvoP/bDPDzES3zKxfAINbXe+R09sPCbjtBuqxdpM+uuYDuoZE/zll2u1dvqd4VhBmV+HXBXr6p1e5ZSnrJC1AAAgAElEQVT61TvGqht6RIZk9/7mjusVjR2vq2gquFYRTMiC++OPP67p06frhhtukCT1799fmZmZWrRokSZOnKiEhPJhlZycHHXu3Lny63JzcytH4du1a6fc3NyAoG4YhvLy8qqM1ANAQzpe6tMta/MCNkOzmKRXRrQ5Y2hH3YgNNys23KbUuFBXAgAAcO5CNuxQXFwsiyVwXaHFYpHfX77LcGJiohISEpSenl55vLS0VJ9//nnlmvaLLrpILpdLmzZtquyzadMmFRUVBax7B4CG5PEbmpR+XAedvoD2py+K0fCOESGqCgAAAE1VyIZ9Ro8ercWLFysxMVHJycnatm2b0tLSdPPNN0sqnwI/bdo0LViwQElJSerVq5fmz5+v6OhojR8/XpLUp08fXXHFFZo1a5aWLFkiwzA0a9YsXXXVVUwxARAyj2ws1Posd0DbxN5Rmtq3+e4gDwAAgPoTsuA+b948Pf3005o9e7Zyc3OVkJCgSZMmVd7DXZJmzJihkpISPfTQQyooKNDgwYP1zjvvVN7DXZJeeukl/fKXv9S4ceMkSWPGjNG8efMa/PkAgCT9ZU+Rlu0pCmi7OMGm+UNjz7j3BgAAABCMqaCg4BxuqAM0HWz2gfq2/miZxv4jV6fffryL3aL0a+PV9kfccoxrFY1dTGxswOPCgoIQVQLUDq+raCq4VhEMOyQBQB046PRqUvrxgNAebTXpjVFxPyq0A03ByaDOG0wAABoG98QBgHPk9Ph16yd5Ol7mD2h//rLWGtAmLERVAQAAoLkguAPAOfAbhu5dl69dBd6A9l+d59C1iZEhqgoAAADNCcEdAM7BU1tO6KPM0oC2sd0iNSfVEeQrAAAAgB+H4A4AZ2n1/mIt3OYKaEuNC1PapewgDwAAgLpDcAeAs7DlmFsPbMgPaGsXadbKkW0UZeWlFQAAAHWHXeUB4Ec6WuzTbf/OU6nvVJvNLK0cGafOdl5W0fxFzpghSUosLFRkTIxKliwJcUUAADRvvMMEgB+hxGvo9rV5OlocuIP8kkta68J2thBVBTQs26uvSpLiKx4T3AEAqF/M5wSAWjIMQzM25Gtzrieg/YEBdt3SKypEVQEAAKC5I7gDQC0t2e7SqgMlAW0/7RSuJwe3ClFFAAAAaAkI7gBQCx8dLtFvNp8IaOsdY9Wy4W1kMbODPAAAAOoPwR0AarA736N71uXLOK0t1mbSG6PiFGPjZRQAAAD1i3ecAHAGx0t9umVtnlzeU7HdYpJeGdFGPWPY3xMAAAD1j+AOAEF4/IYmpR/XQacvoP3/XRSj4R0jQlQVAAAAWhqCOwAE8cjGQq3Pcge0TeodpXv7RoeoIgAAALREBHcAqMZf9hRp2Z6igLaLE2z649BYmUxsRgcAAICGQ3AHgB9Yf7RMc78oCGjrYrdoxcg2slkI7QAAAGhYBHcAOM1Bp1eT0o/rtL3oFG0t30G+bYQldIUBAACgxSK4A0AFp8evWz/J0/Eyf0D785e11oA2YSGqCgAAAC0dwR0AJPkNQ/euy9euAm9A+6/Oc+jaxMgQVQUAAAAQ3AFAkvTUlhP6KLM0oG1c90jNSXWEqCIAAACgnDXUBQBAqK3eX6yF21wBbYPiwvTnn7CDPFAd53/+I0nKPHxYXbp2DW0xAAC0AAR3AC3almNuPbAhP6CtXaRZK0fFKcrKpCSgOv5BgyRJxdHR8iclhbgaAACaP96VAmixjhb7dOvaPJX6TrXZzNLKkXHqFM0O8gAAAGgcCO4AWqQSr6Hb1uYpqyRwB/kll7TWhe1sIaoKAAAAqIrgDqDFMQxDMzbka0uuJ6D9gQF23dIrKkRVAQAAANUjuANocZZsd2nVgZKAtis7h+vJwa1CVBEAAAAQHJvTAWhRPjpcot9sPhHQ1ifGqpcubyOLmR3kgdoIe+UVSVLb7GyFJSTIc+edoSwHAIBmj+AOoMXYne/RPevyZZzWFmsz6Y0r4hRjYwISUFtRM2dKkrpVPC4kuAMAUK94pwqgRThe6tMta/Pk8p6K7RaT9MqINurRis8wAQAA0HgR3AE0ex6/oUnpx3XQ6Qto/38XxWh4x4gQVQUAAADUDsEdQLP3yMZCrc9yB7RN6h2le/tGh6giAAAAoPYI7gCatb/sKdKyPUUBbcMSbPrj0FiZTGxGBwAAgMaP4A6g2Vp/tExzvygIaOtqt+i1kW1ksxDaAQAA0DQQ3AE0SwedXk1Mz9Npe9Ep2mrS66Pi1DbCErrCAAAAgB+J4A6g2Tnh9uuWT/KUX2YEtL9wWWsNaBMWoqoAAACAs0NwB9Cs+PyG7v00X7sLvAHtvzrPoZ8lRoaoKgAAAODsEdwBNCtP//eEPs4sDWgb1z1Sc1IdIaoIAAAAODcEdwDNxur9xVq4zRXQNiguTH/+CTvIAwAAoOkiuANoFrYcc+uBDfkBbQmRZq0cFacoKy91AAAAaLp4NwugyTta7NOta/NU6jvVFm6R/ndknDpFs4M8AAAAmjaCO4AmrcRr6La1ecoq8Qe0LxnWWhe2s4WoKgAAAKDuWENdAACcLcMw9OCGfG3J9QS0PzjArpt7RYWoKqD5K168WJKUk52tdgkJIa4GAIDmj+AOoMlast2l1QdKAtqu7ByuJwa3ClFFQMvgufNOSVJuRoZaJyWFthgAAFoApsoDaJI+Olyi32w+EdDWJ8aqly5vI4uZHeQBAADQfIQsuA8cOFCxsbFV/kyYMEGS5PP59NRTTyklJUUJCQlKSUnRU089Ja/XW3kOwzD0zDPPKDk5We3bt9c111yj3bt3h+opAWggu/M9umddvozT2mJtJr1xRZxibHweCQAAgOYlZFPl09PT5fOd2gI6KytLw4cP1/XXXy9JWrx4sZYtW6alS5eqX79+2rlzp6ZNmyabzaa5c+dKkpYsWaK0tDSlpaUpKSlJ8+bN09ixY/Xll1/K4XCE5HkBqF/HS326ZW2eXN5Tsd1ikl4d0UY9WrH6BwAAAM1PyN7ltm3bNuDxihUr5HA4KoP7pk2bNHr0aI0ZM0aSlJiYqDFjxmjz5s2Sykfbly5dqpkzZ+q6666TJC1dulRJSUl6++23NXny5AZ8NgAagsdvaGL6cR10+gLan7koRpd3jAhRVQAAAED9ahRzSg3D0IoVK3TTTTcpKqp8J+ihQ4fqs88+0zfffCNJ2rNnj9avX6+f/vSnkqRDhw4pOztbI0eOrDxPZGSkhg0bpo0bNzb8kwBQ7x7eWKjPstwBbXf2jtI9faNDVBHQMpm//lrmr79W1O7dMn/9dajLAQCg2WsU80rT09N16NAh3XHHHZVtM2fOlMvl0pAhQ2SxWOT1ejVnzhxNmTJFkpSdnS1Jio+PDzhXfHy8jh49esbvl5GRUcfPAE0F//ZN19tHrVq+P/C+7Oe18unetrnaty83RFXVH65VNGYXDB8uSepX8firL78MWS1AbfG6iqaCa7VlSqrhLi2NIri/+uqrOv/885WSklLZ9s477+jNN9/UsmXLlJycrO3bt+vhhx9W165dNXHixMp+JlPg7tGGYVRp+6GafihonjIyMvi3b6LWHy3TggOB4byr3aLV17RX2whLiKqqP1yraGq4XtHY8bqKpoJrFcGEPLgfO3ZMa9as0fz58wPaH3/8cU2fPl033HCDJKl///7KzMzUokWLNHHiRCUkJEiScnJy1Llz58qvy83NrTIKD6DpOuj0amJ6nk7bi07RVpNeHxXXLEM7AAAA8EMhX+O+cuVKhYeHa9y4cQHtxcXFslgC35RbLBb5/X5J5ZvVJSQkKD09vfJ4aWmpPv/8cw0ZMqT+CwdQ7064/brlkzzllxkB7S9c1loD2oSFqCoAAACgYYV0xN0wDL322msaN25cldu3jR49WosXL1ZiYqKSk5O1bds2paWl6eabb5ZUPkV+2rRpWrBggZKSktSrVy/Nnz9f0dHRGj9+fCieDoA65PMbuvfTfO0u8Aa0P3Z+K/0sMTJEVQEAAAANL6TBff369Tpw4IBeeumlKsfmzZunp59+WrNnz1Zubq4SEhI0adKkynu4S9KMGTNUUlKihx56SAUFBRo8eLDeeecd7uEONANPbTmhjzNLA9pu6B6p2Sn2EFUEAAAAhIapoKDAqLkb0PSx2UfTsWp/se79ND+gbVBcmNZc3VZR1pCv8Kl3XKto7GJiYwMeFxYUhKgSoHZ4XUVTwbWKYJr/O2AATcqWY249sCEwtCdEmrVyVFyLCO0AAADAD/EuGECjcbTYp1vX5qnMd6ot3CL978g4dYpmB3kAAAC0TAR3AI1CidfQbWvzlFXiD2hfMqy1LmxnC1FVAAAAQOgR3AGEnGEYenBDvrbkegLaHxxg1829okJUFQAAANA4ENwBhNzi7S6tPlAS0HZV53A9MbhViCoCAAAAGg+CO4CQ+uhwiX67+URAW58Yq166vI0sZlOIqgIAAAAaD4I7gJDZne/RPevydfo9KWNtJr1xRZxa2Xh5AgAAACTJGuoCgLpQ4jWUXeLT0WKfjhb5dLTEr6xin7KKffq+4u/8kkj13XdMF7cL19AEmy5sZ1MM4TBkjpf6dMvaPLm8p2K7xSS9OqKNerTipQlozNyTJkmSCgsLFRMTE+JqAABo/nh3jEbN4zeUUxHCj1b8Kf/vwLYCt1HzyWTShiy3NmS5Kx5J/duE6eJ2Ng1NsGloQji3HGsgHr+hienHddDpC2h/5qIYXd4xIkRVAaitkiVLJEmHMjKUlJQU4moAAGj+CO4ICb9h6HiZX98X+ZRV7FdWkNHynBK/ahPJz4Yhacdxj3Yc9+ilPUWSpC52S0WQD9fFCTb1ibXKbGKddV17eGOhPqv4AOWkO3tH6Z6+0SGqCAAAAGi8CO6oU4Zh6ITHOG2a+qmR8VMj5H5ll/jk8dd8voaW6fIp01WiVRU7nMfaTBqSEF45Kn9eW5vCLQT5c7F8j0vLKz4oOWlYgk3zhsbKxIckAAAAQBUEd9RaidcIDOElfh0t8lWOlp+cwl7sra8x8uAsJql9pEXto8zqEGVRhyiL2keVP+5Y8d/fZx5SbnRHfZFdpi+y3dpd4K3xvAVuQ//ILNU/MkslSeEW6fy2Ng2tGJUf0s6m2HDWydfWp0fLNPeLwoC2rnaLVoxsIxsfiAAAAADVIrgjYB35yY3cTobw00fKa7eOvO7FR5jVPsqiDlEn/z4ZzM1qH2lRx2iL4sLNNd46zJpraFTPKN3UM0qSlF/m18ac8hD/RbZbW3LdctcwC6DMJ32e7dbn2W5pu0uS1C/WqqEJ4RXr5G3qEm1h5Lga357walJ6nnynXUbRVpPeGBWnuAj2FgAAAACCIbg3Y37DUF7pyfBdvo68fE35qXXkR4t9OlaP68jPpJXNpA6RFnWItqh9pLlylPz0YJ4Qaam3kdjW4WaN7hKp0V0iJUmlXkP/zXNXBPkyfZHjVmEtPqzYVeDVrgKv/rK3fPp3pyhLZYgfmhCufrHWFn8/8hNuv25Zm6f8ssCf5wuXtVb/NmEhqgoAAABoGgjuTdDp68iPVrPDelaI15FHWFQZwjueNmX99LaESLOiwxrXFPMIq0kXJ4Tr4oRwSQ75DUO78736omJU/vNst74r8tV4niPFPv312xL99dvydfKtwky6qGJq/dAEmwa3tSnS2nKCvM9v6N5P87XnB0sTHju/lX6WGBmiqgCci5jYWEnSBRWPCwsKQlcMAAAtAMG9ESr1GtqS6z5t6nrgrutZJaFZR241qTKEt4+sGBmvZrQ8xmZqFlPFzSaT+rcJU/82Ybo7ubwt0+XVxhx3RZAv0658b42zFU54DH1ypEyfHCmTJIWZpUFxYZU71w9pZ2vWU8Wf2nJCH1fsEXDSDd0jNTvFHqKKAAAAgKaF4N4I5bv9uvqj3Ab9nifXkXesWEf+wynrHaIsahthbvG3Rutit6qL3arxPcrXyReU+fXlsfKp9Z9nu7U5162yGgblPX7py2MefXnMoz/tKG/rE2OtnFp/cYJNifbmsU5+1f5iLarYC+CkQXFh+tNP2EEeAAAAqC2CeyMUH2GW2ST562BQPcZmOrXDeqRZHaMtFbuvnwzmZrWrx3XkzV1suFk/7Ryhn3aOkCSV+QxtzXNXTq3/Iqesyrru6uwt9GpvoVevflMsSWofaT614V07mwa0CZO1ia2T33zMrQc25Ae0JUSa9fqoOEVZG9cyCQAAAKAxI7g3QlazSe0izMoqCb5APdJiOuOtzzo00nXkzV24xaSL2oXronbhenBg+QaBGYXeyqn1X+S4ddBZ8zr5rBK/3jtYovcOlq+Tt1tNurDiXvJD24XrgviwRv1v+32RT7etzQuYfRBukVaOilPH6Oa7LAAAAACoDwT3RmpkpwidcPvVIboimFesI+9QMWLeXNaRN3dmk0l9YsPUJzZMk/pES5KOFvu08bQgv/24p8bZFS6vofTvy5T+fZkkpywmKTUurDLID02wqV1k4wjEJV5Dt/87r8oHT0uGtdYF8bYQVQUAAAA0XQT3Ruq5S1uHugTUkw5RFl3fPVLXdy/fUd3p8eurHLc+r9j07qtj7ho3H/QZ0pZcj7bkevTczvLb0PVsZSmfXt/OposTbOrZytrgH+4YhqEHN+RrS64noP3BAXbd3CuqQWsBAAAAmguCOxBijjCzRnSK0IhO5evkPX5D2/I85SPy2W59keNWbmnN9/Xbf8Kn/SeKtTKjfJ18fIT51IZ37WwaGBemsHpeJ794u0urD5QEtF3VOVxPDG5Vr98XAAAAaM4I7kAjE2Y2aXC8TYPjbZo+oHwUe/8Jb8Vmd+U72O8/UfM6+WOlfv3tUKn+dqj8VmxRVpMuiC9fJ39xO5suaGeTow7XyX90uES/3XwioK1PjFUvXd5Glia2sR4AAADQmBDcgUbOZDKpV0yYesWE6Y7e5evkc0p8FaPx5aPyW/M88tWwTr7Ya+jTo2X69Gj5/eTNJmlgm7CKqfXl6+TbR53dOvld+R7dsy4/4J72sTaT3rgiTq1sjXcTPQAAAKApILgDTVC7SIv+p1uk/qdb+Tr5Io9fXx3zVAb5L3PcctWwTt5vSFvzPNqa59ELu8vXyXdzWAKCfO+YmtfJ55X6dMsneQHfz2KSXh0Rpx6teIkBAAAAzhXvqoFmIDrMrMs7huvyjuGSJK/f0I7jnoqp9eU72Gef4faCJx10+nTQWaI395evU28TbtaQis3uhibYNCjOJpvlVJD3+A1NSj+uQ67Aqfu/HxJTWQsAAACAc0NwB5ohq9mkQW1tGtTWpvv6la+TP+Tyla+Tr9j0bm+ht8bzHC/z66PMUn2UWb5OPsIind/2ZJAP198PleizLHfA10zuE6UpydH18rwAAACAlojgDrQAJpNJ3RxWdXNYdUvFbdnySn3aWDEi/0W2W//Nc8tTw6B8qU/6v2y3/i/bLclV5fiwBJv+MCS2wW9DBwAAADRnBHeghYqLsOjqrpG6umv5OvkSr6Etuaem1m/KceuEp4Yd707T1W7RipFtAqbSA2iefKmpkqTSsjJFhLMsBgCA+kZwByBJirSadEn7cF3SPlySQz6/oV0F3sqp9Z9nl+n74uqH5O1Wk94YFae4iLPblR5A0+Jat06SlJGRoaSkpBBXAwBA80dwB1Ati9mkgW3CNLBNmO7pW75OPrPIVzm1/ovsMu0q8Co+wqyXLm+t/m3CQl0yAAAA0CwR3AHUislkUle7VV3tVk3oWb5O3uM3ZDWJNe0AAABAPSK4AzhrYWYCOwAAAFDfzKEuAAAAAAAABEdwBwAAAACgEWOqPAAA+FHsl18uSepbcTu4k7vMAwCA+kFwBwAAP4pl61ZJUnSI6wAAoKVgqjwAAAAAAI0YwR0AAAAAgEaM4A4AAAAAQCNGcAcAAAAAoBEjuAMAAAAA0IgR3AEAAAAAaMQI7gAAAAAANGIEdwAAAAAAGjGCOwAAAAAAjVjIgvvAgQMVGxtb5c+ECRMq+2RlZem+++5Tz549lZCQoCFDhuizzz6rPG4Yhp555hklJyerffv2uuaaa7R79+5QPB0AAAAAAOqFNVTfOD09XT6fr/JxVlaWhg8fruuvv16SVFBQoKuuukpDhw7VqlWrFBcXp0OHDik+Pr7ya5YsWaK0tDSlpaUpKSlJ8+bN09ixY/Xll1/K4XA0+HMCAAAAAKCuhSy4t23bNuDxihUr5HA4KoP7s88+q/bt2+uFF16o7NOtW7fK/zYMQ0uXLtXMmTN13XXXSZKWLl2qpKQkvf3225o8eXL9PwkAAAAAAOpZo1jjbhiGVqxYoZtuuklRUVGSpL///e8aPHiwJk+erF69euknP/mJXnzxRRmGIUk6dOiQsrOzNXLkyMrzREZGatiwYdq4cWNIngcat6SkpFCXANQK1yoau8KCgoA/QGPH6yqaCq5VBNMognt6eroOHTqkO+64o7Lt4MGDWr58ubp166a//vWvuu+++/Sb3/xGL730kiQpOztbkgKmzp98nJOT03DFAwAAAABQj0I2Vf50r776qs4//3ylpKRUtvn9fp133nl64oknJEmpqak6cOCAli1bpnvvvbeyn8lkCjiXYRhV2gAAAAAAaKpCPuJ+7NgxrVmzRpMmTQpoT0hIUJ8+fQLaevfure+++67yuKQqo+u5ublVRuEBAAAAAGiqQh7cV65cqfDwcI0bNy6gfejQodq3b19A2759+9SlSxdJUmJiohISEpSenl55vLS0VJ9//rmGDBlS/4UDAAAAANAAQhrcDcPQa6+9pnHjxlW5fdv999+vL7/8UvPnz9eBAwf03nvv6cUXX9SUKVMklU+RnzZtmhYvXqwPPvhAu3bt0v3336/o6GiNHz8+FE8HAAAAAIA6F9Lgvn79eh04cKDKNHlJOv/887Vy5Uq9++67uvjii/W73/1Ojz76aGVwl6QZM2bo/vvv10MPPaQRI0YoKytL77zzDvdwD6GFCxdqxIgR6tKli3r27KmbbrpJu3btCuhjGIaeeeYZJScnq3379rrmmmu0e/fuyuOHDh3S9OnTlZqaqvbt2ys1NVW/+c1vVFJSEnCezMxM3XTTTerYsaN69OihuXPnyu1211jj+++/ryFDhqhdu3YaMmSI/va3v1Ue83g8euKJJzRs2DB17NhRffr00ZQpU5SZmVnjeefPn6+rrrpKHTt2VGxsbLV9fvnLX2r48OFKSEjQwIEDazwn6g/XavBrNTc3V+PGjVNycrLatWun/v37a86cOSosLKzx3Kh7XKtnfl2NjY2t8ucvf/lLjedG3eNaDX6trly5stprNTY2Vlu2bKnx/KhbXKtnfl1dt26drrzySnXu3Fl9+vTRE088Ia/XW+O5Ub9CGtwvu+wyFRQUaPDgwdUev+qqq7RhwwZlZ2dr8+bNuu+++wI2njOZTHrkkUe0d+9eZWdna82aNerXr19DlY9qfPbZZ7r77rv1j3/8Qx988IGsVquuv/565efnV/ZZsmSJ0tLS9Ic//EH//ve/FR8fr7Fjx8rpdEqSMjIy5PP5tHDhQn3xxReaN2+e3nzzTT388MOV5/D5fLrpppvkcrm0Zs0aLV++XB988IF+9atfnbG+TZs26a677tKNN96o9evX68Ybb9Sdd96pr776SpJUXFysrVu3as6cOVq3bp1ef/11HTlyROPHj6/xBausrEw/+9nPNG3atKB9/H6/brnlFt188801/ixRv7hWg1+rZrNZP/vZz/Tmm2/qq6++0nPPPad169ZpxowZtfrZom5xrZ75dVWSnn32We3du7fyzy233HLG/qgfXKvBr9Vx48YFXKN79+7VhAkTlJiYqPPOO69WP1/UHa7V4Nfqjh07dOONN2rEiBH69NNPtXz5cn300Ud68skna/OjRT0yFRQUGKEuAs2Xy+VS165dtXLlSo0ZM0aGYSg5OVn33HOP5syZI0kqKSlRUlKSfve732ny5MnVnmfZsmV6+umn9e2330qS/vWvf2nChAnavn27OnfuLEl666239OCDDyojI0OtWrWq9jyTJ09Wfn6+3nvvvcq26667Tm3bttXy5cur/Zo9e/Zo6NCh2rBhg/r371/jc37//fc1adIkFZzh3sZ/+tOf9OKLL2r79u01ng8Ng2v1zJ5//nktWrRIe/furbEv6hfXaqDY2Fi9+uqruu6662o8DxoW12pwxcXFSk5O1owZMzR79uwaz4v6xbV6ym9/+9v/3969hTT5/3EAf+vUOTRKRdea4JJY2Rkso6JA7WCmXnS4sggZBWFeCMPN5cXPMinoYJlFF5kWIyOzwxMYFNmBSldEFlYSVGuUThI6qOia638RPj/3W8/+HqaueL9gN9+5z/fr9uZh32ff5/vg5s2buH//vthWX1+PnJwcvHnzhiubJ9CEb05Hf7euri64XC5xKY7VaoXdbkdKSor4NwqFAsuWLUNTU5Nkne/fv7st57FYLJg5c6Z4EASA1NRU9PX14dmzZ5J1Hj9+7Nb3wOv+X98AJJcT0d+BWZXW1tYGQRCwfPlyn9alkWFWPRmNRsTHxyM5ORmVlZVwuVw+qUujw6xKu3z5Mnp6epCdne3TujQyzOq/+vr6EBoa6tamUCjQ29vrdcw09jhxpzFlNBoxb948JCUlAQDsdjsAeNyyLzo62uPWfgNsNhvKy8uh0+nEto6ODo8aUVFRkMlkknUG+h9O3w6HA0VFRUhLS4NarZasS38+ZtWTTqeDSqVCQkICwsPDUVFR4ZO6NDrMqjuTyYTKykpcuXIFGzZsQFFREQ4dOjTqujR6zKq06upqrF27FlOnTvVpXRoZZvVfqampePLkCWpqauB0OvHp0yccOHBAHBdNHE7cacyYTCY0Njbi3LlzkMlkbs8N3qsA+LUByH/bgF8HvI0bNyI5ORm5ubleawxut9lsUKvV4mPwl7ih9u10OrFjxw58/foVJ06cENvz8/PdatOfj5W/Yr4AAATQSURBVFn9vdLSUty9exdmsxlWqxWFhYXDrkG+xax6KigowNKlSzF//nzk5eXBYDCgvLx8WDXI95hVaa9evYLFYvnt5sw0/phVdykpKdi7dy8KCgqgVCqxaNEirFmzBgA83h8aX0ETPQD6OxUWFqKurg6CIECj0YjtSqUSwK8D3OBlQ58/f/Y4s2i325GVlYWEhAScOnXK7WAVExPjsVyos7MT/f39iI6Ohkqlcrs2JyIiQuz/v2crf9e30+mETqfDy5cvcf36dURGRorPmUwm5OXlDeftID/GrEpTKpVQKpXQarWIjIzEunXroNfr3d4PGj/M6tAkJibi27dv6OjoQExMjE9q0vAwq95VVVUhNjYWq1atGlUdGj1m9fd27dqF3NxctLe3Y8qUKfjw4QOKi4sRFxc3onrkG/zFnXzOYDCgtrYW165dg1ardXsuLi4OSqUSDQ0NYltvby8ePXqEJUuWiG3t7e3IyMiAVqvF6dOnERTkfo4pKSkJra2t+Pjxo9jW0NAAuVyOhQsXIigoCPHx8eJj4EC4ePFit74HXje47x8/fiAnJwctLS0QBEE8eA+Ijo52q01/LmZ16AauGR7KLWzI95jVoXvx4gVCQ0MxefLkUdWhkWFWvevt7cWFCxeQnZ2NwEB+DZ9IzKp3AQEBUKlUUCgUqK2tRWxsLBYsWDDsOuQ7MqPR+M9ED4L+Hnq9HjU1NeLZ5O7ubnR3dwMAQkJCEBAQgP7+fhw5cgQzZsxAf38/du/eDbvdjrKyMsjlcrS1tSEjIwNKpRJlZWXo6+sT6ygUCgQGBkKj0UAQBNy+fRtz5szB69evodfrsXnzZmRmZkqOT6VSobS0FMHBwYiKikJ1dTXMZjOOHj2KadOmwel0Ytu2bXj69CnOnj2LSZMmiX3LZDIEBwdL1rbZbLBarXj+/DkaGhqQnp4Ou92OsLAwhISEAADevn0Lm82GxsZGtLS0YOXKlbDb7YiIiODyo3HGrEpn9caNG7BYLJDJZOjp6UFTU5O4+RdvCTf+mFXprNbX1+Phw4cICQlBV1cXBEHAnj17sGXLFqSlpfn8syDvmFXv3wEA4NKlS6irq8PJkyd5cmkCMaves3rs2DGEh4ejs7MTZ86cweHDh3H8+HHMmjXLtx8EDQtvB0c+JbWTpcFgEK+P/fnzJ/bv34+qqip8+fIFiYmJOHjwIGbPng0AMJvNHtcHDWhubhaX6dhsNuj1ety7dw+hoaHYtGkTSkpKIJfLvY7x6tWrKCkpwfv37zF9+nQUFRUhKysLwK9dRKXOJlZUVHjd/XXnzp04f/68R7sgCFixYgUAYP369Xjw4IHX/4vGB7MqndU7d+5g3759aG1thcPhgFqtRkZGBvLz83l3hQnArEpn9datWyguLsa7d+/gcrmg0WiwdetWbN++3eOXLxp7zKr37wAAkJ6ejrCwMFy8eNHrOGlsMaves5qZmYnm5mY4HA7MnTsXBoMBq1ev9jpeGnucuBMRERERERH5MV5cQ0REREREROTHOHEnIiIiIiIi8mOcuBMRERERERH5MU7ciYiIiIiIiPwYJ+5EREREREREfowTdyIiIiIiIiI/xok7ERERERERkR/jxJ2IiIiIiIjIj3HiTkREREREROTH/gdMJ/n7LOpqzwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1050788043907448834\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-02-02\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1224043531951583233\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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vV2Zmpnvfli1bVFpaqksuucQ91rFjR/Xq1Uvr169vmm8EAIBmJuTNNy1fwMlM3ZirnJKK6nRUsKHpPtyQzpMOUTaN7mK90LCIpeEANBGvVdwnTpyo/Px8DR06VDabTWVlZXrkkUc0btw49zHDhw/Xb37zG3Xp0kX79u3T9OnTddVVV2nVqlUKCwtTRkaGbDabWrVqZXnuhIQEZWRk1Pja6enpjfZ9wbfxs4e/4FxtHLyvDWPQxImW7Y3nnuulSAJXIJ2rW3OD9E66NeG9s2OxHAd3y9++y1ExQfpIFd/Lp/sKtfr7n9Q2vHneMh9I5ykCmz+cq0lJSSfc77XEfdmyZXrvvfe0ePFiJScn6/vvv9djjz2mzp0765ZbbpEkXX/99e7j+/btqwEDBqhfv376/PPPddVVV9X43KZpyjBqni91sjcFgSk9PZ2fPfwC52rj4H1tPLyvDSuQztUyl6k7lmdKqpjbnhwXrKcubK+QIN+f215VD9PUvF8y9OOx8mbKLhlaUZygqf386+6BhhBI5ykCW6Ccq167Vf7pp5/Wfffdp+uvv159+/bVDTfcoHvvvVcvvvhijY9p166d2rdvr927d0uS2rRpI6fTqaNHj1qOy8rKUkJCQqPGDwAAgBN7Pc2h77OrNqSL88ukXZIMw9CEKkvDLdlZoKKy5llxB9B0vJa4FxQUyGazWcZsNptcrprXxDx69KgOHTrkblY3YMAAhYSEaOXKle5jDhw4oB07dmjo0KGNEzgAAABOKqPQqembrQ3pfts9Que38+9mbr/tHqHY0IoLD9nFLi37maXhADQuryXuI0eO1Ny5c/X5559r7969Wr58uebPn6/Ro0dLkvLz8/Xkk08qJSVFe/fu1erVq3XDDTcoISHBfUxsbKxuvvlmPf3001q1apW2bt2qu+66S3379tVFF13krW8NAACg2Xt6Q45yKzWkiwkxNM3PGtJ5EhUSpD8kWZeGW8jScAAamdfmuM+aNUvPPvusHn74YWVlZSkxMVG33nqrJk+eLKm8+v7jjz/qvffeU05OjhITE3X++efrjTfeUExMjPt5/vznP8tms+n2229XUVGRLrjgAr366qvVqvkAAABoGmsOF+u9XYWWscfObKF2kYHx+WxccpRe2Z6vX1P1LUdLtTGzVIPbhHo1LgCBy7Db7VweRLMQKI0pEPg4VxsH72vDiY2Ls2zn2O1eiiQw+fu5WuYydcHHFQ3cJKlPXLC+ubqN385t92Tsl1n6/Jdi9/bvukdo4YUtvRhR0/L38xTNR6Ccq167VR4AAACBZ1Gqw5K0S9Lss/23IV1NxldpUvfhnkIdKXB6KRoAgY7EHQAAAA3icIFTM6o0pBt7WoTObevfDek8uaRDmE5rUXHrf6lLWrLT4cWIAAQyEncAAAA0iKc35ii3tGIWZosQQ9MG+X9DOk+CDEPjkq1V9zd2OFTqYhYqgIZH4g4AAIBT9r/DxfpnlYZ0j5/VQokB0pDOkxt7RCoquGIKwKECl/69t/AEjwCA+iFxBwAAwCkpdZmatNbapLBvfLDGJUfV8IjAEBcWpLGnRVrGFqZyuzyAhkfiDgAAgFPy1x/zlWq3NqR7/uw4BQdYQzpPxve2XpxYe6RE32eXeikaAIGKxB0AAAD1dqjAqec251nGbuwRqbMTA68hnSe940N0flvr+u2LUvO9FA2AQBXs7QAAAIB/KZg719shwIc8tSFH+WWVGtKFGpo2qIUXI2p643tHa/XhbPf2+7sK9cygWMWHUSMD0DBI3AEAQJ2U3nabt0OAj/jmYLGW7rY2Y3vqrBZKiAjchnSejOocro5RNv3iKF/HvdBp6m/pDv3f6TFejgxAoOAyIAAAAOqsxGlq8jprQ7r+LUN0R6/AbkjnSXCQoTuqNOJbnOqQk6XhADQQEncAAADU2as/5mtHTtWGdLGyNYOGdJ7c0jNSYZVuNNib79SXB4q8FxCAgELiDgAAgDo54HBq5hZrQ7o/JEVqSJvm0ZDOk9bhNl3Xzbo03CKWhgPQQEjcAQAAUCdPpuTIUakhXVyooT82s4Z0nkyosjTc1weKlZ7D0nAATh2JOwAAqJOgLVssX2heVh0s0od7rA3pnh4Yq9bhzashnSdntg7VoIQQy9hiqu4AGgBd5QEAQJ3EXHSRZTvHbvd8IAJOsdPUpHU5lrEBrUJ0a8/IGh7R/EzoHa2Nmcfc23//qUBPDmyhmBDqZQDqj98gAAAAqJVXtucrvVJDOkPSC2fHNduGdJ5c3TVCCeEVH7FzS03946cCL0YEIBCQuAMAAOCk9ueXafZWa0O6W3pGamBCqJci8k1hNkO3VlkSb1GqQ6bJ0nAA6o/EHQAAACf1REqOCio1pIsPM/T0QBrSeXJHryjZKt2EsCOnTP89VOK9gAD4PRJ3AAAAnNDXB4r08V7rmuR/HBirVjSk86h9lE2/6RJhGVuYmu+laAAEAhJ3AAAA1KjYaWryOmsDwoGtQ3QzDelOaHyVpeH+s79I+/LLajgaAE6MxB0AAAA1evmHfO3Kdbq3DUnPnx2nIIOGdCdyTmKo+sZXLODkMqU30lgaDkD9kLgDAADAo715ZXqhSkO623tF6czWNKQ7GcMwNKF3tGVsyc4CFZbRpA5A3ZG4AwAAwKPHU3JU6KxINFuGBekpGtLV2pjuEYoNrbgzIbvYpWU/szQcgLojcQcAAEA1X+wv0if7qjSkG9RC8WF8fKytqJAg3Zxkneu+kKXhANQDv3kBAABgUVRm6tH11oZ0gxNC9IckGtLV1Z3JUarcDWDr0VJtyGRpOAB1Q+IOAAAAi3k/5OnnvIqGdEGGNHsYDenqo1uLYF3WMcwytiiVJnUA6obEHQAAAG578sr04jZrQ7o7e0VpAA3p6m1CH2uTun/tKdSRAmcNRwNAdSTuAAAAcHtsfY6KKuWUrcOD9MRZNKQ7FRe3D9NpLWzu7VKX9OZOqu4Aai/45IcAAABUKLn1Vm+HgEbyn32F+my/tSHdM4NaKI6GdKckyDA0vne0Hluf4x57I82hh/rHKCSI6QcATo7EHQAA1EnhvHneDgGNoLDMtCSWkjS0Tahu7EFDuoZwY49I/WlTrhzH13E/XOjS8j2Fuq477y+Ak+PyKQAAADT3+zztzbc2pHv+bBrSNZTY0CDdUOUiyKI0bpcHUDsk7gAAAM3cz7llmvu9tSHd+OQo9WsZ4qWIAtP43tY13dceKdG2oywNB+DkSNwBAACaMdM0NXmdXcWVGtK1iQjSlDNpSNfQkuNCdEE7loYDUHck7gAAAM3Yp/uK9OWBYsvYtEGxNKRrJFWr7u/vLtCxYpeXogHgL/iNDAAA0EwVlLn0WIq1Id3ZiaEae1qElyIKfFd0ClfHqIql4Yqc0t9YGg7ASZC4AwCAOomNi7N8wX/N2Zav/ZUa0tkM6flhcTJoSNdogoMM3ZlsrbovSnPI6TK9FBEAf0DiDgAA0AztyinTS1Ua0t3VJ0p9aUjX6G7pGamwiqK79uU79cUvRd4LCIDPI3EHAABoZkzT1KR1dpVUmlqdGBGkxwbQkK4ptAq36fpuVZaGo0kdgBMgcQcAAGhmlu8t0oqD1oZ00wfHqkUoHw2byoQqTepWHCxWek6pl6IB4Ov47QwAANCMOEpderxKQ7pz24ZqTHca0jWlAa1DNTjBOi2BqjuAmpC4AwAANCMvbMvTLw4a0vmCCb2jLdt//6lAeaUsDQegOhJ3AACAZiI9p1Qv/5BvGbu7T7R6x9OQzhuu7hqhNhEVH8fzSk2991OBFyMC4KtI3AEAAJqB8oZ0Oapc0G0XGaRHz4zxXlDNXKjN0K09qywNl+qQabI0HAArEncAAIBm4KM9RVpVpSHds4NjFRPCx0FvuiM5SsGVZinszCnTfw8V1/wAAM0Sv6kBAAACXH6pS4+n2C1jF7QL07XdaEjnbe0ibfpNF+vP4a80qQNQBYk7AABAgJu9JU8HCyrukQ82pNnDYmlI5yPGV1ka7rP9RdqbV+alaAD4IhJ3AACAALbDXqr5260N6e7tG61ecTSk8xVnJ4bq9JYVPw+XKb2xg6o7gAok7gAAAAHq14Z0ZZV6nXWItGnSABrS+RLDMDShStV9yU6HCstoUgegHIk7AABAgFr2c2G1Rmd/HhqraBrS+Zwx3SMUF1oxdeFYsakPfmZpOADl+K0NAADqxHnGGZYv+Ka8UpeeSMmxjF3cPkxXdQn3UkQ4kcjgIN1cZWm4hT+yNByAcsHeDgAAAPiX/G++8XYIqIWZm/N0uLCiIV1IkDSLhnQ+7c7kKP3lh3z9mqpvyy5VSkaJhiaGeTUuAN5HxR0AACDA/HisVAt+tDak+7/To5UUS0M6X9Y1JliXdbLeEbEojSZ1AEjcAQAAAkp5Qzq7nJXusO4YZdPD/WlI5w/uqtKk7l8/F+pwgdNL0QDwFSTuAAAAAeT93YX69nCJZWzG0FhF0ZDOL1zUPkw9WlTMZi0zpTdZGg5o9vgNDgAAECBySlx6aoO1Id3wDmEa3ZmGdP4iyDA0rkrV/Y0dDpU4aVIHNGck7gAAAAHiuc25OlKpIV1okDRzaBwN6fzM73tEKjq44md2pNClf+8t9GJEALzNa4m70+nU9OnT1b9/fyUmJqp///6aPn26ysrK3MeYpqkZM2YoOTlZbdu21ZVXXqnU1FTL89jtdk2YMEGdO3dW586dNWHCBNnt9qb+dgAAaDaiL7zQ8gXf8EN2qRamWm+pvr9fjE6LZREhf9MiNEg39Ii0jFX92QJoXryWuM+dO1eLFy/WzJkzlZKSoueee06LFi3SnDlz3MfMmzdP8+fP18yZM7VixQolJCTo2muvVV5envuYcePGadu2bXr//fe1dOlSbdu2TXfddZc3viUAAJoF29atli94n6eGdJ2ibXqof7T3gsIpqXq7/LqMEm09WlLD0QACndcS95SUFI0cOVJXXHGFunTpolGjRumKK67Qpk2bJJX/AVqwYIEmTpyoq6++Wn369NGCBQuUn5+vpUuXSpJ27Nihr776SnPnztXQoUM1ZMgQvfjii/r888+Vnp7urW8NAACgSf1jV6HWHrEmdc8NiVVkMLMi/VVyXIgubGddv30xVXeg2fLavVPDhg3Ta6+9pp07d6pnz55KS0vT6tWr9eCDD0qS9u7dqyNHjuiSSy5xPyYiIkLnnHOO1q9fr9tvv10pKSmKjo7W0KFDLc8bFRWl9evXKykpyeNrk9Q3X/zs4S84VxsH72vDGFRlm/e14dXlPc0rkx7fFCGpYk70efFOJRX/In40/m10nE3fHKpI3v+5y6FbWmYpLsSLQVXCv334C384V2vKXX/ltcR94sSJys/P19ChQ2Wz2VRWVqZHHnlE48aNkyQdOXJEkpSQkGB5XEJCgg4dOiRJysjIUKtWrSwNVwzDUOvWrZWRkVHja5/sTUFgSk9P52cPv8C52jh4XxsP72vDquu5OnmdXdmlFZXYMJv08iXt1a0Fc9v9XbfTTM3bd0S/OMrXcS92GVrrbKv7+8R4OTJ+p8J/BMq56rX7p5YtW6b33ntPixcv1jfffKNXX31Vixcv1ltvvWU5rmoXVNM0qyXqVVU9BgAAIBBtO1qixWnW26cn9oshaQ8QwUGGxiVb57ovTnPI6WJpOKC58Vri/vTTT+u+++7T9ddfr759++qGG27QvffeqxdffFGSlJiYKEnVKudZWVnuKnybNm2UlZUl06z45WWapo4ePVqtUg8AABBIXKapSetyVDmH6xJt08R+3q/GouHc3DNSYbaK7X35Tn3+S5H3AgLgFV5L3AsKCmSz2SxjNptNLlf52qNdunRRYmKiVq5c6d5fVFSktWvXuue0DxkyRPn5+UpJSXEfk5KSIofDYZn3DgAAEGj+/lOB1mdYG9LNHBariGDuOgwkrcJtur6bdWm4RTSpA5odr91HNXLkSM2dO1ddunRRcnKytm3bpvnz5+uGG26QVH4L/N13360XXnhBSUlJ6tGjh55//nlFRUVpzJgxkqRevXpp+PDhevDBBzVv3jyZpqkHH3xQl19+eUDMYwAAAPDEXuzS1I25lrGRncI1slOElyJCY5rQO0rv/lTg3l55sFg77aXq6Std6gA0Ohv8rfAAACAASURBVK8l7rNmzdKzzz6rhx9+WFlZWUpMTNStt96qyZMnu4954IEHVFhYqEmTJslut2vgwIFatmyZYmIqbgFbtGiRHn30UV133XWSpCuuuEKzZs1q8u8HAACgqUz/LldZRS73drhNem5orBcjQmMa0DpUQxJClZJZcYfFojSHZg+L82JUAJqSYbfb6W6BZiFQOkoi8HGuNg7e14YTG2dNFnLsdi9FEphOdq5uySrRxcszVfkD3ONnxmjygBaNHxy85v1dBRr/32Pu7ehgQz+ObasWod6Z+crvVPiLQDlXvTbHHQAAAHXjMk09ss5uSdq7xdh0/+k0pAt0V3eNUJuIio/u+WWm/rGr4ASPABBISNwBAAD8xN/SC7Qxs9QyNmtYnMJpSBfwQm2GbutlXRpuUarDsroSgMBF4g4AAOAHjhW79McqDemu7ByuER3DvRQRmtrtvaJU+RrNzpwyfXOo2HsBAWgyJO4AAAB+YNqmHGUXVzSki7AZmkFDumalXaRNV3W1rhywkKXhgGaBxB0AANRJjt1u+ULj+y6zRG/usM5nfuSMGHWO9toCQfCS8b2tt8t/tr9Ie/PKvBQNgKZC4g4AAODDnC5TD1dpSHdaC5vuOz3aazHBe4a1CVW/lhXrt7tM6fU0qu5AoCNxBwAA8GFvpxdoc1b1hnRhNhrSNUeGYVSrur+V7lBhGU3qgEBW58R93bp1mjVrliZNmqSffvpJkuRwOLRp0ybl5uae5NEAAACoraNFTj2zKccydlWXcF3agYZ0zdmY7hGKC624cHOs2NTS3SwNBwSyWifuJSUl+sMf/qBRo0ZpxowZeu2113TgwAFJks1m05gxY7Rw4cJGCxQAAKC5mbYpV8eKKyqpkcGG/jyEhnTNXWRwkG7paa26L2RpOCCg1TpxnzFjhj7//HPNnj1bGzZssPxiCA8P1zXXXKP//Oc/jRIkAABAc7Mxs0Rv7bRWUSefEaOONKSDpDuSo1R5ssT32aVKySjxWjwAGletf/O///77uu2223TnnXcqOzu72v6kpCR9/PHHDRocAADwPREPPGDZLpw3z0uRBC6ny9TDa60N6ZJig3VPXxrSoVzXmGBd3ilcn+0vco8tTHVoaGKYF6MC0FhqnbhnZmaqX79+Ne4PCwuTw0FHSwAAAl3okiWWbRL3hvfmToe2HrU2pJs9LFahNKRDJXf1jrIk7h/tKdSzBU61jbR5MSoAjaHWt8onJiZqz549Ne7ftGmTunTp0hAxAQAANFvHSsvntld2bdcIXdSehnSwurB9mJJiK+pwZab05g4KaUAgqnXiftVVV+mNN95wd5KXypejkKT//Oc/ev/993Xdddc1fIQAAADNyF/2hCqnpOIm+ahgQ9NpSAcPggxD45KtTere2OFQiZMmdUCgqXXi/uijj6pTp0668MILNW7cOBmGoTlz5mj48OG66aabNGDAAD1QZc4bAAAAam/9kWJ9fMQ6k/HRATHqEMWtz/Dsxh6Rig6umEJxpNCl5XsLvRgRgMZQ68Q9JiZGX3zxhR566CFlZmYqPDxc69atk8Ph0JQpU7R8+XKFh3MLFwAAQH2UuUw9ss66ZntyXLDupiEdTqBFaJBu7BFpGVuUyu3yQKCp03oi4eHhevjhh/Xwww83VjwAAADN0utpDn2fbW1IN2tYnEKCaEiHExvXO0qL0iqS9XUZJdp6tERntAr1YlQAGlKtK+4Oh0P79++vcf/+/ftVUFBQ434AAAB4tupgkaZvtjakG9M9Qhe0Y2kvnFyvuBBd1N56rlB1BwJLrRP3xx9/XL///e9r3H/TTTfpqaeeapCgAAAAmoO8UpceXHNM13x+VLmVGtJFBxv602Aa0qH2xldpUrd0d4Gyi5xeigZAQ6t14r5y5UqNHj26xv2jR4/W119/3SBBAQAABLpvDhbpnH9l6I0d1e9YnHJWC7VjLW7UwchO4eoUXXHOFDmlt9O5GxYIFLVO3I8cOaK2bdvWuD8xMVGHDx9ukKAAAAACVX6pSw+vtevqz49qf761ImpIuq1jqe7pE+X5wUANbEHVl4ZbnOaQ08XScEAgqHXi3rp1a6Wmpta4PzU1VbGx3NIFAABQk/8eKtY5/8rQa2nV5x/3aBGsz0a11r1dS2UYNKRD3d2cFKnwSjdq7M936vNfirwXEIAGU+vEfcSIEVqyZInWr19fbd+GDRu0ZMkSjRgxokGDAwAACAT5pS49stauqz7L0j4PVfZ7+0Zr9dVtNDSRZnSov5bhNl3f3bo03EKa1AEBodbLwU2ZMkVffvmlRo0apeHDh6tPnz4yDEPbt2/XV199pcTERD3xxBONGSsAAIDf+d/hYt27+pj25ldvFNY9xqb558frbBJ2NJDxyVF6p9Lc9lUHi7XDXqpecSFejArAqap14p6YmKiVK1dq6tSp+uSTT/TFF19IkmJiYjR27FhNnTpViYmJjRYoAACAP3GUuvTHTbkel+UyJP2/PlF6amALRQbX+gZI4KQGtA7V0DahWp9R4h5bnObQ7GFxXowKwKmqdeIuSW3atNGCBQtkmqaysrJkmqYSEhKYhwUAQDOSt2qVt0Pwed8eLta9/zumPXnVq+zdYmyaf168zmlLlR2NY3zvKEvi/vf0Aj11Vgu1COUiEeCv6pS4/8owDCUkJDR0LAAAwA+4Bgzwdgg+y1Hq0rRNuVqY6pCnXt539Y7S0wNbKCqEBAqN56ouEUqMyNGRQpckKb/M1Hs/FWhCn2gvRwagvmpM3P/+979Lkm644QYZhuHePpkbb7yxYSIDAADwI2uOV9l/9lBl7xpj01/Oi9d5VNnRBEJthm7rFaWZW/LcY4vSHBrfO4o7ZQE/VWPifs8998gwDF1//fUKDQ3VPffcc9InMwyDxB0AADQrBWUu/WlTrl790XOVfXzvKP2RKjua2G29ovTC1jyVHT8p03PKtOpgsS7uEO7dwADUS42J+9atWyVJoaGhlm0AAACUW3ekvMq+K7d6lb1zdPlc9vPbUWVH02sXadPVXSP0wc+F7rGFqQ4Sd8BP1Zi4d+7c2f3/LpdLhmEoOjpa8fHxTRIYAACAryosMzX9u1y9sj3fY5V9XHKU/jiohaKpssOLxveOsiTun+0v0t68MnWJqVebKwBeVKu/Jk6nU2eeeabeeeedxo4HAAD4uJA337R8NTcpGcU6/6MMzfeQtHeOtumjy1vr+bPjSNrhdUPbhKpfy4r1201Jr6VVX54QgO+r1eW2kJAQtW3blmYWAABAkRMnWrZzbrvNO4E0scIyU3/enKv52/Pl8lBmv6NXlJ4Z3EIxJOzwEYZhaELvKP3ft3b32Fs7HXrszBhFBnOeAv6k1v9ib7nlFr377rsqKipqzHgAAAB8zoaMEl34cYZe/qF60t4xyqaPLm+lOefEkbTD54zpHqn4sIrim73E1Ae7C0/wCAC+qNYTXLp16ybTNDV48GDdeOON6tq1qyIiIqodd+211zZogAAAAN5SVGZqxuZcvVxDlf22npGaNjhWLUJJ2OGbIoIN3ZwUpZd+yHePLUx16A9JkdxNC/iRWifuEyZMcP//7NmzPR5jGAaJOwAACAibMkt0z+pj2pFTVm1fxyibXj43jg7d8At3Jkfp5R8qejJ8n12q9RklGpbIigeAv6h14r58+fLGjAMAAMAnFDtNPbc5V/M83BYvSbf2jNSfqLLDj3SJCdbITuH6z/6KKa+LUh0k7oAfqXXift555zVmHAAAAF73XWaJ7vnfMaXZq1fZO0Ta9NJ5cbqUKjv80ITeUZbE/aM9hZpe4FS7SJsXowJQW/VaxPGHH37Q/v37JUmdOnVS3759mSMDAAD8VrHT1KwtuZr7fb6cHqrsNydFavqQWMVSZYefuqh9mJJig5V+fOpHmSm9ucOhKWe28HJkAGqjTon7Bx98oKlTp+rgwYOSJNM0ZRiG2rdvr6lTp+q3v/1towQJAADQWLZklc9l/9FDlb19ZJDmnRuvER2pssO/GYah8clRmrw+xz325g6HHu4fo1AbBTjA19U6cX/nnXd03333KSkpSc8884x69Ogh0zS1a9cuvfXWW7rrrrtUUlKim266qTHjBQAAaBAlTlOztubpxW15HqvsNyVF6tnBsYoLo8qOwHBDj0hN25Sr/LLyE/5IoUsf7y3UmO6RXo4MwMnUOnGfM2eOBg4cqH//+98KD7dedR4/frxGjRqlOXPmkLgDAACftyWrfC77j8eqV9nbRQZp3jnxuqwTVXYElhahQboxKVKLUh3usUWpDhJ3wA/U+hLygQMH9Nvf/rZa0i5J4eHhGjt2rPsWegAAAF9U4jT15825uvTfmR6T9ht7RGrtNYkk7QhY45OjLNvrM0q0JavES9EAqK1aJ+7Jyck6dOhQjfsPHjyoXr16NUhQAAAADW3b0RJd8u9MzdpS/db4thFBem94Sy04P55b4xHQesaF6KL21mXgFqU5ajgagK+o9V+madOmacmSJfrwww+r7fvggw/01ltv6U9/+lODBgcAAHCqSpymZmzO1SXLM/VDdmm1/WNPi9C6axM1slOEF6IDmt6E3taq+9LdBcoucnopGgC1Ues57i+//LJatWqlO++8U4899pi6desmwzC0e/duZWZm6rTTTtNLL72kl156yf0YwzD0z3/+s1ECBwAAOJnvs0t1z+pj+t5Dwp4YEaQXz4nTqM4k7GheLu8Yrk7RNu3PL0/Wi53S2+kFeqBfjJcjA1CTWifuaWlpMgxDHTt2lCT3fPawsDB17NhRxcXF2rFjh+UxrO0OAEDgKZg719shnFSpy9ScbXmavSVPZR46xv+ue4RmDotTPLfFoxmyBRkalxylqRtz3WOL0xy6r2+0bEF8fgd8Ua0T9++//74x4wAAAH6i9LbbvB3CCW3PLtXdq49pm4cqe5uIIM05O06ju1BlR/N2c1KkZmzO1a93yO/Pd+qz/UW6kn8bgE/iMjMAAAgIpS5Ts7fk6qLlGR6T9jHdI7TumjYk7YCkluG2asvA0aQO8F0k7gAAwO/9eKxUw/+dqWc356nUZd2XEB6kty9pqcUXtlTLcJt3AgR80PgqTepWHSzWDnv1i14AvI/EHQAA+K0yl6kXtubpwo8ztPVo9YTjum4RWndtG/2GKjtQzRmtQjWsTahlbHEqVXfAF5G4AwAAv5R6rFQjPsnUn77LrVZlbx0epCUXt9TrF7VUK6rsQI2qVt3//lOBcktcNRwNwFtq3ZwOAABAkoK2bLFsuwYMaNLXL3OZevmHfM3YnCtP+cU1XSP0/Nmxak3CDpzUb7pEqG1Ejg4Xlv9jyi8z9fefCnRXn2gvRwagMhJ3AABQJzEXXWTZzrHbm+y10+ylunf1MW3Kqn5bfKuwIL1wdpyu6cZt8UBthdoM3dYrSs9tyXOPLUp1aHzvKAWxtDPgM+p8q3xhYaHWrFmjjz76SFlZWY0REwAAgIXTZWre9+Vz2T0l7Vd1Cde6a9uQtAP1cFuvKAVXytF/yi3TNweLvRcQgGrqlLi/+uqr6tWrl0aPHq3bb79d27dvlyQdPXpUnTt31ltvvVXr5+rXr5/i4uKqff3ud7+TJM2YMaPavp49e1qewzRNzZgxQ8nJyWrbtq2uvPJKpaam1uVbAgAAPm6nvVSXf5qpqRtzVey07msZFqTXL4zXkotbKiGCW+OB+mgbaat20euvNKkDfEqtE/d33nlHU6ZM0fDhw/Xyyy/LNE33vlatWuniiy/Whx9+WOsXXrlypXbs2OH++uabb2QYhq655hr3MUlJSZZj1qxZY3mOefPmaf78+Zo5c6ZWrFihhIQEXXvttcrLy6v6cgAAwM84XaZe+j5P53+coY2Z1avsozuXV9mv6x4pg1t6gVMyPtnapO7z/UXak1fmpWgAVFXrOe7z58/X5Zdfrtdff13Z2dnV9g8YMECLFi2q9Qu3bt3asv32228rJibGkrgHBwcrMTHR4+NN09SCBQs0ceJEXX311ZKkBQsWKCkpSUuXLtXtt99e61gAAIBvSc8p1b2r7UrJLKm2Lz7M0Oxhcbq+WwQJO9BAhrQJVf+WIdqWXX6RzJT0eppD0wbHejewZiSnxKVipymbIdkMQ7YgKdgwZDOk4CDRc6CZq3XivmvXLo0fP77G/a1atdLRo0frFYRpmnr77bc1duxYRUZGusf37Nmj3r17KyQkRIMGDdLTTz+trl27SpL27t2rI0eO6JJLLnEfHxERoXPOOUfr168ncQcAwA85XaZe+TFfz36XqyJn9f2jOofrxbPjlBjJbfFAQzIMQxP6ROm+/1U0m3xrp0OPnRmjyGBWkG5opS5T27NLlZJRoo2ZJUrJLNGePA+/9KoINlSR0AepPKl3J/eGgoxfjzEUbKh8O8ioOO7Xx7jHyi8IBAeVXywov0BgvWBgq/T8lS8iBBvW57JVes6KCw8VsdiqxhxU9fXLx3+N2dNY1Zgsr28ooC/m1jpxj4mJUU5OTo37d+3aVa2KXlsrV67U3r17dfPNN7vHBg0apFdeeUVJSUnKysrS7Nmzddlll2ndunVq2bKljhw5IklKSEiwPFdCQoIOHTp0wtdLT0+vV5zwf/zs4S84VxsH72vDGFRlu6He172FhqbtDNW2vOpJeYtgU490L9HIhALlHshWboO8ou/iXIU3nOGUYoMjlFNWnvzYS0y9snaPrm7rOaHkPK29rBLphzybvs8N0vd5QfoxP0jFrronmWWmVOaUimVWGjVrPL65sclU0PEk/tevuX2CJD84V5OSkk64v9aJ+wUXXKB33nlHd999d7V9Bw4c0JIlS9y3rNfVkiVLdNZZZ6l///7usREjRliOGTRokAYMGKB3331X9913n3u86lUV0zRPeqXlZG8KAlN6ejo/e/gFztXGwfvaeE71fXW6TL2a6tCftuR4rLJf0SlcL54Tp7bNpMrOuQpvui0vR/N+yHdvf5QdrYfPS6j2+ZrztGYlTlM/ZJcqJbNEGzJKtCGzRPvyT15Nx6lzypDTlEorXcswFRj5X60T9yeffFKXXnqpLrroIl1zzTUyDENffvmlVq5cqTfffFMhISGaPHlynQPIzMzUp59+queff/6Ex0VHRys5OVm7d++WJPfc94yMDHXs2NF9XFZWVrUqPAAA8E27c8t07/+Oae2R6nPZY0MNzRoWp991Zy470FTuSI7Sy9vz5Tqe+HyfXap1GSU6OzHMu4H5sEMFTqVklCfpGzNLtOVoiceLkCcTbEjxYUFymlKZacrlKv+v05TKXNTV68sWIH8+ap24d+/eXZ999pkee+wxzZw5U6Zpav78+ZLKq/Fz5sxRhw4d6hzAO++8o7CwMF133XUnPK6oqEjp6ek6//zzJUldunRRYmKiVq5cqbPOOst9zNq1azVt2rQ6xwEAAJqOyzT11x8dmrYpV4XO6h9HL+8UrrnnxKldM6myA76iS0ywRnYK16f7itxji1IdJO7HFTtNbTtaXk3feLya/oujftX0thFBGtwmVEMSQjWoTagGtApVRHDNWabreBLvrJTQO13HE/vj/192fL/TPP7/lY+pdKzLNFXmkmXcWXnMNOU6fsGgYvzX4yo9ptJrVTxPpVgsMZrHY6/y+sfH3TG7PLy+qSoXMjzEUsOVDZsRGJc8ap24S1KvXr304Ycfym63a/fu3XK5XOratWu957abpqm33npL1113nWJiYiz7nnzySY0cOVIdO3Z0z3EvKCjQjTfeKKn8Fvm7775bL7zwgpKSktSjRw89//zzioqK0pgxY+oVDwAAaHw/H6+yr/FQZW8Ramjm0DjdcBpVdsBbJvSOsiTuH+8p1KECZ7O8kPZLfpk2ZpYqJbNYGzJKtPVoqUpcdX+ekCDpjFYhGpRQnqgPbhOqjlG2Ov2eCzrepC0kSJL4/ViV+WuyX+kihMuUDu3d5e3QGkSdEvdfxcXFuavcpmnK4XAoKirqJI+qbvXq1dq9e7fHZeQOHjyocePG6ejRo2rdurUGDRqkL7/8Up07d3Yf88ADD6iwsFCTJk2S3W7XwIEDtWzZsmoXAQAAgPe5TFOLUh16ZlOuCsqqV0Au6ximuefEq31U80sOAF9yYbsw9YwN1s6c8nXcy0zpjR0OPX5mCy9H1riKykxtPVrinpu+MbNEBwvqkaVL6hBp06A2IRqcEHp8qb1QhZ+gmo5TZ/zaab58yz2eGSBve60T948//libNm3SM8884x6bO3euZs6cqeLiYl1++eV67bXXLMu5ncwFF1wgu93ucd/rr79+0scbhqEpU6ZoypQptX5NAADQ9PbklVfZvz3socoeYmjG0Fj9vkckVXbABxiGofG9ozRpXcWKUm/ucOiR/jEKDZAJw6Zpar/D6W4etyGjRNuyS1Vajzw9NEga0Kq8ij74eDW9Axcg0cBqnbjPnz9fp512mnt78+bNmjZtms455xz17NlTb7/9tubNm0cSDQAA3FymqdfSHPrjxlw5PFTZh3cI07xz4/mQC/iYG3pEatqmXOUdb8+dUejSx3sLNaZ77Yt0vqSwzNTmrONrph9P1o8U1q+a3jHKpiFtQstve28Tqn4tQxQWIBc04Ltqnbj/9NNPuvbaa93bS5cuVcuWLfXBBx8oLCxMwcHBWrZsGYk7AAABruTWW2t13J68Mt33v2P6Xw1V9meHxOoPSVTZAV8UExKkG3tEamGqwz228EeHXyTupmlqb355Nf3X295/yC6Vh2uHJxVuk85sXZ6k/1pNb45z/eF9tU7cCwoKLLfBr1ixQpdeeqnCwso7TPbr109/+9vfGj5CAADgUwrnzTvhfpdp6o0dDj29wXOV/ZL2YXrp3Dh1jK5Xqx0ATWRccpQlcU/JLNGWrBINaB3qxaiqc5S6tPloaXmifnxuemZR/arpnaPLq+mDjyfqp7cMCZjpAfBvtf6L2aFDB23evFm33HKLdu3apbS0NE2cONG9Pzs7W+Hh4Y0SJAAA8A9788r0f9/a9d9DxdX2xRyvst9MlR3wCz3jQnRx+zCtPFjx73lRmkPzz/Ne4m6apn7Oc7oT9JSMEm0/VlrjUmAnEmEzdGbrEHclfXBCqBKppsNH1TpxHzt2rGbMmKFDhw4pLS1NcXFxGjlypHv/d999px49ejRKkAAAwLeZpqk3dxToqQ05yvdQZb+ofZhePjdOnaiyA35lQu8oS+K+dHeBpg1quu7y+aUubcosLU/Sj6+dfrS4ftX0bjE2S5Let2WIQoK4iAj/UOu/ng899JCKi4v1xRdfqEOHDvrLX/6i2NhYSdKxY8e0Zs0a3XPPPY0WKAAA8E378st0/7d2rTpYvcoeHWxo+pBY3dqTKjvgjy7rGK7O0Tbty3dKkoqd0ts7C3RlRMO/lmma+im3zN3pPSWjRKn2MrnqUU2PDDZ0VusQ923vgxJClRBBNR3+q9aJu81m05NPPqknn3yy2r74+Hilp6c3aGAAAMC3maapt3YW6MkNOe7O05Vd2C5ML58Xp85U2QG/ZQsyNC45Sk9vzHWPLU5zaOSAU3/u3BKXvsuqmJe+IbNEx4rrkaVLOq2FtZreJz5EwVTTEUDq9Zc0JydHv/zyiySpY8eO7so7AABoHvbnl+mBb+1a4aHKHhVs6E+DY3V7L6rsQCC4uWeU/rw5V0XlRXf94nBqdbZNyXV4DpdpKj2nrCJJP15Nr0+aHh1saGClLu+DEkLUKpxqOgJbnRL37777Tk888YRSUlJkmuX/zAzD0NChQzV9+nSdddZZjRIkAADwDaZpKi4+XrGSvj4+Zry43b3/gnblc9m7xFBlBwJFfFiQfts9Um+nF7jH/nkwWONP8Bh7sUubskrct71vzCxRTkn9qulJscEafHzN9EEJoeodFywb1XQ0M7X+q7pp0yZdeeWVCgkJ0S233KJevXrJNE3t3LlTS5cu1ZVXXqlPPvmE5B0AgAB1wOHUA98e05ce9kUFG3pmUAvdkRylIKrsQMAZ3zvKkrhvyLFph71UveJC5DJNpdnL3F3eN2aWKM1eVq/XaRFyvJpeaW56fFhQQ30bgN+qdeI+ffp0JSQk6IsvvlC7du0s+yZPnqzLLrtM06dP17Jlyxo8SAAA4D2maeqdnwr0+Poc5XqYy35e21D95bx4daXKDgSs/q1CdXZiqNYeKXGP3f+tXZHBhjZllnj83VAbyXHBlrnpveKCufgHeFDrv7AbN27UQw89VC1pl6R27drpjjvu0Jw5cxo0OAAA4F0HHU5NXHNMX/xSfS77rz4e2ZoP2kAzMD45ypK4r88oOcHR1cWGGhp0fG76kDahOqt1qOKopgO1UuvE3TRN2Ww1N30ICgpyz3sHAAD+zTRNvftTgaak5Cj3JPNSSdqB5uE3XSPUNiVHhwtPvo66Ial3XPDx5nHliXpSLNV0oL5qnbifeeaZevPNN3XzzTcrPj7esu/YsWNasmQJ89sBAAgAhwqcmvjtMX3uocoeYeNDN9BchQQZ+n99ovXHTbnV9sWHGe456b9W01uEUk0HGkqtE/fHH39c11xzjQYNGqTf//73SkpKkiTt3LlT7733nvLy8vTKK680WqAAAKBxmaap93YV6rH1do/dn89ODNX88+Kl+70QHACfcN/p0copcWn1vhz1axvjnp/eo0Uwyz8CjajWifvZZ5+tZcuW6YknntBf/vIXy74BAwbo2Wef1bBhwxo8QAAA0PgOFzg1cY1dn+0vqrYvwmboqYEt9P/60DEeaO6CgwxNHRSr9NgMJSV19nY4QLNRp/av5557rlatWqWMjAzt27dPktS5c2e1adOmUYIDAACNyzRN/XN3oR5dZ5fdQ5V9WJvyKvtpsXSMBwDAW+r1V7hNmzYk6wAA+Lkjx6vs//FQZQ+3SU+e1UJ394mWLYgqOwAA3lRj4v7tt9/W6wnPPffcegcDAAAan2maWrq7UJPX23WsuHqVfUhCqOafve1E+AAAIABJREFUH6ek2BAvRAcAAKqqMXEfPXp0nRpMmKYpwzCUnZ3dIIEBAICGl1Ho1INr7PpkX/Uqe9jxKvs9VNkBAPApNSbuy5cvb8o4AABAIzJNU8t+LtSkdTnKLq6+BvPghBDNPy9ePeOosgMA4GtqTNzPO++8powDAAA0ksxCpx5aa9fyvZ6r7E+c2UL39qXKDgCAr6p1czqHw6Hs7Gx16tTJ4/79+/erVatWioyMbLDgAADAqfnw5wI9vNZzlX1g6xC9cn68etWxyu4844yGCg8AANRCrRP3xx9/XN99951Wr17tcf9NN92kwYMH64UXXmiw4AAAQP1kFTn18Fq7PtpTvcoeGiQ9fmYL3Xd6tILrUWXP/+abhggRAADUUq0T95UrV+qmm26qcf/o0aP17rvvNkhQAACg/v71c6EeXmvXUQ9V9jNbh+iV8+LVO5657AAA+ItaJ+5HjhxR27Zta9yfmJiow4cPN0hQAACg7o4WOfXI2hx9uKew2r7QIOmxM1vo/npW2QEAgPfUOnFv3bq1UlNTa9yfmpqq2NjYBgkKAADUzUd7yqvsWUXVq+wDWpXPZe9DlR0AAL8UVNsDR4wYoSVLlmj9+vXV9m3YsEFLlizRiBEjGjQ4AABwYtlFTt25Klu3rsyulrSHBJWvy/7l6ASSdgAA/FitK+5TpkzRl19+qVGjRmn48OHq06ePDMPQ9u3b9dVXXykxMVFPPPFEY8YKAAAqWb63UA+tsSvTQ5X9jFblc9n7tiRhBwDA39U6cU9MTNTKlSs1depUffLJJ/riiy8kSTExMRo7dqymTp2qxMTERgsUAACUyy5y6tH1OXp/d/W57CFB0qQzYvRg/xiFNNJc9ugLL7Rs02UeAIDGVevEXZLatGmjBQsWyDRNZWVlyTRNJSQkyDBocgMAQFP4ZG+hHlxrV0Zh9Sp7v5YhWnB+vE5v5Cq7bevWRn1+AABgVafE/VeGYSghIaGhYwEAADU4VuzSo+vt+ueu6lX2YEOaNCBGDzVilR0AAHhPvRJ3AADQdP6zr1AT19h1xEOV/fSWIXrlvDj1bxXqhcgAAEBTIHEHAOD/t3ff4U3V/f/HX2m66aQtZe8pspEiCCIg3g4QEMStKILiwluQIYp74AIVBQVR+eGtgCjwFRXQioDIUBm3CHeRVZC2tDTdMzm/PwrRkBRaTJu2eT6uq5fmc05P3kk/lLx4n/M5VZSlwKYpWyz6pJQu+yOdQvVIx1D5m+myAwBQkxHcAQCogr5JzNeEH9N1PNe5y35BpK/e6ROpTnTZAQDwCgR3AACqEEuBTVO3Zug/+3OdtplN0r87hmpSJ7rsAAB4E4I7AABVxNqj+XpoU7r+dNVlj/DV230i1TmaLjsAAN6m1OCemJh4Xgds1KjReRcDAIA3yii0adrWDC1OcN1lf7hDqCZ1DlUAXXYAALxSqcG9Y8eO53V/9pMnT/6jggAA8CbfHsvXgxstOpZrddrWNqLkWvYudNkBAPBqpQb3t956yyG4G4ahuXPn6siRI7r++uvVsmVLGYah/fv3a9myZWrcuLHGjRtXKUUDAFDdZRTaNH1rhha56LL7mKQJHUI0uXMYXXYAAFB6cL/55psdHs+aNUu5ubn69ddfVbt2bYdtU6ZM0aBBg5SWllYxVQIAUIN8dyxfD5TSZW8TXnIte7cYuuwAAKCET1l3nD9/vu644w6n0C5J0dHRuv322/Xee++5tTgAAGqSzEKbHtqUruFr0pxC++ku+/ohdQjtAADAQZlXlU9NTVVRUVGp24uLi5WamuqWogAAqGm+/zNf92+06GiOc5e99akue3cCOwAAcKHMHfeOHTtq/vz5Onz4sNO2Q4cOaf78+erYsaNbiwMAoLrLKrLp4R/TNfSbNKfQ7mOSHrywpMtOaAcAAKUpc8f9ueee07Bhw9SjRw9deeWVatmypSQpISFBX3/9tXx9ffXss89WWKEAAFQ36//M1/2bLErMdu6ytwzz1dt9ItSjToAHKvtnMiwWT5cAAIBXKXNwv+iii/Ttt9/q2Wef1dq1a7VixQpJUnBwsAYNGqRp06apXbt2FVYoAADVRXaRTTO2Z2rB3hynbSZJ97UP0WNdwxTky4rxAADg3Moc3CWpTZs2WrRokWw2m1JTU2UYhmJiYuTjU+Yz7gEAqNF+OF6g+zem64iLLnuLMLPmXBKpnrHVr8sOAAA8p1zB/TTDMOTr66uwsDBCOwAAKumyP7U9U++V0mW/t30tTe8apmBf/t4EAADlU65PD7/88ouGDh2q+vXrq2XLltq0aZMkKS0tTddff73Wr19fIUUCAFCVbUwqUO8vUlyG9uahZq2+KlrP94ggtAMAgPNS5k8QW7du1VVXXaWDBw/qhhtukGEY9m1RUVHKzs7WokWLKqRIAACqopwimx79yaJrvkrV4TNOjTdJuueCWto4tI4u5tR4AADwD5T5VPlnnnlGLVq00LfffqucnBx99NFHDtv79OmjTz/91O0FAgBQFW1KKrmW/WCW87XszUJLrmXvVbdmBvaghx5yeJw3e7aHKgEAwDuUObj/8ssvmj59ugIDA5Wbm+u0vUGDBkpOTnZrcQAAVDU5RTY9/XOm3v09R4aL7WPb1dKMbmGq5VdzT4v3//BDh8cEdwAAKlaZg7uPj89ZF6JLTk5WUFCQW4oCAKAq2pxcoPs2pOuAiy5701Cz3rokUpfU0C47AADwnDK3Azp37qyvv/7a5bbCwkItXbpUPXr0cFthAABUFbnFNk3dYtFVq1Ndhva729bSxmvrENoBAECFKHNw//e//60ffvhB999/v3bv3i1JSkpK0rp16zRkyBAdPHhQjzzySIUVCgCAJ2xJLlCfFSl6Z4/zqfGNQ8xa+a9ovXxxhEJq8KnxAADAs8r8KeOyyy7TvHnz9OWXX2rYsGGSpHvvvVcjR47U3r17NX/+fF100UVlfuIOHTooIiLC6ev666+37zN//nx17NhRsbGxuvTSS/Xjjz86HKOgoECTJk1S8+bNVb9+fd1www06duxYmWsAAKA0ecWGHtuaoX+tTtUfmc5d9rva1tKPQ+uobz267AAAoGKV+Rp3SRoxYoSuuuoqxcfH648//pDNZlOzZs00YMAAhYSElOuJ4+PjZbX+9UEoKSlJ/fr109ChQyVJy5cv15QpU/Tqq6+qZ8+emj9/vkaOHKmffvpJjRo1kiRNnTpVq1ev1oIFCxQZGanHHntMo0aN0vr162U2m8tVDwAAp21NKdD4DRbtzyx22tYoxKy3ekfq0voEdgAAUDnKHNw3bdqkNm3aKDo6WldffbXT9rS0NO3du1e9e/cu0/Gio6MdHi9atEihoaH24D5nzhzddNNNuv322yVJL7/8sr799lu9//77mjFjhjIyMrRo0SLNmTNHl112mSRp3rx56tChg77//nsNGDCgrC8NAABJJV3253/N1JzfsmVzsWT8nW1q6amLwhTKafEAAKASlfmTx+DBgxUfH1/q9vXr12vw4MHnVYRhGFq0aJFGjRql4OBgFRYWaseOHerfv7/Dfv3799eWLVskSTt27FBRUZHDPg0bNlSbNm3s+wAAUFbbUgp16coUvflf59DesJZZX1wRpdd6RRDaAQBApStzx90wXN2t9i+FhYVnvV3c2cTHx+vw4cO69dZbJZV0761Wq2JiYhz2i4mJUUpKiiQpJSVFZrNZUVFRpe5TmoSEhPOqE9UfP3tUF8zViuHqfS2wSe8e9tP/O+Yrm0xO24fVLdKDTXMVkpMlfiwlup/xmPnqfrynqA6Yp6guqsNcbdWq1Vm3nzW4Z2ZmKiMjw/745MmTSkxMdNrPYrHos88+U7169c6ryA8//FBdu3ZVx44dHcZNJscPUIZhOI2dqSz7nOtNQc2UkJDAzx7VAnO1Yrh6X38+UajxG9K1L8P5WvaGtcx6o3eE+jcIrKwSqy3mq3vxOwDVAfMU1UVNmatnDe5vv/22Zs6cKakkRE+dOlVTp051ua9hGHr88cfLXcCJEye0evVqvfLKK/axqKgomc1mp855amqqvQtfp04dWa1WpaWlOVwvn5qaql69epW7DgCA9yiwGnrx10zNdnFavCTd1jpYz1wUrnB/TosHAACed9bg3q9fPwUGBsowDD399NMaPny4OnTo4LCPyWRScHCwunTpou7dzzx57twWL16sgIAADR8+3D7m7++vzp07Kz4+3r5YnVRySv2QIUMkSZ07d5afn5/i4+M1cuRISdKxY8e0b98+xcXFlbsOAIB3+OVEocZvTNdei3OXvUGwWW9cEqEBdNkBAEAVctbg3rNnT/Xs2VNSyT3TBw8erPbt27vtyQ3D0EcffaThw4crNDTUYdt9992ncePGqVu3boqLi9P777+vpKQkjR49WpIUHh6uW2+9VU888YRiYmLst4Nr3769+vXr57YaAQA1Q6FNeubnDM3anS2riy77La2C9VwPuuwAAKDqKfPidFOmTHE5npSUJIvForZt25b7yTds2KADBw7ovffec9o2fPhwnTx5Ui+//LKSk5PVrl07LVmyRI0bN7bv8/zzz8tsNmv06NHKz89X3759NXfuXO7hDgBwsCO1UHftCNQfudlO2+oF++iN3pG6vCFddgAAUDWZLBbL2ZeLP+WDDz7Q5s2bNW/ePPvYI488ooULF0qS2rdvry+++MJplXegqqgpC1Og5mOuuk+h1dDMnVl6fVeWyy77TS2D9XyPcEUE0GUvD58dOxwe2zp39lAlNRO/A1AdME9RXdSUuVrmTyoffPCBw+nsP/zwg95//32NGDFCTzzxhA4ePOiwwBwAAJ60I7VQ/Val6JWdzqG9bpCPPh0Ypbf7RBLaz4Otc2eHLwAAULHKfKr84cOHdcstt9gff/HFF2rQoIHmzp0rHx8fZWRk6PPPP9cLL7xQIYUCAFAWhVZDr+zK0qsuArsk3dAiSC/GRRDYAQBAtVHm4F5YWCg/Pz/74/j4eA0cOFA+PiUffJo3b66kpCT3VwgAQBntSivU+I0W/fdkkdO2aH+b3uwTrSsbB3mgMgAAgPNX5nZDkyZN9P3330uSfvnlFx06dEj9+/e3b09JSXFaGR4AgMpQZCu5L3v/VSdchvbrWwTpky75hHYAAFAtlbnjfuedd2rSpEnat2+f/vzzTzVo0ECXX365fftPP/10XivLAwDwT+w+WaTxG9K120Vgjw3y0eu9InRV4yAlJKR5oDoAAIB/rszBfcyYMfL399eaNWvUqVMnTZgwQUFBJZ2L9PR0nThxQnfeeWeFFQoAwN8V2Qy9vitLM3dkqdjFtewjmwfppbhw1Q7kFqHu5vfBBw6Pi+64wxNlAADgNcoc3CXptttu02233eY0HhkZaT+NHgCAivbbySKN35iunWnOXfaYwJIu+zVNOC2+ogRPmODwOIPgDgBAhSpXcAcAwJOKbIZm7crSzJ1ZKrI5bx/RPEgz6bIDAIAapszBffDgwefcx2QyaeXKlf+oIAAAXNmTXnIt+w4XXfboQB+9dnGEhjSlyw4AAGqeMgd3m80mk8nkMGa1WpWYmKhjx46pefPmqlevntsLBAB4t2Kbodm7s/XSjkwVuuiyD28WpJd7hiuKLjsAAKihyhzcv/zyy7Nue/jhh7Vw4UK3FAUAgCTttRTp3g3p+jXVucseFeCj13pF6Fq67AAAoIYr833cz+bqq6/WiBEjNG3aNHccDgDg5YpPrRjfd0WKy9A+tGmQtgyvQ2gHAABewW2L07Vu3VofnHF7GAAAymuvpUj3bUjXzy4Ce+0AH716cbiGNQv2QGUAAACe4bbgvnbtWoWFhbnrcAAAL2O1GXrrt2w9/2umCqzO24c0CdSrF0coJohr2QEAgHcpc3B/6aWXXI5nZGRo48aN2r17tyZOnOi2wgAA3uN/lpL7sm8/4brL/nLPcA1vFuS0SCoAAIA3KHNwf/HFF12OR0REqHnz5nrjjTd0yy23uK0wAEDNZ7UZevu3bD1bSpf9msaBeq1XhOrQZQcAAF6szME9PT29IusAAHiZhIwi3bfBoq0nCp22RQaYNDMuQiOa02UHAABw2zXuAACUhdVm6O092Xrul0zlu+iyX9U4UK9fHKHYYLrsAAAAEsEdAFCJ9mcU6b6NFm1Jce6yR/ib9FLPCF1Plx0AAMBBqcE9MjJSPj4+On78uPz9/RUZGVmmD1Jms1lRUVG69NJL9dxzzyk6OtqtBQMAqh+rzdDc33P0zM8ZLrvs/2oUqFm9IlSXLjsAAICTUoP7o48+KpPJJF9fX4fH52K1WpWUlKQVK1YoKytLH3/8sfuqBQBUOwcyi3XfxnRtTnbusof7m/RSXIRGtaDLXp3kzprl6RIAAPAqpQb3qVOnnvXxubRu3Vovv/zy+VUFAKj2bIaheXty9PTPmcqzGk7br2gYoFm9I1WPLnu1U3THHZ4uAQAAr1Jh17gPHjxYUVFRFXV4AEAVdvBUl/1HF132MH+TXuwRrhtbBtNlBwAAKINSg/t//vOf8zrgjTfeKElq2rSpmjZtel7HAABUTzbD0Hu/5+ipnzOVW+zcZb+8QYBm945U/Vp02QEAAMqq1OA+fvx4p7HTnRHDMFyOS38FdwCAdzmUVdJl35TkosvuZ9LzceG6mS47AABAuZUa3Hfu3OnwOCsrS/fcc49CQ0M1btw4tWzZUoZhaP/+/Zo3b55ycnI0d+7cCi8YAFC12AxDC/bm6Mntmcpx0WUf0CBAs3tFqGEIdyAFAAA4H6V+imrcuLHD4wcffFCRkZFasWKFQ7fkwgsv1JAhQ3Tttddq3rx5mj17dsVVCwCoUg5lFeuBjenaUEqX/dke4bq1FV32msZnxw6Hx7bOnT1UCQAA3sGnrDuuWrVKgwcPdvnhy8fHR0OGDNGqVavcWhwAoGoq6bJnq/cXKS5De//6AfpxaB3d1roWob0GCu3Xz+ELAABUrDKft1hcXKwjR46Uuv3QoUMqKipyS1EAgKrrSHaxHtho0frjBU7bQv1MevaicN3Wmi47AACAu5S5496/f3+9++67Wrp0qcPidIZhaMmSJZo/f74GDBhQIUUCADzPMAwt3JujXp+nuAzt/U512W9vQ5cdAADAncrccZ85c6b27t2rcePGafr06WrWrJlMJpMOHDiglJQUtWrVSi+++GJF1goA8JAj2cV6cJNF3//pHNhDfE165qJw3dGGLjsAAEBFKHNwj42N1Q8//KAPPvhAa9asUWJiogzD0IUXXqhBgwbp9ttvV2BgYEXWCgCoZIZh6KP/5Wr6tgxlFTmvGH9pvQC90TtCTUJZMR4AAKCilOuTVkBAgMaNG6dx48a53L5nzx5dcMEFbikMAOBZR0912b9z0WWvdarLPpouOwAAQIX7xy2SpKQkLV26VEuWLNFvv/2mkydPuqMuAICHGIahRQm5mr41Q5kuuux96vrrzUsi1ZQuOwAAQKU4r09d2dnZWrlypZYsWaKNGzfKarWqXbt2mjBhgrvrAwBUomM5Vj20KV3rjjl32YN9TXq6e5jubFtLPnTZAQAAKk2Zg7vVatW6deu0ZMkSffXVV8rLy5PJZNKYMWN03333qUmTJhVZJwCgAhmGocX7czVti+sue++6/ppDlx0AAMAjzvkJbPv27fr000/1+eefKy0tTe3atdMjjzyi7t27a+jQoerXrx+hHQCqsT9zrJrwY7rWHHXdZX+yW5jGtKPLDgAA4ClnDe7dunXTwYMH1bBhQ916660aMWKE2rdvL0k6cuRIpRQIAKgYhmHoP/tzNWVrhjILnbvsF8f66+1LItUsjC47AACAJ53109iBAwfUpEkTTZ8+XVdddZWCg4Mrqy4AQAU6nmvVhE3p+sZFlz3IbNKM7mEaS5cdAACgSvA528Y5c+aoWbNmGjdunFq3bq277rpLq1evVlFRUWXVBwBwo9Nd9p6fJ7sM7RfH+mvT0Dq654IQQjsAAEAVcdaO+0033aSbbrpJycnJWrJkiZYsWaKbb75ZYWFhuuSSS2Qymbh/LwBUE0m5Vk340aKvE/OdtgWZTXq8W5jGtaslsw+/1wEAAKqSMl24GBsbqwceeEAPPPCAfv/9d3366adatmyZDMPQ/fffr0GDBunKK6/UgAEDVKtWrYquGQBQDoZhaMmBPE3+ySKLi2vZ4+r4a84lEWoZ7ueB6lAdFd5+u6dLAADAq5R7xaF27drpySef1JNPPqkNGzbo008/1cqVK/XJJ58oMDBQx48fr4g6AQDnITnXqoc3W7T6iHOXPdAsTe8apnsvCKHLjnLJmz3b0yUAAOBV/tFSwX369FGfPn306quvavXq1VqyZIm76gIA/AOGYWjZgTw9usWi9ALnLnuPGH/N6ROhVnTZAQAAqjy33OMnICBAw4YN07Bhw9xxOADAP5CSZ9W/f7To/1x02QPM0vQuYRrfni47AABAdcHNeQGghjAMQ8sP5mnSTxk6WWBz2t49xk9vXxKp1hF02QEAAKoTgjsA1AAn8qz692aLVh123WWf1iVM99NlBwAAqJYI7gBQzX1+MFcTN2cozUWXvVu0n+b0iVRbuuwAAADVFsEdAKqp1HyrHtls0YpDzl12fx9papcwPXBhiHzpssPNwiMiHB5nWCweqgQAAO9AcAeAamjFoTw9stmi1HznLnuX6JJr2dtF0mUHAACoCQjuAFCNpOVbNXFzhj4/lOe0zc9HmtI5TA91oMsOAABQkxDcAaCaOFuXvXOUn97uE6kL6LIDAADUOAR3AKjiTuZbNemnDH120HWX/dFOoZrQMVR+dNkBAABqJII7AFRhqw7n6d8/WnTCRZe9Y+2SLvuFtemyAwAA1GQEdwCogk7mWzV5S4aWHnDusvuapEmdQ/VvuuwAAABewceTT56UlKR77rlHLVq0UGxsrOLi4rRx40b79nvvvVcREREOXwMHDnQ4RkFBgSZNmqTmzZurfv36uuGGG3Ts2LHKfikA4Dbr08zq+UWKy9Deobaf4ofU0eTOYYR2AAAAL+GxjrvFYtEVV1yhnj17asmSJYqKitLhw4cVExPjsF+/fv00b948+2N/f3+H7VOnTtXq1au1YMECRUZG6rHHHtOoUaO0fv16mc3mSnktAHC+Mgtt2p9RrITMYu3PKNaO1EKtPRYgyfHUeF+TNLFTqB7pRJcdAADA23gsuL/xxhuqW7euQyhv2rSp034BAQGKjY11eYyMjAwtWrRIc+bM0WWXXSZJmjdvnjp06KDvv/9eAwYMqJDaAaA8imyGDmcVa39msRIySgJ6Qkax/sgsVnKe87XrZ2of6at3+kSqY5T/OfcFAABAzeOx4P7ll19qwIABGj16tDZs2KC6devqtttu09133y2T6a9u0ubNm9WyZUuFh4erd+/eevzxx+1d+R07dqioqEj9+/e379+wYUO1adNGW7ZsIbgDqDSGYSg131YSzP8W0PdnFutgZrGKjfIf02ySHukUqokdQ+VvpssOAADgrTwW3A8dOqQFCxZo/PjxmjBhgnbv3q3JkydLksaOHStJGjhwoAYPHqwmTZroyJEjevbZZzVkyBB9//33CggIUEpKisxms6KiohyOHRMTo5SUlFKfOyEhoeJeGKo0fvb4p/KtUmK+SYfzfHQkz6TDuT46nGfSkTwfZVndF65bBdv0ROsCtQ3J1eEDyW47rrfjd4B7dD/jMe+r+/GeojpgnqK6qA5ztVWrVmfd7rHgbrPZ1KVLF82YMUOS1KlTJx04cEDz58+3B/frrrvOvn/79u3VuXNndejQQd98842GDBlS6rENw3Do2p/pXG8KaqaEhAR+9igTm2HoaI5Vf5w6pf309ef7M4t1NNuq82iel8rXJDUL81WLMF+1Ci/5CslK0tCuzeVzlt9jKD9+B1Qc3lf3Yq6iOmCeorqoKXPVY8E9NjZWbdq0cRhr3bq1jh49Wur31KtXT/Xr19eBAwckSXXq1JHValVaWpqio6Pt+6WmpqpXr14VUziAGiPj9MJwfzutPSGjSAcyrcqzujOeS3WCfNTyVDhveSqgtwzzVZNQX6fF5hISbIR2AAAA2HksuPfs2VP79+93GNu/f78aNWpU6vekpaXp+PHj9sXqOnfuLD8/P8XHx2vkyJGSpGPHjmnfvn2Ki4uruOIBVBtFNkOHsk4tBneqe346qJ/IP/fCcOURZDapRbivWoWVhPOWp/6/Rbivwv09evdNwK2snTp5ugQAALyKx4L7+PHjNWjQIL3yyisaPny4du3apXfffVePP/64JCk7O1svvviihgwZotjYWB05ckRPP/20YmJidM0110iSwsPDdeutt+qJJ55QTEyM/XZw7du3V79+/Tz10gBUMsMwlJJn0/7Mv1ZsT8gsCeqHss5vYbjSmCQ1CjGrVbjj6e0tw3xVv5aZTjm8Qvb69Z4uAQAAr+Kx4N61a1ctXrxYTz/9tF5++WU1bNhQ06ZN05gxYyRJZrNZe/bs0SeffKKMjAzFxsaqT58+WrhwoUJDQ+3Hef7552U2mzV69Gjl5+erb9++mjt3LvdwB2qg3GKb/si0an9GkX319v2nuueZRe49tT3c32QP5K3C/Uo66GG+ah7mqyBfwjkAAAAqj8lisbj30y5QRdWUhSlqOpthKDHb6hDKTy8OdzTH6tbn8vORmoU6ntJ+uoMeFeBz1kUuKxJztWLwvqK6YK6iOmCeorqoKXPVYx13AN7NUmD72/3Oi+z/fyCzWPnuzeeqG+Rj75iXLAznp1bhvmocYpavD91zAAAAVG0EdwAVptD6t4XhTof0U/9NdfPCcMG+Jvs15y3/tkBcizBfhbEwHAAAAKoxgjuAf8QwDCXn2RzD+akO+qEsq9x5VzWTpManFob7+y3VWob7qX6w505tBwAAACoSwR3AedmYVKCZO7K0I7XQ7QvDRQaY1CrMz35LtdP3P28W6qtAFoahECbVAAAflUlEQVQDPC7k0ksdHrPKPAAAFYvgDqDcPv0jV+M3pP+jbrq/j9Q8zNfl6e1RgdwVAqjKzDt3eroEAAC8CsEdQLnM3ZOtKVsyyrx/vWAfp1uqtQr3VSMWhgMAAADKhOAOoEwMw9CLO7L00o4sp20hvib7rdTsHfRT3fMQPxaGAwAAAP4JgjuAc7IZhqZsydC7v+c4jPv5SPP6RGpYsyAWhgMAAAAqCMEdwFkV2QzdtzFdS/7IcxgP9jXp//Wvrf4NAj1UGQAAAOAdCO4ASpVXbOiO70/qm8R8h/EIf5OWXB6lHnUCPFQZAAAA4D0I7gBcyii06cZ1afoxudBhvG6Qj5ZfEa0LIv08VBkAAADgXQjuAJycyLPqujVp2nWyyGG8aahZX1wRraah/OoAAAAAKgufvgE4OJJdrOHfpGl/ZrHD+AWRvlo+KFp1g7nHOgAAAFCZCO4A7PZZijT8mzQdy7U6jPeI8deSy6MUEcCt3QAAAIDKRnAHIEn6NbVQ161J08kCm8P4gAYB+uiy2qrF/dgBAAAAjyC4A9APxwt007o0ZRcbDuPDmgZpXt9I+Zu5RzsAAADgKbTQAC/35eE8jVyb6hTa72gdrPmXEtoBAAAATyO4A17s44Qc3RZ/UgWOl7Tr3x1D9HqvCJl9CO0AAACAp3GqPOCl3v4tW9O2ZjiNP9M9TA90CPVARQCqiwyLxdMlAADgVQjugJcxDEPP/ZqlV3ZmOYz7mKRZvSJ0W+taHqoMAAAAgCsEd8CL2AxDj/6Uofl7cxzG/X2k+ZfW1pCmQR6qDAAAAEBpCO6AlyiyGbp3Q7qWHchzGK/la9LiAbXVr36ghyoDAAAAcDYEd8AL5BbbdEf8Sa05WuAwHhlg0tLLo9U9xt9DlQEAAAA4F4I7UMNZCmy68ds0bU4udBivF+yj5YOi1S7Sz0OVAQAAACgLgjtQg6XkWTV8TZr+e7LIYbx5qFmfXxGtJqH8CgBQfkEPPeTwOG/2bA9VAgCAd+BTO1BDHc4q1rBvUnUgy/Em7RfW9tPyQVGqE2T2UGUAqjv/Dz90eExwBwCgYhHcgRpor6VIw75J1fFcm8N4zzr++mRglCICfDxUGQAAAIDyIrgDNczPJwo1Ym2q0gsMh/HLGwTow/61FexLaAcAAACqE4I7UIOs/zNfN317UjnFjqH9umZBeqdPpPzNJg9VBgAAAOB80XoDaohVh/M0cm2aU2i/q20tvduX0A4AAABUV3TcgRpg0f9y9NCPFtkcM7smdgrVY11CZTIR2gEAAIDqiuAOVHNv/jdLj2/LdBp/rke47msf4oGKAAAAALgTwR2opgzD0LO/ZOrVXdkO4z4m6c3eEbq5VS0PVQYAAADAnQjuQDVktRma+JNFC/flOoz7+0jv96uta5oEeagyAAAAAO5GcAeqmUKroXs2pGv5wTyH8RBfkxYPiNKl9QM8VBkAAACAikBwB6qRnCKbbo8/qXXHChzGawf4aNnlUeoa4++hygAAAABUFII7UE1YCmwatS5NW1IKHcbrB/vo8yui1SbCz0OVAQAAAKhIBHegGkjKtWr4mlTtSS92GG8RZtbnV0SrcQh/lAEAAICaik/7QBV3KKtYQ79J1aEsq8N4h9p+Wj4oSjFBZg9VBgAAAKAyENyBKmxPepGGf5OqpDybw/jFsf76ZGCUwv19PFQZAG+W9f33ni4BAACvQnAHqqhtKYUauTZVlkLDYfyKhgFaeFltBfsS2gF4hq1zZ0+XAACAVyG4A1VQ/LF83fzdSeUWO4b2kc2D9HafSPn5mDxUGQAAAIDKRssOqGJWHMrT9evSnEL73e1qaV5fQjsAAADgbei4A1XIR//L0YQfLbI5ZnY92jlUUzuHymQitAMAAADehuAOVBGzd2dpxvZMp/EXeoTr3vYhHqgIAAAAQFVAcAc8zDAMPfVzpmbtznYYN5ukty6J1I0tgz1UGQC45vfBBw6Pi+64wxNlAADgNQjugAdZbYb+vdmiD/+X6zAeYJYW9qutqxoHeagyAChd8IQJDo8zCO4AAFQogjvgIQVWQ+N+SNcXh/IcxkP9TPp4QJT61AvwUGUAAAAAqhKCO+AB2UU23frdScX/WeAwHhXgo88GRalztL+HKgMAAABQ1RDcgUqWXmDT9WtTte1EkcN4w1pmLR8UpdYRfh6qDAAAAEBVRHAHKtHxXKuu+yZVeyzFDuOtwn21fFCUGoXwRxIAAACAI1ICUEkOZhZr6DepOpxtdRjvFOWnzwZFKTrQ7KHKAAAAAFRlBHegEvz3ZJGuW5Oq5Dybw3jvuv76z4Aohfn7eKgyAAAAAFUdwR2oYFuSC3T9ujRlFBoO4/9qFKiF/WoryNfkocoAAAAAVAe0+YAKtO5ovoZ+4xzaR7UI0qL+hHYAAAAA50ZwByrI8gO5uvHbNOVZHUP7uHa19E6fSPn5ENoBAAAAnJtHg3tSUpLuuecetWjRQrGxsYqLi9PGjRvt2w3D0AsvvKC2bduqbt26uvrqq/X77787HMNisWjs2LFq3LixGjdurLFjx8pisVT2SwEcLNybo7vWp6vI8ZJ2Te0SqhfjwuVjIrQDAAAAKBuPBXeLxaIrrrhChmFoyZIl2rJli2bOnKmYmBj7PrNnz9acOXP00ksv6bvvvlNMTIyGDRumrKws+z5jxozRrl27tHTpUi1btky7du3SuHHjPPGSABmGodd2ZenhzRYZZ2ybGReuyZ3DZCK0AwAAACgHjy1O98Ybb6hu3bqaN2+efaxp06b2/zcMQ++8844mTJiga6+9VpL0zjvvqFWrVlq2bJlGjx6tffv2ad26dfr6668VFxcnSXr99dd15ZVXKiEhQa1atarU1wTvZhiGntieqTf/m+0wbjZJ7/SJ1PUtgj1UGQAAAIDqzGSxWM5sDFaKuLg4DRgwQMePH9eGDRtUt25d3Xbbbbr77rtlMpl06NAhde7cWd999526du1q/77rr79etWvX1ty5c7Vo0SJNnTpViYmJ9i6mYRhq2LChXnrpJd1yyy0unzshIaFSXiO8R7EhvbDfXyuTHf8tLMDH0AttC9Sntq2U7wSA6qf7RRc5PN6+bZuHKgEAoGY4V9PZYx33Q4cOacGCBRo/frwmTJig3bt3a/LkyZKksWPHKjk5WZIcTp0//fj48eOSpJSUFEVFRTmcemwymRQdHa2UlJRSn5tOvHeqqLMwCqyGxqw/qVXJ+Q7jYX4m/WdgtHrXDXD7c6Jm44yhisH76j65s2Y5POZ9dS/mKqoD5imqi5oyVz0W3G02m7p06aIZM2ZIkjp16qQDBw5o/vz5Gjt2rH2/M68HNgzDKaif6cx9gIqSVWTTLd+e1PrjBQ7j0YE++mxQlDpF+XuoMgCoOEV33OHpEgAA8CoeW5wuNjZWbdq0cRhr3bq1jh49at8uyalznpqaau/C16lTR6mpqTKMv872NwxDaWlpTp16wN1O5ls19OtUp9DesJZZX18VTWgHAAAA4BYeC+49e/bU/v37Hcb279+vRo0aSZKaNGmi2NhYxcfH27fn5+dr8+bN9oXoevTooezsbG3dutW+z9atW5WTk2PfB6gIf+ZYddVXqfo5tchhvHW4r765OkYtw/08VBkAAACAmsZjwX38+PHatm2bXnnlFR04cEBffPGF3n33XY0ZM0ZSySnw9957r2bNmqWVK1dqz549Gj9+vGrVqqURI0ZIktq0aaOBAwfq4Ycf1rZt27R161Y9/PDDuuKKK2rEdQyomv7IKNYVq09or6XYYbxLtJ++uipaDWqZPVQZAAAAgJrIY9e4d+3aVYsXL9bTTz+tl19+WQ0bNtS0adPswV2SHnroIeXl5WnSpEmyWCzq1q2bli9frtDQUPs+7733niZPnqzhw4dLkq688krNnDmz0l8PvMOutEJdtyZNJ/IdV4nvU9dfHw+MUqifx/4tDAAAAEAN5bHbwQGV7Z+uKLk5uUCj1qUps9Dxj8xVjQP1/qW1FejLgohwj5qy+mlVw/vqPj47djg8tnXu7KFKaibmKqoD5imqi5oyVz3WcQeqkzWJ+bo9/qTyrI6h/aaWwXqjd4R8fQjtALxHaL9+Do8zLBbPFAIAgJfgvF7gHJYdyNVN36Y5hfbx7WvprUsI7QAAAAAqFh134Czm/56tST9l6MzrSaZ3DdMjHUNkMhHaAQAAAFQsgjvggmEYemVnlp77Ncth3CTplYvDdVfbEM8UBgAAAMDrENyBM9gMQ9O3Zejt33Icxn1N0ty+kRrRPNhDlQEAAADwRgR34G+KbYYe3GTRx/tzHcaDzCZ9eFltDWoU6KHKAAAAAHgrgjtwSn6xobvWn9SXR/IdxsP8Tfp0YJQujg3wUGUAAAAAvBnBHZCUVWTTTevStCGp0GG8TpCPPhsUrQ61/TxUGQAAAABvR3CH10vLt2rE2jT9mlrkMN4oxKwvBkWrRTh/TAAAAAB4DokEXu1odrGGr0nT/zKKHcbbRvhq+aBo1a9l9lBlAAAAAFCC4A6vtT+jSEO/SdPRHKvDeLdoPy29PEq1AwntAAAAADyP4A6vtCO1UCPWpik13+Ywfmm9AP2/AbUV6ufjocoAAAAAwBHBHV5nU1KBblyXpswiw2F8cJNAzb+0tgLMJg9VBgAAAADOaCvCq3ydmKfr1qQ6hfZbWgVrYT9COwAAAICqh447vMZXKWY9lXBSVsfMrgcuDNHT3cNkMhHaAaAsCm+/3dMlAADgVQjuqNGKbIZ+O1mkL4/k6+X/BThtn9EtTBM6hBDaAaAc8mbP9nQJAAB4FYI7apTjuVZtSynU9hOF2naiUDtSi5R3ZotdkknSaxdHaHTbWpVfJAAAAACUA8Ed1VZesaGdaSUB/ecTRdp+otDp1m6u+PlI8/pEanjz4EqoEgAAAAD+GYI7qgXDMHQoy6ptpzrp208UandakYqdm+lnVcvXpA8vq62BDQMrplAAAAAAcDOCO6qkzEKbfk0t1LYTRSVBPaVQaQW2c3+jC3WDfNQ9xl/NfDJ1X1xj1Q02u7laAAAAAKg4BHd4nM0wtM9SbO+kb08p1O+WYpWzmS5JCjBLnaP81T3GXxfF+Kt7jJ8a1DLLZDIpIeEkoR0AAABAtUNwR6VLzbeeCugl3fRfUwud7qteVk1DzacCeklQv7C2n/y5FzsAVKjwiAiHxxkWi4cqAQDAOxDcUaEKrYZ+Sy9yWOn9YNa5F5BzJcTXpK4x/rooxk/dT4X1mCA66AAAAABqNoI73OpYTkk3/XRQ35FWqPzzy+lqG+H7t1Pe/dU2wldmH7rpAAAAALwLwR3nLbfYpp1pRdqe8tdK73/mnt8CcrUDfBw66V2i/RUR4OPmigEAAACg+iG4o0wMw9CBTOtfC8idKNR/T5b/dmyS5GuSLqztV9JJr1PSUW8WWrKAHAAAAADAEcEdLmUU2vTL3+6Zvv1EkU6e5+3Y6gX76KLTp7zX8VenKD8F+9JNBwAAAICyILhDVpuhvZZi++Jx208Uat953o4t8O+3Y6tT8t8GtVhADgAAAADOF8HdC53Is9pPd992oki/nChU9vmc8y6peahZ3ev4q3t0SVBvH8nt2AAAAADAnQjuNVyh1dDuk0X2Tvq2lEIdzj6/Zd5D/Uzq9rd7pneL8VN0IN10AAAAAKhIBPcaxDAMHT19O7YThdqeUqSdJwtVcB453SSpXYRvSTf9VFBvHc7t2AAAAACgshHcq7GcIpt2pBU53Dc9Ke/8FpCLCvCxr/B+UYyfukT7K8yfBeQAAAAAwNMI7tWEYRj6I7NY2078FdR/Sy+S9Txvx9Yxyk/dYvztq7035XZsAAAAAFAlEdyrKEuBTT+nlgT0n0+d+m4pPL8F5BrWMqt7jL+6x5TcO71jlL+CfAnpAAAAAFAdENyroG+P5eu6NWnn9b1BZpM6R5cE9O6nvupzOzYAAAAAqLYI7lXQBZF+Zd63RZjZvnhc9xh/ta/tJz8WkAMAVCBrp06eLgEAAK9CcK+C6gWb1bCWWUdzHJeDDzvjdmzdY/xUm9uxAQAqWfb69Z4uAQAAr0Jwr6J6xvrr9/SikoB+arX3VuG+8mEBOQAAAADwKgT3KurdvpGEdAAAAACAuFF3FUVoBwAAAABIBHcAAAAAAKo0gjsAAAAAAFUY17gDAIByCbn0UofHrDIPAEDFIrgDAIByMe/c6ekSAADwKpwqDwAAAABAFUZwBwAAAACgCiO4AwAAAABQhRHcAQAAAACowgjuAAAAAABUYQR3AAAAAACqMII7AAAAAABVGMEdAAAAAIAqjOAOAAAAAEAVRnAHAAAAAKAKI7gDAAAAAFCFEdwBAAAAAKjCTBaLxfB0EQAAAAAAwDU67gAAAAAAVGEEdwAAAAAAqjCCOwAAAAAAVRjBHQAAAACAKozgDgAAAABAFUZwBwAAAACgCiO4w61ee+01XXbZZWrUqJFatGihUaNGac+ePQ77GIahF154QW3btlXdunV19dVX6/fff7dvP3z4sO6//3516tRJdevWVadOnfTUU08pLy/P4TiJiYkaNWqU6tevr+bNm+vRRx9VYWHhOWtcsWKF4uLiVKdOHcXFxWnVqlUO21euXKnhw4erRYsWioiI0IYNG855zLLWvH79eg0aNEgNGzZUmzZtNGPGDBUXF5/z+HA/b52rNptNN9xwgy688ELFxsaqTZs2Gjt2rP7880+H/SZPnqx+/fopNjZWHTp0OOdxT6vu72tRUZFmzJihXr16qX79+mrTpo3GjBmjxMTEcx7XYrFo7Nixaty4sRo3bqyxY8fKYrHYt+fn5+vee+9Vr169FB0drauvvvqcx0TFYJ6WPk/37t2ra665Rq1atVJsbKw6deqkp59+ukw1w/2Yq6XP1cOHDysiIsLpa926dec8NtyPuVr6XH3hhRdcztWIiAidOHHinMc/jeAOt9q4caPuuusuffPNN1q5cqV8fX01dOhQpaen2/eZPXu25syZo5deeknfffedYmJiNGzYMGVlZUmSEhISZLVa9dprr+mnn37SzJkz9cknn2jKlCn2Y1itVo0aNUrZ2dlavXq1FixYoJUrV+qxxx47a31bt27VnXfeqZEjR2rDhg0aOXKk7rjjDm3fvt2+T25urnr06KHnnnuuzK+7LDX/97//1ciRI3XZZZfphx9+0IIFC/TVV1/pySefLPPzwH28da5KUt++fbVw4UJt27ZNH330kQ4dOqRbbrnFYR+bzaYbb7xRN9xwQ7mOXd3f19zcXO3cuVMTJ07U+vXr9fHHH+vYsWMaMWLEOf+RbcyYMdq1a5eWLl2qZcuWadeuXRo3bpxDzYGBgRo7dqwGDRpUrvcV7sU8LX2e+vv768Ybb9Ty5cu1bds2vfDCC1q0aJGeffbZcr/P+OeYq6XP1dM+++wz7du3z/7Vt2/fMr+/cB/maulz9YEHHnCYo/v27VPv3r11ySWXKCYmpszvsclisRhl3hsop+zsbDVu3FiLFy/WlVdeKcMw1LZtW919992aOHGiJCkvL0+tWrXSM888o9GjR7s8zvz58/Xcc8/p4MGDkqS1a9fq+uuv1+7du9WwYUNJ0qeffqoHH3xQCQkJCgsLc3mc0aNHKz09XV988YV97Nprr1V0dLQWLFjgsG9aWppatGihVatWqU+fPuV+7WfW/PTTT2vt2rUOXdGvvvpKo0ePVkJCgkJDQ8v9HHAfb56rq1ev1k033aSkpCQFBgY6bHvzzTf17rvvavfu3eU+rlS939fT9u7dq549e2rTpk1q3769y3327dunuLg4ff311+rZs6ckafPmzbryyiu1bds2tWrVymH/SZMmac+ePfryyy9Le+tQiZinrufpadOmTdO2bdu0du1al9tReZirf83Vw4cPq1OnToqPj1eXLl3K8O6hMjFXS/+9evToUXXs2FHz5s3TyJEjXR7XFTruqFDZ2dmy2WyKiIiQVHIKTHJysvr372/fJygoSL169dKWLVtKPU5WVpb9GFLJv5q1adPG/gdWkgYMGKCCggLt2LGj1ONs27bN4blPf9/Znvt8nVlzQUGBUygKCgpSfn7+WWtG5fDWuZqenq6lS5eqe/fuTvPTHWrC+3q6E/D35z/T1q1bFRISori4OPtYz549VatWrQr5/QL3Yp6WPk8PHDigb7/9Vr179y71uKg8zFXnuXrrrbeqZcuWuuKKK7RixYpSj4nKxVwt/ffqokWLFB4eriFDhpR6XFcI7qhQU6ZMUYcOHdSjRw9JUnJysiQ5nRYSExOjlJQUl8dITEzUm2++qbvuuss+lpKS4nSMqKgomc3mUo9z+vnL89zny1XNAwYM0Pbt2/XJJ5+ouLhYf/75p1566SV7XfAsb5urM2bMUP369dWsWTMdPXpUn376qVuOe6bq/r4WFhZq+vTp+te//qUGDRqUetyUlBRFRUXJZDLZx0wmk6Kjo93++wXuxzx1nqeDBg1SbGysunbtqp49e+qJJ54o9bioPMzVv+ZqSEiInnnmGS1cuFBLly5V3759NXr06Ar7+wzlw1x1/fe/zWbT4sWLdcMNNyggIKDU47pCcEeFmTZtmn766SctWrRIZrPZYdvfJ7dUsljFmWNSyR+G6667Tpdddpnuu+++sx7j7+OJiYlq0KCB/evVV18t93OX5uGHH3Y4dllr7t+/v5555hk9+uijio2NVffu3e3XuZ75/qByeeNcffDBB/XDDz/o888/l9ls1tixY2UY7r1yqrq/r8XFxRo7dqwyMjL09ttv28dLe19dHaO8PzNUPuap62O///77Wr9+vebPn6+1a9dq1qxZLl8HKg9z1fHYUVFReuCBB3TRRRepS5cueuyxxzR69GjNnj3b5etA5WGuln7sNWvW6OjRo7rttttcvoaz8S33dwBlMHXqVC1fvlyrVq1S06ZN7eOxsbGSSv4w/v0Ul9TUVKd/BUtOTtaQIUPUrl07zZs3z2Hy16lTx+n0k7S0NFmtVsXExKhevXoO15JHRkban//Mf/1y9dxnM23aND3wwAMut52tZkm6//77dd999ykpKUkRERE6cuSInnrqKTVp0qTMzw/38ta5GhUVpaioKLVs2VKtW7dW+/bttXnzZvXq1avMxz+b6v6+FhcX66677tKePXv0f//3f6pdu7Z9m6v3tU6dOkpNTXX4i9owDKWlpZXrZ4bKxTwtfZ6eft1t27aV1WrVgw8+qAcffFC+vnx09ATmatl+p3br1k2LFy8udTsqHnP17HP1ww8/VFxcnNq1a+e07VzouMPtJk+erGXLlmnlypVq3bq1w7YmTZooNjZW8fHx9rH8/Hxt3rzZ4dqQpKQkXXPNNWrdurUWLFjg9EGhR48e2rdvn44dO2Yfi4+PV0BAgDp37ixfX181b97c/nX6D+1FF13k8Nynv+/vz30uMTExDscua82nmUwm1atXT0FBQVq2bJkaNmyoTp06lfn54T7eOlfPZLPZJMltt3uq7u9rUVGRRo8erd9++02rVq2yf9g4zdX72qNHD2VnZ2vr1q32/bZu3aqcnJxy/cxQeZinJcoyT202m4qLi2W1WkvdBxWHuVqiLHN19+7dTsdH5WGulihtrh4/flxr1qw5r267JJmnTJny5Hl9J+DCxIkT9cknn+iDDz5Qw4YNlZOTo5ycHEklt5gxmUyyWq16/fXX1bJlS1mtVj322GNKTk7WrFmzFBAQoOPHj+uaa65RbGysZs2apYKCAvtxgoKC5OPjo6ZNm2rVqlX67rvv1L59e+3du1cTJ07UyJEjNXjw4FLrq1evnp5//nn5+fkpKipKH374oRYvXqzZs2erfv36kkoW60pISNDRo0f1n//8RxdffLH9X9BCQkJcHrcsNUvSG2+8oZCQEKWlpWnhwoV67bXX9NZbb6lt27bu/DGgDLx1rm7dulWrV6+Wv7+/fSGXSZMmyWw266mnnrL/BXngwAElJibqp59+0m+//aa+ffsqOTlZkZGRZ720o7q/r8XFxbr99tv1yy+/6KOPPlJoaKj9uc1ms/z8/FweNzo6Wtu3b9eyZcvUsWNHHTt2TA8//LC6du3qcEuYvXv36s8//1R8fLxSUlLUtWtXJScn80GzkjFPS5+nn3zyifbv3y8fHx9lZWUpPj5eTzzxhAYOHKjrrrvO/T8MnBVztfS5+vHHH2vv3r3y9fVVenq6Pv74Y73++ut65JFH7NdVo/IwV8/+978kzZ07V7/++qvmzJlT6vHOhtvBwa1KW3Vx8uTJmjp1qqSS00defPFFffDBB7JYLOrWrZteeeUVXXDBBZKkxYsXO13LctrOnTvtp5UnJiZq4sSJ+uGHHxQYGKgRI0bo2WefPedCDytWrNCzzz6rQ4cOqVmzZpo+fbrDqo6lPf/fX8OZylrz4MGDtXPnThUWFurCCy/U5MmTdfnll5+1XlQMb52ru3bt0rRp0/Tbb78pJydHdevW1cCBA/XII484XK919dVXa9OmTWd9Xa5U9/f19O2FXJkzZ45uvvnmUo+bnp6uyZMn66uvvpIkXXnllZo5c6bDe9KhQwclJiY6fa/FYjlrzXAv5mnp83TZsmV64403dODAARmGoUaNGmnkyJEaP368goKCzloz3I+5Wvpc/fjjjzV79mwlJibKbDarRYsWuvfeezVq1Kiz1ouKwVw9+9//hmGoU6dOuvzyyx2uuy8PgjsAAAAAAFUY17gDAAAAAFCFEdwBAAAAAKjCCO4AAAAAAFRhBHcAAAAAAKowgjsAAAAAAFUYwR0AAAAAgCqM4A4AAAAAQBVGcAcAAAAAoAr7//psDeIYCHy7AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-12-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1203173838378323973\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1008081295090450432\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1011021456526987266\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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izgXnlIggPdDbPwLpGkJIHQAAAAB3o3GHy7y3r1Rrfis3jM3sF6e4UP8+zQipAwAAAOBO/t1RodkUVtj1wLfGQLpBrcN0xRkRHqqo+RBSBwAAAMCdgj1dAPzDE5sKdai0do58SJD0TP84mfwwkK4hEztHGZa/e29fqR7rF6f4ML4bA+B/SmbP9nQJAAAEFBp3nLIteZV6fZvxCvP/dYtW5/gQD1XU/KpD6n61Hk3TL7U59O7eEt10VrSHKwMA16ucONHTJQAAEFC4HIhTYnc4dPe6AtnqZLGlRZt1z9kxnivKAxoKqZufRUgdAAAAgFNH445T8p/dJVp/pMIw9kS/OEUGB96pNaFTlIIIqQMAAADgYoHXXcFl8spsemhDoWFsRFq4Rp0W3sgR/i01yqwRbQmpAwAAAOBaNO44aY98X6i88tpAunCz9OS5gRNI15BJ6VGG7ff2laqgzu8IAAAAAJqKxh0n5bvsCi3cWWIYu+fsWJ0eE9h5h9UhddWqQ+oAwJ8EbdpkeAAAAPcK7C4LJ8Vmd+iurwtUN3atY2yw/q8bCerVIXWP/VBUMzY/y6q/nhkV0DMRAPiXmMGDDduWggLPFAIAQIDgijuabN4Oq37MM4auPd0/TmFmGlOJkDoAAAAArkXjjiY5XGLTjI3GQLo/nxGhi9oEZiBdQxoKqVuwk5A6AAAAACeHxh1NMvU7iworayfJx4SYNLNfnAcr8k7HhtQt3UtIHQAAAICTQ+MOp33xe7ne2VNqGLu/V6xaR5obOSJwEVIHAAAAwFVo3OGUCptD96wzhg91bRGsW86KauSIwGYOMunazpGGsflZVjkcjkaOAAAAAICG0bjDKa9uK1aWpcow9uyAeAUHEUjXmGsJqQMAAADgAjTuOKEDxVV6clORYWxCp0j1TwnzUEW+gZA6AAAAAK5A444TmrzeopKq2ine8aEmPdwn1oMV+Q5C6gAAAACcKhp3HNcnB8r00f4yw9jDfeKUFE4gnTMIqQMAAABwqmjc0ajSKof+sd4YSHdOUoiuOyZ0DY0jpA4AAADAqaJxR6Oe+6lIPxfZaraDTEcD6YJMBNI1BSF1AAAAAE4FjTsatMdSpdk/GgPpbjwzSj2TQj1Uke8ipA4AAADAqaBxRz0Oh0P3flOgijoZai0jgvRgLwLpTtZEQuoAAAAAnKRgTxcA7/PBL2X67Ldyw9iMvnGKD+N7npM17I+Qul+tR289qA6pu+msaA9XBgBNV3H99Z4uAQCAgELjDoOiSrsmHxNId36rUF3VPsJDFfmH6pC6x3+ovf1gfpZVfz0zSiYyAwD4mNLnn/d0CQAABBQuocLgyR+K9FtJ7RTuYJP0zIB4mksXIKQOAAAAwMmgcUeNrXmVenVbsWHs9m7ROjM+xEMV+RdC6gAAAACcDBp3SDoaSHfPNwWy1VlevG2UWfeeHeO5ovxQQyF1lgpC6gAAAAA0jsYdkqS3dpdo3eEKw9jj58YpKoRTxJWqQ+qqldocemdPiQcrAgAAAODt6MqggnK7Hvqu0DCW0TZMY04Lb+QInKzqkLq65mdZ5XA4GjkCAAAAQKCjcYce3VionLLa6drhZump/gTSucsEQuoA+Li4+HjDAwAAuBeNe4DbmF2hf+0wBqTd1SNGp8ewUqC7tCGkDgAAAEAT0LgHMJvdobvWFajuJO32MWbd0Y1AOncjpA4AAACAs2jcA9j8LKs25RqnaD8zIF7hwUyRdzdC6gAAAAA4i8Y9QB0ptemRjcZAustOj9CQNgTSNQdC6gAAAAA4i8Y9QD20waLCitomMTrYpMf6xXmwosDTUEjd9zmE1AEAAAAwonEPQF8eKtfbe0oNY/f1ilFqnanbcL+GQurmZxFSBwAAAMCIxj3AVNodunddgWGsS3yw/tYl2kMVBTZC6gAAAACcCI17gHlta7G2F1QZxp4dGK+QIALpPIGQOgAAAAAnQuMeQH4trtITm4oMY+M6RmpASpiHKgIhdQAAAABOxGON+5w5czRw4EClpaUpLS1Nw4cP18qVK2v233rrrYqPjzc8hg0bZniN0aNH13vODTfc0Nw/is944FuLrFW1DWFcqEmP9In1YEWQCKkDAAAAcHzBnnrj1NRUTZ8+XR06dJDdbtdbb72l8ePHa82aNerWrZskafDgwXr99ddrjgkNDa33OuPHj9dDDz1Usx0eznJmDVn1a5k++KXMMDbtnDglRxBI52ltoszKaBuuFQdq/3zmZ1nVJ7n++Q4AAAAg8HiscR89erRhe+rUqZo3b542bNhQ07iHhYUpJSXluK8TGRl5wucEurIqh+79xhhI1zspRNcfM0UbnjMpPcrQuC/dW6rH+sUpLpS7WQAAAIBA5xVdgc1m05IlS2S1WtWvX7+a8XXr1qljx44655xzdMcddyg7O7vesUuWLFH79u3Vv39/TZkyRUVFRfWeE+hm/1SkfUW2mm2TpGcHxMtMIJ3XaCik7l1C6gAAAABIMhUUFHgsBWvr1q3KyMhQWVmZoqKiNGfOHI0YMULS0YY8IiJC7dq10/79+zVjxgzZ7XatWbNGYWFHw9QWLFigtLQ0tWrVSjt27ND06dPVvn17/e9//zvu++7atcvtP5u3+LXUpLEbw1XhqG3Sr2xdqfs6cA+1t5mzP1j/3F87Pb5TpF1v9iqTie9XAHiZs6691rC9fdEiD1UCAIB/6NSp03H3e7Rxr6io0K+//iqLxaIPPvhACxcu1EcffaQuXbrUe+7vv/+u7t2761//+pcuvfTSBl/v+++/19ChQ7VmzRr17NnT3eW71a5du074h3ciDodDV32aq1UHy2vGksODtOHPKYoP84rJFqjjoNWm7u8ekr3O38hVY5K9/l53V5yrQHPgXIWv4FyFL+A8ha/wl3PVo91baGio2rdvr169emnatGnq3r27XnnllQaf27p1a6Wmpmrv3r2Nvl6vXr1kNpuP+5xA8uEvZYamXZIe7RtH0+6lqkPq6pqfZfVQNQAAAAC8hVd1cHa7XRUVFQ3uy83N1e+//37cILqtW7fKZrMRViepuNKuyesthrGBKaEa2yHCQxXBGZPSowzbS/eWylJh91A1AAAAALyBx1LlH374YWVkZKhNmzYqLi7W4sWL9eWXX+qdd95RcXGxnnjiCV166aVKSUnR/v379cgjjyg5OVljxoyRJO3bt0/vvPOOMjIylJCQoKysLE2ZMkU9evRQ//79PfVjeY2nNhXpYEltIF2wSXpmQLxM3DDt1Ya1CVObSHPNn111SN1fz4r2cGUAAAAAPMVjjfvhw4d1880368iRI4qNjVXXrl21ePFiDR06VKWlpdq2bZvefvttWSwWpaSk6IILLtD8+fMVExMjSQoJCdHatWv12muvyWq1qk2bNsrIyND9998vszmw1ybfnl+pV7YWG8Zu6xqtLi1CPFQRnGUOMunazpF6YlPt6gjzs6y68cwovnQBAAAAApTHGvdXX3210X0RERFaunTpcY9v27atPv74Y1eX5fMcDofuXlegqjoBZ20izfpHzxjPFYUmubZzlJ7aXFQTUrc1v0rf51R6fUgdAAAAAPfwWOMO9/jvnlJ9fdiYE/DYuXGKDvGqOAMcR3VI3YoDZTVjC7KsNO4AvEb0hRcatovXrvVQJQAABAa6OT9SUG7X1A3GQLphbcJ0abvwRo6At6oXUrePkDoA3sO8ebPhAQAA3IvG3Y/M3Fio7LLa5i7MLD3Vn0A6X1QdUletpOpoSB0AAACAwEPj7ic25VRo7g7jmt9/7x6j9rHcDeGLqkPq6pqfZZXD4WjkCAAAAAD+isbdD9jsDt21rkB1W7ozYsz6e3cC6XzZtZ2jFFRnskR1SB0AAACAwELj7gcW7izRxmMauqf6xysimCnyvqw6pK6uBVnWRp4NAAAAwF/RuPu47FKbHvneGEh3abtwDW9LIJ0/mJhunC5PSB0AAAAQeGjcfdy07wpVUFE7ST4q2KTH+sV5sCK40vA24YTUAQAAAAGOxt2HrTtcrv/sNjZx9/WMUdtoAun8BSF1AAAAAGjcfVSl3aG7vy4wjJ0ZH6xbu0Z7qCK4CyF1AAAAQGCjcfdRr28r1raCKsPYswPiFRJEIJ2/IaQOAAAACGw07j7ooNWmJ34oMoyN7RCh81qFeagiuBshdQAAAEDgonH3QQ9+a1FxVe09zrGhJj3al0A6f0ZIHQAAABC4aNx9zGcHy/S/n0sNYw/1jlXLCHMjR8AfEFIHAAAABC4adx9SVuXQPeuMgXQ9E0M0KT3KQxWhORFSBwAAAAQmGncf8sKWIu0tstVsmyTNGhAvM4F0AYGQOgDewlJQYHgAAAD3onH3ET8XVWnWj8ZAuknpUeqdHOqhiuAJhNQBAAAAgafJjfs333yjp556Svfee692794tSbJarfr+++9VWFjo8gIhORwO/eObApXVXmxXUniQHjon1nNFwSMIqQMAAAACj9ONe0VFhSZMmKBRo0bp8ccf17x583Tw4EFJktls1pVXXql//vOfbis0kC3bX6ZPfi03jE3vE6v4MCZMBBpC6gAAAIDA43Tn9/jjj2vlypV6+umntWHDBkOjEB4erssuu0zLly93S5GBzFpp1/3rLYaxASmhGtcxspEj4O8IqQMAAAACi9ON+7vvvquJEyfqxhtvVEJCQr39nTp10s8//+zK2iDpmc1F+tVaO0febJKe6R+vIBOBdIGKkDoAAAAgsAQ7+8Ts7Gx179690f1hYWGyWmkeXGlHQaVe3FJsGLu1S7S6JoR4qCJ4i4npkVpxoKxme+m+Us3sF6e4UG6fAOB+EXfeadguff55D1UCAEBgcLpxT0lJOe4V9e+//17t2rVzRU2Q5HBI96wrUFWdW5dbRwbpvl4xnisKXmPYHyF1B0uOzsaoDqn761nRHq4MQCAIXbjQsE3jDgCAezl9ee7SSy/V/Pnza5LkJcn0x3Tt5cuX691339Wf//xn11cYoFZkm/XloQrD2OP94hUTwhVVSMGE1AEAAAABw+ku8L777lNaWpouvPBC/fWvf5XJZNKsWbM0bNgwjR8/Xj179tSdx0ydw8mxVNg1e59xffYhqWH60+nhjRyBQNRQSN1GQuoAAAAAv+N04x4TE6NPPvlEd911l7KzsxUeHq5vvvlGVqtVkydP1ocffqjwcBpLV5i5sVB5lbUdWWiQ9HT/+JoZDoDUcEjdfELqAAAAAL/j9D3u0tFl3+6++27dfffd7qon4G3KqdDcHcbm687uMeoQ16Q/KgQIQuoAAAAA/+f0p3ur1aoDBw40uv/AgQMqKSlxSVGB7Jdim6KDa6+st4s2664eBNKhYdUhddWqQ+oAAAAA+A+nG/cHHnhAf/nLXxrdP378eE2dOtUlRQWyP50eoW//nKIRyVWSjk6RjwhmijwaRkgdAAAA4P+cbtwzMzM1ZsyYRvePGTNGq1evdklRga5VpFkz0iv0xZ9aKiON3AAc34ROkYTUAQAAAH7M6cb98OHDatWqVaP7U1JSdOjQIZcUhaO6J4R4ugT4gLbRwRpOSB0AAADgt5xu3JOSkrR9+/ZG92/fvl1xcXEuKQpA00xKN06XX7qvVJYKu4eqAQAAAOBKTjfuw4cP18KFC7V+/fp6+zZs2KCFCxdq+PDhLi0OgHMaCqlbvJeQOgAAAMAfOL3G2OTJk/Xpp59q1KhRGjZsmLp06SKTyaStW7dq1apVSklJ0YMPPujOWgE0ojqk7olNRTVj87NKdEN6lEwmwg0BAAAAX+b0FfeUlBRlZmbq6quv1rp16zR79mw999xzWrduncaOHavMzEy1bt3anbUCOI5jQ+q25FUSUgcAAAD4AaevuEtSy5Yt9eqrr8rhcCgnJ0cOh0PJyclc0QO8QHVI3coDZTVj87OsOic51INVAQAAADhVTWrcq5lMJiUnJ7u6FgCnaFJ6pKFxX7qvVDP7xSku1OnJNQBwQkVr1ni6BAAAAkqjjftbb70lSbrmmmtkMplqtk9k3LhxrqkMQJNVh9QdLLFJqg2pu/HMaA9XBsCf2Hv29HQJAAAElEYb99tuu00mk0lXXHGFQkNDddttt53wxUwmE4074EHBQSZN6BypJwmpAwAAAPxGo4375s2bJfnre8IAACAASURBVEmhoaGGbQDe7dpOkXp6c5HsjqPb1SF13OsOAAAA+KZGG/fTTjut5r/tdrtMJpOio6PVokWLZikMwMlpKKRuASF1AAAAgM9yKrHKZrOpV69eevPNN91dDwAXmJQeadhesq9Ulgq7h6oBAAAAcCqcSpUPCQlRq1atuEcW8BGE1AFwp5AFCwzblRMneqIMAAAChtNrRF133XX6z3/+o7KyshM/GYBHVYfU1TU/q0QOh8NDFQHwJ5F//7vhAQAA3MvpddzPOOMMORwO9e3bV+PGjdPpp5+uiIiIes+7/PLLXVoggJNDSB0AAADgH5xu3G+++eaa/3766acbfI7JZKJxB7wEIXUAAACAf3C6cf/www/dWQcAN5jYOdLQuC/ZV6oZ/eIUF+r0XTIAAAAAPMzpxv388893Zx0A3GB4W0LqAAAAAF93UpfdtmzZouXLl2v58uXasmULgVeAlyKkDgAAAPB9Tl9xl6QlS5Zo2rRp+u233yRJDodDJpNJqampmjZtmq666iq3FAng5BFSBwAAAPg2pxv3N998U7fffrs6deqk6dOnq2PHjnI4HNqzZ4/+/e9/65ZbblFFRYXGjx/vznoBNBEhdQAAAIBvc7pxnzVrls455xx99NFHCg8PN+y76aabNGrUKM2aNYvGHfBChNQBAAAAvsvpT+0HDx7UVVddVa9pl6Tw8HCNHTu2Zgo9AO9SHVJXrTqkDgAAAID3c7pxP/PMM/X77783uv+3335Tenq6S4oC4FqE1AEAAAC+y+nG/ZFHHtHChQv13nvv1du3ZMkS/fvf/9ajjz7q0uIAuM61nSIVZKrdrg6pAwAAAODdnL7H/cUXX1RiYqJuvPFG3X///TrjjDNkMpm0d+9eZWdnq0OHDnrhhRf0wgsv1BxjMpn0zjvvuKVwAE1DSB0AAADgm5xu3Hfs2CGTyaS2bdtKUs397GFhYWrbtq3Ky8uVlZVlOMZkMtV7HQCe01BI3cx+cYolpA4AAADwWk437j/99JM76wDQDKpD6g6W2CQdDal7d2+Jbjwz2sOVAfAlJbNne7oEAAACitONOwDfVx1S9+Smopqx+VkluiE9ihkyAJxWOXGip0sAACCgMD8WCDCE1AEAAAC+hcYdCDDVIXV1LciyeqgaAAAAACfiscZ9zpw5GjhwoNLS0pSWlqbhw4dr5cqVNftvvfVWxcfHGx7Dhg0zvEZ5ebnuvfdetW/fXqmpqbrmmmt08ODB5v5RAJ8z8Zg13ZfsK1Vhhd1D1QAAAAA4Ho817qmpqZo+fbrWrl2rzMxMDRo0SOPHj9eWLVtqnjN48GBlZWXVPN59913Da0yePFkffvih5s2bp48//lhFRUUaO3asbDZbc/84gE8Z3jZcqZG1f/2rQ+oAAAAAeB+PhdONHj3asD116lTNmzdPGzZsULdu3SQdXWouJSWlweMtFosWLVqkl19+WRdddJEk6fXXX1f37t21Zs0aDR061L0/AODDgoNMurZzFCF1AE5K0KZNhm17z54eqgQAgMDQ5CvupaWl+vrrr/X+++8rJyfHJUXYbDYtWbJEVqtV/fr1qxlft26dOnbsqHPOOUd33HGHsrOza/Zt2rRJlZWVGjJkSM1Y27ZtlZ6ervXr17ukLsCfTWggpO4HQuoAOCFm8GDDAwBwavYXV+mxHwr1751W2ewOT5cDL9SkK+6vvfaaHnvsMRUXF0uS3nvvPV144YXKzc1Vr169NGPGDF133XVOv97WrVuVkZGhsrIyRUVF6Y033lDXrl0lScOGDdMll1yidu3aaf/+/ZoxY4YuvfRSrVmzRmFhYTpy5IjMZrMSExMNr5mcnKwjR44c93137drVlB/bY3ylTviugfFh+jLfXLP9/IbfNaVTRZNfh3MVvoJz1TX6HLPN79X1+J3CF3CeusYPliD9f9vCZLUdvaKybGeOHu1cISZBuo4vnKudOnU67n6nG/c333xTkydP1uWXX66hQ4fq9ttvr9mXmJioiy66SO+9916TGvdOnTrpiy++kMVi0QcffKBbb71VH330kbp06aIrrrii5nldu3ZVz5491b17d61cuVKXXnppo6/pcDhOONX3RL8Ub7Br1y6fqBO+7f+FlerL1Xk125/mhujFYWmKDXV+Mg7nKnwF56r78Ht1Lc5V+ALOU9dYcaBUd6zLU1mdiK6V2cHq3baF7usZ67nC/Ii/nKtOfzp/+eWXNWLECP3rX//SyJEj6+3v2bOnsrKymvTmoaGhat++vXr16qVp06ape/fueuWVVxp8buvWrZWamqq9e/dKklq2bCmbzabc3FzD83JycpScnNykOoBARUgdAACAZ7y9u0TjVxub9mqP/1CkpXwmQx1ON+579uzRiBEjGt2fmJhYr4luKrvdroqKhqfp5ubm6vfff68Jq+vZs6dCQkKUmZlZ85yDBw8qKytL55577inVAQSK6pC6uuZnlcjh4N4qAAAAd3l1a7H+9kW+bMf5yHXbl/n6LrvptzDCPznduMfExMhisTS6f8+ePUpKSnL6jR9++GF9/fXX+uWXX7R161ZNnz5dX375pa666ioVFxdrypQp+vbbb/XLL7/oiy++0DXXXKPk5GSNGTNGkhQXF6drr71WDz30kNasWaPNmzfrlltuUdeuXTWYoBzAaYTUAQAANA+Hw6GZGws1+VtjX2WSdFvXKIXU6c7KbNJfVufqQHFV8xYJr+T0Pe6DBg3Sm2++qVtvvbXevoMHD2rhwoX605/+5PQbHz58WDfffLOOHDmi2NhYde3aVYsXL9bQoUNVWlqqbdu26e2335bFYlFKSoouuOACzZ8/XzExMTWv8dhjj8lsNmvSpEkqKyvToEGD9Nprr8lsNh/nnQHUlRYdrOFtwrTy1/KasflZVvVODvVgVQAAAP7FZnfoH+stmrfDahgPCZLmDErQZWdEqFuLEN32ZUHNviOldl2zKlcrRicrJqTJC4LBj5gKCgqcmhO7d+9eDR06VK1atdJll12mJ598UrfddpuCg4O1YMEChYSEaM2aNWrTpo27aw4I/hKiAN+wfH+pxtUJqYsMNmnH2FZOhdRxrsJXcK66Tlx8vGHbUlDQyDNxMjhX4Qs4T5umwubQ377I19J9pYbxyGCT3hiSoCFtwmvGHvneolk/FhueNyItXP8ZkiBzEFHzTeUv56rTX9u0b99eK1asUKtWrfTkk0/K4XDo5Zdf1vPPP6+zzz5bK1asoGkHfFRDIXWL95Ye5wgAAAA4w1pp17jVufWa9hZhJr0/IsnQtEvSlN6xuqSdcWzlgTJN+67Q7bXCezVpHff09HS99957Kigo0N69e2W323X66ac36d52AN4nOMikCZ2j9NSmopqx+VlWTUqPPOHyigAAAGhYfrldV3+aow3Zxvyg1pFBWpqRpLNahNQ7Jshk0msXtND+4hxtzq097qWtxeoUF6zr06PqHQP/d1I3SsTHx6t3797q06ePEhMTZbVaT3wQAK927TEhdT8RUgcAAHDSfi+xafTH2fWa9g6xZq0Yldxg014tKiRIbw1NVOtIY7t297oCrf2tvJGj4M+cbtw/+OADTZs2zTA2e/ZspaamKi0tTePGjVNJCWsNAr6qOqSurvlZfCkHAADQVHsLqzRiWba2FRgT4XskhGj5qGS1iznxxOfUKLPeGpqoyODaKytVDum6zFzttnBxJdA43bi//PLLys7Ortn+4Ycf9Mgjj+icc87RxIkTtWrVKj3//PNuKRJA85h4zNSrJftKVVhh91A1AAAAvufH3AqNWJat/cU2w/jAlFB9ODJJLSOcXwGrZ1KoXrughWHMUuHQ2FW5yi/nM1ogcbpx3717t3r06FGzvXjxYiUkJGjJkiWaNWuWJk2apKVLl7qlSADNg5A6AACAk/f1oXKNWZ6j7DJjUz0yLVxLMpIU58SKPce69PQITTsn1jC2p9Cm6z7LVYXNqQXC4AecPnNKSkoUGRlZs/3ZZ59p6NChCgs7OrW2e/fuOnjwoOsrBNBsqkPq6pqfZZXDwf8UANSquP56wwMAIK04UKo/f5Kjwkrj56ZxHSO1aEiCIoJPPvD3792jNa5jpGHsi0MVuntdAZ/TAoTTjXubNm30ww8/SJL27NmjHTt2aMiQITX78/LyFB4e3tjhAHwEIXUATqT0+ecNDwAIdG/vLtH41XkqM86O121do/Ty+fEKPsX1100mk2YPjNeAlFDD+KJdJXppa3EjR8GfON24jx07VgsXLtQ111yjK664QvHx8br44otr9m/cuFEdO3Z0S5EAmk9DIXULdhJSBwAA0JBXtxbrb1/k69hZ61N7x2pm3zgFuWhp3TCzSW8MSdDpMcZ75B/aUKiP93Nro79zunG/6667dNddd+m3335TmzZttGjRIsXFxUmS8vPz9fXXX2vkyJFuKxRA8zl2fdAlewmpAwAAqMvhcGjmxkJN/tZiGDdJem5AvO4+O0YmFzXt1RLDzfrvsETFhta+rkPSTWvz9VMeMyT92YnXIfiD2WzWlClTNGXKlHr7WrRooV27drm0MACek/FHSN1vJUebdesfIXU3nBl1giMBAAD8n83u0D/WWzRvh3FWYkiQNGdQgi47I8Jt750eH6IFgxN01ae5NVf5rVUOjVuVq1VjktUq0vnUeviOpscaSrJYLNq6dau2bt0qi8Vy4gMA+BRC6gAAABpWYXPops/z6zXtkcEm/XdYolub9mpD2oTrqf5xhrFfrTb9ZXWuSqv4vOaPmtS4b9y4USNHjlT79u11wQUX6IILLlD79u01atQobdy40V01AvAAQuoAAACMrJV2jVudq6X7jPeUtwgz6f0RSRrSpvnCum88M1o3n2W80LIxp1K3fZEvOxdb/I7TU+W///57jR49WiEhIbruuuuUnp4uh8OhnTt3avHixRo9erSWLVum3r17u7NeAM2kOqRu5a/lNWMLdlrVOzn0OEcBCARx8fGGbUtBgYcqAYDmk19u19Wf5mhDtvFCRuvIIC3NSNJZLUKavabH+sVpb2GVVh2s/bz23s+l6rQpWA/0ij3OkfA1TjfuM2bMUHJysj755BO1bt3asO8f//iHMjIyNGPGDC1dutTlRQLwjOvTowyN+5K9pZrRN06xoSd1lw0AAIBP+r3EpitW5mhbQZVhvEOsWUszktQuxum2yqWCg0yaNzhBFy/L1vY6tT21qUgdY4N1dYfI4xwNX+L0p+/vvvtON9xwQ72mXZJat26tG264QRs2bHBpcQA8qzqkrlp1SB0AAECg2FtYpRHLsus17T0SQrR8VLLHmvZqcaFBemtYopLCja3d7V/ma/3h8kaOgq9xunF3OBwymxtPKAwKCiK4CvAzhNQBAIBA9mNuhUYsy9b+YpthfGBKqD4cmaSWEd6R4H56TLDeGJKgupMiK+zS+M/y9EtRVeMHwmc43bj36tVLCxYsUH5+fr19+fn5WrhwIfe3A36IkDoAABCIvj5UrjHLc5RdZjeMj0wL15KMJMV52a2D/VPC9OL5LQxjOWV2jVuVq8IKeyNHwVc4Pa/jgQce0GWXXaY+ffroL3/5izp16iRJ2rlzp95++20VFRXplVdecVuhADyDkDoAABBoVhwo1cTMPJUZL7RrXMdIvXhevILrXtXwImM7RGqXpUrPbC6qGdtWUKUb1+TprWGJXls3Tszpr4kGDBigpUuXKi0tTS+99JLuvPNO3XnnnXr55ZeVlpam9957T/3793dnrQA85Pp043T5JXtL+eYWAAD4pbd3l2j86vpN+21do/Ty+d7btFd7oFeMLjvduJb8pwfLNWWDxUMVwRWalKRw3nnnac2aNTpy5Ij2798vSTrttNPUsmVLtxQHwDtUh9T9VnK0Wa8OqbvhzKgTHAkAAOA7Xt1arMnf1m9wp/aO1V09omUyeXfTLklBJpNeuSBevxRXGW5vfG2bVZ3jQvj85qNO6saMli1bqk+fPurTpw9NOxAACKkDAAD+zOFwaObGwnpNu0nScwPidffZMT7RtFeLDA7SW0MT1SbSGJ537zcFWvNbmYeqwqlo9Ir7V199dVIveN555510MQC817WdIvXM5iLZ/+jVq0PqYjxbFgAAwCmx2R36x3qL5u2wGsZDgqQ5gxJ02RkRjRzp3VpFmvXWsASN/DhH1qqjH+BsDum6zDytGp2szvEhHq4QTdFo4z5mzJgmfavkcDhkMpmUl5fnksIAeJfGQur+j0k3AADAR1XYHPrbF/lauq/UMB4ZbNIbQxI0pE24hypzjR6JofrnoBaa8FmequdJFlY4NHZVrlaNSVZiuHcsZ4cTa7Rx//DDD5uzDgA+4Pr0KEPjvmRvqSYleLAgAACAk2SttOu6zDytPlhuGG8RZtI7w5LUt6V/rKAzul2EpveJ1UPfFdaM7Suy6drP8vS/EUkKNfvOLQCBrNHG/fzzz2/OOgD4gIZC6lZmB6vXWR4uDAAAoAnyy+26+tMcbciuNIy3jgzS0owkndXCv6aR/1+3aO20VOmNXSU1Y18frtD/t65AL50X71P37wcqp8PprFarDhw40Oj+AwcOqKSkpNH9AHxfQyF1Sw8FE1IHAAB8xu8lNo3+OLte094h1qwVo5L9rmmXJJPJpFkD4nVeK+Msgjd3leiFLcUeqgpN4XTj/sADD+gvf/lLo/vHjx+vqVOnuqQoAN7r2k6Rqrt86U5rkGGpEQD+z3b22YYHAPiKvYVVGrEsW9sKqgzjPRJCtHxUstrFNGm1bJ8SajZp0UUJah9jvK/94e8K9eEvpY0cBW/hdOOemZmpMWPGNLp/zJgxWr16tUuKAuC9qkPq6pqfZW3k2QD8UfHatYYHAPiCH3MrNGJZtvYX2wzjA1NC9eHIJLWM8P+gtoRws/47PFFxobVXYRySbvk8X5tzKzxXGE7I6cb98OHDatWqVaP7U1JSdOjQIZcUBcC7XZ9unC6/ZF+pCsrtHqoGAADg+L4+VK4xy3OUXWb8vDIyLVxLMpIUF+p0W+TzOsWF6N8XJahuJl1JlUPjVuXq9xJb4wfCo5w+Q5OSkrR9+/ZG92/fvl1xcXEuKQqAd8toG642kbXfSpdUOfTGLq66AwAA77PiQKn+/EmOCiuNmTzjOkZq0ZAERQQHXjDbhanhenZAvGHstxK7xq3KVUkVF2O8kdON+/Dhw7Vw4UKtX7++3r4NGzZo4cKFGj58uEuLA+CdgoNMuuFM41X3uTusstkJqQMAAN7j7d0lGr86T2XHXEi+rWuUXj4/XsFBgde0V5uYHqXbuho/z23KrdTfPs+XneBhr+N0+sLkyZP16aefatSoURo2bJi6dOkik8mkrVu3atWqVUpJSdGDDz7ozloBeJHrOkfqyU2FqvjjS9mfi2xadbBcI9LCPVsYAACApFe3Fmvyt5Z641N7x+quHtEsgSbp0T5x2mOp0spfa9ey/+CXMs3cWKip5zCb2ps4fcU9JSVFmZmZuvrqq7Vu3TrNnj1bzz33nNatW6exY8cqMzNTrVu3dmetALxIcoRZfz4jwjD2z+0sJwIAADzL4XBo5sbCek27SdJzA+J199kxNO1/MAeZNHdwgrq0MF7PffbHYr29m6W+vUmT1jto2bKlXn31VTkcDuXk5MjhcCg5OZkTHwhQN58Vrbf31C4fsvpguXZbKtUxzv/WPwVQK/rCCw3bJMsD8BY2u0P/WG/RvB3G7J2QIGnOoARddsxFB0gxIUF6e1iihn6YbQjvu+OrfLWLMWtASthxjkZzOan4RJPJpOTkZLVs2ZKmHQhgvZND1S3GeNPYnO2E1AH+zrx5s+EBAN6gwubQTZ/n12vaI4NN+u+wRJr24zgtOlj/GZqosDor4lXYpQmr8/RzUVXjB6LZBM66BwDc4qrWxn/M39pdoqJK0kgBAEDzsVbaNW51rpbuKzWMtwgz6f0RSRrShgyeE+nbMlQvn9/CMJZbbtfYT3NlqeCznafRuAM4JcOSbEoOr/2npLDSof9yTxQAAGgm+eV2XbYyR6sPlhvGW0cG6eORyerbMtRDlfmeK9tH6r6eMYaxLEuVbliTpypWD/IoGncApyQ0SLo+3biUyJztVjlYRgQAALjZ7yU2jf44WxuyKw3jHWLNWjEqWWe1IHenqe7vGaMrjrmtYPXB8gYT+tF8aNwBnLIb0qNkrhN3kWWp0ue/lzd+AAAAwCnaW1ilEcuyta3AeNtej4QQLR+VrHYxTcrhxh9MJpNeOr+F+iQbv/SYs92qf25jBSFPoXEHcMpSo8y6pN2xS8MRUgcAANzjx9wKjViWrf3FxpDcgSmh+nBkklpGmBs5Es6ICDbpzSGJahtl/D3e/61Fqw+WeaiqwNbo11AHDhw4qRdMS0s76WIA+K6bz4rS/36uDYRZfqBM+4urdFo033YDAADX+fpQua5ZlavCSuNteSPTwvWvwQmKCGbVK1dIiTTr7WGJunhZtoqrjv6u7Q5pUmaePhmTrDPjuQ2hOTX6ibpHjx4ntdRbXl7eKRUEwDcNSAlV1xbB2pp/dLqa3SH9a4dVD/eJ83BlAADAX6w4UKqJmXkqM15o17iOkXrxvHgFB9G0u1K3hBDNHdxC41blqfprksJKh8Z+mqvVlyQrKZyZDc2l0cb9pZdeMjTuDodDr732mvbv36+rr75aHTt2lMPh0O7du7V48WKddtppuuWWW5qlaADex2Qy6ZYu0brjq4KasYU7rbqvZyzffAMAgFP29u4S/b8v82U7Jv/2tq5RmtE3TkEncdERJ3ZxWoRm9IvTg3XC6X4ptmnC6jy9f3GSwsz83ptDo437+PHjDduzZ89WSUmJfvjhByUkJBj23X///crIyFBubq57qgTgE65sH6GHNlhUUHH0/6j55Q4t2VeiCZ2iTnAkAABA417dWtxgqvnU3rG6q0f0Sc0UhvNu6xKlnQWVWrizdsnfb45U6I6v8vXaBS34/TcDp8Pp5s6dq4kTJ9Zr2iUpKSlJ119/vebMmePS4gD4lsjgIF3b2dik/3MbS8MBAICT43A4NHNjYb2m3STpuQHxuvvsGJrGZmAymfTMgHgNah1mGP/vnlI99xNJ883B6cY9JydHlZWVje6vqqpSTk6OS4oC4LtuPDNKdf/3+WNepb49UuGxegAAgG+y2R265xuLnt5cZBgPCZLmD07QpDOZ0decQoJM+vdFCeoYa5y0/cj3hXq/TkAx3MPpxr1Hjx6aO3eufvnll3r7fv75Z82dO1c9evRwaXEAfM/pMcEakRZuGGNpOAAA0BQVNodu+jxf83YYP0NEBpv032GJuuyMiEaOhDvFhwXpv8MSFR9qnOXwt8/z9UMOF2rcyel1mmbOnKnLL79c/fr108iRI9WxY0dJ0q5du7RixQoFBwdrxowZbisUgO+4+aworThQu8bn+z+XamaJTa0iSR4FAADHZ62067rMPK0+WG4YbxFm0jvDktS3ZaiHKoMkdYgL1qIhibp8ZY7+WCVOpTaHxq3K1epLWqpNFJ/33MHpK+59+/bV6tWrlZGRoU8//VTPPvusnn32Wa1atUoZGRlatWqV+vbt685aAfiIwalh6hRX+71glUOan8VVd8BfWAoKDA8AcJX8crsuW5lTr2lvHRmkj0cm07R7iQtah2nWwHjD2KFSu8atypW10u6hqvyb01fcJSk9PV2LFi2S3W5XTk6OHA6HkpOTFRTkdP8PIAAEmUz665lRum99bZDMgiyr7u4Ro1CWDAEAAA34vcSmK1bmaFtBlWG8Q6xZSzOS1C6mSa0L3Oy6zlHaZanSi1tqw+l+zKvUzZ/na9GQBJbnc7GT6rgdDoeCg4OVmJhI0w6gQeM6Riq6zvrth0vt+uAXgksAAEB9ewurNGJZdr2mvUdCiJaPSqZp91IPnxOrkcdkGy3bX6ZHvi/0UEX+q0ld98aNG3XZZZcpNTVVHTt21FdffSVJys3N1dVXX621a9e6pUgAvic2NEjjOkYaxuYQUgcAAI7xY26FRizL1v5im2F8YEqoPhyZpJYR3DPtrcxBJs25sIW6JYQYxmf/VKw3d/G5z5Wcbty//fZbjRo1Svv27dM111xjWJc5MTFRxcXFWrRokVuKBOCbbjrLuEzL+iMV2kTiKAAA+MPXh8o1ZnmOssuM90WPTAvXkowkxYUyu9fbRYcE6e2hCUqJMP5Z/f3rAn11qLyRo9BUTv9NePTRR9WhQwetX79eDz30UL39F1xwgb777juXFgfAt3WOD9Hg1DDD2JwdfPsKAACkFQdK9edPclRY6TCMj+sYqUVDEhQRzD3SvqJtdLD+MzRR4XUmR1TapQmf5WpvYVXjB8JpTjfuGzdu1IQJExQeHi5TA0EDbdq00eHDh11aHADfd/MxV90X7y1RbpmtkWcD8AURd95peABAU729u0TjV+fp2I8Et3WN0svnxys4iKbd15yTHKpXL2hhGMsvd2jsqlwVlJM0f6qcbtyDgoKOG0R3+PBhRUREuKQoAP5jRNtwnRZd+/VruU1atLPEgxUBOFWhCxcaHgDQFK9uLdbfvsiXzXihXVN7x2pm3zjSyH3Y5WdE6oFeMYaxXZYqTVyTp0q7o5Gj4AynG/eePXtqxYoVDe6rqKjQu+++q379+rmsMAD+wRx0dGm4uubusKqKf7wBAAgoDodDMzcWavK3FsO4SdJzA+J199kxDc7shW+59+wYXdXeeEF3zW/luu8biyEnDU3jdON+11136fPPP9ftt9+un376SZJ06NAhrVq1Spdeeqn27dunu+++222FAvBdEzpFGu55+tVq04oDZZ4rCAAANCub3aF7vrHo6c1FhvGQIGn+4ARNOuZLfvguk8mkF89roX7JoYbxf2VZ9TorDJ00pxv3iy66SK+//rqWLVumyy+/XJJ066236qqrrtKOHTs0d+5c9e3b122FAvBdCeFmXdXeuDTcP/mHGwCAgFBhc+imEPMSmwAAIABJREFUz/M175iA2shgk/47LFGXncHttv4mPNikN4cmGG6XlKQHvrXoEy7enJTgpjz5yiuv1KhRo5SZmak9e/bIbrfrjDPO0NChQxUdHe2uGgH4gZvOitKiXbX3tn/+e7l2FFTqzPiQ4xwFAAB8mbXSrusy87T6oHFZsBZhJr0zLEl9W4Y2ciR8XXKEWW8PS9SIZdkq+mPlALtDunFtnlaOTlaXFnwGbAqnG/evvvpK6enpSkpK0ujRo+vtz83N1Y4dO3Teeee5tEAA/qFHYqgGpIRq3eHaddznbLfq2QHxHqwKAAC4S365XVd/mqMN2ZWG8daRQVqakaSzaNz8XpcWIZp3YYKuWZ2r6nijosqjSfOfjUlWcoT5+C+AGk5Plb/kkkuUmZnZ6P61a9fqkksucfqN58yZo4EDByotLU1paWkaPny4Vq5c2eBz77zzTsXHx+vFF180jI8ePVrx8fGGxw033OB0DQCa103H3L/29u4SWSpYHgQAAH/ze4lNoz/Orte0d4g1a8WoZJr2AJKRFq7H+sUZxg4U244uB1hFWJ2znG7cT5QAWFFRcdzl4o6Vmpqq6dOna+3atcrMzNSgQYM0fvx4bdmyxfC8999/Xxs3blTr1q0bfJ3x48crKyur5vHcc885XQOA5nXJ6RFqFVH774S1yqH/7GJpOAAA/MnewiqNWJatbQVVhvEeCSFaPipZ7WKadLcu/MAtZ0XpxmMu4HybXaH/+yqfpHknHfdvTWFhoSyW2uUa8vLydODAgXrPKygo0JIlSxptrhty7HT7qVOnat68edqwYYO6desmSdq/f7/uv/9+/e9//9OVV17Z4OtERkYqJSXF6fcF4DkhQSZNOjNKj/9Qmyg7d0exbukSxZqtwP/f3p2HN1GubQC/J1vbpCultFBKS+lCWxCQVUBQEDyKC3rkiBuCQFE/cQVFDsqiHkVxwQWQooBwRMsi+xFcEFpARJFFaKHsa1vonjRNmmS+P5CkU5pSIO2kyf27rlwwb2YmT8rLdJ6ZZ96XiMgD7C0w458bC3C+QlpR1zNcgyW3hSJIU/cbfeQ5BEHAO92DcKTUgl/OOsY7WHrUiPggFV7uGChjdI1Drf9zZs2ahQ4dOqBDhw4QBAGvvvqqfbnqq2/fvvjxxx8xYsSIawrCarVi+fLlMBgM9rngLRYLRo0ahXHjxiExMdHptsuXL0dsbCx69OiBSZMmoayszOm6RCS/4Qk6qKsceY6UWvFztQFriIiIqPHZlmvCXf+7cFnSfkeUL5YPbMqk3cupFQIW3NIECUHSe8f/+bMM3x1jBeaV1HrH/ZZbboGvry9EUcS0adNw//33o3379pJ1BEGAVqtFp06d0KVLl6v68P3792PgwIGoqKiATqfD4sWLkZKSAgB4++23ERISgpEjRzrdfsiQIYiKikJERASys7MxdepU/PXXX1i5cmWtn5uTk3NVccqlscRJdLV9tV+oBhvOOw4/H/2ej2gjk3eqfzyuukb13/b8uboef6bUGFTtpxmFCrya7QOTTVpBN6iZBZNaFeL0scKGDo/c1PQ4AcP3+KLE4ugrT24phFB0DikB9TP2UWM4psbHx9f6fq2Je48ePdCjRw8AgMlkwt13321PrF0VXEZGBkpKSrB69Wo89dRTWLt2LQoLC/H1118jIyOj1u2HDx9u/3tKSgpiYmLQv39/7N69Gx07dqz1c91dTk5Oo4iT6Fr66rggMzasO29f3lqkhCq8NVoH8pk3qj88rtYf/lxdi32VGoOq/fSbw+UYn1UEa7VHlZ9O0eHNrkF8HI4k4gF83cyEwRsuoPLvPN1kE/DyIS1+uisMUf6uPR/0lGNqnetVJkyYUGPSnpubi+zs7Gv6cI1Gg9jYWHTq1AmTJ09G+/btMWvWLGRkZCA3NxeJiYkIDQ1FaGgoTp06hcmTJyM5Odnp/jp16gSlUomjR49eUzxE1DC6hKnRMdQxmqwIYF62Qb6AiIiI6JrM3q/HkxmXJ+2v3RiIt5i0kxO9InzwUU/plMD5RhuG/liAskrOOFSTOifuCxYswJgxYyRtL730EpKTk9GzZ0/cfPPNKCgouK5gbDYbzGYzRo0aha1btyIjI8P+at68OZ5++mmsWrXK6fb79++H1WrlYHVEbk4QBKQmSUcWXZxjgIEHaiIiokZBFIG3dpXi1d9KJO0CgA9vCsZLHQIgMGmnWjwSr8Pz7f0lbfuLLBi9uQhWG0ear67OdQgLFiyQPMO+ZcsWfPnllxgyZAiSk5MxY8YMzJgxA2+//Xad9jdlyhQMHDgQkZGR0Ov1WLZsGTIzM5Geno6wsDCEhYVJA1WpEB4ebi9zOHbsGNLT0zFw4EA0adIEBw8exKRJk3DDDTfYy/uJyH3d31qL13aWosB0MVkvMYtYetSI4Ym6K2xJRHIr++UXuUMgIhlZbSKmH1Fjea50UGi1Akjr0wSDW/vJFBk1Nq93DkROiQXrTlbY274/VYEpf5Tija5BtWzpfeqcuJ84cQKPPvqofXnlypWIjIzEnDlzoFAoUFJSgu+++67OiXteXh5SU1ORn5+PwMBApKSkYNmyZejfv3+dtler1di8eTPmzJkDg8GAyMhIDBw4EBMmTIBSqazr1yIimfiqBDyeqMUHe/X2trkH9Hg8Qcsr9ERuzlbLODJE5NmOl1nw+s4SrM5VS9q1KgGL+zVBv0hfmSKjxkghCJjbJwR3rL+AvYWV9vZP/tIjPkiFYQm8oXNJnRN3s9kMtdrxH3TTpk247bbboFBcrLaPjY1Fbm5unT949uzZVxEmsG/fPslyy5YtsX79+qvaBxG5lxGJOny0T49L1VAHii3YmmdG7wgfeQMjIiIiO5soYtNZE+Ye0GPjaROqFzGH+AhIv60pujbTyBIfNW46tQLf3BaKfmvykWt0PDb54rZixASo0Kc5zwuBq3jGPTo6Gr/8XRq3a9cuHD9+HP369bO/n5+fj4CAAJcHSESeK8pfhUGtpFfm5x7QO1mbiIiIGlKp2YbPD+jRbUU+/rmxABtqSNqbaxVYf0cYk3a6Li10Siy5LRR+SkfVpUUEhv1cgMMllbVs6T3qnLg/8cQTWLlyJXr27In7778fkZGRGDBggP39X3/9FW3btq2XIInIc41Okg5Ksu5kBU7rLTJFQ0RERIeKKzF+ezGSv83FKztKcLi05t/LiUEqfH9nGJJC1DW+T3Q1OjXVYE6fEElbsVnE0B8LUWTiAMZ1TtxHjRqFmTNnIjY2FnfccQeWL18OP7+LA08UFRXh/PnzGDJkSL0FSkSe6eYIDZKCHU/tWEVg/kFODUdERNSQrDYR/ztpxH0bLqDbd/lIyzZAb6l5ZO8OoWq8Hm/ClnubITrAtXNuk3e7N8YPr3cOlLQdLrVg2M8FqPTykeav6n/asGHDMGzYsMvaQ0JC7GX0RERXQxAEjE7yx4vbi+1tCw6WY3yHQPiqOEgdkTtSL1ggWa4cPlyOMIjIBYpNNiw6ZMC8bANO6K1O11MJwODWfkhN0qFrmAaHD5fAR8nf0+R6L7T3x6HiSnxzxGhvy8g146XtxZjZM9hrBzHmJTIikt2/2vhhyh8lKDVfvJJaYLLhu+NGPBSnlTkyIqqJ9vnnJcslTNyJGp2/CiuRlqVH+hEjjFbndzLD/RQYnqjDiEQdIrScuYnqnyAImNkrBMfLrPg132xv/+pQORKCVHimnXeOq1bnxP3uu+++4jqCIGD16tXXFRAReR9/tQKPxGkx+4CjRD4tS8/EnYiIyIUsNhHrTlbg8wN6bMsz17putzANUpN1uCfaDxreWacG5qMUsLh/E/Rfc15SCfLazlK0CVThjlZ+MkYnjzo/426z2SCKouRlsVhw7NgxZGZm4uzZs7DZOGgAEV2b6oPU7bpQid/P135SQURERFd2ocKK9/eUocPSPDy+qdBp0u6jBB6O0+KXu8Ow8a4wPBCrZdJOsmnqq8S3A0IRqHb0QRHAqM1F2FfofSPN1/mO+7p162p974UXXsD8+fNdEhQReZ/YQBUGRPrghzMme9vcLD26hDWRMSoiIqLG688LZnx+QI8Vx4ww13J/LVKrxMgkHYYlaNHUl+Xw5D7aBqsx/9YmGPJDAS6NTWewiHjoxwL8dFcYwr3o8Y0633GvzaBBg/DAAw9g4sSJrtgdEXmp1GTpXffvjhmRb3Q+UA4RERFJma0ilh4px4C1+bh1zXl8c8R50t47QoOFtzbBniHhePGGACbt5Jb6R/pievcgSdtpgxUP/1QAo5OZDzyRSxJ3AEhISMCuXbtctTsi8kL9I30QG+A4aai0AQs5NRwREdEVnSu34j9/lqLd0lyM3lKEnedrLiX2UwoYnqDF1nubYe0dYbg3xg8qBcvhyb2NTvLH6CSdpO2PC5X4v8wiiKJ3JO8uG1X+hx9+QGBg4JVXJCJyQiEIGJXkj4m/ldjbvjxowPM3BEDNkwoiIiIJURTxW74Zc7MMWHXciNpuPsYEKDGqrQ6PxusQ7OOye3dEDebtbkE4WmrBT1Ueq1xxzIj4IBVe7eT5eWidE/fp06fX2F5SUoLMzEzs27cP48aNc1lgROSdHo7T4s1dpSj/++zjXLkN605UYHBr7xs9lIiIqCZGi4jlx8qRlmXAnoLaB+nq18IHqck6DIj0hZIXwakRUykEfHlLE9y+7jyyiy329um7yxAXqMKQNp49G1GdE/d33nmnxvbg4GDExsbi448/xqOPPuqywIjIOwX7KDC0jRZfVimR/zxLz8SdiIi83im9BV9mG7DwUDkKTc5Hm/NXCXgoXovUJB3ig9QNGCFR/QrSKPDNbaHov+Y8Cqr8H3hmaxGiA5To1sxHxujqV50T96KiovqMg4jIblSSTpK4b88zY19hJdo34ckHERF5F1EUkZFrxtwDeqw/VWEfWbsm8UEqjG6rw9A4LQI1LIcnzxQToMLi/k1w7/cX7AMvmqzAIz8V4qe7w9DK32VPg7sV/o8mIreTHKLGzREaSVtall6maIiIiBqeodKG+dkG9FqZj3u+v4C1J2tO2gUAt0f5YsXAUOy4rxlSk/2ZtJPHuyncBx/3CpG0na+wYegPBSitbe7DRswzL0cQUaM3OskfGbmF9uWlR4yY2iUIIRxQh4iIPNixUgvSsvVYnFOOUrPz2+tBGgGPxeswKkmHmACe0pP3GRqnRU5JJd7f67i5c6DYglGbC7Gkf6jHjeng9H95SEgIFAoFzp07B41Gg5CQEAjClb+8UqlEaGgo+vbti7feegtNmzZ1acBE5B3ubOWLljolThsuzuNutIpYfMiAse0DZI6MiIjItWyiiE1nTZh7QI+Np02obXKr5GAVUpP9MSTWDzo1L2aTd/v3jYHIKbFg9YkKe9vG0yZM2lmCt7sHyxiZ6zlN3F9++WUIggCVSiVZvhKr1Yrc3FysWrUKZWVl+Prrr10XLRF5DZVCwBNtdZj2R6m9bV62AU+n+HvcFVQiIvJOpWYbvj5cjnlZBhwutThdTykAg1r5IjXZH73CNXU6JyfyBgpBwJw+ITi5/gJ2V5lhYfYBAxKC1BjRVlfL1o2L08T91VdfrXX5ShISEvDee+9dW1RERACGJWgxfXcpTBdvuuOE3oqNpytwRyuOME8kp/KPPpI7BKJG7VBxJdKyDFhyuBz6WiZfD/VR4PFELZ5I1KGlhw64RXS9tCoFltwWiv5r8nG23PF8+7hfi9E6UIlIGWNzpXo7Atx9990IDQ2tr90TkRdo6qvE/a21WHK43N6WlmVg4k4ks8rhw+UOgajRsdpEbDhdgbQsAzadNdW6bsdQNVKTdLi/tRa+Kt5dJ7qS5lolltwWijvWX0D53xfDrCIwbFMhvmgnIF7m+FzBaeK+ZMmSa9rhQw89BACIiYlBTEzMNe2DiOiSMUk6SeL+81kTckoqOS8tERE1CkUmGxYfMmBetgEn9Fan66kVwOAYP4xO0qFrGMvhia5Wh1AN5vYJwWM/F9rHiSg1i3jhgA+2JFrRxFcpa3zXy2ni/vTTT1/WdukAIopije2AI3EnInKFjk016Bqmxs7zjueW0rIMeLeHZw04QkREnuWvwkrMzdJj6REjjFbn5fDhfgqMSNRheKIOEdrGnVgQye2uaD9M6RKIyb87xkg6XaHAvGwDXu4YKGNk189p4r5nzx7JcllZGZ588kkEBARgzJgxiIuLgyiKOHz4MD7//HMYDAbMmTOn3gMmIu+TmuSPneeL7MtLDpfjtc6BCOBoukRE5EYsNhHrTlbg8wN6bMsz17putzANUpN1uCfaDxol764Tucqz7fxxqMSC/+ZcrNh8IqoS4zo0/lmJnCburVq1kiw/++yzCAkJwapVqyR32Nu1a4d77rkH9957Lz7//HPMnDmz/qIlIq90b4wf/r2zBPnGiwOOlFWK+OZwOUYn+cscGREREXChwooFB8sxP9uAM+XOy+F9lMA/W2uRmqRDx6aaBoyQyHsIgoAPbwrGWYMVD7bRorN4BgoPePSkzrer1qxZg7vvvrvG520UCgXuuecerFmzxqXBEREBgEYpYHiidDqPtCzDZY/tEFHDUOzeLXkReas/L5jx5JZCJH+bizd3lTpN2lvqlHi9cyD2/ysCs24OYdJOVM80SgErBoZiaJxW7lBcps6jylssFpw8edLp+8ePH0dlZaXT94mIrseIRB0+2FOGS7PmHCqxYPM5E25p4StvYEReKOCWWyTLJcXF8gRCJAOzVcTK40bMzdLj9/O1n/v2jtAgNckfd7byhUrR+O/4ETUmnjbAY50T9379+mHu3Lm44YYb8MADD0gGqlu6dCnmzZuHO+64o94CJSLv1lyrxD0xflhxzGhv+/yAgYk7ERE1iHPlVsw/aMCCgwb7o1s10aoE/CvWD6OT/JHShDOgEJFr1Dlxf/fdd5GdnY0xY8Zg0qRJaN26NQRBwNGjR5Gfn4/4+Hi888479RkrEXm50Uk6SeL+/akKnCizIDqgzocyIiKiOhNFETvyzUjLMmDVcaO96qsmMQFKjGqrw6PxOgT7cPBUInKtOp/thoeHY8uWLViwYAE2btyIU6dOQRRFtGvXDgMHDsTjjz8OX1/e+SKi+tOjmQbtm6ixr/BiaaII4ItsA6Z1DZI3MCIi8ihGi4jlx8ox94ABewtrL4fv18IHqck6DIj0hZLl8ERUT67qNpWPjw/GjBmDMWPG1Pj+gQMHkJyc7JLAiIiqEwQBo5N0eHar43narw4ZMKFTALQq3t0gIqLrc0pvwZfZBiw8VI5Ck/Ny+AC1gIfitBidpEN8EMvhiaj+XXd9aW5uLpYuXYr09HTs378fhYWFroiLiKhGQ2K1mPx7CYpMF+sVi80ilh01YliC7gpbEhERXU4URWTkmjH3gB7rT1XAVks5fHyQCqPb6jA0TotADS8YE1HDuabEXa/XY/Xq1UhPT0dmZiasViuSkpLw/PPPuzo+IiIJP5WAx+J1+Pgvvb0tLcuAx+K1Hjd6KBER1R9DpQ3pR4xIy9LjQLHF6XoCgNujfDEmSYdbWvjwdw0RyaLOibvVasWPP/6I9PR0/O9//4PRaIQgCBg1ahT+7//+D9HR0fUZJxGR3ci2Onzylx6XborsK6zEr/lm3BTuI2tcRETk/o6VWpCWrcfinHKUmp3fXg/SXLxQPCpJhxgOgkpEMrviUej333/Ht99+i++++w4FBQVISkrCSy+9hC5dumDw4MG45ZZbmLQTUYOKDlDhH1G++N+pCntbWpaBiTsREdXIJor4+YwJaVl6bDxtQi3V8EgOUWFMkj8eiPWDTs1yeCJyD7Um7p07d8axY8fQsmVLPPbYY3jggQeQkpICADh58mSDBEhEVJMxyTpJ4r76uBHnyq1orlXKGBUREbkTi03El9kGzM0y4HCp83J4pQAMauWL1GR/9ArXsByeiNxOrYn70aNHER0djUmTJuHOO++EVqttqLiIiGrVt7kPEoJUOFRy8UTMIgLzDxowsVOgzJEREZE7EEURj28qxLqTFU7XCfVRYHiiFiMSdWjpz3J4InJftdb/fPbZZ2jdujXGjBmDhIQEjBw5EuvXr0dlZe3zWRIR1bdLU8NVteCgAWZrbQWQRETkLb46VO40ae8Yqsas3sHY/68IvNY5iEk7Ebm9Wo9SDz/8MB5++GHk5eUhPT0d6enpeOSRRxAYGIjevXtDEASWEhGRbIbGaTHtj1KUVV5M1vONNqw6bsSQNqwOIiLyZmcMVkzaWSJpUyuAwTF+SE3yR5cwNc9hiahRqdOIG+Hh4Rg7diwyMjKwbds2jBgxAnv27IEoinjmmWfw1FNPYfXq1TAYDPUdLxGRXYBagYfipEl6WhaPQ0RE3kwURbywrch+URcAdCoBvw4OR1rfJujajM+wE1Hjc9V1QUlJSZgyZQqmTJmCjIwMfPvtt1i9ejW++eYb+Pr64ty5c/URJxFRjUYn6TC3SrL+23kzdl8wo2NTjYxREXk28+OPyx0CkVPpR43YeNokaZvcORBtglgOT0SN13UdwW6++WbcfPPNeP/997F+/Xqkp6e7Ki4iojqJD1KjXwsf/HzWcZI2N8uAWTczcSeqL8aZM+UOgahG+UYrJuwolrTdFK7BqGpjohARNTYumZzSx8cH9913H5YsWeKK3RERXZXqg9QtP1aOCxVWmaIhIiK5jP+1GEUmR4m8rxL4pFcwFCyNJ6JGziWJOxGRnAa29EW0v2P+dpMVWHSoXMaIiIiooa06bsSq49JR5Cd2CkRckFqmiIiIXIeJOxE1ekqFgFFtpXfdv8g2wGLj1HBERN6gsMKK8b9KS+Q7NVXj6RR/mSIiInItJu5E5BEeTdDBT+kohTxtsOJ/p2qev5eIiDzLq7+VIN9osy+rFcCnvUKgUrBEnog8AxN3IvIIIT4KDGnjJ2mbe0AvUzRERNRQNp6qwLdHjJK2l24IQEoTlsgTkedg4k5EHmN0krQkMiPXjKyiSpmiIfJcQcHBkheRXErNNrywTVoinxyiwos3BMgUERFR/WDiTkQeo30TNW4Kl04Dl1ZljnciIvIsk38vwZlyxywiCgH4rHcINEqWyBORZ2HiTkQeZUy1u+7fHClHscnmZG0iImqstpwzYf5B6Qwiz7bzR6emGidbEBE1XkzcicijDIr2RQut49BWbhHx9WFODUdE5EkMlTY8u7VI0hYXqMIrHQNlioiIqH4xcScij6JWCBiRKJ0abl6WHjaRU8MREXmKN3eV4niZo0ReAPBp72D4qVgiT0SeiYk7EXmcxxN1UFc5uh0ts+KnMyb5AiIiIpf5Ld+EOQek45ekJunQI9xHpoiIiOofE3ci8jjN/JS4L0Y6NVxaFqeGIyJq7CosIp7JLEbVGqpW/kq81pkl8kTk2Zi4E5FHSk2WDlL3w2kTjpZaZIqGiIhc4b09pThUIj2Wf9IrGP5qntISkWfjUY6IPFLnpmp0aqq2L4sA5mXzrjsRUWO1+4IZH+2THseHJWjRt4WvTBERETUcJu5E5JEEQUBqtanhFueUQ1/JqeGIiBqbSpuIZ7YWw1qlRr6FVoE3ugbJFxQRUQNi4k5EHuu+GD+E+jgOc6VmEUuPGGWMiIiIrsVHe8vwV2GlpO2DnsEI0vBUloi8A492ROSxfFUChidqJW1zs/QQOTUcEVGjkVVUiff2lEna/hXrh39E+TnZgojI8zBxJyKPNiJRB2WVaX2zii3IzDXLFxAREdWZ1SZi7NYimKs85dTUV4G3u7NEnoi8CxN3IvJoLf1VGNRKOnDRXE4NR0TUKMw+oMfv56Ul8jN6BCPUVylTRERE8lDJHQARUX0bneSP1Scq7MvrTlbglN6CKH8eAomuhbVDB7lDIC9wtNSCN3eVStruauWLe2M4ijwReR+etRKRx+sdoUFysAoHii/O/WsTgfkHDXi9M0stia6FfvNmuUMgD2cTL5bIV1gdbcEaATNuCoYgCM43JCLyULKVyqelpaFnz56IiopCVFQUBgwYgA0bNtS47nPPPYfg4GB88sknknaTyYTx48cjNjYWLVq0wNChQ3HmzJmGCJ+IGhFBEDC62tRwCw+Wo8LCQeqIiNzR/IMGbK02Hsl/ugUhQssSeSLyTrIl7i1atMDUqVOxefNmbNq0CX369MEjjzyCv/76S7LeqlWrsGvXLjRv3vyyfbz66qtYs2YNvvjiC6xfvx5lZWV48MEHYbVaL1uXiLzbv9r4IVDjuEtTYLJhxbFyGSMiIqKanNJbMHmntET+tkgfPBSndbIFEZHnky1xHzRoEAYMGIDY2FjExcXhtddeg7+/P3bu3Glf5+TJk5gwYQLmzZsHlUpa1V9SUoJFixZh2rRpuPXWW9GxY0d8/vnn2L9/P3755ZcG/jZE5O50agUeja8+NZyBU8MREbkRURTx/LZi6KtURPmrBHzYkyXyROTd3GJUeavViuXLl8NgMKBbt24AAIvFglGjRmHcuHFITEy8bJvdu3ejsrIS/fr1s7e1bNkSiYmJ2LFjR4PFTkSNx6i2/qh62re7oPKy0YqJiEg+Sw6X46czJknbtK5BHEyUiLyerEfB/fv3Y+DAgaioqIBOp8PixYuRkpICAHj77bcREhKCkSNH1rhtfn4+lEolQkNDJe1hYWHIz8+v9XNzcnJc8wXqWWOJk6gx9dWeIT7YWuR4RvL9387hjUTO6+4tGlNfJe/mjX31ghl45Q8/oMol1hsDreilOAsv/HE0Ct7YT6lxagx9NT4+vtb3ZU3c4+PjkZGRgZKSEqxevRpPPfUU1q5di8LCQnz99dfIyMi46n2KonjFUqor/VDcQU5OTqOIk6ix9dUX/Cqw9YcC+/JPBSrMjGyJcA545PEaW191Z/59+0qWOcq8a3ljXxVFEVN+LkSZ1TF1p59SwLwBLRAbyLvt7sgb+yk1Tp7SV2U9Emo0GsTGxgIAOnXqhF3j3E/SAAAgAElEQVS7dmHWrFmIjIxEbm6upETearVi8uTJmD17Ng4cOIBmzZrBarWioKAATZs2ta934cIF9OzZs8G/CxE1Dv0ifdAmUIkjpRcHsay0AQsPGfByx0CZIyNqPJR79sgdAnmYlceNWHeyQtL27xsDmLQTEf3NLZ5xv8Rms8FsNmPUqFHYunUrMjIy7K/mzZvj6aefxqpVqwAAHTt2hFqtxqZNm+zbnzlzBgcPHkT37t3l+gpE5OYUgoBRbaVTw80/aECljYPUERHJoaDCivG/lkjauoSp8VSyv5MtiIi8j2yXMadMmYKBAwciMjISer0ey5YtQ2ZmJtLT0xEWFoawsDDJ+iqVCuHh4fYyh6CgIDz22GN4/fXXERYWhpCQEPz73/9GSkoKbrnlFhm+ERE1Fg/Ha/HmrlIY/h61+Fy5DWtPGHFfa041RETU0CbsKMGFCpt9WaMAPu0dAqWCo8gTEV0iW+Kel5eH1NRU5OfnIzAwECkpKVi2bBn69+9f53385z//gVKpxIgRI1BRUYE+ffpgzpw5UCr5rCoRORekUWBonBZfZBvsbXOzDEzciYga2P9OGrH0qFHS9nLHQLQNVssUERGRe5ItcZ89e/ZVrb9v377L2nx9ffHee+/hvffec1VYROQlRrXVSRL37Xlm7C0w44ZQjYxRERF5j2KTDS9uL5a0tW+ixnPtWSJPRFSdWz3jTkTUUJJC1OjT3EfSlpZlcLI2ERG52uu/l+BcuaNEXikAn/YOhpol8kREl2HiTkRea3SSTrK89Gg5ikw2J2sTEZGr/HK2Al8dKpe0Pd/eHx1Y9UREVCMm7kTkte6I8kVLnWNMjAorsOgQ77oTEdUnfaUNz26VlsgnBqkwvgOn5SQicoaJOxF5LZVCwMi20rvu87INsHJqOCKiejPtj1Kc1FvtywKAT3oHw1fFEnkiImeYuBORVxuWoIVPlYkoTuqt2HC6Qr6AiIg82PY802XjiTyVokO3Zj5OtiAiIoCJOxF5uVBfJf5ZbRo4DlJHROR6RouIsZnFqFrTFBOgxKQbWSJPRHQlTNyJyOulVhukbtNZEw4VV8oUDRGRZ5q+uxSHSy2Sto97hUCr4ukoEdGV8EhJRF6vY1MNuoVJRzJOy+ZddyIiV/nzghkf/6WXtI1I1F42LScREdWMiTsREYDUZOld9yU55Sg1c2o4IqLrZbaK+L/MIlQd9zNSq8TULkHyBUVE1MgwcSciAnBPtB/C/RyHRL1FxDeHy2vZgsh7lRQXS15EtflgbxkOFElL5D/qFYxADU9DiYjqikdMIiIAGqWA4YnSu+5p2QbYRE4NR0R0rfYXVuL9vWWStqFt/DCgpa9MERERNU5M3ImI/jY8UYeq0wjnlFiw+axJvoCIiBoxi03EM1uLUFnlqaNmfgq83T1YvqCIiBopJu5ERH9rrlXi3hg/SdvnnBqOiOiazNqvx58XpDN0zOgRjBAfnn4SEV0tHjmJiKoYXW1quA2nKnC8zOJkbSIiqklOSSXe+rNU0nZvjC/uqXZxlIiI6oaJOxFRFd2baXBDE7V9WQTwBaeGIyKqM5so4tmtxTBZHW0hPgLe68ESeSKia6WSOwAiInciCAJGJ+kwdqtjpOxFhwx4tVMAtCpe6yQCAL/nnpMsG2fOlCkSckfzsgzYnmeWtE3vHoxmfkqZIiIiavyYuBMRVfNArBav/16CItPFEeWLzSKWHTViWILuClsSeQfNwoWSZSbudMmJMgum/iEtkb+9pQ+GxLJEnojoevD2ERFRNX4qAcPipUn63CwDRE4NR0TklCiKeG5bMQwWx7EyUC3gg54hEAShli2JiOhKmLgTEdXgibY6KKqcZ/5VWHlZ6ScRETksyinHL9Wm0HyjaxAidSyRJyK6XkzciYhqEB2gwj+ifCVtaZwajoioRmcNVkzaWSJp69vcB8MStDJFRETkWZi4ExE5Maba1HCrTxhx1mB1sjYRkXcSRREvbi9GqdlRIq9VCZjZK5gl8kRELsLEnYjIiT7NfZAY5BjD0yoC8w/yrjsRUVXLjxnx/akKSdvrnQMRE8AxkImIXIWJOxGRE5emhqtqwUEDTFYOUkdEBADnjVa8/Ku0RL57Mw1SkzgLBxGRKzFxJyKqxYNxWgSoHaWe5ytsWHXcKGNERETu45UdJSg02ezLPkrgk17BULBEnojIpZi4ExHVIkCtwMNx0sGV5mbpZYqGiMh9rD1hxIpj0guZEzoGIiFYLVNERESei4k7EdEVVC+X//18JXad59RwROS9ik02vLS9WNLWMVSNse38ZYqIiMizMXEnIrqCuCA1+kf6SNp4152IvNnE30qQZ3SUyKsE4JPeIVApWCJPRFQfmLgTEdVB9bvuK44ZcaGCU8MRkff56UwFvj5cLml7sUMA2jdhiTwRUX1h4k5EVAcDIn0RE6C0L5ttwMKD5bVsQUTkecoqbXhuq7REPilYhXE3BMgUERGRd2DiTkRUB0qFgJFtpXfdv8w2wGLj1HBE5D2m/l6K0wZHtZFCAD7tHQKNkiXyRET1SSV3AEREjcVj8Tr8Z1cZjH/P436m3Ip1Jytwb4yfzJERNayyX36ROwSSQWauCfOyDZK2/0vxR+cwjUwRERF5DybuRER1FOyjwL/a+GHhIUeJfFqWnok7eR1bx45yh0ANrNxiw7OZRZK2NoFKTOwUKFNERETehaXyRERXYXSSdKqjzFwz9hdWyhQNEVHD+M+uMhwtkw7I+XGvEPipWCJPRNQQmLgTEV2Fdk3U6BkuLQudl82p4YjIc/1+3oxZB6THudFtdegV4eNkCyIicjUm7kREV2lMsvSu+7dHjCg22ZysTUTUeJmsIp7JLELVcThb6pR4vQtL5ImIGhITdyKiq3RnK1+00DoOn+UWEf89zKnhiMjzzNhThuxii6Tt417BCFDzFJKIqCFxcDoioqukVgh4oq0/3txVam+bl6XHU8k6KAQ+70meT71ggWS5cvhwOcKgeravsBIf7i2TtD0Sr0W/SF+ZIiIi8l5M3ImIrsHjCVq8u7sU5r8r5I+VWfHjaRMGRvGEljyf9vnnJcslTNw9TqVNxP9lFMFSpUQ+wk+Bt7oGyRcUEZEXY50TEdE1CPNT4r7W0mng5mZxkDoi8gyf/KXH3mozZrx/UzCCfXjqSEQkBx59iYiuUWq1qeF+PGPCkRKLk7WJiBqHg8WVmL67VNL2z9Z+GBTt52QLIiKqb0zciYiuUecwDTo3VUva0jg1HBE1YlabiLGZxTBVmbI91EeB6T1YIk9EJCcm7kRE12F0tbvuX+eUQ1/JqeGIqHGam2XAb+fNkrZ3ewShqa9SpoiIiAhg4k5EdF3ua+2Hpr6OQ2lppYhvj3BqOCJqfI6XWfDGLmmJ/B1Rvri/NUvkiYjkxsSdiOg6+CgFDE/QSdrSsgwQRdHJFkRE7kcURYzNLEJ5lWHkAzUCPugZDIHTXBIRyY6JOxHRdRrRVgdllfPa7GILtpwzO9+AiMjNLDxUjoxc6XHrra5BaK5liTwRkTtg4k5EdJ0idUrcFS2dvz2NU8MRUSNxWm/BaztLJG23tvDBo/FamSIiIqLqmLgTEblA9anh1p+qwEk9p4YjIvcmiiJe3F6MskpHibxOJeAjlsgTEbkVJu5ERC7QM1yD5BCVfdkmAvOzDTJGRER0ZelHjdh42iRpm9IlENEBKidbEBGRHJi4ExG5gCAIGFPtrvvCQ+UwWjhIHRG5p3yjFRN2FEvabgrXYGRbnZMtiIhILkzciYhc5IFYPwRpHKWlhSYbVhzj1HBE5J7G/1qMIpPj4qKvEvikVzAULJEnInI7TNyJiFxEp1bgsXjpnaq5nBqOiNzQquNGrDpeIWmb2CkQcUFqmSIiIqLa8AEmIiIXGpWkw2f79biUqu8pqMTO82Z0a+Yja1xErlT+0Udyh0DXobDCivG/Skvkb2yqxtMp/k62ICIiuTFxJyJyoZgAFQZG+WLDKcedrLlZBibu5FEqhw+XOwS6Dq/+VoJ8o82+rFYAn/YOgUrBEnkiInfFUnkiIhdLTZKWy688ZkRuuVWmaIiIHDaeqsC3R4yStnEdApAcwhJ5IiJ3xsSdiMjFbm3hg7hAR0GTRQQWHOTUcEQkr1KzDS9sk5bIp4So8EL7AJkiIiKiumLiTkTkYgpBwKhqd93nHzTAbOUgdUQkn8m/l+BMleofpQB81jsEGiVL5ImI3B0TdyKievBwnBb+KsfJcJ7RhjUnjLVsQURUf7acM2H+Qen0lM+280fHphqZIiIioqvBxJ2IqB4EahQYGqeVtKVlsVyePINi927Ji9ybodKGZ7cWSdrig1R4pWOgTBEREdHV4qjyRET1ZHSSDvOyHcn6r/lm7Ckwo0Mo73BR4xZwyy2S5ZLi4ppXJLfw5q5SHC9zlMgLAD7pFQxfFUvkiYgaC95xJyKqJ4nBavRtLp0Gjnfdiagh/ZZvwpwD0uNOapIOPcI5RSURUWPCxJ2IqB5Vnxpu2dFyFFZwajgiqn8VFhHPZBaj6rCY0f5KvN6ZJfJERI2NbIl7WloaevbsiaioKERFRWHAgAHYsGGD/f0333wTXbt2RYsWLRAdHY177rkHO3bskOxj0KBBCA4OlryeeOKJhv4qRERO/SPKF1H+SvtyhRVYlFNeyxZERK7x7p5SHCqxSNo+7hUMnZr3bYiIGhvZjtwtWrTA1KlTsXnzZmzatAl9+vTBI488gr/++gsAEB8fjxkzZmDbtm34/vvvER0djQceeAD5+fmS/TzyyCM4ePCg/fXhhx/K8XWIiGqkVAgY1VZ6131etgFWG6eGI6L6s/uCGTP36SVtjydo0beFr0wRERHR9ZAtcR80aBAGDBiA2NhYxMXF4bXXXoO/vz927twJAHjwwQfRt29fxMTEICkpCW+99RbKysqwb98+yX60Wi3Cw8Ptr6CgIDm+DhGRU4/Fa+HruOmOU3orvj9VIV9AROTRKm0intlaDGuV64MttApM68pzJCKixsotaqWsViuWL18Og8GAbt26Xfa+2WzGwoULERgYiPbt20veW758OWJjY9GjRw9MmjQJZWVlDRU2EVGdNPFV4oFY6dRwczlIHRHVk4/2luGvwkpJ2wc9gxGkcYvTPiIiugZCcXGxbPWa+/fvx8CBA1FRUQGdToe0tDTcfvvt9ve///57jBw5EuXl5YiIiMDixYvRuXNn+/sLFixAVFQUIiIikJ2djalTpyI2NhYrV66s9XNzcnLq7TsREdXkoF7Ao7v9JG3pNxrRWsuSeWp8unTtKln+/e9qOZLfEYOAR3f7wiI6pnr7R5gFbySaZYyKiIiuJD4+vtb3ZU3czWYzTp8+jZKSEqxevRoLFy7E2rVrkZycDAAwGAzIy8tDQUEBFi5ciM2bN+OHH35AREREjfv7448/0L9/f/zyyy/o2LFjQ34Vl8vJybniPx6RO2Bfrbt/rDuPX/MdJ8+j2uow46ZgGSPyLuyrrhMULO23nMfdta61r1ptIgauO48/Ljjutof5KrDjvmZoUvV5HSIX4DGVGgtP6auy1kxpNBrExsaiU6dOmDx5Mtq3b49Zs2bZ39fpdIiNjUXXrl3x6aefQq1W46uvvnK6v06dOkGpVOLo0aMNET4R0VUZXW1quCWHy1FitskUDRF5mlkH9JKkHQDe6xHMpJ2IyAO41cNONpsNZrPzUq4rvb9//35YrVaEh4fXR3hERNfl7mg/RPg5DrsGi4glhzk1HBFdvyMlFry1q1TSdne0L+6N4SjyRESeQCXXB0+ZMgUDBw5EZGQk9Ho9li1bhszMTKSnp6O0tBQff/wx/vGPfyA8PBwFBQVIS0vD2bNnMXjwYADAsWPHkJ6ejoEDB6JJkyY4ePAgJk2ahBtuuAE9evSQ62sRETmlUQoYnqjDO7sdg2jOyzIgNUkHhSDUsiURkXM2UcTYrUWosDragjUCZvQIhsBjCxGRR5Atcc/Ly0Nqairy8/MRGBiIlJQULFu2DP3790d5eTmysrKwePFiFBYWokmTJujUqRPWr1+Pdu3aAQDUajU2b96MOXPmwGAwIDIyEgMHDsSECROgVLIkjIjc04hEHd7fW4bKvyvkD5dasOmsCf0jeVeMiK7N/IMGbMuTViS+3T0Y4VqeDxEReQrZEvfZs2c7fU+r1eK///1vrdu3bNkS69evd3VYRET1KlyrxL0xflh21Ghvm5tlYOJORNfkpN6CyTulJfK3RfpgaBs/J1sQEVFjJFviTkTkrVKTdJLEfeOpChwvsyAmgIdkahzMjz8udwgEQBRFvLCtGHqLY4KgALWAD3uyRJ6IyNPwLJGIqIF1DdOgQ6gaewoujv4s4uKz7m92C5I3MKI6Ms6cKXcIBODrw+X46YxJ0ja1SxCi/Hl6R0TkadxqVHkiIm8gCAJSq00NtyjHAEMlp4YjorrJLbdi4m8lkrbeERoMT9TKFBEREdUnJu5ERDK4v7UWTXwch+ASsygpnycickYURby0vRglZkeJvJ9SwCe9QjhDBRGRh2LiTkQkAz+VgMcTpHfGPs/SQxRFJ1sQEV208rgR605WSNomdQ5E60CWyBMReSom7kREMhnRVgdFlZtjB4osl03pRERUVUGFFeN/lZbIdw1T48lqj98QEZFnYeJORCSTVv4q3BklnQZubpZepmiIqDGYsKMEFyoc42FoFMAnvUOgVLBEnojIkzFxJyKS0egkf8ny2hMVOGOwyhQNUd0EBQdLXtQw/nfSiKXVxsJ4uWMg2garZYqIiIgaChN3IiIZ9WmuQdtgx3OpVhGYn22QMSIickfFJhte3F4saWvfRI3n2vs72YKIiDwJE3ciIhkJgoDR1Z5NXXDIAJOVg9QRkcNrO0twrtxRIq8UgE97B0PNEnkiIq/AxJ2ISGYPttEiUO04+b5QYcN3xzg1HBFdtOlMBRbllEvaXmgfgA6hGpkiIiKihsZ5Q4iIZOavVuDheC3mHHCUyI//tRgf7i2Dr0qAn1KAr0qAr9Lx94t/Xpy72VfSJtjb/FQ1/3np7xrFxTv+ROS+9JU2PLtNWiKfGKTC+I4BMkVERERyYOJOROQGRrXVSRL3skoRB0ss9fqZAuBI6v++ECBJ9KtdEKipzdl7PkpcfuFAKXDka6KrNO2PUpzSOwasFAB82jsEPkr+XyIi8iZM3ImI3EBckBoDIn3wwxlTg32mCKDcIqLc0nDP06sVqPVCAKsKiBy255kwN0s6WOVTKTp0bcYSeSIib8PEnYjITcy4KRgP/FCAnHq+0y6nShtQaRNRWtkwFwsUAuyJvEr0RcDeXJdVFVz8E5ddOFDwQgG5gNEiYmymtES+dYASk24MlCkiIiKSExN3IiI3ER2gwm/3NUO+0YZyiwijVYTJKsJoEVFR9U+riAqL409HG6TvVVuvelul7coxNXY2sWpVgQL5ZusVt7leGgVqrQqosVLAfnGg+uMLV76AoGZVgUd6589SHC6VXsT7uFcItCqOK0xE5I2YuBMRuRFBEBCuVTbIZ1lsfyfyNV0csMD5ezVdOKjjRQVvYLYBZrOIUjRcVUH1iwQ1VQNczSMGNVclwH7hgOrX/jIFPtmvl7Q9kajDzc19ZIqIiIjkxsSdiMhLqRQC/BUC/NUN83miKMJkRY0JvtHJRQLn76HWCweX2hrw8X3Z2ETAYBFhsIhAAw2RUP3HetN3ebU/alBj2+UDGDq7qOBNc5WbrSLezNHAVuWH3FKnxJQuLJEnIvJmTNyJiKhBCMLfI9erBAQ30GdabI5kPuvwMURERdfpEYMrXzhwsn79V+K7pazi+h2XQVllrIKGqiqQa6yCD/aW4XC5tBz+o57BCNSwRJ6IyJsxcSciIo+lUggIUAgIUAPFviLig+u3vEAULybv0mSeVQXXyypDVYHPpYsCdR3A0AVVBfsLKzFjT5kkjofitLitpW/DfGkiInJbTNyJiIhcRBAE+KkuJmshDfQ4ctWqgqsZuJBVBbUzWQGTVURJA41VoBQuztFe9UJMMz8F/tMtqEE+n4iI3BsTdyIiokasalVBQ7CJIirnd4ANF5+vF0URW+9t5nzsAicDF0pnOUCtFxW8YVzDmr7j+zcFI8SHJfJERMTEnYiIiK6CQhBQvmWzpC2lnj+z0lbTzAfOZkXANVw4kLaZ3KCqYHCMH+6O9pM7DCIichNM3ImIiMitqRUC1BoBDTWuuk10JPXVxyxoiKqCjoFWfHATS+SJiMiBiTsRERFRFQpBgFYlQNuAZ0mXqgpEAPknjqCJr7LhPpyIiNweE3ciIiIimV2qKgCAfJljISIi98MRT4iIiIiIiIjcGBN3IiIiIiIiIjfGUnkiIiK6Kv59+0qW9Zs3O1mTiIiIXIGJOxEREV0V5Z49codARETkVVgqT0REREREROTGmLgTERERERERuTEm7kRERERERERujIk7ERERERERkRtj4k5ERERERETkxpi4ExEREREREbkxJu5EREREREREboyJOxEREREREZEbY+JORERERERE5MaYuBMRERERERG5MSbuRERERERERG6MiTsRERERERGRGxOKi4tFuYMgIiIiIiIioprxjjsRERERERGRG2PiTkREREREROTGmLgTERERERERuTEm7kRERERERERujIk7ERERERERkRvz6sT9gw8+wK233oqoqCi0adMGDz74IA4cOCBZRxRFvP3222jbti0iIiIwaNAgZGVlSdaZMWMGbr/9drRo0QLBwcE1ftauXbtw7733Ijo6Gq1atcI999yDP/7444oxZmZmom/fvggPD0eHDh3w5ZdfXrZObm4unnzySbRp0wbh4eHo3r07MjMza93vggULcNddd6FVq1YIDg7GiRMnLltn9+7dGDx4MFq1aoXWrVvjueeeg16vv2LM5Hre2leLioowfvx4dO3aFREREUhJScGLL76IwsLCq/5eVP/YT533U5vNhqFDh6Jdu3YIDw9HYmIiUlNTcfbs2SvGTK7Hvlr7MbV9+/YIDg6WvKZMmXLFmMn12Fed99WMjIzL+uml18qVK68YN7kW+2rtx1VX5FVenbhnZmZi5MiR2LBhA1avXg2VSoXBgwejqKjIvs7MmTPx2WefYfr06fj5558RFhaG++67D2VlZfZ1TCYT7rrrLjz11FM1fo5er8c///lPREREYOPGjfjhhx8QERGB+++/X7Kf6o4fP45//etf6NatG7Zs2YIXX3wRL7/8MlatWmVfp7i4GLfffjtEUUR6ejp27NiBd999F2FhYbV+9/LycvTr1w8TJkyo8f1z585h8ODBiImJwU8//YTly5cjOzsbTz/9dK37pfrhrX313LlzOHfuHKZOnYpt27bh888/x7Zt2zBy5EjJelf6XtQw2E9r76d9+vTB/PnzsXPnTnz11Vc4fvw4Hn300Sv+XMn12Fdr76sA8PLLL+PgwYP217hx42r9mVL9YF913le7d+8u6aMHDx7Eiy++CH9/f9x22211+vmS67CvOu+rrsqrOI97FXq9Hq1atcJ///tf3HHHHRBFEW3btsXo0aPtv7CMRiPi4+PxxhtvYMSIEZLtV61ahccffxzFxcWS9j///BO33nordu/ejZiYGAAXO0/Hjh2xadMmdOrUqcZ4Jk+ejDVr1mDXrl32trFjxyI7Oxs//PADAGDatGnYunUrNmzYcE3f+VJse/bsQXR0tL19wYIFmDZtGnJycqBUKgEA+/fvR69evbBr1y7ExsZe0+eRa3hjX71k48aNePDBB3HixAkEBgbW6XuRPNhPa+6nl6xfvx4PP/wwcnNz4evre12fR9eHfVXaV9u3b4/U1FSMHTv2uvZNrse+WvtxtUuXLujVqxdmzpx5XZ9F14991dFXXZVXefUd9+r0ej1sNpu9LOPEiRPIy8tDv3797Ov4+fmhZ8+e2LFjR533GxcXh6ZNm2Lx4sUwmUwwmUz46quv0LJlS7Rt29bpdr/99pvkswGgf//++PPPP1FZWQkAWLduHTp37owRI0YgLi4OvXv3xty5cyGK13c9xmQyQa1W2zsXcPG7A8D27duva990/by5r5aVlcHHxwdarfaqtqOGx37qvJ8WFRVh6dKl6NKlC5N2N8C+enlf/eSTT9C6dWv07t0bM2bMgNlsvqr9Uv1gX3V+XM3IyMDhw4cxfPjwq9ov1Q/2VUdfdVVexcS9igkTJqB9+/bo1q0bACAvLw8ALiuPCAsLQ35+fp33GxAQgLVr12LFihVo3rw5mjdvjhUrVmDlypX2f7Sa5Ofn1/jZFosFBQUFAC5eYfriiy8QExOD5cuX48knn8TUqVORlpZW5/hq0qdPHxQUFODDDz+E2WxGcXGx/fm2Sz8Xko+39tXi4mK89dZbGDZsGFQqVZ23I3mwn17eTydPnowWLVqgdevWOH36NL799ts675fqD/uqtK+OGTMG8+bNw5o1a5CamopZs2bhpZdeqvN+qf6wrzr//b9w4UK0a9fO6R1Xaljsq46+6qq8ion73yZOnIhff/0VixYtklwNAQBBECTLoihe1lYbo9GIZ555Bl27dsWPP/6IDRs24IYbbsDDDz8Mg8EAAIiMjLS/XnjhhVo/u2q7zWZDhw4dMHnyZHTo0AGPPvqo/RcuALz//vuSfZ86dapOMSclJWH27NmYPXs2mjdvjoSEBERHR6NZs2aX/XyoYXlrXzUYDHjooYfQvHlzTJs2rc7fieTBflpzP3322WexZcsWfPfdd1AqlUhNTb3uCim6Puyrl/fVZ555Bn369EG7du0wbNgwvP/++1i0aNFlgy1Rw2Jfdf77v7CwEGvWrOHddjfBvirtq67Kq3jLCsCrr76KFStWYM2aNfZnJQAgPDwcwMUrNC1btrS3X7hw4YqDv1W1dOlSHDt2DBs2bLD/48ybNw8xMTFYu3YtHnzwQWRkZNjXDwgIAAA0a9bssnonFtkAAAScSURBVCtQFy5cgEqlQpMmTewxJiYmStZJSEjA6dOnAQBPPPEE7rvvPvt7zZs3r3PcQ4YMwZAhQ5Cfnw+tVgtBEPDZZ59JnoWnhuWtfVWv12PIkCEAgG+//ZalxW6O/dR5Pw0NDUVoaCji4uKQkJCAlJQUbN++HT179qzz9yfXYV+t2zG1c+fOAICjR4/aP58aFvtq7X11yZIlUCgU9nVJPuyrNfdVV+RVXp+4v/LKK1ixYgXWrl2LhIQEyXvR0dEIDw/Hpk2bcOONNwIAKioqsH379qu642c0GiEIAhQKR4GDQqGAIAiw2WwAUOOgBN26dcO6deskbZcGXVCr1QCAHj164PDhw5J1Dh8+jKioKABASEgIQkJC6hxrTZo1awYAWLRoEXx9fXHLLbdc1/7o2nhrXy0rK8OQIUMgiiKWLVsGf3//On8fanjsp3Xvp5di5bPD8mBfrXtf3bdvHwDHiTc1LPbVK/fVRYsWYfDgwQgKCqrjN6b6wL565b56PXmVcsKECVPqvLaHGTduHL755hssWLAALVu2hMFgsJdYaDQaCIIAq9WKDz/8EHFxcbBarfj3v/+NvLw8fPTRR/Dx8QEAnDp1CidOnMDevXuxadMm3HnnncjLy4NOp4NGo0FgYCDmzJmDc+fOISYmBufPn8drr72Go0eP4o033nA6Mmbr1q3x0Ucf4fz584iKisL69evx/vvv480337QPvtCyZUtMnz4dCoUCERER2Lx5M95880288MIL9ivkNcnLy8PRo0eRk5ODNWvWoF+/fjAYDNBoNPbnQ+bOnQulUgm9Xo/ly5dj4sSJmDx5Mnr37u3KfwaqA2/tq2VlZbj//vtRWlqKL7/8EoIg2L+7RqOxX2m90veihsF+6ryf/vbbb1i/fj00Gg1MJhN2796N8ePHQ6lUYurUqRyzoYGxr9beV1euXAlfX18YjUZs2rQJr7zyCm6++WY88cQT9fCvQbVhX6399z9wcXCvmTNnYsaMGZI7udSw2Fdr76uuyKu8ejq4S6McVvfKK6/g1VdfBXDx2Yd33nkHCxYsQHFxMTp37owZM2YgOTnZvv5TTz2FJUuWXLafNWvW4OabbwZw8YrO9OnTceDAAQiCgPbt2+O1115D9+7da40xMzMTEydORHZ2NiIiIvD8889f9otzw4YNmDZtGg4fPoyWLVti9OjRGDNmTK3Pi7z99tuYPn36Ze2fffYZHnnkEQAXB6fZuHEjDAYD4uPjMXbsWAwdOrTWeKl+eGtfzcjIwN13313je1Vjrsv3ovrHfnq5SzHv3bsXEydOxP79+2EwGBAREYHbbrsNL730EiIjI2uNmVyPffVyl2LevXs3xo0bh0OHDsFsNiMqKgr3338/nnvuOc7mIQP21ctV/93+5JNP4s8//7yqkcnJ9dhXL1c1ZlfkVV6duBMRERERERG5O44qT0REREREROTGmLgTERERERERuTEm7kRERERERERujIk7ERERERERkRtj4k5ERERERETkxpi4ExEREREREbkxJu5EREREREREboyJOxEREREREZEbY+JORERERERE5Mb+H9cX4NHELAVLAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1002372491514441728\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-02\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1179520622004588544\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-11\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1072488092089618432\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-06\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1180877114226008064\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-08-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1032804122330845184\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-02-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1094232094912512000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-04-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/980566103356194816\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/999364333674024960\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1000332404618227712\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-15\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1184232118223822848\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/998088849636016128\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-18\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1129618550161731584\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-06-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1141779311155744768\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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AAAAQSgR3oJvz+nz68b8q9af9/qE9xWrU6ik9NaabhXapoc896oyfjsdqPDpa7Q5dQQAAAOjWCO5AN+b1+fTwBxX68wH/0J4abdSaKakalWIJUWWhZTMbztLnzqg7AAAAQoPgDnRTHq9P33+/Qi99Xud3vmdjaB/ZTUP7aTmZLfvcWaAOAAAAoUFwB7ohj9en7+ad0iv5/qE93WbU2qmpGp7cvUO7JE08S5+7z+cLUTUAAADozgjuQDfj9vr07a2n9PpBu9/5jMbQPjSJ0C5JV/SMktXUfPxlrUdHazyhKwgAAADdFsEd6EbcXp++9c9T+vsh/9DeK8aot6b2VHYiof20aLNBV9DnDgAAgDBAcAe6CZfXp3lbTmnFYf/Q3ifWpLem9tSgRHOIKgtfbAsHAACAcEBwB7oBp8en+zaVa9UR/9CeFWfS2qmpGpBAaD+biS0WqHu/yEmfOwAAAC46gjvQxTk9Ps3ZXK61x+r9zveLM2ntlFT1jye0t+Wy1ChFt+hzP1JNnzsAAAAuLoI70IU5PD59c1O53m4R2gfEN4y09yO0n9PZ+ty30ucOAACAi4x37UAXVe/26ZvvlWljgX/QHJRg0uopPdU71tTGR+JMEzOt2nrGHu55hQ7dMyQ2hBV1XXW//70k6WRxsdLS00NcDQAAQPgguANdkN3t0+x3y/TeCf/QPjjBrDVTU5UZQ2gPVMMCddVNx3lFDfu5GwyG0BXVRbnmzJEklebnKzk7O7TFAAAAhBGmygNdTJ3bq7vOEtqHJpq1ltDeYZf1jJLN1BzST9R5daiKPncAAABcPAR3oAupdXk1a2OZNrcI7cOTGkbaMwjtHWY1GXRlGvu5AwAAIHQI7kAXUePy6s6NZX792JI0Itms1VNSlWYjtJ+vltvCEdwBAABwMRHcgS6gujG0f1DsH9q/kmLRmimp6klovyA5GS1Wli90sJ87AAAALhoWpwMiXJXTq5nvlOmjEv/QPjrFojenpCrZyu/nLtSlqVGKMRtU524I60V2rw5WuTU40RLiyroW46efSpJijh2TsbZW3jFjQlwRAABAeCC4AxGs0unVjHdK9XGJy+/82FSLVt6QqiRCe1BEmQy6Ki1Km85YO2BroZPgHmTx114rSRrReFxZURGyWgAAAMIJ7+qBCFXh8Or2Da1D+2WE9k7RsC1cM/rcAQAAcLEw4g5EoFMOr6ZvKNWuMv/QfmXPKP39hh5KjCK0B9vEzBZ97uznDgAAgIuEd/dAhCmv9+jW9a1D+7i0KK24kdDeWcamRinW3BzST9q9yq90h7AiAAAAdBe8wwciSGm9R7esL9W/y/1D+/j0KC2/oYfiLfyV7iwWo0Hj0luPugMAAACdjXf5QIQ4affolnWl2nPKf5R3YkaU/n59D8UR2jtdqz73QmcbdwIAAADBQ487EAGK6xqmxx9oMTX7mkyrXpucohgzof1imJjZeoE6+twBAADQ2Xi3D4S5wjqPbj5LaP9aL6ten9yD0H4RXdLDorgz+txL6r2tngsAAAAQbLzjB8LYiVqPbl5X0moRtMm9rXr1uh6ymRnpvZgsRoOubtHnnldInzsAAAA6F8EdCFNf1rg1bV2JDlZ5/M7f2MeqV67roWhCe0jktJguzwJ1AAAA6GwEdyAMHatxa9q6Uh2u9g/tU7Oi9dLXeshqIrSHytkWqPP5fCGqBgAAAN0BwR0IM0eqG0L70Rr/0H5z32gtm5RCaA+xS3pYFG9pfgZlDq/2VdDnDgAAgM5DcAfCyOEqt25eV6rjLUL7bf2j9ZdJKYoitIecmT53AAAAXGQEdyBMHGoM7V/W+of2OwbY9MI1KbIYCe3hYmIGfe4AAAC4eNjHHQgDX1S6dMv6UhXWef3O3znQpj9OTJaZ0B5WWi5Q936RU16fT0b2c78gznvvlSRVVlYqMTExxNUAAACEj5CNuC9dulSTJk1SVlaWBg0apFmzZmnv3r1N110ul5YsWaLx48erV69eGjp0qObNm6fjx4/7vc60adOUlJTk97/777//Yn85QffEIYse3FKuJz6r1rpjdh2pdsvLAlhd0ucVLk1b1zq0zxpk03OE9rA0OsWihDP63MsdXu07RZ/7hbI/+aTsTz6po489JvuTT4a6HAAAgLARshH3vLw8zZ07V5deeql8Pp9+9atfafr06frwww+VnJysuro67dq1S/Pnz9eoUaNUVVWlxYsXa+bMmXr//fdlNjeXPnv2bP30pz9tOo6Ojg7FlxRU/yw36ct6uyR707kYs0FDk8walmTR8CSzhidbNCzJrD6xJhkY6YtI+ytcunV9qU7a/UP73YNj9NSEJJkI7WHJZDTo6gyrNhyvbzq3tcihkSmWEFYFAACAripkwT03N9fv+Pnnn1ffvn21bds2TZ06VYmJiVq1apXfPU888YTGjRunAwcOaOTIkU3nY2JilJ6eflHqvhjq3F4V1LcObHVun3aWurSz1OV3Pt5i0LDGQD8suTnUZ9iMBPowtvdUQ2gvrfcP7fcMidHvxycx7TrMTcyI8gvueYUOfXtEXAgrAgAAQFcVNj3uNTU18nq9SkpKavOe6upqSWp1z4oVK7RixQqlpaVp8uTJWrBggeLj4zu13s70eYVbPgUe2qpdPm0vcWl7iX+gT4wyaHiSRcOTG0N9kkUjks3qaTMFu2R00L/LXZq+vlRlDv/Qft/QGP2/qwntkaDlfu7vFzvocwcAAECnMFRUVIRF4/ScOXN08OBBbd68WSZT62DpdDp1yy23KDk5Wa+//nrT+RdffFFZWVnKyMjQ/v379fjjj2vgwIGtRuvPlJ+f3ylfQ7DYPdLeaqMO1hl1qM6gQ3VGHaozqtIdnECQZPZpYIxXg2K9GhjT8P8HxniVxCzfi+JAjUHf3R3d6nnOzHTpkYEukfsig8cnXb/NpmpP8wN7ZYxdQ+LC4kcqAAAAIkh2dvY5r4dFcF+0aJFyc3O1fv169e/fv9V1t9utefPmaf/+/Xr77beVkpLS5mvt2LFD1113nTZv3qwxY8Z0YtWdKz8/3+/h+Xw+nbR7tb/Cpb2n3Npf4dL+Crf2nXKpyhWcR5huMzaOzJs1orF/fliyRYlR7Bp4Li2f1bl8WurU9A2lqnD6P7NvDY/Vb65KpLWhk3XkWQXirn+Uad0Z0+V/dWWiHhrJdPkLFeznhM7Ds4ocPKvIwbOKDDynyNFVnlXIp8ovXLhQubm5WrNmTZuhfe7cudq7d6/Wrl17ztAuSWPHjpXJZNKhQ4ciOri3ZDAYlB5jUnqMSdf0aj7v8/l0ou50oG8I8/sb/1vr7ligL7Z7VWx3aEuh/57UvWNMGtY43X54slnDkywammRWnIVA3xE7Spy6/Z1SVbUI7Q+NjNUvryC0R6KcTKtfcM8rchDcL0BiYxvU5Y3HlRUVoSsGAAAgjIQ0uC9YsEC5ublau3athgwZ0uq6y+XS/fffr3379mnt2rUBLUC3Z88eeTyeLrVY3bkYDAb1jjWpd6xJ1/VuXk3f6/PpeI2nIcifEeo/r3DL7ulYoC+o86igzqN3C/wDfVacSSNaLIo3JMmsGDOBvqXtJ52a8U5pq9kRP/hKnB6/PIHQHqEmZkT5Hb9f5JDH62M3AAAAAARVyIL7/Pnz9cYbb+jll19WUlKSiouLJUmxsbGKi4uT2+3Wvffeq507d+q1116TwWBouichIUE2m02HDx/W3/72N91www1KSUnRgQMHtHjxYo0ePVrjxo0L1ZcWFowGg/rFm9Uv3qwbs5oDvcfr09Eaj/Y1Bvl9FS7tO+VSfqVbTu85XvAsjtd4dLzGow1fNgd6g6T+8SYNbwzyp0P9kESzrKbuGWY+LHZo5sYyVbcI7f/fqDj99DJCeyT7SopFSVGGptaHSqdPu0+5dEmPqHY+EgAAAAhcyIL7Cy+8IEm67bbb/M4vWLBACxcuVEFBgd5++21J0rXXXut3zzPPPKPZs2fLYrFoy5Yteu6551RbW6vevXvrhhtu0KOPPnrWBe7QsP/0wASzBiaYNa1f83m316fD1e7m/vlTDaH+i0q3OjLj3ifpcLVHh6s9evvYGZ/XIA1MMGtY41Z1p0P94ESzLF14dPKDIof+Y2OZalr8Ic6/JF6PjY0ntEc4o8GgCRlWvXXszOnyToI7AAAAgipkwb2ind7Ffv36tXtPnz59msI9LozZaFB2okXZiRbdJlvTeafHp4NVDYvg7Wucdr/vlFuHqt3ydiDQe3xSfqVb+ZVurTnaHHIsRmlwwumReXPT9nUD4s0yR3igzytyaNbGslZrDTw6Jl6Pjk0IUVUItpwWwX1roUPfpc8dAAAAQRTyxekQ3qJMhoYR8mT/veLq3T7lNwb602F+f4VLR6o96kgHvcsr7atwa1+FWzrSfN5qkrITm0fmTy+K1y/eFBH7ZG854dDX/1HWaj2BRWPj9cgYQntXMjHTfz/3D4rpcwcAAEBwEdxxXqLNBo1KsWhUin+gr3N79XljEG8K9RVuHa/xdOj1HR5pd7lLu8tdkuxN520mg4YmNU+5Px3qs2JNYTPtfFNBve56t0z1Lb7kn16WoB+Njg9NUeg0I5LNSrEaVe5oWCSiyunTv8tdGpPKdHkAAAAEB8EdQRVjNmpMalSr0FLt8upAU5hvDvUn6jq2Ip7d49OnZS59WuYf6OPMDYF+eOP+8w199BZlxhgvaqD/x5f1mv1emRwtQvvPLk/QD0YR2ruihj73KL8WkK1FDoI7AAAAgobgjosi3mLU5T2jdHlP/zBT4WjYg/50mD/dR3/S3rFAX+P2aUepSztKXX7nE6IMGp5kabUoXpot+IH+neP1+sZ7Za1W5//FFQn63lcI7V1ZTobVL7jnFTr0fZ45AAAAgoTgjpBKsho1Lt2qcen+fcJl9Z6GEO+3bZ27aTpyoKqcPn140qkPTzr9zqdYjf5hvvG/PaLPbzeCdcfsundTeavQ/purEvXtESxU1tXlZPh///6r2Cm31xfxCywCAAAgPBDcEZZ6RJuUk2HyC0Q+n08l9V7ta9yq7nSo31vhUpWzI0viSeUOrz4oduqDYv9An2YzNqxwn9S8wv2wJIuSrMY2X2tzmUmLDpTL1SK0/25coh4YTmjvDoYnm9XDalTZ6T53l0+flbl0aU+mywMAAODCEdwRMQwGg9JsJqXZTLqml3+gL6xrmHK/tzHMn96LvuX+6e05affqpN2hfxY6/M5nxhgbptw3BvkRyRYNTTLrvQKHHt0fpRaLx2vp1Um6f1jseX+tiCyn+9xXnzldvshBcAcAAEBQENwR8QwGg3rFmtQr1qSv9Y5uOu/z+XS81qP9jVvVnQ71ByrcrbZpa09hnVeFdQ69d8I/0Bsk+WTwO35yQpLuGUJo724mZlpbBXcWJAQAAEAwENzRZRkMBvWNM6tvnFk3ZDUHeq/Pp6PVnobp9o199Hsr3MqvdLVaDb49Z8Z/g6SncpL0jWxCe3dEnzsAAAA6C8Ed3Y7RYNCABLMGJJh1U9/m826vT0eq3drbOEJ/eqX7/Eq32ptxb5D07MRk3TU4plNrR/galmRWarRRpfUNfe7VLp92lbl0GdPlA+a55BJJUr3DoWirtZ27AQAAug+CO9DIbDRocKJFgxMtulW2pvMur08Hq87Yrq7xv4eq3PL4JJvRp6cmpmjmQEJ7d2YwGJSTYdWqI/amc1sLHQT3DqjZskWSlJ+fr+zs7BBXAwAAED4I7kA7LEZD40rzFt1+xnmHx6fjNW5VnTiiSwntkDQxM8ovuOcVOfTwaPrcAQAAcGHa3uMKwDlZTQ0j9PH8+guNztbn7vJ2bCFEAAAAoCWCOwAEyZBEs9JszT9Wa90+fVrqCmFFAAAA6AoI7gAQJKf73M+0tcjRxt0AAABAYAjuABBELYN7XiHBHQAAABeG7lwACKKJmf6ryG872dDnbmE/93bFXXONJGl443Zwp1eZBwAA6O4I7gAQRIMTzEq3GVVsb9jPvc7t0yclTl2Vzr7k7THt2iVJig1xHQAAAOGGqfIAEEQGg0ETM1tMly9yhqgaAAAAdAUEdwAIMhaoAwAAQDAR3AEgyCa2CO4fFjvl9LCfOwAAAM4PwR0AgmxggkmZMc0/Xu0en3aUMqXw6lwAACAASURBVF0eAAAA54fgDgBBdrb93NkWDgAAAOeL4A4AnaDlAnVbWaAOAAAA54ngDgCdoOWI+0cnHXLQ5w4AAIDzQHAHgE4wIN6k3jGmpuN6j7SjhFF3AAAAdBzBHQA6gcFg0ITMKL9zbAsHAACA80FwB4BO0nJbOBaoAwAAwPkguANAJ2m5QN1HJU7Vu+lzBwAAQMcQ3AGgk/SLM6lPbHOfu8Mjfcx+7gAAAOgggjsAdJKG/dxb9LkzXR4AAAAdRHAHgE6U02K6fB4L1LWpsqJClRUV+nj7dlVWVIS6HAAAgLBBcAeATtRygbrtJ52y0+cOAACADuhwcN+2bZt++9vf6j//8z/1xRdfSJJqa2u1Y8cOVVVVBb1AAIhk/eLNyopr7nN3eqXt7OcOAACADgg4uDudTn3jG9/QTTfdpF//+tf6v//7PxUUFEiSTCaTZs6cqf/93//ttEIBIFK12haO6fIAAADogICD+69//Wtt2LBBv/vd77R9+3b5fM1TPaOjozV9+nStW7euU4oEgEjGAnUAAAC4EAEH97///e+aM2eO5s6dq5SUlFbXs7OzdeTIkWDWBgBdQssF6naUOFXn9oaoGgAAAEQac6A3lpSUaNSoUW1et1qtqq2tDUpRANCV9I0zq1+cSUdrPJIa+9xPOnVNr+gQVxZebD/8oSSpX2WlbImJsj/5ZIgrAgAACA8BB/f09PRzjqjv2LFD/fr1C0ZNANDlTMy06mh+XdPx1iKCe0tRy5ZJkno2HhPcAQAAGgQ8Vf7WW2/VX/7yl6aV5CXJYDBIktatW6e///3vuuOOO4JfIQB0ATktF6ijzx0AAAABCji4L1iwQFlZWbrmmms0b948GQwGLV26VJMnT9bs2bM1ZswY/bBxmiMAwF/LBep2lDpV66LPHQAAAO0LOLjHx8frnXfe0Y9+9COVlJQoOjpa27ZtU21trRYuXKg1a9YoOpppnwBwNn3izBoQ37yfu8srfXSS/dwBAADQvoB73KWGbd9+/OMf68c//nFn1QMAXVZOhlWHq5v73POKHJrUm194AgAA4NwCHnGvra3V8ePH27x+/Phx1dXVtXkdALq7iS22hcsrYsQdAAAA7Qs4uC9atEh33313m9dnz56tn/zkJ0EpCgC6opYL1O0ocaqGPncAAAC0I+DgvmnTJt18881tXr/55pv17rvvBqUoAOiKesWaNCihuc/d7aPPHQAAAO0LOLgXFxcrIyOjzevp6ekqKioKSlEA0FW1HHXfyrZwAAAAaEfAwT01NVX79u1r8/q+ffuUmJgYlKIAoKtq3edOcAcAAMC5BRzcr7/+ei1btkwffvhhq2vbt2/XsmXLdP311we1OADoaia0GHH/pNSlavrcAQAAcA4Bbwe3cOFCbdy4UTfddJMmT56sESNGyGAwaM+ePfrHP/6h9PR0PfbYY51ZKwBEvMwYkwYnmPVFlVuS5PFJHxY7NbkP28IBAADg7AIO7unp6dq0aZOWLFmit956S++8844kKT4+XrNmzdKSJUuUnp7eaYUCQFcxMTOqKbhLDX3uBHcAAAC0JeCp8pKUlpamP/7xjzp69Kg+//xzHThwQEePHtWzzz7b4dC+dOlSTZo0SVlZWRo0aJBmzZqlvXv3Nl13uVxasmSJxo8fr169emno0KGaN29em3vJ+3w+zZgxQ0lJSXrzzTc7VAsAXEwtF6ijzx0AAADn0qHgfprBYFDPnj2VlpYmg8FwXp84Ly9Pc+fO1YYNG7R69WqZzWZNnz5dp06dkiTV1dVp165dmj9/vrZs2aJXX31VBQUFmjlzptxud6vXe/rpp2UymVqdB4Bw0zK4f1rmUpWTPvfqzZtVvXmz9r70kqo3bw51OQAAAGGjzanyr732miTp61//ugwGQ9Nxe+66666A7svNzfU7fv7559W3b19t27ZNU6dOVWJiolatWuV3zxNPPKFx48bpwIEDGjlyZNP5nTt36rnnntPmzZuVnZ0d0OcHgFBJjzFpSKJZn1c297lvK3bqhqzuPV3eO2aMJKkuNlZefpYDAAA0aTO4P/TQQzIYDJoxY4aioqL00EMPtftiBoMh4ODeUk1Njbxer5KSktq8p7q6WpL87qmurtbcuXP1xBNPqGfPnuf1uQHgYpuYaW0K7lLDdPnuHtwBAABwdoaKigrf2S4cO3ZMktS3b1+/4/acvr+j5syZo4MHD2rz5s1nnfLudDp1yy23KDk5Wa+//nrT+QceeEBJSUn63e9+J6kh1C9btky33XZbm58rPz//vGoEgGDZWGLSogPNU+aHx3n00hh63QEAALqj9maOtznifmYA93q9MhgMiouLU3JycvCqa7Ro0SJt27ZN69evP2tod7vdevDBB1VZWek3Zf/111/X7t27tWnTpg59vkiYTp+fnx8RdYJnFUnC6Vkl9fFo0YGipuMDtSal9RukxKjzWnqkSwmn54Rz41lFDp5V5OBZRQaeU+ToKs8qoHeIHo9HY8eO1SuvvBL0AhYuXKgVK1Zo9erV6t+/f6vrbrdbc+fO1Z49e/Tmm28qJSWl6dqWLVu0f/9+9e7dWz169FCPHj0kSffdd5+mTJkS9FoBIFh62kwaltT8u1OvT/pXMSPuAAAAaC2gfdwtFosyMjLOewX5tixYsEC5ublau3athgwZ0uq6y+XS/fffr3379mnt2rWttpz7yU9+ou9///t+58aPH6+f//znmjZtWlBrBYBgm5hh1f6KM/rcC52akmULYUWhZXnxRUlSanGxLOnpcs2ZE8pyAAAAwkZAwV2S7rnnHr366quaO3euoqMvfAGl+fPn64033tDLL7+spKQkFRcXS5JiY2MVFxcnt9ute++9Vzt37tRrr70mg8HQdE9CQoJsNpt69eqlXr16tXrtPn36nHX0HgDCSU6mVX/aX9t0vLWb7+ce8/DDkqT+jceVBHcAAABJHQjuAwYMkM/n0xVXXKG77rpL/fv3l83WemTo9ttvD+j1XnjhBUlqtYjcggULtHDhQhUUFOjtt9+WJF177bV+9zzzzDOaPXt2oKUDQFiakBHld/xZmUsVDq+SrPS5AwAAoFnAwf3BBx9s+v+nV3BvyWAwBBzcKyoqznm9X79+7d5zPq8LAOEiNdqkEUlm7W2cLu9TQ5/71L7dd7o8AAAAWgs4uK9Zs6Yz6wCAbmlCprUpuEsN0+UJ7gAAADhTwME9JyenM+sAgG5pYoZVf9rX3OeeV+gMYTUAAAAIRwEH9zPt3r1bx48flyRlZWVp5MiRQV9xHgC6g5Z97v8ud+mUw6tk+twBAADQqEPBfcWKFVqyZIlOnDghSfL5fDIYDOrVq5eWLFmiO++8s1OKBICuqke0SSOTzdpzqrnP/YMih6b1Y7o8AAAAGgQc3F955RV973vfU3Z2th5//HENHjxYPp9PBw8e1EsvvaRvfetbcjqdrPYOAB2Uk2FtCu5SQ587wR0AAACnBRzcly5dqssuu0xr165ttY/7Aw88oJtuuklLly4luANAB03MtOr5M/vci+hzBwAAQLOAmygLCgp05513tgrtkhQdHa1Zs2Y1TaEHAARuQoZVZ64SsrvcpfJ6T8jqAQAAQHgJOLgPGzZMhYWFbV4/ceKEhg4dGpSiAKA7SbYaNTLF4nfu/WJG3QEAANAg4OD+s5/9TMuWLdPKlStbXVuxYoVeeukl/fznPw9qcQDQXUxssbp8XqEjRJUAAAAg3ATc4/7UU0+pR48emjt3rh599FENGDBABoNBhw4dUklJiQYNGqQ//OEP+sMf/tD0MQaDQX/72986pXAA6EpyMqz6497mPvetRQR3AAAANAg4uO/fv18Gg0F9+vSRpKZ+dqvVqj59+sjhcOjAgQN+H8Pe7gAQmNN97r7G472n3Cqr96hHtCmUZQEAACAMBBzc//3vf3dmHQDQrSVZjRqVYtFn5a6mc3lFTt3Wv/tsC1f3+99Lkk4WFystPT3E1QAAAISPgIM7AKBzTcy0tgjujm4V3F1z5kiSSvPzlZydHdpiAAAAwkjAi9MBADpXDgvUAQAQ9krsHn1WZVS929f+zUCQMOIOAGHi6nSrjAbJ2/g+YF+FWyV2j3ra6HMHACCUKhxerT5q14pDdm0tcsjri1a/Q8V675aerEeDi4LgDgBhIslq1OgUiz4ta54u/36RU9MHdJ/p8gAAhIsal1frj9dr+SG73i2ol8vrf/1ojUd/+HeNHr8iMTQFolshuANAGMnJsPoF97wiB8EdAICLxOHx6R9f1mvFYbvWH69XXTvT4V/8vFb/OSZecRY6kNG5CO4AEEYmZlr19J6apuO8brSfu/HTTyVJMceOyVhbK++YMSGuCADQHbi9Pv2z0KEVh+1ac9SuKmfgveuVTp9e+6JODwyP68QKgfMI7na7XTt37lRJSYkmTJig1NTUzqgLALqlcelRfn3u+yvcOmn3KK0b9LnHX3utJGlE43FlRUXIagEAdG1en08fnnQq95Bdq47YVVLvbfdjBiWYNGNgjIrrPFr2eV3T+T/uqdHcYbEyGgydWTK6uQ7N6Xjuuec0dOhQ3Xzzzbrvvvu0Z88eSVJZWZn69u2rl156qVOKBIDuIjHKqDE9LH7n3u9Go+4AAHQWn8+nT0ud+sn2So3+e7Gmvl2qP+2vPWdo7xNr0ve/EqfNt/TUx3eka9HYBC0cmyCzoXlU/lC1R+uP11+MLwHdWMDB/ZVXXtHChQs1efJkPfXUU/L5mr9Ze/TooUmTJmnlypWdUiQAdCc5GVa/462FzhBVAgBA5Pu8wqVf7azSFbknde2aEj21u0Zf1nravD812qgHhsVq3U2p+uzOdP38ikSNSY2SoXFEPSPGpBtS/T/+2TPa3IDOEPBU+WeeeUY33nij/vznP6u8vLzV9TFjxuhPf/pTUIsDgO5oYqZVf9jdPfvcAQAIhqPVbq08bNfyw3btLne1e39ClEG39LNpxgCbvpppldl47mnvd/d26e2S5iiVV+TUZ2VOje4RdcG1A2cTcHA/ePCgHnjggTav9+jRQ2VlZUEpCgC6s3HpUTIZJE/jxKbPK90qqvMoI6br97kDAHC+ius8WnWkYa/1j0ran61mMxk0tW+0ZgywaXKfaFlNgfeoD43zKScjSnlFzZ/n2T01eu6rKedVO9CegIN7fHy8Kisr27x+8OBBFqoDgCCItxg1NtWij0vO3M/doRkDY0JYFQAA4afC4dXqow1hfWuRo2lx17ZYjNJ1vaM1c6BNU7KiL2gbt4dGximvqHkm8orDdv3X5fyiHZ0j4OD+1a9+Va+88oq+853vtLpWUFCgZcuW6bbbbgtqcQDQXeVkWP2C+9ZCgjsAAJJU4/Jq3bGGvdbfLaiXq50F4Y0GaWKGVTMG2nRLP5uSrcHZc31KVrQGxpt0qLqh393llV7YX6vFlyYE5fWBMwUc3BcvXqzrrrtO1157raZPny6DwaCNGzdq06ZNevHFF2WxWPTII490Zq0A0G3kZFj1+3+f2efOAnUAgO7L4fFp45f1WnHIrvXH62X3tL/X+lVpUbpjgE3T+9uU3gmj4EaDQd8eEadHPmyelfyX/bX68eh42cxsDYfgCji4Dxw4UOvXr9ejjz6q//7v/5bP59MzzzwjqWE0funSperdu3enFQoA3UnLPvcvqtwqrPMok+l3AIBuwu316Z+FDi0/ZNfaY3ZVOdsP66NSLJoxwKbbB9jULz7gqHPe7s6O0S93VqmysbYyh1d/O1ine4fGdvrnRvfSoe/moUOHauXKlaqoqNChQ4fk9XrVv39/etsBIMjiLEZdmmrR9jOmy+cVOnTnIKbLAwC6Lq/Ppw9POrXikF2rjthVeo491k8bnGDWjIE23THApqFJlotQZbM4i1H3Don12w3m2T01umdITNP2cUAwnNevoZKSknTppZdKknw+n2praxUby2+VACCYJmZa/YN7EcEdAND1+Hw+7SpzacVhu1Yetp9zj/XT+sSadMeAhrB+SQ9LSEPyg8Nj9cyemqZZcgcq3Xq3wKHJfaJDVhO6noBXZli9erWWLFnid+73v/+9evXqpaysLN11112qq6sLeoEA0F3lZFj9jrcWsp87AKDrOFDh0q92VumK3JO6dk2Jntpdc87Qnhpt1APDYrX+plR9dme6fnZFosakRoV8ZLtPnFm39bf5nXt2T00bdwPnJ+AR92eeeUaDBg1qOt65c6d+9rOfafz48RoyZIj++te/6sknn9TChQs7pVAA6G6uSouS2SC5G3+Df6jao4Jaj3rH0ucOAIhMR6vdWnnYruWH7dpd7mr3/oQog27pZ9PMATZNzLTKbAzP6ecPjYxT7mF70/F7Jxzad8ql4ckXd+o+uq6Ag/sXX3yh22+/vel4+fLlSklJ0YoVK2S1WmU2m5Wbm0twB4AgibUYdVnPKH14snlF+bwih2YxXR4AEEGK6zxaecSu3EN2fVTS/i4pNpNBU/tGa8YAmyb3iZbVFJ5h/UyX94zSVWn+/2b/cW+N/jAhOYRVoSsJOLjX1dUpJqb5zeJ7772n6667TlZrw1TOUaNG6eWXXw5+hQDQjU3MsPoH98KuG9yd994rSaqsrFRiYmKIqwEAXIgKh1erj9q14pBdW4sc8razILzFKF3XO1ozB9o0JStacZbg7LV+MT00Mk4fnixvOn7jYJ1+elmCUqOZKYcLF3Bw7927t3bu3Kl77rlHBw8e1P79+/Xwww83XS8vL1d0NAswAEAw5WRG6X8+az7eWtR1+9ztTz4pSTqan6/s7OwQVwMA6Kgal1frjtVr+WG73iuol6udBeGNBumrmVbdMcCmW/vZlGSNvLB+pml9o5UVZ9LxmoY+fYdH+vP+Wj0yJiHElaErCDi4z5o1S7/+9a9VWFio/fv3KykpSVOmTGm6/sknn2jw4MGdUiQAdFdXpkXJYlTTm58j1R4dr3ErK67z96YFAKA9Do9PG7+s14pDdq0/Xi+7p/291q9Ki9IdA2ya3t+m9JiuMxptNhr0reGxWry9quncC/tr9cNR8REx3R/hLeB3fj/60Y/kcDj0zjvvqHfv3nr66aebpjKeOnVKH3zwgR566KFOKxQAuqMYs1GX94zSv4qbp8u/X+TU1wcT3AEAoeH2+vTPQoeWH7Jr7TG7qpzth/VRKRbNHNgQ1vvFd91/w745JFa/2VmtmsaVZU/avVpxqE53Z7N1Ni5MwH9rTCaTFi9erMWLF7e6lpycrPz8/KAWBgBoMCHD6hfctxY59PXBXbPPHQAQnrw+n7YVO5V72K5VR+wqrW9nHrykwQlmzRho04wBNg1J6h6rqydGGfWNITF6bm9t07ln99bqrsExId+2DpHtvH7dVVlZqS+//FKS1KdPHxYRAoBONDHDqv/ZVd10nMd+7gCAi8Dn82lXmUsrDtu18rD9nHusn9Yn1qQ7Btg0Y6BNo1Ms3TKsfntEnJ7fW6vT8xB2l7v0z0KnrullDWldiGwdCu6ffPKJHnvsMX300Ufy+Rq+FQ0Gg6666ir94he/0KWXXtopRQJAd3ZlWpSijJKzcXDjaI1Hx2rc6kufOwCgExyoaAjrKw7V6WBV+2G9Z7RR0/s3hPUr06Jk7IZh/Uz9482a1jdaa4/VN517dm8NwR0XJOB3fTt27NC0adNksVh0zz33aOjQofL5fPr888+1fPlyTZs2TW+99RbhHQCCzGY26PKeUfqg2H9buLuzu1ZwT0xKkiRd3nhcWVERumIAoJs5Wu1W7mG7Vhy2a3e5q937E6IMuqWfTTMH2DQx0yqzsXuH9ZYeGhnnF9w3HK/XF5UuDU7sHi0DCL6A3/X94he/UM+ePfXOO+8oMzPT79ojjzyiG264Qb/4xS+Um5sb9CIBoLvLybT6BfetRU4WugEAXJDiOo9WHmkYWd9e0n5Yt5kMmto3WjMG2DS5TzQrpZ/D1elRGptq0c7S5j/X5/bW6n+uTgphVYhkAQf3jz/+WD/60Y9ahXZJyszM1P3336+lS5cGtTgAQIOJGVb9Vmf0uXfh/dwBAJ3nlMOrNUftWn7Irrwih7ztLAhvMUqTe0drxkCbpmRFK84S2XutXywGg0EPjYjTA/881XTu1S/q9NilCUqO8P3qERoBB3efzyeTqe19Fo1GY1PfOwAguK7oGSWrSXI0thoer/HoSLVb/bvwljoAgOCocXm17li9lh+2672CernaWRDeaJC+mmnVjAE23dLPpiSC5nmZPsCmJR9X6kRdwx94ndunZQdq9fDo+BBXhkgU8Du+sWPH6sUXX9Q3v/lNJScn+107deqUli1bRn87AHSS6MY+9/eLzuhzL3IQ3AEAZ1Xv9mljQb1yD9m1/ni97J72B9iuSovSjAE23dbfpvSYtgfsEBiL0aAHhsfp8R1VTef+d1+NvvuVOFlYEwAdFPA7vkWLFmn69Om6/PLLdffddys7O1uS9Pnnn+v1119XdXW1nn322U4rFAC6u4kZVv/gXujQN+hzBwA0cnt92lLo0IpDdq09aleVq/2wPirFopkDbbp9gI3dSjrBnKGx+t2uatW5G57FiTqv3jxi18yBMSGuDJEm4L+dV199tXJzc/XYY4/p6aef9rs2ZswY/fKXv9S4ceOCXiAAoEFOplX69Mw+d6d8Pl+33CMXANDA6/NpW7FTKw7b9eYRu0rr25kHL2lwglkzBto0Y4BNQ5JY5bwzJVuNumtwjP5vf23TuWf31GjGABv/fqNDOvRrtQkTJmjz5s06efKkjh07Jknq27ev0tLSOqU4AECzy1OjFG2S6hv73L+s9ehojYfp8gDQzfh8Pu0qc2n5IbtWHraroK79vdb7xJp0x4CGvdZHp1gIjRfRt0fE+gX3T0pd+vCkU+PS2dcdgTuvd3tpaWmEdQC4yKLNBl3RM0pbz5gu/89C+twBoLs4UNEQ1nMP1+lgVfthvWe0UdP7N4T1K9OiZCSsh0R2okU39rFqw5fNO8I8s6eG4I4OafPd3vvvv39eLzhhwoTzLgYAcG4TM61+wT2vyKF7htDnDgBd1ZFqt1Yetmv5oTrtOeVu9/6EKINu7dcwDX5iplVmFkELCw+NjPML7m8dq2d3GHRIm98pN998c4em0JzusywvLw9KYQCA1nIyrNKZ+7kXOuhzB4AupqjOo1VH7FpxqE7bS1zt3h9jNmhqVsNe69f1jpbVxL8J4earmVaNTDY3/fLF65Oe31ujX1+VFOLKECnaDO5r1qy5mHUAAAJwWc8o2UyGpm19TtR5dbjao4EJ/MYeACLZKYdXa47a9dJuqz55v0jedhaEtxilyb2jNXOgTVOyohVrYa/1cGYwGPTQyDh9N6+i6dzL+XVaODZBCVE8O7SvzXd6OTk5F7MOAEAArCaDrkyL0pbC5ul2WwsdBHcAiEA1Lq/ePlavFYfteq+gXi6vJLW9f7rR0DByO2OATbf0synJSuCLJDMHxujxHVU6aW9Y+b/a5dNf8+v03ZFxIa4MkSDgv+21tbU6fvx4m9ePHz+uurq6gD/x0qVLNWnSJGVlZWnQoEGaNWuW9u7d23Td5XJpyZIlGj9+vHr16qWhQ4dq3rx5rWr4wQ9+oDFjxigjI0ODBg3SXXfdpQMHDgRcBwBEmpyMKL/jvCJHG3cCAMJNvdunNUftmrOpXNmvFenBf57ShuOnQ/vZXZUWpd9elaj9szK06sZUfXNILKE9AllNBs0d5r8uzfN7a+Rpb3oFoA4E90WLFunuu+9u8/rs2bP1k5/8JOBPnJeXp7lz52rDhg1avXq1zGazpk+frlOnTkmS6urqtGvXLs2fP19btmzRq6++qoKCAs2cOVNud/PCHGPHjtWzzz6rDz/8UCtWrJDP59P06dPlcrXfDwQAkWhipv8qtHlFDX3ukc5zySXyXHKJaocNk+eSS0JdDgAEjdvr07sF9frO1lMa8nqhvvleuVYdsTe1PZ3N6BSLHr88QZ/dma4N03rqwRFxSrO1PRqPyHD/0FhZz3iMx2o8WnusPnQFIWIEPLdy06ZNmj17dpvXb775Zr366qsBf+Lc3Fy/4+eff159+/bVtm3bNHXqVCUmJmrVqlV+9zzxxBMaN26cDhw4oJEjR0qS7rvvvqbr/fr10+LFi5WTk6MjR44oOzs74HoAIFJcmhqlGLNBde6GN3yFdV4drHJrcKIlxJVdmJotWyRJ+fn5/PwGEPG8Pp+2FTu14rBdqw7bVeY4x5B6o+xEsyYl1mneZX00JCmyf6bj7HraTPqPgTH6a37zTOU/7qnRbf1tIawKkSDg4F5cXKyMjIw2r6enp6uoqOi8C6mpqZHX61VSUtsrK1ZXN6yk3NY9tbW1euWVV9SnTx/17dv3vGsBgHAWZTLoqrQobTrRPEU+r8gZ8cEdACKdz+fTrrKGvdZXHraroK79vdb7xJo0Y4BNdwy0aXSKRV988YWyCe1d2ndGxvkF920nndpR4tRlPaPO8VHo7gIO7qmpqdq3b1+b1/ft26fExMTzLuTRRx/VqFGjdOWVV571utPp1OLFizVlyhT17t3b79oLL7ygJUuWqLa2VtnZ2Vq9erWsVutZX0dqGM2JBJFSJ3hWkaSrPKvhFrM2qfkf+Lc/L9UE44kQVhRcXeU5dQc8q8jBs+o8h+oMeqfErI0lJh2rb78TNcXi0+RUt27o6dGoeK+MhmqpXPqicVdlnlVkON/nZJF0VZJVH1Y0z5n/722F+uUwZ5AqQ0uR8HeqvdmGhoqKioAaIx9++GG98cYbWrVqla666iq/a9u3b9ett96qGTNm6Omnn+5wkYsWLVJubq7Wr1+v/v37t7rudrs1b9487d+/X2+//bZSUlL8rldWVqq0tFRFRUV66qmnVFBQoA0bNigmJqbDtYQLpopGDp5V5OhKz+qjkw7d8FZp03G6zaj9szK6xH7uXek5dXU8q8jBswq+I9VurTxs1/JDdU170fUwNAAAIABJREFUc59LQpRBt/azaeZAm3IyrDIbz/7zmmcVGS70OW38sl53bixrOjYZpF0z09Unjl1igq2r/J0K+Dtj4cKF2rhxo2666SZNnjxZI0aMkMFg0J49e/SPf/xD6enpeuyxxzpcwMKFC5Wbm6s1a9a0Gdrnzp2rvXv3au3ata1CuyQlJiYqMTFRgwYN0hVXXKH+/ftr9erV+vrXv97hegAgEoxNjVKs2aDaxj73YrtX+ZVueiIBoBMV1Xm08rBduYfrtL2k/YWQY8wGTc2K1oyBNl3XO1pWU+T/chXBcV1vq4YmmnWgsuGXPh6f9Kd9tXr8ivOfwYyuLeDgnp6erk2bNmnJkiV666239M4770iS4uPjNWvWLC1ZskTp6ekd+uQLFixQbm6u1q5dqyFDhrS67nK5dP/992vfvn1au3ZtQK/v8/nk8/nkdDLVBEDXZTEaNC49Su8W+Pe5E9wBILhOObxafcSuFYftyityqL2duyxGaXLvaM0caNOUrGjFWti2Da0ZDQZ9Z2ScHv6gounci5/X6j/HxCuO7xmcRYfmYqSlpemPf/z/2bvT8KjK83/g3zNrJjNZISQBkpBAEiCyuIAIiQS0WlQWAcUdBQSlrUuFKtafWqvVqn+XqiCaKlQLWiEsIhWXsgVFRRY1AQQSFkMSyD6T2WfO/0UwyZksE2AmZ2by/VxXX8wz50zucGrO3Od57udeAlEUUVlZCVEUERcXd05LMxcsWIAPP/wQ77//PqKjo1FRUQEA0Ov1MBgMcDqdmDlzJvbs2YOVK1dCEISmYyIjI6HT6VBcXIz169cjNzcXPXr0wMmTJ/Hyyy9Do9Hg6quvPuuYiIiCSXaCVpK4by+zYZZHf9hgYhg7FgAwyGZDmFbbtMs8EVFXMznc2HjcitXFZnxZaoPTS7KuEIDLE7WYlqrDxBQde6xTp8zoH46nvq9H9ZmOA3V2ESsPm3H3IIPMkVEgOqciCkEQEBcXd14/OC8vDwAwefJkyfjDDz+MRYsWobS0FBs3bgQA5ObmSo554403cOutt0Kj0aCgoACvv/466urq0KtXL4wePRqff/75Wc/+ExEFm/b6uQdrnbty3z4AQPA+eiCiYGZ1ivi81IrVxRZsOmHtsMf6r0b10mBqqg5TUnXssU5nTacSMCtTjxd/MDaNvVlkwuyBeiiC9F5O/iPb7ge1tbUdvp+SkuL1mL59+2LVqlW+DIuIKGgM66GGQSXAdGYq6LTVjZ/rnMjkcnkiok5xuEVsK7NhVbEFnxyzoN7hPVkfGqvG9LTGZD2ZG4nReZozSI9XfzLC0TjpjiP1Lmw6YcWEZPZ1Jyn+tSEiClK/1rl/4bFcnok7EVH73KKInRV2rC6xYG2JBVVnlil3JD1KhWmpOkxL0yE9in9jyXcSwpWYmqrDh0csTWOLC01M3KkVJu5EREEsJ1ErSdwLyu2YM0jGgIiIApAoithb5cDqYgvWlFhQanZ5PaevXolpqTpMTdNhaKw6aMuQKPDNzzJIEvft5Xb8UGXH0B4aGaOiQMPEnYgoiGUnhFadOxGRLx2odWBVsQX5xWYUG70n63FhCkxJ1WF6qg4jemlYZ0xdYlgPDcYkaLCjvLkr1uJCE968vHUbbOq+mLgTEQWxYT3UiFALMJ6py6y0unGg1olBMVzKSUTd01GjE/klFqwuNqOwxun1+EiNgEkpOkxP0yE7QQuVgsk6db35gw3YUV7d9Hp1iQVPXuJCQjg3PaRG7SbuJ06cOKcPTEpKOudgiIjo7KgUAi6L1+CzX6R17kzciag7KTe7sKbEgvwSM7477fB6fLhKwISkMExL0+GKPmHQKpmsk7x+mxSGtAhl08oQhxvIO9CAxy6KlDkyChTtJu5Dhw49p6WW1dXV3g8iIiKfyUnQShL3gnIb5g5mD1giCm3VVhc+PmbFqmIzCsrt8LYfvEYBXNk3DNNSdfhtUhj0avZap8ChVAi4Z7ABf/qmrmns3QMNeGhoBHQqPliiDhL3119/XZK4i6KIN998E8ePH8eNN96IAQMGQBRFHD58GKtWrUJycjLmzZvXJUETEVGz7Fb93O1wiyJrM4ko5Bgdbvz3uBWri834stQGp5dsXSEAYxO1mJqqw8QUHaK1TNYpcN2SHo5n9tSjzt74f+wqmxv/OWLGzEy9zJFRIGg3cb/11lslr1955RWYzWbs2bMHsbHSjRIeeeQRXHXVVaiqqvJPlERE1K6hsWpEqoWm/sPVNjf21ziRFcvl8kQU/KxOEZ+XWrG62IJNJ6ywuLz3Wh/VS4NpaTpM7qdDLx1rhCk4GNQKzMzQ4x8/mZrGlhSZcEdGODedpc5vTpeXl4d58+a1StoBoGfPnpg5cybefvtt3HfffT4NkIiIOqZUCLgsQYtNJ6xNYwXlNibuRBS0HG4RW0/asLrEgk+OWZoeTHZkaKwa09N0uD5VhyQD91+m4DR3kB5vFJrw6/OpA7VO/O+kDVf0CZM3MJJdp/+qVVZWwuFof7MPp9OJyspKnwRFRERnJztBI0nct5fZMI917kQURNyiiK8r7MgvsWBtiQVVNrfXc9KjVJiWqsO0NB3So/iwkoJfX4MKk/vpkF/S3Nd9caGJiTt1PnEfOnQo8vLyMG3aNKSkpEjeO3r0KPLy8jB06FCfB0hERN7lePRz31FhY507EQU8URSxt6qx1/qaEjNOmr0n6331yqZkfUismkuIKeTMzzJIEvcvS23YX+Ngx5hurtOJ+zPPPIPrr78eI0eOxIQJEzBgwAAAwKFDh/Dpp59CpVLh6aef9lugRETUviGxakRphKYNbWpsIgprnBjC5fJEFIAO1DYm6/nF5qb2Vx3ppVNgSj8dpqXqMKKXhg8lKaRdEqfByDgNvj1tbxpbUmTCP8bEyBgVya3TifuIESPw5Zdf4umnn8bnn3+OdevWAQDCw8Nx1VVX4dFHH8WgQYP8FigREbVPqRAwOl6L/7ascy+zBVXiXldbC6DxgXB6errM0RCRrx01OpFfYsGqYjOKapxej4/SCJiU0jiznp2ghUrBZJ26j/lZBny7pbnN9odHzHj84kj0DONmi93VWe3ckZmZiffeew9utxuVlZUQRRFxcXFQKNhag4hIbtmJ0sR9e7kN92axzp2I5FNudmFNiQWrS8zYdbr9vZJ+Fa4ScE1yGKam6nBFnzBolUzWqXu6LiUMSQYlTpgaV6TYXMA7Bxrwp+GRMkdGcjmnLTdFUYRKpUJkZCSTdiKiAJGToJG8/qqcde5E1PWqrS58fMyKVcVmFJTb4W0/eI0CuLJvGKan6nB1Uhj0an63JFIpBMwbpMdj39U3jeUdaMD9QyL4QKubOqu/jLt378aUKVPQu3dvDBgwADt27AAAVFVV4cYbb8TWrVv9EiQREXl3Qawa0Zrmm3mtXcSP1d5nuIiIzpfR4caHR8yY8XklMj4ox/1f1WJ7B0m7QgDG9dbi9exo/HxTIlZc0QNT08KZtBO1cHuGHgZV8339lMWN1cVmGSMiOXX6r+O3336La665BiUlJbjpppsgis1/inv06AGTyYT33nvPL0ESEZF3CkHAGI/d5QvK7e0cTUR0fqxOEeuPWnDn5mpkrCzHvG012PSLDc4OpthH9dLghVFRODAjAWuu7onb0vWI1jJZJ2pLlEaB2zLCJWOLixokeRh1H51eKv/Xv/4V/fv3x5dffomGhgb861//kryfk5ODDz/80OcBEhFR52UnaPHJcekGdb9jnTsR+YjDLWLrSRtWFZvxyXErjA7vCcSwHmpMS9Xh+lQdkgznVKVJ1G3dM9iApUUNTatXfqp2YHu5HZcnajs8j0JPp/967t69G4899hjCwsJgNrdeotGnTx9UVFT4NDgiIjo72Ymt+7m73CKUQbAbs+7++wEAKXV10EVFwfLqqzJHREQA4BZFfF1hx+piC9YdtaDK5r3XenqUqqnXenpU8HS3IAo0/SJUuDY5DBtaPJRfXGhi4t4NdTpxVygUHW5EV1FRAZ1O55OgiIjo3GTFqBCjFVBja3w2X3+mzn14T42XM+WnWb4cABB35jUTdyL5iKKIvVWNvdbXlJhx0uw9WU8yKDEtVYepqToMiVVD4MaYRD4xP8sgSdw3nbDicJ0DA/hQrFvpdOI+fPhwfPrpp5g3b16r9+x2Oz766COMHDnSp8EREdHZUQgCxsRrJTf47eW2oEjciUh++2scWF1iQX6xGcVGl9fje+kUmNJPh2mpOozspWGyTuQHl8VrMLyHGnurGjecFQG8WdSAFy+Lljcw6lKd3g3kj3/8I7Zt24bf//73+PHHHwEA5eXl+OKLLzBp0iSUlJTgoYce8lugRETUOTmJ3KCOiDrvqNGJl34wYvTaCly29hRe3GfsMGmP0gi4PT0ca6/ugaIbE/D8qGhcGq9l0k7kJ4IgYL7HfjUrDptR04myFQodnZ5xHzduHJYuXYqFCxdixYoVAIB7770XoigiKioKeXl5GDFihN8CJSKizsn22Fn+63IbnG4RqiCocyeirlFmdmFtiQWrS8zYddp728hwlYBrksMwLVWH8X3C2EeaqItN6afDE7vqUHambMXsFLH8YAMeGBohc2TUVc5qa8/p06fjmmuuwebNm3HkyBG43W6kpqbiiiuugMHAXYuJiALBoBgVemgVTRtI1Tsa69wv5HJ5om6t2urC+mNWrC42o6CDHuu/0iiAK/uGYXqqDlcnhbHHOpGMNEoBcwcZ8Jfv65vG3tpvwu8uMEDNB/PdQqcT9x07diAzMxM9e/bEtdde2+r9qqoqHDhwAGPGjPFpgEREdHYa+7lrsP5Yizr3MhsTd6JuyOhwY+NxK/5VqMU3O8o77LEOAAoBGJuoxbQ0Ha5L1rHHOlEAuTNTjxf2GWE+8x/ySbMb645aMD0t3MuZFAo6/dd44sSJ2Lx5c7vvb926FRMnTvRJUEREdH5a17nbZIqEiLqa1Sli/VELZm6uQvrKMszbVoMdNcoOk/bL4jV4YVQUDs5IwJqre+K2dD2TdqIAE6NV4OYB0iR9caEJouht/QyFgk7PuHv7P4Tdbu+wXRwREXWdVnXuFXbWuROFMIdbxNaTNqwqNuOT41YYHd6/yA/roca0VB2uT9UhyXBW1ZNEJJN7BuvxzwMNTa93VzrwzSk7RsWzr3uo6/CvdH19Perq6ppeV1dX48SJE62Oq62txerVq5GYmOj7CImI6KwNjFahZ5gCldbGOnejQ8S+KgcujuNyeaJQ4RZFfFVhR36xBeuOWpr2tehIRpQK09Iae62nswc0UdBJj1Lj6r5abPqleSXd4kITE/duoMPEffHixXj++ecBNLYhWLRoERYtWtTmsaIo4v/+7/98HyEREZ01QRCQnaDF2qOWprGCchsTd6IgJ4oi9lQ29lpfU2LGSbP3ZD3JoMS4aCvmXNQbQ2LVbNtGFOTmZxkkifuG41YcNTrRL4IrZ0JZh1c3NzcXYWFhEEURTz31FKZOnYohQ4ZIjhEEAeHh4bjwwgtxySWX+DVYIiLqvOwEjSRx315mw/1D2DaGKBjtr3FgdXFj+7aSDnqs/6qXToEp/XSYnqbDiDgNDh8+jPQefHBHFAouT9QiK0aFwhonAMAtAkuLTHj20miZIyN/6jBxHzVqFEaNGgUAsNlsmDhxIrKysrokMCIiOj+eG9TtrLDD4RbZNoYoSBw1OpuS9aIzX9A7EqURMCmlMVkfk6DlnhZEIUoQBNybZcDvC2qbxt4/ZMaiCyMRqeGeY6Gq0+spHnnkkTbHy8vLUVtbi4EDB/osKCIiOn8ZUSr00ilwytK4lNbkFLG30oERvTjrRhSoyswurCmxIL/EjF2nHV6P16sEXJMchqmpOlzRJwwaJZN1ou5gemo4/rKrHqdb7GXz3iEzfpdlkDky8pdOP5JZtmwZ5s2bJxl76KGHMHjwYIwePRo5OTmoqqryeYBERHRufq1zb4lt4YgCT7XVhWUHG3Ddf09j8IflePTbug6Tdo0CuDY5DO+MjcHPNyXg7bGxmJCsY9JO1I2EqQTMGaSXjC0tMsHlZmu4UNXpGfdly5ZJati3bduGd955BzfccAMGDx6MF198ES+++CKeffZZvwRKRERnLztBi/wSaZ37g0MDs87duGULAODE8eNISk6WNxgiPzM63Nh43IrVxWb8r9TWYY91AFAKwNhELaam6XBdso491okIszL1eOkHI2xntr04bnJhw3ErJvfTyRsY+UWnE/djx47htttua3q9du1a9OnTB2+++SYUCgXq6uqwZs0aJu5ERAEkJ1G6LH7nqcCtc3cPHw4AMOv1cKenyxwNke9ZnCI+/8WK1SVmbDphhdX7HnO4LF6Daak6TO6nQ5xO6f8giShoxOmUuDEtHO8dMjeNLSk0MXEPUZ1O3O12O9Tq5n6fmzdvxpVXXgmFovGJb1paGsrLy30fIRERnbMBkSrE6xSoOFPnbnaK2FNpx8he7PdK1BUcbhFbTtqwutiMT45bYXR4X8Y6rIca01N1mJKqQ5KB7Z2IqH33ZhkkifvOU3bsPm3HRWz/GnI6vc4qJSUFW84sY9y9ezeOHj2K8ePHN71/6tQpREQE5vJLIqLuqq069+1ldpmiIeoe3KKIgnIbHvyqBpkflOOGz6vwwRFLh0l7RpQKiy6MwK6pvbB1Ui/8YUgEk3Yi8mpwjBrjekvv84uLTDJFQ/7U6TvCrFmzsHDhQhw8eBAnT55Enz598Jvf/Kbp/Z07d3JneSKiAJSTqMXqFnXuBeU2PDSMD1qJfEkUReypdGBViRlrSyw4aXZ7PSfJoMS0VB2mpYXjghgVBCHwSliIKPDNzzJg88nmzWfXlljwl0tc6KNneU0o6XTiPmfOHGg0Gnz22WcYNmwYHnjgAeh0jfUTNTU1OH36NGbNmuW3QImI6NxkJ0iXy31zyg67S+QO1EQ+sL/G0dRrvcTovWi9l06BKf0ae62PiNMwWSei83ZFHy0yolT4uc4JAHCKwNv7TXjykiiZIyNfOqs1WHfccQfuuOOOVuMxMTFNy+iJiCiw9I9UITFcgTJzc5377ko7RsUHVp27etkyAEDPigqo4+PhuPNOOcMhatdRo7MpWS+qcXo9PlojYFI/Haal6pCdoIUyADeHJKLgpRAE3DvYgAe/rm0ae/dgAxYMi4BBzQ4UoYLFU0REIe7XOvePiqVt4QItcQ9/4AEAQL8zr+uYuFMAKTO7sKbEgtXFZnxf2X6P9V/pVQKuSQ7D1FQdrugTxhUuRORXMwbo8NTuOtTYGvfSqLOLWHnYjLsHGWSOjHyl04n7xIkTvR4jCALWr19/XgEREZHv5SRKE/eCcjsWyhgPUTCotrqw/pgVq4rN2FFuh7f94DUK4Dd9wzA9TYer+oZBz5kuIuoi4SoFZmca8OIPxqaxN4tMmD1QDwVLckJCpxN3t9vdqg7L5XLhxIkTKC0tRVpaGhITE30eIBERnT/PneW/OWWDzSVCy1lAIgmjw42Nx61YXWzG/0ptcHrJ1pUCMDZRi2lpOlybrEO0lsk6EcljziA9Xv3JCMeZvTGP1Luw6YQVE5LZ1z0UdDpx/+STTzp878EHH8S7777rk6CIiMi3UiOU6BOuRKm5cfMsqwv4/rQdoxMCa7k8kRwsThGf/WJFfokZm05YYfW+xxwui9dgWqoOk/vpEKfjzs1EJL+EcCWmpurw4ZHmFXaLC01M3EOET2rcr732WuzYsQOPPvooNmzY4IuPJCIiHxIEAWMSNfjPEWlbOCbu1F053CK2nLRhVbEZG49bO+yx/qthPdSYnqrD9ak69GWPdSIKQPOzDJLEfXu5HT9U2TG0h6aDsygY+Oyuk5GRgWVndgQmIqLAk52glSTu28ts+NNwGQMi6mJuUcRXFXasLjZj3VErqm3ee61nRKkwLa1xR/gBUeouiJKI6NwN66HBmAQNdpTbm8aWFDVgSQ4T92Dns8T9888/R2RkpK8+joiIfOzyROns+nen7bA6RYSpWOdOoUsUReypdGBViRlrSixNbRE7kmRQYlqqDtPSwnFBjIq91okoqMwfbMCO8uqm16uLzXjy4kjEh7OsJ5h1OnH/+9//3uZ4XV0dCgoK8OOPP2LBggU+C4yIiHwrxaBEX70SvzQ017nvqrS32riOKBTsr3E09VovMXovWu+lU+D6fjpMS9NhRJyGyToRBa3fJoUhNULZ9LfP7gbyDjTgzxdxkjWYdTpxf+6559ocj46ORlpaGv7xj3/gtttu81lgRETkW4393DX4oGWde5mNiTuFjKNGZ2OyXmxGUa3T6/HRGgGT+jUug89O0EKpYLJORMFPqRBwz2ADHv6mrmnsnQMN+OPQCOi4yi5odTpxr6mp8WccRETUBbITtZLEfXu5DY/IGA/R+Sozu5BfYkF+sRnfVzq8Hq9XCbgmOQzT0nQY3zsMGrZEJKIQdGt6OJ7ZU496e+PGm1U2N/5zxIyZmXqZI6NzxS1RiYi6kRyP2fVdrHOnIFRtdWHdUStWl5ixo9wOb/vBaxTAb/qGYXqaDlf1DYNezV7rRBTaDGoF7szQ4x8/mZrGlhSZcEdGOEuBgpRsd66XXnoJ48aNQ1JSEvr3748ZM2agqKio6X2Hw4EnnngCo0ePRu/evZGZmYk5c+bgxIkTTcfU1NRg4cKFGDFiBBISEpCVlYU//vGPqK6ubutHEhF1eykRKiQZmjensbmAb0/bOziDKDAYHW58cNiMGz+vRMYH5Xjw61oUdJC0KwVgfG8t3siOxqGbE/HvK3rg+tRwJu1E1G3MHaRHy0VFB2qd+N9Jm3wB0Xlpd8Y9JiYGCoUCZWVl0Gg0iImJ6dTTGaVSiR49emDs2LF45pln0LNnzzaPKygowOzZs3HRRRdBFEX87W9/w5QpU/DNN98gJiYGZrMZ+/btw4IFCzBkyBDU19fjsccew/Tp07Fjxw6oVCqUlZWhrKwMf/nLXzBw4ECcPHkSCxYswOzZs7FmzZpz/1chIgphOQlarDhsbnpdUG5rteM8USCwOEV89osVq4vN+OwXK6ze95jDZfEaTEvVYXI/HeJ03EGZiLqvvgYVJvfTIb+kuURucaEJV/QJkzEqOlftJu5/+tOfIAgCVCqV5LU3LpcL5eXlWLduHYxGI1asWNHmcfn5+ZLXS5cuRXJyMnbu3IkJEyYgKioKa9eulRzz8ssvY9SoUTh48CCysrIwePBgvP/++03vp6Wl4amnnsKMGTNQX1/P9nRERG3ITtBIE/cyG3ChjAERteBwi9hy0oZVxWZsPG6F0eFtITwwvIca01J1uD5Vh74GVgESEf1qfpZBkrh/WWrDgVoHBkarZYyKzkW7d7dFixZ1+NqbjIwMvPDCC50+3mQywe12Izo6ut1jjEYjAHg9RqvVIjw8vPPBEhF1I9mJrevcLU5R9p1mza+8AgA4VVGBXvHxssZCXcstiviqwo7VxWasO2pFtc17r/XMKBWmpekwNVWHAVH8AkpE1JZL4jQYGaeRlMUtKTTh1TExMkZF50Kora31/ij7HBw9ehRfffUVbrnllk4df+edd+LIkSPYsmULlMrWS9vsdjsmTpyImJgYfPDBB21+Rm1tLcaPH48rr7wSzz//fLs/69ChQ537JYiIQtTk78Jw0tZc67v4AitGRHtPloh8RRSBIpMCn51W4vNKJU7bvdee99a68Zs4F67q6US6XgT3VyIi8u6LSiUWHWh+aK9ViNgwwgJOugeW9PT0Dt9vd8Z95cqV5/QDb775ZgBAv3790K9fv06d8+ijj2Lnzp349NNP20zanU4n5s6di7q6unbjamhowM0334zExEQ89dRTHf48b/8ogeDQoUNBESfxWgUTXqtm4ypq8O9Dzcvli5VxuCU9MMqLeJ2Cx7lcq6IaB/KLLVhdYkaJ0XvRerxOgSn9dJiWpsOIOA13Qz5H/O8qePBaBYdguk6p/UUs/qUCJ0yNf3NtbgFb7PFYODgw7vv+FkzXqiPtJu7z589vNfbrzVIUxTbHgebEvbMWLVqE/Px8fPzxx20m+k6nE7Nnz0ZRURE2bNiA2NjYVseYTCbccMMNAIAPP/wQYWHccIGIqCM5CVpJ4r6jnLvMkv+U1Dux+kyv9aJap9fjozUCJvXTYVpqOLITNFAqmKwTEZ0rlULA3EF6/N939U1jbx9owH1DIqBV8u9rsGg3cd+3b5/ktdFoxD333IOIiAjMmzcPAwYMgCiKOHz4MJYuXYqGhga8+eabZ/XDH374YeTn52PDhg3IyMho9b7D4cCsWbOwf/9+bNiwAfFt1DwajUbccMMNEEURq1atgsFgOKsYiIi6o+wEjeT1rtN2mJ1uhKvYKot842SDC2uONibr31c6vB6vVwm4JjkM09J0GN87DBp+mSQi8pk7MvT4+x4jTM7GCdhTFjdWF5txS7pe5sios9pN3JOTkyWv77vvPsTExGDdunWSGfYLLrgAkyZNwuTJk7F06VK8+uqrnfrBCxYswIcffoj3338f0dHRqKioAADo9XoYDAY4nU7MnDkTe/bswcqVKyEIQtMxkZGR0Ol0MBqNmDp1KoxGI/7973/DbDbDbG6cQYqJiYFGo2n35xMRdWd9DSqkRiiblio73MC3p+zI7c0VS3Tuqq0urDtqxaoSM77qoMf6rzQK4Kq+jcn61UlhfHBEROQnURoFbk0Px9L9DU1ji4sacPOAcJYgBYlO90z5+OOP8eijj7Z5YRUKBSZNmoRnn32204l7Xl4eAGDy5MmS8YcffhiLFi1CaWkpNm7cCADIzc2VHPPGG2/g1ltvxd69e/Hdd98BAC6++OJW8ebk5HQqFiKi7ig7QYsSY/Ny+e1lNlkTd8XevQCA8OPHoWhogHv4cNlioc6rt7ux8Xhjr/XNJ21wesnWlQKQ21uLqak6XJeiQ5SGyToRUVe4N8uAt/Y3ND1U/anage0ID1tXAAAgAElEQVTldlzu0W2GAlOnE3en04njx4+3+/7Ro0fhcHhfCver2traDt9PSUnxekxOTo7XY4iIqG05iVq816LOvaDc3sHR/hdx5iHt4DOv6/j3PaB98YsVi/dr8NXXZbB632MOl8VrMD1Nh0kpOsTpWm9ES0RE/tUvQoVrk8Ow4bi1aWxxoYmJe5DodOI+fvx4vPXWWxg6dCimT58u2ajuo48+Ql5eHiZMmOC3QImIyLeyE6Q36u9P29HgcEOv5gwodezJXXV45UcTvH2NGN5DjWlpOlzfT4e+hk5/5SAiIj+Zn2WQJO6bTlhxpM6J/lH8Gx3oOn2Fnn/+eRw4cADz5s3DY489htTUVAiCgOLiYpw6dQrp6el47rnn/BkrERH5UG+9Ev0jlThS3zhd6hSBb07ZMb4P69ypffnF5jNJe9syo1SYlta4Izy/CBIRBZbL4jUY3kONvVWNK6VFAG8WmfDCZdHyBkZedXpaJT4+Htu2bcOzzz6LCy64ANXV1aisrMQFF1yA5557Dtu2bUNCQoI/YyUiIh/znHUvYFs46sDPtQ7ct6N1CUOyQYkHhxhQMLkXdl7fC38aHsmknYgoAAmCgPlZ0i5c/z5sRq3NLVNE1FlndVfVarWYN28e5s2b1+b7RUVFGDx4cJvvERFR4MlO0GL5z9IN6oja0uBwY+bm6qZWQgCgFkSsvLInruij5a7ERERBYko/HZ7YVYcyc2OybnaKWP5zA+4fEiFzZNSR8y5kLC8vx2uvvYacnBxkZ2f7IiYiIuoi2R4b0uyudMDk4FN3khJFEQ9+XYv9tU7J+ENpDlzZN4xJOxFRENEoBdw9SDrrvrTIBIfbWxNPktM5Je4mkwkrVqzAlClTcMEFF+Dxxx+Hy+XCAw884Ov4iIjIjxLDlRgQ2bz4yiUCOyvk3V2eAs/yn834zxGLZOzGNB2mJjjbOYOIiALZXZl66JTND11Pmt1Yd9TSwRkkt04vlXe5XPjiiy/wn//8B//9739hsVggCALmzJmD3/3ud0hJSfFnnERE5Cc5iRocrm9OwArKbbiyLzeoo0Z7K+34005pXfvAaBVeGh2NsqNVMkVFRETnI0arwM0DwvHOwYamscWFJkxL1XEVVYDyOuO+a9cuLFy4EJmZmbjpppuwf/9+PPTQQ1i7di1EUURubi6TdiKiIOa5QR3r3OlXtbbGunZ7i+oJvUrA8nGxMLBtIBFRULs3Sy95vbvSgW9OcdVdoOpwxv3iiy9GSUkJ+vbti9tvvx3Tp09HVlYWAOD48eNdEiAREfmXZ+K+t8qBersbkRomZt2ZWxRxz/YaHDO5JOOvjolGZrRapqiIiMhX0qPUuLqvFpt+aX5gv7jQhFHx2g7OIrl0+K2suLgYycnJePzxx7Fw4cKmpJ2IiEJHfLgSGVHSOnc+cafXfjLh0xNWydicgXpMTwuXKSIiIvI1z9ZwG45bcdTI/UsCUYeJ+xtvvIHU1FTMmzcPGRkZmD17NjZu3AiHw9FV8RERURfISeRyeWq2o9yGp76vl4xd2FONZ0ZGyRQRERH5w+WJWmTFND+8d4vAW/tNMkZE7ekwcb/llluwZs0aFBUV4eGHH8bPP/+MW2+9FQMGDMCiRYsgCAI3LyAiCgHZCRrJ64JyJu7dVYXZhVlbquFq0RUoWiNgWW4stEre84mIQokgCLjXY9b9vZ/NqLezNWyg6VQBY3x8PP7whz9g+/bt+Oqrr3DXXXdh3759EEURv//973Hvvfdi/fr1aGho8P5hREQUcMa0Uedex5t2t+N0i5iztRoVFum1X3p5LFIiOt2IhoiIgsj01HDEhTWnhUaHiPcPmWWMiNpy1jsPDRo0CE8++SR++uknrF+/HhMmTMAnn3yCmTNnYsCAAf6IkYiI/KyXTomB0dKlcl3dz90+cybsM2fi9JQpsM+c2aU/mxo9u6ce28ul1/2hoQZcncT2gEREoSpMJWD2QOkO828WmeByi+2cQXI4ry2Dc3Jy8Prrr+PQoUN45513kJub66OwiIioq8ndFs7y6quwvPoqjv35z7C8+mqX/mwCNp2w4v/9IK1rzEnQYNGFkTJFREREXWX2QD20yubXx00ubDhubf8E6nI+6fWj1Wpx/fXXY+XKlb74OCIikoHnBnWsc+8+jhmdmLetWjKWoFMgb2wsVArWtRMRhbo4nRI3eHQNWVLITeoCCZv0EhERAGCMxwZ1P1Q7UGtjnXuos7lE3LmlGrX25iWRSgH4Z24s4sOVHZxJREShxLM13M5Tduw+zfawgYKJOxERAQB6hikx2KPO/esKzrqHuj9/W4c9ldI2r09cHNlqw0IiIgptg2PUGNdb+rd/cRFn3QMFE3ciImoyptVyeT5pD2UfHTEj74C0I8w1yWH4wwWGds4gIqJQ5jnrvrbEgtIGl0zRUEtM3ImIqEmOzBvUUdc5UOvAA1/VSsZSDEoszo6BILCunYioO7qijxYZUc2r75wi8PZ+zroHAibuRETUxLPO/ccurHOPio5GVHQ0LhkxAlHR0V3yM7srk8ONmf+rRoOzua5dqwSWj4tFtJZfDYiIuiuFIODewdJZ92UHG9Dg4J43cuPdmYiImvQIU2JwTPOTdhHADu4uH1JEUcSDX9XiYJ1TMv73S6MxvKemnbOIiKi7mDFAhxht88qrWruIlYfNMkZEABN3IiLy4Llcnm3hQsu7B834qNgiGZvRX4eZGeHtnEFERN1JuEqBWZl6ydiSIhPcotjOGdQVmLgTEZFEtscGddu5QV3I2FNpxyPfSOvaB0Wr8NJl0axrJyKiJnMGGaBukSkeqXdh0wmrfAERE3ciIpLKTtCiZQpXWO1ADfu5B70amxt3bK6GvcWlNKgE/Gt8LPRqfh0gIqJmieFKXJ+qk4wtLuQmdXLinZqIiCRitApkxaqbXovgcvlg5xZF3LO9BidM0pY+/xgTjfQodTtnERFRdzbfY5O67eV2/FDFVXhyYeJORESt5HjsLl/AtnBB7dUfTa2WOM4dpMfUNNa1ExFR24b31LTqNrOkqEGmaIiJOxERtZLNDepCxvYyG/66u14ydkmcGk+PiJIpIiIiChaes+6ri82oMLvaOZr8iYk7ERG1Msazzr3GiSorb9TBptzswuyt1XC32Ag4Rivg3dxYaJTcjI6IiDr226QwpEYom17b3UDeAc66y4GJOxERtRKtVWBIrLT2eQd3lw8qTreIWVuqccrSvBudAODty2ORZFDJFxgREQUNpULAPR6z7u8caIDFydZwXY2JOxERtSk7UVrXtp3L5YPK07vr8VWF9GHLgmERuLJvmEwRERFRMLo1PRyRmuZVWlU2Nz4qNssYUffExJ2IiNqU41HnvoMb1AWNjccteOVHaduesYlaPDI8QqaIiIgoWBnUCszM0EvGFheaIIqcde9KTNyJiKhNl8VroWhRBl1U60Ql69wD3lGjE/dur5GMJYYrkDc2BkoF69qJiOjszR2kR8utUQ7UOvG/k3yg35WYuBMRUZuitQoMZZ17ULE6RczcXI06e/MsiFIA3smNRZxO2cGZRERE7UsyqDApRScZW1xoaudo8gcm7kRE1C7PtnDb/bhc3jVsGFzDhqFh4EC4hg3z288JZY9+W4d9VQ7J2JOXROKyeG07ZxAREXXO7y6QblL3ZakNB2od7RxNvsbEnYiI2pWT2HX93E1bt8K0dSv2v/ceTFu3+u3nhKoPj5jxzkFpi55rk8Pw+yxDO2cQERF13iVxGoyMk25cu4Sz7l2GiTsREbVrVLxGUud+oNaJ0xbWuQea/TUOPPhVrWQsNUKJN7JjIAisayciIt+Y7/Ew+MMjZlRx/5suwcSdiIjaFaVRYHgPaZ27P2fd6ewZHW7csbka5hY9dbVKYPm4WERreZsnIiLfuS4lDEmG5j1TrK7Gvu7kf7yjExFRhzzr3Au4QV3AEEURD+yoxaE6p2T8hVHRGNpD085ZRERE50alEDB3kLQ1XN6BBthcbA3nb0zciYioQ125QR2dnbwDDVhdYpGM3TIgHLenh8sUERERhbo7MvQwqJrLsCosbuR73IvI95i4ExFRh0bFayS9W3+uc6LCzHo2uX1/2o5Hv62TjA2OUeHFy6JY105ERH4TpVHgVo8HxIsLTRBFzrr7ExN3IiLqUGQX1bkbxo6FYexYDLr9dhjGjvX554eSaqsLMzdXw+FuHotQC/jXuFiEq3hrJyIi/7pnsAEtHxH/WO3AdpbS+RXv7kRE5FVXtIVT7tsH5b590B84AOW+fT7//FDhFkXM21aDXxqkqx5ez47BgCh1O2cRERH5TmqkCtckh0nGFrM1nF8xcSciIq9a17nzqbpcXvrBhM9LpQ9O7h2sx+R+OpkiIiKi7sizNdymE1Yc8dgslXyHiTsREXnlWed+uN6JMta5d7mtJ6342556ydjIOA3+ckmUTBEREVF3NTpeIymlEwG8WcRZd39h4k5ERF4Z1Apc1FO6DHsH+7l3qTKzC3O21sDdYu+fHloF3smNgUbJzeiIiKhrCYLQatb934fNqLW52zmDzgcTdyIi6hTPOne2hes6DreIWVuqcdra/GVIAPD22Bj0NajkC4yIiLq1Kf10SAxvTinNThHLf26QMaLQxcSdiIg6xbPO3R8b1FHb/vp9Pb6ukO4r8KfhERjfJ6ydM4iIiPxPoxRw9yDprPtbRQ1wuNkazteYuBMRUaeM7KWBqsWK7CP1LpxsYJ27v204ZsE/fpLWDI7rrcWfhkXIFBEREVGzuzL10LUo2So1u7D+qEXGiEITE3ciIuoUg1qBi+M0kjHOuvtXSb0T8wtqJGO9wxV4e2wMlArWtRMRkfxitArcPCBcMvZGoQmiyFl3X2LiTkREnZadIE3cWefuPxaniDs2V6Pe3vzFRyUA7+bGomeYUsbIiIiIpO7N0kte76504JtTbB3rS7Il7i+99BLGjRuHpKQk9O/fHzNmzEBRUVHT+w6HA0888QRGjx6N3r17IzMzE3PmzMGJEyckn7Ns2TJcd911SE5ORnR0NI4dO9bVvwoRUbfhuUEdZ9z955FvavFjtUMy9tSIKFwar23nDCIiInmkR6lxVV/p/WlxIVvD+ZJsiXtBQQFmz56NTZs2Yf369VCpVJgyZQpqahqXBJrNZuzbtw8LFizA1q1bsWLFCpSWlmL69OlwOp1Nn2M2mzF+/Hg88sgjcv0qRETdxsheGqhb3DlKjC78YnK2fwKdkxWHGrD8Z7NkbFJKGO4drG/nDCIiInl5tobbcNyKo0Z+R/AV2XrI5OfnS14vXboUycnJ2LlzJyZMmICoqCisXbtWcszLL7+MUaNG4eDBg8jKygIAzJ8/HwCwZ8+ergmciKgbC1cpcEmcRrLDeUG5HTcNYEsyXymsduChr+skY/0jlXg9OwaCwLp2IiIKTGMTtRgco0JRTWOy7haBt/ab8LeR0TJHFhoCpsbdZDLB7XYjOrr9C2s0GgGgw2OIiMi/xrAtnN/U2924Y3MVLK7muvYwJbB8XA9EagLmlk1ERNSKIAitZt3f+9mMertbpohCi1BbWxsQ2/3deeedOHLkCLZs2QKlsvWmO3a7HRMnTkRMTAw++OCDVu/v2bMH48aNw759+5CSktLhzzp06JDP4iYi6m6+q1Vg/k/N/cN7a91YN8J63p97yYgRkte7vvvuvD8zmIgi8OhBDb6olK5eeDzdhonxbLtHRESBz+YGJn2nQ7WjeYXYg6l23NKHS+a9SU9P7/D9gFjb+Oijj2Lnzp349NNP20zanU4n5s6di7q6OqxcufK8f563f5RAcOjQoaCIk3itggmvlW/0dYp4oOgkfn2AftKmgDYxFcmG87ul1NXWAmi+Tt3tSr1ZZMIXldIl8renh+OP2X1kisg7/jcVPHitggevVXDgdWrfXHM9nttrbHqdf1qHxy6Pl62NaahcK9nX3S1atAirV6/G+vXr0a9fv1bvO51OzJ49G4WFhVi3bh1iY2O7PkgiImqiUwm4xLOfO9vCnZfvTtnx2LfSpP2CWDWeH8XSMCIiCi6zB+qhbTEXe8zkwifHz39lXncna+L+8MMPY9WqVVi/fj0yMjJave9wOHDXXXehsLAQH3/8MeLj42WIkoiIPGW3agvHXq3nqsrqwl1bquFsUbgWqRbwr3Gx0Km4GR0REQWXOJ0SN6SFS8aWFLE13PmSLXFfsGABVqxYgby8PERHR6OiogIVFRUwmRovqtPpxMyZM7Fr1y7k5eVBEISmYywWS9PnVFRU4IcffsDhw4cBAAcPHsQPP/zQ1FaOiIh8L9tjg7rt3KDunLhFEXO31eCXBmkN++vZMUiLDIhqNiIiorN272DpJnVfV9ix+zQf8p8P2RL3vLw8GI1GTJ48GZmZmU3/e+211wAApaWl2LhxI8rKypCbmys5pmUruXfeeQeXX3457r77bgDAjTfeiMsvvxwbN26U5fciIuoORsZpJMvgTphcOMZerWftxX1GfFkqfejxuywDJvXTyRQRERHR+cuKVSO3t/Qh/2LOup8X2R7n157ZhKg9KSkpXo8BGmvkFy1a5KuwiIioE8LO1LnvaLFEfnu5DSkRnCXurC0nrXh2j1EydmkvDZ68JFKmiIiIiHxn/mADtpxsfji9tsSCv1ziQh99683IyTvZN6cjIqLglOPZz/08N6jT3X8/dPffj5RnnoHu/vvP67MCXWmDC7O31KBlP9aeYQq8mxsLtUy77hIREfnSlX21yIhqfqDvFIG393PW/VwxcScionPS1gZ1oii2c7R3muXLoVm+HHFr10KzfPn5hhewHG4Rs7ZUo8rmbhoTAOSNjUFvzkIQEVGIUAhCq1r3ZQcb0OBwt3MGdYSJOxERnZNLemoQ1iLP/KXBhWMmV/snEADgyV31+OaUdIOeRRdGILd3mEwRERER+ceMATrEaJtXktXaRaw8bJYxouDFxJ2IiM5JmErACI9+7tvZz71D649a8EahdJngFX20WDAsQqaIiIiI/CdcpcCsTL1kbEmRCe7zWKHXXTFxJyKic5aTyLZwnXWkzonfF0hblfbVK/HW5TFQCKxrJyKi0DRnkAHqFlnnkXoXPvvFKl9AQYqJOxERnTPPfu47ys6vzj1UWZwi7thchXpH87+NWgG8mxuLHmGsayciotCVGK7E9anSNqeLCxtkiiZ4MXEnIqJzdnGctM691OxCiZF17p4W7qxFYY20z/3TI6IwopemnTOIiIhCx3yPTeq2ldnwQ5W9naOpLUzciYjonGmVAi7t5bm7PJfLt/T+oQa8f0i6Ec/1/XSYO0jfzhlEREShZXhPDUbHSx9WLynirPvZYOJORETnJTuBG9S158dqBxZ8XSsZS49S4R/Z0RBY105ERN3I/CzprPvqYjMqzFyl11lM3ImI6Lx4blBXUG5jnTuAOrsbM/9XBWuL7yQ6pYDl42IRoebtl4iIupcJSWFIjWiur7O7gbwDnHXvLH5zICKi83JRTw3CVc2zx2VmN4rru/cTdFEU8YeCGhR71Pu/NDoag2PUMkVFREQkH6VCwD0ete7vHGiAxcmH/Z3BxJ2IiM6LRingUo9N1rp7W7glRQ1Yf0za6mZmRjhuHhAuU0RERETyuzU9HJGa5of9VTY3Pio2d3AG/YqJOxERnTfPtnDdeYO6bypsePy7OsnY0Fg1/n5ptEwRERERBQaDWoGZGdLNWZcUmlhi1wlM3ImI6LzlJLbeoK473oQrrS7ctaUaLVf9RWoa69rDVNyMjoiIaO4gPZQtbon7a53YfLL7PvDvLCbuRER03i70qHOvsLhxuN7ZwRmhx+UWcffWGpw0uyXjS7JjkBqpkikqIiKiwJJkUGFSik4ytrjQJFM0wYOJOxERnTe1QsAozzr3MvtZfYZxyxYYt2xB0b/+BeOWLT6Mrms8v8/YasbgvgsMuNbjywkREVF359ka7otSGw7UOmSKJjgwcSciIp9oqy3c2XAPHw738OEwDxoE9/DhvgzN774steL5vUbJ2GXxGvzfxZEyRURERBS4RvTSYESctMvKEs66d4iJOxER+URbG9R1hzr3X0xO3L21Bi1/07gwBd7JjYVawbp2IiKitnjOun94xIwqa/duJ9sRJu5EROQTw3uqYWhR537K4sbPdaFd5253ibhrSzWqbc117QoB+GduLBLDlTJGRkREFNgmpujQV998r7S6Gvu6U9uYuBMRkU+oFQJGxUvr3EO9Ldzju+rw3WlpTd6fL4zE5R5lA0RERCSlUgiYN1jaGi7vQANsrtBfrXcumLgTEZHPeNa5n+0GdcFk3VEL3iySzgxc1VeLB4ca2jmDiIiIWrojQy9ZrVdhcSO/xCJjRIGLiTsREfnM+dS5q5ctg3rZMvTMz4d62TJfh+ZTh+sc+H1BjWQsyaDE0stjoRBY105ERNQZURoFbk0Pl4wtLjR1iz1yzhYbyxIRkc8M66FGhFqA0dF4w620unGg1olBMWovZwLhDzwAAOh35nXdnXf6J8jzZHa6ccfm6qbfEQDUCmB5bixitHweTkREdDbuGWzAW/sbmjZ5/bHagYJye6tVfN0dv2EQEZHPqBQCLgvhOndRFPHQ13UoqpFuuve3kVG4KE7TzllERETUntRIFa5JDpOMLWZruFaYuBMRkU95LpffXhY6ift7h8xYedgsGZuWqsOcgfp2ziAiIiJvPFvDfXrCiiMh3pnmbDFxJyIin/Jc2raj3A53CNSq/VBlx8KdtZKxjCgVXhkTDYF17UREROdsdLwGw3o0l9WJAN4s4qx7S0zciYjIp4bEqhGpbk5kq2xu7K8J7qfmtTY3Zm6uhs3VPBauErB8XCwi1LyVEhERnQ9BEFrNuv/7sBm1NrdMEQUeftsgIiKfUikEXNbG7vLBShRF/K6gBiVGl2T8ldHRndp0j4iIiLy7vp8OieHN6anZKWL5zw0dnNG9MHEnIiKfy04InQ3qXi804ZPjVsnYrEw9buwf3s4ZREREdLY0SgF3D5LOur9V1ACHO/jL7XyBiTsREflcThsz7sFY5/51hQ1P7qqXjA3vocbfRkbJFBEREVHouitTD52yudyu1OzC+qMWGSMKHEzciYjI54bEqhGlab7x1tjEVi3UAt0piwt3ba6Gq8XzhiiNgGXjYhGm4mZ0REREvhajVeDmAdIVbYsLTRCD8OG/rzFxJyIin1MqBIyOD962cC63iDlba1BukW6K82ZODPpFqGSKioiIKPTdmyVtsfp9pQPfnrLLFE3gYOJORER+kZ0YvBvUPbfXiG0eDxoeHGLAhGSdTBERERF1D+lRalzVV/odYjFbwzFxJyIi//DcoG5HkNS5f/6LFS/sM0rGxiRo8OeLImWKiIiIqHvxbA338TErjhqDq+TO15i4ExGRXwyJVSO6RZ17rV3ET9UOGSPy7oTJibnbqiVj8ToF3hkbC5WCde1ERERdYWyiFoNjmkvT3CLw1v7uPevOxJ2IiPxCIQgY7bG7/PbywK1Rs7tE3Lm5GjW25lUBCgHIGxuL+HCljJERERF1L4Ig4N7B0ln39342o97ubueM0MfEnYiI/KZVW7gONqgzv/IKzK+8gqOLFsH8yiv+Dq2Vx76rw/eV0hUB/3dRJHI8avWJiIjI/25IC0dcWHO6anSIeP+QWcaI5MWtcYmIyG88N6j7qsIGl1uEso1l54477wQAVB46hJj09K4Ir0l+sRlv7W+QjF2dFIb7hxjaOYOIiIj8KUwlYPZAPZ7b27zvzNIiE+YN0rf5PSLUccadiIj8JitGhRht8821zi7ixwCrc/+51oH7dtRKxpINSryZEwOF0P2+GBAREQWK2QP10LaoVjtmcuGT41b5ApIRE3ciIvIbhSBgTHzgtoVrcLgxc3M1TM7munaNAlg+LhYxWt4iiYiI5BSnU+KGtHDJ2JJu2hqO30qIiMivPGvEA2WDOlEU8eDXtdhfK20v89yl0biwp6ads4iIiKgreW5S93WFHXsqA+O7RFdi4k5ERH6V7bFB3dfljXXuclv+sxn/OWKRjN2YpsNdmeHtnEFERERdLStWjdze0u8Siwu736w7E3ciIvKrQTEqxLZYdl7vEPFDG3Xuir17odi7F+H790Oxd69fY9pbacefdkrr2gdGq/DS6GgIrGsnIiIKKPM9Zt3XlFhQ2uCSKRp5MHEnIiK/UggCshOkS8/bagsXkZuLiNxcDL7jDkTk5votnlpbY117y1awepWA5eNiYVDztkhERBRoruyrRXpUc0M0pwi8vb97zbrzGwoREfmd53L57TJtUCeKIu7dXoNjJulT+n+MiUZmtFqWmIiIiKhjCkFoVeu+7GADGhzuds4IPUzciYjI7zw3qPu6wg6nDHXur/1kwn9PSNvI3D1Qj2lprGsnIiIKZDcN0ElazNbaRaw8bJYxoq7FxJ2IiPxuYLQKPcOabzlGh4gfqrq2n/uOchv+8n29ZOyinmo8PTKqS+MgIiKisxeuUmBWpl4ytqTIBLco/4a3XYGJOxER+Z0gCLIul68wuzBrSzVcLe7t0RoBy8bFQqvkZnRERETBYM4gA1puR3Ok3oXPfrG2f0IIYeJORERdojMb1PmD0y1iztZqVFikdXBLL49FskHVzllEREQUaBLDlbg+VScZW1zYIFM0XYuJOxERdYm26twdXVDn/uyeemwvt0vGHhpqwNVJYX7/2URERORbnq3htpXZ8GMbbWZDDRN3IiLqEhlRKsS1qHM3OUXs83Od+6YTVvy/H6TtYnISNFh0YaRffy4RERH5x/CeGoyOl67iW1IY+q3hZEvcX3rpJYwbNw5JSUno378/ZsyYgaKioqb3HQ4HnnjiCYwePRq9e/dGZmYm5syZgxMnTkg+x2azYeHChUhLS0Pv3r1x0003obS0tKt/HSIi8qLNOnc/Lpc/ZnRi3rZqyViCToG8sbFQKVjXTkREFArkqqoAABhkSURBVKzmZ0ln3VcVm1FhdrVzdGiQLXEvKCjA7NmzsWnTJqxfvx4qlQpTpkxBTU0NAMBsNmPfvn1YsGABtm7dihUrVqC0tBTTp0+H0+ls+pxFixbh448/xj//+U9s3LgRRqMRM2bMgMsV2heOiCgYeS6XL/DTBnU2l4g7t1Sj1t68FF8pAP/MjUV8uNIvP5OIiIi6xoSkMPSLaL6f291A3oHQrnWXbVee/Px8yeulS5ciOTkZO3fuxIQJExAVFYW1a9dKjnn55ZcxatQoHDx4EFlZWairq8N7772HN954A+PGjWv6nCFDhmDLli244ooruuz3ISIi7zw3qNt5ps5d7eMZ8D9/W4c9ldJl+E9cHIkxHjP+REREFHyUCgH3DDbgkW/qmsbeOdCAPw6NgE4VmqvqAqbG3WQywe12Izo6ut1jjEYjADQds3fvXjgcDowfP77pmL59+yIzMxPffPONfwMmIqKzlh6lQryu+dbT4BSxp9LewRln76Mj5lZP3a9JDsMfLjC0cwYREREFm1vTwxGpbk7Sq2xufFRsljEi/wqYPjiPPPIIhgwZgpEjR7b5vt1ux2OPPYbf/va36NOnDwDg1KlTUCqV6NGjh+TYuLg4nDp1qt2fdejQId8F7kfBEifxWgUTXiv5DdNr8Jml+faz9qeTiEly4hKP487lWpWYBdy3NwxA8428t9aNBb2rcfhwdfsn0jnjf1PBg9cqePBaBQdeJ/lN6qXG+6Xqptev7KnGKJyE4DHpHgzXKj09vcP3AyJxf/TRR7Fz5058+umnUCpb1x46nU7MnTsXdXV1WLlypdfPE0URgufVasHbP0ogOHToUFDESbxWwYTXKjBc427AZ5W1Ta/3OyKQnt6z1XFne61MDjdu+/g0LO7mfVC0SmDFVfEY3lPTwZl0rvjfVPDgtQoevFbBgdcpMDyc6MTKVRVwndnSptiswC/6JIzv09zyNVSuleyJ+6JFi5Cfn4+PP/4Y/fr1a/W+0+nE7NmzUVRUhA0bNiA2NrbpvV69esHlcqGqqgo9ezZ/6ausrMTo0aO7InwiIjpLnnXu35yyw+4SYZ85EwBQV1eHqKios/pMURTxx69qcbDOKRl//tJoJu1EREQhKsmgwqQUHdYctTSNLS40SRL3UCFr4v7www8jPz8fGzZsQEZGRqv3HQ4HZs2ahf3792PDhg2Ij4+XvD98+HCo1Wps3rwZN9xwAwCgtLQUBw8exKWXXtolvwMREZ2d/pEqJIYrUGZ2AwDMThG7K+0Y9eqrAIBj5/Bk/N2DZvyn2CIZu6m/DndkhPsmaCIiIgpI87MMksT9i1IbDtY6kBmt7uCs4CPb5nQLFizAihUrkJeXh+joaFRUVKCiogImkwlA40z7zJkzsWvXLuTl5UEQhKZjLJbGCxMVFYXbb78djz/+OLZs2YJ9+/Zh3rx5yMrKQm5urly/GhERdaCtfu4F5ee+Qd2eSjse+aZWMjY4WoX/d1l0h2VTREREFPxG9NJgRJw0SV9SaJIpGv+RLXHPy8uD0WjE5MmTkZmZ2fS/1157DUDjzPnGjRtRVlaG3NxcyTEtW8n97W9/w3XXXYe77roLv/3tb6HX6/HBBx+0WStPRESBwbOf+/ayc+vnXmNz447N1bC7m8cMKgHLx8dCrw6YxilERETkR/OzpJ1jPjhiRpXVJVM0/iHbUvna2toO309JSfF6DACEhYXhhRdewAsvvOCr0IiIyM88Z9y/PWWHzSVCq+z8DLlbFHHP9hqcMElvzK9lRyM9KrSWxxEREVH7Jqbo0Fdfj18aGr8TWF2Nfd0XDo+UOTLf4XQEERF1udQIJXqHN9+CLC4R358+u+Xyr/5owqYTVsnY3EF6XJ/KunYiIqLuRKUQMG+QXjKWd6ABtl+3mw8BTNyJiKjLCYKA7ETPOvfOL5ffXmbDX3fXS8YuiVPj6RFntxs9ERERhYbbM/TQq5pX7lVY3MgvsXRwRnBh4k5ERLLwXC7/TG4yoqKjccmIEYiKjm73vHKzC7O3VsPd4iF6jFbAu7mx0JzFUnsiIiIKHdFaBW5Ll666W1xoghgik+5M3ImISBaXe8y4d4bTLWLWlmqcsjTvRicAePvyWCQZZO1wSkRERDK7Z7ABLR/h/1jtwO660Eh5Q+O3ICKioJNiUKKv/uw6gDy9ux5fVUhr4RcMi8CVfcN8GRoR/f/27j0oqvvu4/hnAbkoKKCwGAElCGi9kEYqPooa0EnG1MZLB0mcPKaahiTVtFWjWDsdgiaT6HhNQr3Ua5y0UjGJIdGkSUpFq5Fk4i2JOvCo5KJiRWgAFQOc5w/GxRVYQC57lPdrZv85+9vf+Z39cNj9nj3ndwDgDhTW1U0Ph9p/J/jrubvjwD6FOwDAKWru5+7e5Pa7v7mqVcft78s6uqeHFtzn09pDAwAAd6hbbw2377KrTv9Q6aTRtB4KdwCA09w6QV1DzpZW6tl9xXbLenZ20YbRfnJ14bp2AABQY7jVXdHda28La8iiNV+XOXjFnYHCHQDgNCODGi/cr1UaeiL7sv57vXZ2GVeLtPkBfwV4Ne9UewAAcHezWCx1fnX/8vKPMu7wWeoo3AEATtPbx00h3o6L74W5/9XRoh/tlqXFdNUwa/MntwMAAHe/SX281Kuzqx4O9dTaQde0e1wPWSx39hl6FO4AAKe69bZwN8v4vyvadKrcbtn4UE/NvOVIOgAAwA3urhYdmhyov47priHdqu/4ol2icAcAONnIBiaoO1H8o2YfKLFbFubjqvSRfnfFBzAAAGg73p3urlL37toaAMAdp6EJ6qZlX9aVytrr0Txdpa3x/urmzkcXAADoWPj2AwBwqlBvN/Wu5zr3vP/a37pl6TBfDe7e9NvHAQAA3C0o3AEATtfYbeGm9u2s/43o3E6jAQAAMBcKdwCA0zm6LdxP/Ny07H+6cV07AADosCjcAQBOF9fABHU+nSx6I95fnd34uAIAAB2Xm7MHAABAsLebjof+RNer7Ze/Huenvt06OWdQAAAAJkHhDgAwhVfX7daGk7X3bH/2J100oY+XE0cEAABgDpx7CAAwhbnRPhroX/PrelK4l9Jiujl5RAAAAObAL+4AAFPo2dlVOY8E6FRevvpH9nL2cAAAAEyDX9wBAKbhYrHIjcnjAQAA7FC4AwAAAABgYhTuAAAAAACYGNe4AwBMwXv0aElS/4oKeXp4qGzvXiePCAAAwBwo3AEApuB69KgkqYuTxwEAAGA2nCoPAAAAAICJUbgDAAAAAGBiFO4AAAAAAJgYhTsAAAAAACZG4Q4AAAAAgIlRuAMAAAAAYGIU7gAAAAAAmBiFOwAAAAAAJkbhDgAAAACAiVG4AwAAAABgYhTuAAAAAACYGIU7AAAAAAAmZikpKTGcPQgAAAAAAFA/fnEHAAAAAMDEKNwBAAAAADAxCncAAAAAAEyMwh0AAAAAABOjcAcAAAAAwMQ6dOG+YsUKxcfHKyQkROHh4UpKStLXX39t18YwDL388svq16+fgoKC9POf/1wnTpywa7Ns2TI99NBDuueee+Tr61vvuvbu3asHH3xQwcHBioqKUmpqqiorKxsd4/79+zV69GhZrVZFR0dr06ZNddpcuHBBzzzzjMLDw2W1WhUbG6v9+/c77HfLli0aP368QkND5evrq4KCArvn9+3bJ19f33of77zzTqPjbm1k1XBWkpSfn6+pU6fq3nvvVXBwsMaOHauPP/640TG3NnJynNORI0c0ceJEhYaGKiwsTL/73e9UVlbW6JjbQkfNqri4WPPmzdPPfvYzBQUFacCAAZozZ44uX75s166kpETJyckKDQ1VaGiokpOTVVJS0uiY2wJZOc6qKdvVXsiq4awKCgo0a9YsRUdHKygoSNHR0UpLS9PVq1cbHXNrI6eGc6qurtajjz6qgQMHymq1KioqSsnJyTp37lyjY24LZOX4/98N165d04gRI+Tr66vDhw83Oua2QFaOsxo0aFCdmuqFF15odMw369CF+/79+/Xkk0/qww8/1Lvvvis3NzdNnDhRxcXFtjarV69Wenq6lixZon/+858KCAjQpEmTVFpaamtTUVGh8ePH69lnn613PV9++aUSExMVHx+vnJwcbdy4UXv27Gk0rLNnz2rKlCkaOnSocnJyNGfOHM2fP1+7du2ytSkpKdFDDz0kwzD097//XYcOHdLSpUsVEBDgsO8rV64oISFBCxYsqPf52NhYnTp1yu4xZ84ceXt7a+zYsQ77bgtk1XBWkpSUlKSKigrt2rVLOTk5GjZsmKZOnaozZ8447Lu1kVPDOZ0/f14TJ05Unz599Mknn2jnzp06efKkfvOb3zjst6101KzOnz+v8+fPKy0tTQcOHNC6det04MABPfnkk3btfv3rX+vYsWPasWOHMjMzdezYMT399NMOx9xWyMpxVo1tV3siq4azysvLU1VVlVasWKFPP/1US5cu1fbt2x1+trUVcnK8T40aNUqbN2/WZ599pjfeeENnz57V448/7nDMbYWsHGd1w5/+9Cf16tXL4VjbGlk1ntX8+fPtaqvnn3/e4ZhvxX3cb1JWVqbQ0FC9+eabGjdunAzDUL9+/fTUU0/Z3tirV68qIiJCixcv1vTp0+1ev2vXLj3xxBN1fpVZtGiRPvroI+3bt8+2bM+ePZo+fbry8vLk4+NT73hSU1OVlZWlL774wrbsueee08mTJ/XRRx/Z+v73v/+tDz/88La2+fDhw4qPj9fRo0fVu3dvh21jYmI0YsQIrV69+rbW1ZrIqjaroqIihYeH691339WoUaMkSZWVlQoMDNTmzZs1YcKE21pfayCn2py2bNmiRYsWKS8vT66urpKkr776SiNGjNAXX3yhe++997bW11o6YlY3/OMf/1BSUpIKCgrUtWtXnTp1SrGxsfrggw80bNgwSdLBgwc1btw4ffbZZ4qIiGjR+lqKrGqzasp2ORNZ1Z/VDRs2bNBLL73U7geZb0VOjnPavXu3pk6dqgsXLsjT07NF62spsqqb1fvvv6/Fixdr69atio2NVXZ2tn7605+2aF2tgazssxo0aJCSk5P13HPP3Xa/HfoX91uVlZWpurradlpGQUGBCgsLlZCQYGvj5eWl4cOH69ChQ03ut6Kios4/Oi8vL127dk1Hjhxp8HW5ubl265akMWPG6PDhw/rxxx8l1eysQ4YM0fTp09W3b1/FxcVp/fr1MozWPR6zb98+5efn61e/+lWr9nu7yKqWv7+/oqKilJGRobKyMlVVVWnLli3y9vZWbGxsi/puKXKyH3OnTp1sRfuNMUs1RaGzdeSsSktL5eHhoc6dO9vWfev+M2zYMHXp0qVZ295WyKo2K7MjK8dZlZaWOv3yBomcHOVUXFysHTt2KCYmxulFu0RWt2b1/fffa+7cuVq/fr0p8rkZWdXdr1577TWFhYUpLi5Oy5Yt0/Xr15vVL4X7TRYsWKBBgwZp6NChkqTCwkJJqnN6REBAgC5evNjkfseMGaPPP/9c27dvV2Vlpc6dO6clS5bYraM+Fy9erHfdlZWVKioqklRz2sfGjRvVp08f7dy5U88884zS0tL0l7/8pcnja4qtW7dq4MCBpjiCJ5HVzSwWi95++22dOHFCISEhCgwM1CuvvKLMzEwFBQW1qO+WIqdao0aNUlFRkVauXKnr16+rpKTEdlqXozG3l46aVUlJiV566SVNmzZNbm5utnV3795dFovF1s5isahHjx7N2va2Qla1WZkdWTWc1bfffqvXXnutwVN/2xM51c0pNTVV99xzj8LCwvTdd98pIyOjyf22JbKqzaqqqkpPPfWUZs6cqcGDBze5r/ZCVvb71dNPP60NGzYoKytLycnJ+vOf/6y5c+c2uV+Jwt1m4cKF+vTTT7Vt2za7X8Qk2X15k2omVrh1mSMJCQlavHix5s+fL6vVqpiYGD344IOSZFtXr169bI/Zs2c7XPfNy6urqxUdHa3U1FRFR0fr8ccft/1hSNLy5cvt+v7222+bPO4bLl++rKysLNP82k5W9gzD0Ny5c+Xv7689e/bok08+0YQJEzRt2jSnTSYjkdOt+vfvrzVr1mjNmjXq2bOnIiMj1bt3bwUGBtZ5f9pbR82qvLxcjz32mHr27KlFixY53O7b2fa2QFZ1szIrsmo4q4sXL+qXv/yl4uPjNXPmzCZvd1sgp/pz+u1vf6ucnBy9/fbbcnV1VXJycqufzdlcZGWf1fLly9WpUyfNmjWrydvZXsiq7n41a9YsjRo1SgMHDtS0adO0fPlybdu2rcEJB+tzZxyybmN/+MMf9NZbbykrK0t9+vSxLbdarZJqPmCCg4Ntyy9dutToRFW3mjVrlmbOnKkLFy7I19dX33zzjdLS0mzXwN58ncaNazMCAwPrHIG6dOmS3Nzc5O/vbxtjVFSUXZvIyEh99913kqQZM2Zo0qRJtud69uzZrHFL0t/+9je5uLgoMTGx2a9tbWRVV05Ojj744AOdOXPGdjrSfffdp+zsbL355puaN29ecza/VZBT/RITE5WYmKiLFy+qc+fOslgsSk9Pb3R+ibbUUbMqKyuz/U/LyMiwO+0uMDBQly5dsvsyYRiGioqKmr3trYms6mZlVmTVcFaFhYV65JFH1L9/f61bt86pB8PIqeGcunfvru7du6tv376KjIzUgAEDdPDgQQ0fPrxZ299ayKpuVnv37tXBgwfVo0cPu77Hjh2ryZMnt/rZt01FVk37rBoyZIgk6fTp07b1N6bDF+4pKSl666239N577ykyMtLuud69e8tqtSo7O1v333+/pJrbLRw8ePC2jvhbLBZbwJmZmQoODlZ0dLQk1Tsx1dChQ/X+++/bLbsx4USnTp0k1Vx3mZ+fb9cmPz9fISEhkiQ/Pz/5+fk1e6w327ZtmyZOnKhu3bq1qJ+WIqv6XblyRZLk4mJ/Ao2Li4uqq6ub3V9LkVPjAgMDJdXsW56ennrggQda1N/t6qhZlZaWKjExUYZhKDMzU97e3nXWXVZWptzcXNt17rm5uSovL3favBFkVX9WZkRWDWd14cIF/eIXv1C/fv20ceNGp17yQE5N36dufJdo7vW4rYWs6s8qPT3d9h1Qqtm/bhTsfFaZK6v6HD9+XFLtAY2mcF2wYMELTW59l3n++ee1fft2bdmyRcHBwSovL1d5ebkkyd3dXRaLRVVVVVq5cqX69u2rqqoq/fGPf1RhYaFWrVolDw8PSTXXaRUUFOjYsWPKzs7Www8/rMLCQnXp0kXu7u6SpFdffVXe3t4qKirS5s2btWLFCr3++uvq169fg+MLCwvTqlWr9J///EchISHavXu3li9frhdffNH2uuDgYC1ZskQuLi4KCgrS3r179eKLL2r27Nm2Izn1KSws1OnTp5WXl6esrCwlJCSovLxc7u7utgmzpJpJs1avXq1ly5bZHR1rb2TVcFb+/v7atm2bjh8/roiICJWWlmrlypX6+OOPtWjRona9zp2cHO9T69evl6urq8rKyrRz504tXLhQqampiouLa5X3vzk6alalpaWaPHmyfvjhB23atEkWi8W27e7u7nJ1dVWPHj30+eefKzMzU4MHD9b333+v2bNn6/7773fKLeHIquGsmrpd7YWsGs7q/PnzGj9+vKxWq1atWqWKigpbGy8vrzoHn9sSOTWcU25urnbv3i13d3dVVFToyJEjmjdvnlxdXZWWltbuB1vIquGsfH19FRAQYHu4uLho7dq1+v3vf1+naG4PZOV4v3rnnXfk6empq1evKjs7WykpKRo5cqRmzJjR9De5pKTE6KgPSfU+UlJSbG2Ki4uNlJQUw2q1Gh4eHsbw4cONAwcO2PXz2GOP1dtPVlaWrc3IkSONrl27Gp6enkZMTIyxY8eOJo3xvffeMwYPHmy4u7sboaGhxooVK+q0ycjIMAYMGGB4eHgY4eHhxiuvvGIUFxc77DclJaXeMaenp9u1e/TRR42oqCiyMnlW2dnZRkJCguHn52f4+PgYQ4YMMTIyMsjJZDklJSUZfn5+hru7uzFgwABj7dq17FPtnFVWVlaD237zmM+cOWNMmTLF8PHxMXx8fIwpU6YYZ8+eJSsTZtWU7SIr52eVnp7eYJujR4+Sk0lyysnJMeLi4myfVaGhocaMGTOMr776qt33J7Jq/P/fzY+jR48akozs7GyyMllW//rXv4yYmBjbmCMiIoyUlBTj3LlzzXqPuY87AAAAAAAmxqzyAAAAAACYGIU7AAAAAAAmRuEOAAAAAICJUbgDAAAAAGBiFO4AAAAAAJgYhTsAAAAAACZG4Q4AAAAAgIlRuAMAAAAAYGIU7gAAAAAAmNj/A8+Fxa+WLqQiAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-02-13\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1095737018137534465\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-04-13\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/984882630947753984\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-11-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/929564225164464128\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-08-18\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1163018466871263234\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-11-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/933576358793318401\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-30\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1112123741574586368\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1187488267551137793\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1057871356367269888\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-06-29\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1145044275916234752\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-06-19\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1141409584457768960\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1057881371174035456\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1107026609268113408\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2016-07-10\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/752184088111362048\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-08-19\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1031111742103814144\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/998084314200862720\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Ed5yQtkL7FadE6qmxhPbOkhZl0etTU3XbhhIt31PT2O50S7etL9VXpfX67bA4Wfj5A+gC7qFDfV0CAAAhhaHyaLdvK+p1yaqWof1KQnuXiLAaenpsou47J7bFub/tqNQNa4tV6WTROgAAACDYENzRLt8emdO+r8oc2q/qF6knCe1dxjAM/XponP55caIizNPetSqvVlPfKlReJYvWAQAAAMGE4I7j+qa89dA+q1+knriQ0O4Ll58SpbempSot0vxfeEexUxPeKNDWAoePKgMAAADQ0QjuOKZjhfa/E9p96txUm9Ze2k1DksJN7Ydr3JqxqkAr9lT7qDIAAAAAHYnF6dCmPeX1unRVofZXm0P71UdCOwuh+V7PaIuypqdo7vslenNvbWN7rUu65b0SfVVWr98MjZVh8G8FoOOEP/ec6dg5Z44vygAAIGQQ3NGqPeX1mrGqQAeqzYudzT41Uo+PIbT7k+jwML0wPkm/31auh7dXms795ZMK5ZbVa/GYREVa+TcD0DGifvUr03EZwR0AgE7FUHm0sLus9dB+DaHdb4UZhn47PF6Pj0lQuNf/6pXf1GjGqgId8ho5AQAAACAwENxhsrusXjOyWob2a0+L0mJCu9+7rn+0XpuaomS7+b/2tkKnJrxeoM+KWLQOAAAACDQEdzT6usypGVkFOugV2q87LUqPjU4gtAeIkWl2vXNpqk5PMM+E2V/t0rS3CvXW3hofVQYAAADgZBDcIelIaF9V2CK0X98/SosI7QGnb6xVqy9J1cSedlN7Vb1H179TrEe3V8jj8fioOgAAAAAnguAO5R4J7YdqCO3BJN4WpmUTk/XTM6JN7R5Jv91arts2lMrhIrwDAAAA/o7gHuK+Km09tN9wJLSHsY1YQLOGGfrLiAQtHJkgi9c/5dLcal22ulBFtSxaBwAAAPgzgnsI+6rUqUuzCpXvFdp/2D9KfyO0B5WbT4/WisnJireZ/0035Ts04Y0CfVnq9FFlAAAAAI6H4B6ivix1akYrof3GAVF6lNAelC7uEaG3Z6SqX6zF1P5thUuT3izQ2v21PqoMAAAAwLEQ3EPQF0d62g97hfYfDYjSI6MI7cGsf3y43p6RqjHpNlN7ucOjWWuK9NSuSh9VBgAAAKAtBPcQ80WpU5euahna5wyI0sOE9pCQFGHRyskpunFAlKnd5ZF+nVOmuzeVqt7NonUAAACAvyC4h5DPSxpCe0GtObTfNDBKCwntIcVmMfToqAT94bw4ef+rP/NFlWatKVJpnbvVewEAAAB0LYJ7iPi8pGF4vHdov+X0aP11JKE9FBmGodsGx+qliUmKsZr//d89UKfJbxbom/J6H1UHAAAA4CiCewjYdSS0F7YS2v9vRDyhPcRNzYhU1iWp6hVtXrTuq7J6TXijQBsO1fmoMgAAAACSZPV1AehcO4ud+kFWoYq8hj3/+PRoPTQiXgahHZIGJ4Vr7aWpuv6dIm0paNoarrjOrZmrC/XwqATd0D/ahxUC8CfVjzzi6xIAAAgpBPcgtqPYqctaCe0/OT1aDxLa4aVbpEWvT03V7RtK9OqemsZ2p1u6bX2pviyt1++GxckSxvMGCHXOOXN8XQIAACGFofJBakcbPe0/OYPQjrZFWA09NTZR88+JbXFu0Y5K3bC2WJVOFq0DAAAAuhLBPQhtPxLai71C+9wzovXgBYR2HJthGLpnaJyeuzhJkRbzc2VVXq2mvlWovEoWrQMAAAC6CsE9yGw/MjzeO7T/9Ixo/YXQjhMw85RIvTU9RemR5peJHcVOTXijQFsLHD6qDAAAAAgtBPcg8lmRQz/IKmgR2n82KFp/JrTjJJyTYtM7l3bTWUnhpvbDNW5dsqpAK/ZU+6gyAAAAIHQQ3IPEp0UOXba6UCV1HlP7zwdF60/nE9px8npGW7Rqeopm9I4wtde5pFveK9GT34XL4/G0cTeAYBT2ySemLwAA0LlYVT4IfFrk0GVZhSp1mMPTrWdG64/nEdrx/UWHh+n58Un6w0flWvhZpencM3nhSv6kQvPOifNRdQC6WuzFF5uOy0pLfVMIAAAhgh73APdJYeuh/bYzYwjt6FBhhqH/HRavv1+YKJvXK8fDn1WogtXmAeB7Kahx6fmvqrSzgrdnAAAzfjMEsE8KG4bHe4f22wfH6PfnxRHa0SmuPS1K/52aogRb0/PL4ZbW7q/zYVUAENg+L3FqxL8P6xcbSjXn0whl5dX4uiQAgB8huAeoj4+E9jKv0P6LwTF6YDihHZ1rZJpd1/WPMrVl5dX6qBoACGz7Kut1VXaRipotLvv051U+rAgA4G8I7gHo40KHZrYS2n85OEaZhHZ0kakZkabjNftq5XKzSB0AnIiSOreuzC7S/mqXqT0n36F6XlMBAEcQ3APMRwWt97T/akiMfkdoRxcamWZTXLPh8oW1bm0rZG93AGiv6nq3rnm7SF+W1bc4V1nv0WdFTh9UBQDwRwT3ALKtwKGZ2YUq9wrtdwyJ0W+HEdrRtcLDDE3sad4ibjXD5QGgXerdHt20rkQ5h9v+wHNDPmuHAAAaENwDxLYChy5f3TK033lWjP6X0A4fmZphDu6rCO4AcFwej0e/2lja4sPOuHDz7/KNhxjFBABoQHAPAFuPhnanObTfdVaMFpxLaIfvTOxpV5ianpe7Suq1t7LlkE8AQJM/flShF3OrTW2DEq16aWKyqW1Tfp3cHua5AwAI7n5vy2GHrmgltN99VqzuJ7TDx5IiLDo7zrx/O8PlAaBtT+2q1P99VmFqy4ixaMXkFI1Msym+2dohpQ6PdpXwYSgAgODu1z48XKcrslsJ7WfHav65sYR2+IULk8wrIbMtHAC07t/fVOvenDJTW5I9TCsnJ6t7lEVhhqGRaXbT+Q2HmOcOACC4+61Py8N0ZXaRKrxC+6+Hxmr+OYR2+I8xXsH9g4N1qnS627gaAELT+wfr9NP3S9T8t3qU1dArk5LVPz68sW10us1030YWqAMAiODul3Ly6/SLnfYWof3eobG67xyGx8O/9I306JRYS+Oxwy29e4A3mgBw1KdFDl3/TpEczT7TtBrSknFJGp5qDuqjvXrcNx5yyMM8dwAIeQR3P1Na59bVbxep2mUO5/cOjdW8c+J8VBXQNsOQpnitLs9weQBo8G1FvWataTmCbtGYRE3qFdHi+rOSwxVlabq2oNat3Fb2eQcAhBarrwuAWYI9TA+NSNDP3i+WWw3h/TdDY/UbQjv82LSMCD2xq6rxODuvVm6PR2GMDgGCkuNHP/J1CQGhoMalK1YX6nCNefrQA8PjdO1pUa3eYw0zdFasW5tLm0Yybcx3aEBCeKvXAwBCA8HdD119apQOHjqkzFy77h0aq3uHEtrh30am2RUXbjQupFhQ69ZHhc4WQ0ABBIeaRx/1dQl+r9LZMIJuT4V5HZBbz4zW7YNjjnnvufEuc3A/VKc5A6M7pU4AQGBgqLyfmt7NpQ9+0I3QjoBgsxga35Ph8gAgSQ6XRzeuLdbHhU5T+6x+kfrDefHHXavm3HhzD/0G5rkDQMgjuPuxM5MYFofAMZV57gAgt8ej/1lforVei3SO62HX4jGJ7ZpCdEaMWxFNHe7aX+3Sd5Wutm8AAAQ9nwX3hQsXaty4ccrIyNCpp56q2bNna9euXaZrKisrdc8992jQoEFKT0/X8OHDtXjx4lYfz+Px6Morr1RCQoL++9//dsVfAUAzk3rZFdbs/eiOYqfyKllQCUBoWbClXK/uqTG1DU0O1/Pjk2SztG/dD1uYWkw1Yj93AAhtPgvu69ev1y233KLVq1frtddek9Vq1cyZM1VSUtJ4zfz585Wdna0nnnhCOTk5uuuuu5SZmally5a1eLzHHntMFoulRTuArpEcYdH5Xm80s/fR6w4gdCzaXqHFOytNbf1iLXp1UrJiw0/sLdfodK9t4fId37s+AEDg8llwX7lypW644QYNGjRIZ555pp588kkVFhZq8+bNjdd8+OGHmj17tsaOHas+ffro2muv1fDhw7Vt2zbTY3388cd64okn2uyNB9A1WgyX30twBxAaln1drQVby01t3SLDtHJKilIjT7xjYVSL/dzpcQeAUOY3c9wrKyvldruVkJDQ2DZixAhlZWVp3759kqScnBzt2LFDEyZMaLymoqJCt9xyix5++GGlpqZ2ed0Amnjv5/7+oTpVOd1tXA0gUMUnJJi+Qt3b+2p12/oSU1tsuKFXJyWrb+zJbeBzXrdwNe+k/6bCpQNVzHMHgFDlN9vB/eY3v9GQIUN0/vnnN7b95S9/0R133KHBgwfLam0o9cEHH9TUqVMbr7nzzjs1YcIETZ48ud3fKzc3t+MK70SBUidw9Llq8Ug97BE6UNfwbrPOJb207VtdlMybTfgHXlc7xnCv41D+ue6oCNPPt9tV72mavx5uePSXgbWKKv5OucUn97j7v9mtM6Lt+qyiqbd+5affaUoqr6fwL6H8/x+BIxCep/379z/meb8I7vfdd582b96srKws0zz1J598Ujk5OXrppZeUkZGhjRs3asGCBerdu7cmTpyoZcuWaceOHXr33XdP6Psd74fiD3JzcwOiTsD7uTqjuFRPfV7VePxpfaJ+3D/RF6UBJryudp5Q/bnmljl115ZC1bqbRhYZkp66KEmXnxJ18o975Lk6oaxMn21vmjO/R0nq358RDvAfvK4iEATL89TnQ+XnzZunFStW6LXXXlPfvn0b22tqavTAAw8oMzNT06ZN0+DBgzV37lxdccUVWrRokSTpvffe0xdffKGePXsqOTlZycnJkqSbbrrJ1CsPoOtM8xoun72vVm72HwYQZA5Wu3RFdpGK68zTgf58Qfz3Cu3NeS9Qx8ryABC6fNrjfu+992rlypV64403NGDAANM5p9Mpp9PZYqV4i8Ui95FPthcsWKDbb7/ddH7UqFH6/e9/r0suuaRziwfQqtHpdsVYDVXWN4T1/Bq3Pil06lyvFecBIFCVOdy6KrtQeV57q991Vox+Oiimw77P+d1sCjMk95HPPr8sq1dBjeukFrsDAAQ2nwX3u+++Wy+//LJefPFFJSQkKD8/X5IUHR2tmJgYxcXFafTo0crMzFR0dLQyMjK0YcMGLVu2TJmZmZKkHj16qEePHi0eu1evXqbeewBdx2YxNL6nXa9917SifNa+WoI7gKBQW+/Rde8UaWdJvan9hv5Ruv/cuA79XnG2MJ2VFK5PipyNbRvzHbqsb2SHfh8AgP/z2VD5Z555RhUVFbrssss0cODAxq+jw+Al6dlnn9U555yjuXPnasSIEXrkkUc0f/58zZ0711dlA2gHtoUDEIxcbo9+8n6xNhwy76k+JSNCj4xKkGEYbdx58lrs585weQAIST7rcS8tLT3uNWlpaXr88cc7/HEBdK5JvSJkSDo6s/2zYqf2V7nUM5rhnQACk8fj0a9zyvT6d+YPIs9PtemfFyfKGtbxoV2SRqXZtHhn0/HGfEfbFwMAgpbPF6cDEHxSIy06z2tofHYeve4AAtdDn1boH19UmdoGxlv18qRkRVk77+3UyDTza+mOYqdKvRbEAwAEP4I7gE4xtbfXcPm8Gh9VAgDfz3NfVun/fVxhausRFaYVk5OVaO/ct1JJERYNSmwaIOmRtPkww+UBINQQ3AF0iim9zMH9vYN1qq6nlwhAYHnjuxrduck8DS/eZmjF5BT1iumaGYej07znuTNcHgBCDcEdQKcYlGhVRkzTnPZal/TeAXqJAASOTfl1+vF7xY3bsUlShEV6eWKyzkgM77I62M8dAEBwB9ApDMPQ1F7ew+WZ5w4gMOwqceqat4tU22yr9jBDevbiJI3w6gHvbN7z3D8pcqrSyQgmAAglBHcAncZ7nvvqvFp5PJ42rgYA/5BXWa+rsgtV5jC/Xj0yKkHTe3f9HuppURadFtc0LN/lkT48zHB5AAglPtsODkDwG5NuV7TVUFV9w5vfQzVufVrk1NAU23HuBODPXGef7esSOk1xrUtXZhfpQLW5R3v+ObG6cUC0j6qSRqfb9HV5fePxxkMOje8ZcYw7AADBhOAOoNPYLYbG9bDrjb1NQ+Sz8moJ7kCAq3zvPV+X0CmqnG7NfrtIX5XVm9p/cnq07j471kdVNRiVbqPVUtsAACAASURBVNeSr6objzfkM88dAEIJQ+UBdKqW28Ixzx2A/3G6Pbp5XbG2FDhN7Zf1jdCfL4iXYRg+qqzBKK957tsKHKqpZ+oRAIQKgjuATjW5V4Sav939pMipg9WuNq8HgK7m8Xj0q42lWr3P3Is9Jt2mJy9MkiXMt6FdkjJirOrdbKcOh1vaVsg8dwAIFQR3AJ2qW6RFw1LN2yZl0+sOwI/8/qNyLc2tNrUNTgrX0gnJirD6PrQf5d3rvpFt4QAgZBDcAXS6KV7bwq0iuAPwE0/sqtTCzypNbb1jLFo+KVnxNv96m9RyP3d63AEgVPjXbyQAQWmq1/ZJ7x2oY24mAJ9buada83LKTG3J9jCtnJys9ChLG3f5jndw//CwQw4Xr6UAEApYVR5ApxucaFWvaIv2VTXMba9xefT+wTpNyWArIyAQxVx0kek4EFeZf+9ArX76QYmax95oq6FXJyXrtPjwNu/zpVNiLUqPDNOhmoat6mpcHn1S5ND53ezHuRMAEOjocQfQ6QzDaBHSs/JqfFQNgO/L8umnpq9A80mhQzesLZaz2VbtVkN6fnySzk313+0qDcNo0eu+keHyABASCO4AusRUr+C+Oq9WHg9DPAF0rW/K6zVrTZEqnObXn8UXJmpCT/8fBTQq3WuBOvZzB4CQQHAH0CUuTLcrqtnqzAeq3fqs2HmMOwCgYx2ucemK7EIV1LpN7b8/L06zT43yUVUnZlSaucd9c75DLjcfggJAsCO4A+gSEVZDF/cwv+FczeryALpIhdOtWWuK9E2Fy9R+25kxun1wrI+qOnGnJ1iVbG96+1bu9Gg7H4ICQNAjuAPoMt7D5bMI7gC6gMPl0Q/XFuvTInPAvbpfpB44L85HVZ0cwzA00ms/9w35zHMHgGBHcAfQZSZ77ef+UaFTh6pdbVwNAN+f2+PRretLtO6AeS74hJ52PTYmUWGG0cad/qvlAnXMcweAYEdwB9Bl0qMsOjfFvM1S9j563QF0Do/Ho/kflmn5HvMuFuemhGvJuCTZLIEX2qWWC9RtynfIzWKfABDUCO4AulTLbeEI7gA6x992VOrvu6pMbafGWfTKpGTFhAfuW6DBieGKszV96FBc59YXpfU+rAgA0NkC97cWgIDkPc993YE61dbTUwSgY/0rt0q/3VpuakuLDNOKySlKibD4qKqOYQkzNLKb17ZwDJcHgKBGcAfQpc5KClePqKaXnup6jz7gDSeADpSdV6vbN5Sa2uLCDS2fnKK+sVYfVdWxRnnPc2eBOgAIagR3AF3KMAyGywPoNFsOOzRnXbFczQby2MKkpROSNSQpvO0bA4z3fu4bDtXJwzx3AAhaBHcAXW5qRqTpeHVeLW84AXxvX5U6dfXbhapuNv3GkPT0RUm6sLu97RsD0NCUcEVZm+a559e4taecXToAIFgR3AF0ubHd7YpstprzviqXdpSwsBKAk3egyqUrsotUUmf+EPChEfG6rG9kG3cFrvAwQ+d3897PnWlHABCsCO4Aulyk1dBFPcy9X1l7a9q4GgCOrbTOrauyC7WvytzjfPfZsfrxGTE+qqrzjU7zCu6sFwIAQYvgDsAnpnnNc1/Nfu5AwCgrLTV9+VJNvUfXvlOkXV7bod04IErzz4n1UVVdgwXqACB0ENwB+MRkr+C+rcCpwzXMzwTQfi63Rz95r1ibvALrtIwILRyZIMMw2rgzOAxLscnebGe7vEqX9lYy7QgAgtEJB/fNmzfrwQcf1D333KOvv/5aklRVVaVt27apvLz8OHcDQIPuURYNTW5a4dkjKZtedwDt5PF4dPfmUr2x1/y6MaKbTc9enCRrWHCHdkmKsBoaluK9nzu97gAQjNod3B0Oh2644QZNnz5df/rTn/SPf/xD+/fvlyRZLBZdddVVeuqppzqtUADBp8W2cHsJ7gDa5y+fVOifX1ab2k5PsOqlicmKtAZ/aD+q5XB55rkDQDBqd3D/05/+pNWrV+uhhx7Sli1bTFs3RUREaObMmVq1alWnFAkgOHnPc3/3QJ1q69kWDsCxPftFlf78SYWprWeURcsnJSvRHlqzAFmgDgBCQ7t/u7366quaM2eObrnlFiUlJbU4379/f3377bcdWRuAIHd2cri6RzW9DFXVe9jOCMAxvf5dje7ebF4QL8FmaMWUZPWKsfqoKt85v5tNzQcY7C536VA164UAQLBp92+4goICDRkypM3zdrtdVVVVHVIUgNBgGIYm94rQkq+ahrtm7a3VhJ4Rx7gLgK9F/vKXpuOaRx/tku+74VCdfvxesdzNBuZEWgy9PDFZpyeEt31jEIsOD9PQlHBtLXA2tm08VKcr+kX5sCoAQEdrd497WlraMXvUt23bpj59+nRETQBCyFTvee77ak1TcQD4H9uSJaavrrCz2Klr3ylSXbPOZIshPXtxoi5Is7d9YwgYnca2cAAQ7Nod3H/wgx/on//8Z+NK8pIat1lZtWqVXn31VV1xxRUdXyGAoHZRD7sivLYz2lXCdkYAmuytrNdVawpV7jB/qPfIqARN6x3po6r8R4sF6pjnDgBBp93B/d5771VGRoYuuugi/fjHP5ZhGFq4cKEmTpyo66+/XkOHDtUvvYbOAcDxRFnDdFF385vOrDxWlwfQoKjWpSuzi3Sw2m1qX3BunH44INpHVfmXC7rZ1Hwd/V2l9SqqZZ47AASTdgf32NhYZWdn684771RBQYEiIiK0efNmVVVVad68eXr99dcVEcG8VAAnbmqGucdsNcEdgKQqp1uz3y5Sbpl5FM5PzojWnWfF+Kgq/5NgD9OQJPMc/00MlweAoHJCy69GRETorrvu0l133dVZ9QAIQZMzIqRNTcdbChwqqHEpNdLS9k0AgprT7dGcd4tNi65J0uV9I/Xn8+Mbp+uhwah0mz4rbrZAXX6dZvRhGgEABIt297hXVVUpLy+vzfN5eXmqrq5u8zwAtKVntEVnNest8khas49edyBUeTwe/WJDqdbsN8/VHtvdrifGJsoSRmj3NtprnvuGQ/S4A0AwaXdwv++++3Tddde1ef7666/XggULOqQoAKFnivfq8gyXB0JW5rZyvfS1uTNgSFK4XhyfJLuF0N6akWk20/H2YqfKHO42rgYABJp2B/d3331XM2bMaPP8jBkz9M4773RIUQBCzzSv4L52f53qXGwLB4Sax3dW6pHtlaa2PjEWLZ+UrDhbu9+2hJyUCItOT2iaAen2SDnMcweAoNHu34D5+flKT09v83xaWpoOHTrUIUUBCD1DU8KVFtn0klRZ72FLIyDELN9Trfs+LDO1pUSEaeXkFKVFsebF8XgPl9+Yz2soAASLdgf3lJQUff75522e//zzzxUfH98hRQEIPWGGocm9zL3uqxguD4SMd/fX6ucflJjaoq2GXp2UrFPjT2gt3ZA1ymu4/EbmuQNA0Gh3cJ80aZKWLFminJycFue2bNmiJUuWaNKkSR1aHIDQMtVruPzqvFp5PAyXB4LdJ4UO/XBtsZzNpmRbDemF8Uk6J8XW9o0wGeXV4/5RoUNVTua5A0AwaPdH2PPmzdOaNWs0ffp0TZw4UYMGDZJhGNq5c6fefvttpaWlaf78+Z1ZK4Agd3EPu+wWqc7VcPxdpUtflNbrjMTwY98IIGDtKa/XVWuKVFlv/pDu7xcmanzPiDbuQmu6R1nUL9aiPRUNL6L1HmlrgUMX9eDnCACBrt097mlpaXr33Xd19dVXa9OmTXrkkUf08MMPa9OmTZo9e7beffddde/evTNrBRDkosPDNNarx4jV5YHglV/t0hXZhSqsNfcK//H8eM06NcpHVQU27173DSxQBwBB4YQmjXXr1k1///vf5fF4VFhYKI/Ho9TUVBkGW7MA6BhTe0eY9m5enVerO86K9WFFADpDucOtWWuK9O2R3uGjfjE4Rv9zZoyPqgp8o9PtejG3aSu9DSzyCQBB4aRWezEMQ6mpqR1dCwAcWaCuaVXpDwscKqp1KTmCFaUBf1Gxbt33ur/O5dENa4v1WbHT1D771Ej9bnjc93rsUOe9QN3WAofqXB7ZLXSyAEAgazO4v/TSS5Kka665RoZhNB4fz7XXXtsxlQEISRkxVg1OCteOI2/o3R5pzb46XXMaw2YBf+EeOvTk7/V49LP3S/T+QXNP8KSedj02JlFhjOL7XnrHWNQr2qJ9VQ0jGepc0rYCR4sh9ACAwNJmcL/11ltlGIauvPJK2Ww23Xrrrcd9MMMwCO4AvrepvSIag7vUMM+d4A4EPo/Ho9/klOnf39aY2oelhOu5cUkKDyO0f1+GYWhUuk2v7G76GW/MJ7gDQKBrM7h/+umnkiSbzWY6BoDONrV3hP7vs4rG43f218rh8sjGUE8goD28vVJPfV5lajstzqpXJiUrOrzd6+XiOEan2c3B/VCddDZrhQBAIGszuPfu3bvxz263W4ZhKCYmRomJiV1SGIDQdW5KuFIjwlRwZKXpCqdHm/Lr2NIICGAv5lbpgW3lprb0yDCtmJzMGhYdbFS6eZ57zmGHnG4PIxoAIIC16+Ntl8ulc845R0uXLu3segBAYYahyRnmkL6KbeGAgJWVV6Nfbig1tcXZDC2fnKI+sSe1Ti6O4bQ4q7pFNr3Fq6r36LMi5zHuAAD4u3YF9/DwcKWnp7PtG4AuM9UruGfl1crj8fioGgDNhT/3nOnrWD48XKeb3i2Rq9l/X7tF+teEZA1OCu+8IkOYYRgalWae076RbeEAIKC1e0LZjTfeqH/961+qraXXC0DnG9fDLluzV6hvK1z6qqzedwUBaBT1q1+ZvtryZalTs98uUk2z1G5IenpsksawWFqnGu01XH59vsNHlQAAOkK7x6edcsop8ng8Ou+883Tttdeqb9++ioyMbHHd5Zdf3qEFAghNMeFhurC7Xe/sb+olysqr1cAEeuiAQLC/yqUrs4tUUmceKfPXkQn6Qd+W7x/Qsbx73Dfl18nl9sjCPHcACEjtDu5z585t/PNDDz3U6jWGYRDcAXSYqRkRLYL7L4ewMjLg70rr3Loqu7BxL/Gjfj00VjefHu2jqkLLGYlWJdqNxg9Oyh0e7Sxx6qxk23HuBAD4o3YH99dff70z6wCAFqZkROiezWWNxzmHHSqudSmJFagBv1VT79G17xTp81Lz1JY5A6I0bygfvHWVMMPQyDS73trbNMVxY76D4A4AAardwX3MmDGdWQcAtNA7xqpBiVbtKmkIAG6P9Pb+Ol19apSPKwPQmnq3R7e8V6xNXvOpL+kdof8bmcAit11sVJrNHNwP1elng2J8WBEA4GSd1B4sO3bsUF5eniQpIyNDZ555Jr+MAXSKqRkR2lVS2XiclVdLcAf8kMfj0V2bSk1BUZJGptn0zEVJsjK3usuN9loAcGO+Qx6Ph/dsABCA2r2qvCStWLFCgwcP1tixY3X99dfruuuu09ixYzVkyBC9+uqrnVUjgBDmvS3c2/tr5XSzLRzgb/7fxxVa8lW1qW1QglUvTUhWpJWg6AtDksIVG970sy+sdbM7BwAEqHYH96VLl+rHP/6xoqKilJmZqaVLl2rp0qXKzMxUZGSkfvrTn2rp0qXt/sYLFy7UuHHjlJGRoVNPPVWzZ8/Wrl27TNdUVlbqnnvu0aBBg5Senq7hw4dr8eLFjedLSkp0zz336LzzzlN6errOPPNM3XnnnSouLm53HQD827AUm1Iiml6qyh2eFsNwAfjWP76o1EOfVpjaekVbtHxyihLsJ9RHgA5kDTN0QTfznPaNh3j9BIBA1O7fpgsXLtSwYcP0/vvv6/bbb9e0adM0ffp03X777frggw80dOhQLVy4sN3feP369brlllu0evVqvfbaa7JarZo5c6ZKSkoar5k/f76ys7P1xBNPKCcnR3fddZcyMzO1bNkySdLBgwd18OBBZWZmauPGjXryySe1ceNG3XLLLSfwIwDgzyxhhib1Mve6Z+XV+KgaAK25e1OZ6TjRbmjl5GT1iGYhSV/zHi6/Ib+ujSsBAP6s3cF9//79mjVrliIiIlqci4iI0OzZs3XgwIF2f+OVK1fqhhtu0KBBg3TmmWfqySefVGFhoTZv3tx4zYcffqjZs2dr7Nix6tOnj6699loNHz5c27ZtkyQNGjRIL774oqZPn65+/fppzJgxeuCBB7Ru3TqVl5e3uxYA/s17uPzqvNo2rgTgC80nr0RaDL0yMUUDEsJ9Vg+ajErz7nGvk8fDdCMACDTtDu6nn366Dh482Ob5AwcOaODAgSddSGVlpdxutxISEhrbRowYoaysLO3bt0+SlJOTox07dmjChAltPk5FRYXsdruioli8CggW43rYFd7s1Wp3uUu5ZU7fFQSgVRZDem5cks7rxpZj/uKcFJsiLU3z3A9Uu/VthcuHFQEAToZRWlraro9d33//ff3oRz/SwoULdfnll5vOrVixQnfffbeef/55XXjhhSdVyJw5c7R7926tW7dOFkvD0DqHw6E77rhDS5culdXasAD+gw8+qJtvvrnVxygtLdX48eM1ceJEPfjgg21+r9zc3JOqEYDv3LbDrpzSpmG3v+jr0A97scgS4AvDzzvPdGw8vFOS9L/963RpGqHQ3/x8u11by5pePxf0r9MP+HcCAL/Sv3//Y55vd3CfNWuWvvnmG+3Zs0epqak65ZRTZBiG9uzZo4KCAp166qnq27ev+cENQ6+88spxH/u+++7TypUrlZWVZXqMRYsWacmSJfr973+vjIwMbdy4UZmZmVqyZIkmTpxoeoyqqipdddVVCgsL04oVK1od0h9IcnNzj/uPB/iDrnquPrmrUvfmNM2jHZ1u05vTUjv9+yJ48LraMQprXTo1PdnUZjy8U78dFqc7zor1UVXBpaOfq3/+uFx//qRp8cDrTovS4xcmdtjjI3TxuopAECzP03bv4/7FF1/IMAz16tVLkhrns9vtdvXq1Ut1dXX68ssvTfe0Z5/QefPmaeXKlXr99ddNob2mpkYPPPCAnnvuOU2bNk2SNHjwYG3fvl2LFi0yBffKykrNmjVLkvTyyy8HfGgH0NKUjAhTcN+c71BpnZsVq4EuVOl06+o1Rdrm1f7TM6L1qyExPqkJxzcq3S6pKbhvOMQCdQAQaNod3Ldv397h3/zee+/VypUr9cYbb2jAgAGmc06nU06ns3HY/FEWi0Vut7vxuKKiQrNmzZLH49Hy5csVE8MbByAY9Y216owEqz4vbRge7/I07Ol+VT/WswC6gtPt0Y/eLdZHhU7NnfXbxvZzU2z60wXx7fqwHr5xXqpN4WGS88jbp+8qXdpXWa9eMe1+GwgA8DGfvWLffffdevnll/Xiiy8qISFB+fn5kqTo6GjFxMQoLi5Oo0ePVmZmpqKjo5WRkaENGzZo2bJlyszMlNQQ2q+44gpVVFRo6dKlqq6uVnV1tSQpMTFRNhuL4wDBZEpGhD4vrWw8zsojuANdwe3x6Lb1JXpnf0NP7dOjrpYkXdTdrj9MSlYYod2vRVoNDUuxafPhpj3cN+U7NIvgDgABw2djTJ955hlVVFTosssu08CBAxu/Fi1a1HjNs88+q3POOUdz587ViBEj9Mgjj2j+/PmaO3euJOmTTz7Rli1b9MUXX2jYsGGmx8nJyfHVXw1AJ/HeFm7Nvlo53WxrBHS2320t18u7a0xtZyWF64XxSbJbCO2BYHS6uTOD4fIAEFh89lFraWnpca9JS0vT448/3ub5Cy+8sF2PAyA4nJdqU5I9TMV1DeM9yxwe5Rx2aEy63ceVAcHrsR0V+tuOSlPbKbEWLZ+crDgba0wEilHpdv31s6Z/x435jmNcDQDwN/zGBRAwLGGGJvUyh/SsvbU+qgYIfq/srtb9W8pNbakRYVo5OUXdIi1t3AV/dH43m5oPjviqrF6Ha9gSDgACBcEdQECZlhFpOl69j+AOdIa1+2t16wclprYYq6FXJyXrlDjmRgea2PAwnZ0cbmrbRK87AAQMgjuAgDKup13WZr1GuWX12l1W77uCgCD0UYFDP1xbrPpmS0iEh0kvTkjS0BSbwj75xPSFwDAqzTxiiXnuABA4Tvgj85qaGn388ccqKCjQ6NGjlZKS0hl1AUCr4m1hGp1u13sHm95wrsqr0W3xsT6sCggeu8vqNWtNkarqzQs/PnFhoi7u0bBAZOzFF5vOlbHeTEAYlW7TYzubjgnuABA4TqjH/YknntDAgQM1Y8YM3XTTTdq5s+HVv6ioSL1799bzzz/fKUUCQHPeq8uvzmO4PNARDlW7dEV2oYqOLAB51J/Oj9eVbL0Y8Eal2dV8D4BdJfUq8fq3BgD4p3YH96VLl2revHmaOHGiFi1aJI+n6ZP45ORkjRs3Tv/+9787pUgAaM47uG/Kd6iUN5/A91LmcOuqNUX6rtK8YNmvhsTo52fG+KgqdKQEe5gGJTYNtvRI2pxPrzsABIJ2B/fFixdrypQpevbZZzVt2rQW54cOHaovv/yyQ4sDgNacEmfVwPimN5/1noaFtACcnDqXR9e/U6QdxU5T+7WnRem3w+J8VBU6w+h073nuLFAHAIGg3cF99+7dmjJlSpvnk5OTVVRU1CFFAcDxTPHqdc9iuDxwUlxuj376fonWewW4yb3s+tvoBBmG0cadCETewX0jPe4AEBDaHdxjY2NVVlbW5vndu3ezUB2ALuM9XD57X63q3Z42rgbQGo/Ho9/klOk/39aY2oenhuufFycpPIzQHmxGptlMx58WOVXhZKoRAPi7dgf3sWPHaunSpaqra/nJ7P79+7VkyRJNnDixQ4sDgLac382mRHtTqCh1ePThYYZ8Aifir59V6ukvqkxt/eOtenlisqLD2TE2GHWLtGhAs6lGLo947QSAANDu38r333+/CgsLdfHFF+vpp5+WYRhas2aNfve732n06NEKDw/Xr3/9686sFQAaWcMMTerJcHngZD3/VZX+8FG5qa17VJhWTE5WcoTFR1WhK4zy6nXfyLZwAOD32h3c+/Xrp6ysLKWnp+svf/mLPB6PFi9erEcffVRnn322srKy1LNnz86sFQBM2BYOODlv7a3Rrzaa916PsxlaPilFvWOsbdyFYMECdQAQeE7ot/PAgQP173//W6WlpdqzZ4/cbrf69u3L3HYAPjG+Z4SsRsOq8pL0ZVm9vimv1ylxBA+gLZvz63TzumI1XxLCbpFempCsM5PCfVcYuoz3PPdthQ7V1HsUaWVNAwDwVyc1gS0hIUHnnnuuhg8fruTkZFVVVR3/JgDoYAn2sBZvQFfR6w606fMSp655u0i1zbZqDzOkf1yU1KIXFsGrV4xVfWKapkM43dLWAnrdAcCftTu4v/baa/rtb39ranvkkUfUo0cPZWRk6Nprr1V1dXWHFwgAxzK1d6TpmOHyQOv2VdbrquwilTrMuy8sHJmgGX0i27gLwarlcHnmuQOAP2t3cF+8eLEKCgoajz/++GM98MADGjZsmObMmaO3335bjz76aKcUCQBtmdrLPM99w6E6lTnY2ghorqTOravWFGl/tcvU/puhsZozMNpHVcGXRqV7LVCXT487APizdgf3r7/+WmeddVbj8fLly5WUlKQVK1Zo4cKFuummm7Ry5cpOKRIA2nJqvFX9m21tVO+R3t1PzxFwVHW9W9e8XaQvSutN7TcPjNa9Q2N9VBV8bXSaucd9y2GHHC5PG1cDAHyt3Ss4VVdXKyoqqvF47dq1mjBhguz2hhf+IUOG6MUXX+z4CgHgOKb0ilBuWWXj8aq8Gs08haG/QL3bo5vXlSjHa5/uS/tE6KER8TKMk1uMzPGjH3VEefChvrEW9YgK04HqhhFKNS6PPi506II01joAAH/U7h73nj176uOPP5Yk7d69W1988YXGjx/feL64uFgRERFt3Q4AnWZqb/Nrz5p9dXK56TlCaPN4PLpjY6myvNZ9GJVm09Njk2QJO/kVxGsefdT0hcBjGIZGec1zZ7g8APivdgf32bNna8mSJbrmmmt05ZVXKiEhQVOnTm08/9FHH+m0007rlCIB4FhGdLMp3tYUQorr3NrCCskIcX/8qEIv5JoXjR2UaNW/JiQrgm2/oJbD5VmgDgD8V7uD+5133qk777xTBw4cUM+ePfXCCy8oPj5eklRSUqKNGzdq2rRpnVYoALTFGmZoktcidd69jEAoeWpXpf7vswpTW0aMRSsmpyjBflI7wSIIeS9Ql3PYoXpGKwGAX2r3HHeLxaL7779f999/f4tziYmJys3N7dDCAOBETM2I0PI9NY3Hq/Nq9bvh8T6sCPCN/3xTo3tzykxtSfYwrZycrO5RljbuQigaEG9VSkSYCmsb5rlXOD3aUezU0BTbce4EAHS1k/rYvaysTDt37tTOnTtVVlZ2/BsAoJNN7BkhS7PRv5+X1uvbivq2bwCC0PsH6zT3/WI17zONshp6ZVKy+seH+6wu+CfDMDQqzRzS1zNcHgD80gkF948++kjTpk1Tv379dOGFF+rCCy9Uv379NH36dH300UedVSMAHFeCPUwjvN6AMlweoeSzIoeuf6dIDndTm8WQloxL0vBUelDROhaoA4DA0O6h8tu2bdMll1yi8PBw3XjjjRo4cKA8Ho+++uorLV++XJdcconefPNNnXvuuZ1ZLwC0aWpGhDYcanrTuTqvVj8bFOPDioCu8W1FvWatKVKF0zw/+bExiS3Wf+gI8QkJpuOy0tIO/x7oGt497pvy6+T2eBR2klsFAgA6R7uD+x/+8AelpqYqOztb3bt3N5379a9/rcmTJ+sPf/iDVq5c2eFFAkB7TM2I0IIt5Y3H6w/VqdzhVpyNxbgQvApqXLpidaHya9ym9szhcbr2tCgfVYVAcWZiuOJthsocDR/6lNR59HlJvc5MYmoFAPiTdr+b3bp1q26++eYWoV2Sunfvrptvvllbtmzp0OIA4ET0jw/XqXFNi2853dK7B5ivieBV6XTr6reLtKfCZWr/b+usGwAAIABJREFU+aBo/WIwo01wfJYwQyPSvIfL87oJAP6m3cHd4/HIYml7NdqwsDB5PGwhAsC3pmSwLRxCg8Pl0Y1ri/VxodPUflW/SP3x/HgZDHVGO43xGi7ffMoRAMA/tDu4n3POOXruuedUUlLS4lxJSYmWLFnC/HYAPjc1I9J0nJ1XKxf7EiPIuD0e3ba+RGu9RpSM62HX42MSmZ+ME9Jygbo6OmMAwM+0e477fffdp5kzZ2r48OG67rrr1L9/f0nSV199pWXLlqmiokKPP/54pxUKAO0xMs2mOJuh8iPzNYvq3NpW6ND53ezHuRMIHAu2lOuVPTWmtqHJ4Xp+fJJsFkI7TsxZyeGKthqqqm943Txc49bu8nqdxhaCAOA32h3cR44cqZUrV2r+/Pl67LHHTOeGDh2qP/7xjxoxYkSHFwgAJyI8zNDEnhFa+U1TqMnKqyW4I2gs2l6hxTsrTW39Yi16dVKyYsNZiBEnLjzM0AXdbKYRHBsOOQjuAOBH2h3cJWn06NFat26dDh8+rL1790qSevfurW7dunVKcQBwMqZmtAzu/zss3ocVAR1j2dfVWrC13NTWLTJMK6ekKDWy7XVogOMZlW43B/f8Ov1oYLQPKwIANHdCwf2obt26EdYB+K2JPe0KM6SjU9t3ldRrb2W9esec1Ese4Bfe3ler29ab15mJDTf06qRk9Y3luY3vx3s/942HHPJ4PCxyCAB+os3f9Bs2bDipBxw9evRJFwMAHSEpwqILutm0Kb9pZeSsvbWaO4jtsRCYthU4dOO7xapvtl6YLUx6cXyyzk62tX0j0E7DUm2yW6S6IzsL7qtyaW+lS334UAgA/EKbr8YzZsw4oU9Zj34qW1xc3CGFAcD3MS0jwhTcV+8juCMwfV3m1NVrilTdLLUbkp4cm6iLerB2AzqG3WJoeKrNtBXcxnwHwR0A/ESbr8avv/56V9YBAB1qSkaE/rfZXOAPDtapwulm8S4ElIPVLl2eXaSiOrep/c8XxOvyU6J8VBWC1eh0uym4bzhUp2tP43kGAP6gzeA+ZsyYrqwDADrUgHirTom16JuKhnGfDre07kCdLu0TeZw7Af9Q5nDrquxC5VW6TO13nhWjnzJ6BJ1gdIt57nVtXAkA6Grt7nqqqqpSXl5em+fz8vJUXV3dIUUBwPdlGIamZESY2rLyan1UDXBiaus9uu6dIu0sqTe139A/SgvOjfNRVQh2w1NtsjabJbmnwqWD1a62bwAAdJl2B/f77rtP1113XZvnr7/+ei1YsKBDigKAjjDNK7hn59XK7fH8f/buMzyqMu0D+P9MTy+TZAIkobfQq5AIUkPAhgiCim11wXX1tWABUVew69rWBi4WVlcRARUsoShFEnqH0KUkQHqbyWT6eT9kTXImmRBgJlPy/11XPpxn5iRPYDJz7vM89327eDaRb7A7RMzYVCLZsgxUp3+8kxLpE1W+7X36SL4oMIQoZegfw1V3IiJf1OTAff369bjuuutcPn7dddfh119/dcukiIjcYahOjXBlbZBTaHJgd5HVizMiapwoinhyWzlWnpHuDhkcq8JnI6KgkHk/aAcAw8aNki8KHCnxToF7vsXFM4mIqDk1OXDPz89HfHy8y8d1Oh3y8vLcMikiIndQyQWMauO0Xf4st8uT73pjnx6fHKmUjHWNUGDJmGgEK1hYkTwvRSftVJDJFXciIp/Q5KuAmJgYHD582OXjhw8fRkREhFsmRUTkLunOee65DNzJNy0+WomX9+glY62DZViepkW0Ru6lWVFLc5VOhbobO46U2VBkYp47EZG3NTlwHzt2LBYvXoxt27bVe2zHjh1YvHgxxo4d69bJERFdqbEJaslF6MESK3IMNtcnEHnBT2eq8OiWMslYhErA8rQYJISyjzY1nwiVDL2ilZKxLdwuT0TkdU2+GpgzZw7Wrl2LCRMmYMyYMUhOToYgCDh06BDWrVsHnU6HuXPnenKuRESXTKuRY3CsClsLai88V+eYcF93ttMi37Al34x7N5bAUaduokYOLBmjRfcopesTiTwkNV6FfcW19UAy89hKk4jI25q84q7T6bB+/Xrccsst2LJlC9555x28/fbb2LJlC6ZOnYr169ejVatWnpwrEdFlcd4uv5pt4chHZJdaMW1dMeruRJYJwCfXRGOoU64xUXNxznPPyuOKOxGRt13S/ru4uDh89NFHEEURRUVFEEURsbGxPtGahojIlXGJGjy/q6LmeFOeGZVWB0KULPZF3pNjsGHymiKUW6QtCt9JicS1Pr66GXrNNZJjVpYPLEN10sryB0qsKLc4EKHieyYRkbdcVuKcIAiIjY1191yIiDyiW6QCbUPlOGOoXtY024EN580+HxxR4Cox2XHzmmKcNzok40/3C8OdXUK8NKumk+/b5+0pkAdpNXIkRyqQXVZdD0QEsDXfgnFOu5eIiKj58NYpEQU8QRDqXXBmcLs8eYnR5sDUdcU4Vi4tknhftxA80SfMS7MikkqJd94uz7ZwRETexMCdiFqE8c557rkmOETRxbOJPMPmEHHPhlLsKLRKxm9sp8FrV0Uw9Yx8RorTdvnMfAbuRETexMCdiFqElHg1QhW1QVFBlQN7i6yNnEHkXqIo4uGssnrFEVPjVVg4LBpyGYN28h3OK+57i6wwWB0unk1ERJ7GwJ2IWgS1XMCoNtIL0V+4XZ6a0Qu7K/Df40bJWM9oJb4arYVGwaCdfEt8sBwdw+U1xzYR2FnI6vJERN7CwJ2IWgy2hSNvWZhtwFv7DZKxpFA5lo3VslI3+axUp1X3zWwLR0TkNS6ryufk5FzWN0xMTLzsyRARedLYBA0EVFdIBoD9JVacq7SjTYi8sdOIrsiKP4yYva1cMqZVy7AiTYv4YL72yHel6NT4z7HaXSIsUEdE5D0uA/fevXtfVpGckpKSK5oQEZGnxAbJMShWhe11tnuuzjHhL918v/0W+aeN502Y+Xsp6pZBDFYIWDpWi04RSq/Ni6gpUuKlBep2FVlgsolM7SAi8gKXgfv7778vCdxFUcSCBQtw9uxZ3HLLLejUqRNEUcSJEyewbNkyJCUlYebMmc0yaSKiyzUuUeMUuFcxcCeP2FdswfTfSlC3npdCAP4zMhoDYlWuTyTyEUmhCiSGypFjsAMAzPbq4N15Cz0REXmey8D99ttvlxy/8847MBqN2LNnD6KjoyWPzZ49G2lpaSguLvbMLImI3CQ9UYMXdlfUHG+8YIbR5kCwgnnG5D6nKmyYsrYYequ05eAHw6IwJkHj4iwi35OiU+EbQ1XNcVaemYE7EZEXNPlKddGiRbj77rvrBe0AEBMTg7vuugv//ve/3To5IiJ3S46qXkH6k8kObDzPvE1yn4IqOyatKUJBlbR11gsDwzG1Y7CXZkV0eZyD9Mx8FqgjIvKGJgfuRUVFsFpd9zy22WwoKipyy6SIiDxFEASkO614ZrC6PLmJ3urAlLXFOKW3S8Yf7BGKh3qFeWlWRJcvVScN3LcXWGB1iC6eTUREntLkwL13795YtGgRzpw5U++x06dPY9GiRejdu7dbJ0dE5AnpSfXbwjlEXojSlbHYRdzxWwn2FUtvct/SIQjzB4V7aVZEV6ZDuBy6oNrLRaNNrPcaJyIiz3OZ4+7spZdewk033YTBgwdj/Pjx6NSpEwDg+PHjyMjIgEKhwIsvvuixiRIRuUuqTo0QhYBKW3WwnlflwP5iK/rGsGAYXR6HKOKBzaXY4JR2Maq1Gu9fHQXZZXRpIfIFgiAgNV6NFadq89wz88wYyAKLRETNqskr7oMGDcKvv/6KtLQ0rF27Fm+++SbefPNNrFu3DmlpaVi3bh0GDRrkybkSEbmFRiFgZGvp9s9fuF2eLpMoipi7vRzL/qiSjPeLUeI/o6Khkgde0F5eVib5osCWopMG6eznTkTU/Jq84g4AXbt2xRdffAGHw4GioiKIoojY2FjIZKzGTET+JT1Jgx/P1gbrq3NMmNOP25np0v3roAEfZVdKxjqGy7F0jBahSn4+kv9LcSpQt6XAArtDhFwWeDeliIh81WVdUYiiCIVCAa1Wy6CdiPxSWoIGdS859xZbccFod/l8ooZ8dbwS/9hZIRnTBcmwPC0GsUFyF2cR+ZdukQpEq2uv9yosIg6WMs+diKg5XVLUvXv3bkycOBGtW7dGp06dkJmZCQAoLi7GLbfcgo0bNzb5e7311lsYOXIkEhMT0bFjR0ydOhXZ2dmS5xgMBjzxxBNITk5GfHw8Bg4ciA8++EDyHLPZjCeeeAIdOnRA69atMW3aNJw7d+5Sfi0iaoHiguQYEKuUjK3mdnm6BGtyTHgoU7pNPEwp4NuxWrQLu6QNbUQ+TSYIGFpvuzzbwhERNacmB+7bt2/HhAkTcOrUKUybNg1inQrMWq0WBoMBX3zxRZN/8ObNm3Hvvfdi9erVWLlyJRQKBSZOnIjS0tKa58ydOxdr1qzBggULsG3bNsyaNQvz5s3DkiVLap4zZ84crFq1Cp988gl+/vln6PV6TJ06FXY7V86IqHHj2BaOLtPOQgvu3lACe51mBCoZ8N/RWvTWsmgXBZ56/dyZ505E1KyaHLi/8MIL6NixI7Zt24bnnnuu3uPDhg3Dzp07m/yDV6xYgenTpyM5ORk9evTAwoULUVRUhK1bt9Y8Z/v27Zg6dSqGDx+Otm3b4tZbb8XAgQOxa9cuAEB5eTm++OILzJ8/HyNHjkTfvn2xcOFCHDp0CBs2bGjyXIioZUpPCpIcbzxvRpWNbeGoccfLrbhlbTGMdV4rAoB/XxON4a3Urk8k8mP1CtTlWySLOERE5FlNDtx3796N6dOnQ6PRQGigrU2bNm2Qn59/2RMxGAxwOByIjIysGRsyZAgyMjKQm5sLANi2bRsOHjyI0aNHAwD27t0Lq9WKUaNG1ZyTkJCArl27Ytu2bZc9FyJqGXpGKZAQUpuHXGUXsekCV5HItfOVdty0uhglZodk/PUhEbixXZCLswJP0MMPS74o8PWKViJcWXv9V2J24Gi5zYszIiJqWZqchCeTyRotRJefn4+goMu/aJk9ezZ69eqFwYMH14y99tprePTRR9GzZ08oFNVTff3115Geng4AKCgogFwuh1arlXyv2NhYFBQUuPxZx48fv+x5Nid/mSeRP79WrwpTIreyNtf9m4N56GBi0aVAdSWvVb0N+Ot+DXKN0s/CvyRaMUJxAX78Z3DJBi5eLDne/+CDXppJ4PLF99VeoWpkltbe7Pxufy4mt2Lw3tL54muVyJk/vE47d+7c6ONNDtz79u2LjIwMzJw5s95jFosF3377rSTovhRPP/00tm7dioyMDMjltR8ICxcuxLZt2/D1118jMTERWVlZePbZZ5GUlIQxY8a4/H6iKDa4K+BPF/tH8QXHjx/3i3kS+ftrdVqQCcvzimuOt1ao0alT20bfQ8g/Xclr1WQTMWlNEU4apQW57uwSjDdTIlv868Wf3wN8ka++r46t0iNzV20XhROOCHTuHO3FGZG3+eprlaiuQHmdNnmr/GOPPYZNmzbhwQcfxIEDBwAAeXl5WLduHW644QacOnUKs2bNuuQJzJkzB8uXL8fKlSvRrl27mvGqqirMnz8f8+bNw/jx49GzZ0/MmDEDkyZNwnvvvQcAiIuLg91uR3FxseR7FhUVITY29pLnQkQtz7B4NYIVtUHXeaMD+0u44k617A4R920sQVa+NGgfn6jBW0MZtFPLkRLvnOduZp47EVEzaXLgPnLkSCxcuBA//fQTbrrpJgDA3/72N0yZMgVHjhzBokWLMGjQoEv64U899RSWLVuGlStXokuXLpLHrFYrrFarZAUeAORyORyO6tzCvn37QqlUYv369TWPnzt3DkePHsVVV111SXMhopZJoxAworW0oBiry9OfRFHE41vL8ONZ6WviqjgVPhkRBYWMQTu1HH21KsmNzgtGB07p2cWHiKg5XFKj2cmTJ2PChAlYv349Tp48CYfDgfbt22P06NEIDQ29pB/8+OOP45tvvsGXX36JyMjImsJ2ISEhCA0NRXh4OFJTUzFv3jyEhIQgMTERmZmZWLJkCebNmwcAiIiIwB133IHnnnsOsbGxiIqKwty5c9GjRw+MGDHikuZDRC1XeqIGP9cJzFbnmPBU33Avzoh8xWt79fjsqFEy1i1SgSVjtAhWNPneN1FAUMkFDIpVYWOdIp6ZeWZ0CL+ky0kiIroMTX6nzczMRNeuXRETE4Nrr7223uPFxcU4cuQIUlNTm/T9Fi1aBAC48cYbJeNPPfUU5syZAwD49NNPMW/ePMyYMQOlpaVITEzE3LlzMWPGjJrnv/zyy5DL5bjnnntgMpkwfPhwLFiwoN5KPRGRK2lO/dx3F1mRZ7QjPpjvIy3ZZ0cq8epevWSsTbAcy8ZqEaVm0E4tU2p8/cD9ji4hXpwREVHL0OTA/frrr8fChQsxZcqUBh/fuHEj7rvvPpSUlDTp+5WVlV30OTqdDh9++GGjz9FoNHjjjTfwxhtvNOnnEhE5iw+Wo3+MEruLanPb1+SacCcvRlusVWeqMGur9HMqUiVg+TgtEkK5ukgtV0q8GkDtDS3n2g9EROQZTV4yuFjxEYvF0mi7OCIiXzYuUbrqzjz3liszz4z7NpbAUedjL0gu4JsxWnSLVLo+kagFGBCjgqrO5d5Zgx05BraEIyLytEaXDSoqKlBeXl5zXFJSgpycnHrPKysrw/Lly9GqVSv3z5CIqBmkJ2rwyp7aVaQN580w2URoFCw+1pIcKrHi1l+LYa5Tb0suAJ+OiMJVOrXrE4laiCCFgAGxKmyps9KelW/BVO5EISLyqEbfZT/88EO8/vrrAABBEDBnzpya/HNnoiji2Wefdf8MiYiaQe9oJVoHy3DeWN21wmgT8XueGWOd8t8pcJ012DB5bREqLNIdZm+nRGJ8UpCXZkXke1J1amngnmfG1I7BXpwREVHgazRwHzFiBDQaDURRxPz58zFp0iT06tVL8hxBEBAcHIx+/fph4MCBHp0sEZGnCIKAcYkaSQXxjBwTA/cWothkx81rinHhfzdu/vRM/3DWOiBykhKvAvbXHjPPnYjI8xoN3IcMGYIhQ4YAAMxmM66//nr06NGjWSZGRNTc0hODJIH76hwT/jlEhCBwu3wgq7Q6MHVdMY6XS/N0/9o9BLN6X1qrU6KWYHCcCnIBsP9vc8rxchvyjXbo2ImDiMhjmlxNbvbs2Q0G7Xl5eThy5IhbJ0VE5A3DW6kRJK8N0nMr7ThYyqJLgczqEHHPhhLsLLRKxie2C8KrgyN404aoAaFKGfpqpYUat3DVnYjIo5ocuH/++eeYOXOmZGzWrFlITk5GSkoKhg0bhuLiYrdPkIiouQQpBFzTWlqALONslZdmQ54miiL+L7MMa3LNkvFh8SosHB4FuYxBO5ErqfHS98rMPLOLZxIRkTtcUuAeFhZWc7xp0yZ8+umnmDx5Mp577jmcOnUK//znPz0ySSKi5jLeqS3c6ly2hQtU83ZV4OsTRslYr2glvhythVrOoL0x+g0bJF/U8qTEqyTHmfkM3ImIPKnJvTvOnDmD6dOn1xx///33aNOmDRYsWACZTIby8nJ89913eOWVVzwyUSKi5pDmFLjvKrSioMqOuCDmbgaSjw4Z8M4Bg2Ssbagcy8ZqEaFq8j3tFsvRt6+3p0BeNiRODQHAnz0YskttKDU7EKXm3w8RkSc0+d3VYrFAqazNZ1q/fj3GjBkDmaz6W3To0AF5eXnunyERUTNqFSyX5G6KqC5SR4Fj+R9GzNleLhmL0ciwIi2GxbWImihSLUPPaGmeexa3yxMReUyTA/e2bdtiw/+2w+3evRunT5/GqFGjah4vKCiQbKUnIvJX45y3yzNwDxjrz5lw/++lkrEQhYBvx2rRMaLJm9CICECKTrpdnm3hiIg8p8mB+1/+8hd8//33SElJwaRJk9CmTRuMHTu25vGtW7eiW7duHpkkEVFzcs5zX3/eDJNNdPFs8heHDQLu+K0E1jqt2hUC8MWoaPSLUbk+kYgalOJUoC6Lee5ERB7T5MD9vvvuw7vvvosOHTpg/PjxWL58OYKCggAApaWlKCwsxJQpUzw2USKi5tJHq0Sr4Nq3x0qbyMJLfu6PChseOaSBwekGzIfDojCqjcbFWUTUmFSnAnX7iq2osDhcPJuIiK7EJe0LvPPOO3HnnXfWG4+KiqrZRk9E5O8EQUBaggaLj9VWHM84a8JoBnh+Kd9ox6Q1RSixSivFvzgoHLd0DPbSrPyb8vPPJcfWu+/2xjTIy2I0cnSNUOBouQ0A4BCB7QUWjEngeyURkbsxoY+IqAHpidLA/ZccE14fIkIQ2CbMn1RYHJiythin9XbJ+P/1DMWDPVmX5XIFP/KI5LicgXuLlRqvrgncgep+7gzciYjcr8mB+/XXX3/R5wiCgJUrV17RhIiIfME1rdXQyAHT/+K93Eo7sktt6OFURZl8l9ku4o7fSrC/xCoZn9oxCM8PDPfSrIgCS0q8Cp8eraw5ZoE6IiLPaHKOu8PhgCiKki+bzYZTp05h8+bNOH/+PBwO5jURUWAIVshwTStp4aUMVpf3Gw5RxP2bSrHxgrQ2wZg2arx/dRRk3DlB5BYpOun75O4iC4w2Xg8SEblbk1fcf/rpp0Yfe/TRR/HZZ5+5ZVJERL4gPTEIq3NrA7+MnCrM6sPt1b5OFEXM2VaO705XScZ7hNrx+choKGUM2oncpXWIHO3D5Dj1v3QUqwPYUWDFNa3VFzmTiIguRZNX3Btz7bXXYvLkyXj66afd8e2IiHxCmlNbuJ2FVhRW2V08m3zFOwcMWHi4UjLWKVyBd3qYEap0y8ceEdXBtnBERJ7ntiuYLl26YPfu3e76dkREXtcmRI7edXLaRQBrcrld3pd9ebwS83ZVSMbig2RYnqZFJMsTEHlEik7aFi4rj4E7EZG7uS1wX7t2LcLDWeyHiALLOKdV99XMc/dZGTlVeDizTDIWrhSwLC0GbcPYRIXIU1KdVtx3FFpgtotemg0RUWBq8pXMa6+91uB4eXk5Nm/ejAMHDuDxxx9328SIiHzB+EQN3tinrzn+7ZwZZrsItZx50r5ke4EZ96wvRd1YQS0HvhqjRU92AiDyqLahcrQJluOcsTqVyGQH9hRZMETHPHciIndpcuD+6quvNjgeGRmJDh064F//+hemT5/utokREfmCvjFK6IJkyK+qrpJssInIzDNjVBv2KfYVR8usmLquGFV1onYBwMfDo3F1PAMHIk8TBAGp8Sos/aO2IGRmHgN3IiJ3anLgXlpa6sl5EBH5JJkgIC1Bgy+OG2vGMnJMDNx9xLlKO25eU4xSs3Rb7j+HRuDGdkFemhVRy5MSr5YE7ln5ZswCu3AQEbkLy+sSEV1EulOee0aOCaLI/E1vKzM7MHlNEXIrpZX+n+wbhnu7hXppVkQtk3OBum35FtgcfJ8MZA5+DhI1KwbuREQXMaK1Gmp57fFZgx1HymzemxChyibi1l+Lcdjp/+HuLsGY05erfETNrXOEArGa2stKg03E/mKrF2dEnmK0OTD912LE/+c8Zu5X4/cL7CJA1BxcBu5RUVHQarWwWCw1x9HR0Rf9io2NRbdu3TBz5kwUFRU12y9CROQpIUoZhjvlSmewurzX2Bwi7ttYgi35Fsn4hCQN/jk0EoLAwoFEzU0QBKTES1fdM9nPPSC9ukePH8+aYHEAuyvkuD6jCJNWF2FvkeXiJxPRZXOZ4/7kk09CEAQoFArJ8cXY7Xbk5eXhhx9+gF6vx1dffeW+2RIReUl6kgZrz9VehGbkmPBob67sNjdRFDFrSxl+Oiu9cTJUp8In10RDIWPQTuQtqTo1fjhd+7eZlWfBQz29OCFyu1MVNnyUbag3/tt5M347X4iJ7YIwt38YOkewmweRu7kM3OfMmdPo8cV06dIFb7zxxuXNiojIx6QlaACU1xxvL7Cg2GSHViN3fRK53St79Vh8zCgZS45U4OvRWgQpGLQ3F+M773h7CuSDUpx2Jm3JN8MhipBxF0zAeG5nOawO149/f7oKq85U4bZOwXiqbxgSQptcB5uILsJjf03XX389tFqtp749EVGzSgxVoGe0EgdLqnM2RQBrcs24tVOwdyfWgnxyxIDX9+olYwkhcnybFoNINUu2NCfr3Xd7ewrkg5KjFIhUCSizVBctK7OIyC61oWc0V18Dwe8XzFh1RrrbqX2QA6eqpO+/dhH44rgRS/8w4r5uoXisdyhvchO5gcvA/euvv76sb3jrrbcCANq1a4d27dpd1vcgIvJF6QmamsAdAFbnmBi4N5MfTlfh8S3lkrEotYDlaVq0CeEFIZEvkAkChurU+KVODZDMPDMD9wBgd4h4erv0PXhAjBIfdi1Hbkgi5u+qwD6nYoRmO/DBIQP+c6wSf+8Rir/3DEWYkjdZiS6Xy8D9gQceqDf2Z467cxukurnvfwbuRESBJj1Jg3/ur13x/fWcCRa7CJWc20A9aXOeGX/dWIK6nzxBcgHfjNGiayQDAiJfkhKvkgTuWflmzExme0Z/99UJIw6USAPzlwdHQFZRjtFtNBjZWo2Vp014cXcFTlRIu33orSJe3avHvw9X4rE+Ybi3awg0TG0iumQuA/d9+/ZJjvV6Pe6//36EhYVh5syZ6NSpE0RRxIkTJ7Bw4UJUVlZiwYIFHp8wEZG39I9RIlYjQ6GpOsFPbxWRlW/GiNaai5xJl+tAiRW3rSuGpU5OpVwAPh8ZjcFxatcnEpFXpOqkf5dZeRaIoshuD35Mb3Xghd0VkrGb2wfhKp0ax/83LBMETGwfhOvaavDVCSNe26PHOaNdck6x2YG528vx0SEDnuwbhts6BbOgKNElcLlfJSkpSfK1cOFCREVF4aeffsKNN96IHj16oGfPnpg4cSJ++uknREREYOHChc05dyKiZiUTBKQ0frsSAAAgAElEQVQlSoN0toXznDN6GyavKUKFVbrL693USIxL5M0SIl/UW6tEaJ3V1EKTA8fLbY2cQb7u7f16FFTV3j3VyIF/DAxv8LkKmYA7u4Rg1806vDgoHNEN1B/JrbTj/zLLMPT7AvxwuqreTl4id3CIIlbnmPDuAf3Fn+wnmpxosmrVKlx//fUN3jGVyWS44YYbsGrVKrdOjojI16Q3ELjzosP9ikx23LymGPlV0vLF/xgQjumdQ7w0K/qTbO9eyRfRnxQyAVfppP3cs/LZ39tfndHb8MEhafu3B3uEIeki1eI1CgEP9gzD3sk6PNU3THIz50/Hy224a30JRq4qxG/n+FlK7qG3OrAw24BBK/IxdV0xXthVgQJzYOzsaHLgbrPZcPbsWZePnz59Glar1eXjRESBYGRrNVR13jlP6+04xtUkt6q0OjB1bXG9PMmZ3UPwSC/myvqCsBEjJF9EdaXGO2+XN3tpJnSlnt9ZAXOdHe+6IBke6d309+FwlQxz+oVj7xQdHugRIvn8/NPeYismrSnGDRlF2FHAmzx0eU5V2DB7WxmSv8nDU9vKcbKi+oVrE4HleYHRlrDJgfuoUaPw8ccf49tvv5XcERNFEUuXLsWiRYswevRoj0ySiMhXhCplGNZKelHK7fLuY3WIuGt9CXYVSW8ET2ofhFeuimCeLJEfSHFacc/8X547+Zct+WZ8d7pKMvbcgHCEXkZl+BiNHC8PjsSum3WY3jkYDaW2/55nwdifCnHbr8U4XMrFQLo4URSx8bwJ09YVo//yfCzIroTeWv+9ZsUFBcx2/38PavJf3uuvv4527dph5syZ6NatG9LT0zF+/Hh069YNM2fORNu2bfHqq696cq5ERD6hoe3ydOUcoogHN5di3Tnp6tw1rdT4aFgUZAzaifxCvxgV6rbtPme044zB7voE8jkOsX77tz5a5RW3QE0MVeD9q6OwdWIcbmzXcK2Sn8+akPJ9Ae7fVIIzeu5oo/qMNgc+P1qJlO8LcOPq4uq0xQaep5QBt3QMwjs9zFAHQAegJgfuOp0OmzZtwiuvvIKePXuipKQERUVF6NmzJ1599VVs2rQJ8fHxnpwrEZFPcC6Mtq3AghITL0qv1PM7K/DNSenqTu9oJb4YFR0QH7hELYVaLmBQrPOqO7fL+5NvTlZhT1ED7d/cdAO1S6QSi0dqsf76WIxsXb9DiAhgyckqDFyRjye2lqGgip+xBOQabHh+Zzl6LM3DI1llOFzW8I2dWI0MT/YNw4Ep8fh4eDR6hDkafJ6/uaQN/2q1GjNnzsTMmTMbfDw7OxvJyclumRgRka9KClUgOUqB7NLqDwyHCKw9Z8bUjle2EtGSvX9Qj38dlBZAahcmx7I0LcIbSookIp+WEq/G73m1+cpZ+RbczsKSfqHS6sD8XdLV9hvbaerVLnCHfjEqfDcuBpsumDF/Vzl2FkpvFlgdwL8PV+K/x434W3IIHuoZhsgGKtVT4BJFEdsKLFiQXYlVZ6rQ2I73Plol7k8OxaT2QQF5w/+KX/l5eXl47733MGzYMFx99dXumBMRkc9z3i6/mtvlL9vSk0Y8s0PaIzhWI8OKtBjEBcldnEVEviylXj93rrj7i3cPGnDBWLtCqZIB8wZGePRnDm+lxtprY/HlqGh0i6y/rmi0iXhzvwF9l+Xh3QN6GG2BsYJKrpntIr4+YcTIVYVI/7kI359uOGiXCdU3ln6ZEIMN18fi1k7BARm0A5e44v4ng8GAlStXYunSpdi8eTPsdju6d++ORx55xN3zIyLySemJGry1v3aFeN05E6wOEcqGKu6QS7+dM+GB30slY6EKAd+O1aJDeGBUgSVqiQbFKaGUVa+YAsApvR3nK+1oHcKbcb4s12DDeweku58e6BGKdmGefz8WBAHXtQ3C+EQNlv5RhVf2VOCsU22EMouIf+yswEeHDHiybzju6BLMz90Ak2+049OjlfjsaCUKqlzfoIlUCbirSwju6x6CxIu0JwwUTf4t7XY71q1bh6VLl+KXX35BVVUVBEHAfffdh7///e9o27atJ+dJRORTBsSoEKORochU/aFSYRGRlWfBNQ3k6lHD9hRZcMdvJbDVuYOulAFfjo5G3xiV6xOJyOcFK2ToH6PCtoK62+XNmNyBKUW+bP6uClTVWdaM1cjwWO+wZp2DXCbg1k7BmNQ+CIuPVuKNfXoUmqQBXF6VA49tKcN7B/V4ul84bu4QxAKmfm5PkQUfZRvw3amqmht+DekWqcD9yaG4pWMQghUtK23ior/tzp078cQTT6Br166YNm0aDh8+jFmzZuH777+HKIoYMWIEg3YianHkMgFjE5y2y+dWuXg2OTtZbsOUtcWotEn3vS0YFoURrRuuNExE/iU1XnoDLiuPPbp92Y4CC5b+If0ce6Z/uNfqjKjlAmYkh2LPZF31PJT1A/NTejv+uqkUw1cWYnWOiW0H/YzVIeK7U0aM+6kQI1cVYunJhoN2AdWFgb8fp8WWiXG4u2tIiwvagYusuA8YMACnTp1CQkIC7rjjDkyePBk9evQAAJw9e7ZZJkhE5KvSEzX4+oSx5jjjrAkvDRLZa/wi8o12TFpTVLNb4U+vDI7AzVyNIwoYKTo13kLttmtWlvddoiji6e1lkrEeUQpM7+z99+RQpQyP9wnDvd1C8M5+PRYeNsC5kcvBEiumrivGkDgVnhsQjhQPFNIj9ykx2bH4mBGLDlfinNF1x4AwpYDbOwdjRvdQps/hIoH7H3/8gbZt2+KZZ57BhAkTEBzs/T9eIiJfMbK1WpLD+YfejhMVNnSOUHp3Yj6swuLA5LXF9Xo6P9IrFH/rEeqlWRGRJwyOU0EmVHfeAICj5TYUVtkRy6KTPmf5qSrsKHRu/xYJuQ/lj0epZZg3KAIzk0Pxxr4K/OeYsV6xsq0FFkz4pQhpCWo80z8cvbVMu/Ilh0qsWHjYgKUnjfVuvtTVIUyOGcmhuK1TMDvL1NHov8QHH3yA9u3bY+bMmejSpQvuvfde/Pzzz7BarY2dRkTUIoSrZLja6a5+xllWl3fFbBdx+6/FOFAi/Qy5tVMw/jEg3EuzIiJPCVfJ0EcrvZGZlc/t8r7GaHPg+Z3Szh4TkjQ+W7OldYgcb6dEYcckHSZ3CGrwOWtyzRi+shD3bijByfKGe31T87A7RPx8tgo3ZBQh9YcC/OeY66B9RGs1loyJxs6bdbg/OZRBu5NG/zVuu+02fPfdd8jOzsZTTz2FY8eO4fbbb0enTp0wZ84cCILALaFE1KI5t4X7hW3hGmR3iJi5qVTS1xkA0hLU+FdqJD9LiAIU28L5vvcPGpBbWRtJKWXACx5u/+YOHcIVWHRNNH6/MQ7jEhq+ybD8VBUGf5ePRzJLcb6ykSVecrtyiwMfHDJgwIp83PZrCTZdaPhvP0gu4J6uwdh6Uxy+HxeD9EQWGnSlSbcxdDodHnroIfz+++/IysrCPffcg3379kEURTz44IP429/+hpUrV6KystLT8yUi8injnAL3bQUWlJrZX7YuURQxe3s5vj8tLXo0MFaJz0ZEs5UPUQBL0TkVqOOKu0+5YLTjHaf2bzO6h6JjhP/kE/eKVuKbsTH4ZUIMhurqb423i8Dnx4zovzwPz+0oR0lje7Tpip0ot+KJrWXo8U0e5m4vx2l9w//eCSFyzBsYjuyp8Xg7JQrdIplmeDGX/FfZvXt3PP/883j++efx+++/45tvvsHKlSuxZMkSaDQaXLhwwRPzJCLySe3CFOgeqcDhsuqteHYRWJdrwpSOrAnyp7f2G/Dvw9Ibu50jFPhmjBYhSm6D80eWu+7y9hTITzgXCTtYYkWZ2YFINf/2fcH8XRUw1unuEa2W4Yk+zdv+zV2G6tT4eXwM1uaaMX93BQ46pWWZ7MC/Dhrw+dFKPNSzuq5KKD+D3EIURfx23owFhwxYe67xXTVDdSrcnxyKa5M0UPDG/SW5ottpw4YNw7Bhw/Dmm2/i559/xtKlS901LyIivzEuUYPDZbUrFqsZuNf4z7FKvLBbmjvZKliG5WlaaDUsUOWvqt5919tTID8RpZYhOUqB7NLqm5sigK0FZqQnNpybTM1nT5FF0hkFAOb2D/PrmyqCICAtUYMxCWqsOFWFl3ZX4JTTim+FVcRLe/T4+HAlZvUJwz1dQ6CWM4C8HJVWB5acNGJhdiWONVJLQCUDbu4QjJndQ9A3hgUDL5db/jLVajVuuukmfP311+74dkREfsU5z31trglWB3vJ/nK2Co9kSdsLhasELBsbg6RQ/9mGSURXJjXeOc+d2+W9rbr9W7lkrHukAnd1CfHSjNxLJgiY3CEY2yfp8PbQSLQKrh/yFJocmL2tHANX5OOr45Ww83O7yc7obXh2RzmSl+Zh1pZyl0G7LkiGOf3CcPCWeHw0LIpB+xXy31tqREQ+YlCsCtF1VijKLSK2tvA8zm35ZtyzoQR1r4PUcuDr0Vr0iGYeG1FLkupUoI793L3vh9MmbHH6nHppcETAbV1WygTc0y0Eu27WYd7AcESq6v9+OQY7HthchtQfCrDqTBVEkQF8Q0RRxOY8M6b/Wox+y/Px3kEDyi0N/1v1j1Hi4+FRODAlHk/1DUccW0C6BQN3IqIrJJcJGOtU0XZ1C64uf6TMiqnriiXtXmQCsOia6Horb0QU+JwLhu0ttsJgZRFPbzHZRDy3U7raPi5BjVFtNC7O8H/BChke7hWGvZPj8XjvMAQr6gfwR8psuOO3Eoz5sRAbz/Pm0p9MNhFfHq/EsJWFuO6XIvx41oSGNifIBWBS+yCsuTYGv14Xi1s6BkPFFAS3YuBOROQG453yNTNaaOCea7Dh5tXFKHO6C//mkEhc35Y5rUQtkS5Yjs51qpTbRWB7QcveleRNH2UbcNZQe2dVIQAvDPL99m/uEKmW4ZkB4dg7WYcZ3UPQUG26XUVW3Li6CBNXF2F3Yct9nV4w2vHi7gr0/DYPD24uq1fs70/Rahlm9Q7F/inx+HRENAbHqdni1UOYZEhE5AYj26ihEIA/i/OeqLDhRLkVnSJazrbwUrMDk9cW45xRWghodt8w3NMtMPImiejypOhUOF4nDzYrzxLQK7y+Kt9ox5v79JKxe7uFoEsLa8UVFyTH60Mi8UCPULy6pwLfnKyC8yLyhvNmbDhfiOvbavBM/3B0bSH/RjsLLViQbcD3p6pgayRrIDlKgfuTQzGlQzCCGtjBQO7HFXciIjeIUMnqbQNvSavuRpsDt64rxpEyaYGae7oG46m+/tlaiFyLiIyUfBFdjHNbuMx8bkX2hhd3V8BQJxqLVAmY3S/cizPyrnZhCiwYHo2siXG4NqnhG0mrzpgw9PsC/H1zKXIMriun+zOrQ8SyP4wY82MBxvxYiGV/NBy0CwAmJGmwMj0GmTfG4c4uIQzamxFX3ImI3CQ9UYONF2ovRjNyTHiwZ+AHrTaHiL9sKMVWp62v1yVp8M8hkdwyR0RIdcpz31VoQZVN5EV/M9pfbMGXx6Xt32b3C0eUH7d/c5fuUUr8d7QWOwosmL+rHL87dT5wiMB/jxvx7Ukj/tItBLN6hyE2AAquFZns+OxIJT49WokLRtd1J8JVAu7oHIK/dg9BuzCGj97Cv1QiIjdxbgu3Jd+CMnNgF2ASRRGPZpXV212QolNh0TXRkAdYhWIiujwJoQokhdYGOhYHsKuo5eYPNzdRFDFne7lkO3jnCAXuZRqTxKA4FVamx+C7NC36autvjbc4gAXZlei3LB8v7a5AucU/P+MPlFjx982l6LE0Dy/t0bsM2juFK/DGkAhk3xKPlwZHMGj3MgbuRERu0j5cga5OBZh+PRfY2+Vf2qPHF04rOMlRCnw1WgsNV9KIqI76/dy5Xb65/HjWhEynVeSXBkVAyZur9QiCgJFtNFh/fSwWj4xGl4j6warBJuKNfXr0W5aP9w7qUdVYMriPsDtErDxdhWt/KcSwHwrw3+NGmO0NP3d0GzW+HavF9klx+Gv3UIQ2VMWPmh3/F4iI3Gic06p7ILeF+/dhA/7pVOQoIUSO5WkxiOTWSyJykuK0Xd45kCTPMNtFPLdD2v5tVGt1vTamJCUIAm5sF4SsiXF4LzUSCSH1t8aXmB14dkcFBizPw+KjlbA11CfNy8rMDrx3QI++y/Nx5/oSl393IQoB93ULwfab4rA8LQZjEzSQMdXNp3C/AxGRG6UnavCvg4aa4zW5JtgcIhQBtqrx/akqPLlVeiEYrZZhRZoWrYL9P++PiNzPecV9e4EFFrvIXs8e9nG2Aaf0tUurMgF4aXAE6480kUIm4I4uIZjSIRifHq3Em/v0KHZKgztvdODhrDL866Aez/QPx43tgrwe9B4rs2Lh4Up8fcIIYyM7ApJC5fhr9xDc0TmEN919nNf+d9566y2MHDkSiYmJ6NixI6ZOnYrs7GzJcyIjIxv8evzxx2ueYzAY8MQTTyA5ORnx8fEYOHAgPvjgg+b+dYiIAACD41SIUtd+WJdZRGwLsH7Fmy6YMWNTiSRXMlghYOlYbYtrKURETdc+TI5WwbWXnlV2EXuLA+v90dcUVtnxhtPOqL90DUH3KL5XXyqNQsADPUKxd4oOs/uGIUxZPzA/WWHHPRtKMWJlIdblmiCKzbsC7xBFrMkxYdLqIgz+rgCfHKl0GbRfHa/CF6OisedmHR7qGcag3Q94bcV98+bNuPfee9G/f3+IooiXX34ZEydOxLZt2xAVFQUAOHr0qOScPXv2YNq0aZg4cWLN2Ny5c7FhwwYsWLAAbdu2RVZWFh5++GFotVpMmzatWX8nIiKFTMDYNhos/aOqZmx1jqneSpO/2l9swfRfi1G3Ho9cABaPjMbAWJXrE4moxRMEASk6NZafqn1/zMqzYHBcYLw/+qJX9uhRYa0N3MJVAub0C/xuJ54UppRhdr9w/LV7CN7ab8CiI4Z6ueL7S6yYvLYYKToV/jEgHFfpPPsa11sd+Pq4ER8frsSJCtct69RyYEqHYMxMDkWvaN688TdeC9xXrFghOV64cCGSkpKwdetWjB8/HgCg0+kkz/n555/RqVMnXH311TVj27dvx9SpUzF8+HAAQNu2bfHFF19g165dDNyJyCvSE6WBe0aOCfMHRXhxRu5xWm/DlLXFkotAAHgvNRJjExruf0tEVFdKvEoauOeb8QgYSHrCoRIrPj9WKRl7sk8YtBqmM7mDViPHS4Mj8LfkELy2V4//njDCOcU9K9+CcT8XIT1Rg2f7h6OHm4Pl03obFmYb8N/jxnqfzXW1Cpbh3m6huLtrMGL4/++3fGZPhMFggMPhQGRkZIOP6/V6rFixAnfddZdkfMiQIcjIyEBubi4AYNu2bTh48CBGjx7t8TkTETVkVBsN6hZUP1Zuwx+N3AH3B0UmO25eU4T8Kmle37yB4bitM9sJEVHTOO8+2ppvgd0HC3r5O1EUMXdHuSSQ7BAmx4zuod6bVIBKCFXgvaujsO2mOExsF9TgczJyTLj6hwLM2FiC0/orux4QRREbz5tx67pi9FuWj4+yK10G7YNilfjkmijsnxKPx/uEMWj3cz5TnG727Nno1asXBg8e3ODjy5cvh9lsxq233ioZf+211/Doo4+iZ8+eUCiqf53XX38d6enpHp8zEVFDItUyDNWp8Hudyq0ZOSY80MM/L5gMVgemrC3GyQrpXsC/JYfg/3r65+9ERN7RNUIBrVpWU9yrwiriQIkVfWOYauNOq3NN2HBe2m7vhUERLAToQZ0jlPh8ZDT2Flnwwu4K/HpO+u8vAlj6RxVWnKrC3V1D8HifMMRfQjHXKpuIpSeNWJhtQHaZ6+BfIQA3tQ/C/cmhGMAUtoAilJWVef0259NPP40VK1YgIyMD7dq1a/A5I0eORNu2bfH5559Lxt977z0sXrwYL7zwAhITE5GVlYV58+Zh8eLFGDNmTIPf6/jx427+DYiIpL46p8Dbp2o/MAdG2PFRL//rWWx1AI9lq7G1THpxMS7WhvldLAiwYvnURAMHDZIc79yxw0szIX/05GEV1hfXrh092t6C29r4964kX2J1ANP2aHC2qnZj7cAIOz7saQYLyTefXWUyfHBGiQP6hoNztUzEtNY23JlgRXgjS6n5ZgHfXlDg+zwFym2u/wOjlCImxdtwc7wNsWqvh3d0GTp37tzo414P3OfMmYMVK1Zg1apV6NKlS4PP2b9/P4YPH47vvvsOI0eOrBmvqqpCUlISPv/8c1x77bU14w899BDOnj2LH374wePz95Tjx49f9D+PyBfwtdqwk+U2DFiRX3OsEICTt7VChMpnMpQuyiGKuH9TqSRfHwBGtFZj6Rit363c8LXqPhFOaW3lZWVemklgCvTX6keHDJizvbad5LVJGvx3tNaLMwoszv++AoBNN8Z5pBhZoL9Wr5Qoivglx4QXd1W4XCWPUAl4uFcYZnYPQYhSVnPe9gILFmRXYuWZKtgbidZ6RStxf3IIbm4fDI3Cvz6Xm0ugvE69ulX+qaeewooVK/Djjz+6DNoBYPHixUhKSsKIESMk41arFVarFXK59E6WXC6HwyHNwyQiak4dIxToHKHA8fLqD2qbCPx2zoSb2gd7eWZN99yOinpBe1+tEl+Miva7oJ2IfEdKvHT77pZ8Cxyi6PW+14GgxGTHq3srJGN3dglmBXEvEQQBE5KCMC5Bg2WnqvDy7gqcMUjTzsotIubvqsDCbAMe7xOGMKUMC7IN2Ftsdfl9ZUL1Da/7k0ORolNB4N9Oi+C1wP3xxx/HN998gy+//BKRkZHIz69emQoJCUFoaG3OpNFoxLfffov/+7//q/eiDA8PR2pqKubNm4eQkBAkJiYiMzMTS5Yswbx585r19yEicjYuQYPj5Yaa44wc/wnc3zugx/uHDJKx9mFyfDtWizCl/+waIM+w9+nj7SmQH+sZpUS4SkCFpXoZscTswJEyG5LZW/yKvbJXj3JL7fJsmFLA3P7hXpwRAYBcJmBqx2Dc1C4Ii49V4o19ehQ4FXvNr3Lgia3lLr5DtQiVgLu6hODebiFoG+YzpcqomXjtf3zRokUAgBtvvFEy/tRTT2HOnDk1xytWrEBlZSVuv/32Br/Pp59+innz5mHGjBkoLS1FYmIi5s6dixkzZnhu8kRETZCepJEEv2tzzbA7RMh9PDF8yQkjnt0pXbGJ1ciwIi0GsUGsSEuAYeNGb0+B/JhcJmBonAqrc2vrfmTlmRm4X6GjZVZ8ekTa/m1W7zDE8X3bZ6jkAv7aPRS3dQrGwsOVeOeAvuYGVmO6RigwMzkUUzsG1Wynp5bHa4F7WRPz4aZPn47p06e7fFyn0+HDDz9017SIiNxmSJwKESqhZvWjxOzA9kILhurUFznTe9blmvDg5lLJWJhSwLI0Ldo3Vj2HiOgSpMarpYF7vgX3dffihALAM9vLJbnQbUPluD+ZnT98UYhShsd6h+GeriF494AeC7MrUdVAIntaghr3J4diZGs1t8OT7/RxJyIKNAqZgLEJGsnY6hyTl2ZzcbsKLbhrfQlsda4dlDLgy1Fa9NGypQwRuU+KUz/3zDwzRJGVsC/XulwT1jq1H5s/KILFynxclFqG5wdGYM9kHe7tFoJghYBwlYAZ3UOwa5IOS8fGYFQbDYN2AsDAnYjIo9ITpYF7ho8G7ifKrbhlbTEq60TtAoCFw6JwTWvf3SFARP6pj1aJkDpBZX6VA39U2Bs5g1yxOUTM3S7NjU7RqXBDW42LM8jXxAfL8ebQSJy5vRVO39YKrw+JRMcI7nIjKQbuREQeNKaNBnULsB8ps+G03rf6FecZ7Zi0phjFZmmhnFevisCkDv5RTI+I/ItSJmBwnHQnT2a+2cWzqTGfHa3E0fLazxUBwMuDI7hK64eUMoHdFcglBu5ERB4UqZZhiE56cepLq+7lFgcmry3GWaf2NI/1DsVM5kYSkQelOL03ZuYxcL9UZWYHXt4jLSZ6W+dg9I1hehNRoOEeDCIiD0tP1CAzz1JznJFj8omCQSabiNt/LcbBEmmv2Ns7B+NZtg+iRoRec43kmFXm6XJU57nra46z8i2un0wNen1fBUrNtSlOIQqB799EAYqBOxGRh6UnavDsjtoVkcw8MyosDoSrvLfpye4QMWNTCTbnSS+UxyVq8G5KJLdYUqPk+/Z5ewoUAAbEqKCWA+b/bfjJMdhx1mBDUigvT5viRLkVH2dL27892jsM8cFs/0YUiLhVnojIwzpHKNExvPZCyuoA1p/33pZQURTx1LZyrDwj3bI/OFaFz0ZEQeHjfeaJKDBoFAIGOG3pzsrjqntTPbOjQtIFJCFEjr/38P5uLiLyDAbuRETNYJwPVZf/5z49Fh2RrtJ0jVBgyZhoBCv4sUBEzSfVqS1cFgvUNcmG86Z6nyPzBoYjiO3fiAIWr9CIiJpBemKQ5HhNjgl2R/P3LF58tBIv7dFLxloHy7AsTYtoDbdXElHzSo1ngbpLZXOIeHqbtP3b4FgVJrUPcnEGEQUCBu5ERM1gqE6FcFXtSkix2YGdhc27JfSnM1V4dEuZZCxCJWBZWgwSmVNKRF4wKFaFuovEJyvsyDOyn3tjvjhmRHaZtK3oK1ex/RtRoGPgTkTUDJQyAWPaSLfLr85tvu3yW/LNuHdjCeou8mvkwJIxWiRHKZttHkREdYUoZegXI30PyuKqu0vlFgdecmr/dkvHIAyIZfs3okDHwJ2IqJmkO+e5n22ewD271Ipp64phqrOIJROAT66JxlCd2vWJRETNIEXnnOfOAnWuvLlPjyKTo+Y4SC7gHwMivDgjImouDNyJiJrJmDZq1C3Ynl1mwxm9zfUJbpBjsGHymiKUW6T59G8PjcS1bZkPSUTel+JcoI4r7g06VWHDR9kGydjDvULRJoT1SYhaAgbuRETNJFojx1Vx0u2Mqz1YXb7U7MDkNcU4b3RIxp/uF4a7uoZ47OcSEV2KIToV6mZnZ5fZUIX+yC0AACAASURBVGxinruz53aWw1rn7bx1sAwP9WT7N6KWgoE7EVEzqrdd3kOBu9HmwNS1xThaLl3Rv69bCJ7oE+aRn0lEdDkiVDL0ipbmuW/hdnmJ3y+YseqM9PPiHwMjEKLkpTxRS8G/diKiZuQcuG/OM0Nvdbh49uWxOUTcs6EU252q1t/QVoPXWHmYiHyQc1s49nOvZXeIeHq7tP1b/xglpnRguhNRS8LAnYioGXWJUKB9WG0+osUBrD/nvgtUURTxSFZZvS34qfEqfDw8GnIZg3Yi8j3Oee6ZeVxx/9NXJ4w4UGKVjL0yOAIy3oQlalEYuBMRNSNBEDAu0XNt4V7cXYEvjxslYz2iFPhqtBYaBS/yiMg3peikK+4HSqwot7h3N5I/0lsdeGG3tP3bze2DcBU7ghC1OAzciYia2XinwH1NjgkOUXTx7KZbmG3Am/ulFYcTQ+VYlhaDCBXf7onId2k1cnSPVNQcO0RgG/Pc8c5+PQqqam9gaOTAPwaGe3FGROQtvJIjImpmQ3VqhCtrV78LTQ7sKrQ2csbFfXfKiNnbpDmQWrUM36Vp0SqYrYLIvcrLyiRfRO5Qry1cC89zP6O34f1D0puxD/YIQ1KowsUZRBTIGLgTETUzlVzAqDZO2+WvoLr8xvMmzNhUirpr9sEKAUvHatEpQunyPCIiX+K8XT6rhee5P7+zAuY6XfF0QTI80pvt34haKgbuRERe4Fxd/pecqsv6PvuKLZj+W4mkt69CAP4zMhoDYlWuTyQi8jHOK+67iyyodHPXDX+xNd+M705LPxeeHRCOULZ/I2qx+NdPROQFYxPUqFvg/VCpDTkGm+sTGnBab8OUtcXQW6X58e9fHYUxCRoXZxER+aZWwXJ0qNN1wyYCOwtb3qq7QxQxx6n9W+9oJW7rFOylGRGRL2DgTkTkBVqNHIOdVsQvZbt8YZUdk1YXSYoWAcALA8MxjRd3ROSnUp3bwrXAAnXfnKzCniKn9m9Xsf0bUUvHwJ2IyEuc28JlNDFw11sdmLK2GH/o7ZLxv/cIxUO9wtw2PyKi5la/n3vLKlBXaXVg/i7pavsNbTX1bmgQUcvDspRERF6SnqjBvF21/Xk3XTDDYHU0msNosYu447cS7C2Wrsbc0iEILwxiiyBqHkEPPyw5rnr3XS/NhAKNc4G6nYUWmO0i1PKWsdr87kEDLhhrd1KpZMD8QRFenBER+QoG7kREXtItUoG2oXKcMVSvnFscwIbzZlzXNqjB5ztEEQ9sLsWG89IVqFGt1Xj/6ihuo6Rmo1q8WHLMwJ3cpW2YAgkhcuRWVr8vmu3ArkJLvZX4QJRrsOG9A9L2bw/0CEW7MF6uExG3yhMReY0gCPW2y7vKcxdFEXO3l2PZH9Iqw/1ilPjPqGioWshqFBEFvpR4p7ZwLSTPff6uClTZa4uNxmpkeKw305+IqBoDdyIiLxrvHLjnmuAQxXrP+9dBAz7KrpSMdQiTY+kYLdsDEVFASdVJV9ezWkCe+44CC5Y63Zh9pn84wlV8fyeianw3ICLyopR4NUIVtavlBVWOetWEvz5hxD92VkjGdEEyrBgXg9ggOYiIAkmq04r7tgILrI76NzQDhSiKeHp7mWSsR5QC0zuzQwgR1WLgTkTkRWq5gFFtpKtLdavLr8014cHNpZLHw5QCvh2rZd4jEQWkjuEKxAXVXqJW2kTsdyrIGUiWn6rCjkLp7/fy4EjIZUyBIqJaDNyJiLws3UVbuJ2FFty1vgR1Uh6hkgH/Ha1Fb610RYqIKFAIgtBitssbbQ4877SjakKSBte0DvxifER0aRi4ExF52dgEDequqxwosWLjeRNuWVsMo602ahcAfDw8GsNb8YKOiAKbc4G6zQFaoO79g4aaCvoAoJQBLwxk+zciqo+BOxGRl8UGyTEoVnqRevOaYpSYHZKx166KwMT2DbeKIyIKJClOK+5b8s2wB1ie+wWjHe84tX+b0T0UHSOYBkVE9TFwJyLyAc5t4WxO16eP9w7DjOTQZpwREZH3dI9SIEpduxepwiLiUGlg5bnP31Uh2VUVrZbhiT5s/0ZEDWPgTkTkA5zz3Ou6o3Mw5vbnxRwRtRwyQcBQ5zz3ANouv6fIgq9PGCVjc/uHIVLNS3MiahjfHYiIfEBylAKJofVbu6UnavB2SiQEgdWFiahlSdFJU4gCpUBddfu3cslY90gF7uoS4qUZEZE/YOBOROQDBEHABKdV96viVPh0RBQUbAlERC3Q1fH1V9xF0f/z3H84bcIWp90DLw2O4Hs9ETWKgTsRkY94rHcYOoVXFyVK0amwZIwWwQq+TRNRy9QzWokwZW0wW2Ry4Fi5zYszunImm4jndkpX29MS1BjVxnW6FBERALBsJRGRj9AFy7H1pjiUmB2I0cgg4/Z4ImrBFDIBQ+JUWHuudot8Vp4FXSOVXpzVlfko24Czhtr2b3IBeHEQ278R0cUxcCci8iEKmYC4oPq57kS+RL9hg7enQC1ESrxaErhn5ptxTzf/zAXPN9rx5j69ZOy+biHo4sc3Ioio+TBwJyIiokvi6NvX21OgFqKhAnWiKPplwc6X9lTAUKf9W6RKwOx+4V6cERH5EyZPEhEREZFP6hejQpC8Nkg/b3TgtN7eyBm+aX+xBV8ck7Z/m90vHFFs/0ZETcR3CyIiIiLySSq5gEFx0lX3zHz/agv3Z/u3uvXwO0cocK+fbvknIu9g4E5EREREPis13nm7vMXFM33TT2dN2Ow05xcHRUDJ9m9EdAkYuBMRERGRz0rRSfu5Z+b5z4q72S7i2R3S9m+jWquRlqB2cQYRUcNYnI6IiIguifLzzyXH1rvv9sY0qIUYGKuCSgZYHNXHZwx25BpsSAj1/cvYj7MNOFUnJ18mAC8NjvDL4npE5F2+/45HREREPiX4kUckx+UM3MmDghQCBsSqsCW/drv5lnwLpvh44F5ksuMNp/Zv93QNQfcotn8jokvHrfJERERE5NOc28L5w3b5l3frUWGtLUkXrhIwp1+YF2dERP6MgTsRERER+bSUeGlOeFa+bxeoO1RixefHKiVjT/YJQ4xG7qUZEZG/Y+BORERERD5tcJwKddq541i5DQVVvtnPXRRFzN1RDked/m8dwuSY0T3Ue5MiIr/HwJ2IiIiIfFqYUoY+Wmlu+BYfXXVfnWvChvPSrfwvDIqASs6CdER0+Ri4ExEREZHPS433/bZwFruIZ7ZXSMaGt1JjQpLGSzMiokDBwJ2IiIiIfJ4/FKj75EglTlTYao4FsP0bEbkHA3ciIiIi8nlDdWrUDX+zS20oNTu8Nh9nJSY7Xt0rXW2/s0swekWz/RsRXTkG7kRERETk8yLVMvSoEwSLALbm+86q+yt79Si31FakC1MKmNs/3IszIqJAwsCdiIiIiPxC/e3yvlGg7miZFZ8ekbZ/+//27j2uqjLf4/h3A24QEDAvgMrFVNBULK/noOFlmpzKKbRjWvpK0zN2OWplmoo5llqO52jqeKzs+CrMrPE4konjpDVjow5eKkErL0mEoyfcXlHuCHufPxw3Lu7Ihr2Bz/v12n/sh7Wf9Sz8uV/81vOs5/dSVAu1bU75NwCOQeIOAACABqH0BnVJLjLj/sqhqyq+pfxbmK+7nrmL8m8AHIfEHQAAAA1C6Rn3I5euK+u6c59z/+Jsvj7/P+MNhIX9/OXlwYZ0AByHxB0AAAANQpvm7orw97C/L7ZJh847b7l8kdWmeYeuGtqiA816OIzybwAci8QdAAAADcbAIOOse5ITy8K9fzJHJ68ay7+9Qfk3AHXAo+pDAAAASuSuXOnsIaAJiw701Psnc+3vnbVBXWaBVW8kG8u/Pd7ZW3e3NlfwCQC4fSTuAACgRq5PnOjsIaAJiy61Qd03FwuVV2RT83p+pvw/j1zTlYKSHel8PEya34fybwDqhtOWyr/55psaOnSoQkJC1KlTJ40ZM0bHjh0zHBMQEFDua+bMmYbjUlNTNX78eIWGhio4OFgxMTE6efJkfV4OAAAA6kF7H3eFtygps3bdKn19oX5n3VOvXte7x4zl316MaqFgb8q/AagbTptx37dvnyZPnqzevXvLZrPpjTfeUGxsrA4ePKiWLVtKUpnkOzk5WWPHjlVsbKy9LT09XcOHD9fYsWO1bds2BQQE6IcffpCPj0+9Xg8AAADqR3Sgp9Kzbl0uX6B7gz0r+YRjzf/qmopuKf/Wwcdd/9Gd8m8A6o7TEveEhATD+7Vr1yo0NFQHDhzQAw88IEkKDAw0HLNjxw517txZgwYNsrctXrxYw4YN0+uvv25vCw8Pr7uBAwAAwKmig8z6KLUkcU+y1N+M+5c/5+vPZ/INba/19av3pfoAmhaX2VU+OztbVqtVAQEB5f48KytLCQkJmjBhgr3NarXqs88+U2RkpB599FF16tRJQ4cOLXNTAAAAAI3HoFLPuX91vlCFxbYKjnacYqtNcaXKv/VvY9aojs3r/NwAmjZTZmZm3X/LVcPEiRP1448/6ssvv5S7e9nng+Lj4zVr1iwdP35crVu3liRZLBZFRkbK29tbcXFxiomJ0Z49e7RgwQJt3LhRv/rVr8o916lTp+r0WgAAaMy8jx83vM/t1s1JI0FTZbNJI77y0vnCkjmodVH56uVnrdPzJpxz15JU402D+F756t6ibs8LoPHr0qVLpT93iV3l4+LidODAAX322WflJu2StH79ej300EP2pF26MeMuSQ8++KCmTp0qSYqKilJKSorWrVtXYeJe1S/FFZw6dapBjBMgVtFQEKuO49+vn+H91cxMJ42kcSJWq2dwxmVtTsuzvz/TrK3+rUuLOjvf1UKr/udri6SSJP2xTs0V27t9nZ3T1RGraAgaS5w6fan83LlztWXLFm3btq3CZ9OPHj2q5ORkwzJ5SWrVqpU8PDwUGRlpaI+IiNDZs2frasgAAABwsuhA48z3388V1On5lh/J0sX8kqS9ubtJC/r41+k5AeAmp864z549WwkJCdq+fbsiIiIqPG79+vUKDQ3VkCFDDO1ms1m9e/cus/Q9NTVVISEhdTFkAAAAuIDoILPh/cHzhSqy2uTh5vhN4n66VqR3jmUb2qb39FV7H8q/AagfTkvcZ86cqU2bNunDDz9UQECALBaLJMnHx0e+viXlNHJzc7V582ZNnz5dJlPZL+Lp06frqaeeUnR0tGJiYrR3714lJCRo48aN9XYtAAAAqF8R/h5q7eVmnwXPum7Td5ev6+7W5io+WXO//fqqCm95jL2dt5um96D8G4D647Sl8uvWrVNWVpYeeeQRRUZG2l+rV682HJeQkKCcnByNGzeu3H5GjBihlStXavXq1YqOjtbatWv1zjvvaPjw4fVxGQAAAHACk8mk6EBjkr6vDpbL780oUOJpY/m3BX395dPM6U+cAmhCnDbjnlnNjWzGjx+v8ePHV3rMuHHjKkzsAQAA0DhFB3lq2y1JdZKlUFN7OK7/YqtN80qVf+vduplG30n5NwD1i1uFAAAAaJAGlqrnvt9SIKvNcZWOP0rN1dHL1w1tS/r7y62cxzcBoC6RuAMAAKBBuivAQ/7mkiT6SoFNx68UOaTvrOtWLTp8zdD2aMfmGlBqN3sAqA8k7gAAAGiQ3N1M+tdSiXSSxTHPua88mqXzeSU70nm5Swv6+jmkbwCoKRJ3AAAANFgDS21Q9/dzhbXu83RWkf77e2P5t6ndWyjU16mVlAE0YSTuAAAAaLCig8rOuNtq+Zz7q19fU0FxyfvA5m56IYrybwCch8QdAAAADVavVs3k41HynPv5PKt+vHb7z7kfsBTok/Q8Q9v8Pn7ypfwbACfiGwgAAAANloebSQPaOma5vNVm09xS5d+i7mimJzp73/b4AMARSNwBAADQoJVeLv/329ygbtOPeUq+WKr82wDKvwFwPnbYAAAANVI4YYKzhwAYDAwyzrgnnSuUzWaTqQYJd851qxZ+Y5xtfzjMq0yteABwBhJ3AABQI3mrVjl7CIBB79ZmeblL+f/cUO5sTrH+kV2ssBbV/1N31XfZysgtKf9mdpMW9vN39FAB4LawVB4AAAANmqe7SX3blJp1t1T/Ofez2UVa/a2x/Ntz3X0VXoPEHwDqEok7AAAAGrwyz7mfq/5z7gu/uaa84pIScm283DQjqoXDxgYAtUXiDgAAgAZvYGDp59yrl7h/faFQ/5tmLP/2Sm8/+Zn5MxmA6+AbCQAAAA1ev7Zm3VLOXWlZxcrILa70MzabTXMPZhraurf00PgulH8D4FpI3AEAANDgeXu4qXfrms26b/kpT19dMJZ/e6N/gNzdKP8GwLWQuAMAgBrxDwgwvABXUaYsXCUb1OUWWfXq19cMbQ+GemlwO8q/AXA9JO4AAABoFGqyQd2a77J1NqdkKX0zN2lRX8q/AXBNJO4AAABoFAa0NevWVe4nMot0Mb/sc+4ZucVaUar825RuvurkT/k3AK6JxB0AAACNgp/ZTVF3NDO07S9nufzCb64pt6ik/Nsdnm6a1YvybwBcF4k7AAAAGo3oUs+5l14un3KxUB+n5hra4u5poQBP/iwG4Lr4hgIAAECjER1ofM496VzJjLvNZtPcQ1cNP+8a4KGJkT71MjYAuF0k7gAAAGg0ogONM+7fXr6uq4VWSdKn6fllls6/0d9fHpR/A+DiSNwBAADQaNzh5a67Ako2mbNJOmApVH6RTb/92jjbfn8HTw1r71XPIwSAmmPrTAAAADQqA4M8dSyzyP4+6VyBjl25rn9kl+ww726SFvej/BuAhoEZdwAAADQqpTeo+/OZfC0/kmVo+/euPooIMO5ADwCuihl3AAAANCqlN6j74WqR4X2A2aQ59/jV55AAoFaYcQcAAECjEujtrs5+Fc9PzbnHTy0p/wagAeEbCwAAAI1O6eXyN3Xx99DkrpR/A9CwkLgDAACg0Sm9XP6mxf381YzybwAaGJ5xBwAANVLcq5ezhwBUaWA5M+7D2nnq/g7lJ/QA4MpI3AEAQI1k/+1vzh4CUKUQXw9F+HvYN6ZzM0mv9/eXycRsO4CGh6XyAAAAaJT+61/8FdjcTd4eJq2MDlC3lpR/A9AwMeMOAACARmlwOy9991iQ3E2SGzPtABowEncAAAA0WmxEB6AxYKk8AAAAAAAujMQdAAAAAAAXxlJ5AABQI76DBxves8s8AAB1i8QdAADUiPuRI84eAgAATQpL5QEAAAAAcGEk7gAAAAAAuDASdwAAAAAAXBiJOwAAAAAALozEHQAAAAAAF0biDgAAAACACyNxBwAAAADAhZG4AwAAAADgwkjcAQAAAABwYSTuAAAAAAC4MBJ3AAAAAABcGIk7AAAAAAAuzJSZmWlz9iAAAAAAAED5mHEHAAAAAMCFkbgDAAAAAODCSNwBAAAAAHBhJO4AAAAAALgwEncAAAAAAFxYk07c33zzTQ0dOlQhISHq1KmTxowZo2PHjhmOsdlsWrJkibp27aqgoCA99NBDOn78uOGYZcuWafjw4WrXrp0CAgLKPdfhw4f1yCOPKCwsTKGhoXr44Yf1zTffVDnGffv2afDgwQoMDFSvXr303nvvGX6+ZMkSBQQEGF4RERFV9hsfH68RI0YoNDRUAQEBOn36dJljevbsWabvV199tcq+4XjEasWxunfv3jL93nxt3bq1yv7hWMRq5d+rKSkpio2NVWhoqDp27Kjnn39e2dnZVfYNx2qqcXrlyhXNmjVL/fr1U1BQkLp3764ZM2bo8uXLNb4u1A9iteJYtVqtGjt2rHr06KHAwEBFRkZqypQp+vnnn6scMxyPWK38e9UReVWTTtz37dunyZMna+fOndq2bZs8PDwUGxurK1eu2I9ZtWqV1qxZo6VLl+qvf/2r2rRpo5EjRyorK8t+TEFBgUaMGKFnn3223PNkZ2fr0UcfVVBQkHbt2qXPP/9cQUFBGjVqlKGf0tLT0/XYY4+pf//+2rNnj2bMmKGXX35Zn376qeG4Ll266OTJk/ZXUlJSldeem5urYcOGac6cOZUe9/LLLxv6njlzZpV9w/GI1YpjdcCAAYY+T548qRkzZsjX11f33Xdflf3DsYjVimM1IyNDsbGxCg8P11/+8hdt2bJFJ06c0HPPPVdl33CsphqnGRkZysjI0GuvvaakpCStXbtWSUlJmjx5suG4qq4L9YdYrTxWY2Ji9P777+urr77SBx98oPT0dI0fP77SvlE3iNXKY1WqfV5FHfdbZGdnKzQ0VBs3btQDDzwgm82mrl276je/+Y39F5uXl6cuXbpo0aJFeuqppwyf//TTTzVhwgRlZmYa2pOTkzV06FClpKQoPDxc0o3gufvuu7V7927dc8895Y5nwYIFSkxM1OHDh+1t06ZN04kTJ/T5559LunFnaNu2bdq/f/9tXfPNsR05ckRhYWGGn/Xs2VNTpkzRtGnTbqtv1B1iNazSY/v27auBAwdq1apVt3UuOA6xWhKr8fHxWrhwoU6dOiV3d3dJ0vfff6+BAwfq8OHDuvPOO2/rfKi9phinN+3atUtjxozR6dOn5efnV63rgvMQq+XH6k07duzQE088oXPnzsnLy6tW50PtEKvGWHVEXtWkZ9xLy87OltVqtS/LOH36tCwWi4YNG2Y/pnnz5oqOjtbBgwer3W/nzp3VunVrffjhhyooKFBBQYE++OADdejQQV27dq3wc4cOHTKcW5J+8YtfKDk5WdevX7e3paenq1u3boqKitKkSZOUnp5e7bFVZfXq1erYsaMGDRqkZcuWqbCw0GF94/YRqxXbu3evUlNTNXHiRIf3jZojVksUFBSoWbNm9qRdunHtkmr9RwJqpynHaVZWljw9PeXt7V3jz6L+EasVx+qVK1e0efNm9e3bl6TdBRCrZWO1tnkVifst5syZo549e6p///6SJIvFIklq06aN4bg2bdro/Pnz1e63RYsW2r59uxISEhQcHKzg4GAlJCRo69at9j/aynP+/Plyz11UVKRLly5JujGz+NZbb2nz5s36/e9/L4vFovvvv7/McxW34+mnn9a6deuUmJioKVOm6K233tJLL71U635Re8RqxdavX68ePXpUeMcV9YtYLRETE6NLly5pxYoVKiwsVGZmpv35tpu/FzhHU43TzMxMvf7663ryySfl4eFR7c/BeYjVsrG6YMECtWvXTh07dtTZs2e1adOmaveLukOsGmPVEXkVifs/xcXF6cCBA9qwYYNhNkSSTCaT4b3NZivTVpm8vDxNnTpV/fr10xdffKGdO3cqKipKTzzxhHJyciRJ7du3t79efPHFSs99a/svf/lLjRw5Uj169NCQIUO0adMmWa1WffTRR5Kk5cuXG/o+c+ZMtcc9depUxcTEqEePHnryySe1fPlybdiwweGJFmqGWK3Y5cuXlZiYyGy7iyBWjbp166a3335bb7/9toKDgxUREaGwsDC1bdu2zO8H9aepxmlOTo4ef/xxBQcHa+HChdW+JjgPsVp+rE6fPl179uzRJ598Ind3d02ZMsU+BjgHsVo2Vh2RV3F7VdLcuXOVkJCgxMRE+7MSkhQYGCjpxh2aDh062NsvXrxY5o5NZTZv3qyffvpJO3futAfvunXrFB4eru3bt2vMmDHau3ev/fgWLVpIktq2bVvmDtTFixfl4eGhO+64o9xz+fr6qmvXrkpLS5MkTZo0SSNHjrT/PDg4uNrjLq1Pnz6SpLS0tArPj7pFrFbu448/lpubm0aPHl3jz8KxiNXyjR49WqNHj9b58+fl7e0tk8mkNWvWVLlvA+pGU43T7Oxs+/fkpk2bWFbcABCrFcdqq1at1KpVK3Xu3FkRERHq3r279u/fr+jo6GpfPxyHWK3e9+rt5FVNPnGfPXu2EhIStH379jLb/YeFhSkwMFC7d+9W7969JUn5+fnav39/je5O5+XlyWQyyc2tZIGDm5ubTCaTrFarJJW7KVH//v31pz/9ydB2c9OFZs2alXuu/Px8nTp1Svfee68kqWXLlmrZsmW1x1qZb7/9VlLJfzzUL2K1ahs2bFBsbKz8/f1r1Q9qh1itWtu2bSXdiFkvLy8NGTKkVv2h5ppqnGZlZWn06NGy2Wz64x//KF9f32pfD5yDWK1+rN4cK3syOQexWv1YvZ28yn3OnDmvVvvoRmbmzJn6wx/+oPj4eHXo0EE5OTn2JRZms1kmk0nFxcVasWKFOnfurOLiYs2bN08Wi0UrV66Up6enJOnMmTM6ffq0jh49qt27d+vBBx+UxWKRj4+PzGaz/Pz89M477ygjI0Ph4eG6cOGC5s+fr7S0NC1atKjCnTE7duyolStX6sKFCwoJCdGOHTu0fPlyLV682L75wiuvvCKz2Syr1arU1FTNmjVLaWlpWrFiRaXJi8ViUVpamk6dOqXExEQNGzZMOTk5MpvNat68uQ4dOqStW7fKy8tLeXl52r17t2bPnq17771XkyZNcvC/BKpCrFYcqzft379fq1at0rJlywx3clG/iNXKY/Xdd9+Vu7u7srOztWXLFsXFxWnBggUaNGiQI/8ZUIWmGqdZWVkaNWqUrl27pvfee08mk8l+7Waz2T57VdV1of4QqxXH6qFDh7Rjxw6ZzWYVFBQoJSVFs2bNkru7u1577TX2bahnxGrlseqIvKpJl4O7ucthabNnz9bcuXMl3Xj24Xe/+53i4+OVmZmpPn36aNmyZbrrrrvsxz/77LP6+OOPy/STmJhov0Oze/duLV26VMeOHZPJZFLPnj01f/58DRgwoNIx7tu3T3FxcTpx4oSCgoL0wgsvGP6BJ02apKSkJF26dEmtW7dW3759NW/evEp3VZRulDtYunRpmfY1a9Zo3LhxSklJ0cyZM/XDDz+osLBQISEhGjVqlJ5//nl2nnUCYrXiWL3pmWeeUXJyco12JoXjEauVx+rTTz+tXbt2KScnR126dNG0adM0duzYSvuF4zXVON27d69+/etfT+QxhQAAAJtJREFUl/uzW8dcnetC/SBWy7o55qNHjyouLk7ff/+9cnJyFBQUpPvuu08vvfSS2rdvX+mY4XjEalk3x+yovKpJJ+4AAAAAALg6dpUHAAAAAMCFkbgDAAAAAODCSNwBAAAAAHBhJO4AAAAAALgwEncAAAAAAFwYiTsAAAAAAC6MxB0AAAAAABdG4g4AAAAAgAsjcQcAAAAAwIX9P0YMkXn+ZHcVAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1083121972857487360\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-09-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1170395921831493632\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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AAAB0Se/n12jtUbrtCH0EdwAAAABdjmEYuvuUbvu30py6uAfddoQegjsAAACALufdr2q0Md/tN7ZwRKxJ1QCnx+Z0AACYwPHUU5Kk5IICOVJT5Zk+3cxyAKBLMQxDd28t8xv7To8wXZBKtx2hieAOAIAJIm++WZLUt/66hOAOAO3m7SM1+vA43XZ0HDwqDwAAAKDLMAyjyU7y3+0VrpEpTpMqAs6M4A4AAACgy3j9ULW2FXr8xnKzY0yqBggMwR0AAABAl+Brptt+Re9wZSfTbUdoI7gDAAAA6BJWH6zWrhO1DdcWSbk5rG1H6CO4AwAAAOj0vD5D927377Zf0y9CQxIdJlUEBI7gDgAAAKDTW3mgSntdjd12q0Waz9p2dBAEdwAAAACdWm0z3fbrMyI0MJ5uOzoGgjsAAACATu2F/ZXaX+ptuLZZpHnZrG1Hx0FwBwAAANBpeXyG/rC9zG/sxwMilRFrN6kioPUI7gAAAAA6refyKvVFeWO33WGVbmVtOzoYgjsAAACATqnGa+iBHf7d9hsGRql3NN12dCwEdwAAAACd0vJ9FfqyorHbHmaTbhlGtx0dD8EdAAAAQKdTVWtoycf+3fafZkWpR5TNpIqAs8czIgAAmKDywQclSccKCtQtNdXkagCg8/nr3nLlV/kariNsFv1mKN12dEwEdwAATOCZPl2SVJiXp4TMTHOLAYBOptzj04M7y/3GZg2KUmok3XZ0TDwqDwAAAKBTeWJPhQqrG7vtUXaLZg+NNrEi4JshuAMAAADoNErdPj38if/a9l8MjlJyON12dFwEdwAAAACdxtLd5TpRYzRcxzosuulc1rajYyO4AwAAAOgUXDU+PbrLf237r4ZEKyGM2IOOjc3pAAAwgXX7dklS5KFDslZUyJedbXJFANDxPbqrXKXuxm57vNOiXw5hbTs6PoI7AAAmiLnkEknS4PrrEpfLtFoAoDMoqvZq6Snd9l8PjVGck247Oj5+igEAAAB0eA/vLFd5bWO3PTncqp8PijKxIiB4CO4AAAAAOrRjVV49sbfCb2z20GhFO4g76Bz4SQYAAADQof3p4zJVntRtT42wauY5dNvReRDcAQAAAHRYRyu8+ts+/277nGExirQTddB58NMMAAAAoMNa8nGZaryN1+mRNk0bSLcdnQvBHQAAAECHdKi8Vss/9e+23zI8RuF2i0kVAW2D4A4AAACgQ3pgR5k8vsbr3tE2/SQz0ryCgDZCcAcAAADQ4RwordVzeZV+Y7cOj5HTRrcdnQ/BHQAAAECH84cdZfI2biSvjBibfjSAbjs6J4I7AAAAgA4lr8SjF/b7d9vn5cTKbqXbjs6J4A4AAACgQ7lve5l8J3Xbs+Lsuq5fhHkFAW2M4A4AAACgw9h9wqMVn1f5jc3PiZGNbjs6MYI7AAAAgA7j3m2lOqnZriEJdl3dl247Oje72QUAANAVuadNkySVlJQoLi7O5GoAoGP4uMit1V9U+43l5sTKaqHbjs6N4A4AgAmqHnpIkvRFXp4yMzNNrgYAOoZ7tpX5XWcnOXR573CTqgHaD4/KAwAAAAh5W467teawf7d9QU6sLHTb0QUQ3AEAAACEvHu2lfpdj0px6LKeYSZVA7QvgjsAAACAkLapoEbvHKnxG1s4gm47ug6COwAAAICQdvdW/277BalOXdydbju6DoI7AAAAgJD17lc1ei/f7TdGtx1dDbvKAwBggrj4eEnSefXXJS6XecUAQIgyDEOLT1nbfnH3MH0rjW47uhY67gAAAABC0tqjNfqg4NRue4xJ1QDmIbgDAAAACDmGYTRZ235ZephGd6Pbjq6H4A4AAAAg5LzxZbW2FHr8xhaMiDWpGsBcBHcAAAAAIcUwDN2ztcxvbFLvcOUkO02qCDAXwR0AAABASHnli2p9XHxKtz2Hbju6LoI7AAAAgJDhMwzde8pO8pP7RujcRIdJFQHmI7gDAAAACBkvHajSbldtw7VF0vwcdpJH10ZwBwAAABASan2G7t3uv7b9+owInRNPtx1dG8EdAAAAQEh48fMq5ZU0dtttFmleNmvbAYI7AAAAANN5fIbu2+6/tn1K/0j1j7ObVBEQOgjuAAAAAEz3988qdbDM23Btt0i3ZbO2HZAI7gAAAABMVuM19IdT1rb/JDNSfWPotgMSwR0AAACAyZ7Nq9CXFY3ddqdVmjucbjvwNf4KCwAAE3iHD5ckVdfUKDwszORqAMA81bWG/rjDv9s+LStKPaOJKsDX+N0AAIAJytevlyTl5eUpMzPT5GoAwDxP7qvQ0Upfw3W4TbplGN124GQ8Kg8AAADAFJW1Pv1pp3+3feY50UqLtJlUERCaCO4AAAAATLFsT4WOVTV226PsFt08NNrEioDQRHAHAAAA0O7KPD49uLPcb+zng6KUEkG3HTiVacF9yZIluvTSS9WrVy/1799fU6ZM0e7du1t8/ezZsxUfH69HHnnEb7ympka33nqrMjIy1KNHD/3whz/UkSNH2rp8AAAAAN/A47srVFzT2G2PcVj0/86l2w40x7TgvmHDBs2cOVNvvPGGVq9eLbvdrsmTJ+vEiRNNXvvyyy9r69at6t69e5O53NxcvfLKK/rrX/+q119/XWVlZZoyZYq8Xm+T1wIAAAAwn6vGp0c+8V/b/ssh0UoMp9sONMe0XeVXrlzpd/3444+rd+/e2rRpkyZOnNgwfujQIc2fP1+rVq3Sdddd5/eekpISPfPMM3rsscd06aWXNnzO0KFDtW7dOo0bN67tvxEAAM5C9MUXS5IG1R8H9/Uu8wDQFfx5d7lK3EbDdZzTol8NptsOtCRkjoMrLy+Xz+dTfHx8w1htba1mzZqluXPnKisrq8l7tm/fLo/Ho+985zsNYz179lRWVpY2b95McAcAhCzbjh2SpCiT6wCA9lZc7dVfdvmvbf9/58YoPoztt4CWhExwnz9/voYOHarRo0c3jC1evFgJCQmaOXNms+85duyYbDabkpKS/MZTUlJ07NixFr9WXl5ecIpuYx2lzs6Ie28e7r15uPft67xTrrn/5uC+m4P7bp5QuPePHnSozONouI6zGxrvzFdeXr6JVbW9ULj3XVVHuPeZmZmnnQ+J4L5gwQJt2rRJa9askc1Wt65lw4YNev755/Xee++1+vMMw5DFYmlx/kw3JRTk5eV1iDo7I+69ebj35uHem4/73/74uTcH9908oXDvj1d59eKmAkmNj8nPyY5T9qCe5hXVDkLh3ndVneXem/48Sm5urlasWKHVq1erb9++DePvvfee8vPzlZWVpaSkJCUlJenw4cNatGiRBg8eLEnq1q2bvF6vioqK/D6zsLBQKSkp7fltAAAAADiDh3aWq7K2MbSnhFs16xwWDQFnYmrHfd68eVq5cqVeffVVDRw40G9u1qxZuvrqq/3Grr32Wl177bWaNm2aJCk7O1sOh0Nr167V9ddfL0k6cuSI9u3bp/PPP799vgkAAAAAZ5Rf6dWyvf5r238zLEZRDtN7iUDIMy24z507Vy+88IKeffZZxcfHq6CgQJIUFRWl6OhopaSkNOma2+12paamNjzqEBcXp//6r//SHXfcoZSUFCUkJGjhwoUaMmSILrnkkvb+lgAAAAC0YMnHZao+6cTm7pFWzcii2w4EwrTgvmzZMklq0lWfN2+ecnNzA/6ce+65RzabTT/96U9VXV2tiy66SEuXLm1YKw8AAADAXF+W1+qpfRV+Y7cMi1G4veV9qQA0Mi24u1yuVr9n586dTcbCw8N1//336/777w9GWQAAAACC7I8fl8nta7zuGWXTfw2k2w4EigUlAAAAANrMwbJaPfNppd/YbdkxCrPRbQcCRXAHAAAA0Gbu31GmkzaSV98Ym340INK8goAOiOAOAAAAoE3sL6nVPz7z77bPy46Vw0q3HWgNgjsAAACANnHf9lJ5T+q2Z8bZ9YOMCPMKAjoogjsAAACAoNvr8ujFz6v8xuZnx8hGtx1oNYI7AAAAgKC7d1uZTmq2a1C8Xdf0o9sOnA3TjoMDAKArK6k/FjUvL0+ZmZkmVwMAwbWz2KNVB0/ptufEymqh2w6cDTruAAAAAIJq8bZSv+uhiQ5d2SfcpGqAjq/VHfdNmzbp3Xff1fHjx3XjjTdqwIABqqio0N69e5WZmanY2Ni2qBMAAABAB7C90K3XD1X7jS3IiaHbDnwDAQd3t9utGTNm6PXXX5dhGLJYLLriiis0YMAA2Ww2XXfddfrv//5vzZ07ty3rBQAAABDC7jml2z4y2aHv9aLbDnwTAT8qv3jxYr3xxhu6//779dFHH8kwGreaCA8P1+TJk/Xvf/+7TYoEAAAAEPo+PFajN7+s8RtbMCJWFrrtwDcScHB/8cUXNX36dM2cOVOJiYlN5jMzM3Xw4MFg1gYAAACgA7lnW5nf9ZhuTn2nR5hJ1QCdR8CPyh8/flxDhw5tcT4sLEwVFRVBKQoAgM4uYvZsSVKfkhJFxMWp6qGHTK4IAL6Zjfk1WneUbjvQFgIO7qmpqaftqG/ZskV9+vQJRk0AAHR6zuXLJUkp9dcEdwAdmWEYunur/9r2b6c5dVF3uu1AMAT8qPxVV12lJ598Up999lnD2Nd/e/bvf/9bL774or7//e8Hv0IAAAAAIW39VzV6v8DtN7ZwBKdNAcEScHCfN2+eevXqpYsvvlizZs2SxWLRkiVLNH78eE2dOlXZ2dmaXf/YHwAAAICuoblu+7j0MI1JpdsOBEvAwT0mJkZvvvmm5syZo+PHjys8PFybNm1SRUWFcnNz9corryg8nGMeAAAAgK7krS9r9NFxj9/Yghy67UAwBbzGXao79u2WW27RLbfc0lb1AAAAAOggDMNocm7793qFa2SK06SKgM4p4I57RUWFDh8+3OL84cOHVVlZGZSiAAAAAIS+1w5Va3uRf7c9NyfGpGqAzivg4L5gwQL9+Mc/bnF+6tSp+u1vfxuUogAAAACENl8z3fYr+4RreBLddiDYAg7ua9eu1RVXXNHi/BVXXKF33nknKEUBAAAACG2rD1Zr94nahmuLpFzWtgNtIuDgXlBQoLS0tBbnU1NTlZ+fH5SiAAAAAIQur8/Q4lO67d/vF6HBCQ6TKgI6t4CDe3Jysvbs2dPi/J49exQXFxeUogAAAACErhUHqrSvpLHbbrVI81nbDrSZgIP7ZZddpuXLl2vz5s1N5j766CMtX75cl112WVCLAwAAABBaan2G7tvu323/QUaEMuPotgNtJeDj4HJzc/XWW29p0qRJGj9+vAYPHiyLxaJdu3bp7bffVmpqqhYuXNiWtQIAAAAw2T/2V2p/qbfh2maR5mWzth1oSwEH99TUVK1du1aLFi3Sa6+9pjfffFOSFBMToylTpmjRokVKTU1ts0IBAAAAmMvtNfSH7WV+Y1MzI9UvNuBYAeAstOp3WLdu3fSXv/xFhmGosLBQhmEoJSVFFoulreoDAAAAECKey6vUofLGbrvDKs0dztp2oK2d1V+NWSwWpaSkBLsWAAC6jLJ16yRJhw8dUq/evc0tBgACUF1r6IEd/t32aQOj1DuabjvQ1lr8Xfb3v/9dkvTDH/5QFoul4fpMfvSjHwWnMgAAOjFfdrYkqTIqSr7MTJOrAYAzW/5phY5UNnbbw2zSnGF024H20GJw/9WvfiWLxaJrr71WTqdTv/rVr874YRaLheAOAAAAdDKVtT4t+di/2z4jK0o9omwmVQR0LS0G9x07dkiSnE6n3zUAAACAruWveytUUOVruI6wWXTzULrtQHtpMbj3Pmm9nc/nk8ViUXR0tBISEtqlMAAAAADmK/f49ODH5X5jPxsUpdRIuu1Ae7EG8iKv16ucnBw999xzbV0PAAAAgBDyv3sqVFTT2G2Ptls0e2i0iRUBXU9AW0A6HA6lpaVx7BsAAEHieOopSVJyQYEcqanyTJ9uZjkA0KxSt08P7/Rf2/6LwdFKCqfbDrSngM9uuOGGG/T8889r5syZCg8Pb8uaAADo9CJvvlmS1Lf+uoTgDiAE/WV3uVxuo+E61mnRTefSbQfaW8DBvV+/fjIMQ6NGjdKPfvQj9e3bVxEREU1ed8011wS1QAAAAADtz1Xj02O7/Ne2//eQaMWHBbTaFkAQBUCQxvIAACAASURBVBzcf/7znzf8+/3339/saywWC8EdAAAA6AQe/aRcpSd12xPCLPrlYLrtgBkCDu6vvPJKW9YBAAAAIEQUVXu1dLd/t/3X58Yo1km3HTBDwMH9W9/6VlvWAQAAACBEPLSzXOW1jd325HCrfjYoysSKgK4t4OB+sk8++USHDx+WJPXq1UtDhgxhx3kAAACgEyio9OqJPRV+YzcPjVa0g247YJZWBfcVK1Zo0aJFOnr0qCTJMAxZLBb16NFDixYt0vXXX98mRQIAAABoH3/aWaYqb2O3PS3CqpnnsLYdMFPAwf25557TTTfdpMzMTN15550aMGCADMPQ/v379fTTT+vGG2+U2+3W1KlT27JeAAAAAG3kSIVXT+7z77bPGRajCDtP1wJmCji4L1myRCNHjtSrr77a5Bz3n/3sZ5o0aZKWLFlCcAcAAAA6qCUfl6nG23idHmnTtCzWtgNmC3ihypEjR3T99dc3Ce2SFB4erilTpjQ8Qg8AAACgYzlUXqunP/Xvts8dHqMwG912wGwBB/dzzjlHX331VYvzR48eVVZWVlCKAgAAANC+7t9eJo+v8bp3tE1TMyPNKwhAg4CD++9+9zstX75cL730UpO5FStW6Omnn9bvf//7oBYHAAAAoO0dKK3V859V+o3dlh0jJ912ICQEvMb9kUceUVJSkmbOnKn58+erX79+slgs+vzzz3X8+HH1799fDz/8sB5++OGG91gsFv3zn/9sk8IBAAAABMd920t10kby6h9r0w/7020HQkXAwX3v3r2yWCzq2bOnJDWsZw8LC1PPnj1VU1Ojffv2+b2Hs90BAACA0Papy6N/fl7lNzYvO1Z2K3+WB0JFwMF9586dbVkHAABdSuWDD0qSjhUUqFtqqsnVAOjK7tteJt9J3fZz4u26tl+EeQUBaCLg4A4AAILHM326JKkwL08JmZnmFgOgy9p9wqOVB/y77fOzY2Wj2w6ElIA3pwMAAADQuSzeVqqTmu0akmDXVX2bHv8MwFwEdwAAAKAL2lHk1itfVPuNLciJlZV9qoCQQ3AHAAAAuqB7tpX5XeckOzSpN912IBQR3AEAAIAu5j/H3XrjcNNuO6dCAaGJzekAADCBdft2SVLkoUOyVlTIl51tckUAupJ7tpb6XY9OcWp8ephJ1QA4k1YH96qqKm3btk3Hjx/X2LFjlZyc3BZ1AQDQqcVccokkaXD9dYnLZVotALqWDwpq9H9Ha/zGFo6IodsOhLBWPSq/dOlSZWVl6YorrtBPf/pT7dq1S5JUVFSk3r176+mnn26TIgEAAAAEx92ndNsvTHXqou5024FQFnBwf+6555Sbm6vx48frkUcekWE0HhyRlJSkSy+9VC+99FKbFAkAAADgm1t/tEYb8t1+YwtHsLYdCHUBB/fHHntM3/3ud/W3v/1NEydObDKfnZ2tffv2BbU4AAAAAMFhGHXntp/skh5hGptGtx0IdQEH9/379+u73/1ui/NJSUkqKioKSlEAAAAAgmuTy6pNx07ptufEmlQNgNYIOLjHxMSopKSkxfn9+/ezUR0AAAAQggzD0NIvHH5jE3qGaVQ3p0kVAWiNgIP7RRddpOeee041NTVN5o4cOaLly5dr/PjxQS0OAAAAwDe35nC1dpfb/MYW0G0HOoyAg/vtt9+uwsJCXXLJJXriiSdksVj01ltv6X/+5380duxYORwO3XbbbW1ZKwAAAIBW8hmG7tlW5jd2ee9wZSfTbQc6ioCDe0ZGhtasWaO0tDTdd999MgxDjz32mB566CENHz5ca9asUXp6elvWCgAAAKAVCqu9uvHdE9pZ7PEbz6XbDnQo9ta8OCsrSy+99JJcLpc+//xz+Xw+9e3bl7XtAAAAQAgxDEP/2F+lhR+WqLjG5zd3Td8InZvoaOGdAEJRq4L71+Lj4zVixAhJdf9RqKioUFRUVFALAwAAANB6n5fW6jfvu7T+q6Z7U8U6LFo4IsaEqgB8EwE/Kr969WotWrTIb+zBBx9Ujx491KtXL/3oRz9SZWVl0AsEAAAAcGYen6E/fVymC1cVNBvaMyN9Wv29ZA2Io9sOdDQBB/fHHntMx48fb7jetm2bfve732nkyJGaPn263n77bT300ENtUiQAAACAlm057tYlq4/pzi2lqvb6z4XbpP8ZGauns6vZkA7ooAJ+VP6zzz7TNddc03D9r3/9S4mJiVqxYoXCwsJkt9u1cuVK5ebmtkmhAAAAAPyVeXy6e2upHt9dIaOZ+Yu7h+lPF8YrI9auvLz8dq8PQHAE3HGvrKxUZGRkw/X//d//ady4cQoLC5MkDR06VEeOHAn4Cy9ZskSXXnqpevXqpf79+2vKlCnavXu332vuuusujRo1Sj169FCfPn101VVXafPmzX6vufzyyxUfH+/3a8aMGQHXAQCAGdzTpsk9bZqOT54s97RpZpcDoAN643C1LnjpmJY2E9oTw6z6y7cTtOq7ScqIPattrQCEkIB/F6enp2vbtm264YYbtH//fu3du1c333xzw3xxcbHCw8MD/sIbNmzQzJkzNWLECBmGoXvuuUeTJ0/W5s2blZCQIEnKzMzUAw88oD59+qiqqkp//vOfdd1112nLli3q1q1bw2dNnTpVd9xxR8N1a+oAAMAMVfXLy77Iy1NmZqbJ1QDoSAoqvZq/uUQvHaxqdv4H/SN0z+g4JYfb2rkyAG0l4OA+ZcoULV68WF999ZX27t2r+Ph4fe9732uY37p1qwYMGBDwF165cqXf9eOPP67evXtr06ZNmjhxYsPXPNndd9+tZ555Rjt37tS4ceMaxiMjI5Wamhrw1wYAAAA6Gp9h6JlPK3XHf0pU4m76YHyfaJv+dGG8vpNOEwvobAJ+VH7OnDmaM2eOjh49qvT0dD3zzDOKi4uTJJ04cULvv/9+Q+A+G+Xl5fL5fIqPj2923u12a/ny5YqNjdXQoUP95lasWKGMjAyNGTNGt99+u8rKys66DgAAACDUfOry6Ip/F2r2+64mod1mkX59brTen9yN0A50UhaXy9XcPhbtbvr06dq/f7/WrVsnm63xsZ41a9Zo5syZqqysVFpamp599lmNHDmyYf6pp55Sr169lJaWpr179+rOO+9URkaGVq1a1eLXysvLa9PvBQAAAAgGj09a/qVdfzvskMewNJkfFO3VwgFuZUWHxB/pAZylMy2bO6vgXlJSoi+//FKS1LNnz4bO+9lasGCBVq5cqTVr1qhv375+cxUVFSooKFBRUZGWL1+u9evX66233lJaWlqzn7VlyxaNGzdO69atU3Z29jeqy0x5rHk0DffePNx783DvzcO9Nw/33hzc98BtLqjR7Pdd2uuqbTIXabdoQU6MfjE4WnZr00DfHO69ebj35uks9z7gR+WlunXsEydOVEZGhr797W/r29/+tjIyMjRp0iRt3br1rArIzc3VihUrtHr16iahXZKioqKUkZGhUaNG6dFHH5XD4dDTTz/d4ufl5OTIZrPp888/P6t6AAAAADOVuH265QOXvvt6YbOhfXx6mD6Y3E03nRsTcGgH0LEFvDndli1bdPnll8vhcOiGG25QVlaWDMPQp59+qn/961+6/PLL9dprr2nEiBEBf/F58+Zp5cqVevXVVzVw4MCA3uPz+eR2u1uc37Vrl7xeL5vVAQBCWlz9ni7n1V+XuFzmFQMgZLzyRZVu2+TSV5W+JnMp4Vbde36cvt8vQhYLgR3oSgIO7nfddZdSUlL05ptvqnv37n5zt912myZMmKC77rqryW7xLZk7d65eeOEFPfvss4qPj1dBQYGkug57dHS0SktL9fDDD+t73/ueUlNTVVRUpCeeeEJHjx7V5MmTJUkHDhzQP//5T02YMEGJiYnat2+fbr/9dg0bNkxjxowJ9FsDAAAATHW0wqtbN7n02qHqZud/khmp34+KU0JYqx6YBdBJBBzc//Of/2jOnDlNQrskde/eXTNmzNCSJUsC/sLLli2TJF199dV+4/PmzVNubq7sdrv27NmjZ599VsXFxUpMTFROTo5ef/11nXvuuZIkh8Oh9evXa+nSpaqoqFB6eromTJig+fPn+21wBwAAAIQin2Hob3srdOeWUpV5mm49lRFj04NjE3RR9zATqgMQKgIO7oZhnDYMW61WGUbg+9y5zvBIYGRkpJ577rnTvqZnz556/fXXA/6aAAAAQKjYc8Kj2Rtd+vB402Wgdos0e2i05g6PVYSdx+KBri7gZ21ycnL01FNP6cSJE03mTpw4oeXLl7dqfTsAAADQFVXXGrpra6kuWn2s2dB+XopD66/qpt+OjCO0A5DUio77ggULNHnyZJ133nn68Y9/3LCl/qeffqp//OMfKisr05///Oc2KxQAAADo6Dbk1+jmjS59Vtp0t/gYh0V3jIzVjKwo2dgtHsBJAg7uF1xwgVauXKmFCxfq0Ucf9ZvLzs7W3XffzYZwAAAAQDNO1Ph0x0cleiavstn5ib3C9cAF8UqPYp8mAE0FHNwlaezYsVq3bp2OHTumQ4cOSZJ69+6tbt26tUlxAAAAQEdmGIZeOlCleZtLdLy66RFvaRFW3TcmXlf1CeeINwAtalVw/1q3bt0I6wAAAMBpHCqv1a0fuPTGlzXNzv80K1KLRsYpniPeAJxBi8F948aNZ/WBY8eOPetiAAAAgI7O6zP0+J4K3b21VBW1TU9dyoqz68Gx8boglSPeAASmxeB+xRVXtOpxHcMwZLFYVFxcHJTCAAAAgI7m4yK3Zr/v0rZCT5M5p1WaMyxGvxkWozAbj8UDCFyLwf2VV15pzzoAAACADquy1qf7tpXp0V3l8jZtsuuCVKcevDBeWfGO9i8OQIfXYnD/1re+1Z51AAAAAB3S2iPV+s0HLh0s8zaZi3Va9Lvz4nTDwEhZ2XwOwFkKeHO6iooKFRcXq1evXs3OHz58WElJSYqMjAxacQAAAECoKqr2asGHJXphf1Wz81f3Ddd958crLZIj3gB8MwEH9wULFmjr1q167733mp2fOnWqRo0apT/+8Y9BKw4AgM7KO3y4JKm6pkbhYWxQBXQkhmHohf1VWvBhiYprmh7xlh5p0/0XxGlS7wgTqgPQGQUc3NeuXaupU6e2OH/FFVfo+eefD0pRAAB0duXr10uS8vLylJmZaXI1AAJ1sKxWv3nfpbVHmx7xZpH0s0FR+u3IWMU4OOINQPAEHNwLCgqUlpbW4nxqaqry8/ODUhQAAAAQSmp9hh7bVa57t5Wpqpnd5wYn2PXw2ASdl+I0oToAnV3AwT05OVl79uxpcX7Pnj2Ki4sLSlEAAABAqNhW6NavN7q0s7jpEW9hNmledqz+37nRcljZfA5A2wj4GZ7LLrtMy5cv1+bNm5vMffTRR1q+fLkuu+yyoBYHAAAAmKXc41PuZpfGvXq82dB+UfcwvX91quYMiyG0A2hTAXfcc3Nz9dZbb2nSpEkaP368Bg8eLIvFol27duntt99WamqqFi5c2Ja1AgAAAO3izcPVmvOBS19WND3iLSHMortGxenHAyJl4Yg3AO0g4OCempqqtWvXatGiRXrttdf05ptvSpJiYmI0ZcoULVq0SKmpqW1WKAAAANDWjlV5lbu5RCsONH/E2/UZEbpndJxSIjjiDUD7CTi4S1K3bt30l7/8RYZhqLCwUIZhKCUlhb9pBACglaIvvliSNKj+OLivd5kHYA7DMPRMXqV++1GJStxNN5/rHW3TkgviNb5nuAnVAejqWhXcv2axWJSSkhLsWgAA6DJsO3ZIkqJMrgOA9FmJRze/79KGfHeTOatF+tXgaOXmxCiKI94AmOSsgjsAAADQ0bm9hh7aWaYHPi5TTdOl7BqW6NDDY+OVncwRbwDMRXAHAABAl/PhsRrN3ujSHldtk7lIu0W5OTH65eBo2dktHkAIILgDAACgyyh1+/T7LaVatrdCTVeyS+PSw/THC+LVN4Y/JgMIHfwXCQAAAF3Cq19U6bZNLh2t9DWZSw63avHoOF2XEcHGywBCDsEdAAAAndpXlV7dtsmlV76obnb+xwMiddeoWCWGc8QbgNDUYnA/fPjwWX1gr169zroYAAAAIFh8hqEn91Xozv+UqtTT9MH4fjE2PXhhvC7uwRFvAEJbi8F92LBhZ/WYUHFx8TcqCAAAAPim9ro8mr3Rpc3Hmh7xZrdIvx4arVuHxyrCzmPxAEJfi8H90Ucf9QvuhmFo6dKlOnTokH7wgx9owIABMgxDn332mf71r3+pd+/euvHGG9ulaAAAAKA51bWGluws058+LpOn6VJ2jUx26KGxCTo30dH+xQHAWWoxuE+dOtXv+sEHH1RlZaW2bdumxMREv7n58+drwoQJKioqapsqAQAAgDPYmF+jm993Ka+k6RFv0XaLfjsyVrPOiZKNI94AdDDWQF+4bNkyTZ8+vUlol6Tk5GRNmzZNTzzxRFCLAwAAAM7EVePT7I0ndPm/C5sN7d/tFa5N13TTjYOjCe0AOqSAd5UvLCyUx+Npcb62tlaFhYVBKQoAAAA4E8Mw9PLBat222aVjVU2fi+8WYdUfzo/X1X3DOeINQIcWcMd92LBhWrZsmb744osmcwcPHtSyZcs0bNiwoBYHAAAANOfL8lr98J1iTV9X3GxonzYwUh9ek6rJ/TiXHUDHF3DH/e6779Y111yj0aNHa+LEiRowYIAkKS8vT2vWrJHdbtddd93VZoUCAAAAXp+hJ/ZW6K4tpSqvbXrEW2acXQ9eGK+xaWEmVAcAbSPg4D5q1Ci98847uuuuu/TWW2/p5ZdfliRFRkZqwoQJWrBggQYNGtRmhQIA0JmUuFyS6v4CPDMz0+RqgI7hk2KPZm88oS2FTZdvOqzSnGExmjMsRmE2OuwAOpeAg7skZWVl6ZlnnpHP51NhYaEMw1BKSoqs1oCfuAcAAABaparW0B+2l+qRT8rVTJNdY7o59eDYeJ0TzxFvADqnVgX3rxmGIbvdrtjYWEI7AAAA2sz6o9W6+X2XDpR5m8zFOiz6n/PiND0rUlbWsQPoxFqVurdu3arJkyerR48eGjBggDZu3ChJKioq0g9+8AOtX7++TYoEAABA11Jc7dUv3zuhq98oaja0X9knXJu/n6oZ50QR2gF0egEH9w8//FCTJk3SgQMH9MMf/lCG0ficUlJSksrLy/XMM8+0SZEAAADoGgzD0D/3V2rUymP6+2eVTeZ7RFr17HcS9cx3ktQ90mZChQDQ/gJ+VP73v/+9+vfvr3feeUcVFRV6+umn/ea//e1v64UXXgh6gQAAAOgaDpbV6pYPXHrnSE2TOYukWYOi9NsRsYp1slQTQNcScHDfunWrbr/9doWHh6uysunffqanp6ugoCCoxQEA0FlFzJ4tSepTUqKIuDhVPfSQyRUB5qn1GfrLrnLds61MVd6mu88NirfrobHxGt2NI94AdE0BB3er1XrajegKCgoUERERlKIAAOjsnMuXS5JS6q8J7uiqthe69euNLn1c3PSItzCbdOvwWP363Gg5OeINQBcW8HNG2dnZWrNmTbNzbrdbL774okaPHh20wgAAANB5VXh8Wvhhib7z6vFmQ/u30pzaeHU3zR0eQ2gH0OUFHNznzJmjd999VzfddJN27twpScrPz9fbb7+tq666SgcOHNAtt9zSZoUCAACgc3jry2qNWXVMj+0ql++UJ+PjnRY9MjZer3wvWQPiOJcdAKRWPCp/6aWX6vHHH9ett96q559/XpL0y1/+UoZhKC4uTsuWLdOoUaParFAAAAB0bEcqvLp9n1NvHC9qdv7afhFafH6cukWwWzwAnCzg4C5J1113nSZNmqS1a9dq//798vl86tevn8aNG6fo6Oi2qhEAAAAd0JEKrzbm1+j9/BptLHArr6RWzf3xs2eUTUsuiNeEXuHtXyQAdAABB/eNGzcqKytLycnJuvzyy5vMFxUVae/evRo7dmxQCwQAAEDoMwxDX5TXBfWN+W5tzK/RF+Xe077HapF+MThKC3JiFe3giDcAaEnAwf3KK6/U448/ruuvv77Z+fXr12vWrFkqLi4OWnEAAAAITYZh6LPSWm3Md9d11PPdOlJ5+qB+sqGJDj08Nl45yc42rBIAOoeAg7thND1T82Rut/u0x8UBAACg4/IZhva6ahs66u8X1OhYla9Vn2GzSFlRXt0wJFEzz4mSw8pu8QAQiNMG99LSUpWUlDRcFxcX6/Dhw01e53K5tGLFCnXv3j34FQIAAKDdeX2GdhZ79H5B3WPvHxS4VVzTuqDusEojk526MM2psWlhGt3NqfyD+5WZyd5IANAapw3uf/7zn/WHP/xBkmSxWJSbm6vc3NxmX2sYhn77298Gv0IAAAC0OY/P0I4iT8Nmch8cc6vUffonLk8VbpPOS6kL6RemhmlUN4ci7f5PZOYHs2gA6CJOG9wvueQShYeHyzAM/e53v9P3v/99DR061O81FotFkZGRysnJ0XnnndemxQIAACA4aryGthx3N3TUPzzmVkVt64J6lN2i0d3qgvrYNKdGJDsVZuPxdwAIttMG9zFjxmjMmDGSpJqaGl155ZUaMmRIuxQGAACA4Kms9emjYx5tLKjrqP/nuFvVge8lJ0mKdVh0QapTF6aFaWxamIYnOVinDgDtIODN6ebPn9/seH5+vlwul84555ygFQUAAIBvpszj0+aCuk3kNua7tbXQLU/rlqgrIcyiC1PD6h99d2pookM2gjoAtLuAg/tTTz2lDz74QI8//njD2C233KInn3xSkjRkyBCtWrVKSUlJwa8SAAAAp+Wq8emDgsYd33cUeeRt3ZPv6hZh1djUsIbN5M6Jt8tqIagDgNlaFdxPXsP+7rvv6m9/+5uuv/56DR48WA888IAeeOABLV68uE0KBQCgMylbt06SdPjQIfXq3dvcYtAhFVZ79X5+3fr0jQVu7Sr2qJU5XemRNo2tD+kXpjk1INYuC0EdAEJOwMH9iy++0E9+8pOG61WrVik9PV1Lly6V1WpVSUmJXnrpJYI7AAAB8GVnS5Iqo6Lky8w0uRp0BPmV3rod3+s3k9vrqm31Z/SNsTU89j42LUx9om0EdQDoAAIO7m63Ww6Ho+F67dq1Gj9+vKzWuiM+MjIylJ/PAR8AAADBcKi8tqGj/n5BjfaXtnInOUmZcXaNTf26ox6m9ChbG1QKAGhrAQf3Pn36aN26dZo2bZq2bt2qgwcP6s4772yYP3bsmGJiYtqkSAAAgM7MMAwdKPNqQ/0Z6hsL3Dpc3vqgPjjBrrFfbyaX5lS3CII6AHQGAQf3GTNm6NZbb9W+fft09OhRpaen67LLLmuY37RpEzvLAwAABMAwDH1aUquNJ3XUv6ps3ZbvVos0NNGhsWlOXZha9/h7YjhBHQA6o4CD+6xZs+R0OvXmm29q+PDhuvnmmxURESFJOnHihI4fP64ZM2a0WaEAAAAdlc8wtOtEbV03vX6demF164K6zSLlJDsaOurnpzoV57S2UcUAgFAScHCXpBtuuEE33HBDk/GEhAStq98dFwAAnJnjqackSckFBXKkpsozfbqZ5SDIan2GdhZ7tCG/7ni2DwpqVOJu3Z7vTqs0MqVuffrYVKdGdXMq2kFQB4CuqFXBHQAABEfkzTdLkvrWX5cQ3Ds0t9fQtkJ3w47vm4+5VeZpXVCPsFk0qpuz4Xi2kclORdjZ8R0A0IrgfuWVV57xNRaLRatXr/5GBQEAAIS66lpD/ymsX5+e79aHx9yq8rYuqEfbLRrz9Y7vqU7lJDvltBHUAQBNBRzcfT5fk3M+vV6vDh8+rCNHjigjI0Pdu3cPeoEAAABmq/D49OExtzbWd9S3HHfL3bol6opzWnRBapjGpjn1rbQwDU10yG4lqAMAzizg4P7aa6+ddu43v/mNnnzyyaAUBQAAYKYSt0+bCxp3fN9W6FFt6xrqSg636sJUpy5Mq9tMbkiCXVYLQR0A0HpBWeN++eWXa+PGjVqwYIFeffXVYHwkAABAuymu9uqDArc2FtRtJrez2CNfK4N6WoS1biO5+jPUs+LsTZ5WBADgbARtc7qBAwfqqfodcgEAAELZsSqv3i606X+LXNqYX6PdJ2pb/Rm9om26sH6N+rfSwtQvxkZQBwC0iaAF97feekuxsbHB+jgAAICgOVLh9TtD/dOSWklhkioC/oyMGFt9N71unXrvaA7nAQC0j4D/j3Pfffc1O15SUqINGzZo586dmjt3btAKAwAAOBuGYeiLcm9DSN+YX6ODZd5Wf8458XZdWL+Z3IVpYeoeaWuDagEAOLOAg/u9997b7Hh8fLwyMjL08MMP6yc/+UnQCgMAAAiEYRjaX1qrjfnuhrD+ZUXrgrpF0pBEh8bWbyZ3YapTKREEdQBAaAg4uJ84cSKoX3jJkiV65ZVX9Nlnn8npdOq8887TokWLNHjw4IbX3HXXXXr55Zd15MgRORwODR8+XAsXLtT555/f8JqamhrdfvvtWrFihaqrq3XRRRfpj3/8o9LT04NaLwAACA0+w9BeV23DGervF9SooKp1Z7PZLFJWlFf/v707D4uq3v8A/p6dGZYZEBhUBIXQXHDJHXctzTI18+otb7dFy3vL1p+lmC3WbXfJytLSbt4W1zTBTNuMxF0TzTVCQUVZZdhmmPX8/sBGDjAwGDADvF/PM88T55w58z0fj8Znzvt8z8hILQaFKTFQr4JOJW2gERMREf01Hrs5Kzk5GdOnT8dNN90EQRDw2muvYeLEidi/fz8CAwMBADExMVi4cCEiIyNhMpnwwQcfYPLkyTh8+DBCQ0MBAPHx8di2bRtWrVqFwMBAPPfcc5g6dSqSkpIgk/GbciIioqbO7hBwvMDqvKK+N9uCK+a6NeoKKXBTsLI89q5Xob9eiaz0NMTEaBto1ERERPXHY437pk2bRD+vWLECERER2LdvH8aOHQsAmDp1qmibV199FZ999hl+++03jBo1ePZqgAAAIABJREFUCoWFhfjss8+wbNkyjBgxwrmf2NhY/Pzzzxg1alTjHAwRERHVG6tDwNF8q3Myub05FhRZ6vZsNpUM6BNSPuP7IL0KfUMV0MjFV9Sz6nPQREREDchl4x4YGAipVIrLly9DqVQiMDDQrUecyGQytGrVCsOGDcOrr76K4OBgtwZSUlICh8MBnU5X7XqLxYLVq1cjICAAsbGxAICUlBRYrVaMHDnSuV14eDg6deqE/fv3s3EnIiJqAsx2Ab/mWbA7y4I9WWbsz7Gg1Fa3Rl0jl6B/qNL5eLbeIUqoZHw0GxERNQ8uG/dnn30WEokEcrlc9HNt7HY7srKysGXLFhQXF+PLL790ayBz585FbGws+vXrJ1q+fft2TJ8+HUajEWFhYdi8ebMzJp+Tk+P8oqCikJAQ5OTkuPys1NRUt8bkaU1lnM0Ra+85rL3nsPaNq0+ln1tS/cvswPFiKX4tlOHXIimOF0thdtStyfaVCegZ4MBNWjt6BTjQ2c8BufTqo92KgfPF7u2nJdXdm7DunsPaew5r7zlNofYxMTE1rnfZuMfHx9f4c206duyIt99+261t582bh3379mH79u1V7ksfMmQIdu3ahfz8fKxevRr3338/vv/+e4SFhbncnyAINX7JUFtRvEFqamqTGGdzxNp7DmvvOax94zO+8w4AICc7G6F6fbOuf7HVgQM5FudkcofzLLDW7RZ1BKokGKhXXY2+KxEbpIBM+teuqPO89wzW3XNYe89h7T2nudS+we5xv+OOO6pcCa9OfHw8Nm3ahMTERLRv377Kel9fX0RFRSEqKgp9+/bFTTfdhP/973949tlnERoaCrvdjvz8fFEkPy8vD3FxcfV5OERERPXKev/9AIC81FQENoNfKCoymB3Yl2N2TiZ3NN8Ke92S7wjxkWLQ1ceyDQpToXOgHFI3kn9ERETNkcvGfc2aNde1w7vvvhsA0L59+2ob8YrmzJmDTZs2YevWrejYsaNb+3c4HLBYLACAnj17QqFQYOfOnfjb3/4GAMjMzMSZM2dEj4wjIiKihpNfZi+/Pz27vFk/fsWKOvbpaKMpb9TLX0rcECB36xY9IiKilsBl4/7II49UWfbn/0AFQah2OXCtca/N7NmzsW7dOnz++efQ6XTIzs4GUH6F3c/PD0VFRXj33Xdx6623Qq/XIz8/Hx9//DEuXbqEiRMnAgC0Wi3uvfdevPDCCwgJCXE+Dq5r164YPny4W+MgIiKiusky2stnfM8uv6J+2mCr8z4i/WTlV9TDlBgcpkKkn4yNOhERkQsuG/ejR4+Kfi4uLsa//vUv+Pv7Y+bMmbjhhhsgCAL++OMPrFixAqWlpVi+fLnbH7xy5UoAwIQJE0TL58yZg/j4eMjlcpw6dQqff/45rly5gqCgIPTq1Qvbtm1Dt27dnNu/9tprkMlkeOCBB1BWVoahQ4di+fLlfIY7URNy4ooVbx0tgrVUib8rTBjTzoezQRN5kQsltgpX1M1IK7LXeR8xWrkz9h6nVyLcz2NPpCUiImpyXP5fMyIiQvTz448/jsDAQGzZskX0jXi3bt0wfvx4TJgwAStWrMDSpUvd+mCDwVDjeo1Ggy+++KLW/fj4+ODtt992eyI8IvIu6cU2jPkmFyU2AYAc23ZegVYpwcT2akyN1mCAXsn7WokakSAISC+2I/nqM9T3ZFtwvqTujXoXndx5RT1Or4Jewy/UiYiIrpfbX3cnJiZi3rx51cbYpFIpxo8fj9dff93txp2IyCEIeCy54GrTfk2hRcDq341Y/bsR7fxkmBKlxpRoDTrpFB4aKVH9k6akAAA0589DWloKR8+eHhmHIAj4vdCGPVkW7M42Y0+WGZeMdZvyXQIgNkiBQWHlV9QH6pVo5cNGnYiIqL643bjbbDacP3/e5fr09HRYrdZ6GRQRtQyfnjFiV5alxm0ulNix6FgJFh0rQc9WCkyJ1uCuDmpevaMmz//qXCxdrv5cWEsSrb44BAEnC2xXr6aXP54tt6xujbpMAvQKViDu6uPZ+ocqoVNJG2jERERE5HbjPnLkSHz00Ufo3r07Jk+eLJqobsOGDVi5ciXGjh3bYAMlouYlo9iGFw4WipZFqh0oFeTIc9FEpORbkZJfiPkHCzGijQpTojUYF+EDXwUbBiJXbA4Bv12xYndW+Yzve7PNMFjqNue7Ugr0DlFikL48+t4vVAk//r0jIiJqNG437m+99RZOnz6NmTNnYv78+ejQoQMkEgnOnj2LnJwcxMTE4I033mjIsRJRMyEIAh7fbRBF5P3kErzX1YyBXcPxU6YZ69OM+Oa8CWXV3FrrEIAfM834MdMMX7kEt0f6YGq0BsNaqyCX8n54atmsDgFH8izlk8llmbEvx4Jia90adbVMgr6hSudkcn1ClFDL+XeLiIjIU9xu3PV6PX755Rd8+umn+O6773DhwgUIgoBu3bph9OjRuO++++Dj49OQYyWiZmL170YkXTaLlr3SV4vWslIopBKMaeeDMe18UGRxYGuGCevSTPjlsrna50KX2gSsTzNhfZoJerUUd0WpMSVKgx6tFHy0FLUIZTYBh/LKm/TdWRYczLXAaKtbo+4nl6B/hRnfbwpWQsknOxAREXmNOj2LRaVSYebMmZg5c2a160+ePIkuXbpUu46ICADOl9gw/4A4Ij+0tQr3d9Lgjz/E2wYopbgnxhf3xPjiUqkdX501Yt1ZE45fqX4+jWyTAx+cKMUHJ0rRSSvHlGgN/hatRgQfO0XNSKnVgYO5FiRfvaJ+OM8Ccx0nfdcqJRioV2HQ1Wa9eysF0ypERERe7C//NpuVlYUNGzZg/fr1OHHiBK5cuVIf4yKiZkgQBDxRKSLvK5fgvUG6Wq+Ot/GV4bFYfzwW648TV6xYn2bEhrNGl7Nfnym04ZVfi/DKr0WI0ysxNVqDCe3VnECLmpwiiwP7cyxX71E340ieFXW8oI5WKiniwq5dUe8aqICMjToREVGTcV2Ne0lJCRISErB+/XokJyfDbrejc+fOePLJJ+t7fETUjHyWasTOS+KI/Mt9AxDpX7d/iroGKbAgSIsXegdgd7YF69OMSEg3ocjFfbx7si3Yk23BM/sMGNOu/H74W8J9oGIUmLxQgdmBPVefn747y4xjV6xw1LFR16ulGBSmcj6erZNWzltHiIiImjC3f1u22+344YcfsH79enz77bcwmUyQSCSYMWMGHn30UURGRjbkOImoibtQYsNzlSLyQ8KUeKCT73XvUyaVYGhrFYa2VuHtATpsv1B+P/wPF8uqvSJpcQCJGWVIzCiDTinBnR3Knw8/IFTJpoY87pl9BuzOMuNkga3O7w33lTmb9EF6FaICZDyniYiImpFaG/dDhw5h3bp12Lx5M/Lz89G5c2f83//9H/r06YOJEydi+PDhbNqJqEaCIODJPQbRzNa+cgneGxwIaT01F2q5BHd20ODODhrkl9mx6ZwJ69OMOJhb/f3wBouA/54x4r9njIjwk2FKtAZTo9WI0SrqZTxErlwqtWN3lhkzKi3/+FSp2/vo4C+7ekW9PPpe19QKERERNS01/p++d+/eOHfuHMLDw3Hvvfdi8uTJ6Nq1KwDg/PnzjTJAImr6Pk814sdMcUR+QZ8AtG+gZqOVjwwPdfbDQ539cLbIhvVpRqxLM+JccfUzeJ0vsWPh0WIsPFqMXsEKTI3WYFIHNULVsgYZH7UcgiDgfEl5o747u3wyuT/Pw8qNe006aeUV7lFXoY0vz00iIqKWpMbfms+ePYvIyEjMnz8ft912GzQaTWONi4iaicxSe5WI/OAwJR688foj8nURFSDH3F4BmNPTH4dyyye1++qcCVfM1U9qdyTPiiN5hXjuQCFGtlFhSrQGt0X4wFfBSe2odoIgIK3Ihj3ZFiRnmbEny4KLpXWb8l0CoEugXHRFPYRfIhEREbVoNTbuy5Ytw4YNGzBz5kyo1WqMGTMGd911F2655ZbGGh8RNWGCIODJ3QWiSeM0cgner8eIvLskEgn6hirRN1SJ1/pr8WNmGdb9YcK3F0woq6avsgvA95lmfJ9php9cgnGR5ZPaDW2t4mzc5OQQBJwx2LC7wmRy2abqvxSqzaNd/TAoTImBehUC+fQDIiIiqqDGxv2ee+7BPffcg+zsbKxfvx7r16/HtGnTEBAQgMGDB0MikXDyGyJy6cs/jPi+UkT+pd4NF5F3l0Iqwa3t1Li1nRqFFgcSM0xYn2bCrstmVDd5d4lNwNo0E9ammRCmluKuqPL74WODFPw3sIWxOwQcL7BiT1Z5k74324J8F+kNV+QS4KZgZZXlr/bT1tcwiYiIqJlx67dnvV6Pxx57DI899hhOnTqFdevWYePGjRAEAbNmzcLo0aMxduxYjBo1Cr6+jRN/JSLvdqnUjvhKEfk4vRIzOnvXvxFapRT/iPHFP2J8cbHEhq/OmbDuDyNOGqqf2TvL5MCyEyVYdqIEnXVyTInWYHKUGu38ODlYc2R1CDiWb3Xeo74324wiS92ezaaSAX1ClIjTqzA4TIk+IUreekFERER1UuffNDt37oyXXnoJL730Enbt2oV169YhISEBa9euhY+PDy5fvtwQ4ySiJkQQBDy1p0DU4KhlEizzQES+LsL95Hgi1h9PxPrj+BUr1qUZsfGsEZeN1V9RPWWwYcHhIiw4XITBYUpMidZgfKQaOsacmyyzXcCveRbnFfX9ORaUVvdswRpo5BL0C1VikF6JuDAVegcr4SOvet5b7rsPAFBYWAitllfbiYiIyLW/dIloyJAhGDJkCBYtWoRt27Zh/fr19TUuImrC1qaZsOOiOCL/Yp8AdAhoOleluwUp0C1Ii5d6ByA5y4x1aSYkpJtQ4qKJS86yIDnLgmf2GXBrOx9MidLglnAfKGXe+0UFASabgIO55U36niwzDuZaqp3zoCb+CgkGhCqdk8n1aKVw68/dtHQpACAjNRUxMTHXM3wiIiJqIerlt2iVSoU777wTd955Z33sjoiasMtGO+buN4iWDdQr8bCXReTdJZNKMKyND4a18cHCgVp8e74M69OM+CHTDHs1PbzZDmxJL8OW9DIEqiSY1EGDKVFq9AtV8n54L1BideBATnmjvjvLgsN5FljrOJecTilB3NXZ3geHqdAtSAE5JywkIiKiBtR0Ln8RkdcTBAFP7jGgsFJE/v1B3h2Rd5dGXj4x3V1RGuSa7Nh0zoT1aUYczrNWu32BWcCq06VYdboU7f1lmBJd3sTfoFU08shbLoPZgX05Zmf0PSXfWu0XLjUJ8ZGWP0Ndr0JcmApdAuXN4nwmIiKipoONOxHVm3VpJuy4UCZa9nzvAERrm98/NSFqGWZ28cPMLn74o9CK9WfLm/j04upz1unFdryVUoy3UorRO1iBKdEaTOqg5vO561l+md35WLY9WRb8dsVa7ZMCatJGI736/HQVBoUpEaOVMy1BREREHtX8fpsmIo/IMtoxp1JEfkCoEjObaES+Lm7QKjCvlwLxPf1xIMeC9WdN2HTOiAJz9S3j4TwrDucVYt6BQtzcVoUp0RqMjfCBRs5J7eoq22gXPUP9lIunAdQkwk929f708qvq7f1lbNSJiIjIq7BxJ6K/rLqIvI8MeH+wDrIWdO+vRCJBf70K/fUqvN5Pix8yy7AuzYjtF8pgruZCvF0Adlw0Y8dFM/zkEtzRXo2/R6sxOEzVoupWFxdLbNhd4Yr6H0V1b9RvCJCXR9+v3qfOR/kRERGRt+NvK0T0l204a8L2ShH5+TcFtOh7uZUyCW6LUOO2CDUMZgcSMsqj9MlZlmq3L7EJWPOHEWv+MKK1RorJURpMidYgNqjl1lAQBKQX27E7u3wiud1ZZpwvqeOU7wA66+TOK+oD9SqEabzj9gStTgcA6HP150KDwfXGRERE1KKxcSeivyTbaMez+8QNR78QJf7dxc9DI/I+OpUU/+zoi3929MWFEhs2njVhXZoRp13Eui8bHXjveAneO16CLoFyTI3WYHKUBm19vaPhbCiCICC10FbepGeXP57tkrFuU75LAMQGKURX1Fv5NO+6ERERUfPHxp2IrpsgCHhqrwGGChF5lQxYNqRlReTrop2fHE9198eTsX747YoV69JM2HjWiGxT9Q3qyQIbXjxUhJcOFWFwmBJTb9Dgjkg1tMqmfz+8QxBwssCGPVnmq426BblldWvUZRKgZytFeZMepsSAUBV0qqZfGyIiIqKK2LgT0XX76pwJ285Xisj3CkBMC47Iu0sikaB7KyW6t1Li5T4B+OWyGevSjEjMKEOpreqkdgKAXVkW7MqyYPZeA8a2U2NKtBo3h/tA0US+JLE7BPx2xYrkq5PJ7c02u5zAzxWFFOgdrCyfSC5Mhb6hSvgr2KgTERFR88bGnYiuS47JjmcqReT7hijwSFdG5OtKJpVgRFsfjGjrg0VWB7adL8P6NCN+umSu9pnjZXZgc7oJm9NNCFJJcVcHNaZEa9AnROFVs6FbHQKO5Fmcz1Dfn2NBkbVujbqPDOgbcjX2HqZC3xAl1HLvOUYiIiKixsDGnYjqTBAEPL3HILpaqpIB7w8OZET+L/JVSPG3aA3+Fq1BjsmOTefK74c/kmetdvsrZgc+Pl2Kj0+XooO/DFOiNZgSpUG0tvH/eS+zCTicZ3E+nu1AjgXGatIDNfGVS9A/VOmcTK5XsBIqGc8pIiIiatnYuBNRnW0+Z8LWShH5eb0C0EnHiHx9ClXL8K8ufvhXFz/8brBi/dnymeldzax+rtiON1OK8WZKMfqGKDAlWoNJHdQNNjlbqdWBQ7kWJF+9on44z1LtY+9qEqCUYKBehUH68ma9RysF5Pzyh4iIiEiEjTsR1UmuyY7Z+wpFy3oHK/AoI/INqqNOgfk3KTCvlz/251iwPs2IzedMookBKzqYa8XB3ELE7y/EzeE+mBqtxq3t1H8pZl5kcWB/jqV8MrksC37Ns6COF9QRpJIiTq90TibXLVDBlAYRERFRLdi4E1GdzN5nwBXztZm/lVJg2ZBAXiVtJFJJ+RXqgXoV3uivw/cXy++H336hDJZqJmS3CcD2C2XYfqEM/goDxrdXY0qUBkNaKyGt5X74ArMDe68+Q31PthlH861w1LFR16ulzseyDQpToZNOXuvnEhEREZEYG3cictvX50zYkl41In8jI/IeoZJJMC5SjXGRahjMDmxJL78ffk+2pdrti60Cvkg14otUI9pqZJgcVT6pXdeg8j+/XJMde7LLY++7s8w4WWBDHft0hPvKEBemxOCrzXp0gNyrJswjIiIiaorYuBORW/LK7Pi/veJZ5G8KVmBWN0bkvYFOJcV9nXxxXydfnC+xYUNaeRP/e6Gt2u0zjXYsPV6CpcdL0CVQDlOZD84lZ9X5czv4yxAXdu0e9Qg/GRt1IiIionrGxp2I3PLM3kLkV47ID2ZE3htF+Mnxfz388XR3PxzNt2L9WSM2njUhx1RNlh7AyQIbAPeehd5RK8egMCXi9OWPZ2vr2zAT3xERERHRNWzciahWW64+M7yiub0C0DmQEXlvJpFI0DNYiZ7BSrzcR4uky2asSzNia0aZ249p6xooR1yYCoPDVBioVyJUzUadiIiIqLGxcSeiGuVXE5Hv2UqBxxmRb1LkUglGtfXBqLY+KLE68M358kntdl4yOyeck0qA7kEK52RycWEqBKrcuxJPRERERA2HjTsR1ejZfYXIK7sWsVZIgQ84i3yT5qeQYmq0BlOjNcg22nEw14L87EuY2LMDtEo26o3F3qMHAKDMbIaPSuXh0RAREZE3Y+NORC4lpJvw1TlxRH5OzwB0YUS+2dBrZBgXqUaqxcGmvZGVJCUBAFJTUxETE+Ph0RAREZE3429pRFStK9VE5Hu0UuCJWEbkiYiIiIgaExt3IqrWs/sLkVspIr9scCAUjMgTERERETUqNu5EVEVihgkbz4oj8s/08Ee3IEbkiYiIiIgaGxt3IhKpLiIfG6TAU939PTQiIiIiIqKWjY07EYnM3V+IHNO1iLxcUj6LPCPyRERERESewVnlicjpmwwT1leKyM/u4Y9YRuSJ6p3fsGEAgM5XHwf35yzzRERERJWxcSciAECB2YGnK0XkuwUp8DQj8kQNQnb0KADA18PjICIiIu/HqDwRAQDm7jcgu3JEfrAOShkj8kREREREnsTGnYjw7XkT1qWJI/JP9/BH91ZKD42IiIiIiIj+xMadqIUzmB14ao84It8lUI7ZjMgTEREREXkFNu5ELVz8gUJkVYjIyyTAB4MDGZEnIiIiIvISbNyJWrAdF8qw5g+jaNlT3f3RM5gReSIiIiIib8HGnaiFMpgdeHJPgWhZF50cz/RgRJ6IiIiIyJuwcSdqoZ47WIjLRnFEftmQQKgYkSciIiIi8ips3IlaoO8vluGLVHFE/slYP/RiRJ6IiIiIyOuwcSdqYQotDjyxWxyR76yT49meAR4aERERERER1YSNO1ELM/9AIS5Vish/wIg8EREREZHXYuNO1IL8mFmGzypF5J9gRJ6IiIiIyKuxcSdqIQotDjyebBAtu1EnxxxG5ImIiIiIvBobd6IW4oWDhcg02p0/SyXAssGMyBMREREReTu5pwdARA3vp8wyrP5dHJF/vJsfeocwIk/kKYWG8gRMamoqYmJiPDwaIiIi8ma84k7UzBVZHHh8tzgi31Erx1xG5ImIiIiImgQ27kTN3AsHC3GxtGpE3kfOiDwRERERUVPAxp2oGfv5Uhk+rRSRn9XVD31DGZEnIiIiImoq2LgTNVPFVgdmVZpFPkYrR3wvRuSJiIiIiJoSNu5EzdSLB4tEEXkJgGWDdVAzIk9ERERE1KRwVnmiZijpUhk+OVMqWvZoVz/0C1V5aEREVJn6iScAAJGFhVBrtTAtXerhEREREZG3YuNO1MwUWx2YVWkW+RsC5HjuJkbkibyJcvVqAEDI1Z/ZuBMREZErjMoTNTMLDhXhQok4Iv8+I/JERERERE0WG3eiZuSXy2asPC2OyP+7qy8G6BmRJyIiIiJqqti4EzUTJVYHHksuEC2L8pdhPiPyRERERERNGht3omZiweEiZFSJyAdCI+dfcyIiIiKipsxjv9EvXrwYI0aMQLt27RAdHY2pU6fi5MmTzvVWqxUvvvgi4uLi0KZNG3Tq1AkzZszAhQsXRPu5/fbbodPpRK8HH3ywsQ+HyKOSs8z4+JQ4Ij+ziy/iwhiRJyIiIiJq6jzWuCcnJ2P69OnYsWMHEhISIJfLMXHiRBQUlEd9jUYjjh49itmzZyMpKQlffvklMjMzMXnyZNhsNtG+pk2bhjNnzjhfS5Ys8cQh1TtBEDw9BGoCSq0OzKoUke/gL8PzjMgTERERETULHnsc3KZNm0Q/r1ixAhEREdi3bx/Gjh0LrVaLr7/+WrTNkiVLMGDAAJw5cwZdu3Z1LtdoNNDr9Y0y7sZyoliKR77JxfIhQYjW8ql95NrLh4uQXmwXLXt/cCB8FYzIExERERE1B17zm31JSQkcDgd0Op3LbYqLiwGgyjZfffUVoqKiMGDAAMyfP9+5XVNVZHHguTNKHMy1YlhCDtb+YfT0kMhL7c4yY0WliPzDnX0xiBF5IiIiIqJmQ2IwGLwij33//fcjLS0NP//8M2QyWZX1FosFd9xxBwIDA7F27Vrn8k8//RTt2rVDWFgYTp8+jQULFiAqKqrK1fqKUlNTG+QY6oMgAM//rsSOXPFV9ttDbXg22gJN1dJQC1VmB+4+4oOLZde+f2vr48CaXmVQ8zwh8np9+vYV/Xzo4EEPjYSIiIg8LSYmpsb1XpHBnjdvHvbt24ft27dX27TbbDY8/PDDKCwsxJo1a0Tr7r//fud/d+3aFe3bt8eoUaOQkpKCnj17Vvt5tRXFkyx2AT6ZV4DcMtHyb3LkOF2mwqphQegZrPTQ6FqG1NRUrz5H/hS/34CLZeKr7StGhKJ7E77a3lRq3xyx9p7H+jc+nveewbp7DmvvOay95zSX2ns8Kh8fH4+vvvoKCQkJaN++fZX1NpsN06dPx4kTJ7BlyxYEBQXVuL9evXpBJpPh7NmzDTTihqWUSfDp8CDE32CGT6XvMNKK7Bj9TS4+PFHCietauL3ZZiw/KW7aH+rsi8FNuGknIiIiIqLqebRxnzNnDjZu3IiEhAR07Nixynqr1YoHHngAJ06cQGJiolsT0J04cQJ2u71JT1YnkUgwKcyOn+4IRWedOBRhcQDxBwpx949XkF9md7EHas6MtvJZ5Ct+dRPpJ8OLvTmLPBERERFRc+Sxxn327Nn48ssvsXLlSuh0OmRnZyM7OxslJSUAyq+033fffTh06BBWrlwJiUTi3MZkMgEAzp07hzfffBNHjhxBRkYGvvvuO0yfPh3du3fHgAEDPHVo9aZLoAI/3hGC+ztqqqzbfqEMg7fkYNdlswdGRp706q/FSCsSf2nz3uBA+HEWeSIiIiKiZslj97ivXLkSADBhwgTR8jlz5iA+Ph6ZmZnYtm0bAGD48OGibZYtW4Zp06ZBoVAgKSkJy5cvR2lpKdq2bYvRo0dj7ty51d4r3xRp5FK8MygQw9v44PE9BSiyXLvOetnowPjteXimpz+e7eEPuVTiwZFSY9ifbcYHJ0pEy2bc6IuhrRmRJ2pqin/+GQBw4fx5tIuI8OxgiIiIyKt5rHE3GAw1ro+MjKx1m/DwcGdz39xN7KBGr2AFZiRdwcFcq3O5AOCtlGLsumzGx0MDEe7nFfMNUgMw2QQ8mmwQReQj/GR4qQ8j8kRNkePqBKpGX184msGkOURERNRwmK1tQiL95dh2WwieivVD5Wvre7MtGLwlB99kmDwyNmp4r/5ahD+KbKJl7w1iRJ6IiIiIqLnjb/xNjEIqwYt9tNg0uhVC1eI/PoNFwLSfruCZfQaU2TjrfHOyP9uMZZUi8g928sWwNozIExERERE1d2zcm6gRbX2QPCEUo9pWbdxMkoMSAAAgAElEQVQ+PlWKm7/Jxe8GazXvpKbGZBMwa7c4Ih/uK8OCvozIExERERG1BGzcm7BQtQwbbmmFl/sEQF4pO3/8ihXDE3PxeWopn/nexL1+pAipheKI/PuDdfBnRJ6IiIiIqEXgTGZNnFQiweOx/hgUpsKDP19BRsm1x4QZbQJmJRuQdMmMRQN1CFCy0WtqDuZY8H6liPz9HTUY3sbHQyMiovqi+PRTAEBwdjYUej2s99/vyeEQERGRF2Pj3kz0DlHilwmheGqPAZvOiSeo23DWhEO5FnwyPAi9gpUeGiHVVZlNwKPJBXBUCEyE+8rwcl+t5wZFRPVG8+STAID2V38uZONORERELvASbDOiVUqxalgg3h2kg1omzs6fK7Zj9De5eP94MRyMzjcJb6QU4fdKEfl3BzE5QURERETU0rADaGYkEgn+2dEXO8eHoEugOFBhdQDzDxZh6vf5yDXZXeyBvMHhXAvePS6OyP+zowYj2zIiT0RERETU0rBxb6Zu1Cnw47hQzLjRt8q67zPNGLIlB0mXzB4YGdWmuoh8W40MrzAiT0RERETUIrFxb8bUcgkWDtThfyOCoFWKo/NZJgcm7sjDK4cLYXMwOu9N3jpahNMGcUR+6SAdtIzIExERERG1SOwEWoDx7dXYNSEU/UPFE9MJABYdK8Ht3+bhfImt+jdTo/o114J3fhNH5P8Ro8HN4YzIExERERG1VGzcW4gIPzm+GRuM2d39UemR79ifY8GQLTlISDdV+15qHGZ71Yh8G40U/2FEnoiIiIioRWPj3oLIpRLM7x2Ar8cEI0wt/qMvtAj4584r+L+9BphsjM57wtspxThVKSL/TlwgdCr+NSUiIiIiasnYEbRAw9qokDwxFKPDVVXWrTpdilFbc3DaYPXAyFqulDwLlvxWLFp2zw0ajG7HiDwRERERUUvHxr2FCvaRYe3NrfBqPy0Ulc6CkwU2jEjIxf9+L4XAZ743OItdwCO7CmCvUOrWGile68eIPBERERERsXFv0aQSCR7t6ofvbg9BB3+ZaJ3JLuDx3QY8+HMBCi0OD42wZXj7aDFOMiJPREREREQusDMg9ApWIml8KKZEqaus25xuwtAtOTiUa/HAyJq/lDwLFh8TR+TvvkGDMYzIExERERHRVWzcCQAQoJRixdBAfDBYB41cPO98Rokdt36Ti6W/FcPB6Hy9sVydRb5iRD5MLcXrjMgTEREREVEFbNzJSSKR4J4YXySND0FskEK0ziYALx4qwuTv8pFjsntohM3LomPFOFEgjsgvidMxIk9ERERERCJyTw+AvE+MVoHvbw/BC4cK8dGpUtG6ny6ZMXhLDlYMCcSItoxzX69j+RYsOiqOyE+NVmNsRNXbFYioeTK+8w4AICc7G6F6vYdHQ0RERN6MjTtVy0cuwVsDdBjWWoVZuwtQYL6W584xOXDnd/l4MtYPz90UAIVUUsOeqDKrQ8AjyQbYKkTk9Wop3uiv89ygiKjRWe+/HwCQl5qKwJgYzw6GiIiIvBozuVSj2yPVSJ6gx0C9ssq6d34rwdhtuUgvtlXzTnJl0dFiHL9iFS1bEqdDICPyRERERERUDXYKVKu2vjIk3hqMOT39Ufni+qFcK4ZuycHmc0bPDK6J+e2KFQsrReSnRKlxGyPyRERERETkAht3cotcKkF8rwAk3BqMNhrxaVNkFfDAzwV4YncBjDY+890Vq0PAI7sKRBH5ULUUb/TnLPJEREREROQaG3eqk8FhKuyaEIpbq3nO+OrfjRiZmIuTBdZq3klLjhXjt0oR+cUDdQjykXloRERERERE1BSwcac6a+Ujw5pRQXijvxbKSmfQaYMNIxNz8N/TpRD4zHen41eseLtSRH5ylBrjIhmRJ2qppCkpkKakQHPqFKQpKZ4eDhEREXkxzipP10UikeBfXfwwUK/Egz9fQVrRtWe7l9mBp/YasPNSGd4dFNjin0tudQh4NLkA1gp3EYT4SPEmI/JELZr/8OEAgC5Xfy40GDw2FiIiIvJuLbujor+sRyslksaH4u4bNFXWJWSUYUhCDg7kmD0wMu+x9LcSHM0XR+QXDdShFSPyRERERETkBjbu9Jf5KaT4cEggVgwNhJ9cPO38hRI7xm7Lw6KjxbA7Wl50/mSBFW+mFImWTeqgxvj2jMgTEREREZF72LhTvZkarUHS+FD0aKUQLbcLwCu/FmHSd/nIMtpdvLv5sV2dRb5iRD7YR4q3BjAiT0RERERE7mPjTvUqWivHd7eH4N9dfKusS7psxuAtOfjhYpkHRtb43j1egpRqIvLBjMgTEREREVEdsHGneqeSSfB6fx3W3dwKQZUmpssrc2Dy9/mYf6AQFnvzjc6fKrDijSPiiPzE9mpMYESeiIiIiIjqiI07NZgx7XyQPCEUg8OUVda9f6IEY7bl4lyRzQMja1i2q7PIWypE5FuppHibEXkiIiIiIroObNypQbXxlWHLmGA818sfUvG8dTiSZ8XQhBxsPGv0zOAayPvHS/Brnjgiv3CgFiFqRuSJiIiIiKju2LhTg5NJJXimZwC+GRuMcF9x81psFTAjqQCPJhegtOIsbk3UaYMVr1WKyI+P9MFERuSJiIiIiOg6sXGnRjNQr8KuCaG4PcKnyrovUo0YkZiL365Yq3ln02BzCHh0lzgiH6SSYuFAHSQSies3EhERERER1YCNOzWqQJUUn48MwtsDtFBVSo7/XmjDzVtz8PGpEghC05u47oMTJThcKSL/9gAtQhmRJyIiIiKiv4CNOzU6iUSChzr74YdxoYjRykXrzHbgmX2F+MdPV1BgbjrR+d8NVrxaKSI/LsIHkzowIk9ERERERH8NG3fymNggBX6+IwT/iNFUWffN+TIM2ZKDvdlmD4ysbuxXZ5E3268tC1RJsIgReSIiIiIiqgds3MmjfBVSvD84ECuHBcJfIW5yL5bacfu3eXgrpQh2h/dG5z84WYKDuZUj8jroNYzIExERERHRXyevfROihjc5SoPewUo8mHQFRyrcJ+4QgNeOFOOXy2Z8NDQIbXy9qxlOLbTi1V/FEfnbI3xwFyPyRFQLy333AQAKCwuh1Wo9PBoiIiLyZmzcyWt0CJBjx20heOXXIrx3vES0LjnLgsFbcvDBEB1ubecdTbHdIeDRXQaUVYjI65QSLGZEnojcYFq6FACQkZqKmJgYD4+GiIiIvBmj8uRVlDIJXumrxYZbWiHYR3x6XjE78PcfriB+vwFmu+ej8x+eLMGBXIto2VuMyBMRERERUT1j405e6ZZwHyRPCMWw1qoq6z48WYrR3+QirdDmgZGV+6PQiv9UisiPbeeDv0V5RxqAiIiIiIiaDzbu5LXCNDJsHtMKL/QOgKxS8vxovhXDEnKwLs3Y6OOyOwTMShZH5LVKCZbEMSJPRERERET1j407eTWpRIKnu/tj29hgtPMTR9BLbAJm/lKAf/1yBSXWxnvm+4pTpdiXI47Iv9lfhzBG5ImIiIiIqAGwcacmob9ehV3jQzE+0qfKurVpJgxLyMHRfEs176xfaYU2vHJYHJEf084HU6MZkSciIiIioobBxp2aDJ1KitUjgrBkoA4+lS5upxXZccvWXHx4ogSC0DAT1zkEAbN2F8BUYWI8rVKCdxiRJ6LroNXpoNXp0KdvX2h1Ok8Ph4iIiLwYG3dqUiQSCR640Rc/3RGKG3XipxlaHED8gULc/eMV5Fe8Ab2efHSqFHuzxVf1X++nRWtG5ImIiIiIqAGxcacmqUugAj/dEYL7O2qqrNt+oQyDt+QgOctcb593tsiGBYfEEfnR4SrcfUPVzyciIiIiIqpPbNypydLIpXhnUCA+HR6EAIU4qn7Z6MD47Xl47UgRbI6/Fp13CAJmJYsj8gFKCd6JC2REnoiIiIiIGhwbd2ryJnZQ45cJoegTohAtdwjAWynFuGN7Hi6WXP8z31eeKsWeShH51/pp0caXEXkiIiIiImp4bNypWWjvL8e3t4XgqVi/Kuv2ZlswJCEH32SY6rzf9GIbXqo0i/zNbVWYxog8ERERERE1Ejbu1GwopBK82EeLzaNbIVQtPrULzAKm/XQFz+wzoMzmXnT+z4i8scL2AQrOIk9ERERERI2LjTs1OyPa+iB5QihGtlFVWffxqVLc/E0uUgutte7nk9OlSM4SR+T/00+LcD+5i3cQERERERHVPzbu1CyFqmXYOLoVFvQJgLzSxfHjV6wYlpCLL1JLXT7zPb3YhhcrzSI/so0K98YwIk9ERERERI2LjTs1W1KJBE/E+mP77SGI8BNPJGe0CXg02YCHfylAkcUhWucQgMeSC1BaISLvr5Bg6SBG5ImIiIiIqPGxcadmr0+IErsmhGJSB3WVdRvOmjAsIQdH8q5F4jdnybGrckS+rxbtGJEnIiIiIiIPYONOLYJWKcWqYYF4d5AOapn4qvm5YjtGf5OL948XI73YhnfTxY+VG95GhX92ZESeiIiIiIg8g407tRgSiQT/7OiLneND0EUnvnpudQDzDxZh6JYcGO3XGns/uQTvMiJPREREREQexMadWpwbdQr8eEcopt/oW2VdkVU8Wd0rfbWIYESeiIiIiIg8iB0JtUhquQSLBuowtLUKj+8uQKGl6uzyw9uocH8nRuSJqGHYe/QAAJSZzfBRVX18JREREdGf2LhTizahvRq9ghV4KKkA+3OuTUjnJ5dgaRwj8kTUcEqSkgAAqampiImJ8fBoiIiIyJsxKk8tXoSfHN+MDcYzPfzhJ5fATyZg5fBARPrzey0iIiIiIvI8diZEAORSCZ67KQCze/gjPe0PdGpX9dFxREREREREnsAr7kQVqGQSSJmOJyIiIiIiL8LGnYiIiIiIiMiLsXEnIiIiIiIi8mK8x52IiMgD/IYNAwB0vvo4uD9nmSciIiKqzGNX3BcvXowRI0agXbt2iI6OxtSpU3Hy5EnneqvVihdffBFxcXFo06YNOnXqhBkzZuDChQui/ZjNZjzzzDOIiopCmzZt8Pe//x2ZmZmNfThERER1Ijt6FLKjR+F7+jRkR496ejhERETkxTzWuCcnJ2P69OnYsWMHEhISIJfLMXHiRBQUFAAAjEYjjh49itmzZyMpKQlffvklMjMzMXnyZNhsNud+4uPjkZiYiFWrVmHbtm0oLi7G1KlTYbfbPXVoRERERERERPXGY1H5TZs2iX5esWIFIiIisG/fPowdOxZarRZff/21aJslS5ZgwIABOHPmDLp27YrCwkJ89tlnWLZsGUaMGOHcT2xsLH7++WeMGjWq0Y6HiIiIiIiIqCF4zeR0JSUlcDgc0Ol0LrcpLi4GAOc2KSkpsFqtGDlypHOb8PBwdOrUCfv372/YARMRERERERE1Aq+ZnG7u3LmIjY1Fv379ql1vsVgwf/583HrrrWjbti0AICcnBzKZDK1atRJtGxISgpycHJeflZqaWn8Db0BNZZzNEWvvOay957D2jatPpZ9Zf89g3T2Ddfcc1t5zWHvPaQq1j4mJqXG9VzTu8+bNw759+7B9+3bIZLIq6202Gx5++GEUFhZizZo1te5PEARIJBKX62srijdITU1tEuNsjlh7z2HtPYe19zzWv/HxvPcM1t1zWHvPYe09p7nU3uNR+fj4eHz11VdISEhA+/btq6y32WyYPn06Tpw4gS1btiAoKMi5LjQ0FHa7Hfn5+aL35OXlISQkpKGHTkRERERERNTgPNq4z5kzBxs3bkRCQgI6duxYZb3VasUDDzyAEydOIDExEXq9XrS+Z8+eUCgU2Llzp3NZZmYmzpw5g/79+zf4+ImIiIiIiIgamsei8rNnz8a6devw+eefQ6fTITs7GwDg6+sLPz8/2Gw23HfffThy5AjWrFkDiUTi3CYgIABqtRparRb33nsvXnjhBYSEhCAwMBDPPfccunbtiuHDh3vq0IiIiIiIiIjqjcca95UrVwIAJkyYIFo+Z84cxMfHIzMzE9u2bQOAKk34smXLMG3aNADAa6+9BplMhgceeABlZWUYOnQoli9fXu298kRERERERERNjccad4PBUOP6yMjIWrcBAB8fH7z99tt4++2362toRERERERERF7D45PTEREREREREZFrbNyJiIiIiIiIvJjEYDAInh4EEREREREREVWPV9yJiIiIiIiIvBgbdyIiIiIiIiIvxsadiIiIiIiIyIuxcSciIiIiIiLyYmzciYiIiIiIiLxYi27cFy9ejBEjRqBdu3aIjo7G1KlTcfLkSdE2giDg9ddfx4033oiwsDDcfvvtOHXqlGibhQsXYsyYMWjTpg10Ol21n5WUlITRo0cjPDwcnTp1wosvvgibzVbrGJOTkzFs2DDo9Xr06NEDn3zyiWh9cXEx5s6di27duiEsLAyjR4/Gr7/+Wut+zWYznnnmGURFRaFNmzb4+9//jszMTOf6vLw8TJo0CTfeeCNCQ0PRtWtXzJ49G4WFhbXu2x2svevaV5Sfn4/OnTtDp9MhPz+/1n27g7WvufY6na7Kq/LnXy/Wvvbzft26dRg8eDD0ej2ioqIwc+bMWvddG9bddd2/+OKLas95nU7n1v5rw9rXfM7/+uuvmDBhAiIjIxEREYHx48fj8OHDte7bHax9zbW/3jG7oyXX/tNPP8W4ceMQEREBnU6HjIyMKtsYDAY8/PDDiIiIQEREBB5++GEYDIZa9+0O1r7m2rtzXNeLtXdd+4yMDMyaNQs9evRAWFgYevTogQULFsBkMtW674padOOenJyM6dOnY8eOHUhISIBcLsfEiRNRUFDg3Gbp0qVYtmwZ3nzzTfz0008ICQnBnXfeieLiYuc2ZrMZ48aNw7///e9qP+f48eP429/+hhEjRuCXX37BqlWr8O233+Kll16qcXzp6emYMmUK+vXrh19++QVPP/00nn32WWzZssW5zeOPP46ffvoJH374Ifbs2YMRI0Zg4sSJuHTpUo37jo+PR2JiIlatWoVt27ahuLgYU6dOhd1uBwBIpVKMGzcOa9euxaFDh/DBBx8gKSkJTzzxRG1ldQtr77r2FT3yyCOIjY2tcX91xdrXXvt3330XZ86ccb7uvvvuGvfrLta+5tovX74cL7zwAh577DHs3bsXiYmJuO2222rcrztYd9d1nzRpkuhcP3PmDKZMmYLIyEj06tWrttLWirV3XfuSkhLcddddCAsLw3fffYfvv/8eYWFhmDRpkujYrxdr77r21ztmd7Xk2huNRowcORJz5851uc2MGTNw7NgxbNiwARs3bsSxY8fq5UtagLWvrfa1Hddfwdq7rn1qairsdjsWL16Mffv24a233sLatWtr/LOqlsFgEPgqf128eFGQSqXCmjVrBIPBIBQUFAh6vV6YP3++c5vLly8Lfn5+wpIlS6q8f/Xq1QKAKsuffvppITY2VrRszZo1go+Pj3DhwgWX43niiSeEqKgo0bJ7771X6Nu3r3MsMplM+OKLL0Tb9OjRQ5g9e7bL/WZkZAgKhUL46KOPnMuOHz8uSCQS4auvvnL5vjfeeEPQ6/WsfSPV/vXXXxeGDh0qbNmyRQAgpKWlsfaNUHsAwurVqxuk1qy969qnp6cLGo1G2Lx5M+veyOd8xdelS5eEgIAA4fnnn2ftG7j2O3fuFAAIKSkpzm1SUlIEAMLOnTtZ+was/fWOmbWvufYVX3+e30ePHhUt379/vwBA2L59u3PZt99+KwAQDh48yNo3YO3dOS7WvuFr/+dr4cKFQmBgYJ1q2qKvuFdWUlICh8PhjGVkZGQgOzsbI0eOdG6jVqsRFxeH/fv3u71fs9kMHx8f0TK1Wo2ysjKkpKS4fN+BAwdEnw0Ao0aNwpEjR2C1WmGz2WC326vd9969e13uNyUlBVarVbTvP6Mmro7r8uXLSExMxKBBg1zu969g7cW1P3r0KJYuXYrly5dDKm3Yv6asfdXzfu7cuYiKisKIESPwySefwOFw1Hq814O1v1b7nTt3wm63IycnB/3790fnzp0xbdo0pKenu3vYbmPdXf9bv3nzZhiNRkybNs3lfv8K1v5a7W+44QYEBwfj888/h9lshtlsxv/+9z+Eh4fjxhtvdPvY3cXaX6v99Y75erWU2rvjwIED8PPzQ//+/Z3LBgwYAF9f3zodu7tYe89h7WtWXFxc59sV2LhXMHfuXMTGxqJfv34AgOzsbABASEiIaLuQkBDk5OS4vd9Ro0bh0KFDWLt2LWw2Gy5duoQ333xT9BnVycnJqfazbTYb8vPz4e/vj379+mHhwoW4dOkS7HY71q1bhwMHDtS6X5lMhlatWtV6XNOnT0fr1q3RuXNn+Pn5YdmyZW4fd12w9teOq7S0FDNmzMCbb76JNm3auH2s14u1Fx/XvHnz8Mknn+Drr7/GpEmTMH/+fCxatMjt464L1v7acaWnp8PhcGDhwoV49dVX8fnnn8Nms2HcuHEwGo1uH7s7WHfXx7V69WqMGTMGYWFh7h52nbD2147L398fW7duxaZNm9C6dWu0bt0amzZtwtdffw21Wu32sbuLtb92XNc75uvVUmrvjpycHLRq1QoSicS5TCKRIDg4uE7H7i7W3nNYe9cuXLiA9957D9OnT6/T+9i4XzVv3jzs27cPn332GWQymWhdxX9cgPKJFSovq8nIkSPxyiuv4Nlnn4Ver0efPn0wevRoAHB+Vtu2bZ2vp556qsbPrrh8xYoVkEgk6NKlC0JDQ7FixQpMnjzZud9FixaJ9n3hwgWX46zuuF577TUkJSXhiy++QEZGBuLj490+bnex9uLjmjNnDvr3748JEya4fZzXi7WvelzPPvssBg4ciO7du+Oxxx7DnDlz8N5777l93O5i7cXH5XA4YLVa8eabb+Lmm29G79698dFHHyEvLw/bt293+9hrw7q7Pq5Tp07hwIEDuO+++9w+5rpg7cXHZTKZMGvWLPTt2xc//PADduzYge7du+Oee+5BaWmp28fuDtZefFzujLm+sPZVVXeMdT12d7D2nsPau5aTk4O77roLI0aMwKOPPlqn98rr/GnNUHx8PDZt2oTExES0b9/euVyv1wMoL3B4eLhzeV5eXpVvbGoza9YsPProo8jKyoJOp8P58+exYMECREZGAgB27drl3Nbf3x8AEBoaWuUbqLy8PMjlcgQFBQEAOnTogG3btqG0tBTFxcUICwvDAw884Nzvgw8+iDvvvNP5/tatWyM0NBR2ux35+fkIDg4W7TsuLk70eXq9Hnq9Hh07dkRQUBDGjh2L2bNni+rxV7D21/b9Z+2TkpKQmZmJNWvWALj2j0rHjh3x5JNP4vnnn6/T8bvC2l/bd+XzvqLevXujqKgIOTk5CA0NrdPxu8LaX9v3n7X/89g7derkXK/VahEWFoaLFy/W6dhdYd2v7bu6c/7TTz9FeHg4br755jodsztY+2v7/rP2GzZswLlz57Bjxw7nL4UrV65E+/btsXXrVkydOrVOx+8Ka39t3xXP+9rGXB9aWu3dERoairy8PFGzJggC8vPz63zsNWHtPYe1dy07Oxvjx49H586dnV8S1EWLv+I+Z84cbNy4EQkJCejYsaNoXWRkJPR6PXbu3OlcVlZWhr1794ruzXGXRCJB69atoVarsXHjRoSHh6NHjx4AgKioKOfrz5O3X79++Pnnn0X72LlzJ3r16gWFQiFa7uvri7CwMBgMBvz444/OmZgDAwNF+5bL5ejZsycUCoXouDIzM3HmzJkaj+vP+3wtFkudj706rH25yrXfvHkzkpOTsWvXLuzatQvvvvsuAGDr1q31Nusqa1/OnfP+t99+g4+PD7RabZ2PvTqsfbnKtR8wYAAA4I8//nBuU1JSguzsbLRr167Ox14Z617O1TlfVlaGdevWYdq0afU+rwZrX65y7U0mEyQSiajeUqkUEomk3ubVYO3LuTrvaxrzX9USa++Ofv36oaSkBAcOHHAuO3DgAEpLS6/r2KvD2nsOa+9aVlYWxo0bh44dO2LVqlXX9ecmmzt37kt1flczMXv2bKxdu9Z5laG0tNQZT1MqlZBIJLDb7ViyZAluuOEG2O12PPfcc8jOzsY777wDlUoFoPw+hYyMDBw7dgw7d+7EbbfdhuzsbPj6+kKpVAIof7yUn58f8vPz8d///heLFy/G+++/X+MENB06dMA777yD3NxctGvXDtu2bcOiRYvwn//8x/m+H3/8EWlpaZDJZDhy5AgeeughhIaG4q233nIZ9/Lx8UFWVhY+/vhjdOvWDYWFhXjqqacQEBCABQsWQCqVYvv27Thw4ABkMhmMRiP279/vnLCrPh4Jx9q7rn1QUBBCQkKcr8LCQqxZswYvv/xyvXwbzdq7rv23336LPXv2QKlUoqSkBImJiXj55Zfxj3/8A7feeitr34C1DwoKwrFjx7Bx40Z069YNJSUliI+PR2FhId54440q/1Nl3eun7n/66quvsGnTJnz44Yf19iUVwNrXVPuAgAAsX74cly9fRvv27ZGbm4vnn38eZ8+exSuvvIKAgADWvgHP++sZM2tfc+2B8iuKZ8+eRWpqKhITEzFy5EiUlpZCqVRCrVYjODgYhw4dwsaNG9G9e3dkZmbiqaeewk033VQvFydYe9e1d/e4WPv6r/3ly5cxbtw46PV6vPPOOzCbzc76qNVq978wb8jHAHj7C0C1rzlz5ji3KSgoEObMmSPo9XpBpVIJcXFxwp49e0T7ufvuu6vdT2JionObIUOGCAEBAYKPj4/Qp08fYcOGDW6NcevWrUL37t0FpVIpRERECIsXLxat/+9//yu0b99eUCqVgl6vFx566CEhIyOj1v1mZWUJDz30kBAYGCio1WphzJgxwvHjx53rv/76a6Fv377OMUdHRwtPPPGEkJ6ezto3cO0rvxITE+v1cXCsvevab9y4UYiNjRX8/PwEjUYjdOnSRXj99deFvLw81r4RzvsLFy4I9957r6DT6QStViuMGTNGOEmJnPQAAADpSURBVHLkCOvewHU3GAxCXFyccMstt9TLec7au1/7zZs3CwMGDBACAgIErVYrDB48WNixYwdr3wi1v94xs/Y173fOnDnVjnnZsmXObc6dOydMmTJF8Pf3F/z9/YUpU6bw98tGqr07x8Xa13/tly1b5rI+7jw67s+X5GqhiYiIiIiIiMgLtfh73ImIiIiIiIi8GRt3IiIiIiIiIi/Gxp2IiIiIiIjIi7FxJyIiIiIiIvJibNyJiIiIiIiIvBgbdyIiIiIiIiIvxsadiIiIiIiIyIuxcSciIiIiIiLyYmzciYiIiIiIiLzY/wPtFLRY8V/KIQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-13\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1117116982778679297\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-10-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/923657991664095232\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-02-15\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/831969536584806400\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-04-02\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/980883549074018304\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-07-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1017333757077008385\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-17\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1052356093534302208\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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UVn61izsAAIAvI9kHAHg9u93ucc35nIWcqt8Pq1d6UFErTV6Tr5Jqz6vfBwAALYtkHwDg9fYX16qgsm5/+ogAi5IiPa9tTVJkgOZeFmUYyy6q0UNfF8put7u4CwAA+CKSfQCA13Oe1b8wLlB+HtTYrr7x3UP12yRj/f5be8u19Hvq9wEAQB2SfQCA18vIdW7O51n1+s7+emmkekcZVyY8/HWRdhZQvw8AAH5Csg8A8HrO2+6leFi9vrNQfz+9PiJGofXq98tr7Zq8Jl+l1O8DAACR7AMAvFy1za6tJzx32z1XekUF6JlLIw1juwpr9MjGIpMiAgAArQnJPgDAq+0oqFZFbd1x+1A/dQizmhdQM5qQFKZbu4cYxpZml+lN6vcBAPB5JPsAAK+Wmeu0hN8LZvXr+79fRKmn084CD31dqD2F1O8DAODLSPYBAF7NuRN/qofX6zsLD/DT68NjFFxvsUJpjV2T1uSrvIbt+AAA8FUk+wAAr5bpZZ34G9M3JkBPXxJlGNtRUKMZGwtNiggAAJiNZB8A4LWKq23aWVhjGBvkZcv4f3Z7z1Dd3M1Yv5+2p0zL91G/DwCAL/I/8yUAAHimrSeqVX8he89If0UGeufvuS0Wi/5+WZQ251Vp78m6joR/+LJQF8YGqnuk+R/5Zc8+K0k6npOjtgkJJkcDAIB3M/+THwCAFuK8hD/FC5fw1xdxqn7/6g9zVXkq3y85Vb//6fXxCva3mBpf9aRJkqS87GxFJyWZGgsAAN7OO6c3AACQ9zfna8yA2ED9ZXCkYWxbfrUe21RkUkQAAMAMJPsAAK+V4bTtXqqX1us7uyM5TGO7Guv3F+4q1fv7y02KCAAAnG8k+wAAr5RTVqsfS+tq1wP9fupa7wssFovmDYlS1wirYfyBLwr0w8kaF3cBAABvQrIPAPBKmU5L+PvHBCjIam7N+vkUGeinxcNjVL8f4clquyavyVdlrd31jQAAwCuQ7AMAvFJGnnEJf4oP1Os7GxQXqCcvNtbvbzlRrT+aVL/vt2WL/LZsUejOnfLbssWUGAAA8BV04wcAeKUMp078vlKv7+x3vcO0/milPjhY4Rh7eWepLm8fpF91CTnNnc0vYvhwSVKfU8dFhYXn9f0BAPAlzOwDALyOzW5vsIw/Nd436vWdWSwWzb88Wonhxvr9+78o0IFi6vcBAPBWJPsAAK+z72SNiqrq6tLbBFrUvY3vLmaLCvLTouEx8q/XsqCoyq4pa/NVRf0+AABeiWQfAOB1GtTrxwXKz+I7zfkac1F8oP50URvD2Le51Xoi46RJEQEAgJZEsg8A8DoN6/V9cwm/s//uG65fdg42jM3fXqJVh8pNiggAALQUkn0AgNdxrtdP8dHmfM4sFotevCJancKM9fv3ri/QjyXU7wMA4E1I9gEAXqWq1q7vThiX8af64LZ7rkQH+em1YdGy1qtqKKi0a8raAlXbqN8HAMBbkOwDALzK9oJqVdnqjjuGWtUu1Or6Bh90SUKQ/phqrN/feLxKf86kfh8AAG9Bsg8A8CrO9fopPrrl3pk80C9cV3cMMow9u61En/5YYVJEAACgOZHsAwC8inMn/lTq9RvlZ7HoxaHRah9q/Cpwz7oCHSmtNSkqAADQXEj2AQBeJbPBzD7JvitxwVYtHBYjv3r1+ycqbZqyNl811O8DAODRSPYBAF6jqMqmPUV1XeUtkgbFsoz/dIa0C9KsC431+1/nVOl/txSbFBEAAGgOJPsAAK+xJa9a9eejk6P81SaQj7ozeXBAuEZ0MNbv/21rsdYcoX4fAABPxTcgAIDXyMxzWsJPvb5b/CwWvTw0WgkhdV8L7JLuWlugY2XU7wMA4In8zQ4AAIDm4tyJP5VO/G5rG2LVq8NiNPaTPP1crp9bYdNda/P13rVxstYv7D9LVRMnSpKKiooUGRl5zq8HAABcI9kHAHgN55l9OvE3zdD2QXpkYIShXn/9sSo9s7VYM5zq+s9G+bx5kqQD2dlKSko659cDAACusYwfAOAVjpTW6kiZzXEcZJX6RDOz31QPD4zQ0PbG+v2ntxRr3dFKkyICAABng2QfAOAVnGf1B8QEKNB67kvPfY3Vz6JXhkYrPti5fj9fx8up3wcAwFOQ7AMAvALN+ZpPu1CrXhkarfq/Kskpt+nudQWy2e0u7wMAAK0HyT4AwCtk5FYbjlPjSfbPxYiOwXpoQIRhbPWRSs39rsSkiAAAQFOQ7AMAPJ7NbtdmmvM1uxkXRugXCcZ/j3/ZfFJfHaN+HwCA1o5kHwDg8b4vqtHJ6rrl5ZGBFnVrYzUxIu/g72fRa8NiFBtU93XBZpfuXJuvExVNr9+PjIpSZFSULrr4YkVGRTVnqAAAwAnJPgDA42XkOS3hjwuUxUJzvubQIcyql4dGG8aOlNl0D/X7AAC0aqYl+3PnztWIESPUuXNnde/eXePHj9eOHTsM10RFRTX6Z9q0aZKk6upqzZ49W5dddpk6dOig5ORk3XnnnTp06NBp33v9+vWNvu6ePXta7OcFALSczFyn5nzU6zerkZ2C9Yf+4YaxTw9X6vks6vcBAGitTEv2v/jiC02ZMkWffPKJVqxYIX9/f40dO1YFBQWOa3bv3m348+abb0qSxo4dK0kqKyvT1q1bNW3aNK1du1b//Oc/dfjwYd18882qqak5YwwbNmwwvH737t1b5ocFALSojAb1+gEmReK9Hk1po0vaGn+J8kTGSW3MoX4fAIDWyN+sN05PTzccv/zyy0pMTNSGDRs0atQoSVJCQoLhmo8++kg9evTQ5ZdfLkmKjIzUe++9Z7jm73//uy699FLt3r1bffv2PW0M8fHxio2NPdcfBQBgospau7blG5fxs+1e8wvws+i1YdG6YsVxFVT+tHy/1i5NWVugdWPiFRNMjwQAAFqTVlOzX1JSIpvNpigXDXuKi4uVnp6uiRMnnvZ1iouLJcnl69Q3fPhwJScna8yYMVq3bl3TgwYAmC4rv1rVtrrjTmFWJYSSeLaETuH+evEKY/3+j6W1uu+LQtmp3wcAoFWxFBYWtopP50mTJmnv3r1as2aNrNaGX9IWL16shx9+WDt37lRcXFyjr1FVVaVf/epXio6Odiz5b0x2drbWr1+vlJQUVVVV6a233tKiRYv0wQcfaMiQIae9DwDQuiw74q9n9tXN5F8VW6P/7V11mjtwrp79IUBLDxtLJf5wQZUmdDx9Cd1FF19sOP5206Zmjw0AAF+RlJR02vOtItmfNWuW0tPTtWrVKnXt2rXRa0aMGKEuXbpo8eLFjZ6vqanRnXfeqV27dumjjz5STExMk2IYN26crFbraX9JAN+UnZ19xv+RgNbAV5/Vu9fl66295Y7jJy5qo6n9I0yMyPtV1do16qNcwy4I/hZp1fXxuug0zRGdt9srKixssRiBc+Wrf6fC8/CswhXTl/HPnDlT77zzjlasWOEy0f/uu++0efNml0v4a2pqNGXKFG3fvl3vv/9+kxN9SUpNTdW+ffuafB8AwFyZTtvu0Ym/5QVaLVo0PEaRgXXbG9bYpclr8lVYaTvNnQAA4HwxNdmfPn26li9frhUrVqhnz54ur0tLS1NiYqKGDx/e4Fx1dbUmT56s7du3a+XKlQ2a+rlr27ZtZ30vAMAchZU2ZRfVLR33s0iDYunEfz50ifDXgsuN9fuHSmp1/xcF1O8DANAKmNaNf9q0aXrrrbf0j3/8Q1FRUcrJyZEkhYWFKTy8bi/fsrIyvf3225o6daosFovhNWpqajRx4kRt3rxZ//rXv2SxWByv06ZNG4WEhEiS7r77bkk/dfyXpBdeeEGJiYnq3bu3qqqqtGzZMn344YdasmRJi//cAIDms+WEsTa/V6S/wgNMX7TmM0Z3CdHdvcP08s5Sx9gHByv0ys5S3d0n/DR3AgCAlmZasr9w4UJJ0g033GAYnz59umbOnOk4Tk9PV2lpqSZMmNDgNQ4fPqyPPvpIkhrM+i9YsMBxz48//mg4V11drccff1xHjx5VcHCwevfurWXLlumaa645558LAHD+ZOSyhN9sT1wcqY3Hq7TlRN1/i8c3FemStoEaxBaIAACYplU06ANaM5qewFP44rP6m89P6KODFY7jv/8iSpN7hZkYkW/aX1yjoe8f18nquq8UXSOsWjumrSID61Za0KAPnsQX/06FZ+JZhSusdQQAeCS73a6MXOMy/pR46vXN0DXCX8871e/vL67V778spH4fAACTkOwDADzSkTKbcsrrOr8HW6U+0ST7Zrmha4judFpV8d7+ci3aXVfPXztwoGoHDlRpr16qHTjwfIcIAIBPMa1mHwCAc+E8qz8wNlABfhYXV+N8mHOqfn9bfl39/qxvinRxfKAGxAaqZO1aSSw5BQDgfGBmHwDgkTLznJbwxzGrb7Zgf4sWD49RuH/dL10qa6XJa/JVXG07zZ0AAKC5kewDADyS88x+Kp34W4Xukf56doixEd/ek7X6f19Rvw8AwPlEsg8A8Di1NrthqzdJSmWbt1bj5m6hmtgz1DC2fF+53sguMykiAAB8D8k+AMDjZJ+sUXG9bd6igyzqGmE1MSI4+99LotQn2tga6JENhdqeX+3iDgAA0JxI9gEAHqfBEv64QFksNOdrTUJO1e+H1avfrzhVv19Wa2JgAAD4CLrxAwA8TmaecXY4hXr9VqlnVID+9oso3bO+QJL07d/GSZIi/e0Kj6zrzg8AAJofyT4AwOM0NrOP1unWHqFaf6xSS7PLlPrjDrPDAQDAZ7CMHwDgUSpq7Mpyqvtm273W7a+XRKpXVMP5BbrzAwDQckj2AQAeZVt+tWrq5YiJ4VbFh9CcrzULC/DTouExDcY/P1xpQjQAAPgGkn0AgEfJyGMJvyfqE91w9cXzWSUmRAIAgG8g2QcAeJRMp3r9lHiW8HuqtUcrtcXplzcAAKB5kOwDADyK88z+RXTi92jztzO7DwBASyDZBwB4jIJKm/aerNuk3WqRBsQws+/J3v2hXAdLaswOAwAAr0OyDwDwGJudZvV7RwcoLICPMk9Wa5deZHYfAIBmxzckAIDHyMh1bs7HrL43WLKnTIWVNrPDAADAq5DsAwA8RkZeteE4lXp9r1BaY9fru0vNDgMAAK9Csg8A8Ah2u12ZTsv4U9h2z2u8tKNElbV2s8MAAMBrkOwDADzCj6W1Ol5et9Q71N+iXlH+JkaEcxXmb3H8c065Tcv2lpkYDQAA3oVkHwDgETKdlvAPjA2Qv5/FxdXwBP/VM9RwPD+rRDY7s/sAADQHkn0AgEdo2JyPJfye7t4+4bLW+33N7qIaffpjpXkBAQDgRUj2AQAeIcOpXj81nk78nqaosFBFhYX6dtMmFRUWqkuEv8Z2DTFc81xWsUnRAQDgXUj2AQCtXq3Nri1Oy/hpzucdHugXbjj+8liVMp1WcQAAgKZrcrK/YcMG/fWvf9XDDz+s77//XpJUWlqqjIwMnTx5stkDBABgd1GNSmvqarnjgv2UGG41MSI0l0FxgRraPsgw9nxWiUnRAADgPdxO9quqqvTb3/5W1113nZ566im99tprOnz4sCTJarXq5ptv1iuvvNJigQIAfFfDev0AWSw05/MWU51m998/UK79xTUmRQMAgHdwO9l/6qmn9Mknn+iZZ57Rpk2bZK/XLTc4OFhjx47Vxx9/3CJBAgB8W6ZTvX5KPEv4vclVHYPUp942ija79MJ2ZvcBADgXbif7b7/9tiZNmqQpU6YoJiamwfmkpCTt37+/OWMDAECSlJFrrNenE793sVgsut9pdv8f2WXKr6g1KSIAADyf/5kv+Ulubq769+/v8nxQUJBKS0ubJSgAAH5WXmPX9gLn5nx04vdEIb//vSSpS1GRQiIjVT5vnuPczd1C9WTmSR0ts0mSymrsem1XqR4e1MaUWAEA8HRuz+wnJCScduY+IyNDXbp0aY6YAABw+O5ElWrrKsd0QYRVMcE05/NEgWlpCkxLU/x77ykwLc14zmrRPX2Ms/uv7CxVRb3GjAAAwH1uJ/tjxozR66+/7ujAL8nRHOnjjz/W22+/rV//+tfNHyEAwKdlOG25l0q9vtealBymiIC6xou5FTa9tbfMxIgAAPBcbif706dPV+fOnTVs2EiUqhsAACAASURBVDDdeeedslgsmjt3rkaOHKkJEyZo0KBB+v2p5XkAADSXBs35qNf3WpGBfprYM8wwNn97iWx2ZvcBAGgqt5P9iIgI/fvf/9aDDz6o3NxcBQcHa8OGDSotLdXMmTO1cuVKBQcHt2SsAAAf1Ni2e/Be9/QJk3+9XRWzi2q06lCFeQEBAOCh3G7QJ/20xd5DDz2khx56qKXiAQDAIb+iVj8U13Vkt1qkAbHM7HuzTuH++nW3EC3bW+4Yez6rRNclhpgYFQAAnsftmf3S0lIdOnTI5flDhw6prIy6OgBA88l0qtfvGx2gkPrTvvBKD/SLMBx/nVOlTcerXFwNAAAa43ayP2vWLP3mN79xeX7ChAl6/PHHmyUoAAAkKcOpXj81niX8vqB/TIBGdAgyjD2fVWxSNAAAeCa3k/3Vq1dr9OjRLs+PHj1an3/+ebMEBQCAJGXm0pzPV03tZ9yGb+WBCu07WWNSNAAAeB63k/2cnBy1a9fO5fmEhAQdO3asWYICAMBut7Ptng8b3iFI/WLqVnLYJS3YXmJeQAAAeBi3k/24uDjt3LnT5fmdO3cqMjKyWYICAOBgSa3yKmyO4zB/i5Ijm9RXFh7MYrHoAafZ/aXZpcqrqHVxBwAAqM/tZP/qq69WWlqaNm7c2ODcpk2blJaWpquvvrpZgwMA+K5Mp3r9QXEBsvrRnM+X/PqCEHUKszqOK2qlhTtLTYwIAADP4fYUycyZM/Xpp5/quuuu08iRI9WnTx9ZLBZt375dn332mRISEvToo4+2ZKwAAB+Skeu0hJ96fZ8T4GfRPX3C9Nimk46xV3eWamr/cIX6uz1fAQCAT3L7kzIhIUGrV6/WLbfcoq+//lrPPvus/v73v+vrr7/W+PHjtXr1arVv374lYwUA+JCGnfhJ9n3R7T3D1CagbkXHiUqb3vy+3MSIAADwDE0qfmzbtq1efPFF2e125eXlyW63Kz4+XhYLyyoBAM2nxmbX1hPGmf2UOLbd80VtAv00OTlM87LqmvPNzyrWxJ6hlHUAAHAaZ9XpyGKxKD4+vrljAQBAkrSrsEZlNXbHcdsQP0PtNjxT8Zo1kqRDBw+qc2Ki2/fd3SdcL+woUfWpfo37imv14cEKjeka0gJRAgDgHVwm+//6178kSbfeeqssFovj+Exuu+225okMAOCzMnKNS/hT4gJZReYFbIMGSZLKwsJkS0py+74OYVbd3C1U//q+zDE2P6uEZB8AgNNwmezfd999slgsuummmxQYGKj77rvvjC9msVhI9gEA56xBvT5L+H3eA/3CDcn+N7lV2pBTqUsTgkyMCgCA1stlsr9161ZJUmBgoOEYAICW5jyzT3M+9IkO0NUdg/Tp4UrH2HNZJST7AAC44DLZT6xXS2ez2WSxWBQeHq7o6OjzEhgAwDeVVtu0s7DGMHYh2+5B0v39IgzJ/scHK5RdVK2kSFZ+AADgzK2t92pra3XhhRdq6dKlzfbGc+fO1YgRI9S5c2d1795d48eP144dOwzXREVFNfpn2rRpjmvsdrueeuop9erVS+3atdP111+vnTt3nvH933//fV1yySVq27atLrnkEq1cubLZfjYAwNnbeqJatrrefOrexqroIPZUhzS0faAGxtYl9nZJC+p16QcAAHXc+vYUEBCgdu3aNWtzpC+++EJTpkzRJ598ohUrVsjf319jx45VQUGB45rdu3cb/rz55puSpLFjxzqumTdvnhYsWKCnn35a//nPfxQfH68bb7xRxcXFLt/7m2++0R133KFx48Zp/fr1GjdunCZNmqRvv/222X4+AMDZaVivz6y+twhYvFgBixcrLj1dAYsXN/l+i8Wiqf3CDWP/2lum4+W1zREeAABexVJYWGg/82XSX//6V73//vv6/PPPFRwc3OyBlJSUKDExUUuXLtWoUaMavWbq1Kn66quvHEm53W5Xr169dNdddzlm+8vLy5WUlKQnn3xSkydPbvR1Jk+erIKCAr333nuOsRtuuEFxcXF67bXXmvkng6fLzs5WUhO6RgNm8ZZndfLqfL27v9xx/L+XROqePuGnuQOeIjIqynBcVFjY5Neosdl14Ts5OlRSl+A/PDBCj6a0Oef4gPq85e9UeD+eVbjismbf2QUXXCC73a6LL75Yt912m7p27aqQkIZb3tx4441nFUhJSYlsNpuinL4I/Ky4uFjp6emaPn26Y+zAgQPKycnRlVde6RgLCQnRZZddpo0bN7pM9jdt2qTf/e53hrGrrrpKr7zyylnFDgBoPszs43T8/Sy6r0+4Zn5T5BhbuKtEf+gfrrAAyj0AAPiZ28l+/eT4mWeeafQai8Vy1sn+jBkz1L9/fw0ePLjR8++8844qKysNW/vl5ORIkuLj4w3XxsfH6+jRoy7fKycnp9F7jh8/ftoYs7OzT3se3ov/9vAUnv6s5ldJB0tCHcdWi10hBQeUXXSam+AxLnI6Ptvn9TKrFGENUXHtT+WFBZV2PfvVAd3SoeYMdwJN4+l/p8J38Kz6pjOt6HA72W/JBnazZs3Shg0btGrVKlmt1kavSUtL0/XXX6+4uLgG55x7Cdjt9jP2Fzibe1ge45tYGgVP4Q3P6ieHKiSdcBz3jwlUv+RO5gWEFnUuz+tdpUWa+11dc75lx0M044oEWf2ar78QfJs3/J0K38CzClfcTvYvv/zyFglg5syZSk9P18qVK9W1a9dGr/nuu++0efNm/fGPfzSMJyQkSJKOHz+uTp3qvgzm5eU1mLl3vs95Fv9M9wAAWl6DJfzxLOFH437XO1zzs0pUZfvp+EBJrVYeqNDYCxqWGAIA4IvOqrgtKytLH3/8sT7++GNlZWXJbnerx18D06dP1/Lly7VixQr17NnT5XVpaWlKTEzU8OHDDeNdunRRQkKCVq9e7RirqKjQ119/rUsuucTl61188cWGeyRp9erVp70HANDyMnONyX5KHPuno3HtQq0a3z3UMPZcVvFZfycBAMDbuD2zL/1UNz979mwdOXJEUt3S9w4dOmj27NkaN26c2681bdo0vfXWW/rHP/6hqKgoR/19WFiYwsPrui6XlZXp7bff1tSpUxsss7dYLLr33nv1t7/9TUlJSerRo4f+7//+T2FhYbr55psd140ZM0apqamaPXu2JOmee+7Rddddp7lz52r06NH64IMPtH79eq1ataop/zoAAM3Ibrczs48mub9fuN7ILnMcZ+ZV66ucKg1pF2RiVAAAtA5uJ/tLly7V/fffr6SkJP3P//yPevToIbvdrr1792rJkiW6++67VVVVpQkTJrj1egsXLpT005Z39U2fPl0zZ850HKenp6u0tNTl6/7+979XeXm5Hn74YRUWFio1NVXp6emKiIhwXPPDDz+oY8eOjuNLLrlEixYt0pw5c/TUU0/pggsu0KJFi3TRRc6tgwAA58v+4loVVNbNykYEWJTUpkm/k4aPSY4K0LWdg0/1evjJc1klJPsAAEiyFBYWurXeLTU1VdHR0frggw8UHBxsOFdRUaHrrrtORUVFysjIaJFAAbPQ9ASewtOf1eX7ynTn2gLH8RXtArVyFL1UvEmk0/a6RYWF5/yaXx6r1PUf5xnGNtzYVr2iKAHBufH0v1PhO3hW4YrbNfuHDx/WuHHjGiT6khQcHKzx48c7lvcDANBUGbks4UfTXZYQ2KC3w4KsEhdXAwDgO9xO9nv16nXaveuPHDmi5OTkZgkKAOB7MvOqDccpcST7ODOLxaKp/SIMY2/tLdOxslqTIgIAoHVwO9l/4oknlJaWpnfffbfBuXfeeUdLlizRk08+2azBAQB8Q7XNrq0nmNnH2flVl2B1Cbc6jqts0is7md0HAPg2tzsfPf/884qNjdWUKVM0Y8YMXXDBBbJYLNq3b59yc3PVvXt3Pffcc3ruuecc91gsFi1btqxFAgcAeI8dBdWqqDcR2y7ETx1Cz2p3WPggq59F/903XI9sLHKMvbarVA8OiFB4AM8RAMA3uZ3s79q1SxaLRZ06dZIkR31+UFCQOnXqpMrKSu3evdtwj/NWeQAANCYz12kJf3wgnyFokglJoXpqy0nHjg5FVXa9sadM9/YNP8OdAAB4J7eT/W3btrVkHAAAH5aR57SEn3p9r1T27LOSpOM5OWqbkNCsrx0W4Kc7e4Xrma3FjrEXdpTort5h8vfjF0cAAN/DBsYAANNlNujEz7Zp3qh60iRJUl52tqJbYJuou3qH6bmsYlWeKgk5VFKr9/eX66Zuoc3+XgAAtHYUsgEATFVcbdPOwhrD2KBYZvbRdG1DrLqtuzGxfy6rRHa73aSIAAAwD8k+AMBUW09Uq34qlhTpr6ggPp5wdv67X7jqL9rfeqJa645WubweAABvxbcpAICpnJfwp8SxhB9nLykyQKMSgw1j87OKXVwNAID3ItkHAJiK5nxoblP7GTvwf3q4UjsKql1cDQCAdyLZBwCYKsNp273UeJJ9b+W3ZYv8tmxR6M6d8tuypcXe59KEIA12eo6ezyppsfcDAKA1anI3/vLycm3evFm5ubkaMmSI4uLiWiIuAIAPyCmr1Y+ltY7jAD+pXwzL+L1VxPDhkqQ+p46LCgtb7L3u7xeu21fnO46X7yvT4ylt1CHM2mLvCQBAa9Kkmf2XXnpJycnJGj16tCZPnqzt27dLkk6cOKHExEQtWbKkRYIEAHinTKcl/P1jAhRkZU90nLvrE4PVLaIusa+2SS/vYHYfAOA73E72ly5dqpkzZ2rkyJF6/vnnDdvYxMbGasSIEXr33XdbJEgAgHfKyHNawk+9PpqJ1c+i+/tFGMZe312qk1U2kyICAOD8cjvZX7Bgga699lotWrRIo0aNanB+0KBB2r17d7MGBwDwbg068VOvj2Z0W49QxdbbxvFktV1L9pSaGBEAAOeP28n+3r17de2117o8HxsbqxMnTjRLUAAA72e32xvpxE+9PppPiL9Fd/UOM4y9tKNU1Ta7izsAAPAebif7ERERKioqcnl+7969NOsDALht38laFVXVJV1tAizqEdnkvrHAad3VO0zB9Xry/Vhaq/Qfys0LCACA88TtZH/o0KFaunSpKisrG5w7fPiw0tLSNHLkyGYNDgDgvZxn9S+MC5SfheZ8aF6xwVZNSDLO7j+fVWLoPQQAgDdyO9l/7LHHlJeXp+HDh+vVV1+VxWLRp59+qj/96U8aMmSIAgIC9Mgjj7RkrAAAL5LhVK+fGs8SfrSM/+4brvq/RsrKr9aaIw0nLwAA8CZuJ/vdunXTqlWr1K5dOz399NOy2+1asGCB5s2bp4EDB2rVqlXq2LFjS8YKAPAiztvupdCJHy2kWxt//apLsGHsuSy24QMAeLcmFUcmJyfr3XffVWFhofbt2yebzaauXbtSqw8AaJKqWru+y3fado9O/GhBD/SL0IoDFY7j1UcqtS2/Wv1jWFECAPBObs/s1xcVFaWUlBRddNFFio2NVWkp29gAANy3o6BalbV1xx1C/dQ+1Or6BuAcXdw2UL9IMP5C6fmsYpOiAQCg5bmd7K9YsUKzZ882jD377LPq0KGDOnfurNtuu01lZWXNHiAAwPs4N+djCT/Ohwf6hRuO0/eV68eSGpOiAQCgZbmd7C9YsEC5ubmO482bN+uJJ55QamqqJk2apM8++0zz5s1rkSABAN4lI5cl/Dj/ftk5WEn1tnessUsv7WB1IgDAO7md7H///fcaMGCA43j58uWKiYnRO++8o7lz52ry5MlKT09vkSABAN6F5nwwg5/Fovv7Gmf30/aUqqjKZlJEAAC0HLeT/bKyMoWGhjqO//Of/+iqq65SUFCQJKl///46fPhw80cIAPAqJ6ts2l1Yt3TaImlQHE3SfEHVxImqmjhRuWPHqmriRFNiGN89VPHBdV9/iqvtWryb2X0AgPdxO9nv2LGjNm/eLEnau3evdu3apSuvvNJxPj8/X8HBwa5uBwBAkrTlRLXs9Y57RvorMvCs+sXCw5TPm6fyefN04NFHVW5S6V+wv0W/6x1mGHtpR4mqau0u7gAAwDO5/e1q/PjxSktL06233qqbbrpJUVFR+uUvf+k4n5mZqR49erRIkAAA75GZ67SEn3p9nGdTeoUp1N/iOD5aZtPyfTQZBgB4F7eT/QcffFAPPvigjhw5oo4dO+qNN95QZGSkJKmgoEBfffWVRo0a1WKBAgC8g3Mn/lSW8OM8iwm26rdJoYax+VklstuZ3QcAeA//M1/yE6vVqscee0yPPfZYg3PR0dHKzs5u1sAAAN4pk078aAXu6xuuhbtKZTuV3+8orNHnhys1shMliQAA73BWRZJFRUXavn27tm/frqKiouaOCQDgpY6W1epwWa3jONBP6hvNzD7Ov64R/rqhS4hh7LmsEpOiAQCg+TUp2c/MzNSoUaPUrVs3XXHFFbriiivUrVs3XXfddcrMzGypGAEAXsK5Xn9AbIACrRYXVwMta2p/4zZ8645WaotTmQkAAJ7K7WX8GRkZuv766xUQEKDbb79dycnJstvt2rNnj5YvX67rr79eH374oVJSUloyXgCAB8t0SqRS4ljC70sio6IkSRedOi4qLDQvGEkXxgVqSLtAfXms7rmcv71EC4fFmBgVAADNw+1kf86cOYqPj9e///1vtW/f3nDukUce0TXXXKM5c+YoPT292YMEAHiHjDzq9dG6TO0XoS+PnXAcv/tDuf6YWqPEcLe/IgEA0Cq5vYz/22+/1R133NEg0Zek9u3b64477tCmTZuaNTgAgPew2e0NZvbpxA+zXd0pSL2i6hL7Wrv0wnZq9wEAns/tZN9ut8tqtbp+IT8/tqwBALi092SNTlbVfU5EBlrUrQ2zpzCXn8Wi+/sZa/ff2FOmwkqbSREBANA83E72L7zwQi1evFgFBQUNzhUUFCgtLY16fQCASxlOW+6lxAXKz0JzPphvXLdQtQup+0pUWmPXot2lJkYEAMC5c3tKZdasWRo7dqwuuugi/eY3v1FSUpIkac+ePXrzzTdVXFysF154ocUCBQB4towGS/ip10frEGS16O4+4fqfjJOOsZd3lOi/+4YriN0iAAAeyu1k/xe/+IXS09P16KOPav78+YZzgwYN0p///GddeumlzR4gAMA7OG+7lxpPvT5aj8nJYfrb1mKV1PxUapJTbtOyvWX6r55hJkcGAMDZaVKx5JAhQ7RmzRodP35cBw8elCQlJiaqbdu2LRIcAMA7VNbatS2/4TJ+oLWICvLTf/UM1Ys76pbvz88q0YSkUMpNAAAe6aw6I7Vt25YEHwDgtu351aqq1++sU5hVCaGum74CZri3b7he2Vmq2lN9JHcX1ejfP1bol51DzA0MAICz4DLZ//LLL8/qBYcMGXLWwQAAvFODen2W8KMVSgz3168vCNHb+8odY89nlZDsAwA8kstkf/To0bI0Ydma3W6XxWJRfn5+swQGAPAeGc71+izhRyt1f79wQ7L/5bEqZeZWKSWeZxYA4FlcJvsrV648n3EAALxYZp5TvT6JE1qpgbGBGtY+SGuPVjrGnssq0eIRMSZGBQBA07lM9i+//PLzGQcAwEsVVdm0p6jGcexnkQbFsowfrdfU/uGGZH/FgXLtL65R14izanUEAIAp/Ny9sLS0VIcOHXJ5/tChQyorK2uWoAAA3mOLU71+r0h/hQe4/fEDnHdXdghSn+i6xN5mlxZsLzExIgAAms7tb1uzZs3Sb37zG5fnJ0yYoMcff7xZggIAeI8MlvDjlNqBA1U7cKBKe/VS7cCBZofjksVi0QP9IgxjS7PLlF9Ra1JEAAA0ndvJ/urVqzV69GiX50ePHq3PP//c7TeeO3euRowYoc6dO6t79+4aP368duzY0eC677//Xr/97W+VmJio9u3ba+jQodq9e7ck6cCBA4qKimr0z3PPPefyvdevX9/oPXv27HE7fgCAe2jOh5+VrF2rkrVrtfONN1Sydq3Z4ZzWTReEqENo3dekshq7XttVamJEAAA0jdvFZzk5OWrXrp3L8wkJCTp27Jjbb/zFF19oypQpSklJkd1u11/+8heNHTtWGzduVHR0tCRp//79uvbaa3XrrbdqxYoVjoQ8LCxMktSpUydH4v+zDz74QNOmTdOYMWPOGMOGDRsc7yVJcXFxbscPAHBPptMy/hS23YMHCLRadE+fcP3x25OOsVd2luqBfhEK9nd/tyIAAMzidrIfFxennTt3ujy/c+dORUZGuv3G6enphuOXX35ZiYmJ2rBhg0aNGiVJmjNnjq688kr9+c9/dlzXtWtXxz9brVYlJCQYXmflypUaPny44TpX4uPjFRsb63bMAICmOVJaq6NlNsdxsFXqE02yD88wMTlMz2wtVnG1XZKUW2HTm3vLNCk5zOTIAAA4M7eX8V999dVKS0vTxo0bG5zbtGmT0tLSdPXVV591ICUlJbLZbIqKipIk2Ww2rVq1SsnJybrpppvUvXt3jRgxosEvCerbv3+/1q5dq0mTJrn1nsOHD1dycrLGjBmjdevWnXXsAIDGZTjN6g+MDVSAH7Oi8AyRgX4NEvv5WSWy2e0mRQQAgPsshYWFbn1i5eTk6Morr9SxY8c0cuRI9enTRxaLRdu3b9dnn32mhIQEff7552rfvv1ZBTJp0iTt3btXa9askdVqVU5OjpKTkxUaGqpZs2Zp6NChWrdunWbPnq2lS5fql7/8ZYPXeOKJJ7RkyRLt3LlTAQGuZ46ys7O1fv16paSkqKqqSm+99ZYWLVqkDz74QEOGDDntfQAA983fH6C0H+v+Pr6tQ7Ue7FZ9mjuA1uVYpUVjvw1Wrb3ul1T/17tSw2Jp1gcAMFdSUtJpz7ud7EvS8ePHNXv2bH344YcqLi6WJEVERGj06NGaPXt2gyX17po1a5bS09O1atUqx/L7o0ePqnfv3rr55pu1cOFCx7V33nmnCgsLtXz5csNr1NTUqF+/frrlllv0xBNPNDmGcePGyWq16s033zyrnwHeKzs7+4z/IwGtQWt8VsesytO6evuVLxwWrZu7hZoYEVqD1visns7d6/L11t5yx/GlbQO16vp4EyPC+eBpzyl8F88qXHG7Zl+S2rZtqxdffFF2u115eXmy2+2Kj4+XxXL2SzJnzpyp9PR0rVy50lBnHxsbK39/fyUnJxuu79mzZ6NL+T/++GMdO3ZMt99++1nFkZqaetoSAQBA09jsdm3OoxM/6oQPGyZJ6l1ZqeCgoFbfkf9nD/SLMCT7G45X6ZvjlRrcNsjEqAAAOL0mJfs/s1gsio8/999oT58+Xenp6frggw/Us2dPw7nAwEClpKQ0WDr//fffq3Pnzg1ea8mSJRoyZIh69OhxVrFs27btrFcmAAAayi6qcTQ2k6ToIIu6RlhNjAhms27dKknytPZ2/WICdGWHIP3nSN0qleezSvTGlST7AIDW66yS/eYwbdo0vfXWW/rHP/6hqKgo5eTkSJLCwsIUHh4uSZo6daomT56syy67TEOHDtX69euVnp6upUuXGl7r0KFD+vzzz/XSSy81+l533323pJ86/kvSCy+8oMTERPXu3VtVVVVatmyZPvzwQy1ZsqSlflwA8DkZuQ1n9c9lJRhgpqn9ww3J/gcHKrS3qEbdI037KgUAwGmZ9gn1cx3+DTfcYBifPn26Zs6cKUkaPXq0nn32Wc2dO1czZsxQt27d9NJLL+naa6813PPGG2+oTZs2GjNmTKPv9eOPPxqOq6ur9fjjj+vo0aMKDg5W7969tWzZMl1zzTXN9eMBgM/LzDM24kuJZwk/PNew9kHqHxOgbfk/Pdd2SS/sKNHffhFlbmAAALjQpAZ9gC+i6Qk8RWt7VkesPK7N9RL+t0bG6trOwSZGBLNFRhkT46LCQpMiOTvL9pbpd+sKHMfBVinrlnaKC6Y8xRu1tr9TAVd4VuGKn9kBAAC8T0WNXVn5TjP7ca63RAU8wY0XhKhTWF1iX1Ervbqz1MSIAABwjWQfANDssgqqVW2rO04Mtyo+hNlPeLYAP4vu7RtuGFu4s1RlNTYXdwAAYB6XNfuHDh06qxdsrFM+AMC3NNacD/AGt/cM1dNbTupk1U9VkCcqbfrX92Wa0iv8DHcCAHB+uUz2BwwYcFZdk/Pz888pIACA58vIMyb7KfEs4Yd3iAjw0x3JYXp2W4ljbH5WiSb1DJPVj90mAACth8tkf/78+YZk326366WXXtLBgwd1yy23qEePHrLb7fr++++1fPlyJSYmOra4AwD4tsxcY70+M/vwJnf3CdeC7SWOUpUfimv14cEKjekaYm5gAADU4zLZnzBhguH42WefVVlZmTZv3qyYmBjDuRkzZuiaa67RiRMnWiZKAIDHKKy06fuTNY5jP4s0MJaZfXiP9qFWjesWqn9+X+YYez6rWL/qEnxWqyIBAGgJbjfoW7hwoSZNmtQg0ZekuLg4TZw4Ua+++mqzBgcA8DyZTkv4e0f5KyyAfrDwLg/0M9bob8qt1objVS6uBgDg/HP721deXp6qq6tdnq+pqVFeXl6zBAUA8FwNmvPFs4Qf3qd3dICu6RRkGHs+q8TF1QAAnH9uJ/sDBgzQwoULdeDAgQbn9u/fr4ULF2rAgAHNGhwAwPNk5FGvD99wf78Iw/HHByuUXeR6YgQAgPPJZc2+sz//+c+68cYbNXjwYI0aNUo9evSQJGVnZ2vVqlXy9/fXnDlzWixQAEDrZ7fbGyzjT2FmH17qinaBGhQboC0nfkrw7fqpM/+8IdHmBgYAgJqQ7F988cX6/PPPNWfOHH366ad6//33JUmhoaG65pprNGvWLPXu3bvFAgUAtH4/ltbqeLnNcRxitah3lNsfNfByRYWFkn6aKEhKSjI5mnNnsVg0tV+47lhb4Bh7c2+ZHk1po7YhVhMjAwCgCcm+JCUnJ+uNN96QzWZTXl6e7Ha74uPj5edH4yUAgJTptIR/UFyA/Nl7HF5sTNcQJWacGtII/gAAIABJREFU1MGSWklSZa30ys5SPZbSxuTIAAC+7qyydLvdLn9/f8XGxpLoAwAcnJvzpVCvDy/n72fRfX2Nnflf21Wi0mqbizsAADg/mpSpZ2ZmauzYserQoYN69OihL7/8UpJ04sQJ3XLLLVq7dm2LBAkA8AwZTvX6qXEBJkUCnD+/TQpVVGDdCpaCSruWZpeZGBEAAE1I9r/55htdd911+uGHH3TrrbfKbrc7zsXGxqqkpERvvPFGiwQJAGj9am12bXFaxk9zPviC8AA/TekVZhhbsL1ENTa7izsAAGh5bif7Tz75pLp3766NGzfqj3/8Y4PzV1xxhb799ttmDQ4A4Dl2F9WotKbeL4KD/NQlnCZl8A2/6x2uwHrfqg6U1GrlgXLzAgIA+Dy3G/RlZmbqscceU3BwsMrKGi5N69ixo3Jycpo1OACA53Cu10+ND5DFQnM+1An5/e8lSV2KihQSGanyefNMjqj5JIRadWuPUC3ZU/cd6fmsEo3tGsL/BwAAU7id7Pv5+Z22GV9OTo5CQkKaJSgAgOfJzKM5H04vMC1NkhR/6tibkn1J+u++4YZkPzOvWl/mVOnydkEmRgUA8FVuL+MfNGiQVq1a1ei5qqoqvf322xo8eHCzBQYA8CwZucZ6/VTq9eFjkqMC9MvOwYax57cVmxQNAMDXuZ3sP/jgg1q3bp3uv/9+bdu2TZJ07NgxffbZZxozZox++OEHPfTQQy0WKACg9SqvsWt7gVNzPjrxwwdN7Wfchu+THyu1q7DaxdUAALQct5P9ESNG6OWXX9aHH36oG2+8UZJ07733aty4cdq1a5cWLlyoiy++uMUCBQC0Xt+dqFJtvcbjXSOsig2mOR98zy8SAhtsOTk/q8SkaAAAvsztmv3/396dx0dVnX8c/85M9o2sLIWERRJ2RBaxKChgRRQEWYpVq6AgLoC2all+VtRq1arUpSpYtFhXUCKLRXApSqjgAgYVBEHAFbInZF9m7u8PyCR3sgJJZjLzeb9e8zL3zL13ngnXyX3mnPMcSZoyZYouueQSbd68Wd99950cDoe6du2q0aNHKywsrOETAAC80g6XJfcGMV8fPspisWhev3Bduznb2bbquyLdNTBC7UP4AgwA0HIanez/73//U48ePRQbG6tLL720xvNZWVnau3evzj333CYNEADg+WoU52O+PnzYuIQgdQm36XC+XZJU5pCW7SnQ4sFt3BwZAMCXNHoY//jx47V58+Y6n//oo480fvz4JgkKANC61Fh2j/n68GE2q0W39DGPeHxhX6Hyyx1uiggA4IsanewbhlHv82VlZfUuzQcA8E7ZJXYdOtGDKUk2i9Q/hmQfvu2qxBBFB1bdF+WVGXqp2rJ8AAA0t3qH8R87dkx5eXnO7ezsbP3444819svNzdXq1avVoUOHpo8QAODRdrrM1+8d5a8QP778hW8L8bNqZq9Q/S21aum9Z3YXaFavUPlbLW6MDADgK+pN9p955hn97W9/k3S84MzChQu1cOHCWvc1DEN//vOfmz5CAIBH25HJEH6gNrN6hurJr/JVcmLgy0+Fdq09XKwp3ULcGxgAwCfUm+xfcMEFCgoKkmEYuu+++zRp0iT169fPtI/FYlFISIjOOussDR48uFmDBQB4np0ZFOcDahMXbNPvuofoX/uqhu8/+VWBJncNlsVC7z4AoHnVm+yfc845OueccyRJpaWlGj9+vPr06dMigQEAPJ9hGCy7B9Tjlj5hWrGvSJWVj77MLteWI6U6/1dBbo0LAOD9Gj2pcsGCBbUm+kePHtXevXubNCgAQOvwQ4FdmSVVFcZD/SzqGdnoVV0Br9e9jb8uSTAn9k99XeCmaAAAvqTRyf6KFSs0e/ZsU9vtt9+u3r17a9iwYRo+fLiysrKaPEAAgOfa6TJf/8wYf9koPgaYzOtrXobv/Z9LtTu7vI69AQBoGieV7IeHhzu3t2zZohdeeEFTpkzR3XffrUOHDunRRx9tliABAJ5pR4bLEH7m66Me+R9+qPwPP9Sef/9b+R9+6O5wWszQdoEa2tb8/8ZTX+fXsTcAAE2j0cn+999/r549ezq316xZo44dO2rp0qW67bbbNGvWLL3zzjvNEiQAwDPVrMRPso+6OQYMkGPAABX16iXHgAHuDqdFzXHp3X/zYLF+LrS7KRoAgC9odLJfVlYmf/+q5ZQ2b96sCy+8UFbr8VN069ZNR48ebfoIAQAeqcJhaFeWuWd/YBzL7gG1uSQ+SGdE2JzbFYa0bA9z9wEAzafRyX7nzp314Ykhdzt37tThw4c1atQo5/Pp6emmYf4AAO+2N7dCRRWGczsuyKr4UFs9RwC+y2a1aE4f833Sin2FOlbmqOMIAABOT6OT/euuu05r1qzRsGHDNGnSJHXs2FG/+c1vnM9v377dNMwfAODdXIvzDYwLYO1woB5XdA9RbFDVrdexckMvflvoxogAAN6s0cn+zJkz9cQTT6hbt24aO3asVq9ereDgYElSTk6OMjIyNHXq1GYLFADgWXZkuM7XZwg/UJ9gP4tm9Qo1tS3dXahyh1HHEQAAnLqTWgz5mmuu0TXXXFOjPSoqyjnEHwDgG3ZkUokfJ8d/xQpJUmxamvzbtVP59OnuDMctZvYM1eNfFqjYfjzB/7nIrtUHi3VF9xA3RwYA8DYnlewDACBJheUOfZPjUpyPSvxoQMhtt0mSupzYzvPBZD8myKarEkO0fG/V8P2nvs7XtDOCmQYDAGhSjU72x48f3+A+FotF69atO62AAACe78vsctmrjTzuFm5TVGCjZ4YBPu2WPmF6YV+hKkfv786p0OZfSjWqY5B7AwMAeJVG35k5HA4ZhmF6VFRU6NChQ9q6dat++eUXORxUlAUAX1Bjvj5D+IFG6xrhp/GdzYn9k1+zDB8AoGk1umf/P//5T73P/eEPf9C//vWvJgkKAODZdmYyhB84HXP7hmvt4RLn9oe/lOrLrDL1j+H/JQBA02iSMZeXXnqppkyZokWLFjXF6QAAHq5mzz6V+IGTMTguQL9uZ07s/0HvPgCgCTXZBMukpCTt3LmzqU4HAPBQmSV2fV9gd277WaR+0fRGAidrXt8w0/bqQ8X6saDCTdEAALxNkyX77733niIiIprqdAAAD7UzwzyEv0+0v4L9qCIOnKwx8UFKalM1o9JuSEv3FNZzBAAAjdfoOfsPP/xwre15eXnaunWrvvrqK91xxx1NFhgAwDPtyHQZws98feCUWC0Wzekbpnn/y3W2vbivUHeeGa5IVrcAAJymRif7Dz30UK3tkZGR6tatm5588kldffXVTRYYAMAz7XSZrz+Q+frAKftttxDdv/OY0ouPr2hUUGFoxb5C3dY/3M2RAQBau0Yn+zk5Oc0ZBwCgFTAMQztcKvHTsw+cuiA/i2b3CtNfdh5zti3dU6Cb+4QpwMb0GADAqWOMGACg0b4vsCu71OHcDvOzmOYcAzh51/UMVWi1uhdHix1642CRGyMCAHgDtyX7S5Ys0ciRIxUfH68zzjhD06ZN0549e2rsd+DAAV199dVKSEhQhw4dNGLECO3bt8/5/KWXXqrIyEjT47rrrmvw9deuXauhQ4eqbdu2Gjp0qNavX9+k7w8AvJHrknsDYv1ls9L7CJyOqECrrk4MMbX94+sCGYbhpogAAN6gzmQ/KipKMTExKisrc25HR0c3+IiLi1PPnj01e/ZsZWZm1vnCW7du1fXXX69NmzZp3bp18vPz08SJE03TBQ4fPqwxY8aoc+fOWrdunbZt26a77rpLoaGhpnNdddVV2rdvn/Px97//vd43/emnn+q6667T1KlTlZKSoqlTp2r69On6/PPPG/VLAwBfRXE+oHnc3CdM1b83+ya3Qu//XOq+gAAArV6dYy//9Kc/yWKxyM/Pz7TdELvdrqNHj2rt2rXKz8/Xq6++Wut+ycnJpu1ly5YpISFB27dv19ixYyVJ999/v0aNGqUHHnjAuV+XLl1qnCskJETt2rVrMLZKzz77rIYPH+5cPaBHjx5KSUnRs88+q+eff77R5wEAX+O67N7AOJJ9oCl0DvfTxC7BSj5U7Gx78qt8/aZTkBujAgC0ZnUm+wsXLqx3uyFJSUl65JFHGr1/QUGBHA6HIiMjJUkOh0MbN27UbbfdpsmTJys1NVUJCQmaO3euJk2aZDp29erVWr16tdq2basLL7xQ8+fPV3h43VVsP/vsM91www2mttGjR+u55547iXcIAL6l3GFoV5ZrcT4q8aPxih5/XJKUnpamtifxJb2vmNc3zJTspxwtU2pmmQYwggYAcAqararS+PHjFRMT0+j9FyxYoH79+unss8+WJGVkZKigoEBLlizRokWLtHjxYm3ZskWzZs1SSEiILr74YknS1KlTFR8fr/bt22vv3r2699579fXXX2vNmjV1vlZaWpri4uJMbXFxcUpPT683xv379zf6/cC78G+P1qI5r9V9BRYV24Od2zH+hop+OaT9TNlHY517rvPHTEnis9UkVNLgNoH6PM/mbPvrtiN6oGdZ3QehWfH3H60F16pvSkxMrPf5OpP911577ZRe8He/+52k48PtaxtyX5tFixZp+/bt2rhxo2y243/gHI7j1Z4vueQSzZkzR5LUv39/paamavny5c5kf/r06c7z9OnTR126dNHo0aOVmpqqAQMG1PmarlMSDMNocJpCQ79MeKf9+/fzb49Wobmv1f/tK5SU69w+u32wkpI6NdvrwXvxuVq3PwWV6LfvZzm3P8jy0yPtO6pzOKtetDSuU7QWXKuoS51/OW6++eYabZXJsGt12OpJcmWy31gLFy5UcnKy1q9fb/pyICYmRn5+furRo4dp/6SkpBrz/as766yzZLPZdPDgwTqT/Xbt2tXoxc/MzKzR2w8AqOJaiX8Q8/WBJvebToHqFemnb3IrJEl2Q3pmd4EePifSzZEBAFqbOpP9Xbt2mbbz8/N14403Kjw8XLNnz1b37t1lGIYOHDigZcuWqbCwUEuXLj2pF58/f76Sk5P19ttvKykpyfRcQECABg4cWGNIyoEDBxQfH1/nOXfv3i273V5vwb4hQ4Zo8+bNmjdvnrNt8+bNGjp06EnFDwC+pGYlfubrA03NYrFoTt8w3bK1ahTNy/uLtOCsCEUFum3FZABAK1Rnsp+QkGDanjdvnqKiorR27VpTT37fvn112WWXacKECVq2bJmeeOKJRr3wHXfcoZUrV+rll19WZGSk0tLSJEmhoaEKCwtzvuaMGTM0bNgwjRgxQikpKUpOTtYrr7wiSTp06JBWrVqliy66SNHR0dq3b5/uuusu9e/fX+ecc47ztS677DINGjRIixcvliTdeOONuuSSS7RkyRKNGzdOb7/9tlJSUrRx48ZGxQ4Avqag3KG9J3oaK51F0TCgWUzpFqK/7Dimo8XHpzQWVhh6YW+hbj+z7uLDAAC4avRXxOvXr9f48eNrnddutVp12WWXaf369Y1+4eXLlys/P18TJkxQjx49nI+nnnrKuc+4ceP0+OOP66mnntKwYcO0bNkyLV26VGPGjJEk+fv766OPPtKkSZM0ZMgQzZ8/XyNHjtTatWudc/+l418KHD161Lk9dOhQvfDCC3rttdd07rnn6vXXX9cLL7ygwYMHNzp+APAlu7LK5ag2g6t7hJ8i6WXESbKmpsqamqqQb76RNTXV3eF4rECbRTf2DjO1LfumQCUVRh1HAABQU6OrvVRUVOiHH36o8/nDhw+rvLy8zudd5ebmNryTpKuuukpXXXVVrc916tRJGzZsaPAcX331VY22CRMmaMKECY2KAQB83U6X+foD4xjCj5MXfsEFkqTeJ7bzGnkv4Ium9wjVo7vyVXAiwU8vdmjVwSJdkxTq5sgAAK1Fo7tlRo0apeeee05vvPGGqUCfYRhatWqVli9frtGjRzdLkAAA99qRaf4ydxBD+IFmFRlo1TU9Qkxt//i6QA6D3n0AQOM0umf/b3/7m/bu3avZs2frrrvuUteuXWWxWHTw4EGlp6crMTFRDz30UHPGCgBwkxrF+ajEDzS7m3qHadmeQtlP5Pff5lVo048lGpsQ7N7AAACtQqN79tu1a6ctW7bowQcfVN++fZWdna3MzEz17dtXDz30kLZs2aL27ds3Z6wAADdIL7brxwK7c9vfKvWNYhg/0Nziw/w0uas5sX/q6wI3RQMAaG0a3bMvSYGBgZo9e7Zmz55d6/N79uxR7969a30OANA67XTp1e8b7a8gv5rFWgE0vTl9w7TqYLFz++O0Mu3IKGN0DQCgQaddSvno0aN66qmnNHz4cJ133nlNERMAwIPsyDDP1x/MfH2gxfSPCdAFvwo0tT35db6bogEAtCYn1bNfqaCgQOvWrdOqVau0detW2e129erVS7fddltTxwcAcDPXnv2B9CgCLWpe3zB9+Eupc3v99yU6dKxCXSNO6TYOAOAjGv1Xwm636/3339eqVav0zjvvqLi4WBaLRTNnztQtt9yizp07N2ecAAA3MAxDO1yW3RsUy3x9oCWN/FWg+kT5aXdOhSTJYUjP7C7QI7+OdHNkAABP1uAw/s8//1x33nmnevTooSuuuELffPONbr/9dq1Zs0aGYeiCCy4g0QcAL3Uo367csqqlviL8Lereht5EoCVZLBbN7Rtuant5f5GySux1HAEAQAM9+4MGDdKhQ4fUqVMn/f73v9eUKVPUp08fSdIPP/zQIgECANzHtVf/rNgAWS0U5wNa2uRuwbpvR55+KXJIkorthp7fW6g/DYhwc2QAAE9Vb8/+wYMHlZCQoLvvvlt33nmnM9EHAPiGHS7z9QfFMYQfcAd/q0U39Q4ztT33TaGKK4w6jgAA+Lp6k/2nn35aXbt21ezZs5WUlKTrr79eGzZsUHl5eX2HAQC8xE6XSvwDqcQPuM21PUIV4V81siazxKHXDxS5MSIAgCerN9m/8sor9dZbb2nPnj2aP3++vv32W1111VXq3r27Fi5cKIvFIgvDOQHAK5U7DO3Kdu3ZJ9kH3CUiwKrpPUJNbf/YnS+HQe8+AKCmBgv0SVK7du00d+5cpaSk6OOPP9aMGTO0a9cuGYahOXPm6KabbtK6detUWFjY3PECAFrI7uxylVar//WrEKs6hNjcFxAAze4dJr9q/SzfHbNrww8l7gsIAOCxTrqkcq9evXTPPffonnvuUUpKilauXKl169bp9ddfV1BQkI4cOdIccQIAWtjOTIbwo2mVXXutJCkvL09t2rRxczStU8dQm6Z0C9br3xU72576ukDjOge7MSoAgCc6rfWThg8fruHDh+uxxx7Thg0btGrVqqaKCwDgZjWL85Hs4/QUP/GEJOn7/fuVmJjo5mhar7l9w03J/ifpZfokrVRD2wW6MSoAgKdp1DD+hgQGBuryyy/Xa6+91hSnAwB4gJ0uy+7Rsw94hj7R/hrd0ZzYP/V1gZuiAQB4qiZJ9gEA3iW/3KG9uRXObYukAbEsuwd4inl9zcvw/eeHEh3IY7UkAEAVkn0AQA2pmeWqXt87qY2f2gTwJwPwFCM6BKp/dNUXcIbo3QcAmHHnBgCoYafLfP2BzNcHPIrFYtFcl979F78t0qv7WRkJAHAcyT4AoIYdLvP1BzGEH/A4E7sGKyHMvBzm3P/l6p0fius4AgDgS0j2AQA1uC67RyV+NIU2kZFqExmpwUOGqE1kpLvDafX8rRY9MzxK1WfY2A1pxofZ+t/RUvcFBgDwCCT7AACTo0V2/VRod24HWKU+UfTsA57ovPaBWn5+tKyWqrYSu/S797P0VTYF+wDAl5HsAwBMXOfr94/xV4DNUsfeANztsi7B+vuvzSMljpUbmvxupg4dq6jjKACAtyPZBwCYuM7XHxjLEH7A013bI1R3D4owtaUXO3T5u5lKK7LXcRQAwJuR7AMATHYwXx9olf7QL0w39wk1tR3Ot2vye1nKLXW4KSoAgLuQ7AMAnByGUWMYP5X4gdbBYrHo/iFt9Nszgk3tX2eX63cfZKm4wnBTZAAAdyDZBwA4fXesQsfKqhKCNgEWdYvwc2NEAE6G1WLR0+dFaUynQFP7trQyXfdhtiocJPwA4CtI9gEATjsyzEP4B8YGyGqhOB/QmvhbLfrXyGid09Y8BeedH0s073+5MgwSfgDwBST7AACnHTWG8DNfH2iNQvysev3CGPWOMo/MefVAke7+/JibogIAtCSSfQCA007XSvxxzNcHWqvIQKtWXxSrhDCbqf2prwv05Ff5booKANBSSPYBAJKkUruhr7JrDuMH0Hp1CLHprYtiFRdkvuW7+/Njenl/oZuiAgC0BJJ9AIAkaXd2ucqqrc7VKdSm9iG2ug8A0Cqc0cZPb14Uo3B/c/2Nef/L1X++L3ZTVACA5kayDwCQVHO+/kCW3AO8xpkxAXp1dIwCq31/5zCk6z7K1tajpe4LDADQbEj2AQCSpB0u8/UHxTGEH/AmwzsE6vnzo2Wt1sFfapeufD9Lu7LK6j4QANAqkewDACRJOzOZr4/mZT/zTNnPPFOFPXvKfuaZ7g7HJ43rHKzHh0Wa2o6VG5rybpYOHqtwU1QAgObg1/AuAABvl1fm0Ld5VTf6FkkDGMaPJlbw0UeSpP379ysxMdHN0fiua5JClV3i0D07qpbgyyhx6PJNmdp0aRy1OgDAS9CzDwBQqst8/Z6Rfgr3508E4K1u7RemOX3CTG3fF9g1+d1M5ZY66jgKANCacCcHANAO1yH8zNcHvJrFYtF9QyJ0xRnBpvbdORX63QdZKqog4QeA1o5kHwBQszgf8/UBr2e1WPTUeVEaEx9kat+WVqYZH+ao3GG4KTIAQFMg2QcAaCfL7gE+yd9q0YoLovXrduYv+Db9WKK5W3PkMEj4AaC1ItkHAB/3S6FdR4qqhuwG2qQ+0ST7gK8I9rPotdEx6hNlrtv8+nfF+vNnx2SQ8ANAq0Q1fgDwcTtcevXPjA6Qf/WFuIEmEnb++ZKkXqWlCgoMdFbnh/tFBlq1+qJYXbwhQ4fz7c72p3cXKDbIqj/0D3djdACAU0GyDwA+bqfLfP2BcfTqo3nYdu2SJIW6OQ7Urn2ITW9dFKsxGzKUXlw12ufeHccUE2TVNUn8ywFAa8IwfgDwca6V+CnOB/iurhF+evM3MYrwN4/uue3jXK3/vthNUQEATgXJPgD4MIdh6AuXYfyDWHYP8Gn9YwL06oUxCrRVtTkMaeZH2Uo5Uuq+wAAAJ4VkHwB82P68CuWXVxXfigywqGu4rZ4jAPiC89oH6oXzo1W9fEepXbrygyylunxBCADwTCT7AODDdmTU7NW3WCjOB0C6tHOwnjw30tSWX25oyntZ+i6vwk1RAQAai2QfAHzYTpf5+gOZrw+gmqsTQ3Xf4AhTW2aJQ5e/m6kjRfY6jgIAeAK3JftLlizRyJEjFR8frzPOOEPTpk3Tnj17aux34MABXX311UpISFCHDh00YsQI7du3T5KUk5OjO++8U0OGDFH79u3Vp08f/fGPf1R2dna9r/3KK68oMjKyxqOkpKRZ3isAeCrXZfcGUYkfgIt5/cI1r2+Yqe2HArsmb8pUbqmjjqMAAO7mtmR/69atuv7667Vp0yatW7dOfn5+mjhxonJycpz7HD58WGPGjFHnzp21bt06bdu2TXfddZdCQ48v/XLkyBEdOXJE9957rz7++GMtW7ZMH3/8sa6//voGXz8kJET79u0zPYKCgprt/QKApympMPR1Nj37ABp27+AIXdk9xNS2J7dCV7yfpaIKEn4A8ER+7nrh5ORk0/ayZcuUkJCg7du3a+zYsZKk+++/X6NGjdIDDzzg3K9Lly7On3v37q2XX37Zud2tWzfdd999mjZtmo4dO6aICPOws+osFovatWvXRO8GAFqfr3PKVV7tHj0+zKa2wRTnA1CTxWLRk+dGKqfUoXd+rBoJuT29TNM3Z+uV0THyt1LvAwA8icfM2S8oKJDD4VBk5PFCMA6HQxs3blSPHj00efJknXHGGRo5cmSNLwlc5efnKzAwUCEhIfXuV1xcrL59+6p3796aNm2adu3a1WTvBQBagxrF+ejVB1APP6tFL1wQrWHtzJ8V7/5Uqlu25shhGHUcCQBwB49J9hcsWKB+/frp7LPPliRlZGSooKDAObf/rbfe0uTJkzVr1ixt3Lix1nPk5ubqgQce0DXXXCM/v7oHLSQmJuof//iHXn31VS1fvlyBgYG6+OKL9d133zXLewMAT1Rjvn4s8/UB1C/Yz6LXLoxR32jz58Wq74r1f5/mySDhBwCPYcnNzXX7p/KiRYuUnJysjRs3OofpHzlyRL169dKUKVO0fPly574zZ85Ubm6u3nzzTdM5CgsLNWXKFFmtVq1evfqk5t/b7XYNHz5c5513nv72t7/Vud/+/ftP7o0BgAebvCNIPxRXfee7rF+JBrZh7i2az+AhQ0zbn3/2mZsiwenKLJNmfRmkn0rM/UY3dy7TjHiW5QOAlpCYmFjv826bs19p4cKFSk5O1vr1603z8WNiYuTn56cePXqY9k9KSqoxlL+goEBTp06VJK1cufKkC+3ZbDYNGDBABw8erHe/hn6Z8E779+/n3x6twslcq7mlDv2w9Yhz22qRLj2zq8L8PWbAF3wAn62tV6KktxMqNOY/GUorrvqS8JnvA9SjY1td2yPUfcE1Ef7+o7XgWkVd3HpXN3/+fL355ptat26dkpKSTM8FBARo4MCBNXrTDxw4oPj4eOd2fn6+pkyZIofDoVWrVikszLw0TGMYhqHdu3dTsA+Az/jCZQh/z0g/En0AJ6VLuJ/evChWEQHmwnx/2JardYeL3RQVAKCS2+7s7rjjDuec+cjISKWlpSktLU0FBQXOfebNm6e33npLK1as0MGDB/Xiiy8qOTlZM2fOlHQ80Z80aZJyc3P1zDPPqKioyHmesrKqG9nLLrtM9957r3P7oYce0gcNhiBTAAAgAElEQVQffKDDhw/ryy+/1Jw5c7R7925dd911LfcLAAA32pFpXnKP4nxoCXm5ucrLzdXnn32mvNxcd4eDJtAv2l+vj45RULWFPByGNPOjbH30S6n7AgMAuG8Yf+U8/AkTJpja58+fr4ULF0qSxo0bp8cff1xLlizRggUL1K1bNy1dulRjxoyRJKWmpuqzE/P9Bg0aZDrP+vXrNXz4cEnSoUOH1LFjR+dzeXl5uvXWW5Wenq6IiAj1799fGzZsqHEOAPBWNSrxx5HsAzg1w9oH6l8XROvq/2bLfqISVJlDuuqDLL09NlYD+DIRANzCIwr0AZ6MeVBoLRp7rRqGoR4rjyq92jzbLZfFqX8MN+RoGXyueqdX9xfq5q3mERuxQVZtvCRW3du0vtU+uE7RWnCtoi5M0AQAH/Nzod2U6AfbLOoV1fpuxAF4lisTQ/WXIRGmtswShyZuytIvhXY3RQUAvotkHwB8jOt8/TNj/OVvtdSxNwA03ty+4bqtn7lY8k+Fdk1+N1M5pSztCQAtiWQfAHzMTpf5+gPj6NUH0HQWD4rQ1YkhprZvcis07b0sFZaT8ANAS3FbgT4AgHvscFl2j0r8aCnBt94qSeqcl6fgNm1U/MQTbo4IzcFisejxYZHKKXXoPz+UONs/zSjT9M3ZevXCGEYTAUALoGcfAHyI3WEo1XXZPSrxo4UEvPiiAl58UXFr1ijgxRfdHQ6akZ/VoufPj9a57c2fL+/9XKqbU3LkMKgPDQDNjWQfAHzIt3kVKqiousmODrSqc5itniMA4NQE+Vn06ugY9Ys2TxV642CxFn6SJ4OEHwCaFck+APiQmkP4/WWxMJwWQPNoE2DV6oti1C3c/KXism8K9eiufDdFBQC+gWQfAHzIzgzzEP6BDOEH0MzaBtuUPCZW7YLNt50PfJGvF/YWuikqAPB+JPsA4EMozgfAHbqE+2n1RbGKCDCPJLp9W67WHi52U1QA4N1I9gHARxRXGNqd7dqzz7J7AFpG32h/rbwwRkHVRvQbkmZ9lK2Pfimp8zgAwKkh2QcAH/FVdpmq1eZT5zCbYoMozgeg5fy6XaBeHBkjW7UO/jKHdNUH2frCZeQRAOD0kOwDgI/YkcGSewDcb0x8kJ4+L8rUVlBhaMq7Wfo2t7yOowAAJ4tkHwB8xE6XXrOBsQzhB+AeV3QP0QNntzG1ZZU6NOndLP1caHdTVADgXUj2AcBH7MhwKc5Hzz4AN7qlT5j+2D/M1PZToV2TNmUqu4SEHwBOF8k+APiAnFKHDuZX3TzbLFL/aHr2AbjXnwdG6JqkEFPbvrwK/fb9LBWWO9wUFQB4B5J9APABrkP4e0X5K9SfPwEA3MtisWjJryM1LiHI1P55Rrmu2ZytMrtRx5EAgIZwpwcAPqDGEH7m6wPwEH5Wi5afH63h7c1Tiz74uVQ3b82RwyDhB4BTQbIPAD5gRyaV+AF4riA/i14ZHaMzY8xfRL55sFjzP8mTQcIPACfNz90BAACal2EY2pnhWomfZB8tL//DDyVJP/7wg+ITEtwbDDxORIBVb/4mRhdvyNB3x6pqjPzzm0LFBlk1f0CEG6MDgNaHnn0A8HI/FtqVUVJV6CrEz6KekXzXi5bnGDBAjgEDVNSrlxwDBrg7HHiguGCbki+KVftg8y3qg1/k6/m9BW6KCgBaJ5J9APByOzPMQ/jPjPGXn9XipmgAoH6dw/2UPCZWbQLMn1N3bMvTW4eK3BQVALQ+JPsA4OV2ZLoW52MIPwDP1jvKX6sujFGwrSrhNyTdsCVHm38ucV9gANCKkOwDgJerUYk/jkr8ADzf0HaBenFktPyqdfCXO6Sr/5td43MNAFATyT4AeLEKh6HULPMwforzAWgtLooP0jPDo0xthRWGpr6XpX255XUcBQCQqMYPAF5tX26FiiqqlqyKDbIqIczmxojgy/xXrJAkxaalyb9dO5VPn+7OcNBK/PaMEGWVOLTw0zxnW3apQ5M2ZWnTpbHqFMbtLADUhk9HAPBiNefr+8tioTgf3CPkttskSV1ObOeR7KORbuoTpqwShx79Mt/Z9nORXZPezdI7l8QqJogvMQHAFcP4AcCL7XSZ1zowjiH8AFqn/xsYrulJIaa2b/Mq9Nv3slRQ7qjjKADwXST7AODFdmSa57RSiR9Aa2WxWPTYryN1WecgU/uOzHL9/r/ZKrMbdRwJAL6JYfwA4KWKKhzak+NanI9K/ABaL5vVon+eH63c97K05Uips33zL6W6MSVH/xwRJZuVqUoAGmYYhgorDGUUO5RebFdGiUMZxQ5llNjVK8pf4zsHuzvE00ayDwBe6susclXv6OoablM081oBtHKBNoteGR2t8e9kmlYbST5UrOhAqx45pw21SQAf5TAM5ZQ6lFHiUHqxQxnOJN5eS5tDxXWMCJp2RjDJPgDAc7kO4R/MfH0AXiLc36o3L4rRxf/J1IFjFc725XsLFRNk1cKzItwYHYCmVO6o6n3PLKn+X4fSS+zKLHYovcShzBNJfFPM6Mko9o46ICT7AOClahTnY74+AC8SG2RT8pgYjflPho4UVd2YP5yar5hAq27oHebG6ADUp6Dc4Uzc04urfq7sca+e2OeWtXw9jowSkn0AgAersexeHPP1AXiXhDA/JV8Uq7EbMkwJwfxP8hQdZNWUbiH1HA2gqTgMQ7mlx3vYM04MlT/e2368971yLnxlYl9U4RkFNQOsUttgm+KCrWobZFVssE1tg6zqGuEdabJ3vAsAgElWiV2H8+3ObT+L1C+ann0A3qdXlL9W/SZGEzdlORMIQ9KNW3IUFWjV6I5B9Z8AQK0qh89nOJP1E0l8LW2ZJQ55SP6uCH+L4oKtigs6kcQH2xQbZFXbYKtig2xqG2xV2yCbYoOtivC3eHWND5J9APBCO13m6/eJ9lewn/f+MQPg285uG6h/j4zWFe9nOROOCkP6/X+zte7iWGqWACcUllcWr3NJ4KtVoq/8b06pZ2TvFkmxQVbFBVkVd6IXPi6oehJvO/Hc8QQ/iPsdJ5J9APBCO1zm6w9ivj4AL3dhpyA9OzxKs7bkONuKKgxNfS9T71wSp56RTGWC93EYhnLLpX255SeGyJ/oeTcNm6/sjffM4fPOJP7Ef9tWS9zjgq2KCbSypOYpItkHAC+002W+/kDm6wPwAVPPCFF2qUPzP8lztuWUGpq8KUsbL41VfBi3vvB85Q6jRtX5zBO976a2E73wFUaIpHR3h60If4uzp93Z414tmW9b7WdvHz7vKfjEAwAvYxiGdmSYh/HTsw/AV8zuHabMEoce2ZXvbPu5yK5J72bpnUtiFRtkc2N08FWVw+ddK80725xLyHnW8PmYoGqF64KtNYbNV859jwuyMV3QA5HsA4CX+b7ArqzSqiVjwvwsSmrDxz0A37HorHBlltj1r31Fzrb9eRWa+l6W1l0cq3B/qxujgzcwDEO5ZUa1hL1qqHyGS1tmiUOFHjR8vqpwXVXBusokvnpbdKBVfgyfb9W4+wMAL7PTZb7+gFh/5rrBIxQ9/rgkKT0tTW3btXNzNPBmFotFj54TqexSh9YeLnG2f5FZrqs/yNaq38Qo0MbnIswqh89nVOtxrypeV63NOXze3REfF2oz1C7EzznvvW3w8d72ttXmwlcm8W0CGD7vS0j2AcDL7MhkCD88U/n06ZKkzP37FZWY6N5g4PVsVoueGxGtvLIsffhLqbP9oyOlmr0lR8+fH8UXoT6gqMLh7F2vXoHeNJT+RFt2tVFx7lQ5fN5cuM68hFxl73xckE0/HTqgRD5TUQuSfQDwMjWL85HsA/BNgTaLXhoVrQkbM01Lkq45XKzoQKse+3Ubejlbmcrh85U97pkn5sAf/7la24ned08ZPu9vldoG1VZ9vvoc+OP/jQli+DyaBsk+AHiRCoeh1Bo9+1TiB+C7wv2teuM3Mbp4Q6b251U421/YV6iYIKv+b2CEG6ODdPxvl2v1+cqh8jWqz5c4VO4ZHfAKr1Z93rnOe/Wh9NV64Rk+D3cg2QcAL7Inp1zF9qpejHbBVnUMpfI0AN8WE2RT8kUxGvOfDP1SVJUpPrIrXzFBVt3YO8yN0XmnogpHLUPmq+a+V2/zpOHz0YFWU8E61yXkKtvigq0K8aPQIzwbyT4AeJGdLr36A2MD6EkAAEnxYX5KHhOrsRsyTEubLfgkTzGBVk09I8SN0Xk+wzCUZ6o+7zBVonddQq7Ag4bPO9d5r1xCLsh6vICdSxvD5+FtSPYBwIvscKnEP4j5+vAg1tRUSVLIDz/IWlgox4ABbo4IvqZnpL9WXRirCZsyVVQtGb0pJUdRgVZd2CnIjdG1vAqHoawSh6nafPWCdRkuybynDJ8P87M4i9O5LiFXvY3h8/B1JPsA4EV2uBTnY74+PEn4BRdIknqf2M7LzXVbLPBdQ9oG6KVR0bri/Sxn8lphSNdsztaaMTE6u22gewM8TcUVhrnSfLVeeNe27FKHPKH/vXL4vGvxuurD56sXtGP4PNA4JPsA4CWK7NLe3ApT21ksuwcANYzuGKSlw6M086McZ7JbVGHot+9l6Z1L4tQrynO+KK0cPp9RYjctIVdZsM51WTlPHD7fUPX5WIbPA82CZB8AvMTeAqsc1e7xukf4KTKQ3g8AqM3kbiHKLnXozu15zrbcMkOT383UxkvjmvW1qw+fr1wuLuNEsu66hFxGiV1lHjR8PjbYWusScq5F7Bg+D7ifW5P9JUuWaP369Tpw4IACAgI0ePBgLV68WL179zbtd+DAAd1zzz3asmWLysvLlZiYqH/+85/q0aOHJKm0tFR33XWXVq9erZKSEo0YMUKPPfaYOnbsWO/rL1++XE8++aTS0tLUs2dPPfjggxo2bFizvV8AaE67882J/cA4z+mZAgBPNKtXmDJLHHo4Nd/Z9kuRQ5M2ZemZXid3ruIKw7lcXGUvfEYdS8h5yvB5qe7q89XbGD4PtE5uTfa3bt2q66+/XgMHDpRhGPrrX/+qiRMn6pNPPlFUVJQk6fDhwxozZoyuuOIKrVu3TpGRkfr2228VGhrqPM/ChQu1YcMGPf/884qKitL//d//adq0afroo49ks9W+5FRycrIWLFigxx57TOecc46WL1+uqVOnavv27YqPj2+R9w8ATWlPgfkmbBBD+AGgQQsGhCurxKHlewudbQeOVejW3YFa3dmuwmpLyGW49MJXL16XX+4Z6bufRc7idTUTdnNbTJBV/gyfB7yWJTc31zM+mSQVFBQoISFBr7zyisaOHStJmjlzpiwWi/75z3/WekxeXp66d++up59+Wr/97W8lST/99JP69eunN998U6NHj671uNGjR6tPnz568sknnW0DBw7UhAkTtHjx4iZ+Z2jN9u/fr8TERHeHATSo16s/6khpVcL//rg4DaYaPzxIm8hI0zYF+uAp7A5Ds7bkKPlQsbtDqVWos/p8zSXk4oKr2uKCbYpk+LzP4V4VdfGoOfsFBQVyOByKPHEz4HA4tHHjRt12222aPHmyUlNTlZCQoLlz52rSpEmSpNTUVJWXl2vUqFHO83Tq1Ek9evTQJ598UmuyX1ZWptTUVM2dO9fUPmrUKH3yySfN+A4BoHmkF9tNib6/VerrQQWmAMCT2awWLR0epZxShzb/UtoirxkdaHUOj69aLs5Woy0uyKpQf4bPAzh5HpXsL1iwQP369dPZZ58tScrIyFBBQYGWLFmiRYsWafHixdqyZYtmzZqlkJAQXXzxxUpPT5fNZlNMTIzpXHFxcUpPT6/1dbKysmS32xUXF9foY6Tj35rBN/FvD0+Xkm2VVLU+dPcQu348dMB9AQG1GOyyzWcrPM09naX0Y4HaXVD7NND62CyGov0NRftLUf6GYgIMRfkfb6v+c+Xz9U5/Lz3+KM+TfjnldwNfwuepb2poRIfHJPuLFi3S9u3btXHjRuc8e4fjeOnRSy65RHPmzJEk9e/fX6mpqVq+fLkuvvjiOs9nGEaDQ5hcn2/oGIbH+CaGRqE1WLXzmKSqAlPndopQYmJk3QcAHoDPVniidV3smvVRjj78pUTBfpXz22suIVe9rbL6vJXh83AD7lVRF49I9hcuXKjk5GStX79eXbp0cbbHxMTIz8/PWXW/UlJSkpKTkyVJbdu2ld1uV1ZWlmJjY537ZGZm1llZPyYmRjabrUYvfmZmZo3efgBoDXZmlpm2B8YyhB8ATkVMkE3JY2K199v96plEAgWg9XL7BKD58+frzTff1Lp165SUlGR6LiAgQAMHDqwxLOXAgQPOivkDBgyQv7+/Nm/e7Hz+559/1r59+zR06NBaXzMgIEADBgwwHSNJmzdvrvMYAPBUhmFoR4Y52R9EYT4AOC02OukBtHJu7dm/4447tHLlSr388suKjIxUWlqaJCk0NFRhYWGSpHnz5mnGjBkaNmyYRowYoZSUFCUnJ+uVV16RJLVp00a///3vdffddysuLs659F6fPn10wQUXOF9ryJAhmjVrlm644QZJ0i233KLZs2dr0KBBGjp0qF544QUdPXpUM2bMaNlfAgCcpkP5duWWVS2sEu5vUWIbjxi4BQAAADdx693g8uXLJUkTJkwwtc+fP18LFy6UJI0bN06PP/64lixZogULFqhbt25aunSpxowZ49z/r3/9q2w2m2bMmKGSkhKNGDFCS5cudc79l47PZcnKynJuT5o0SdnZ2XrkkUeUlpamXr16adWqVUpISGjOtwwATc61V/+s2ADmjQIAAPg4S25urtHwboDvougJPN2CT3K1dE+hc/sP/cK0eHAbN0YE1K5NpLloZF5urpsiARrG33+0FlyrqAvjPAGgFSuuMPRZuktxPubrw0OVXXutJCkvL09t2vCFFAAAzYlkHwA8gGEYyi83lF3qUHaJ4/h/TzyyShzKqWO7qKLm4KxBsST78EzFTzwhSfqeXigAAJodyT4ANDG7w1BumcOUuGeVOpRTYk7Ys0vNSXy54/Rfu0OIVb8KtTW8IwAAALwayT4A1KPMbtSZoGdVS95zShzKKrUru9Sh3FJD7iqGMr5zsJteGQAAAJ6EZB+ATzAMQ0UVhrJO9LbXmrDXsp1f7tk1TP0sUnSQVdGBVg0IKdaisyLcHRIAAAA8AMk+gFbHYRg6Vlazx921h9117nup3d2R1y/Ez6LoQKuiAo8n7zEnkvioaj87Hye2w/0tspxYZm///v2KDLS6+V0AAADAE5DsA3CrCodxvEfdNTl3SdSzXXrc7Z7d4a6IgOOJe8yJ5DwqqOrnaGfibqv2s1XBfhZ3hw0AAAAvQbIPoMkUVxguybm5h716kbqsE/sdK/PsrN1qkalHvUYvu8vPMYFWRQZa5W8lcQdctYmMlCQNPrGdl5vrvmAAAPByJPsAamjKZeA8SaBNVQl7tUQ9JtCmqGpJe/VkPiLAIquFxB0AAACtC8k+4OXcuQxccwrzs9ToVa/eA199vntlj3uIX9X8dgAAAMCbkewDrUhrWwauMSySIgMt1ZJ2W42kvbaCdYE2knYAAACgLiT7gBt4+zJwMdUqykcH1V+kLjLAKhvz2wEAAIAmRbIPnCZfXAbOdV57bcvAAQAAAHAfkn2gmtqWgdt71Ca/4nyvWwbOuc0ycAAAAIDXIdmH1zqZZeAqt2tfBi5Q0rGWDr9WLAMHAAAAoDFI9uHxfG0ZONcidSwDBwAAAOBkkeyjRdkdhvLKzMPkfWEZOFPROpaBAwAAANDMSPZxyqovA+faq+5Ny8D5lRaoS1xkjWXgqm+zDBwAAAAAT0KyD+cycPUm7F66DJxrkbraloHbvz9biYlt3PQuAAAAAODkkex7Gddl4LJLTgyZb+XLwAXbLKZedZaBAwAAAIC6kex7kT9/lqdndhe0mmXgKnvVa18GzlykjmXgAAAAAKDxSPa9SKDV0qKJvtUiRQWYe9nrWwauch+WgQMA32Q/80xJUklpqYICA90cDQAA3o1k34tEB1lP+djqy8DVHBZf1cNe/TmWgQMAnIyCjz6SJO3fv1+JiYlujgYAAO9Gsu9FogOPJ/thfhZFVStE19AycNGBVoWyDBwAAAAAeA2SfS8yqWuwLu8azDJwAAAAAODjSPa9SABJPgAAAABA0qlP8gYAAAAAAB6JZB8AAAAAAC/DMH4AANAiws4/X5LU68TSe5XV+QEAQNMj2QcAAC3CtmuXJCnUzXEAAOALGMYPAAAAAICXIdkHAAAAAMDLkOwDAAAAAOBlSPYBAAAAAPAyJPsAAAAAAHgZkn0AAAAAALwMyT4AAAAAAF6GZB8AAAAAAC9Dsg8AAAAAgJch2QcAAAAAwMuQ7AMAAAAA4GVI9gEAAAAA8DKW3Nxcw91BAAAAAACApkPPPgAAAAAAXoZkHwAAAAAAL0OyDwAAAACAlyHZBwAAAADAy5DsAwAAAADgZUj24RGWLFmikSNHKj4+XmeccYamTZumPXv2mPYxDEMPPvigevbsqfbt2+vSSy/VN998Y9rn0Ucf1ZgxY/SrX/1KkZGRtb7Wzp07NWHCBHXu3FkJCQm67LLLtGPHjnrjO3r0qGbOnKkhQ4YoOjpaN910U637rV27VkOHDlXbtm01dOhQrV+/vsH3vmLFCo0bN04JCQmKjIzU999/b3re4XDoiiuuUN++fdWuXTv16NFDN9xwg3755ZcGz42mx7Va97UqSf369VNkZKTpcc899zR4bjQtrtO6r9OUlJQa12jlY82aNQ2eH02La7X+z9TU1FRNnDhRCQkJ6tq1q2699VYVFBQ0eG40PV+9VnNycnTnnXdqyJAhat++vfr06aM//vGPys7OPun3hZZHsg+PsHXrVl1//fXatGmT1q1bJz8/P02cOFE5OTnOfZ544gk9/fTTevjhh/Xf//5XcXFxuvzyy5Wfn+/cp7S0VOPGjavzA66goECTJ09W+/bt9e677+q9995T+/btNWnSJNN5XJWWlio6Olq33XabBg8eXOs+n376qa677jpNnTpVKSkpmjp1qqZPn67PP/+83vdeVFSkUaNGacGCBXXuM2LECP3rX//SZ599pn//+986fPiwrr766nrPi+bBtVr/tSpJf/rTn7Rv3z7n44477qh3fzQ9rtO6r9OhQ4ears99+/bpj3/8o8LCwnThhRfWe240Pa7Vuq/VI0eOaOLEierSpYs++OADrV69Wnv37tXNN99c73nRPHz1Wj1y5IiOHDmie++9Vx9//LGWLVumjz/+WNdff32N16/vfcE9LLm5uYa7gwBcFRQUKCEhQa+88orGjh0rwzDUs2dPzZo1y5k4FBcXKzExUX/5y180Y8YM0/Fr167Vtddeq9zcXFP7F198oZEjRyo1NVVdunSRJB0+fFgDBgzQ5s2bddZZZzUY27Rp0xQdHa1nn33W1D5jxgzl5OSYeoYmTJig2NhYPf/88w2etzK2Xbt2qXPnzvXuu2HDBl155ZU6evSogoKCGjw3mg/Xqvla7devn2644QbNnTu3wfOg5XCd1v+ZOnjwYJ177rl64oknGjwvmhfXatW1umLFCt13333av3+/bDabJGn37t0699xztXPnTnXr1q3Bc6P5+OK1Wundd9/VtGnT9P333ysiIqJR7wvuQc8+PFJBQYEcDodzGND333+vtLQ0jRo1yrlPcHCwhg0bpk8++aTR5+3evbtiY2P18ssvq7S0VKWlpfr3v/+tTp06qWfPnqcV82effWaKT5JGjx59UvE1Rk5Ojt544w0NHjyYRN8DcK3W9NRTT6lr164677zz9Oijj6qsrKxJzotTx3Vat5SUFB04cEDTp09v0vPi1HCtViktLZW/v78z0ZeOv3dJ2rZt22mdG6fPl6/V/Px8BQYGKiQk5LTiQfMj2YdHWrBggfr166ezzz5bkpSWliZJiouLM+0XFxen9PT0Rp83PDxcb7/9tpKTk9WhQwd16NBBycnJWrNmjfMP6KlKS0s77fjqs3jxYv3qV79S165d9dNPP2nlypVNcl6cHq5Vs9mzZ2v58uVav369brjhBj3zzDO6/fbbT/u8OD1cp3V78cUX1bdv30b1lqH5ca1WGTFihLKysvT3v/9dZWVlys3NddZAqfy9wH189VrNzc3VAw88oGuuuUZ+fn6nFQ+aH8k+PM6iRYu0fft2vfTSS6ZvsyXJYrGYtg3DqNFWn+LiYs2ZM0dDhgzR+++/r02bNql///668sorVVhYKEnq2LGj8/GHP/zhpGKvL77HHnvMdO4ff/zxpM49b948bdmyRW+99ZZsNptuuOEGGQazcNyJa7WmOXPmaMSIEerbt6+uueYaPfbYY3rppZdqFPJBy+E6rVt2drbWr19Pr76H4Fo169Wrl5599lk9++yz6tChg5KSktS5c2e1bdu2xu8HLctXr9XCwkL97ne/U4cOHXTfffed1OvCPfg6Bh5l4cKFSk5O1vr1653zlCSpXbt2kqT09HR16tTJ2Z6ZmVnjG8r6vPHGGzp06JA2bdrk/HBevny5unTporffflvTpk1TSkqKc//w8PBGn7tdu3Y1vhmtHt91112nyy+/3Plchw4dGn1uSYqJiVFMTIy6d++upKQk9enTR9u2bdOwYcNO6jxoGlyrjTNo0CBJ0sGDBxUdHX3K58Gp4Tqt32uvvSar1aqpU6ee9LFoWlyrtZs6daqmTp2q9PR0hYSEyGKx6Omnn26wDgWaj69eqwUFBc7PypUrVzKVtJWgZx8eY/78+XrzzTe1bt06JSUlmZ7r3Lmz2rVrp82bNzvbSkpKtG3bNg0dOrTRr1FcXCyLxSKrterSt1qtslgscjgckqRu3bo5Hyfz4TxkyBBTfJK0efNmZ3xRUVGmc5/O0KfKWJkL7R5cq4331VdfSaq6CULL4Tpt2EsvvaSJEyeqTZs2J30smg7XasPatm2rsLAwJScnKygoSBdccMFJnwOnz1ev1fz8fE2ZMkUOh8drMesAAALlSURBVEOrVq1SWFhYo18T7kXPPjzCHXfcoZUrV+rll19WZGSkc95TaGiowsLCZLFYdNNNN+mxxx5TYmKiunfvrkcffVShoaGaMmWK8zw//vijcnJy9MMPP0iSvvzyS0nHPxTDwsI0cuRI3X333br99ts1e/ZsORwO/f3vf5fNZtOIESPqjbHyXMeOHZPFYtGXX36pgIAAZ7GUG2+8UZdccomWLFmicePG6e2331ZKSoo2btxY73nT0tKUlpamAwcOSJL27dunvLw8xcfHKyoqSp9++ql27dqlc845R23atNGhQ4f017/+VQkJCTrnnHNO4beN08G1Wv+1+tlnn2n48OGKiIjQF198oUWLFmns2LGKj48/hd82ThXXad3XaaVt27Zp7969evzxx0/mV4smxrVa/7X63HPP6eyzz1ZYWJg2b96su+++W4sXL2Ydczfw1Ws1Pz/fuezfK6+8oqKiIhUVFUk6/uVAQEBAo94X3IOl9+AR6vqjNX/+fC1cuFDS8TlFDz30kFasWKHc3FwNGjRIjz76qHr37u3c/6abbtJrr71W4zzr16/X8OHDJR3/BvPhhx/Wnj17ZLFY1K9fP/35z39u8FvX2mKMj4939lxKx5cbuf/++3X48GF17dpVd911ly677LJ6z/vggw/q4YcfrtH+9NNP66qrrtKXX36pRYsWaffu3SosLFT79u114YUX6vbbb1fHjh3rPTeaHtdq3ddqamqq7rjjDn377bcqKytTfHy8Jk2apFtvvZWKvS2M67Tu67TSjTfeqC+++KLJq/vj5HCt1n+tzp49W++++64KCwuVmJiouXPn6oorrqj3vGgevnqtpqSkaPz48bU+Vz3mxrwvtDySfQAAAAAAvAxz9gEAAAAA8DIk+wAAAAAAeBmSfQAAAAAAvAzJPgAAAAAAXoZkHwAAAAAAL0OyDwAAAACAlyHZBwAAAADAy5DsAwAAAADgZUj2AQAAAADwMv8PkKENeG8BNx4AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-10-05\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/915939199718531072\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-07-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/883169447472750592\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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rHap2M+8OoH0L2r5dQdu3K3z3bgVt3252HAAAEMBYVR7NakTHEM0bEK27Pimpq20rqNHtHzv1P8NiTUwGAOaKGjNGktT7yGNncbFpWQAAQGDjijua3f87I1Lndwv1qS3dU64X91WYlAgAAAAAWg8adzQ7wzC0aGScTony3cf9xo+KtbuoxqRUAAAAANA60LijRcSGBCkzw67Qo3r3ilqvpmU5VFrjMS8YAAAAAAQ4Gne0mDPjbVo41HeuPcdZq+s/KJbXy2J1AAAAAPBzaNzRoi7/VYSmpob71F79plL/2l1uUiIAAAAACGw07mhxDw6NVZ843w0N7tzs1OY8l0mJAAAAACBw0bijxYUFG1oxNl7R1voN3ms80sy1DhVWuU1MBgAAAACBh8YdpkiJDtaiUXE+te/K3fpjdpHcHubdAQAAAOBHNO4wzQXdw3Rdn0if2vvfV2vhjlKTEgEAAABA4KFxh6nmDYzWsCSbT+3v20v1/sEqkxIBAAAAQGChcYeprEGGnhljV0Jo/ZeiV9JV2UX6rqzWvGAAAAAAECBo3GG6TuEWLR1jV1D9WnVyVHs0c61DLjfz7gAAAADaNxp3BITRnUJ0R/9on9rm/BrN3ew0KREAAAAABIbgEz8FaBl/PjNSH+dV663vqutqT+8u19Akm35zSriJyQCg6bmmT5ckOZ1OxcTEmJwGAAAEMhp3BIwgw9BTo+1KX5Wn/WX1+7n/vw+K1SfOql/FWk1MBwBNq/KRRyRJ3+bkKDU11eQ0AAAgkHGrPAJKXEiQMjPssh31lVlW69X0LIfKazzmBQMAAAAAk9C4I+D072DT34bE+tR2F9fqzxuK5fWyWB0AAACA9oXGHQFpZq9w/e7UMJ/ai/sqtWxvhUmJAAAAAMAcNO4ISIZh6J/DYnV6rO8yDLduKta2ApdJqQAAAACg5dG4I2BFWIO0fKxdkcH1G7y7PNK0LIeKqpl3BwAAANA+0LgjoKXGWPXYSN959wNlbl2zziEP8+4AWrGY2FjFxMZq4KBBiomNPfELAABAu0XjjoD3m1PCNev0CJ/aW99V6+HPykxKBAAAAAAth8YdrcK9g2I0KMF3H/cFW0u07odqkxIBAAAAQMugcUerYLMYenaMXfaQ+i9Zj1e6cq1DP1S4TUwGAAAAAM2Lxh2tRpfIYC1Jj5NxVC2/yqMr1jpU42HeHQAAAEDbROOOVmVs51DdmhblU9uQ69L8LSUmJQIAAACA5kXjjlbnln5RGpsc4lN7bGeZVn9baVIiAAAAAGg+NO5odSxBhhanx6lzuMWn/qf1RfqqpNakVAAAAADQPGjc0SrFh1q0LMMu61FfwSU1Xk3Lcqiylnl3AAAAAG0HjTtarUGJNi0YFONT2+mo0S0bi01KBAAAAABNj8YdrdrVp0foNz3CfGrP5VRoxRflJiUCAAAAgKZF445WzTAMPToyVqkxwT71WzYW69NCl0mpAAAAAKDp0Lij1YuyBml5hl3hwfU7vFe5pelZDhVXe0xMBgAAAAC/HI072oTT46x6eHisT+3rUrf+9EGRvF4WqwMAAADQetG4o8343anhuqJXhE/tv/ur9PjOMpMSAUDD3P36yd2vn8pPO03ufv3MjgMAAAJY8ImfArQeDwyJ0bZCl7YV1NTV7t5SogEJNg3vGGJiMgDwVZadLUnKyclRamqqyWkAAEAg44o72pQQi6FlY+yKtdXPu7u90hVrHcqtcJuYDAAAAABODo072pzuUcF6erTdp3ao0qOrsh2q9TDvDgAAAKB1oXFHm3RO11DdfGakT239IZfu31ZiUiIAAAAAODk07mizbu8frdGdfOfaH/q0TGsOVJqUCAAAAAAaj8YdbZYlyNCS9Dh1DPP9Mp+1rkjflNaalAoAAAAAGofGHW1aYphFz2bYZalfq05Ol1fTsxyqqmXeHYB5ItPTFZmertMvv1yR6elmxwEAAAGMxh1t3rCkEN09MNqntqOwRnM+LjYpEQBIlh07ZNmxQxF79siyY4fZcQAAQACjcUe7cF2fSE3qFupTe3Zvhf79ZYVJiQAAAADAPzTuaBcMw9CiUXFKibL41P/8UbF2OWpMSgUAAAAAJ0bjjnYjxhakzLHxCj2qd690H553L3F5zAsGAAAAAMdB4452pa/dqgeHxfrUviyp1fUfFsvrZbE6AAAAAIHHtMZ98eLFGj58uLp27aquXbtq/Pjxeuutt372uTfccINiY2P12GOP+dSrq6t1yy23KCUlRcnJybr00kt18ODBloiPVuwPqRG6PDXcp/afbyr11OflJiUCAAAAgIaZ1rgnJyfrnnvuUXZ2trKysjR69GhNnTpVO3fu9Hnea6+9pq1bt6pTp07HvMecOXO0evVqLV26VG+88YZKS0s1ZcoUud3ulvo00Er9Y2is+tqtPrW5m536OK/apEQAAAAA8PNMa9zPP/98jR8/XikpKerZs6fmzp2ryMhIbd68ue45+/fv12233aYlS5YoODjY5/VOp1MrVqzQ/PnzlZGRobS0ND399NPatWuX1q5d28KfDVqbsGBDyzPsirbVb/Be65VmZhWpiLXqAAAAAASQgJhxd7vdevnll1VeXq7BgwdLkmpra3XVVVfpL3/5i3r16nXMa7Zv366amhqNHTu2rtalSxf16tVLmzZtarHsaL1OiQ7WkyPjfGoHK9yauzdEbg/z7gAAAAACQ/CJn9J8du3apQkTJqiqqkoRERF67rnn1KdPH0nSAw88oLi4OF155ZU/+9q8vDxZLBbFx8f71BMSEpSXl3fcj5uTk9M0n0Azay05W7NfSbq8s1UrDtbfNr+p2KJb3/9Ws7pz6d0MfN2bh3Pfsgb+5DHnv+Vxzs3DuTcP5948nHvztIZzn5qaetzjpjbuqampWr9+vZxOp1atWqXZs2fr9ddfl8Ph0AsvvKD169c3+j29Xq8Mwzjuc050UgJBTk5Oq8jZFvzzVK/2rSnQR7muutrSA1ade1pHnd0l1MRk7Q9f9+bh3JuP89+y+Jo3D+fePJx783DuzdNWzr2pt8rbbDalpKSof//+mjdvnvr27asnnnhC69ev16FDh9SrVy/Fx8crPj5eBw4c0Lx589S7d29JUmJiotxutwoLC33es6CgQAkJCWZ8OmilgoMMPTPGrsSw+m8Hr6Q/rnPoQFmtecEAAAAAQAEy4/4jj8cjl8ulq666Sh9++KHWr19f96dTp0669tpr9dprr0mS0tLSZLValZWVVff6gwcPau/evRoyZIhZnwJaqY7hFi1NtyvoqJs1iqq9mpHlkMvNvDsAAAAA85h2q/zdd9+tCRMmqHPnziorK9PKlSv1wQcf6MUXX1RCQsIxV82Dg4OVlJRUd5tDTEyMLr/8ct11111KSEhQXFyc7rjjDvXp00djxowx4TNCazeqU4jmnhWte7aU1NW2FNTojs1OLRwaa2IyAAAAAO2ZaY17bm6urr76auXl5Sk6Olp9+vTRypUrNW7cOL/f4/7775fFYtHMmTNVVVWl0aNH66mnnpLFYmnG5GjLbugbqfe/dmi9o/5bY/Hucg1NtOmilHATkwFoa5zFxZLazuwdAABoPqY17k8++WSjnv/ZZ58dUwsNDdXChQu1cOHCpoqFdi7IMHT3r1y6YmeIvi1z19Wv/7BYZ9it6hVrPc6rAQAAAKDpNXrGfePGjfrHP/6hW265RV9++aUkqby8XFu2bFFJSckJXg0EvuhgKTPDrpCjbtwor/Vq2vsOldV4zAsGAAAAoF3yu3F3uVz6wx/+oIkTJ+qBBx7Q0qVLdfDgQUmSxWLRxRdfrH/961/NFhRoSWkdbPr7EN+59r3OWv35o2J5vSxWBwAAAKDl+N24P/DAA3rrrbe0cOFCbd682ad5CQ0N1YUXXqg333yzWUICZpj+q3BdemqYT+2lryr1zN5ykxIBAAAAaI/8btxfeuklzZgxQ1deeaXsdvsxx1NTU/XNN980ZTbAVIZh6KHhseod67sUxJxNTm3Nd5mUCgAAAEB74/fidPn5+erbt2+Dx0NCQlRezpVItC3hwUFaPtaujNX5Kq05fJeJyyNNy3Jo3eQE2UPZwQDAyQm74QZJUnenU2ExMap85BGTEwEAgEDl9xX3pKSk415R37Jli7p3794UmYCA0jPGqsdHxvnUvit3a9a6InmYdwdwkmyZmbJlZirhP/+RLTPT7DgAACCA+d24T548Wc8++2zdSvLS4VuJJenNN9/USy+9pN/+9rdNnxAIAL/uEabZvSN8au8crNZDn5aZlAgAAABAe+F3437rrbeqa9euSk9P11VXXXV4/vehh3T22Wdr6tSpSktL0w1HbvsD2qJ7BsZocILNp3b/thJlf19lUiIAAAAA7YHfjXtUVJTefvtt3XTTTcrPz1doaKg2btyo8vJyzZkzR6tXr1ZoaGhzZgVMZbMYejbDrviQ+m8bj1e6MrtI35e7TUwGAAAAoC3ze3E66fC2bzfffLNuvvnm5soDBLTOERYtSY/Tb98u1I/T7QVVHl2x1qHV53WQNcgwNR8AAACAtsfvK+7l5eU6cOBAg8cPHDigioqKJgkFBLKMzqGa0z/Kp7Yxz6W7PykxKREAAACAtszvxv3222/XZZdd1uDxqVOnau7cuU0SCgh0f+kXpbM7h/jUFu0q02vfVJqUCAAAAEBb5XfjnpWVpUmTJjV4fNKkSXrvvfeaJBQQ6IIMQ/8aHacuEb77uF/3QZH2OWtNSgUAAACgLfK7cc/NzVXHjh0bPJ6UlKRDhw41SSigNbCHWpSZYZf1qO+i0hqvLs8qVEWtx7xgAAAAANoUvxv3Dh06aPfu3Q0e3717t2JiYpokFNBaDEiw6f7Bvl/3nxfV6uYNTnm93gZeBQAAAAD+87txHz9+vDIzM7Vp06Zjjm3evFmZmZkaP358k4YDWoOrTovQRaeE+dT+98sKrchhsUYAAAAAv5zf28HNmTNH77zzjiZOnKizzz5bvXv3lmEY2rVrl959910lJSXpjjvuaM6sQEAyDEOPjIjVTkeN9h41337LxmL1i7eqX7zNxHQAAAAAWju/r7gnJSUpKytLv/vd77RhwwY9/PDD+uc//6kNGzZoypQpysrKUqdOnZozKxCwIq1ByhxrV0Rw/T7u1W5pepZDxdXMuwMAAAA4eX5fcZekxMREPfnkk/J6vSooKJDX61VCQoIMwzjxi4E27rRYqx4eHqs/riuqq31T6tbs9UV6YZyd7xMAAAAAJ6VRjfuPDMNQQkJCU2cBWr1LTg3XpjyXluwpr6u9eaBKj+4s0w19o0xMBiDQlK5dK0k6sH+/unbrZm4YAAAQ0Bps3P/3f/9XknTppZfKMIy6xyfy+9//vmmSAa3UfYNjtLXApa0FNXW1+VtKNCDBppEdQ0xMBiCQeNLSJEkVERHypKaanAYAAASyBhv3a6+9VoZh6KKLLpLNZtO11157wjczDIPGHe1eiMXQsgy70lflqaj68JZwbq905VqHsicnqmO4xeSEAAAAAFqTBhv3HTt2SJJsNpvPYwAn1i0yWP8abdcl7xTW1XIrPboy26HXzumg4CDm3QEAAAD4p8HGvdtR83Yej0eGYSgyMlJxcXEtEgxo7cZ3CdVf+kXpwR2ldbUPD7m0YGuJ7h4YY2IyAAAAAK2JX9vBud1u9e/fX88//3xz5wHalDlpUUrv5DvX/vBnZXpjf6VJiQAAAAC0Nn417larVR07dmQ7K6CRLEGGlqTHKTnc91vtmvVF+qa01qRUAAKBddkyWZctU4dXXpF12TJzwwAAgIDmV+MuSdOmTdMLL7ygqqqq5swDtDkJYRY9M8au4KN+71Xi8mra+w5V1XrNCwbAVOE33qjwG29UjwceUPiNN5odBwAABDC/93E/5ZRT5PV6NWjQIP3+979Xjx49FBYWdszzfvOb3zRpQKAtGJoUonsGxeiOj511tU8dNbp1U7EeGcG6EQAAAAAa5nfjfvXVV9f998KFC3/2OYZh0LgDDbi2d4Q25VZr1bf1d61kflGhIYk2XZYaYWIyAAAAAIHM78Z99erVzZkDaPMMw9DjI+O0qyhP+0rcdfWbNzjVL96mPnariekAAAAABCq/G/eRI0c2Zw6gXePuiWcAACAASURBVIi2BWl5RrzOfj1fle7D8+2Vbq+mZRUq64JERdv8XnYCAAAAQDtxUl3Czp079eabb+rNN9/Uzp075fWywBbgrz52q/5nmO8+7vtK3LrugyK+lwAAAAAcw+8r7pL08ssva968efr+++8lSV6vV4ZhKDk5WfPmzdMll1zSLCGBtuay1AhtynMp84uKutqqb6v05OflurZPpInJAAAAAAQavxv3559/Xtddd51SU1N1zz33qGfPnvJ6vdq3b5+WL1+uWbNmyeVyaerUqc2ZF2gz/j4kVtsKavSpo6audtdmp87qYNXQpBATkwEAAAAIJH437g899JAGDBig119/XaGhoT7H/vjHP2rixIl66KGHaNwBP4UGG1o+1q7Rq/JU4jp8i3ytV7pirUPZkxOVEGYxOSEAAACAQOD3jPvBgwd1ySWXHNO0S1JoaKimTJlSdws9AP/0iArWU6N893H/vsKjq7KL5PYw7w4AAACgEY37aaedph9++KHB499//7169erVJKGA9mRitzDd2Nd3rj37h2r9bXupSYkAAAAABBK/G/f58+crMzNTr7766jHHXn75ZS1fvlz33ntvk4YD2os7z4rWiI42n9rCHaV657sqkxIBAAAACBR+z7g/9thjio+P15VXXqnbbrtNp5xyigzD0FdffaX8/HydeuqpevTRR/Xoo4/WvcYwDL344ovNEhxoS4KDDD2TfnjePbfSU1e/et3hefdukY3aAAIAAABAG+J3N7Bnzx4ZhqEuXbpIUt08e0hIiLp06aLq6mrt3bvX5zWGYTRhVKBtSwq3aOkYu369pkDuI+PtRdVezchy6M2JCQqx8P0EAAAAtEd+N+6fffZZc+YAIGlkxxDdNSBa8z4pqattLajRHR879eCwWBOTAWhqFQ8/LEnKy81VYlKSyWkAAEAg4/5bIMBcf0akNuW59Mb++vn2JXvKNSTRpktODTcxGYCmVDNjhiSpICdHcamp5oYBAAABze/F6QC0DMMw9MTIOPWI8t3H/YaPirWnuMakVAAAAADMQuMOBKDYkCBlZtgVclTvXlHr1bT3HSqr8TT8QgAAAABtDo07EKD6xdu0cKjvXPsXzlrd8GGxvF6vSakAAAAAtDQadyCAXZ4arst6+s61v/x1pZbsKTcpEQAAAICWRuMOBDDDMPTgsBj1ifNdR/L2j536JN9lUioATSFo+3YFbd+u8N27FbR9u9lxAABAAGv0qvKVlZXatm2b8vPzNWLECHXo0KE5cgE4Ijw4SMsz4jVmdZ5Kaw7fIl/jkWZkObRucoLsoZYTvAOAQBQ1ZowkqfeRx87iYtOyAACAwNaoK+5PPfWUevXqpUmTJmnmzJnatWuXJKmwsFDdunXT8uXLmyUk0N6dGhOsRSPjfGrflbt19boieZh3BwAAANo0vxv3559/XnPmzNHZZ5+txx57zGdxrPj4eGVkZOjVV19tlpAApMk9wvSnPpE+tXcPVuvBHaUmJQIAAADQEvxu3BctWqRzzjlHzzzzjM4777xjjqelpWnv3r1NGg6Ar7sHRmtoos2n9sC2UmUdrDIpEQAAAIDm5nfjvm/fPp1zzjkNHo+Pj1dhYWGThALw86xBhp4ZY1eH0PpvXa+kq7KLdLDcbV4wAAAAAM3G78Y9KipKTqezweP79u1joTqgBSRHWLQ0PU5BRn2tsNqjmVkOudzMuwMAAABtjd+N++jRo/X888+rurr6mGMHDx5UZmamzj777CYNB+DnpSeH6vb+0T61j/NdmvdJw79cAwAAANA6+d2433nnnSooKNCYMWO0ePFiGYahd955R3fffbdGjBghq9Wqv/71r82ZFcBRbjozUhO6hPjUnvy8XP/5utKkRAAAAACag9+Ne0pKitasWaOOHTvq73//u7xerxYtWqRHHnlE/fr105o1a9S5c+fmzArgKEGGoadH29U10ncf9+s+KFKOs8akVAAAAACaWnBjntyrVy+9+uqrKi4u1ldffSWPx6MePXow2w6YJC4kSJlj7Dr3jXy5PIdrZbVeTX/foXcmJSjC6vfv5gAAAAAEqJP6qT42NlZnnXWWBg4cqPj4eJWXlzd1LgB+OivBpgeGxPjUPi+u1U0biuX1slgdAAAA0Nr53bivWrVK8+bN86k9/PDDSk5OVteuXfX73/9eFRUVTR4QwIld0StCl6SE+dT+b1+lMr/gexIAAABo7fxu3BctWqT8/Py6x9u2bdP8+fM1YMAAzZgxQ++++64eeeSRZgkJ4PgMw9A/h8fqtFjf6Ze/bizW9gKXSakAAAAANAW/G/cvv/xSZ555Zt3jlStXym636+WXX9ZDDz2kmTNn6pVXXmmWkABOLNIapMwMuyKC6zd4d3mkaVkOFVd7TEwGAAAA4Jfwu3GvqKhQeHh43eP3339f48aNU0jI4e2o+vbtq4MHDzZ9QgB+6xVr1aMjYn1q+8vcmrW+SB7m3YGA4po+Xa7p05V/4YVyTZ9udhwAABDA/G7cO3furG3btkmS9u3bpz179mjs2LF1xx0Oh0JDQ5s+IYBGuSglXH88PcKn9taBKj3yWZlJiQD8nMpHHlHlI4/o2zvuUCWjZgAA4Dj83g5uypQpeuCBB/TDDz9oz549io2N1bnnnlt3fOvWrerZs2ezhATQOPcNitG2Apc+ya/fz/3erSUamGDTqE4hJiYDAAAA0Fh+X3G/6aabdNNNN+n7779X586dtWLFCsXEHN6CqqioSB999JHOO++8ZgsKwH82i6Fnx9hlD6n/Fvd4pSuzHTpU4TYxGQAAAIDG8vuKu8Vi0Z133qk777zzmGNxcXHKyclp0mAAfpmukcH61+g4XfJOoX6cbs+r9GjmWodWn9tBwUHGcV8PAAAAIDD4fcX9aE6nU7t27dKuXbvkdDqbOhOAJnJ2l1DdkhblU9uQ69L8LSUmJQIAAADQWI1q3Ldu3arzzjtPKSkpGjVqlEaNGqWUlBRNnDhRW7duba6MAH6BW/tFKSPZd6790Z1lev3bSpMSAQAAAGgMv2+V37Jli84//3xZrVZNmzZNvXr1ktfr1RdffKGVK1fq/PPP13//+1+dddZZzZkXQCNZggwtTo9T+mv5OnjUfPu1HxSpT5xVp0T7/dcAgCYUE3t468aBRx47i4vNCwMAAAKa3z+xL1iwQAkJCXr77bfVqVMnn2N//etfNWHCBC1YsECvvPJKk4cE8Mt0CLXo2Yw4TXyjQLVHBt5LXF5Ny3Lo7fMTFBbMvDsAAAAQqPy+Vf6TTz7RFVdccUzTLkmdOnXSFVdcoc2bNzdpOABNZ3BiiO4dFONT+8xRo79u5CofAAAAEMj8bty9Xq8sFkvDbxQUJK/X2+BxAOa7pneELuwR5lNbkVOh53LKTUoEAAAA4ET8btz79++vZcuWqaio6JhjRUVFyszMZL4dCHCGYejREbHq+ZO59r9sKNZnjhqTUgEAAAA4Hr9n3G+//XZdeOGFGjhwoC677DKlpqZKkr744gv9+9//VmlpqZ544olmCwqgaUTbgrR8rF3jVuer0n34LpkqtzT9/UJlTU5UjO2kdokEAAAA0Ez8btyHDRumV155RXfccYcef/xxn2NpaWm67777NHTo0CYPCKDp9Y6z6p/DY3XN+vo7aL4qdeu6D4q0PMMuw2CxOgAAACBQNGofqBEjRmjt2rXKy8vT/v37JUndunVTYmJis4QD0Hwu7RmuTXnVenZvRV1t9bdVWrSrTNedEWViMgAAAABHO6kNnBMTE2nWgTbggcGx2lpQox2F9fPt8z4p0YAEm4YlhZiYDAAAAMCPGmzcP/zww5N6wxEjRpx0GAAtKzTYUGaGXemr8uR0HZ53d3ulmVkOrft1ohLDGt5JAgAAAEDLaLBxnzRpUqPmXL1erwzDkMPhaJJgAFpGj6hgPT06Tpe+W/+9e6jSo6uyi/TqhHhZgph3BwAAAMzUYOO+evXqlswBwETndg3TTWdG6qFPy+pq636o1gPbSnXngGgTkwEAAABosHEfOXJkS+YAYLLb+0drc55L6w+56moPflqqQYk2ndM11MRkAAAAQPvm94bN5eXlOnDgQIPHDxw4oIqKigaPAwhswUGGlqTb1THM96+FWesc+ra01qRUAAAAAPxu3G+//XZddtllDR6fOnWq5s6d2yShAJgjKdyiZ8bYZTlqrL3Y5dWMtQ5Vu73mBQPaIHe/fnL366fy006Tu18/s+MAAIAA5nfjnpWVpUmTJjV4fNKkSXrvvfeaJBQA8wzvGKK7fzLXvq2gRrd/7DQpEdA2lWVnqyw7W7tXrFBZdrbZcQAAQADzu3HPzc1Vx44dGzyelJSkQ4cONUkoAOa67oxInd/Nd6596Z5yvbiPcRgAAACgpfnduHfo0EG7d+9u8Pju3bsVExPTJKEAmMswDC0aGadTonz3cb/xo2LtLqoxKRUAAADQPvnduI8fP16ZmZnatGnTMcc2b96szMxMjR8/3u8PvHjxYg0fPlxdu3ZV165dNX78eL311lt1xxcsWKBBgwYpOTlZ3bt31+TJk4/52NXV1brllluUkpKi5ORkXXrppTp48KDfGQA0LDYkSJkZdoUe1btX1Ho1Lcuh0hqPecEAAACAdsbvxn3OnDmy2+2aOHGipkyZonvuuUfz58/XlClTdO655youLk533HGH3x84OTlZ99xzj7Kzs5WVlaXRo0dr6tSp2rlzpyQpNTVVDz74oD766COtWbNG3bt318UXX6y8vDyfTKtXr9bSpUv1xhtvqLS0VFOmTJHb7W7EKQDQkDPjbVo4NNanluOs1fUfFMvrZbE6AAAAoCU0uI/7TyUlJSkrK0vz5s3Tf//7X7399tuSpKioKE2ZMkXz5s1TUlKS3x/4/PPP93k8d+5cLV26VJs3b9YZZ5yhKVOm+By/7777tGLFCn322WcaN26cnE6nVqxYoUWLFikjI0OS9PTTT6tv375au3atxo0b53cWAA27/FcR2pTn0nM59fPtr35TqaG7bZrVO9LEZAAAAED74HfjLkmJiYl68skn5fV6VVBQIK/Xq4SEBBmGceIXH4fb7dZ//vMflZeXa/Dgwcccd7lcyszMVHR0tPr27StJ2r59u2pqajR27Ni653Xp0kW9evXSpk2baNyBJrRwaKy2F9Zop6N+vv3OzU6d1cGmQYk2E5MBrVdkerok6fTqaoWGhLCyPAAAaFCjGvcfGYahhISEX/zBd+3apQkTJqiqqkoRERF67rnn1KdPn7rja9as0ZVXXqmKigp17NhRr776qhITEyVJeXl5slgsio+P93nPhIQEn9vpf05OTs4vzt4SWkvOtohzf6z5pxi63BmqcvfhX9TVeKQ/vJur59KqFGttuo/DuTcP575lDdyxQ5IUceQx57/lcc7Nw7k3D+fePJx787SGc5+amnrc4yfVuDeV1NRUrV+/Xk6nU6tWrdLs2bP1+uuvq3fv3pKkUaNGaf369SosLFRmZqZmzJihd95557jb0nm93hPeAXCikxIIcnJyWkXOtohz//NSJT0VU6nL33fU1XKrg/TAgTi9ND5elqBfdueNxLk3E+fefJz/lsXXvHk49+bh3JuHc2+etnLu/V6crjnYbDalpKSof//+mjdvnvr27asnnnii7nhERIRSUlI0aNAgPf7447JarVq+fLmkw7ftu91uFRYW+rxnQUFBk9wNAOBYF3QP0/87w3eu/f3vq7VwR6lJiQAAAIBjVbu9+ra01uwYTcbUxv2nPB6PXC6XX8fT0tJktVqVlZVVd/zgwYPau3evhgwZ0uxZgfbqrgHRGpbkO9f+9+2lev9glUmJAAAA0N4VV3v0zndVuneLUxPfyFf357/XH466U7S1M+1W+bvvvlsTJkxQ586dVVZWppUrV+qDDz7Qiy++qJKSEj366KM699xzlZSUpMLCQi1evFjff/+9LrzwQklSTEyMLr/8ct11111KSEio246uT58+GjNmjFmfFtDmWYMMPTPGrtGv5Sm/6vB+7l5JV2UXad3kBHWJNHUCBwAAAO3Ad2W12pjn0sZclzbkVuvzolr9dLPiXUU1KmsjF91N+wk7NzdXV199tfLy8hQdHa0+ffpo5cqVGjdunCoqKrR7924999xzcjgcstvt6t+/v9544w2dccYZde9x//33y2KxaObMmaqqqtLo0aP11FNPyWKxmPVpAe1Cp3CLlo6x68K3CuQ58jeko9qjGWsdeuO8BNksv3zeHQAAAJAkj9erPcW12pBbfaRRd+m7crcfr5M+Kw1S/xbI2NwabNwPHDhwUm/YtWtXv5735JNPNngsPDxczz///AnfIzQ0VAsXLtTChQv9zgegaYzuFKI7z4rW/C0ldbVP8ms0d7NTfx8aa2IyAAAAtGZVtV5tKzx8NX1jbrU25rnkdP30evqJdYmwqKy2bVxQarBxP/PMM09qf3aHo+3MEQA4vhv7RmpTnktvHaifb396d7mGJNr025RwE5MBAACgtSiq9mhTXvWRRt2lrQUuuTyNew9D0ulxwRqWFKKhiTYNTbKpa2Rwq9gKzh8NNu6PP/64T+Pu9Xr11FNPaf/+/frd736nnj17yuv16ssvv9TKlSvVrVs3zZo1q0VCAwgMQYahp0bFKX1VnvaX1d+udP2HxTrDbtWvmnKDdwAAALR6Xq9XB8rddU36xtxqfV7c+EH0EIt0VgebhiXZNDQxRIMTbYoNCai115tUg4371KlTfR4//PDDqqio0LZt22S3232O3XbbbZowYcIxW7MBaPviQoKUmWHXOf/Nr/vNaFmtV9OzHHp3UoIirG33L1AAAAAcn9vj1efFtYdveT/SrB+sOPF8+k/F2gwNSQrR8CSbhibalNbBppB2tK6S34vTLVmyRLNmzTqmaZekDh06aPr06Vq8eLGuv/76Jg0IIPD172DT34fE6s8biutqu4tr9eePivX06LiTGrsBAABA61NZ69WWgvqr6R/nuVRS0/j59G6RFg1NsmlYYoiGJtnUKzZYQe34Z0q/G/eCggLV1NQ0eLy2tlYFBQVNEgpA6zOjV7g25FXrxX2VdbUXv6rU0KQQXXFahInJAAAA0FwKq9zalOequ5q+rdClmpOYTz/Dbj3SqNs0JClEnSPYKexofjfuZ555ppYsWaKLLrpI3bt39zn2zTffaMmSJTrzzDObPCCA1sEwDP1zWKw+K6zR7qPmlG7bVKz+Hazq38FmYjoAAAD8Ul6vV9+WubXhx9Xec13a62z8fHqoRRqQUH81fVCiTTE2xiuPx+/G/b777tNvfvMbDR48WOedd5569uwpScrJydGaNWsUHBysBQsWNFtQAIEvwhqk5WPtyliVr7Law7dEuTzStCyH1k1OVFwbXjAEAACgrXF7vNpZVHOkUT/crB+qbOTldEn2kKC6q+lDk0LUL94qWzuaT28KfjfugwYN0nvvvacFCxbonXfe0WuvvSbp8J7rEyZM0O23367TTz+92YICaB1SY6x6bGSsZq4tqqsdKHPrmnUO/e/Z8e16Ngk4mrP48JoQOTk5Sk1NNTkNAABSeY1HWwpq6q6mb853qfQk5tN7RFk0LCnkyIrvNqXGBLPm0S/kd+MuSb169dKKFSvk8XhUUFAgr9erhIQEBQVxFQ1Avd+cEq6NuS49vbu8rvbWd9X656dlurlflInJAAAA8KP8Src25tVfTd9RWKPaRvbpQYbU127V0ESbhiWFaEiSTZ3CmU9vao1q3H/k9XoVHBys6OhomnYAP+veQTHaWuDS5vz6RS3v21aigQk2pSeHmJgMAACg/fF6vfq61K0NP27LludSzknMp4cHGxqYYKu79X1gok1RbP/b7BrVuG/dulXz58/Xhg0bVFNTo1dffVXp6ekqLCzU7Nmz9ac//Unp6enNlRVAK2KzGHp2jF3pq/JVWH14Fsrjla7Kdih7cqKSWSkUAACg2dR6vPrMUVO/kFyeS3knMZ/eITRIQxOPNOpJIToz3iprELe9tzS/G/ePP/5YkydPVlJSki699FItX7687lh8fLzKysq0YsUKGncAdbpEBmtxepwuertQP951lV/l0ZXZDq06twN/6QMAADSRshqPtuS79NGRheQ+yXepvLH3vUs6NdqioUkhR259t+nUaObTA4Hfjfu9996rU089Ve+9957Ky8t9GndJGjVqlP7v//6vyQMCaN3Gdg7VrWlR+tv20rrahlyX7vmkRAsGx5iYDAAAoPXKrfhxPv3w1fRPC2vkbmSfbjGkM+OtRxaRO7w1W2IYd0UGIr8b961bt+rOO+9UaGioKioqjjneuXNn5ebmNmk4AG3DX9OitDnfpfcOVtfVHt9VpsGJNk3uEWZiMsA8YTfcIEnq7nQqLCZGlY88YnIiAECg8nq9+rKk1mdbtq9K3Y1+n4hgQ4MSbXVX0wck2BTJfHqr4HfjHhQUdNyF6HJzcxUWxg/gAI4VZBj61+g4pa/K13fl9f/IXPdBkfrEWXVqzEmtkwm0arbMTElSwpHHNO4AgB/VeLz6tLDGZyG5gqrGz6cnhgXVXU0flmTTGXarghlVbJX8/mk5LS1Na9as0axZs4455nK59NJLL2nw4MFNGg5A2xEfatGzY+ya+Ga+ao78u1NS49W0rEK9OylRYcH8IwIAANqnEpdHn+S76haS+yS/RpWNve9dUmpMcN1CcsOTQtQjysJ8ehvhd+N+00036eKLL9Z1112nSy65RJJ06NAhvfvuu3rwwQf19ddfa9GiRc0WFEDrNyjRpgWDYnTrJmddbVdRrf6ysViLRsaZmAwAAKDl/FDh1sbc6rpb33cW1cjTyD492JDSOljrZtOHJtnUIZT59LbK78Y9IyNDTz/9tG655Ra98MILkqTZs2fL6/UqJiZGS5Ys0aBBg5otKIC24erTI7Qpz6VXvq6sqz2fU3H4t8P8QhgAALQxXq9XX1cY+mhv+eFb3/Nc+uYk5tOjrIYGH5lPH5oUogEJVoUHM5/eXjRqsPTiiy/WxIkTlZWVpX379snj8eiUU07RuHHjFBkZ2VwZAbQhhmHokRGx2umo0RfO2rr6LRuLtaSvoVQTswEAADSl7QUuzV5fpN3FYZKKG/XajmFBGpZUfzW9Txzz6e2Z3437hx9+qF69eqlDhw46//zzjzleWFioPXv2aMSIEU0aEEDbE2UNUmaGXeNez1fFkf1Fq9zSbXtCNLK3R7Eh/PYYAAC0bl86a/TbtwvlqPZvUbnTYoPrrqYPTbKpeyTz6ajn90/HF1xwgbKysho8np2drQsuuKBJQgFo+06Ps+rh4bE+te+qgjTvE2cDrwAAAGgd8ivduvidhpt2a5A0OMGm68+I1Avj7Prq9x218TdJenhEnC7tGa4eUcE07fDh9xV3r/f4qyW4XK7jbhcHAD/1u1PDtSnPpaV7yutqK3Iq9Kc+kfpVrNXEZAAAACenvMajKe8WHjPHPqqjTWOSQzU0yaazOtjYUQeNctzGvaSkRE5n/dUvh8OhAwcOHPO84uJivfzyy+rUqVPTJwTQpt0/OEbZ31fry5LD8+4erzR/S4meGxdvcjIAAIDGcXu8uiq7SFsLanzqFyTWavm5yVxFx0k7buP+xBNP6B//+IekwwtKzZkzR3PmzPnZ53q9Xs2dO7fpEwJo00IshuYOiNb0LEdd7fX9Vdqc59KgRJuJyQAAAPzn9Xp16yan3jxQ5VPPSA7R7T0qaNrxixy3cR8zZoxCQ0Pl9Xo1f/58/fa3v1Xfvn19nmMYhsLDw9W/f38NHDiwWcMCaJsmdw/VgA5WbTnqt9PzPnHqv+d14B85AADQKjy2s0xLjhr/k6Qz7FZlZtiV+22RSanQVhy3cR86dKiGDh0qSaqurtYFF1ygPn36tEgwAO2HYRi6e2CMLlhTUFf7KNeld76r1oSuoSYmAwAAOLFXvqrQXZ+U+NQ6h1v04tnxirYFKdekXGg7/F5N7rbbbvvZpv3QoUPas2dPk4YC0P6M6hSiYXG+i7jcs8UpzwkWxgQAADDTh4eqdc163yvq0VZDL02IV3KExaRUaGv8btyXLVumWbNm+dRuvvlm9e7dW8OHD9eoUaNUWFjY5AEBtB9/6u7yebyrqFYvfVVpUhoAAIDj21tco8veK5TrqF3frEHSirHx6h3HDjloOo1q3KOiouoer1u3Ts8884wuvvhi3XXXXfr666/14IMPNktIAO1Dr0ivfpcS5lNbsLVE1W6uuqPtKV27VqVr1+rz5ctVunat2XEAAI2UW3F4r3any/fnlMdHxik9OcSkVGir/n97dx4XVb3+AfwzM8AMMOyrgEogiICKS2qW+1Jmi5mmRaWmV1KrWzdtu2Z2bbGs669SU8vMSi2yXLPFbkhulSsGuGDumiDbwMzArOf3BzhwkGETOAN83q9Xrxtfzjk857nTwDPf8/0+dS7cz507h5iYGNvXmzZtQmhoKJYvX46nn34a//jHP/D99983SZBE1Ha81NMTzpXemS5oLfikykYvRK2BNSEB1oQE6Lt0gTUhQepwiIioHrQmKx74OQ8XtOJlfnN7emJCpJtEUVFrVufC3Wg0wtm54nGPlJQUDB8+HHJ52SUiIiJw5cqVxo+QiNqUcA8nTOnsLhp7J60YRZWfQSMiIiKSiNkq4LGd+UjLE/dqnxTthme7qSWKilq7OhfuHTt2xM7yR/kOHTqEs2fPYujQobbv5+TkiB6lJyJqqDndPaB2qmgDl2ew4oN0rYQREREREZX1ap+9rxA/XTSIxkeEKvHuLd5sY0tNps6F+2OPPYZNmzahf//+GDt2LEJDQzFixAjb93/77TfRo/RERA0V4KrAE/HiT6yXZWiRrbfYOYOIiIio6S3+U4tPT+pFY939nLF6iC+c5CzaqenUuXCfNm0a3nvvPURERGDUqFH45ptv4OpatolUQUEBrl69ivHjxzdZoETUtsyKHTFMgQAAIABJREFUVyNAVfEWpTMLWJRWLGFERERE1JYl/6XHfw6Ke7W3Vyvw1XA/qJ3rXFYRNYhTfQ5+9NFH8eijj1437uPjY3uMnoioMXg4yzGnuwee+11jG/v0hA4z49SI8KzXWxeRQ3L+9FMAgH92NpyDgmCaPFnKcIiIqAaplw2YtVvcq93LRYYNI/wQ7MZe7dT0+NcvETmsyZ3dsSxTi7PFZY/Im4Wy9nCfDPaVODKiG+f29NMAgPDyrzUs3ImIHFJmgQmPpOTBVGmfXBc5sG6YHzp7s1c7NY86F+533313rcfIZDJs2bLlhgIiIrrGRSHD3J6emJZa8Qn3t2dK8FS8EQn+LhJGRkRERG3B33oLHtiRh6Iqvdo/HOCDW4PZq52aT50XY1itVgiCIPrHbDbjzJkz2L17Ny5fvgyrle2aiKhxjb3JFd18xZ9mv1plfRkRERFRYys2WTF+Rx4u6sSb477a2xP3R7BXOzWvOs+4f/fddzV+75lnnsHq1asbJSgiomvkMhle6e2J+3/Ks42lXDZg5+VSDA5RSRgZERERtVYmq4BJv+QjPV/cq31qjDueimevdmp+jbL94ejRozFu3Di89NJLjXE5IiKRoSFKDGwnfhxt/oEiWAXBzhlEREREDSMIAp7ZW4hfLot7td/RXoW3+nqxVztJotH6FkRHR+PQoUONdTkiIhuZTIb5vTxFY0fyTNh8tkSiiIiIiKi1ejutGF9kiXu19/R3xqpBPuzVTpJptMJ9x44d8PT0rP1AIqIG6BnggjHhrqKxBQeLYLJy1p2IiIgax9osHd48XCwa66hW4MvhfnBnr3aSUJ3XuL/11lvVjms0GuzevRt//vknZs+e3WiBERFVNbenB7aeK4GlvFY/XWzBZyd1mBrDtWZERER0Y1IuleKfewpFYz5KGTaM9EOgK3u1k7TqXLgvXLiw2nFvb29ERETg/fffx8MPP9xogRERVdXJyxmPRrth9YmKx9feOlKMCZFuUPNTcCIiImqgP/NNeDQlH+ZKD/IpFcD6YX6I8mKvdpJenQv3goKC2g8iImpizyd44qu/SqAv/82aU2LFhxlazEngUh0iIiKqv0s6CybsyEWxqaJqlwFYOdAX/YLYq50cA6eoiKhFCXZTYEasu2js/XQt8kotds4gIiIiqp7GaMX4n3JxWW8VjS+42RP3Vtlbh0hKLNyJqMV5qqsHfJQVu7oWmwS8k1ZcwxlEREREYkaLgEd/yUdmoVk0ntTFHbPiuH8OORa7hbuPjw/8/PxgNBptX/v6+tb6T0BAAGJiYpCUlITc3NxmuxEiaju8XOR4tpuHaGzVcR3Oa812ziAiIiKqIAgCntpTgNS/xb3a7+qgwht92KudHI/dNe7PPfccZDIZnJycRF/XxmKx4MqVK9i8eTOKi4uxbt26xouWiKjctBg1lmfqcFFX9oi80Qq8cagIywf6ShwZERERObo3Dhfjy79KRGM3Bzhj5SAfKNirnRyQ3cL9xRdfrPHr2kRHR2PRokUNi4qIqBYqJxle7OGBWbsr2rZ89VcJnog3Id6Xu7+S49P/3/8BAHKysxEYFCRxNEREbcdnJ3VYVGWJXYSHAuuH+8HNiSuJyTHVeVf5+rr77rvh5+fXVJcnIsLESDcsSdfiWPnaNAHAgoMafDXCX9rAiOrANHkyACA3Kws+UVHSBkNE1EbsuFiKZ/aKe7X7KeXYMNIf/ir2aifHZbdwX79+fYMu+OCDDwIAwsPDER4e3qBrEBHVhUIuw7xennjwf/m2sR8vGrDnigG3BrN9CxEREVU4kmvE5JR8WCr1alcpgC+H+yHCs8nmM4kahd1X6MyZM68bu7bGXRCEaseBisKdiKg53NFehVuCXLAv22gbm39Ag59GB3BjGSIiIgIAnNeaMeHnPOjM4l7tHw3yxc2BLtIFRlRHdgv3tLQ00dfFxcV4/PHH4eHhgaSkJHTq1AmCIODUqVNYsWIFdDodli9f3uQBExFVJpPJML+XJ27fXtHFYv9VE747X4q7OrL/KhERUVtXaLBi/E95yC4R92pf2NcLd/NvBWoh7BbuHTp0EH391FNPwcfHB5s3bxbNYsXHx+Oee+7BvffeixUrVuC9995rumiJiKrRN0iJUe1V+P5CqW3sPweLcEd7FZy4MywREVGbZbAISPwlDyc04paxs+LUSIplr3ZqOeq8beLWrVtx9913V/voqVwuxz333IOtW7c2anBERHU1r5cnKtfoJzVmrDully4golrIjxyB/MgRuB07BvmRI1KHQ0TU6lgFAbN2F2DPFaNo/N5wFRbc7ClRVEQNU+ddGMxmM86fP2/3+2fPnoXJZGqUoIiI6quLjzMe7OSGtVkVxfrCw0UYH+EGVyfOupPj8Rg8GAAQW/61prDQ7rFERFR/Cw4WYcNpca/2foEuWDHAF3Lug0MtTJ1n3IcOHYqVK1fi66+/Fm1OJwgCkpOT8fHHH2PYsGFNEiQRUV28mOABZaVOLpf1Vqw8ppUuICIiIpLEJ8d1WPyn+G+AKC8nrBvmCxU/0KcWqM6F+9tvv43w8HAkJSUhJiYGd9xxB0aNGoWYmBgkJSWhY8eOWLhwYVPGSkRUozC1E6Z3Ea9X++/RYhQarHbOICIiotbmhwslmP2b+CmmAJUcX4/wgy97tVMLVefCPSgoCL/++ivefPNNxMfHIz8/H7m5uYiPj8fChQvx66+/Ijg4uCljJSKq1b+6ecDTpeKTdI1RwOKjxRJGRERERM3l0FUjHttZAGul7tVuTjJ8NdwP4R7s1U4tV71evUqlEklJSUhKSqr2+5mZmYiNja32e0REzcFHKcczXT3w6sEi29iKY1pMj1Uj1J2fshMREbVWZ4vLerXrK/Vql8uAVYN80DOAvdqpZavzjLs9V65cwQcffIABAwbgtttua4yYiIhuSFKsO9q5Vby9lVqAt44U1XAGERERtWT5pRaM35GHq6Xi5XGL+nlhVAf2aqeWr0GFu1arxbp16zBmzBjEx8dj3rx5sFgsePrppxs7PiKienNzkuP5BHGbly+y9DhRyM4XRERErU2pWUDiL/nIqtKr/emuakyNYa92ah3q/Ki8xWLBzz//jOTkZHz//fcoKSmBTCbDtGnTMGvWLHTs2LEp4yQiqpeHo9ywJF2LU0Vlv8StQllbmC+G+UkcGRERETUWqyBgxq4C7MsW92q//yZXzOvFXu3UetQ6437gwAHMmTMHnTt3xsSJE3Hs2DE8++yz2LRpEwRBwODBg1m0E5HDcZLL8HKVX9jbzpdif47RzhlERETU0szbX4SNZ8W92m8NdsGyAT7s1U6tSo0z7r169cKZM2cQFhaGRx55BOPGjUNcXBwA4Pz5880SIBFRQ93TUYVe/s44mFvxiPwrBzT4bpQ/ZPxlTkRE1KKtyNRiSYa4V3tnLyesHeoHpYK/56l1qXHG/fTp0+jQoQPmzZuHOXPm2Ip2IqKWQCaTYX5vL9HY3mwjdlw0SBQRERERNYZt50rwwu8a0ViQqxxfj/SDt/KG998mcjg1vqqXLl2Km266CUlJSYiOjsbUqVOxfft2mEzc4ImIWoYB7ZQYHqoUjc0/qIGlcoNXIiIiajH25xgxLTUflX+Tu5f3au+gZq92ap1qLNwfeughbNy4EZmZmXj++edx8uRJJCYmolOnTnjxxRchk8n4uCkRObxXenuh8jtVZoEZX58usXs8EREROabTRWZM/DkPpZaKMYUM+HSILxL82audWq86PUcSFBSEJ598Ert27cLevXsxZcoUpKWlQRAEPPHEE5gxYwa2bNkCnU7X1PESEdVbV19njI8Q93B9/XARDBbOuhMREbUUeaUWjPspF3kGca/2/97ijRFhKomiImoe9V4A0qVLF8yfPx/p6enYsmULRo0ahe+++w6TJk1Cp06dmiJGIqIb9lJPTzhXese7oLVg1XF+2EjSMU6aBOOkSbg6ZgyMkyZJHQ4RkUMrMQt48Od8nC62iMZnd/PApM7uEkVF1HxuaBHIgAEDMGDAALz77rvYvn07kpOTGysuIqJGFe7hhMc6u2PFsYpi/d20Yjwc5QZPF25iQ82v5L33AADnsrIQFRUlcTRERI7LYhXwj9R8/HFV3NJ1QqQr/t3TQ6KoiJpXo/y1qlQqcd9992H9+vWNcTkioiYxu7sH1E4Vq93zDFZ8kK6t4QwiIiKS2r/3a7DtfKlobGA7JT641Yf7bVGbwWkmImozAlwVeCJeLRpbmqFFtt5i5wwiIiKS0tIMLZZnipe2xXo74fOhvnBhr3ZqQ1i4E1GbMitejQBVxVuf3ixgUVqxhBERERFRdTafLcHcP8S92tu5yZE8wg9eXOZGbQxf8UTUpng4yzGnu3g93KcndDhdZJYoIiIiIqrqt2wDpv8q7tXu4SxD8gh/hLFXO7VBLNyJqM2Z3Nkd4R4K29dmAXjtUJGEEREREdE1pzQmPPi/PBgqrWRzkgFrhviiq6+zdIERSYiFOxG1OS4KGeb29BSNfXumBEdyjXbOIGp8Xt7e8PL2Ru+bb4aXt7fU4RAROYSrJRaM25GHAoMgGn/vVm8MDWWvdmq7WLgTUZs09iZXdKvyqf38g5x1JyIikorOZMWEn/Nwtkqv9hcSPJAYxV7t1LaxcCeiNkkuk2F+b/Gs+87LBuy8XGrnDCIiImoqFquAqakFOJRrEo0nRrnh+QT2aidi4U5EbdaQECUGtlOKxuYfKIJVEOycQURERI1NEAQ8/7sGP1wQf3g+NESJ/+vvzV7tRGDhTkRtmEwmw/xe4ln3I3kmbDpTIlFEREREbc8H6Vp8fFzcqz3e1xmfDvGFs5xFOxHAwp2I2rieAS4YE+4qGltwqAgmK2fdiYiImto3p/WYd0C8x0yomwLJw/3gyV7tRDb8r4GI2ry5PT2gqPSB/pliC9ac0Nk/gYiIiG7YnisGzNhVIBrzdJbh65F+CHFX2DmLqG1i4U5EbV4nL2dMihbvVvt2WjG0JqtEEREREbVuJwpNeOh/eTBW+lXrLAc+H+qHWB/2aieqioU7ERGA5xI84OZUMe2eU2LFhxlaCSMiIiJqna7oy3q1a4ziZWlLbvPBoBClnbOI2jbJCvePPvoI/fv3R/v27dG+fXuMGDECP/74IwDAZDLhlVdeQf/+/RESEoLOnTtj2rRpuHDhgugaBoMBc+bMQUREBEJCQjBx4kRcunRJitshohYu2E2BGbHiWff307XILbXYOYOIiIjqS1veq/2CVvz7dW5PT0yIdJMoKiLHJ1nhHhISgldffRWpqalISUnBwIEDkZiYiPT0dOj1eqSlpWH27NlITU3FunXrcOnSJYwbNw5ms9l2jRdffBFbt27FqlWrsH37dhQXF2PChAmwWPiHNhHV31NdPeCjrJh1LzYJeDetWMKIiIiIWg+zVcBjO/ORlifu1T4p2g3PdlNLFBVRy+Ak1Q8ePXq06OuXX34Zq1atwv79+xEfH49NmzaJvr948WL069cPJ06cQFxcHDQaDT7//HMsXboUQ4YMAQCsWLECXbt2xc6dOzFs2LBmuxciah28XOR4tpsH5u6v2N121XEdHo9Vo6OHZG+XRERELZ4gCHh2XyF+umgQjY8IVeLdW9irnag2DrHG3WKx4JtvvoFOp0OfPn2qPaa4uGzWy9vbGwBw5MgRmEwmDB061HZMWFgYOnfujN9//73pgyaiVmlajBphlXayNVqBNw4X1XAGERER1ea/R7VYc1IvGuvu54zVQ3zhxF7tRLWSdAopIyMDI0eORGlpKdzd3fHFF18gLi7uuuOMRiPmzp2LO+64A6GhoQCAnJwcKBQK+Pn5iY4NCAhATk5OjT83Kyur8W6iCbWUOFsj5l46jpD7qSEKvJpVsTlO8l963OuZjyj31t3b3RFy35b0rvI189/8mHPpMPfSkSL323MUWHBSvOlcO6UVCyM1+PusptnjkQpf99JpCbmPioqq8fuSFu5RUVHYtWsXNBoNtmzZghkzZmDbtm2IjY21HWM2mzF9+nRoNBqsX7++1msKglDroza1JcURZGVltYg4WyPmXjqOkvunIgV8fTUHmYVle2oIkOHTq95ITvCXOLKm4yi5b0ss3bsDAEoNBqiUSua/mfE1Lx3mXjpS5D71sgGvncoVjXm5yLDpzmB09m47bd/4updOa8m9pI/Ku7i4ICIiAj169MArr7yCrl27YtmyZbbvm81mTJ06FRkZGdi8eTN8fX1t3wsMDITFYkFeXp7omrm5uQgICGi2eyCi1kchl2Feb0/R2E8XDdhzxWDnDKL606amQpuaimOffw5taqrU4RARNbrMAhMeScmDqVKvdhc5sG6YX5sq2okag0Oscb/GarXCaDQCKGsJN2XKFGRkZGDr1q0ICgoSHZuQkABnZ2ekpKTYxi5duoQTJ06gb9++zRo3EbU+t4epcEuQi2hs/gENBKF1Py5PRETUGP7WW/DAjjwUVenV/uEAH9wazF7tRPUl2aPy8+fPx8iRIxEaGgqtVosNGzZg9+7dSE5OhtlsxqRJk3D48GGsX78eMpkM2dnZAABPT0+4urrCy8sLjzzyCObNm4eAgAD4+Pjg3//+N+Li4jB48GCpbouIWgmZTIb5vTxx+/aKx/v2XzVh2/lS3N3RVcLIiIiIHFuR0YrxO/JwUSdu0fxqb0/cH8Fe7UQNIVnhnp2djenTpyMnJweenp6Ii4vDhg0bMGzYMJw7dw7bt28HgOuK8KVLlyIxMREA8MYbb0ChUGDKlCkoLS3FwIEDsXz5cigUiqo/joio3voGKXFnBxW2ny+1jS04WIRR7VXcAZeIiKgaJquAySn5SM8X92qfGuOOp+LZq52ooSQr3D/88EO73+vYsSMKCwtrvYZKpcKiRYuwaNGixgyNiMhmXi9P/HChFNbyJ/1OasxYd0qPR6PdpQ2MiIjIwQiCgKf3FuKXy+I9Ye5or8Jbfb3Yq53oBjjUGnciIkcT4+2MBzuJH+tbeLgIJWaudSciIqrs7bRirM0S92rv6e+MVYN8+KQa0Q1i4U5EVIsXEzygrLQC57LeipXHtNIFRK2CetAgqAcNQpdHHoF60CCpwyEiuiFrs3R483CxaKyjWoEvh/vB3ZklB9GN4n9FRES1CFM7YXoX8bq8/x4tRqHBaucMotop0tKgSEuD+/HjUKSlSR0OEVGDpVwqxT/3iJe5+ihl2DDSD4Gu3HuKqDGwcCciqoN/dfOAp0vFY34ao4DFR4trOIOIiKj1+zPfhEdT8lF5BZlSAawf5ocoL/ZqJ2osLNyJiOrARynHM109RGMrjmlxqUqrGyIiorbiotaMB3bkothUUbXLAKwc6It+QezVTtSYWLgTEdVRUqw72rlVvG2WWso2qiMiImprNEYrHtiRh7/14mVjC272xL3hrhJFRdR6sXAnIqojNyc5XkjwFI2tPaXHiUKTnTOIiIhaH6NFwKO/5COz0CwaT+rijllx7NVO1BRYuBMR1UNilBuivJxsX1sFYMFBzroTEVHbIAgCntxTgNS/xb3a7+qgwht92KudqKmwcCciqgcnuQxze4pn3bedL8UfOQY7ZxAREbUerx8uxld/lYjGbg5wxkeDfKFgr3aiJsPCnYionu7pqEIvf/FOua8cKIIgCHbOICIiavk+O6nDO2nijioRHgqsH+4HVycW7URNiYU7EVE9yWQyzO/tJRrbl23ETxc5605ERK3TjouleGavuFe7n1KODSP94a9ir3aipsbCnYioAQa0U2JEqLjVzasHNbBYOetORESty5FcIyan5MNS6VecSgF8OdwPEZ5O9k8kokbDwp2IqIHm9fZC5QcDMwvM+Pp0id3jiYiIWprzWjMm/JwHnVncq/2jQb64OdBFusCI2hgW7kREDdTV1xnjI8S9al8/XASDhbPuRETU8hUarBj/Ux6yS8S92hf29cLdHdmrnag5sXAnIroBL/X0hHOld9ILWgtWHddJFxAREVEjMFgEJP6ShxMaca/2WXFqJMWyVztRc2PhTkR0A8I9nPBYZ3fR2DtpxdAYrXbOICIicmxWQcCs3QXYc8UoGh8T7ooFN3vaOYuImhILdyKiGzS7uwfUldrg5Bus+CBdK2FE1BJoCguhKSzEgf37oSksrP0EIqJmsuBgETZU2bOlX6ALlg/wgVzGtm9EUmDhTkR0gwJcFXiyq/ixwWUZWmTrLRJFRERE1DCfHNdh8Z/iD5+jvJywbpgvVOzVTiQZFu5ERI1gVpwaAaqKt1S9WcDbacUSRkRERFQ/358vwezfxE8ABajk+HqEH3zZq51IUizciYgagdpZjucSPERja07ocLrIbOcMIiIix3HoqhFTUwtgrdQYxc1Jhq+G+yHcg73aiaTGwp2IqJFMinZHuEfFjIRZAF47VCRhRERERLU7W1zWq11fqVe7XAasGuSDngHs1U7kCFi4ExE1EheFDHN7infb/fZMCY7kGu2cQUREJK38UgvG78jD1VJxN5RF/bwwqgN7tRM5Cj73QkTUiMbe5Ir3/9TiaL7JNjb/YBE23e4vYVTkiFz/+U8AQEeNBq5eXih57z2JIyKitqbULOCh/+Ujq0qv9qe7qjE1hr3aiRwJC3ciokYkl8kwv7cnxv6UZxvbedmAlEulGBKqkjAycjQua9YAAALKv2bhTkTNySoIeHxXAX7LET8VNi7CFfN6sVc7kaPho/JERI1sSIgSA9spRWPzDxbBKgh2ziAiImpe8/YXYdNZca/2W4NdsPQ29monckQs3ImIGplMJsP8KrMVaXkmbDpTYucMIiKi5rMiU4slGeJe7Z29nLB2qB+UChbtRI6IhTsRURPoGeCCMeHiTX0WHCqC0cJZdyIiks62cyV44XeNaCzIVY6vR/rBW8nSgMhR8b9OIqImMrenBypPXJwptuCzkzrpAiIiojbtzyI5pqXmo/JHyO7lvdo7qLn1FZEjY+FORNREOnk5Y1K0u2js7bRiaE1WO2cQERE1jdNFZvwrU4lSS8WYQgZ8OsQXCf7s1U7k6PjRGhFRE3ouwQNf/qWH3lw2v5FTYsWyDC2eS+COvURE1HjMVgFXS63I1ltwpcSCnBIrrugtyC4pGztw1YhCs3j9+n9v8caIMHY8IWoJWLgTETWhYDcFZsaq8c7RYtvYB+laPBbjDn+VQsLIiIioJdCZrMguL8JzSqy4UmJB9rWCvKSiMM8ttaI+u6jM7uaBSZ3daz+QiBwCC3cioib2ZFc1PjmhQ76h7BH5YpOAd9KKsbCvt8SRERGRFKyCgHyDFdn6suJbXJRfK8jL/l1rbvxNTSdEuuLfPT0a/bpE1HRYuBMRNTEvFzn+1U2NufuLbGOfHNdhRqwaHT34NkxE1FoYLAJyymfB7c6Ql483QT1eJ3d1UOGDW30gY692ohaFfzESETWDaTFqLM/U4aKubFcgoxV443ARVgz0lTgyIiKqiSAIKDIJ5WvHrcipZoY8p6RsXXmBQdqWn35KOYLc5AhyVSDIVY5gNwUCXRUIdpUj0E0B69ULGNg1VNIYiahhWLgTETUDlZMML/XwwMzdhbax5L9K8GS8CfG+zhJGRkTUNlnKN3OrXITnlFy/uVtOiRUlFukKcmc5bIV4kFv5/7oqyotyOYJdFQhyUyBAJYeLouZZ9KxiaT9YIKKGY+FORNRMJkS6YUm6FpmFZgCAAOA/BzVIHuEvbWBERK2I3my9bkf17JLy2fLyWfPskrLN3KwS1rGezjJRIR7kVlaEB7oqEFxp1txHKedj7UTEwp2IqLko5DLM6+2JiT/n28Z+umjA7isG3BaslDAyIiLHJggCCgzWsqK70nrx6mbLi0zSVeNyGRCgkotmyMuK8YrZ8msz5W5OcsniJKKWh4U7EVEzuj1MhVuCXLAv22gbm39Agx2jAzij0sYU79wJALhw/jzad+ggbTBEEjGWb+ZW3Y7qV8rXjl8r0k1W6eJ0VchEa8eDyh9Przpb7q+SQyHnezkRNT4W7kREzUgmk2F+L0/cvj3XNnbgqgnbzpfi7o6uEkZGzc2akAAA0Lu7wxoVJXE0RI1HEAQUm4TyDdsqzZCXrx0/m6dEcXo2rpRYbW0ypeKjlNnWiFdeL16xjlyOQFcFPJ1l/HCViCTFwp2IqJn1DVLizg4qbD9fahv7z8EijGqvghNnaojIQVmsAvIMldaOV9NzPLt8hlxfY68zBQBzk8XpJINtFvzajuplxbh4g7dAVwWUtWzmRkTkKFi4ExFJYF4vT/xwodS2MVKWxox1p/R4NNpd2sCIqM0pNQvla8TLHk+/Vnxf29Tt2r9fLbVCws3V4eEsK1srXs2O6pVnyH2Ucsg5O05ErQwLdyIiCcR4O+OhTm74IktvG1t4uAjjIly5YRER3TBBEFBoFMpnwq/fUb3yBm8ao3TVuAyAv+raJm7yKjuqV95pXQ53Z743ElHbxcKdiEgiLyR44OvTehgsZV9f1luxMlOHp7t5SBsYETksk1XA1RLx4+mVe45fmyHPKbHY3lukoFSUPa5+regOdqt4TN1ScAU9Itvbeo9ziRARUe1YuBMRSSRM7YTpXdT4IF1rG1v8ZzEmd3aHt5IzS62d86efAgD8s7PhHBQE0+TJUoZDEtOarNXuqH6lyiPreaVWSPi0OrxdZOWPqVfMkFfXf9zLxf5mbllZVkT5uzRz5ERELRsLdyIiCf2rmwfWnNShqPxRVY1RwOKjxXj1Zi+JI6Om5vb00wCA8PKvNSzcWx2rICCv1Hp9z3HR5m5lY9oaN3NrWgoZbGvHq9tRPfjaRm8qBVROnB0nIpICC3ciIgn5KOV4pqsHXj1YZBtbcUyL6bFqhLorJIyMiOwxWITrdlSvOkN+rTe5hPU43J1klXZRLyvIbZu6VZo191NxMzciIkfHwp2ISGJJse5YeUyLv/Vl/YxLLWUb1X1wm4/EkRG1HYKZd9UFAAAgAElEQVQgQHNtM7dKPcdzbP9eXpjrLSiUcDM3oHwztzrMkKu5mRsRUavBwp2ISGJuTnK8kOCJf+4ttI2tPaXHrHg1YrydJYyMqOUzWwVcLbWKdlHP1ltw4oozDBfyKm3uZkGphJu5uchR447qweWz5gGucjhzMzciojaHhTsRkQNIjHLDkgwtsjRmAIBVABYcLMLaYX4SR0bkmPRmq90d1SvPkF8tsbeZmzOA0iaP09NFVjYDXumR9WBXOQLL259dG/OuYTM3IiIiFu5ERA7ASS7Dyz098WhKvm3su/Ol+CPHgD6BSgkjI2o+giAg32C1u6P6tc3dskssKDZJ97i6XAYEquSix9SvzZAHVSnSXbmZGxERNQIW7kREDuLujir0DnDGgasm29grB4qwfZQ/Z+KoRTOWb+ZW3Y7qFf9uRU6pBSardHG6XdvM7dou6pXWi1fe3M1PKYeCj6sTEVEzYuFOROQgZDIZXunlhbt/yLWN7cs24qeLBtzeXiVhZETXEwQBxSahxp7j1wrzfIOE1TgAX6Xc9lh6oGvZunG5Lh/xHYIQ5FbRj9zDmY+rExGRY2LhTkTkQAa0U2JEqBI7LhlsY68e1GB4qJIzfNQsLFYBuaVV145XP0NeYpHucXVnOWyz4NVt6lb5ey6K6//bycrKQVSEmwSRExER1R8LdyIiBzOvtxd+vpRj21Ars8CM5NMleLATiwxquBKzYCu+r23cVnlH9SvlPcmvllphlbDbmaezDIF2dlS/tnY82FUObyV7jxMRUdvBwp2IyMF09XXG+EhXJP9VYht7/VAR7gt3hYobXVElgiCg0ChUs6P69bPlRRL2HpcBCLjWa7zyjuqV+pAHlz/G7ubE3uNERERVsXAnInJAL/XwxMYzJbaNui7qLFh1QodZcWppA6NmYbIKZbunV7Oj+pVKj6znlFhglHD5uEpR9rh6cKW145XXkV+bLfdXyeHEpR5EREQNxsKdiMgBhXs44bHO7lhxTGcbezetGA9HucHLhTOSrdHYH3PLi3Ir8iTezM1HKSsvvK/fUT3QtaL/uCc3cyMiImoWLNyJiBzUnAQPrDult/WrzjdY8UG6FnN7ekocGTWUIAj49W8DlqRr8VOV7/1y2VDtOY3FSQYEVuovXrFevPI68rLN3JTVbOZGRERE0mHhTkTkoPxVCjwRr8abh4ttY8sytJgW445gN4WEkVF9GS0Cvj1TgqUZWvyZbwIATB//SqNcW+0kqzQrfv2mbtd2XPflZm5EREQtFgt3IiIHNitOjY+P6XC1tOzRab1ZwKK0Yrx7i7fEkVFdFBqsWH1Ch5XHtPhbL378/aP+D9g9TwbAXyW3bdxmb4Y80FUOtTOXThAREbV2LNyJiByY2lmO5xI8MOc3jW1szQkdZsaqEenFt3BHdabIjGWZWqzN0kNvtr+bey9/Z/R20yGufaBoczd/lRzO3MyNiIiIyvGvPiIiBzcp2h1LM7Q4W2wBAJgF4LVDRVg9xFfiyKiq37MNWJKhxbZzpbBXrssA3NVRhVlxavQNdMGpUxpERbk3Z5hERETUwrBwJyJycC4KGV7u6YmpqQW2sY1nS/BUrhE9/F0kjIwAwGwVsO1cKZZmFGP/VZPd49ycZEiMcsPMWDVu8uSvXyIiIqo7/uVARNQC3HeTK977U4uj+RWF4fwDRdh8h7+EUbVtxSYrPj+px/JMLc5rLXaPa+cmx/Quakzu7A4fJdejExERUf2xcCciagHkMhnm9/bE2J/ybGOpfxuQcqkUQ0JVEkbW9lzSWbAiU4tPT+pQZLS/fj3OxwlPxHvg/ptc4VJNezX5kSMAALfz5yHX6WBNSGiymImIiKhlY+FORNRCDAlRYlA7JVL/ruj3Pf9gEQaFKNnmqxkcyTViaYYWG8+UoIb95jAiVIkn4tUY2E4JWQ3/v3gMHgwAiC3/WlNY2HjBEhERUavCwp2IqIWQlc+6D9l61TaWlmfCxjMluD/CTcLIWi+rIODHC6VYmqHF7itGu8cpFcCESDfMjFMjxtu5GSMkIiKitoCFOxFRC9LD3wVjwl2x6WyJbey1Q0W4u2P1j2NTw+jNVnx1qgTLMrXI0pjtHuenlGNqF3dMi3FHoKuiGSMkIiKitoSFOxFRC/NyT09sPVcCS/nj2meKLfjspA7TuqilDawVyCmx4KNjOqw6rkO+wWr3uCgvJ8yKU2NCpBtcnfiBCRERETUtFu5ERC1MpJcTJkW745MTOtvYW0eKMbGTG9TO3LW8IY4VmLAsQ4vk03oY7G8QjwHBLngi3gMjwrivABERETUfFu5ERC3Qcwke+PIvPfTlu6RdLbViWYYWzyV4ShxZyyEIAlL/NmBJuhY/XzLYPc5JBoy9yRUz49RI8HdpxgiJiIiIyrBwJyJqgYLdFJgZq8Y7R4ttY+//qcVjMe7wV3GtdU2MFgEbTuuxNEOLjAL769c9XWSYEu2O6bFqhLozp0RERCQdFu5ERC3Uk13V+ORExVpsrVnAO2nFWNjXW+LIHFOBwYrVJ3RYmanFlRL769c7qhWYEafGw1FcekBERESOgYU7EVEL5eUix7PdPfDvPzS2sVXHdXg8Vo1wD769X3O6yIwPM7RYe6piaUF1+gS4YFa8Gnd1UEEh5/p1IiIichz8y46IqAWb2tkdH2ZocVFXtqOayQq8cbgIKwf6ShyZtARBwG85RixJ12L7+VLYK9flMuCuDio8Ea9Gn0Bls8ZIREREVFcs3ImIWjCVkwwv9fDAzN2FtrGv/yrBU/EmxPs6SxiZNMxWAVvOlmBphhYHc012j3N3kuHhKDfMiOPTCUREROT4+NcKEVELNyHSDUvStcgsLNtoTQDwn4MaJI/wlzawZlRktOLzLD2WZ2pxQWu/n1uImxxJsWpMinaHt5Lr14mIiKhlYOFORNTCKeQyzOvtiYk/59vGfrpowO4rBtwW3Lof/76gNWNFpg6fndShyGR//XpXX2c8Ea/GfeGucFFw/ToRERG1LCzciYhagdvDVLglyAX7so22sfkHNNgxOgAyWesrVA/nGrE0Q4uNZ0pgsV+v4/YwJWbFe2BAsEurzAMRERG1DSzciYhaAZlMhld7e2Lkd7m2sQNXTdh6rhT3hLtKGFnjsQoCfrhQiiXpWuyt9AFFVSoFMDHSDTPj1Ij2dtx1/sZJkwAAGo0GXl5eEkdDREREjoyFOxFRK9EnUIk7O6iw/XypbWzBoSLc2UEFpxbc3kxvtmL9KT2WZWjxV5H99ev+KjmmxbhjWhd3+KsUzRhhw5S89x4A4FxWFqKioiSOhoiIiBwZC3ciolZkXi9P/HChFNbyx8ezNGasO6XHo9Hu0gbWANl6Cz46rsMnx3XIN1jtHtfZywmz4tV4IMINKqeW+wEFERERkT0s3ImIWpEYb2c81MkNX2TpbWNvHi7CuAhXuDm1jF3UMwtMWJqhxdd/6WG0X69jUDslnohXY1ioEnKuXyciIqJWjIU7EVEr80KCB74+rYeh/Knyv/VWrMzU4eluHtIGVgNBEJBy2YAl6Vr8ctlg9zhnOXD/Ta6YGadGNz+XZoyQiIiISDos3ImIWpkwtROSuqjxfrrWNrb4z2JM6uwOHwfrXW6wCPj6tB7LKvWhr46XiwyPdXbHP7qoEeLu+OvXiYiIiBoTC3ciolbomW4eWHNSB42xbLG7xihg8dFi/Odmx9i9PL/Ugk9O6PHRMS2yS+w/Dx/uocDMWDUeinKD2tmxPnQgIiIiai6S/RX00UcfoX///mjfvj3at2+PESNG4Mcff7R9f8uWLRg7diwiIyPh7e2NXbt2XXcNg8GAOXPmICIiAiEhIZg4cSIuXbrUnLdBROSQfJRyPNNV/Gj8imNaXNTan9VuDn9pzHh2XyHikrPx2qEiu0V7v0AXfDbEFwfHBmF6rLpVFu1e3t7w8vZG75tvhpe3t9ThEBERkQOT7C+hkJAQvPrqq0hNTUVKSgoGDhyIxMREpKenAwD0ej369OmD119/3e41XnzxRWzduhWrVq3C9u3bUVxcjAkTJsBisd8uiIiorZge6452bhVv8wYLsPBIcbPHIQgC9lwx4KH/5aH3t9lYdVyHEotw3XFyGTAm3BU/3xWAH0YH4J5wVyhacBs7IiIiosYi2aPyo0ePFn398ssvY9WqVdi/fz/i4+MxceJEAEBeXl6152s0Gnz++edYunQphgwZAgBYsWIFunbtip07d2LYsGFNewNERA7OzUmOFxI88c+9hbaxdaf0eCJejRhv5yb/+SargC1nS7AkQ4vDuSa7x6mdZHgk2g2Px6rR0YMruIiIiIiqcohnDy0WC7755hvodDr06dOnTuccOXIEJpMJQ4cOtY2FhYWhc+fO+P3335sqVCKiFiUxyg1RXhXFsFUAFhwsatKfqTFa8UF6MXpsyMbU1AK7RXuomwILensi/YFgvNnXm0U7ERERkR2S/pWUkZGBkSNHorS0FO7u7vjiiy8QFxdXp3NzcnKgUCjg5+cnGg8ICEBOTk6N52ZlZTU45ubUUuJsjZh76TD3jW9aOwWe1yhtX393vhQbDv6F7p7i9eU3mvu/S2X48rITNmc7QWex/4h7jLsViaEmDPe3wElejKvngas39JNbpt5VvuZrv/kx59Jh7qXD3EuHuZdOS8h9VFRUjd+XtHCPiorCrl27oNFosGXLFsyYMQPbtm1DbGxsg68pCAJksprXRNaWFEeQlZXVIuJsjZh76TD3TaNTJwFf513FgasVM9+rsj2xvae/7f3yRnJ/6KoRSzK02Hy2BNUsXbe5o70KT8SrcWuQS63v020RX/vNi+830mHupcPcS4e5l05ryb2khbuLiwsiIiIAAD169MChQ4ewbNkyLFmypNZzAwMDYbFYkJeXB39/f9t4bm4u+vfv32QxExG1NDKZDPN7e+Gu73NtY/uyjfjpogG3t1c16JoWq4DvL5RiaYYW+7KNdo9TKYCHOrljRpw7oryafl09ERERUWvkUAsKrVYrjEb7fwBWlpCQAGdnZ6SkpGD8+PEAgEuXLuHEiRPo27dvU4ZJRNTi3BasxIhQJXZcMtjGXj2gwfBQZb12bteZrFh3So8PM7Q4XWy/g0eASo5/dHHH1Bh3+KkUNxQ7ERERUVsnWeE+f/58jBw5EqGhodBqtdiwYQN2796N5ORkAEBBQQEuXLgAjUYDADhz5gy8vLwQFBSEoKAgeHl54ZFHHsG8efMQEBAAHx8f/Pvf/0ZcXBwGDx4s1W0RETmseb298POlHFx7mj2z0Izk0yV4sJNbrede0Vvw0TEtPjmhQ4HB/vPwXbydMDNOjfERblA58XF4IiIiosYgWeGenZ2N6dOnIycnB56enoiLi8OGDRtsbdy2b9+OWbNm2Y5/6qmnAADPP/88XnzxRQDAG2+8AYVCgSlTpqC0tBQDBw7E8uXLoVBwdoeIqKquvs4YH+mK5L9KbGOvHyrCfeGuds9JzzdhaYYWG07rYbLaPQxDQpR4Il6NoSFKrl8nIiIiamSSFe4ffvhhjd9PTExEYmJijceoVCosWrQIixYtaszQiIharZd6eGLjmRJbEX5RZ8GqEzqMdKk4RhAE/O+SAUsztEi5bKj+QgCc5cD4CDfMjFMj3pfr14mIiIiaikOtcScioqYV7uGEqTHuWJ6ps429m1aM/j0Ag0VA8l96LMvQ4lih2e41vF1kmBrjjn90USPYjU84ERERETU1Fu5ERG3M7O4eWJulR7GpbK16vsGKOceUOJ92BTkl9p+Hj/BQYGacGg92coO7s7y5wiUiIiJq81i4ExG1Mf4qBZ6IV+PNw8W2sQMaBYDqi/ZbglwwK06NUe1V9dqBnoiIiIgaBwt3IqI2aFacGh8f0+FqafXFukIG3BvuillxavQKcKn2GLoxlu7dAQClBgNUSqXE0RAREZEjY+FORNQGqZ3leC7BA3N+04jGPZxleDTaHUmx7uig5q+IpqRNTQUAZGVlISoqSuJoiIiIyJHxrzIiojZqSmd37M8x4uvTJWintGJGN288Gu0OLxeuXyciIiJyJCzciYjaKCe5DCsH+eK9WwVcPHMKUVEeUodERERERNXgtAoRURvn6sQN54iIiIgcGQt3IiIiIiIiIgfGwp2IiIiIiIjIgXGNOxERkQTUgwYBALqUt4O7tss8ERERUVUs3ImIiCSgSEsDALhLHAcRERE5Pj4qT0REREREROTAWLgTEREREREROTAW7kREREREREQOjIU7ERERERERkQNj4U5ERERERETkwFi4ExERERERETkwFu5EREREREREDoyFOxEREREREZEDY+FORERERERE5MBYuBMRERERERE5MBbuRERERERERA6MhTsRERERERGRA5MVFhYKUgdBRERERERERNXjjDsRERERERGRA2PhTkREREREROTAWLgTEREREREROTAW7kREREREREQOjIU7ERERERERkQNr04X7f//7XwwZMgTt27dHZGQkJkyYgMzMTNExgiDgzTffRExMDIKDgzF69GgcO3ZMdMw777yD22+/HSEhIfD29r7u56xduxbe3t7V/nPo0KEaY8zIyMCdd96J4OBgdOnSBW+99RYEoaIRwOjRo6u9br9+/Wq9/48//hjdunVDUFAQBg0ahL1794q+/9RTTyEhIQHBwcGIjIzEgw8+iBMnTtR63bpg7mvOfeUc3H///fD29sbmzZtrvW5tmPea817dtR977LFar1sXzH3tr/mDBw9izJgxCA0NRVhYGEaOHIm8vLxar10b5t5+7s+dO2c35vfff7/Wa9eGua/5dZ+dnY3p06cjOjoaISEhuPXWW5GcnFzrdeuCua8592fOnEFiYiIiIyPRvn17TJ48GTk5ObVety7acu737NmDiRMnokuXLvD29sbatWuvO6Yu995QzH3Nud+yZQvGjh2LyMhIeHt7Y9euXTVesz6Ye/u5N5lMeOWVV9C/f3+EhISgc+fOmDZtGi5cuFDjdatq04X77t27MXXqVPz444/YsmULnJycMGbMGBQUFNiOee+997B06VK89dZb+OWXXxAQEID77rsPxcXFtmMMBgPuuusuzJgxo9qfM3bsWJw4cUL0zwMPPICOHTuiR48eduMrKirCfffdh8DAQPzyyy9YuHAhPvjgAyxZssR2zBdffCG67tGjR+Hh4YExY8bUeO/ffvstXnjhBTz77LP49ddf0adPH4wfP170AurRoweWLVuG33//Hd988w0EQcCYMWNgMplqzW1tmPuac3/NkiVLoFAoarxefTDvtec9MTFRdP3FixfXeN26Yu5rzv2BAwdw33334bbbbsOOHTuwc+dOPPHEE3Bycqo1t7Vh7u3nPiws7LqY3333XchkMtxzzz11ym9NmPuaX/ePP/44Tp48iXXr1mHv3r2YOHEikpKSsGfPnlpzWxvm3n7udTod7rvvPgiCgM2bN+OHH36A0WjExIkTYbVa65TfmrTl3Ot0OsTGxmLhwoVwdXWt9pi63HtDMfc1516v16NPnz54/fXXa7xWQzD39nOv1+uRlpaG2bNnIzU1FevWrcOlS5cwbtw4mM3mGq9dGfu4V6LVatGhQwesXbsWo0aNgiAIiImJwT/+8Q/Mnj0bAFBSUoKoqCgsWLAAU6ZMEZ2/efNmTJo0CYWFhTX+HL1ej5iYGPzzn//Es88+a/e4VatWYf78+Th58qTtRbBo0SJ88sknyMzMhEwmu+6c5ORkPP744zh69CjCwsLsXnvYsGGIi4sTzaj07NkT9957L1555ZVqz0lPT8dtt92G/fv3IyoqqsZ7rC/m/vrcHz58GA8//DB27tyJqKgorFmzBvfee2+N91dfzLs476NHj0ZsbCwWLVpU4/00BuZenPuRI0diwIABePnll2u8n8bA3Nf8Xj9mzBjIZDJs3LixxvtrCOZenPvQ0FC89dZbePjhh23HxMfHIykpCU8++WSN91hfzH1F7n/55Rfcf//9OHPmjG1GT6PRIDw8HBs3bsTgwYNrvMf6aku5ryw0NBRvv/02EhMTbWP1vfcbxdwnVvv9vLw8REZGYuvWrRgwYECdrllfzH31ub/m+PHj6NevH/bs2YO4uLg6XbtNz7hXpdVqYbVabW/i586dQ3Z2NoYOHWo7xtXVFf3798fvv//e4J+zceNG6PX6Wv8P/eOPP3DLLbeIPrkZNmwY/v77b5w7d67ac9asWYMRI0bU+OIyGo04cuSI6L4AYOjQoXbvS6fTYe3atQgLC0OHDh1qjLshmHtx7ouLizF16lQsXrwYAQEBdbm1BmHer3/Nf/PNN4iIiEC/fv0wd+7cRpkBqA5zX5H7q1ev4o8//kBQUBDuuOMOREVFYdSoUUhNTa3rbdYLc2//vf7s2bNITU3F5MmTa4y5oZh7ce779euHTZs2IT8/H1arFd999x3y8vIwaNCgutxmvTD3Fbk3GAyQyWRQKpW276tUKsjlcuzbt6/We6yvtpL7umiqe7eHuZcOc1+za39fVrccwB4W7pW88MIL6Nq1K/r06QOgbO0ZgOsKp4CAgBtaB7VmzRrcfvvtCA4OrvG4nJycan/2te9VderUKezZswePPvpojdfNy8uDxWKp0319/PHHCA0NRWhoKH7++Wds2bJF9IuusTD34vv617/+hWHDhmHkyJE1Xu9GMe/i+xo/fjw++ugjbN26FXPmzMGWLVvwyCOP1HjthmLuK+7r7NmzAIA333wTiYmJ2LBhA2655RaMHTsWf/75Z43Xbwjm3v59ffbZZ/Dz88Odd95Z47UbirkX39fq1ashk8kQERGBwMBATJ8+3bY2u7Ex9xX3dfPNN0OtVmPevHnQ6XTQ6XSYO3cuLBaLLS+Nqa3kvi6a6t7tYe6lw9zbZzQaMXfuXNxxxx0IDQ2t83ks3Mu99NJL+O233/D5559ft6a46qMTgiBU+zhFXRw7dgx//PEHJk2aJBrv16+frUAeN25cjT+7unGg7IUbHByM22+/3Ta2d+9e23VDQ0NFm97U5b7Gjx+PX3/9Fd999x0iIyMxadIk6PX6et51zZh78X19+eWXSE9Px4IFCxp0n3XFvF9/X5MnT7Y9Ynn//fdj9erV2LlzJ44cOdKAO7ePuRff17U1pVOmTMEjjzyC7t27Y968eejVqxdWr17dkFu3i7m3f19msxnr1q3DQw89BGdn53rcbd0w99ff12uvvYa8vDxs3rwZKSkpePLJJzFjxoxG/8CKuRffl7+/Pz799FPs2LHD9iShRqNB9+7dG3VfGaBt5r4uGvPe7WHupcPc22c2mzF9+nRoNBosW7asXufe+K4/rcCLL76Ib7/9Flu3bkV4eLhtPCgoCEDZpzCVH5HIzc1t8OPLn376KcLCwjB8+HDReHJysm1zApVKBQAIDAy87hOg3NxcANd/WmU0GrF+/XpMmjRJtJlTjx49RDtGBgQEQKlUQqFQVHvtqtf18vKCl5cXIiMjcfPNNyM8PBxbtmzBxIkTG3L712Hur7+v1NRUHD9+/LpP4KZMmYI+ffrghx9+qPe9V8W81+2+evToAYVCgdOnTyMhIaGut1wj5v76+7p27507dxYdEx0djYsXL9bvpmvA3Nd8X99//z2uXLnSJLMLzP3193XmzBmsXLkSu3btQteuXQEAXbt2xb59+7By5Up88MEHDbr/qpj76u9r6NChOHLkCPLy8qBQKODt7Y3o6Gh07NixQfdenbaW+7poinuvDnMvHebePrPZjKlTpyIzMxPbtm2Dr69vvc5v8zPuzz//PDZs2IAtW7YgOjpa9L2OHTsiKCgIKSkptrHS0lLs27cPffv2rffPKi0txVdffYXExETI5eLUd+jQAREREYiIiEBISAgAoE+fPti3bx9KS0ttx6WkpKBdu3bX/WLZtm0b8vLyrnus19XV1XbdiIgIeHh4wMXFBQkJCaL7unbtmu5LEAQIggCj0Vjve68Oc1+hcu5ffvll7NmzB7t27bL9AwALFizA8uXL633vVTHvFWp7zWdkZMBisdh+2dwo5r5C5dx37NgR7dq1Q1ZWluiYv/76C+3bt6/3vVeHua9g73X/2Wef4dZbb0WnTp3qfc81Ye4rVM79tafXqs5GKRSKRtnZHGDuK7P3uvfz84O3tzdSU1Nx9epVjBo1qt73Xp22mPu6aOx7rw5zLx3m3j6TyYQpU6YgIyMDW7dubdDflm16xn327Nn46quv8MUXX8Db29u29sLd3R1qtRoymQwzZszAu+++i6ioKHTq1AnvvPMO3N3dRY9dXLhwAQUFBTh//jwA4OjRowCAiIgIqNVq23GbN29GUVGRaPfYmowbNw5vvfUWZs6cidmzZ+PUqVP4v//7Pzz33HPXPdKxZs0aDBo0SPTJVk1mzZqFpKQk9OrVC3379sUnn3yCK1eu2HZ0PH36NLZs2YLBgwfDz88Ply9fxuLFi+Hi4iJ6ZKShmHv7uQ8JCbG9yVQWFhZW559hD/NuP+9nzpxBcnIyRo4cCV9fX5w4cQJz585Ft27d6tQzuDbMvf3cy2QyPPnkk1i4cCHi4+PRrVs3bNy4Efv378fbb79dp59RE+befu4r39v//ve/RvlwsDLm3n7uo6OjERERgWeffRavvfYafH19sW3bNqSkpGDdunV1+hk1Ye5rft1/8cUXiI6ORkBAAP744w+88MILmDlzZqN0zWnLuddqtTh9+jSAsmVQFy9exNGjR+Hj44P27dvX+d4birm3n3sAKCgowIULF6DRaACU/e3j5eWFoKCgG56kYO7t595sNmPSpEk4fPgw1q9fD5lMZsuPp6en3fZ91yksLBTa6j8Aqv3n+eeftx1TUFAgPP/880JQUJCgVCqF/v37C3v37hVd58EHH6z2Olu3bhUd179/f2HEiBH1inHPnj3CLbfcIiiVSiEoKEh44YUXhIKCAtExR44cEWQymZuZLhoAAAFiSURBVLB69ep6Xfudd94R2rdvL7i4uAjdu3cXvvvuO9v30tPTheHDhwv+/v6Cs7OzEBoaKowfP174448/mPsmzr29fK1Zs4Z5b+LXfP/+/QUfHx/BxcVFuOmmm4SkpCThzJkzfM0302v+1VdfFcLCwgQ3NzehZ8+ewqZNm5j7Zsr9c889J3h7ewtXrlxplJwz93XL/cGDB4W7775bCAgIENzc3IS4uDhh2bJlzH0z5P7pp58WAgMDBWdnZyEyMlJ47bXXrvvZzH39c79169ZqY37wwQfrde/MfdPkfunSpbXmh7lv/NynpaXZzc/SpUvr/HPYx52IiIiIiIjIgbX5Ne5EREREREREjoyFOxEREREREZEDY+FORERERERE5MBYuBMRERERERE5MBbuRERERERERA6MhTsRERERERGRA2PhTkREREREROTAWLgTEREREREROTAW7kREREREREQO7P8BjQ7OBzSJcisAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-09-28\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1045788510039371777\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-11\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1072528643488972802\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-05-04\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/992361223793487872\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1082103637990625281\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-28\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1078716366591483904\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2016-04-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/718598132888702976\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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64KgaKY+0S+M6+88Wd2EhNt3fI0ZPfHXG3fe3nUV6uFecIkOtrSkAwCz617+WJHX6oV1w551WhQIAQNBjZB/ABS33GNUf3TFK8eH+9dVxR0aM4sKqEvvjpS6tzC2+wBUAAABAcPOv39gB+BVHhUtr95WY+ib70RT+c+LDQ3RH1xhT34LtDrkMw8sVAAAAQHAj2Qfg1dp9JSqqrEqY20WHaHDbiAtcYZ37e8TIXm3W/u6CSr1/sMy6gAAAAAALkewD8MqzMN/E1GjZQ/xzHXxybKh+6lFLYP72QouiAQAAAKxFsg/gvL4vrNSnR8tNff5Uhf98pvY0b8P36dFybT1R7uVsAAAAIHiR7AM4rzf2mEf1+yeGqWtCmEXR+KZvq3Bd2ybc1Dc/y2FRNAAAAIB1SPYB1GAYRo0p/P4+qn/O1F5xpvaavSU64Ki0KBoAAADAGiT7AGrYdKxcewud7nZ4iHRL58BI9q/vEKGM+FB322lIC3cUWRgRAAAA0PhI9gHUsDzbPKo/KiVKCRGB8XURYrPpoV7mtftLvytSQbnLoogAAACAxhcYv70DaDTFlS69ta/E1Dc5QKbwnzOhS7QSI6u+3gorDC3dzeg+AAAAmg6SfQAm678vVWGF4W4nRYVoaPsICyOqvchQm37ZPcbUt3BHkSpchpcrAAAAgOBCsg/AxLMw34TUaIWG2CyKpu6mdItRlL0q7kPFTq3ZW3KBKwAAAIDgQbIPwO2go1IfHS4z9QVKFX5PLSLtuj3dHPu87Q4ZBqP7AAAACH6WJftz5szRkCFDlJycrNTUVE2cOFE7duyocV5OTo5+9rOfKSUlRW3bttWgQYO0e/duSdLp06f129/+VgMGDFCbNm3Us2dPPfroozp16tQF33vZsmVKSEio8ae0tLRBPisQKFbmlqh6Kty3ZZh6NA+zLJ5L9WDPWFWfk/DtqQp9cqTcsniApq547lwVz52rfTNnqnjuXKvDAQAgqIVe/JSG8dlnn2nKlCnq16+fDMPQM888o3Hjxmnz5s1q3ry5JGnfvn0aMWKEbrvtNq1du1YJCQn67rvvFBNzdi3ukSNHdOTIET355JPq1q2bDh8+rGnTpmnKlClas2bNBd8/OjpaW7ZsMfVFRkY2zIcFAoBhGDWq8AfqqP45XZqF6qaUSK3fX/Ugb/72Qg1uF1g1CIBgUXHnnZKkE9nZap6ebm0wAAAEOcuS/czMTFP7xRdfVEpKijZt2qSRI0dKkp5++mkNHTpUf/jDH9znderUyf3fPXr00GuvveZud+nSRU899ZQmTpyoM2fOqFmzZl7f32azKSkpqZ4+DRD4vjpeoZwzle52WIh0a5coCyOqHw/3ijUl++8fKtPO0xXqHsAzFgAAAICL8Zs1+w6HQy6XSwkJCZIkl8ulDRs2KCMjQ7fccotSU1M1ZMiQGg8JPBUWFioiIkLR0RcekSwpKVGvXr3Uo0cPTZw4Udu2bau3zwIEouU55q3pRnSIVMtIu0XR1J+rkiI0INGc2C/IclgUDQAAANA4bPn5+X5RrerOO+/Unj179NFHH8lutysvL08ZGRmKjo7WrFmzNGjQIH3yySeaPXu2li1bphtvvLHGa+Tn52vo0KEaPny4/vKXv3h9r//85z/KyclRr1695HA4tHDhQr3//vv67LPPlJqa6vW67OzsevmsgL8pc0k3bo6Sw1m1wv3/616mwS2dFkZVf/51wq7pu6qm7ofZDK0dUKJW4RYGBQAAAFyC9IssifOLZH/WrFnKzMzUhg0b3NP0jxw5ou7du+vWW2/VokWL3Ofec889ys/P16pVq0yvUVRUpFtvvVUhISFavXp1rdbfO51OXXvttbrmmmsu+JAATVN2dvZFf5ACXWZuse7++LS73SoyRDsntlFYAG65dz5Ol6ErMvO0r7Dq4cW0PnF6/ArvS30CUVO4VxEcuFcRCLhPESi4V+GN5dP4Z86cqdWrV2vt2rWm9fgtW7ZUaGioMjIyTOd37dpVBw8eNPU5HA7deuutkqQ33nij1oX27Ha7+vbtq9zc3Lp9CCDArcgxF+Yb3yUqaBJ9SbKH2PRgj1hT36JdDhVVuCyKCGiaQrZuVcjWrYreuVMhW7daHQ4AAEHNsgJ9kjR9+nRlZmZq/fr16tq1q+lYeHi4+vXrV2PqfE5OjpKTk93twsJCjR8/XoZhaNWqVYqNNf9C7wvDMJSVlaVevXrV7YMAAexIsVMfHi4z9QV6Ff7zuT09Ws9sOaP88rOTmfLLDS3LLtYve9T+OwNA3cRdd50kqccP7YL8fMtiAQAg2Fk2sj9t2jQtX75cixYtUkJCgvLy8pSXlyeHo6pw1iOPPKI1a9Zo8eLFys3N1ZIlS5SZmal77rlH0tlE/+abb1Z+fr6ef/55FRcXu1+nvLxqL+0xY8boySefdLf/9Kc/6cMPP9S+ffv0zTffaOrUqcrKytLdd9/deH8BgJ94c0+xXNUW8/RsHqo+LYNvMXtMWIimdIsx9T2/wyGny/KVTAAAAEC9s2xk/9w6/LFjx5r6p0+frpkzZ0qSRo8erblz52rOnDmaMWOGunTpooULF2rEiBGSpK1bt+rLL7+UJF1xxRWm11m3bp2uvfZaSdLevXvVvn1797GCggL96le/0rFjx9SsWTP16dNH77zzTo3XAIKdYRha7jGFf3J6jJezA9+93WM1b7tD5T/M3t9X6NT6/aUa2ynwtxgEAAAAqvOLAn2APwvmoidbTpRryLrj7rbdJu2c2EatowJ/yz1vHvrstJZlVz3guDIxXO+NTrQwovoTzPcqgkP8D9vrnsM0fvgzvlMRKLhX4Y3lBfoAWGd5tnlU//oOkUGd6EvS1J7mNfr/OV6uzXllXs4GAAAAAhPJPtBElTkNrdprTvaDsTCfp+7NwzS8fYSpb36Ww8vZAAAAQGAi2QeaqA0HSnW6rGoVT/MIm25Mrt22lYHq4V7m0f3135cq90ylRdEAAAAA9Y9kH2iiVngU5ru1c7Qi7DaLomlcg9pGqHeLMHfbkPQ8o/sAAAAIIiT7QBN0rMSp9w+Wmvompwf/FP5zbDabpnqM7i/LLtapUqdFEQEAAAD1i2QfaILezC2Rs9o+HN0SQtW3ZZj3C4LQzZ2j1C666iuwxGno5V1FFkYEAAAA1B+SfaAJWp5tTmonp0XLZmsaU/jPCQux6f4e5tH9l3YVqbSS3UgBAAAQ+Ej2gSbmm5PlyjpdVYwuxCZNSG06U/ir+0VGjOLCqh5yHCtxaWVu8QWuAAAAAAIDyT7QxCz3KMw3rF2E2kTbLYrGWvHhIbqja4ypb8F2h1wGo/sAAAAIbCT7QBNS7jT05p4SU9+ktKY5qn/O/T1iVH0Tgt0FlfrgYJl1AQEAAAD1INTqAAA0nvcPlupkmcvdbhZu06iUKAsjsl5ybKh+2jlKq3KrHoLM216oG5IjLYwKCE7lv/iFJKmgoEDx8fEWRwMAQHAj2QeakBUeU/hv6RylyNCmVZjvfKb2jDUl+58eLdfWE+Xq2yrcwqiA4FPy7LOSpO+zs5Wenm5xNAAABDem8QNNxMlSp/55sNTUNzktxsvZTUvfVuG6po05sV+Q5bAoGgAAAODSkewDTcSq3BJVVM3gV1qzUPVPDLMuID/zcK84Uztzb4kOOCq9nA0AAAD4N5J9oInwrMI/OT1aNhtT+M+5vkOEusZXrWxyGtKLO4osjAgAAACoO5J9oAnIOlWhbScr3G2bpImpTbsKv6cQm01Te8Wa+pZ8V6SCcpeXKwAAAAD/RbIPNAGehfmuaxeh9jF2i6LxXxO6RCsxsuprsbDC0NLvGN0HAABA4CHZB4JcpcvQylxzsj8pjVH984kMtene7uaihQuzilThMiyKCAgu8QkJik9IUP8BAxSfkGB1OAAABDWSfSDIfXioTMdKqqaix4XZNLoje8h7M6VbjKLsVbUMDhU7tWZvyQWuAAAAAPwPyT4Q5Dyn8I/rFKXoUH70vWkZadfkdPPMh/nbHTIMRvcBAAAQOPiNHwhip8tceme/eVTaM5FFTQ/2iFX1fQq+OVWhT46UWxYPAAAAUFsk+0AQy9xbrOrF5DvH2XV163DrAgoQqfGhGpViXuqwIKvQomgAAACA2iPZB4LY8uyahflsNpuXs1Hdwx7b8L13sEw7T1d4ORsAAADwLyT7QJDanV+h/54wJ6cTU5nC76urWodrQGKYqW9BlsOiaAAAAIDaIdkHgpRnYb5r24SrY1yoRdEEHpvNpqm94kx9K/cUK6/YaVFEAAAAgO9I9oEg5HQZemNPzSn8qJ3RKZHqGGt3t8td0ks7iyyMCAAAAPANyT4QhD46UqYjxVWV+WJCbRrTKcrCiAKTPcSmB3ua1+6/vNuhogqXlysAAAAA/0CyDwQhzyn8YzpFKTaMH/e6uD09WgnhVUUNT5cZWu7x9wsAAAD4G377B4JMQblL678vMfVNZgp/ncWGhejubjGmvgVZDjldhkURAQAAABdHsg8Embf2lqi0Wg255Fi7BrYJty6gIPDL7rGqPjFiX6FTb+8vtS4gAAAA4CJI9oEg4znFfFJatEJsNi9nwxdtou2a4LFt4fztbMMHAAAA/8U+XEAQ2VNQqc3Hyk19k1KZwl8fHuoZq2XZVQ9S/nO8XJvzynRVUoSFUQGBxXnZZZKk0rIyRUbwswMAQEMi2QeCiGdhvh8lhatzM37M60OP5mEa3j5CHxwqc/fNz3KQ7AO14Pj4Y0lSdna20tPTLY4GAIDgxjR+IEi4DEOv76k5hR/1Z2ov8zZ8678vVe6ZSouiAQAAALwj2QeCxKdHynSwqKoyX5TdpnGdoiyMKPgMbhuhXi3C3G1D0gtZrN0HAACA/yHZB4KEZ2G+n3SMVLNwfsTrk81m08Meo/uvZRfrVPXtDwAAAAA/QCYABIHCCpfWfW/eCm5yOlP4G8LNnaPULrrqq7PEaeiV3cUXuAIAAABofCT7QBD4x74SFVca7nb7aLuubUPhuIYQFmLT/T3Mo/t/2+lQabW/fwAAAMBqJPtAEFiebR5Zvi0tSvYQm0XRBL87usYoNrTq7/dYiUsrcxndBy4mdvBgxQ4erO4//7liBw+2OhwAAIIayT4Q4PYVVurzvHJT321U4W9QCREhuiPD/He8YLtDLoPRfeBC7Nu2yb5tm2J27ZJ92zarwwEAIKiR7AMBboVHYb4rE8OVHh/m5WzUl/t7xMpebfLE7oJKfXCwzLqAAAAAgGpI9oEA5jIMve6R7E9iVL9RpMSG1tjacD7b8AEAAMBPkOwDAezzvHJ976ja9i3CLv20c9QFrkB9muqxDd8nR8q09US5l7MBAACAxkOyDwQwzyn8N6VEKSGCH+vGcnmrcA1sE27qW8DoPgAAAPwAWQEQoIoqXPrH3hJT32Sm8De6hz1G9zP3luigo9KiaAAAAICzSPaBALXu+1I5qu3t3iYqREPaRVgYUdN0Q4dIdY0PdbedhrRwR5GFEQEAAAAk+0DAWu4xhX9iarTsITYvZ6OhhNhseqineXR/yXdFKih3WRQRAAAAYHGyP2fOHA0ZMkTJyclKTU3VxIkTtWPHjhrn5eTk6Gc/+5lSUlLUtm1bDRo0SLt373YfLysr029/+1t16dJF7dq102233aZDhw5d9P0XLVqkPn36KCkpSYMHD9bnn39er58PaCj7HZX69Ih5m7dJ6Uzht8rE1GglRlZ9nRZWGFr6HaP7AAAAsI6lyf5nn32mKVOm6J///KfWrl2r0NBQjRs3TqdPn3afs2/fPo0YMUIdO3bU2rVr9cUXX+jxxx9XTEyM+5yZM2dq3bp1evnll/XOO++osLBQEydOlNPpPN/bSpIyMzM1Y8YM/eY3v9Enn3yiK6+8UuPHj9eBAwca9DMD9eGNnGIZ1dr9WoWpW0KYZfE0dZGhNt3TPcbUtzCrSBUuw8sVAAAAQMOy5efn+81vow6HQykpKVq2bJlGjhwpSbrnnntks9n00ksvnfeagoICpaWlacGCBZowYYIk6eDBg+rdu7dWrVqlYcOGnfe6YcOGqWfPnnruuefcff369dPYsWM1e/bsev5kCGTZ2dlKT0+3Ogw3wzDUPzNPe85UPcz669Xxurd77AWuQkM7WQPUH7oAACAASURBVOpUz5VHVVrtGeNLg5prfGrjzbjwt3sV8BSfkGBqF+TnWxQJcHF8pyJQcK/CG79as+9wOORyuZTwwy8DLpdLGzZsUEZGhm655RalpqZqyJAhyszMdF+zdetWVVRUaOjQoe6+Dh06KCMjQ5s3bz7v+5SXl2vr1q2mayRp6NChXq8B/MV/jpWbEv3wEOmWzlEWRgRJahlp1+Q08+j+vO0OGYbfPE8FAABAExJ68VMaz4wZM9S7d29deeWVkqTjx4/L4XBozpw5mjVrlmbPnq1PPvlE9957r6Kjo3XjjTfq2LFjstvtatmypem1EhMTdezYsfO+z8mTJ+V0OpWYmOjzNdLZp2Zomvzp3/6F7HBV/9G9pnmlTh7I1UnrQsIPRsXa9HdFytDZQonfnKrQ61/lqn9C4xXr86d7FfDU36PN/Qp/xz2KQMG92jRdbEaH3yT7s2bN0qZNm7RhwwbZ7XZJZ0f2JWnUqFGaOnWqJKlPnz7aunWrFi1apBtvvNHr6xmGIZvtwpXJPY9f7BqmxzRN/jQ1qqTS0L82H5Gqrdj/5eWtlZ7MyL4/SJc06vhJvb2/1N23Jj9ekwa0apT396d7FfAF9yv8Gd+pCBTcq/DGL6bxz5w5U6tXr9batWvVqVMnd3/Lli0VGhqqjIwM0/ldu3bVwYMHJUmtW7eW0+nUyZPmcc0TJ07UGLmv/rp2u73GKP6FrgH8wdv7S3SmoirRT4wM0bD2kRZGBE9Te5lrJ7x3sEy78issigbwLwX5+SrIz9dXX37Jen0AABqY5cn+9OnTtWrVKq1du1Zdu3Y1HQsPD1e/fv1qTEvJyclRcnKyJKlv374KCwvTxo0b3ccPHTqk3bt366qrrjrve4aHh6tv376mayRp48aNXq8B/MGKnGJTe0JqtMJCLjyDBY3r6tbh6p9o3hlhwXaHRdEAAACgqap1sr9p0yb95S9/0W9/+1vl5ORIkoqKivTf//5XZ86cqdVrTZs2TcuXL9eiRYuUkJCgvLw85eXlyeGo+sX4kUce0Zo1a7R48WLl5uZqyZIlyszM1D333CNJio+P189//nP97//+rz766CNt27ZN9913n3r27KnrrrvO/ToDBgzQ3/72N3f7oYce0vLly7V06VLt3r1b06dP19GjR3XXXXfV9q8EaBSHi5zaeLjM1DcprfEqvcM3NptNU3vGmfre2FOsvGLvW4ECAAAA9c3nNfvl5eW6++679c4777jXto8ePVppaWmy2+269dZb9dBDD2natGk+v/miRYskSWPHjjX1T58+XTNnzpQkjR49WnPnztWcOXM0Y8YMdenSRQsXLtSIESPc5z/zzDOy2+266667VFpaqkGDBmnhwoXutf/S2bUs1af633zzzTp16pT++te/Ki8vT927d9fKlSuVkpLic/xAY1q5p1jVt23v0yJMvVqEeb8AlhndMVIdY+363nE2wS93SS/tKtLj/ZpZHBkAAACaClt+fr5P+0I9+eSTmj9/vv70pz9p8ODBGjBggN566y0NHjxYkvQ///M/+uabb/Thhx82aMBAY/OHoieGYeiqNcf0XUGlu++PV8brgZ6xF7gKVnpxh0PTNxe4280jbNo+vo1iwhpu9ZQ/3KuAL7hXEQi4TxEouFfhjc+/db755pu68847NWXKFLVo0aLG8fT0dO3bt68+YwPwg69PVJgS/VCbND6VCvz+7Pb0aMWHV9VTOF1maLlHzQUAAACgofg8jf/48ePq3bu31+MREREqKiqql6AAmHkmiTckR6pVpN3L2fAHsWEhmtItRnO+qapB8nyWQ3dnxMhOUUU0UVG/+pUkqWNBgaLi41Xy7LMWRwQAQPDyOdlPSkq64Mj9f//7X3Xs2LE+YgJQTWmlodW55mR/MoX5AsK93WM1b7tDFa6z7b2FTr29v1RjOjErA01T+JIlkqRzm9yS7AMA0HB8nsY/ZswY/f3vf3dX4JfOVp2WpHfffVdvvvmmbr755vqPEGjiNhwoVX55VWmNFhEhuqFDpIURwVdto+0a38X8YGZBFtvwAQAAoOH5nOxPnz5dycnJGjx4sO655x7ZbDbNmTNHw4cP1+23366+ffvqVz9MzwNQf1bkmJfHjO8SpXA708ADxdRe5iKKm4+Va3NemZezAQAAgPrhc7IfFxen9957T48++qiOHz+uyMhIbdq0SUVFRZo5c6bWrVunyEhGG4H6lFfs1AeHzInhJKbwB5QezcM0rH2EqW8+o/sAAABoYD6v2ZekyMhI/eY3v9FvfvObhooHQDUrc4vlrLY5Zo/mobqsZZh1AaFOHu4Vqw+rPbRZ/32p9p6pVOdmtfoKBgAAAHzm88h+UVGRDhw44PX4gQMHVFzMtlJAfTEMQyuyzT9Tk9Ki3bUyEDgGt41Qz+ZVib2hs5X5AQAAgIbic7I/a9YsTZ482evx22+/XU888US9BAVA2nayQjvyK91tu02a0IUp/IHIZrPp4V5xpr5lOcU6Veq0KCIAAAAEO5+T/Y0bN2r06NFej48ePVoffvhhvQQFQFqeYx7VH94+QknRdouiwaW6uXOU2kVXfeUWVxp6ZTezoQAAANAwfE728/Ly1KZNG6/Hk5KSdPTo0XoJCmjqyp2GVuWWmPompcVYFA3qQ7jdpvt6mCvz/22nQ6WVhpcrAAAAgLrzOdlv1aqVdu7c6fX4zp07FR8fXy9BAU3dPw+W6lSZy91OCLfpxmR2uwh0v+gao9jQqpoLx0pcejOX0X0AAADUP5+T/euvv15LlizR5s2baxz78ssvtWTJEl1//fX1GhzQVK3wmMJ/S5doRYZSmC/QJUSE6OddzXUXFmQ5ZBiM7gMAAKB++bzv08yZM/X+++9r1KhRGj58uHr06CGbzaasrCx98MEHSkpK0mOPPdaQsQJNwolSp947UGrqm5xGYb5gcX+PWP1tZ5F7S8Vd+ZX64FCZru/AzA0AAADUH5+T/aSkJG3cuFGzZ8/W22+/rffee0+SFBcXp4kTJ2r27NlKSkpqsECBpuLNPSWqvoy7a3yo+rUKsy4g1KuOcaEa1ylKq/dW1WSYt91Bsg8AAIB65XOyL0mtW7fWCy+8IMMwdOLECRmGocTERPb9BuqRZxX+yWnR/IwFmam9Yk3J/idHyrTtZLkuaxluYVQAAAAIJrVK9s+x2WxKTEys71iAJu/bUxX69lSFux1ikyakMoU/2FzeKlwD24Tr30fL3X0Ltjv0t8EtLIwKaHiFH30kSTqwf7+SU1KsDQYAgCDnNdlfsWKFJOm2226TzWZzty9m0qRJ9RMZ0AStyCkytYe0i1C7GLtF0aAhTe0Zq38fPeVur95bov+9olIdYuv0DBYICK6+fSVJxTExcqWnWxwNAADBzetvlQ8++KBsNptuueUWhYeH68EHH7zoi9lsNpJ9oI4qXIbe3FNi6ptEYb6gNSI5UunxocouqJQkOQ3pxZ1F+v0AtjAFAADApfOa7G/btk2SFB4ebmoDaBgfHCzV8VKXu90szKabUqIsjAgNKcRm00M9Y/Xrz/PdfYt3F2naZXGKD/d5V1QAAADgvLwm+ynV1tK5XC7ZbDbFxsaqefPmjRIY0NSs8CjM99POUYoKpTBfMJuYGq2nvz6jEz885CmsMLT0uyI93CvO4sgAAAAQ6HwaPnI6nbr88su1bNmyho4HaJJOlTr17oFSU99kpvAHvahQm+7tHmPqe3FHkSpchpcrAAAAAN/4lOyHhYWpTZs2bP8FNJDVe0tUUTWDX6nN7LqyNduwNQVTusUosloNxoNFTr21t8T7BUAAC1u8WGGLF6tVZqbCFi+2NhgAAIKczwtD77jjDi1fvlylpaUXPxlArSz3mMI/KS2Gh2tNRKtIuyanmUf352c5ZBiM7iP4RP/614r+9a/V6Y9/VPSvf211OAAABDWf93jq3LmzDMPQgAEDNGnSJHXq1ElRUTWLh/30pz+t1wCBYLfzdIW2nKhwt22SJqZSmK8pebBnjP6+u0jn0vttJyv06dFyDWobYWlcAAAACFw+J/u//OUv3f/917/+9bzn2Gw2kn2gljwL8w1qG6Fk9lpvUtLiwzQyJVLv7K+aOTV/eyHJPgAAAOrM54xi3bp1DRkH0CRVugyt3OM5hZ/CfE3Rw71iTcn+ewfLtCu/Qt0SwiyMCgAAAIHK52T/mmuuacg4gCZp4+EyHS2pqswXG2rTTzpGWhgRrHJ163Bd0SpM/622pGPBdofmXcN2pwAAAKg9nwv0Vbd9+3a9++67evfdd7V9+3YKSQF15DmFf2znKMWE1enHEgHOZrPp4V5xpr439hQrr9hpUUQAAAAIZLVaGLx69WrNnj1bhw8fliQZhiGbzaZ27dpp9uzZGj9+fIMECQSj/DKX3t5v3mJtMlP4m7TRHSOVEmvXfsfZBL/cJb20q0iP92tmcWQAAAAIND4PIS5btkz33HOPoqOj9eSTT2rZsmVatmyZnnzySUVFRem+++7TsmXLGjJWIKis2VuismqDth1j7fpRUrh1AcFyoSE2Pdgz1tT38i6HiipcXq4AAAAAzs/nkf05c+boiiuu0Pr16xUZaV5TfO+992rUqFGaM2eObr/99noPEghGy3OKTO1JadEKsdksigb+4mfp0frjljMqKD+7POp0maEVOcW6p3vsRa4EAAAAqvg8sn/o0CGNHz++RqIvSZGRkZo4caJ7ej+AC8suqNCXxytMfbcxhR+SYsNCdHdGjKlvQZZDThe1UQAAAOA7n5P9bt266ciRI16PHz58WBkZGfUSFBDsPAvzDWwTrk5xtSqhgSD2yx6xql6ncW+hU+8cKPV+AQAAAODB52T/qaee0pIlS7RmzZoax1avXq2lS5fq97//fb0GBwQjp8vQGznmwnyTGNVHNW2j7bq1i/memL/dYVE0AAAACEQ+DyXOmzdPLVu21JQpUzRjxgx17txZNptNubm5On78uFJTU/Xcc8/pueeec19js9m0cuXKBgkcCFSfHCnToWrbqUWH2jS2U5SFEcEfTe0Za5oBsvlYuf5zrExXto6wMCoAAAAECp+T/V27dslms6lDhw6S5F6fHxERoQ4dOqisrEy7d+82XWOj2BhQg+cU/p90jFRcmM+TbNBE9GwRpmHtI/ThoTJ33/ztDi0dSrIPAACAi/M52f/2228bMg6gSThT7tK6781rryenxXg5G03d1J6xpmR/3fel2numUp2bUd8Bgal47lxJ0rG8PLVOSrI4GgAAghu/MQKN6K19JSpxVlVV7xBj17Vtwy2MCP7sunYR6tk8VFmnKyVJhqTndzj016sTrA0MqKOKO++UJJ3Izlbz9HRrgwEAIMgxdxhoRJ5T+G9Li1YIy13ghc1m09Recaa+ZdnFOl3msigiAAAABAqSfaCR5J6p1Bd55aa+SalU4ceF3dI5Sm2jq76qiysNvbKryMKIAAAAEAhI9oFG4jmqf3XrcKXGs5IGFxZut+m+7rGmvhd3OlRWbTkIAAAA4IlkH2gELsPQ63vMyf6kNEb14Zs7M2IUG1q13ONYiUsrPe4nAAAAoDqSfaARfHa0XAccTnc70i6N6xxlYUQIJAkRIfp5V/PDoQVZDhkGo/sILCFbtypk61ZF79ypkK1brQ4HAICgVus5xCUlJdqyZYuOHz+ugQMHqlWrVg0RFxBUPKfwj+4YpfhwnrXBd/f3iNWLO4vk+iG/35VfqQ8Olen6DpHWBgbUQtx110mSevzQLsjPtywWAACCXa2yjYULFyojI0OjR4/WXXfdpaysLEnSyZMnlZKSoqVLlzZIkEAgc1S4tHZfialvMlP4UUsd40I1rpN5Nsj87Q6LogEAAIC/8znZX7ZsmWbOnKnhw4dr3rx5pumjLVu21JAhQ7RmzRqf33jOnDkaMmSIkpOTlZqaqokTJ2rHjh2mcx544AElJCSY/gwfPtx9/Pvvv69x/Nyf5557zut7f/rpp+e95rvvvvM5fsBXa/eVqKiy6uelXXSIBreNsDAiBKqpPc2F+j4+UqZtJ8u9nA0AAICmzOdp/AsWLNCIESP0yiuv6NSpUzWO9+3bVy+99JLPb/zZZ59pypQp6tevnwzD0DPPPKNx48Zp8+bNat68ufu86667Ti+++KK7HR4e7v7vDh06aPfu3abXXb9+vaZNm6YxY8ZcNIZNmzaZ3oslCWgIyz2m8E9MjZY9xOblbMC7fonh+nFSuD6vtoXjgu0O/W1wCwujAgAAgD/yOdnfs2eP7r33Xq/HW7ZsqZMnT/r8xpmZmab2iy++qJSUFG3atEkjR45090dERCgpKem8r2G322scW7duna677jp16tTpojEkJiaqZcuWPscM1Nb3hZX67Kh55JUq/LgUD/eK1ed5VQ9cM/eW6H+vqFSHWLZxBAAAQBWfp/HHxcWpoKDA6/E9e/Zc0si4w+GQy+VSQkKCqf+LL75QWlqarrjiCj3yyCM6fvy419fYt2+fPv74Y915550+ved1112njIwMjRkzRp988kmdYwe88dxur39imLomhFkUDYLBiORIpcdXJfaVhvTiziILIwIAAIA/8nkoaNCgQVq2bJkeeOCBGscOHTqkJUuWaOzYsXUOZMaMGerdu7euvPJKd9/w4cP1k5/8RB07dtT+/fv19NNPa8yYMfroo48UEVFzzfPSpUvVsmVLjRo16oLv1aZNG82ZM0f9+vVTeXm53njjDY0dO1br16/XwIEDvV6XnZ1d58+HwFaXf3vDkJbujFT1Z2rDmhVxH+GS3Zpo1x8Lqr4DX9lZqJtjjyk2lO8p+Lf+Hm3uV/g77lEECu7Vpik9Pf2Cx235+fk+bdScm5urYcOGqU2bNho3bpz+/Oc/68EHH1RoaKgWL16ssLAwffTRR2rfvn2tg5w1a5YyMzO1YcOGC06/P3LkiHr37q1XXnmlxpr8yspK9erVSxMmTNBTTz1V6xjGjx8vu92u119/vdbXIrhlZ2df9AfpfD4/WqZR755wt8NDpO9ua6uECLbcw6UpqTTU+82jOlHqcvc9PaCZRkQcrdO9CjSWeI/Ze2y9B39W1///A42NexXe+Jx1dOnSRRs2bFCbNm305z//WYZhaMGCBXr22Wd12WWXacOGDXVK9GfOnKnVq1dr7dq1F11n37ZtW7Vr1065ubk1jr377rs6evSo7rjjjlrHIElXXHHFeV8XqKsVHoX5RqVEkeijXkSF2nRPtxhT38IdRap0ebkAAAAATU6tKjplZGRozZo1ys/PV25urlwulzp16lTntfrTp09XZmam1q9fr65du170/JMnT+rIkSPnLdi3dOlSDRw4UGlpaXWK5dtvv/VaCBCoreJKl97aV2Lqm0xhPtSje7rHaO63hSp1nm0fLHLqw5N2dbc2LAAAAPiJOpVvTkhIUL9+/SRJhmGoqKhIMTExF7nKbNq0aXrjjTf02muvKSEhQXl5eZKkmJgYxcbGyuFw6E9/+pPGjBmjpKQk7d+/X0899ZQSExM1evRo02sdOHBAH374oRYuXHje97rvvvskyb2F3/PPP6+UlBR1795d5eXlWrlypd5++20tXbq0Vp8B8Gb996UqrKhaIZMUFaKh7WvWmQDqqlWkXZPSovX33VUzSF47GKaHDEM2G1s7AgAANHU+zyleu3atZs+ebeqbO3eu2rVrp+TkZE2aNEnFxcVerq5p0aJFKiws1NixY5WRkeH+M2/ePElnt9XbsWOHJk+erP79++uBBx5QWlqa3nvvPcXFxZle69VXX1WzZs1qrOM/5+DBgzp48KC7XVFRoSeeeEIDBw7UyJEjtWnTJq1cudLr9UBtLfeYwj8hNVqhISRgqF8P9oxV9btqV1FIja0eAQAA0DT5XKBvxIgRSk1N1fPPPy9J2rJli4YNG6Yf//jH6tq1q1599VU9+uijmjlzZoMGDDS22hY9OeioVO8381T9B+vzca3Vozlb7qH+TfrgpN49UOpuD2kXoTUj6r4NKtCQKNCHQELRMwQK7lV44/PIfk5Ojvr06eNur1q1Si1atNDq1as1Z84c3XXXXcrMzGyQIIFA8saeElOi37dlGIk+GszDvWJN7Y2Hy/Tvo2UWRQMAAAB/4fOa/eLiYkVHVxUY+9e//qVhw4a597vv3bu3XnvttfqPEAgghmHUqMI/icJ8aEA/SgrXj5PC9Xle1fT9p78+o3dGtmLtPvxO+S9+IUkqKChQfHy8xdEAABDcfB7Zb9++vbZs2SJJ2rNnj3bt2qWhQ4e6j586dUqRkZH1HyEQQL48Xq6cM5XudliIdGuXKAsjQrCz2Wx64opmpr4v8sr14SFG9+F/Sp59ViXPPqvvH3tMJc8+a3U4AAAENZ9H9idOnKg//vGPOnLkiHbt2qWEhATdeOON7uNff/11nbe9A4KF56j+iA6RahlptygaNBU/SorQ9e0j9H61BP/3X5/RsPYRjO4DAAA0UT6P7D/66KN69NFHdfjwYbVv316vvvqqewre6dOn9fnnn2vkyJENFijg70oqDa3eW2Lqm5zOFH40jsf6mUf3t52s0NrvS72cDQAAgGDn88i+3W7X448/rscff7zGsebNmys7O7teAwMCzbv7S3SmvKo0X6vIEF3fgaUtaBx9W4VraMtK/etk1df6M1+f0eiUSNnZ9hEAAKDJ8Xlkv7qCggJlZWUpKytLBQUF9R0TEJCWe0zhH98lSmEkWWhE93WsUPVbbndBpVbmlni/AAAAAEGrVsn+119/rZEjR6pLly669tprde2116pLly4aNWqUvv7664aKEfB7R4qd+tdhc0E0qvCjsXWJNjTBoyDkn7acUbnT8HIFAAAAgpXP0/j/+9//6qabblJYWJjuuOMOZWRkyDAMfffdd1q1apVuuukmvf322+rXr19Dxgv4pZV7iuWqlk/1ahGmPi3DrQsITdaMy5tpVW6JKn+4H793OPVadrHu7hZjbWCApPiEBElS/x/aBfn51gUDAECQ8znZf/rpp5WYmKj33ntPbdu2NR373e9+pxtuuEFPP/20MjMz6z1IwJ8ZhlGjCj+j+rBKp7hQ3dE1Rq/sLnL3/XXbGU1Ki1ZUKMtKAAAAmgqfp/F/9dVXuvvuu2sk+pLUtm1b3X333fryyy/rNTggEGw5UaFd+ZXudqhNNaZSA41p2mVxqr7j45FilxbtclgXEAAAABqdz8m+YRiy273vFx4SEiLDYF0omh7PUf3hHSKVGOX9ZwVoaO1i7LqnW6ypb+43DhVWuCyKCAAAAI3N52T/8ssv1+LFi3X69Okax06fPq0lS5awXh9NTpnT0Ju55mR/MlP44Qf+p0+sYqtN2z9Z5tILWYzuAwAANBU+r9mfNWuWxo0bp/79+2vy5MlKT0+XJH333Xd6/fXXVVhYqOeff77BAgX80YYDpcovr5rR0jzCphHJkRZGBJzVMtKuB3rG6q/bCt1987c7dG/3WDWPqNOuqwAAAAggPif7P/rRj5SZmanHHntM8+fPNx3r27ev/vCHP+jqq6+u9wABf7bcYwr/rV2iFWGnCBr8w9ResXppp8P9QOpMhaFnvy3U/+kfb3FkAAAAaGg+J/uSNHDgQH300Uc6duyY9u/fL0lKSUlR69atGyQ4wJ8dK3Hqg4Olpj6m8MOfxIeH6Ne94/R//nvG3ffijiI90CNWSdHUlQAAAAhmdZrL2bp1a/Xv31/9+/cn0UeTtXJPsZzValJ2TwhV35Zh1gUEnMe93WPUOqrqq77Eaej/flN4gSsAAAAQDLyO7P/73/+u0wsOHDiwzsEAgcIwjBpT+CelRctmYwo//EtMWIim9YnT7zYXuPsW7y7S1F6xSomt1eQuAAAABBCvv+mNHj26VomLYRiy2Ww6depUvQQG+LNvTlVox+lKdzvEJk1IZQo//NMvMmL03HaHDhY5JUnlLukvWws1/5rmFkcGAACAhuI12V+3bl1jxgEElBUeo/rD2kWoDWug4aci7DZN7xunh/+d7+5bkVOsX/eOVVo8S08AAACCkddk/5prrmnMOICAUe409OaeElPfJArzwc9NSovWs986lHPm7IwUpyH9cUuhXr6uhcWRAQAAoCH4XKCvqKhIBw4c8Hr8wIEDKi4u9nocCBbvHyzVyTKXu90s3KZRKVEWRgRcXGiITbMujzP1rd5bom9PVVgUEQAAABqSz8n+rFmzNHnyZK/Hb7/9dj3xxBP1EhTgzzwL893SOUqRoRTmg/8b1zlKvVqYp+3/4eszXs4G6p/zssvkvOwyFXXrJudll1kdDgAAQc3nZH/jxo0aPXq01+OjR4/Whx9+WC9BAf7qRKlT/zxQauqbnBZjUTRA7YTYbHrMY3R/w4FSfXms3KKI0NQ4Pv5Yjo8/1s5XX5Xj44+tDgcAgKDmc7Kfl5enNm3aeD2elJSko0eP1ktQgL9alVuiSqOqndYsVP0TKXCGwHFjcmSNe/ZpRvcBAACCjs/JfqtWrbRz506vx3fu3Kn4+Ph6CQrwV55V+CenR9dqi0rAajabTU/0M39Xf3ykTB8fLrMoIgAAADQEn5P966+/XkuWLNHmzZtrHPvyyy+1ZMkSXX/99fUaHOBPsk5VaNvJqmJmNkkTU6nCj8AzuF2EBrWNMPU9/XWBDMPwcgUAAAACjdet9zzNnDlT77//vkaNGqXhw4erR48estlsysrK0gcffKCkpCQ99thjDRkrYCnPUf3r2kWofYzdomiAS/NEv2a6/u3j7vaXxyv0z4OlujGZnSUAAACCgc/JflJSkjZu3KjZs2fr7bff1nvvvSdJiouL08SJEzV79mwlJSU1WKCAlSpdhlbmmpP9SWmM6iNwDWgdrhHJkaaCk09/XagbOkQqhKUpAAAAAc/nZF+SWrdurRdeeEGGYejEiRMyDEOJiYmsWUbQ+/BQmY6VuNztuDCbRneMtDAi4NI93q+ZKdnffqpCb+0t0c1deJCF5qGLFgAAIABJREFUhhE7eLAkqXtZmSIjIqjIDwBAA6pVsn+OzWZTYmJifccC+K3lOUWm9rhOUYoO9bnkBeCXercI082do5S5t8Td98yWQo3pFKXQEB7iov7Zt22TJLFhKQAADY9sBbiIggrp3f2lpr7J6Yx8IjjMvDxO1fP6nDOVen1PsfcLAAAAEBBI9oGLeO9EqMqrZvCrc5xdV7cOty4goB6lx4dpskf9iT9vLVSZk8r8AAAAgYxkH7iIt/PMFfcnpUVTpwJB5Xd94xRW7f8GBxxOLdld5P0CAAAA+D2SfeACdudXKMthTvYnpjKFH8ElJTZUd2aYV1H/328KVVzp8nIFAAAA/B3JPnABK3LMa5evbROujnF1qmsJ+LVpfeIUZa+asZJX4tJLOxndBwAACFRes5YDBw7U6QWTk5PrHAzgT5wuQ294FCqblMaoPoJTUrRd9/WI0dxvHe6+ud8W6s6MGMWH81wYAAAg0HhN9vv06VOndcmnTp26pIAAf/HRkTIdKa6axhwTatOYTlEWRgQ0rF/1jtMru4p0puJscb7TZYYWZDk06/JmFkcGAACA2vKa7M+fP9+U7BuGoYULF2r//v2aMGGC0tLSZBiGcnJytGrVKqWkpOi+++5rlKCBxuA5hX9MpyjFhjHCieDVPCJED/WK1R+3FLr7nt/u0H3dY9Qy0n6BKwEAAOBvvCb7t99+u6k9d+5cFRcXa8uWLWrRooXp2IwZM3TDDTfo5MmTDRMl0MhOlDr1/7N33/FN1esfwD8naZqOpHswSxlltOytiCBwUQQKMsTrAkEtXPW6UIYgoohcvfpT71WoVtTrBAUZojjZggKlIBRqgUIRoaUro2mTJjm/P4AmJ2lLKW1Pkn7erxcvOd+ckzytITnPdzzfjafLJG2u25MR+aJZiRqkZpaiyHxxVovRKuL13414oV+ozJERERER0dWo9TBlWloapk2b5pboA0BUVBSmTp2Kd999t16DI5LLB1kmmG2O4ziNEoOa+csXEFEjCfFX4PHuGknbu0eNOGeyVXMFEREREXmiWif7BQUFqKioqPZxq9WKgoKCegmKSE4Wm4i0o0ZJ2wNdgqGoQw0LIm90f2cNmgc5vh7KbcC/DxpquIKIiIiIPE2tk/3u3bsjLS0Np0+fdnvs1KlTSEtLQ/fu3es1OCI5rDtVhvNljsJ8gQoR9yQE13AFkW8J9BMwu4dW0vZhVilOGawyRUREREREV6vWG4a/+OKLuO2229C/f3+MGjUKHTp0AABkZ2dj8+bN8PPzw5IlSxosUKLGIIoilmdKR/XHxloRpmZhPmpa7kkIxhu/G5FrvDh93yoC/8owYPngcJkjIyIiIqLaqHWy369fP/z0009YsmQJfvjhB6xfvx4AEBQUhJEjR2L+/Pno0qVLgwVK1Bh+zbfgQIF0ucqUFhzNpKbHXylgXq8QzNpRXNm26oQJj3XToFOYSsbIyJvpSkoAXBwoSEhIkDkaIiIi31brZB8AOnXqhI8++gh2ux0FBQUQRRHR0dFQKDjqSb7BdVT/5tYBiAs0VXM2kW+7vV0gXj9kQJbuYoeXXQSWHtDjw5siZY6MiIiIiK6kTlm6KIrw8/NDZGQkE33yGblGKzaeLpe0/SORa/Wp6VIqBMzvHSJpW3+qHAcLLTJFRERERES1dVWZenp6OsaPH48WLVqgQ4cO2LVrFwCgsLAQt99+O7Zt21br53rttddw0003oXXr1mjfvj2mTJmCzMxMyTmzZs1CWFiY5M+IESMk54wePdrtnOnTp1/x9devX48BAwYgJiYGAwYMwMaNG2sdO/mmd4+Wwi46jhPD/HBjc7V8ARF5gLFtAtAjUjpt/8V0vUzREBEREVFt1TrZ/+2333DrrbciJycHd9xxB0TRkRVFRkbCaDTio48+qvUL79y5EzNmzMB3332HDRs2wM/PD+PHj0dxcbHkvKFDhyIrK6vyzxdffOH2XHfddZfknP/7v/+74s8yffp0TJ48GTt27MDkyZMxbdo07Nu3r9bxk28xVtjx4R+lkraZSRoI3G6PmjiFIGCBy+j+93+asSfPLFNERERERFQbtV6z/8ILL6B9+/b46aefUFpaiv/973+SxwcPHoxVq1bV+oXXrl0rOU5NTUVcXBz27NmDUaNGVbar1WrExsbW+FxBQUFXPMfZ8uXLMXjwYMyePRvAxVoEO3bswPLly/Hee+/V+nnId3x23AS9xakDS63A5HZBMkZE5DlGtFRjYIw/9uQ7pu+/kK7H17dEsUOMiIiIyEPVemQ/PT0dd999NwICAqq8uWvZsiXy8vLqHIjRaITdbkdYWJikfffu3ejQoQP69OmDf/7zn7hw4YLbtWvWrEG7du0wcOBALFiwAAaDocbX2rt3L4YNGyZpGz58OH799dc6x0/eyy6KWOFSmO++zsEI9GMSQwQAgiBgQR/p6P6u8xZs/Yuj+3R1Ah99FIGPPoo2L76IwEcflTscIiIin1brkX2FQlFjMb68vDwEBgbWOZC5c+eiW7du6N+/f2XbiBEjMHbsWLRp0wa5ublYsmQJkpOTsXXrVqjVF9dST548Ga1bt0azZs1w7NgxLF68GIcPH8a6detqjDU6OlrSFh0djfz8/BpjzM7OrvPPR55rR5ECJ/QBlcd+gohh/vnIznZ0XvH/PXmLhnqvxgIYGKbGnhJlZdszv+Tjgx5mcHCfaqvvhx8CAC5/Ax96+GH5giGqBX7/k7fge7VputI2trVO9nv27InNmzcjJSXF7TGLxYIvvvhCkqhfjfnz52PPnj3YvHkzlErHjeTEiRMr/56UlISePXuiW7du+O6775CcnAwAmDZtmuSc+Ph4DB8+HBkZGejZs2e1r+k6O0EUxStOR+WewL5p9uYCAI4RygntgnB911aVx9wPmrxFQ79Xl4ZZMOxrx+yqTKMSf6hbYUybunf0UtPGz1byZPz+J2/B9ypVp9bT+J944gls374dDz/8MH7//XcAwPnz5/Hjjz8iOTkZOTk5ePLJJ686gHnz5mHNmjXYsGED4uPjazy3efPmaNGiBU6ePFntOb169YJSqazxnNjYWLdR/IKCArfRfvJ9R4oqsO2cdCryPxI1MkVD5Nl6R/tjdFyApG1puh42520siIiIiMgj1DrZv+mmm5CamopNmzbhtttuA3Bxa7zJkyfj2LFjSEtLQ79+/a7qxefMmYMvv/wSGzZsQMeOHa94fmFhIc6dO1djMb4jR47AZrPVeE6/fv2wZcsWSduWLVswYMCA2gdPPsF1rf51sf7oGeUvUzREnu+Z3iFwngOVWWLF2pwy2eIhIiIioqrVeho/AEyaNAm33nortmzZghMnTsBut6Nt27YYPnw4NJqrGw2dPXs2Vq1ahY8//hhhYWGVxf2Cg4Oh0WhgNBqxbNkyJCcnIzY2Frm5uXj++ecRHR2NMWPGAABycnKwevVqjBw5EhEREcjKysKCBQvQvXt3DBw4sPK1kpOT0adPHyxatAgAMHPmTNx666147bXXMGbMGHz99dfYsWMHNm/efFU/A3m3gnIbVp80SdpmclSfqEaJ4SpMbheI1ScdCf5LB/QY3zYQKgUX7xMRERF5ilon+7t27UKnTp0QFRWF0aNHuz1eWFiIY8eOYdCgQbV6vrS0NADAuHHjJO1z5szBvHnzoFQqkZmZic8//xw6nQ6xsbEYPHgw3n//fWi1WgCASqXCtm3bsGLFCpSWlqJly5YYOXIk5s6dK1n7n5OTg5YtW1YeDxgwACtXrsSSJUvw0ksvoW3btli5ciX69u1b218H+YD3j5XCbHMct9Yo3aYoE5G7ub1CsCanDLZLs/dPGmz4NNuEqZ2C5Q2MiIiIiCoJJSUltVpsGRERgdTUVEyePLnKx9euXYv7778fRUVF9RogUUOw2ER0++I88srslW0v9AvBI121buey6Al5i8Z8rz66qxgf/uGYGdMySIn9E2MRwC0rqQahLtvr6kpKZIqE6Mr4/U/egu9Vqk6t1+yLYs19AhaLpcat+Yg8yVenyiSJfrCfgHsSOCpJVFtP9dBC7ZhAhbMmG97PKpUvICIiIiKSqHEav16vh06nqzwuKirCmTNn3M4rKSnBmjVr0Lx58/qPkKieiaKIt49IC/PdmRCEMDU7q4hqq5XGD9M7BWN5piPBf+2QAfd0DIJGxX9LREREjeFgoQXb85WIirMjnPey5KLGZP/tt9/Gyy+/DODivvTz5s3DvHnzqjxXFEUsXLiw/iMkqmd78i04WFhReSwAmNmFhfmIrtYT3bX43x8mlFovzvy6UG5HamYpnuzhvhyGiIiI6tf6U2WYtqUIItR47fR5/GdQOMa0CZQ7LPIgNSb7Q4cORUBAAERRxPPPP48JEyagW7duknMEQUBQUBB69erFAnfkFZa7jOrf3DoA7UOvamMKIgIQHajEzMRgvHrI8W/qzcMGzOgczJkyREREDchQYcdTe0pweaF1sVnE3T8X4b5OQXixfyiC/Pg9TFdI9gcOHFi5hZ3ZbMbYsWORlJTUKIERNYTTBiu+zi2XtM3idntEdfZIVy3SjpVCZ7l4u6GziPjvYSMW9AmROTIiIiLf9ebvRuQ71Z+67P0sE345b0Ha0Ah0i1DJEBl5klp3+cydO7fKRP/8+fM4duxYvQZF1FDePVoKu1OtycRwP9zY3F++gIi8XJhagX+67GKxPNOIC2W2aq4gIiKia/FXqQ3/PWys9vEsnRXDN+Zj+RHjFYusk2+rdbL/wQcfICUlRdL25JNPIjExEddffz0GDx6MwsLCeg+QqL4YKuz4X7a0WvisRA0EgVuFEV2LlMRgRAc4vk5KrSJeO2SQMSIiIiLftfSAHmU2RxIfrhLRPkQpOcdiB+b9psPtPxSyA74Ju6pkX6t1jN5s374dK1euxKRJk/Dss88iJycH//73vxskSKL68Fm2CXqL44MxUq3A5HZBMkZE5Bs0KgUe7y4d3V+ZVYqzpby5ICnD1q0wbN2KzP/9D4atW+UOh4jI6xwuqsAn2SZJW0pcBbYlx+CuBPf72h/OmjFofT5+/LPc7THyfbVO9k+fPo3OnTtXHq9btw4tW7bEihUr8Nhjj+GBBx7At99+2yBBEl0ruyhiRaZ0utP0zsEI8OOoPlF9mN4pGC2DHKMKZhvwSoZexojIE9l79oS9Z0+YunSBvWdPucMhIvI6i/bp4Dwxv2OoH8Y1s0KjUuCtG8Kxckg4Qvyl97f5ZXZM+qEQ838rgdnGaf1NSa2TfYvFApXKUeRhy5YtGDFiBBSKi0/Rrl07nD9/vv4jJKoH3/9ZjpMGxyijSgHM6BwsY0REviXAT8DTPaWj+x9nm3BSb5UpIiIiIt/y89ly/HTWLGlb3DcEzmNXE9oFYUdyDAbGuNekevtIKYZ/fQFZJRVuj5FvqnWy36ZNG2y9NOUuPT0dp06dwrBhwyofz8/Pl0zzJ/Iky49I1+pPaBuIZkHKas4morq4MyEIbbWOf1dWEVh2gKP7RERE18pmF7Fwr07SdkMzf9zSOsDt3DZaP3w9Kgpze2qhcJnEerioAkM3XMAHWaUs3tcE1DrZnz59OtatW4frr78eEyZMQMuWLfG3v/2t8vE9e/ZIpvkTeYojRRXYdk7aC8rt9ojqn0ohYF4v6ZZ7X5wsQ2YxRxCIiIiuxWcnTDhSLJ0tt6RfaLWFpv0UAub2CsE3o6LQWiMd4CqziXjslxLc83MRispZX8eX1TrZv//++/HGG2+gXbt2GDVqFNasWYPAwEAAQHFxMS5cuIDJkyc3WKBEdeW6Vv+6WH/0jOJ2e0QNYWLbQCSG+VUeiwCWpnN0n4iIqK5MVjtedPkuvb1dYK3uZwfGqrEjOQYT2ga6PfZ1bjluWJ+P7S6DYuQ7/K58isO9996Le++91609PDy8coo/kScpKLdh9UlpxVKO6hM1HKVCwPzeIbj756LKtq9zy5F+wYLe0exka+pUH3wAAIjKy4MqNhYV06bJGQ4RkVd467AR50z2ymO1EljQJ6SGK6TC1Aq8NyQcI1qq8dQeHUqtjun7f5nsGLe5AE9012BurxCoXOf9k1e7qmSfyNusPFYKs9PspDiNEqPj3Nc2EVH9GR0XgN5RKqQXOKbvL0nXY+3NUTJGRZ4g6LHHAADxl451TPaJiGqUX2bDG79LZ6nO7KJBnObq0jhBEHBnQjAGxKhx//YiHHD6jhYBvHrIiK1/mZE2JAJtQ5gi+opa/58cO3bsFc8RBAEbNmy4poCI6ovZJuK9Y9LCfA92CYaSPZZEDUoQBCzsHYLbvi+sbPv5LzN2nTdjUDO1jJERERF5l2UHDDA6jcRHqBV4vHvdi6K3D/XDd7dGY+kBPd743SjZxm9/QQUGr8/Hv68Lwx0dgq4havIUtV6zb7fbIYqi5I/VakVOTg527tyJv/76C3a7/cpPRNRIvsopQ16Z4z2p8RNwT0dut0fUGIa2UGNQM+m0/SXpelb+JSIiqqWskgp8+Id04OrpnlqEqWudwlXJXyngub6hWHdzJJoFSp/LaBUxc0cxHtxWBJ2FuZ23q/XI/qZNm2p87PHHH8f7779fL0ERXStRFPH2EemUpzsTghDqf20fjkRUO5dH92/5pqCybXeeBT+eNeNvrbiUhoiI6EoW7dPD5tRH3k6rxPRO9TdwNaRFAHaNj8HDO0vw7ZlyyWOrT5bh13wL3h0Sjv4xnJXnreol8xk9ejQmTZqE+fPn18fTEV2z3XkWHCpyrEUSAKR0YWE+osY0MFaNv7WU3iBwdJ+IiOjKtp8zY7NLAr6obyj8lfW7HDUyQIlPh0fg1etCESDdoQ+njTaM+qYAr2ToYbPzu9sb1dswZ8eOHZGenl5fT0d0TZa7bLd3c+sAtA9lsRGixvZMb2m14IOFFdhwuryas4mIiMguili4VydpGxDjj+Q2DTMzThAEzOiswZaxMUgMl94v20TgxQMGjNlcgDNGa4O8PjWcekv2f/jhB4SE1H4LCKKGcspgxaZcaTLB7faI5NEzyh/j4qU3J0vTOUJARERUnS9PluFgYYWkbUm/UAhCwxaZ7hKuws9jYpDSxX2pwO48C25Yn4/1p8oaNAaqX7Ue6vzXv/5VZbtOp8POnTvx+++/Y/bs2fUWGFFdvXu0FM55RGK4H25szv29ieQyv1cINp4ur/x3maWzYvXJMvydlX6JiIgkyq0int+vl7SNjw9Ev5jGuZcN8BPwr4FhGNYyAA/tLEZBuaNIn84iYuqWItyTEIRlA0IRrGItLE9X62R/2bJlVbaHhYWhXbt2ePPNN3H33XfXW2BEdWGosOMjl6qlsxI1Dd4TSkTV6xSmwu3tAvH5CcdowLIDekxsG1jvaw+JiIi8WepRI/4stVUeqxTAoj6NP3v65tYB2DUuBrN2FOPnv8ySxz7KNmF3ngVpQ8LRM4oDap6s1sl+cXFxQ8ZBVC8+zTZBX+EY1o8KUGByO44eEsltbq8QrMkpQ8WlAYLTRhs+zjZhemduh0lERAQAheU2vHrQIGm7v3Mw2obIU3cqNkiJL0dG4u0jRizer6/8DgeA43or/rbpAp7tE4KHkjRQcGDNI3HuBfkMuyhihUthvumdgxHgxw8fIrnFa/1wb0dpYv/KQT3KrFy7T0REBAD/yjBIBq1C/QU81UMrY0SAQhDwcFctfhwTjQSXYtcVdmDhXj0mfl+I8yZbNc9AcmKyTz7juzPlyDFIpz3NqMe9SIno2szuoZVs63POZEfaMWP1FxARETURJ3RWrDwmXYo6u4cWEa774cmkR6Q/to6NxtSO7jNmt/xlxqB1+dh8hsX7PE21yX54eDgiIyNhsVgqjyMiIq74Jzo6Gp07d0ZKSgoKCgoa7QchWp4p/YCc2DYQsUGe8QFJREDzICXu7yzdGeP1Q0YYnOcFEhERNUHP7dfBebJbnEaJB7t41m5SwSoF3hgUjg9vikCYv3TmbKHZjjt+LMJTe0pQzll7HqPaBSBPP/00BEGAn5+f5PhKbDYbzp8/j/Xr18NgMODTTz+tv2iJqnG4qALbz0mLh8zkdntEHufx7hp8kFUK46UbgUKzHcuPGPF0T27dSkRETdOePDM2npZuG72oTwjUHlrEdlx8IPpEqZCyoxi7zlskj717tBS7zpmRNjQCieEqmSKky6pN9ufNm1fj8ZV07NgRr7zySt2iIrpKrmv1r4/1Z3VQIg8UGaDEP7pq8HKGowDRfw8b8UAXDcLVXFnm60yvvw4AyM/LQ0xsrMzREBHJTxRFLNirk7T1jlJhQttAmSKqnVYaP2y4OQr/97sRLx3Qw+Y0mJ9ZYsWwjflY0i8UMzoHc1csGTVYacexY8ciMjKyoZ6eqNKFMhu+OGmStM1K4qg+kad6KEmDdzKNKLFcvDPQV4h443cDnusbKnNk1NAqpk0DABRkZyM8IUHeYIiIPMC6U2XYd6FC0vZCv1CvSJCVCgGze2gxpLka928rwmmjo3ZWuQ2YvUeHH8+a8dYNYYj0kNoDTU21yf5nn31Wpyf8+9//DgCIj49HfHx8nZ6D6Gq8n1UKs1MB0DiNEre2DpAvICKqUai/Ao9312LRPn1lW2pmKWYlalhng4iImgyzTcTi/XpJ2+i4AAxqppYporrpF+OPHeNiMHt3CVaflBbp23ymHIPW5WPFjeEY2oL3542t2mT/H//4h1vb5R4mURSrbAccyT5RYzDbRLznUrk0JVEDpcLze0OJmrIHugTj7SNG5JVdLM5XZhPx6iEDXh4YJnNkREREjSPtWClOOe0kpRSA5/p6Zw2bEH8F3hkSgeGtTJi9uwQGpy0Ez5fZcdt3hfhnVw2e6R0Cfw+tReCLqk32Dx48KDk2GAyYOXMmtFotUlJS0KFDB4iiiOPHjyM1NRWlpaVYsWJFgwdM5OyrnLLKZAEANH4C7k5w3xKEiDxLkJ8CT3bX4ulfHesUP8gqxcNdNYjTNNgKMyIiIo9QYrbjlQzpqP70TsFICPXuonZT2gehf7Q/HtheJFmeIAJ447AR286ZkTYkHB28/Of0FtVWQ4qLi5P8SU1NRXh4ODZt2oRx48YhKSkJXbt2xfjx47Fp0yaEhoYiNTW1MWOnJk4URbx9RFqY766EIIT6s8gXkTeY2ikYrYId0/YtdkgK9xEREfmqfx80VNauAQCtSsCcXloZI6o/bUP88O2t0ZjdXQvXMfyMwgoM2XABH2eXus0Wp/pX66xo48aNGDt2bJXFIhQKBZKTk7Fx48Z6DY6oJrvzLDhU5OgxFHBxCj8ReQe1UsBclxubz46bcFxXUc0V5O0UGRlQZGQg6OhRKDIy5A6HiEgWpwxWvHNUOmD1eHctonyoiJ1KIWBBnxBsHBWFli71eEqtIh7eWYLpW4tRYrZX8wxUH2qd7FutVuTm5lb7+KlTp1BRwRs0ajyuo/q3tA5AuxBO/yXyJne0D0JCqOPfrU0EXjrA0X1fpR06FNqhQ5F4773QDh0qdzhERLJ4Yb8eFqcct2WQErN8dMDqhmZq7Bwfg7Ft3IvzfXWqDDesz8fuPLMMkTUNtU72hw0bhnfeeQdffPGFZMqFKIpYvXo10tLSMHz48AYJksjVKYMVm3LLJW3cbo/I+/gpBMzrKR3dX5NTht+L2HlMRES+Z98FC9bkSCvWL+gTgkA/3y1aF65W4H83ReDNQWEIcvk5/yy1YfS3BVh6QA+rndP661utk/2XX34Z8fHxSElJQefOnXHLLbdg1KhR6Ny5M1JSUtCmTRssW7asIWMlqvTOUSOcPw6Swv0wuJm/bPEQUd2NbxuIrhHSQj0vpuurOZuIiMg7iaKIhXt1krZuESpMaR8oU0SNRxAE3NsxGFvHRqOby3e+XbxYs2f0twU4bbDKFKFvqnWyHxsbi+3bt+Oll15C165dUVRUhIKCAnTt2hXLli3D9u3b0axZs4aMlQgAoLfY8dEfJknbrCRNlfUkiMjzKQQBC3pLR/c3nynH3nyLTBERERHVv0255didJ/1uW9IvFIomdA/bMUyFH8dE46EqZuT+mm/B4PX5WHPSVMWVVBdXtcBZrVYjJSUFKSkpVT6emZmJxMTEegmMqDqfHjdJ9u6MClBgUltut0fkzW5uFYB+0SrsddqmZ0m6HutviZIxKiIiovpRYRexaJ90VH9kKzWGtFDLFJF81EoBL/YPxbCWaszaUYx8p2209RUiZmwrxk9nzfjXwFBoVdxl61pc82/v/Pnz+M9//oPBgwfjhhtuqI+YiKpls4tIzZQW5pveORgBPrzOiagpEAQBC3qHStq2nTNj218s2kNERN7vg6xSnNDbKo8VArC4b2gNV/i+4S0DsGtcDEa2cu/w+PS4CUPW5yP9Amf5XYs6JftGoxGffvopxo8fj65du+LZZ5+FzWbDY489Vt/xEUl892c5cgyOD0qVApjRKVjGiIiovgxpocaNzaVf+EvSddyHl4iIvJrOYscyl51m7kkIQpdwVTVXNB3RgUqsGhGJZQNC4e+SmZ402DBy0wW8fsgAO+8F6qTW0/htNht+/PFHrF69Gt9++y3KysogCALuv/9+PPTQQ2jTpk1DxkkEAFjust3exLaBiA3ynT1JiZq6hb1D8LdNFyqP916owHd/luOW1r5fvIiIiHzT64cMKHTaTz7YT8C8XiEyRuRZBEHAzEQNbmimxv3binCsxFGkzyoCz+3X4+e/zFgxOBwtgnnffzWuOLK/b98+PPXUU+jUqRPuuOMOHD16FE8++STWrVsHURQxdOhQJvrUKH4vqsCO89KpPNxuj8i39Ivxxy2tpXvxLklnjz4REXmnM0YrlrssQf1nNw2acbDKTdcIFX4eG40Znd1n7W4/Z8ag9Xn4+nRZFVdSdWoc2e/Tpw9ycnLQqlUr3HPPPZg0aRKSkpIAALm5uY0SINFlK1w+KAc180ePSG63R+Rrnukdgs1nyiuPDxep3XbRAAAgAElEQVRVYF1OGSa0YyFOIiLyLkvS9Sh3rEBFs0AFHuZgVbWC/BR49bowDGuhxsO7ilFsdnT2F5tF3P1zEaZ3CsaS/iEI8mPxviup8Td08uRJxMXF4dlnn8VTTz1VmegTNbYLZTZ8ccJlu71EflAS+aJuESpMbCudtr/0gAFWO0f3iYjIe2QUWLD6hHQken7vEASzwvwVjW4TiF3jYjG4mfvA3sqsUty04QJ+L6qo4kpyVuM77a233kLbtm2RkpKCjh07YsaMGfjmm29QUXHtv9jXXnsNN910E1q3bo327dtjypQpyMzMlJwza9YshIWFSf6MGDGi8vHi4mI89dRT6NevH5o1a4akpCQ88cQTKCoqqvG1P/nkE7fnDQsLQ3l5eY3XkXxWZpXC4ljqhDYaJUa5TPUlIt8xr5cWSqdNNo7rrfj8BPfdJSIi7yCKIhbu1cG5mzoxzA93deAstdpqEazEupuj8FyfELhuvJWls2L4xnysyDSykG8Nakz277zzTnz11VfIzMzEnDlz8Mcff+Cuu+5Chw4dMG/ePAiCAEGo25ZnO3fuxIwZM/Ddd99hw4YN8PPzw/jx41FcXCw5b+jQocjKyqr888UXX1Q+du7cOZw7dw6LFy/GL7/8gtTUVPzyyy+YMWPGFV8/KChI8rxZWVkICGDy6InMNhHvHSuVtKUkaqBUcLs9Il/VIVSFv7vcEP0rwwCzjV/oRETk+b7/0+xWa+r5fqG8f71KSoWAx7pr8f3oaLTTSuscWOzA3F91mPJjIS6U2ap5hqZNKCkpuao7p6NHj2LVqlX48ssvcfbsWURERGDkyJEYNWoUhg8fjuDgum2DZjQaERcXh08++QSjRo0CcHFkv6ioCKtWrar183z//feYMmUKTp8+jZCQqqtcfvLJJ3j66adx9uzZOsVKjeuz4ybM2uHoBNKqBBy5vRlCXPfnaCDZ2dlISEholNciuha+9l7NNVrRZ00eKpxm9bw8IBQPcgmP1woNC5Mc60pKZIqE6Mp87TOVGo/VLuKG9fmSqvI3tVBj7cjIOg+U1qSpvFcNFXbM2aPDp8fdZ/rFBCqwfHA4hrfk4K2zq86WunTpgueeew6HDx/Ghg0bMGrUKGzatAlTp05Fhw4d6hyI0WiE3W5HmMuNwO7du9GhQwf06dMH//znP3HhwoVqnuEig8EAtVqNoKCap8iUlZWha9euSExMxJQpU3Dw4ME6x04NRxRFt+327koIarREn4jkE6fxw32dpB3Irx4ywGS1V3MFeTrL1KmwTJ2KC+PHwzJ1qtzhEBE1iI+zTZJEX8DFUf2GSPSbEq1KgbcHh+O9IeEIUUl/l/lldkz8vhDP/KbjLEAnVz2yXxWz2YxvvvkGq1evxmeffVan55g2bRpOnDiBrVu3Qqm8OEVjzZo1CAwMRJs2bZCbm4slS5bAbrdj69atUKvVbs9RUlKCYcOGYcSIEXj55Zerfa3ffvsNx48fR9euXWE0GrFixQr88MMP2LlzJ9q3b1/tddnZ2XX62aju0nUKpPzu6KETIGJtn3K0CuQ/YqKmoMACjN8XCLPd8aX+SLwF97ay1nAVERGRPEw24LZ9gSiqcHxvjYmxYlFHSw1X0dX6q1zAwix/HDK4b2HYMdiOFzuZER/k+/nClWZ01Euyf63mz5+PtWvXYvPmzYiPj6/2vHPnzqFbt25YuXIlkpOTJY+VlpZi0qRJUCgUWLNmzVWtv7fZbBg8eDBuuOGGGjsJqPHd/VMhvs51FE68NS4Anw6PbNQYmsrUKPJ+vvpefW6fDq//7pjhE64WkDGpGUI5w8dr+ep7lXwL36dUF0sP6PFyhqHyOFApYN/EWLQMdk9K60tTfa9a7SJeOWjAKwcNcN2wJ1ApYNmAUNzbMahJz6iQ/U5p3rx5WLNmDTZs2FBjog8AzZs3R4sWLXDy5ElJu9FoxKRJkwAAq1atuupCe0qlEj179nR7XpLXKYMVm3KlOyRwuz2ipufRblrJdL1is4i3XJb3EBERye2cyYb/HpZ+Pz2UpGnQRL8p81MImNcrBJtGRaGVy++4zCbi0V9KcO+WIhSbm+7yP1mT/Tlz5uDLL7/Ehg0b0LFjxyueX1hYiHPnziE2NrayzWAwYNKkSbDb7Vi9ejU0mqtPBkVRxJEjRyTPS/J756hRsl1J1wgVbqhir00i8m3hagUe7ir9bH/7sBGF5ay8S0REnmNpuh4mq+PuNTpAgUe7c6CqoV0Xq8bOcTG4LT7Q7bGNp8sxaF0edpwzyxCZ/GRL9mfPno1PP/0UaWlpCAsLQ15eHvLy8mA0XuwNMxqNWLBgAX777TecPn0aO3bswB133IHo6GiMGTMGwMVEf8KECSgpKcHbb78Nk8lU+TwWi2NdTHJyMhYvXlx5vGzZMvz00084deoUDh06hIcffhhHjhzB9OnTG/eXQNXSW+z46A9ppc1ZicFNehoOUVM2K0mDSLXjK8toFSVT+4mIiOR0pKgCH2dL713n9tJCq5J9InWTEKZWYOXQcPz3hjAE+0nzhb9MdiRvLsAL+3WocJ3v7+P85HrhtLQ0AMC4ceMk7XPmzMG8efOgVCqRmZmJzz//HDqdDrGxsRg8eDDef/99aLVaAEBGRgb27t0LAOjTp4/keTZu3IjBgwcDAHJyctCyZcvKx3Q6HR599FHk5+cjJCQE3bt3xzfffOP2HCSfT4+bYKiQ9oxObFvzDgtE5Lu0KgUe667Bwr36yrZ3jxrxjyQNmgdxeiQREclr0T6dZEZqx1A/3NuxbluSU90IgoC7E4IxMMYf928rRkZhReVjIoBXDxmx7ZwZaUMiEK+VLQ1uVB5RoI/Imc0uos/aPJwyOKbozumpxbxeIbLE01SLnpD38fX3aplVRO8153HO5Fh7N6NzMF69LqyGq8iThLpsr6srKZEpEqIr8/XPVKo/P58tx4TvCyVtnw6PwK1x7tPKGwLfq+4sNhEvpuvxxmH3WYBalYB/XxeGKe19fyCR80rI42w+Uy5J9P0VwPRO7BklauoC/QQ81UPa6fdhVilOGbgNHxERycNmF7Fwr07SNqiZP0a1vrqC4VS//JUCFvcLxbqbI9EsUJryGipEpGwvxoPbiqC3+HbxPib75HGWZ0p74Ca2C0Isp+kSEYC7E4LQRuP4PLCKwL+ctjgiIiJqTJ+fMOFIsbTTeUm/UNaZ8hBDWwRg1/gY3FJF58vqk2UYvD4fe/MtVVzpG5jsk0c5VGjBzvPSf3AzEzmqT0QX+SsFzHVZ0rPqhAlZJRXVXEFERNQwTFY7lqTrJW2T2wWiVxR3j/IkkQFKfDY8Av8eGIoAl/HD00YbbvnmAl7J0MPmg8X7mOyTR1mRWSo5HtTMHz0i+YFJRA63twtEp1BHYR27CCw9oK/hCiIiovr39pFSSR0ZtRJY0FueGlNUM0EQcH8XDX4eG4PEMGlxPpsIvHjAgLGbC/Cn0beWBjLZJ4+RX2bDlyddt9vj3qREJKVUCJjvcjO1/lQ5Dhb67jQ8IiLyLPllNrx+SLqMLKWLBm2aSJV3b5UYrsJPY2PwYBf3mcO/5FkwaH0+1p8qkyGyhsFknzzGymOlcK6REa9VsrgJEVUpuU0AekSqJG0vpnN0n4iIGseyAwYYrY5p3+FqAU9018oYEdVWoJ+AlweG4fMREYhUS9NhnUXE1C1F+OeuYpRWeH/xPib75BHMNhHvHZNO4U/pooFSweImROROEAS3qZLf/2nGnjyzTBEREVFTkVVSgQ//kN63zukZgjA1UytvckvrQOwaH4ObWqjdHvvfHyY89ov3bw/LdyR5hDUnTbhQ7ug906oE3JXg+3tfElHdjWipxnWx0poeL6TrIYq+V2CHiIg8x6J9eticvmraaZXcJtpLNQtSYs3ISLzQLwQqp8xY4ydgfi/vr7/AZJ9kJ4oilrsU5rs7IQgh/nx7ElH1qhrd33Xegq1/cXSfiIgaxo5zZmw+Uy5pW9Q3FP5Kzkb1VgpBwCNdtfhhdDQ6hFysufDv68LQNsT76y8wmyLZ7cqz4Pcix7ZZAoAUFuYjoloY1EyNYS7T7zi6T0REDcEuili4VydpGxDjj+Q2rDHlC3pG+WNbcjTeHBSGKe0D5Q6nXjDZJ9ktP2KUHN8aF4B4VjIlolpyHd1PL6jAptzyas4mIiKqmy9PliGjsELS9kK/EAgCR/V9RbBKgXs7BvvM/1Mm+ySrUwYrvnG5KZ+VxFF9Iqq93tH+GBMnHVVZmq6Hzc7RfSIiqh/lVhHP75fu+jI+PhD9Y9yLuxF5Cib7JKvUTCOcb8e7RagwyKXgFhHRlTzTOwTOffCZJVaszfGdfXKJiEheqUeN+LPUVnmsUgCL+nh/ATfybUz2STZ6ix0fZ5skbbMSfWfaDBE1ni7hKkxuJ11f99IBPSo4uu9RbD16wNajB0o7d4atRw+5wyEiqpXCchtePWiQtN3fOdgnCriRb+M7lGTzSbYJhgrHjXh0gAIT23G7PSKqm7m9QrAmp6xyO6STBhs+zTZhKrdD8hjGbdsAANnZ2UhISJA5GiKi2nk5wwC90z1riL+Ap3poZYyIqHY4sk+ysNlFpB6VFuab0TkYam5bQkR11C7ED/ckSDsMX84woNzK0X0iIqqbEzor3jsm3SL6qe5aRAQoZYqIqPaY7JMsNp8pxymDY92TvwKY3pmjb0R0bZ7qGQK10/3XWZMN72eVVn8BERFRDRbv18G5zzhOo8QDXVhMmrwDk32SxfJM6aj+pHZBiAlkDykRXZuWwUpMd5m2/9ohA4wVdpkiIiIib7Unz4wNp6W7Rj3bJwQBfpyJSt6ByT41ukOFFuw8b5G0zUzkqD4R1Y8numsR7HQjdqHcjtRMju4TEVHtiaKIhXt1krbeUSpMaBtYzRVEnofJPjW6FS433Tc080f3SG63R0T1IzpQiVmJ0imWbx42oMTM0X0iIqqd9afKsfdChaTthX6hUHDXKPIiTPapUeWX2fDlSdft9rjuiYjq18NdNQj1d9yQ6Swi/nvYWMMV1Bg0Q4ZAM2QIutxzDzRDhsgdDhFRlcw2Ec/tl47q3xoXgEHN1DJFRFQ3TPapUb13rBQWp8G1eK0St7QOkC8gIvJJYWoF/tlVui3S8kwjLpTZqrmCGoPy4EEoDx5E8LFjUB48KHc4RERVeu9YqaSQtFIAFvcNkTEiorphsk+NptwqYqXL1iUpXTRQKjgdiojqX0piMKIDHF9zpVYRrx0yyBgRERF5uhKzHS9n6CVt93UKRkKoSqaIiOqOyT41mjU5Jlwodwzra1UC7nLZE5uIqL5oVAo80V06ur8yqxRnSzm6T0REVfv3QQNKLI699rQqAXN6amu4gshzMdmnRiGKIpa7FOa7OyEIIf58CxJRw7mvUzBaBjm29TTbgFdcRmyIiIgA4JTBineOSuu7PN5di2huD01eipkWNYqd5y04XOSoaCoASGFhPiJqYAF+Ap52GZH5KNuEk3qrTBEREZGnemG/XlJbqmWQ++4uRN6EyT41iuWZ0l7S0XEBiNf6yRQNETUldyYEoZ3WMSpjE4FlBzi6T0REDvsvWLAmp0zStqBPCAL9WFuKvBeTfWpwOXorvs0tl7TNSmIvKRE1DpVCwLxe0irKX5wsQ2ZxRTVXEBFRUyKKIhbslW611y1ChSntA2WKiKh+MNmnBpd61AjR6bh7hArXx/rLFg8RNT0T2wUiMcwxm0gEsDSdo/tERARsyi3H7jyLpG1JvxAoBI7qk3djsk8NSm+x45Nsk6RtVpIGAj88iagRKQQB83tLR/e/zi1H+gVLNVcQEVFTUGEX8dw+aefvyFZqDGkRIFNERPWHyT41qI+zTTBUOMb1YwIVmNCWU6KIqPGNjgtA7yjpPslLOLpPRNSkfZBViuNORVsVArC4b6iMERHVHyb71GBsdhGpLoX5ZnQOhlrJUX0ianyCIGChy+j+z3+Zseu8WaaIiIhITjqLHcsOGCRt9yQEoUu4qporiLwLk31qMN+eKcdpo63y2F8BTO8ULGNERNTUDW2hxqBm0pohS9L1EEWxmiuIiMhXvfG7AYVmx157wX7uBV2JvBmTfWowrtvtTW4fhOhAZTVnExE1vKpG93fnWfDjWY7uExE1JX8arXj7iPRe9ZGuGjQL4r0q+Q4m+9QgDhZasOu8tPDVzERut0dE8hsYq8bIVmpJG0f3iYialiXpepQ7JqCiWaACj3TlvSr5Fib71CBWZJZKjgc380e3CK5/IiLP8IzL6P7BwgpsOF0uUzRNh66kBLqSEuzbuxe6khK5wyGiJupgoQWrTpRJ2ub3DkGwiqkR+Ra+o6ne5ZlsWHPSfbs9IiJP0SPSH+PipdsqLU3Xw2bn6D4RkS8TRREL9+rh/GmfGOaHuzoEyRYTUUNhsk/1bmVWKSyOWidoq1Xi5lbcq5SIPMv8XiFQOG0OkqWzYvXJsuovICIir/fDn2ZsPyet07K4XyiUCu4WRb6HyT7Vq3KriJXHpFP4UxI1/AAlIo/TKUyFKe2lIznLDuhhsXF0n4jIF1ntIp7dp5O0DW2hxoiW6mquIPJuTPapXq3JMeFCuWNYP0Ql4K4ETosiIs80p6cWzks0Txtt+DjbVP0FRETktT7JNuFYibXyWADwfN8QCAIHpcg3MdmneiOKIpa7FOa7u2MQtCx2QkQeKl7rh3s7BkvaXjmoR5mVo/tERL7EWGHHiwf0krY7OgShe6S/TBERNTw/uQMg37HzvAWHiyoqjxUC8GAXFuYjIs82u4cWn2SXVm7BdM5kR9oxIx7pqpU3MB8U+OijAIA2Oh0CQ0NR9sYbMkdERE3Ffw4bkV/mmH0aoAQWuOzMQuRrmOxTvXn7iFFyfGvrAMRr+RYjIs/WPEiJB7po8J/Djs+w1w8ZMa1TMGcm1TP/Dz8EAERfOmayT0SN4ZzJJvmMB4CHkjRoGayUKSKixsG7GKoXJ/VWbD4j3aOa2+0Rkbd4rJsGWpVjzWah2Y7lLh2YRETknZam62FyWp4VFaDAo904e4t8H5N9qhepmUbJfqXdI1S4PpZroIjIO0QGKN06KP972Ihis72aK4iIyBscKarAJ8elhVfn9dIixJ9pEPk+vsvpmuksdnziUr16VpKGlU2JyKs8lKRBuNrxuaWvEPHG7wYZIyIiomu1aJ8OdqcRqYRQ98KsRL6KyT5ds4+zTTA6TY2KDVRgQttAGSMiIrp6of4KPOYyrTM1sxR5JptMERER0bXYcrYcP541S9oW9w2BSsEBKWoaZK2e9tprr2Hjxo04fvw4/P390bdvXyxatAiJiYmV58yaNQufffaZ5Lq+ffvixx9/rDw2m81YsGAB1qxZg/Lyctx444149dVX0bJlyxpfPy0tDW+++Sby8vLQuXNnvPTSS7j++uvr94f0cTa7iNRM6brWGZ2DoVbyQ5SIvM8DXYLx9hEj8i5VbC6zibjlmwtoFqSEQgD8BAFKAfBTAApBgJ8AKBWOdoUA+CkunyNcugZQCgL8FLh0zuW/X7peAJQKx/MqLz3X5fbL1ysvXe936e9+l57L7TqF43klMVx+DdcYnOIiIvIVNruIBXt1krbrY/0xqnWATBERNT5Zk/2dO3dixowZ6N27N0RRxNKlSzF+/Hj8+uuvCA8Przxv6NChSE1NrTz295euBZ83bx6++eYbvPfeewgPD8czzzyDKVOmYNu2bVAqq66yuXbtWsydOxevvvoqBg4ciLS0NEyePBl79uxB69atG+YH9kHfnClHrtEx6qVWAvd14tQoIvJOQX4KzO6hxVN7HDeIOQYbcgy+P7ov4HIHg6PzQinplHDqcFA4dW44dT44znF0OCicOh/Wu7zmo7uKJc+rdOpAUQqC5LX8Lj3X5b9XFY+fcKlzQ3K9U8eM07mXOz+cO1AqY3D6u+T3celn5jI1Is/3+QkTjhRbJW1L+oXy3y81KbIm+2vXrpUcp6amIi4uDnv27MGoUaMq29VqNWJjY6t8Dp1Oh48++ghvvfUWbrrppsrn6datG7Zu3Yrhw4dXed1bb72FO++8E1OnTgUAvPLKK/jpp5+wcuVKLFq0qD5+vCbBtVr15HZBiA7kNiZE5L2mdgzGm4eNOGP0/QTfmQjAKgJWG2CWlFwVq7vkmn34h+nKJ3kg59kUfi4zOiQzNVw7TZxmZyiq6Xxwngni+ryOzoyqOzIuz+qQnFNNR0ZVM1MkMTj/PM6xV84Wkc4qce5kuRwDkyqSi8lqx4vpeknb5HaB6B3N4tHUtHjUJuhGoxF2ux1hYWGS9t27d6NDhw4IDQ3FoEGDsHDhQkRHX9ylNyMjAxUVFRg2bFjl+a1atUKnTp3w66+/VpnsWywWZGRk4JFHHpG0Dxs2DL/++msD/GS+KaPAgl/yLJK2mYncbo+IvJu/UsBbN4Rjyg+FKLM1XKJL3ssmAjYbgEbqFPFWSpcODdeZIAqXDhC3GRcuy1Bcl71IOkWqXNLiPCvDfSaItCPDfTaLrlCJqDg7wtUsceVt3j5Sir9Mjt1U/BXAgt4hMkZEJA+PSvbnzp2Lbt26oX///pVtI0aMwNixY9GmTRvk5uZiyZIlSE5OxtatW6FWq5Gfnw+lUonIyEjJc0VHRyM/P7/K1yksLITNZqvsMKjNNQCQnZ19DT+d73nlD384v4X6htqgLjyF7EL5Ymoo/H9P3oLv1frRHMDm/kCOSQGreDG5s1/6rw2Xj4WLxyJgv9RWeSwKsDq1250fA2AVBUnb5Xa76PKY2/WC+2tJjqXXSl+jimsrX4MjsFT/Lr/PLM6l0L2qU0SNhVl/YWqrCtzV0ooATlz0CoUW4LWDgbi4OOmiKc0rYDmfg+zz8sXV0Pj93zQlJCTU+LjHJPvz58/Hnj17sHnzZsk6+4kTJ1b+PSkpCT179kS3bt3w3XffITk5udrnE0XxitPHXB+/0jVX+mU2JXkmG77/RfqJ+WTfaCTE+V4V/uzsbP6/J6/A92r96yF3AI3ILoqw2i8mZ1ZRhM0O2ETx4rHT3y+3X+4EsdkvnyM6dSRIr7PaIdn66rLXrw+rvM4qAna743kvt7vF5RqDXbzUSeJ4LUlcl+Op7udxjt35HNfXsl98LmpayuwCVuT64+vCQCzqE4JJ7QK5PMHDrdhdApOttPI4XC3ghSFxCPPhGRr8/qfqeESyP2/ePKxduxYbN25EfHx8jec2b94cLVq0wMmTJwEAMTExsNlsKCwsRFRUVOV5BQUF1VbWj4yMhFKpdBvFLygocBvtp6q9l1WKCsfsKLTVKnEzq5sSEXkthSDAv7KvvXGSmWleWNDV7tQJ4OgQcOpYuNRhYXfpALFWdko4OhzslR0Wjs4L5+vcOlDsrp0XVcTg0pFhs1fRMeN0fXUdOo44xcoZIq7xOHfC2F3iqapzx5v9WWrDA9uLkXrUiKX9Q9E/Ri13SFSFP0oq8EFWqaTt6R4hPp3oE9VE9mR/zpw5WLt2Lb7++mt07NjxiucXFhbi3LlzlQX7evbsCZVKhS1btmDy5MkAgLNnzyIrKwsDBgyo8jn8/f3Rs2dPbNmyBePHj69s37JlS42zBeiicquIlcekH6QzEzXctomIiHye4lIxOpUCaKxOEW8kus7uqFyO4tRJUEUHiM2lI8K5M8Stw6HK2RtOnSViFR0Vkpkpjlknko6ZS8/14xkTdFbp/+N9FyowclMBJrQNxHN9QxCnkf1Wmpws2qeHc6mVtlolZnT2vk5Fovoi6yfU7NmzsWrVKnz88ccICwtDXl4eACA4OBgajQZGoxHLli1DcnIyYmNjkZubi+effx7R0dEYM2YMACA0NBT33HMPnn32WURHR1duvZeUlIShQ4dWvla/fv3wwAMP4MEHHwQAPPTQQ0hJSUGfPn0wYMAArFy5EufPn8d9993X6L8Hb/NljgkF5Y5h/RCVgDsTgmSMiIiIiDyJcKnInZ8Xd4rsP1qItYYYvHPUKJnNCABrc8qwKbcMDyVp8Hh3LbQqjhzLbcc5M749Uy5pe65vKPyV3vn+I6oPsib7aWlpAIBx48ZJ2ufMmYN58+ZBqVQiMzMTn3/+OXQ6HWJjYzF48GC8//770Gq1lecvXboUSqUS9913H8rLy3HjjTdixYoVkrX/2dnZKCx0VI6bMGECioqK8MorryAvLw9dunTB6tWrERcX18A/tXcTRdFtu717OgbzS46IiK7IsHUrAOBMbi5a8/uWPFyIH/Bi/1DM6ByMZ/fq8HWuNJE024DXDhnxcbYJC3qH4K4OQVAqmFjKwS6KWLhXJ2nrH+2P5DZcYkpNm1BSUuJjq6qoIW0/Z0by5oLKY4UApE+MRbzWd6exsegJeQu+V8lb8L1K3sD1fbrjnBnP/KbDoaKKKs9PCvfD0v6hGNKCCWZj++KECQ9sL5a0fXdrFAbENo3aCvxMpepwOJauiuuo/ui4AJ9O9ImIiIgAYHBzNbaMjcZ/bwhDbKD7LfSRYivGfVeIO34sxHFd1R0CVP/KrSIW79dL2sbFBzSZRJ+oJkz2qdZO6q3Y7LIWalaiRqZoiIiIiBqXUiHg7oRg7J8Yi9k9tAhQup+z+Uw5Bn6Vj7m/lqDYbHc/gerVO0eN+LPUVnmsUgCL+oTKGBGR52CyT7WWmmmE85qPHpEqXBfrL1s8RERERHLQqBRY0DsEeyfE4vZ2gW6PW0VgRWYpen15Hisyjajwtb0IPURhuQ3/PmSQtM3oHIx2IZx1SgQw2ada0lns+CTbJGmblaiBwO32iIiIqIlqrfHDO0Mi8OOYaPSPdh8AKbGImPurDtd9lY9vc8sgikz669PLGQboLY7faYi/gKd7aGu4gqhpYbcX1crH2SYYrY4P09hABW5r696TTUREVB3VBx8AAKLy8qCKjUXFtGlyhkNUb/pG++O70VH4KqcMi/brccZokzx+XG/F338qwpDmarzYPxRdI1QyReo7Tt7pxoEAAB17SURBVOiseO9YqaRtdnctIqpaW0HURDHZpyuy2UWkZkoL883oHAw19y0lIqKrEPTYYwCA+EvHOib75EMEQcCEdkG4NS4Qb2ca8dpBg2SgBAC2nTPjxg35uCchCM/0DkFMIBPTulq8XwfnX29rjRIPdmEtKSJnnMZPV7Qptxy5Tj3UaiVwX6dgGSMiIiIi8kwBfgKe6K5F+qRYTO0YBIXL2IhdBD78w4Q+a/Lwf4cMKLdyav/V+jXPjA2npUWjF/UJQYAfB6KInDHZpyta7jKqf3u7IESzJ5qIiIioWjGBSrwxKBzbk2MwpLn7NnCGiotbxvX7Kg9rT5q4nr+WRFHEgr06SVuvKBUmcHkpkRsm+1SjjAILdudZJG0zud0eERERUa10jVBh3c2R+Gx4BDpUUSX+jNGG6duKccs3Bdh/wVLFM5Cz9afKsfdChaTthX6hULBoNJEbJvtUI9dR/SHN1UhiURkiIiKiWhMEAaPiArH7thgsGxCKMH/3xPTXfAuGf30BD24rwp9GqwxRej6LTcRz+6Wj+qNaB+CGZu4zJ4iIyT7V4LzJhrU5ZZK2WUlcq09ERERUFyqFgJmJGhyY1AwzE4NR1RLz1SfL0G9tPl5M18NYYW/8ID1Y2rFSnDI46kgpBWBx3xAZIyLybEz2qVrvHSuF83dMO60SI1sFyBcQERERkQ8IVyuwbEAYdt8Wg1tau99bldlEvHLQgL5r8vBxdinsXM+PErMdrxzUS9ru6xSMjmGccUpUHSb7VKVyq4iVLnuXzkzUcD0UERERUT1JCFXh8xGRWH9zJJLC3dfzny+z4+GdJRi64QJ2njfLEKHnePWQAcVmR6eHViVgTk+tjBEReT4m+1SlL06aUGh2DOuH+Au4MyFIxoiIiIiIfNOQFgHYnhyDNweFISbQ/fb8UFEFxnxbgLt/KsRJfdNbz3/KYEWqSx2px7ppuTsU0RUw2Sc3oii6Fea7NyEYGhXfLkREREQNQakQcG/HYOyfGIsnumugriKP/Tq3HAO+ysOC33QoMTed9fxL0vWwOP24LYOUrCNFVAvM3sjN9nMWZBY7eo0VAvBAF36gEhERETU0rUqBZ/uE4rfbYqvcO77CDvz3iBG91+Th3aNGWO2+vZ4//YIFX56UFox+prcWQX5MY4iuhP9KyI3rqP6YuAC00bqvIyMiIiKihtFG64eVQyPw/ego9I12L0JXZLbjqT06DFqXjx/+LJchwoYniiIW7JVutdctQoUp7bm0lKg2mOyTxAmdFd+dkX5hzErSyBQNERERUdPWP0aN70dH490bw9Eq2H1uf5bOisk/FGLi9wU4WlwhQ4QN55vccvySZ5G0vdAvBEoFC0YT1QaTfZJIPWqE82SwnpEqDIzxly0eIiIioqZOIQiY3D4Iv02IwTO9tAj2c092fzprxqD1+XjilxIUlNuqeBbvUmEXsWifdKu9v7VUY2gLbgNNVFucm02VSsx2fJJtkrTNStJA4HZ7RERUD0yvvw4AyM/LQ0xsrMzREHmfID8FnuoZgns6BmNJuh6fZJskgzR2EViZVYovT5owu4cWKYkaqJXeeR/3YVYpjuulNaQW9wuVMSIi78Nknyp9nF2KUqvjKyM2UIHb4t0LwxAREdVFxbRpAICC7GyEJyTIGwyRF2sWpMR/bwjHA12C8cxvOuw8L53qrq8Q8ew+PVZmlWJx31AktwnwqsEbvcWOZRkGSdvdCUFIDHevXUBE1eM0fgIAWO0iUo+WStru7xwMfy/tDSYiIiLydT0i/bHxlih8PCwC7bTu6/lPGWyYuqUIo78tQEaBpYpn8Exv/G5AQbljr70gPwHze4XIGBGRd2KyTwAuFkA5Y3Ss71Irgfs6c7s9IiIiIk8mCALGtAnEntti8WL/UIT6uw/U/JJnwdCNFzBzexH+KvXs9fx/Gq1464h0Z6hHumrQLMi9M4OIasZknwC4b7d3e7sgRAXwQ5WIiIjIG/grBTyUpEH6xFg80CUYVU3O/PxEGfquzcOyA3qUVtjdT/AAS9L1cK4vGBuowCNduTMUUV0w2SdkFFiw22Vbk5mJ/FAlIiIi8jaRAUq8MjAMv4yPwchWarfHTVYRyzIM6Lc2D58fN8EuilU8izwOFlqw6kSZpO2Z3iHQqJiyENUF/+WQ26j+kOZqJEWwAAoREdUvRUYGFBkZCDp6FIqMDLnDIfJpncJUWP23KKwdGYkuYe41uf8y2TFzRzGGf30Bu/PMMkQoJYoiFu7VS3YX6BLmh7s6BMkWE5G3YzX+Ju68yYa1OdIe1FlJXKtPRET1Tzt0KAAg8dKxrqREtliImophLQOwY5waH/1hwosH9JLCdwBwoKACo74pwLj4ACzuG4p4rTzpwQ9/mrH9nLTT4fl+oVAqWCyaqK44st/EpR0rhfOSrfYhSoxsFSBfQERERERUr/wUAu7rHIz9E2PxaFcN/KvIANafKkf/tXlYtFcHvaVx1/Nb7SKe3aeTtA1prsaIlu7LEIio9pjsN2FlVhHvH5NutzczUQOFF+3DSkRERES1E+qvwOJ+ofhtQizGxbsP7ljswBuHjei9Jg/vHyuF1d446/k/yTbhWIm18lgA8EK/EAi8JyW6Jkz2m7AvTppQaHb03Ib4C/g710URERER+bR4rR8+vCkS394ahV5R7nWaCsrteHx3CW5cn4+fz5Y3aCzGCjuWHtBL2u7oEITukf4N+rpETQGT/SZKFEWscNnDdGrHYFY7JSIiImoirotV46cx0VgxOPz/27v3qKjr/I/jLxgQEIQhQFARTUEEM/MSqW0pavpLTc1M7bZkaq6n7KqCmFnWRrbirnosu2jed0nTDMxa21zFXW8dzS4qUV4QL5AmeEEuA/P7w3V0xMHJgMGZ5+Mc/pjPfOdzgTdz5j3fz0WN61f+DLinwKTB/zypoetPKKugrEb6MOf7s8o7f+nmk7dBeqmDf420BbgaMjsXtelYifZcNl3K3U0aHcPGfAAAAK7E3c1NwyPra8fgUCXd1kD1PSpPnf9nbom6fpKvCVsL9GtxebW1fayoXHO+t7759FQbPzXxNVRbG4ArI9l3UW/vsV6rf18zb0X4cTgDAACAK/L1dFdSe399PTj0qss6y83S+3vPqf3HeZr7w1mVlv/+9fwpu06ryHSpnmBvdz3btsHvrhfABST7LujnQpO+OGy9/mpsrJ+DegMAAIC6orGvQe/cFah/3xeiLqGV180Xlpo1eXuhOq/OU8ah8zKbry/p33OqTEuzi6zKkm5rIP+rHRUA4Lrw3+SC5u21ni7VPthTdzRkExQAAABccFtwPX12b7AWxd+k5g0qT6vff6Zcj371qwZ8fkLfniz9zfVP3VGoyzf7jwrwUEI0S0qB6kSy72IKSiq0/IpvUcfG+nG0CQAAAKy4ublpYHMfbbs/VNM6+cvfs/Lnxczjper26S96evMpHS+ybz3/hiPFWn+kxKrslY7+8nTn8yhQnUj2XcyS7HM6d9naqDAfdw1q7uPAHgEAAKAu8zK46Zm2DbRzSKhGtvbVlTm5WdLS7CJ1/DhPM3af0XmT7an95RVmTfna+qi9rqH11DfCuwZ6Drg2kn0XYqow67291hvzjYrxUz0D36ICAACgasHeBqV2Meo/AxuqZxOvSs+fM5n1+s7Tun1Vnlb8XHTV9fxpPxfp+1+tj/F7/fYAZpkCNYBk34WszSnW4bOXpld5G6THoyvvtgoAAADYEhPoqY97B2vFPUGKDqh8mlPuuXKN3nRK96z9RdvzL03XLzJV6PWd1nf1h7TwUYcQ9o4CagLJvguZt8d6Y76hLesr2JtzTAEAAPDb3RPurf8MaqgZnQN0k1fltOLrX8rUe+0Jjfz3r8o5a9I7P5zT0aIKy/P13KUpHfxrs8uAS+FgdRex60SptuRZ75T6J47bAwDUotKEBElSYWGhAgICHNwbANXBw91No2L8NKRFfc3YfUbv7j2rsgrraz4+cF4ZOeflLuup+mNi/dSsAekIUFP473IR71xxV797Yy/FBno6qDcAAFd0ftYsSdKh7GxFRUU5uDcAqpPRy12vxwXoida+enlHoTJyiq2eLymXLmzld0Ggl5tevLVB7XYScDFM43cBx4rKtfrAeauysdzVBwAAQDVr4e+hpT2DlP5/wbr1Jts3lia085fxKlP/AVQf/sNcwPx956ymU7X0N+ie8Mo7qAIAAADV4a5GXtpwX4jm/sGoMB/rlKN5A4NGtfZ1UM8A10Gy7+TOm8z6cJ/1cXt/ivWTO8ebAAAAoAYZ3N30SJSvvn4gVBPaNVCT+gbFBnpoSY8gjn4GagFr9p3civ1FOlly6ba+fz03PRTJcXsAAACoHX6e7prcwV+T2XkfqFUOu7M/c+ZMxcfHq2nTpmrZsqWGDRumPXv22Lz+2WefldFo1Jw5cyxlhw4dktFovOrP7NmzbdaVmZl51df8+OOP1TpGRzObzZr3g/XGfAmtfOXnyYQOAAAAAHBmDruzv3nzZo0cOVIdOnSQ2WzWG2+8oUGDBmnbtm0KDAy0unbNmjXauXOnGjVqZFUeHh6urKwsq7KMjAyNHz9eAwYMuGYftm7datVWcHDw7xhR3bPpWIn2FJgsjw1u0pMxrI8CADhGgNEoSer0v8eFBQWO6wwAAE7OYcn+qlWrrB6/++67ioiI0NatW3XvvfdaynNycpSUlKRPPvlEQ4YMsXqNwWBQaGioVVl6erq6d++u5s2bX7MPISEhCgoKuv5B1HFvX3FX/75mPmrqx8oNAAAAAHB2dWY+99mzZ1VRUSHj/771lySTyaRRo0Zp/Pjxio6OvmYdBw8e1MaNG/X444/b1Wb37t0VHR2tAQMGaNOmTdfb9Trpp8IyfZFbYlU2Npa7+gAAAADgCurMbd6kpCS1bdtWcXFxlrKUlBQFBgZq5MiRdtWxePFiBQUFqW/fvlVeFxYWppkzZ6pDhw4qLS1VWlqaBg4cqIyMDN155502X5ednW3fYOqAt372lHTpbNNYv3IFFuYo+7Tj+nQju5H+9nBtxCrqsk5XPCZeUdcRo7hREKuuKSoqqsrn60Syn5ycrK1bt+rzzz+XwWCQdGFN//Lly5WZmWlXHSaTScuXL9fDDz8sT0/PKq+Nioqy+sXExcUpJydHc+bMqTLZv9Yvs64oKKnQ2q3HJZktZc93CFarluzCfz2ys7NvmL89XBuxihsN8Yq6jPdU3CiIVdji8Gn8kyZN0scff6xPP/3Uap19Zmamjh8/rujoaAUFBSkoKEiHDx/W1KlTFRsbW6medevW6fjx4/rjH/94Xf3o2LGj9u/ff73DqFOW/HhORaZLiX6j+u4a2NzHgT0CAAAAANQmh97ZT0xM1KpVq5SRkaFWrVpZPTdq1CgNHDjQquyBBx7QAw88oISEhEp1LV68WHfeeaciIyOvqy/fffddpc3+bkSmCrPe3XvOqmxUaz/VM7g5qEcAAAAAgNrmsGR//PjxSktL09KlS2U0GpWXlydJ8vX1lZ+fn0JCQhQSEmL1Gg8PD4WGhlaapnL48GH961//0rx5867a1pgxYyRd2PFfkt5++21FREQoJiZGpaWl+uijj7R27VotXry4uodZ69bmFCv3XLnlsbdBejya6fsAAAAA4Eoclux/8MEHklTp7n1iYqImTZr0m+pasmSJ/P39NWDAgKs+n5uba/W4rKxMU6ZM0bFjx+Tt7a2YmBh99NFH6t27929qty5654rj9oa1rK8gb4ODegMAAAAAcAS3goIC87Uvw41g5y+l6pHxi1XZlkENFRNY9YaFqBqbnuBGQayirgu47HhdSSosKHBQT4Br4z0VNwpiFbY4fIM+VJ95e6zv6sc39iLRBwAAAAAXRLLvJI4VlWvVgfNWZWNj/RzUGwAAAACAI5HsO4n5e8/pstP2FOnvoV7hXo7rEAAAAADAYUj2ncB5k1kLsqyP2/tTrK/c3ThuDwAAAABckcN240f1OVNWoV7hXlq1/7xMZimgnpuGR3LcHgCgbilv106SVFxSIm8vZp8BAFCTSPadQEMfg967+ya92qlc8/edk4/BTX6eTNoAANQtZzdulMTO0QAA1AaSfSfSqL5BL3Xwd3Q3AAAAAAAOxu1fAAAAAACcDMk+AAAAAABOhmQfAAAAAAAnQ7IPAAAAAICTYYM+AABQK/y6dZMkxfzv6L2Lu/MDAIDqR7IPAABqhWH3bkmSr4P7AQCAK2AaPwAAAAAAToZkHwAAAAAAJ0OyDwAAAACAkyHZBwAAAADAyZDsAwAAAADgZEj2AQAAAABwMiT7AAAAAAA4GZJ9AAAAAACcDMk+AAAAAABOhmQfAAAAAAAnQ7IPAAAAAICTIdkHAAAAAMDJuBUUFJgd3QkAAAAAAFB9uLMPAAAAAICTIdkHAAAAAMDJkOwDAAAAAOBkSPYBAAAAAHAyJPsAAAAAADgZkn3UCTNnzlR8fLyaNm2qli1batiwYdqzZ4/VNWazWSkpKWrdurXCwsLUr18/7d271+qaGTNmqE+fPmrcuLGMRqPN9tLS0vSHP/xBoaGhatGihcaMGXPNPm7evFndunVTaGio2rVrpwULFti8NjU1VUajURMmTLhmvSUlJZowYYJatGihxo0ba/jw4Tpy5IjVNUajsdJPVe2j5hCrtmN12bJlV41Vo9GonTt3XrN+VB/itOr31I0bN6p3794KDw9XdHS0pk6dKpPJdM26Uf1cOVYXLlyo/v37KyIiQkajUYcOHap0jb3jQs0jVm3HakVFhYYPH65bbrlFoaGhio6O1pNPPqmjR49es27ULJJ91AmbN2/WyJEj9cUXX+jTTz+Vh4eHBg0apFOnTlmumTVrlubOnavp06frq6++UkhIiO6//36dOXPGck1JSYn69++vsWPH2mxr3rx5evnllzVu3Dht2bJF6enp6tu3b5X9O3jwoIYOHaq4uDht2rRJL7zwgiZOnKg1a9ZUunbHjh1atGiR2rRpY9fYJ02apPT0dM2fP1+fffaZzpw5o2HDhqm8vNzqutmzZysrK8vy89BDD9lVP6oXsWo7VgcPHmwVo1lZWRo6dKiaNWum9u3b29UGqgdxajtOv//+ez344IOKj4/Xpk2bNH/+fK1bt06vvPKKXfWjerlyrBYVFalHjx5KSkqyeY0940LtIFarjtW7775bH374oXbs2KHFixfr4MGDevTRR+2qHzXHraCgwOzoTgBXOnv2rCIiIrRs2TLde++9MpvNat26tUaPHq3x48dLks6fP6+oqCi99tprGjFihNXr16xZo4SEBBUUFFiVFxQUKDY2VsuWLVN8fLzd/Zk6darS09Ot7k6OGzdO+/bt0/r16y1lhYWF6tatm2bNmqW33npLsbGx+stf/mKz3sLCQkVGRmru3LkaOnSoJCk3N1dt27bVypUr1bNnT0kX7uwvWrRIAwcOtLvPqB3EqnWsXq6oqEitW7fWs88+qxdffNHuMaD6EaeX4nTatGlav369MjMzLa9bt26dRowYoezsbDVo0MDucaD6uUqsXm7Xrl2Kj4/X7t271axZs6teY2tccBxi9eqxetFnn32mhx9+WMePH5e3t7fd40D14s4+6qSzZ8+qoqLCMr3p0KFDysvLU48ePSzX+Pj4qGvXrtq2bZvd9W7YsEHl5eXKz8/XHXfcoZiYGD3yyCM6ePBgla/bvn27VduS1LNnT+3atUtlZWWWsueee04DBw5Ut27d7OrPN998o7KyMqu6L04rvXJcSUlJatGiheLj47VgwQJVVFTY1QZqFrFaOVYvWr16tYqKivTII4/Y1QZqDnF6KU5LSkoqffD08fFRcXGxvvnmG7vaQc1xlVjFjY9Yte3UqVNasWKFOnXqRKLvYCT7qJOSkpLUtm1bxcXFSZLy8vIkSSEhIVbXhYSEKD8/3+56Dx48qIqKCs2YMUN//vOftXTpUplMJvXv319FRUU2X5efn3/Vtk0mk06ePClJWrRokfbv36/Jkyfb3Z/8/HwZDAYFBQVVOa7k5GQtWLBAn3zyiQYPHqyXXnpJqampdreDmkOs2h7XokWL1KdPH4WFhdndDmoGcXppXD179tTXX3+tf/zjHzKZTDp69KimT58u6dLvBY7jKrGKGx+xWtnUqVPVuHFj3XzzzcrNzVVaWlqNtAP7keyjzklOTtbWrVu1ZMkSGQwGq+fc3NysHpvN5kplVamoqFBZWZmmT5+uXr16qWPHjnrvvfd04sQJff7555KkJk2aWH6ef/75Ktu+WJ6dna1p06bp/fffV7169a7admpqqlXdhw8fttnPK8c1ceJEdenSRbfeeqvGjRunxMREzZkzx+5xo2YQq7bHtXfvXm3fvl0JCQl2jxk1gzi1HlePHj302muvaeLEiQoNDVWnTp3Uu3dvSar0+0HtIlZxoyBWr+6ZZ57Rpk2btHr1ahkMBj355JOWPsAxPBzdAeBykyZN0qpVq5Senq7mzZtbykNDQyVd+NYyPDzcUn7ixIlK32JW5WI90dHRlrKAgACFhYUpNzdXkqzWcV5cu9mwYcNK38qeOHFCHh4euummm/Tll1/q5MmT6tKli+X58vJy/fe//9WCBQt09OhRPfHEE7r//vstzzdq1EgNGzZUeXm5Tp48qeDgYKu6u3btanMcHTt21OnTp5Wfn6+GDRvaPX5UH2L1Ut1Xi9WFCxcqPDxcvXr1snvMqH7E6aW6L4/Tp59+Wk899ZSOHz8uo9GonJwcvfrqq9dcg4qa42qxihsXsWpbUFCQgoKCFBkZqVatWqlNmzbasmVLlZ9pUbNI9lFnJCYmatWqVcrIyFCrVq2snmvWrJlCQ0O1YcMGdejQQZJUXFysLVu2aNq0aXa30blzZ0nSTz/9pCZNmki6sOYqLy9PTZs2lSS1aNGi0uvi4uK0du1aq7INGzaoffv28vT0VL9+/SrtNv7UU0+pZcuWeuGFF1SvXj15eXkpMDDQ6prbbrtNnp6e2rBhgx588EFJ0pEjR5SVlaU77rjD5ji+++47eXt7KyAgwO6xo/oQq1XHanFxsdLS0jRmzBi5uzOBzFGI06rj1M3NzfJBduXKlQoPD1e7du3sHjuqjyvGKm5MxKr9Lu4tVVpaWi314fqQ7KNOGD9+vNLS0rR06VIZjUbLuidfX1/5+fnJzc1NY8eOVWpqqqKiohQZGakZM2bI19dXQ4YMsdRz+PBhnTp1Sjk5OZKkb7/9VtKFN0U/Pz9FRkaqb9++SkpK0l//+lcZjUalpKQoODhYffr0sdm/ESNG6P3331dSUpJGjBihbdu2afny5frggw8kyXKW+OXq16+vwMBAxcbG2qw3ICBAjz32mF5++WWFhIQoMDBQkydPVps2bdS9e3dJF3aJzs/P1+233y4fHx9lZmYqJSVFCQkJ8vLy+u2/bPwuxKrtWL1ozZo1On36NEfuOBBxWnWczp49Wz179pS7u7vS09P1t7/9TR9++CHT+B3AVWNVurDGOy8vTz/99JMkKSsrS4WFhWratKkl4brWuFB7iFXbsbp9+3bt3r1bnTt3VkBAgA4cOKA33nhDERERli8v4BgcvYc64co3n4sSExM1adIkSRfWHb355ptauHChCgoK1LFjR82YMcPqDWrs2LH6+9//Xqme9PR03XXXXZKkM2fOKDk5Wenp6TKbzercubPefPNN3XzzzVX2cfPmzUpOTta+ffsUFham5557Tk888YTN6/v162fXcSbFxcWaMmWKVq5cqeLiYt19991KTU21TAH78ssv9eqrr+rAgQOqqKhQ8+bN9dhjj2n06NHy8OD7utpGrNqO1Yv69u0rX19frVixosr6UHOI06rj9L777tPu3btVWlqqW265RYmJibrnnnuqrBc1w5VjNSUlxbI55OXmzp1rOcXEnnGhdhCrtmP122+/VXJysn744QedO3dOYWFh6tWrl1588UXL7AQ4Bsk+AAAAAABOhsWUAAAAAAA4GZJ9AAAAAACcDMk+AAAAAABOhmQfAAAAAAAnQ7IPAAAAAICTIdkHAAAAAMDJkOwDAAAAAOBkSPYBAAAAAHAyJPsAAAAAADiZ/we10VTVEuOerwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1120479950828703745\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1067173241800650752\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-30\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1189602825220702210\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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5c2e99tprkqTS0lKNHDlSnTt31n333afTTz9dS5Ys0cyZM7Vy5UoNHDiw1ectLy8P2msCgLZimtIFnyRqX9OhXve/nt6ogUkeC6tCNDj7nHN8xp+WllpUCQAAkaFPnz5H3W9pM3ifPn20atUq1dTUaOnSpbrlllu0fPly9evXz3uMy+XSxIkTVVNTo/nz53u3ezwH/zC98cYb9Zvf/EaSdMYZZ2j16tV68cUX9dhjjx31eUNdeXl5WNQJ8F611i927NU/vj3gHX8T102X9+loYUWhi/dq8PB9DSzeq4HH9xThgvcqWmNpcLfZbMrJyZEkDR48WGvWrNHs2bP11FNPSToY2sePH68vv/xSy5cvV0pKivexaWlpkqS+ffv6nPOUU07R999/30avAACsVZBh9wnuJRUOTT6D4I7ganjiCatLAAAgqoTU8usej0dOp1PSwVvC3XTTTdqwYYOWL1/uDeo/6tGjhzIyMlpMe9+8ebPPFXsAiGTN+9w/3unQAZepxDijlUcAP13TDTdYXQIAAFHFsuB+7733atSoUcrKylJdXZ0WLlyo1atXa8GCBXK5XLr++uu1du1azZ8/X4ZhqKqqSpKUlJSkxMREGYah2267TQ899JAGDBig008/XW+88YZKS0v1yCOPWPWyAKBN9ewYq+wOsdpW55YkOdzSJzudKsi0H+ORAAAACBeWBfeqqipNnDhRO3fuVFJSkvr376+FCxdqxIgR2rp1q1asWCFJGj58uM/jZs2apcLCQknSrbfeqqamJk2dOlV79+7VqaeeqoULFx51YToAiCSGYSg/w65Xyxu820oqGgnuAAAAEcSy4P7000+3uq9Hjx6qrq726zy33367br/99kCVBQBhp6BFcHdYWA0AAAACLSTu4w4AOHF5zfrc1+xu0n4nt4QDAACIFCG1OB0A4PhltItV305x2lTjkiS5TemDKocuzE60uDJEqpjPP/cZewYNsqgSAACiA8EdACJAfobdG9wlqXgHwR3B07HZ+jM1fra3AQCAE8NUeQCIAPnNFqOjzx0AACByENwBIAKcm27X4XduL9vn0q4DbsvqAQAAQOAQ3AEgAnS2x+iMLvE+21ZXctUdAAAgEhDcASBC5DdbXb54B8EdAAAgEhDcASBCFNDnDgAAEJEI7gAQIYZ2syn+sJ/q39S6ta3O1foDAAAAEBYI7gAQIdrHx+jsVJvPNq66AwAAhD+COwBEkBZ97gR3AACAsEdwB4AIUtAsuK+qcMg0TYuqAQAAQCAQ3AEggpydalO7uEN3dK9o8Ki8hj53AACAcEZwB4AIYos19PM0+twBAAAiCcEdACIMfe4AAACRheAOABHmSH3uHvrcAQAAwlac1QUAAAJrYEq8OtkM1TgPhvVqp6n/29OkQV1tx3gk4B/n9ddbXQIAAFGF4A4AESY2xlBeul3Lv2v0bltV4SC4I2AOzJxpdQkAAEQVpsoDQASizx0AACByENwBIAIVZPoG9w+rnHK66XMHAAAIRwR3AIhAp3SKU3rioR/x9S5Tn+12WlgRAAAAThTBHQAikGEYLabLcz93AACA8ERwB4AIlde8z30HwR0AACAcsao8AESo5n3upbucanB51C6Oz2zx03RKTvYZ11RXW1QJAADRgb/eACBCndQhTj07xnrHTR7poyr63AEAAMINwR0AIlgBfe4AAABhj+AOABGM+7kDAACEP4I7AESw5gvUrdvTpGqHx6JqAAAAcCII7gAQwbolxqpf8qF1SD2mtLqSq+4AAADhhOAOABGu+VV3+twBAADCC8EdACJc89vCEdwBAADCC8EdACJcbppdMcah8cZql6oa3NYVBAAAgONCcAeACJdsj9HgLvE+27jqDgAAED4I7gAQBZrfFo7gDgAAED4I7gAQBZr3uXM/dwAAgPBBcAeAKDCkm022w37if1fn1pZal3UFAQAAwG8EdwCIAu3iYjSkm81nG9PlAQAAwkOc1QUAANpGfoZdqyud3nFJhUPXndLewooQrtxnnGF1CQAARBWCOwBEiYIMu/57ba13XFLhkGmaMgzjKI8CWqorLra6BAAAogpT5QEgSpyZalOHuEMhfecBjzZW0+cOAAAQ6gjuABAl4mMM5ab79rmzujwAAEDoI7gDQBTJ437uAAAAYYfgDgBRpKBZcF9d6ZDLY1pUDQAAAPxBcAeAKDIgJV4p9kM/+vc7Tf3fniYLKwIAAMCxsKo8AESRGMNQXoZNS7Y0ercVVzh0ZqrtKI8CfHUoKPAZs8o8AADBxRV3AIgy+fS54yeKXbfO5wsAAASXZcF9zpw5ys3NVXZ2trKzszVy5Ei9/fbbkqSmpiZNnz5dubm5yszMVN++fTVhwgRt27btiOcyTVO/+tWvlJycrCVLlrTlywCAsNO8z/2jKqccbvrcAQAAQpVlwT0zM1MzZsxQcXGxioqKlJ+fr8LCQq1fv14NDQ1at26dJk+erOLiYs2bN0/bt2/XuHHj5HK1vOfwU089pdjYWAteBQCEn15Jccpsd+jH/wG3qdJdTgsrAgAAwNFY1uM+ZswYn/G0adP0wgsvqLS0VAMGDNDixYt99j/++OMaOnSoNm3apP79+3u3r127Vs8884xWrlypPn36tEntABDODMNQfoZdr20+4N1WvMOhc9PtR3kUAAAArBISPe5ut1uLFi1SfX29hgwZcsRjamtrJUnJyck+28aPH6/HH39cqampbVIrAESC5n3uq+hzBwAACFmWripfVlamUaNGqbGxUe3bt9ff/vY3n6vpP3I6nZo6daouvPBCZWVlebffeeedGjFihEaNGnVcz1teXv6Ta28L4VInwHs1/GQ7DEmJ3nHpLofWbSxXuwjvOuK9GhhnNxvzfQ08vqeBx/cU4YL3anQ61uxxS4N7nz59tGrVKtXU1Gjp0qW65ZZbtHz5cvXr1897jMvl0sSJE1VTU6P58+d7t7/22mtav369ioqKTuh5Q115eXlY1AnwXg1PfST12lSpzfvdkiS3aWhnh2yN7J5gbWFBxHs1ePi+Bhbv1cDje4pwwXsVrbF0qrzNZlNOTo4GDx6s6dOna+DAgZo9e7Z3v8vl0vjx41VWVqYlS5YoJSXFu6+4uFgbN25UVlaWunTpoi5dukiSbrzxRl144YVt/loAINwUZPiG9OIdTJcHAAAIRZZecW/O4/HI6Ty4snFTU5NuuukmbdiwQcuXL1daWprPsdOmTdNtt93msy03N1d//vOfWyx8BwBoKT/Drr9uqveOuZ87AABAaLIsuN97770aNWqUsrKyVFdXp4ULF2r16tVasGCBXC6Xrr/+eq1du1bz58+XYRiqqqqSJCUlJSkxMVGZmZnKzMxscd7u3burZ8+ebfxqACD85GXYfMZf7G3S3ka3UhIivNEdAAAgzFgW3KuqqjRx4kTt3LlTSUlJ6t+/vxYuXKgRI0Zo69atWrFihSRp+PDhPo+bNWuWCgsLLagYACJLl4RYDUiJ1/q9TZIkU9KqSqd+2TPx6A8EAABAm7IsuD/99NOt7uvRo4eqq6uP+5wn8hgAiGYFGXZvcJcOTpcnuAMAAISWkLiPOwDAGs3v506fOwAAQOghuANAFMtNtynWODQur3FpR73buoIAAADQAsEdAKJYx/gYndXVd5E6rrrjWGqqq32+AABAcBHcASDK5Wf6TpcvJrgDAACElOMO7h999JEeeeQR/f73v9fXX38tSaqvr9dnn32m/fv3B7xAAEBwNe9zX1XhkGmaFlUDAACA5vwO7k6nU9dee61Gjx6tBx98UC+88IK2b98uSYqNjdW4ceP03HPPBa1QAEBwDEm16fBbt39f79Y3++lzBwAACBV+B/cHH3xQb7/9th599FGVlpb6XI1JSEjQpZdeqn/+859BKRIAEDwJcYZ+1o3V5QEAAEKV38H99ddf1w033KDx48crJSWlxf4+ffpoy5YtgawNANBGCuhzBwAACFlx/h64a9cuDRw4sNX9drtd9fX1ASkKANC2jtTn7jFNxRhGK49ANEu8/Xaf8YGZMy2qBACA6OB3cE9LSzvqFfXPPvtMPXr0CERNAIA2NqhLvJLiDe1vOtgGtcfhUdk+lwamxFtcGUKRbe5cnzHBHQCA4PJ7qvwll1yiF1980buSvCQZP1yJ+ec//6nXX39dl19+eeArBAAEXVyModx0+twBAABCkd/B/b/+67+UnZ2tgoICTZgwQYZh6LHHHtP555+vwsJCDRo0SLc3mzoHAAgfBc2my5fsaLSoEgAAABzO7+DesWNHvfPOO7rzzju1a9cuJSQk6KOPPlJ9fb2mTJmiZcuWKSEhIZi1AgCCqHmf+/uVTjV5uJ87AACA1fzucZcO3vbtrrvu0l133RWsegAAFunXOU5dE2K0u9EjSapzmVq726khzW4VBwAAgLbl9xX3+vp6bdu2rdX927ZtU0NDQ0CKAgC0PcMwWlx1L6lwWlQNAAAAfuR3cL/nnnv061//utX9hYWFmjZtWkCKAgBYo3mfezF97gAAAJbzO7gXFRXp4osvbnX/xRdfrH/9618BKQoAYI3mV9w/2eXUARd97gAAAFbyO7hXVVUpPT291f1paWmqrKwMSFEAAGv07Bir7A6x3rHDLX2yk9vCAQAAWMnv4N61a1dt2LCh1f0bNmxQp06dAlIUAMAaR+5zJ7gDAABYye/gPnLkSM2dO1cff/xxi32lpaWaO3euRo4cGdDiAABtr0WfO8EdAADAUn7fDm7KlCl69913NXr0aJ1//vnq16+fDMNQWVmZ3nvvPaWlpemPf/xjMGsFALSBvGbBfc3uJtU4Pepk8/uzXgAAAASQ38E9LS1NRUVFmj59ut5880298847kqSOHTvqqquu0vTp05WWlha0QgEAbSOjXaz6dorTphqXJMljSh9UOnTRSYkWVwYAABCd/A7uktStWzc9/fTTMk1Tu3fvlmmaSk1NlWEYwaoPAGCB/Ay7N7hLB/vcCe4AAADWOK7g/iPDMJSamhroWgAAISI/0645G+u9Y/rccbjalSutLgEAgKjSanCfP3++JOnqq6+WYRje8bFcc801gakMAGCZc9PtMiT9eAf3L/e5tOuAW6mJsUd7GKKEZ9Agq0sAACCqtBrcb731VhmGoV/96ley2Wy69dZbj3kywzAI7gAQATrbY3RGl3h9vqfJu21VhUOX57SzsCoAAIDo1GpwX7dunSTJZrP5jAEA0SE/w+4T3EsI7gAAAJZoNbifdNJJ3v/2eDwyDEMdOnRQ586d26QwAIC1CjLt+sv6Ou+YPncAAABr+HVTXrfbrcGDB+vVV18Ndj0AgBAxtJtN8Yf9lvi21q3v6lytPwAAAABB4deq8vHx8UpPT+e2bwAQRdrHx+jsVJs+rHJ6t5VUOHRtnxO6IQkiSPxLL/mMm264wYoyAACIGn5dcZek6667TvPmzVNjY2Mw6wEAhJD8DLvPuITp8pDU7o47fL4AAEBw+X3Z5OSTT5ZpmjrnnHN0zTXXqGfPnkpMTGxx3GWXXRbQAgEA1inIsOvhz2u945IdDpmmyQwsAACANuR3cJ84caL3vx999NEjHmMYBsEdACLI2ak2tYsz1OA6eEf3ygMelde4dEpyvMWVAQAARA+/g/uyZcuCWQcAIATZYg39PM2mf20/NEW+uMJBcAcAAGhDfgf3c889N5h1AABCVH6G3Se4l1Q49NvTOlhYEQAAQHQ5oaWB169fr23btkmSsrOz1b9/f/odASBCFTRboG5VhUNuj6nYGH7uAwAAtIXjCu6LFi3S9OnTtWPHDknyLlCUmZmp6dOn64orrghKkQAA6wxMiVcnm6Ea58E+92qnqS/2NmlQV5vFlQEAAEQHv4P7q6++qt/97nfq06ePZsyYod69e8s0TW3evFkvv/yyJk2aJKfTqcLCwmDWCwBoY7ExhvLS7Vr+3aHbgZZUOAjuAAAAbcTv4P7YY4/prLPO0vLly5WQkOCz77e//a1Gjx6txx57jOAOABEoP6NlcP+PgR0trAgAACB6xPh74Pbt23XFFVe0CO2SlJCQoKuuuso7hR4AEFkKMn373D+ocsrpNi2qBgAAILr4HdxPPfVUVVRUtLp/x44d6tu3b0CKAj+pkPwAACAASURBVACEllM6xSk98dCvjAaXqc92Oy2sCAAAIHr4Hdzvu+8+zZ07V2+88UaLfYsWLdLLL7+sP//5zwEtDgAQGgzDUH6z1eWLdzhaORoAAACB5HeP+5NPPqkuXbpo/Pjx+sMf/qCTTz5ZhmHom2++0a5du9SrVy/95S9/0V/+8hfvYwzD0IIFC4JSOACgbeVl2LXgmwPecUmFQ38YbGFBAAAAUcLv4L5x40YZhqHu3btLkref3W63q3v37nI4HNq0aZPPY7i3OwBEjuZ97qW7nKpv8qh9vN+TtwAAAHAC/A7uX3zxRTDrAACEuJM6xKlnx1htqXVLkpo80sc7nTovq+WipYhsDU88YXUJAABEFb+DOwAABRl2balt8I6LdzgI7lGo6YYbrC4BAICoYtn8xjlz5ig3N1fZ2dnKzs7WyJEj9fbbb0uSmpqaNH36dOXm5iozM1N9+/bVhAkTtG3bNu/j9+3bp9///vc655xzlJ6erv79++vOO+/U3r17rXpJABDxmi9QV1LJAnUAAADBZllwz8zM1IwZM1RcXKyioiLl5+ersLBQ69evV0NDg9atW6fJkyeruLhY8+bN0/bt2zVu3Di5XC5JUkVFhSoqKjRjxgx98MEHevbZZ/XBBx9o/PjxVr0kAIh4ec2C++e7m1Tt8FhUDQAAQHSwbKr8mDFjfMbTpk3TCy+8oNLSUg0YMECLFy/22f/4449r6NCh2rRpk/r3769+/frpb3/7m3d/Tk6O7rvvPl111VXav3+/kpKS2uR1AEA06ZYYq37Jcfqy+uCHqKak1ZUOXdwj0drCAAAAIlhILAXsdru1aNEi1dfXa8iQIUc8pra2VpKUnJzc6nlqa2tlt9vVrl27oNQJAJDym60uX1zBdHkAAIBgMqqrq02rnrysrEyjRo1SY2Oj2rdvrzlz5uiCCy5ocZzT6dTYsWPVuXNnvfbaa0c8V3V1tc477zydf/75euSRR476vOXl5QGpHwCiUfGeWE3ecCi8n9zOowVnNlpYEdpauw0bfMYNp51mUSUAAESGPn36HHX/cQf3AwcOaO3atdq1a5eGDRumrl27nnBxTqdT33//vWpqarR06VLNnTtXy5cvV79+/bzHuFwuTZgwQRs3btSKFSuUkpLS4jz19fUaN26cYmJitGjRIiUkhP8Kx+Xl5cf8nweEAt6r0afG6dHJ8yrkOey3x8ar0pXeLta6ovzAezVwOjWb/VZTXW1RJZGJ92rg8T1FuOC9itYc11T5Z555Rn379tXFF1+sG2+8UWVlZZKkPXv26KSTTtLLL798XE9us9mUk5OjwYMHa/r06Ro4cKBmz57t3e9yuTR+/HiVlZVpyZIlRwztdXV1GjdunCTp73//e0SEdgAIZZ1sMRrcJd5n2yqmywMAAASN38H91Vdf1ZQpU3T++efrySeflGkeutTSpUsX/eIXv9Abb7zxk4rxeDxyOp2SDt4S7scPB5YtW6a0tLQWx9fW1mrcuHHyeDxasGCBOnTo8JOeHwDgnwL63AEAANqM36vKz5o1SxdccIH++te/HvFe6YMGDdKcOXP8fuJ7771Xo0aNUlZWlurq6rRw4UKtXr1aCxYskMvl0vXXX6+1a9dq/vz5MgxDVVVVkqSkpCQlJiaqtrZWl19+uWpra/Xqq6+qoaFBDQ0NkqTOnTvLZrP5XQsA4PjkZ9j12P/VecclBHcAAICg8Tu4b968Wb/97W9b3d+lSxft2bPH7yeuqqrSxIkTtXPnTiUlJal///5auHChRowYoa1bt2rFihWSpOHDh/s8btasWSosLNTnn3+u0tJSSdJZZ53lc8yyZcuUl5fndy0AgOPzs2522WIk5w+3cP+uzq0ttS717GjZXUYBAAAilt9/YXXs2FE1NTWt7t+8efNxLVT39NNPt7qvR48eqj7GQjd5eXnHPAYAEByJcYaGdLNpdaXTu62kwkFwBwAACAK/e9zz8/P16quvyuFoOR1y+/btmjt3rs4///yAFgcACF0FGc363HcwXR4AACAY/A7uU6dO1e7duzV8+HDNmTNHhmHo3Xff1b333qthw4YpPj5ed999dzBrBQCEkPxmwb2kwuGzcCkAAAACw+/gnpOTo7feekvp6el6+OGHZZqmZs2apZkzZ+qMM87QW2+9paysrGDWCgAIIWem2tQhzvCOdzV6tLHaZWFFAAAAkem4mhH79u2rN954Q9XV1frmm2/k8XjUs2fP4+ptBwBEhvgYQ7npNr3z/aEp8sUVDp3WOf4ojwIAAMDx8vuK++GSk5N15pln6uyzz1aXLl1UX18f6LoAAGHgSNPlAQAAEFh+B/elS5dq+vTpPtueeOIJZWZmKjs7W9dcc433PuoAgOjQPLivrnTI5aHPHQAAIJD8Du6zZs3Srl27vOO1a9fqvvvu01lnnaUbbrhB7733nmbOnBmUIgEAoWlASrxS7Id+lex3mvq/PU0WVgQAABB5/A7uX3/9tU4//XTveOHChUpJSdGiRYv02GOP6cYbb9Q//vGPoBQJAAhNMYahvAybz7ZipssDAAAElN+L0zU0NKhdu3be8b///W+NGDFCdvvBaZIDBw7U3/72t8BXCAAIaQUZCVqypdE7Lqlw6D9P72hhRQg25/XXW10CAABRxe/gnpWVpbVr1+q6667T5s2btXHjRt1xxx3e/Xv37lVCQkJQigQAhK78ZlfcP6pyyuE2ZY81WnkEwt0BWuMAAGhTfgf3q666Sg8++KAqKiq0ceNGJScn68ILL/TuX7NmjXr37h2UIgEAoatXUpyy2sVqe4NbknTAbap0l1PnptuP8UgAAAD4w+8e9zvvvFN33nmnduzYoaysLL3yyivq1KmTJGnfvn364IMPdNFFFwWtUABAaDKO1Oe+gz53AACAQPH7intsbKymTp2qqVOnttjXuXNnlZeXB7QwAED4KMhM0GubD3jHq1igDgAAIGD8Du6Hq6mp0ffffy9J6t69u/fKOwAgOjW/n/unu5yqa/KoQ7zfE7sAAADQiuP6i2rNmjW66KKLlJOTo7y8POXl5SknJ0ejR4/WmjVrglUjACDEZbWPVe+kQ58Fu0zpwyqnhRUBAABEDr+vuH/22WcaM2aM4uPjdd1116lv374yTVNfffWVFi5cqDFjxujNN9/UmWeeGcx6AQAhKj/Drq/3u7zj4h0OjezO3UYiUafkZJ9xTXW1RZUAABAd/A7u999/v1JTU/XOO+8oIyPDZ9/dd9+tUaNG6f7779c//vGPgBcJAAh9BZl2/XVTvXdcQp87AABAQPg9Vf7TTz/VTTfd1CK0S1JGRoZuuukmlZaWBrQ4AED4ODfdd2X5L/Y2aW+j26JqAAAAIoffwd00TcXGxrZ+opgYmaYZkKIAAOGnS0KsBqbEe8empFWV9LkDAAD8VH4H98GDB+ull17Svn37Wuzbt2+f5s6dS387AES55qvLM10eAADgp/O7x/2ee+7RpZdeqrPPPlu//vWv1adPH0nSV199pddee021tbWaPXt20AoFAIS+ggy7ZpXVeccEdwAAgJ/O7+D+85//XP/4xz/0xz/+UU899ZTPvkGDBumBBx7Q0KFDA14gACB8/Dzdpjjj4O3gJKm8xqUd9W5ltm+91QoAAABH53dwl6Rhw4Zp5cqV2rlzp7777jtJ0kknnaRu3boFpTgAQHjpGB+js1Jt+njnod72kgqHru7dzsKqAAAAwttxBfcfdevWjbAOADiivAy7T3AvJrgDAAD8JK0G9/fff/+ETjhs2LATLgYAEP4KMuz6n3W13vGqCodM05RhGBZWBQAAEL5aDe4XX3zxcf2R9eMfZXv37g1IYQCA8HROqk0JsdKPt3D/vt6tb/a71avTCU3yAgAAiHqt/hW1bNmytqwDABAhEuIMDU2za+WOQyvKl1Q4CO4AAAAnqNW/os4999y2rAMAEEHyM3yDe3GFQzee2t7CigAAAMJXjL8H1tfXa9u2ba3u37ZtmxoaGgJSFAAgvBVk2H3Gqyoc8pimRdUAAACEN7/nLd5zzz1as2aNVq1adcT9hYWFOuecc/S///u/ASsOABCezugSr6R4Q/ubDob1PQ6Pyva5NDAl3uLKEAjuM86wugQAAKKK38G9qKhIhYWFre6/+OKLNW/evIAUBQAIb3Exhoal2/XPbY3ebSUVDoJ7hKgrLra6BAAAoorfU+WrqqqUnp7e6v60tDRVVlYGpCgAQPjLbzZdvmRHYytHAgAA4Gj8Du5du3bVhg0bWt2/YcMGderUKSBFAQDCX0Gmb3B/v9KpJg997gAAAMfL7+A+cuRIzZ07Vx9//HGLfaWlpZo7d65GjhwZ0OIAAOHrtOQ4pSYc+jVT5zK1drfTwooAAADCk9897lOmTNG7776r0aNH6/zzz1e/fv1kGIbKysr03nvvKS0tTX/84x+DWSsAIIwYhqH8DLsWfXvAu62kwqkh3exHeRQAAACa8/uKe1pamoqKinTllVfqww8/1BNPPKHHH39cH374oa666ioVFRUpIyMjmLUCAMJM8z73YvrcAQAAjpvfV9wlqVu3bnr66adlmqZ2794t0zSVmpoqwzCCVR8AIIw173P/ZJdTB1ymEuP4vRHOOhQU+IxZZR4AgOA6ruD+I8MwlJqaGuhaAAARpkeHWGV3iNW2OrckyeGWPtnpUEFmgsWV4aeIXbfO6hIAAIgqfk+VBwDgeBmGoYLmt4WrcFhUDQAAQHgiuAMAgqpFnzvBHQAA4LgQ3AEAQdU8uK/Z3aQap8eiagAAAMIPwR0AEFTp7WLVt9OhJVU8pvRBJVfdAQAA/EVwBwAEXX4mfe4AAAAnqtVV5bdt23ZCJ8zOzj7hYgAAkSk/w645G+q9Y/rcAQAA/NdqcD/99NNP6P7se/fu/UkFAQAiT166XYYk84fxl/tc2nXArdTEWCvLAgAACAutBvennnrKJ7ibpqlnnnlG3333na688kr17t1bpmnq66+/1sKFC3XSSSdp0qRJbVI0ACC8JNtjdEaXeH2+p8m7bVWFQ5fntLOwKgAAgPDQanAvLCz0GT/xxBNqaGjQ2rVrlZKS4rPvD3/4g0aNGqU9e/YEp0oAQNgryLD7BPcSgjsAAIBf/F6c7vnnn9cNN9zQIrRLUteuXXX99ddrzpw5fj/xnDlzlJubq+zsbGVnZ2vkyJF6++23JUlNTU2aPn26cnNzlZmZqb59+2rChAkt+u4dDod+//vfKycnR5mZmbr66qu1fft2v2sAALSd5gvU0ecOAADgH7+D++7du9XU1NTqfpfLpd27d/v9xJmZmZoxY4aKi4tVVFSk/Px8FRYWav369WpoaNC6des0efJkFRcXa968edq+fbvGjRsnl8vlPceUKVO0bNkyvfDCC1qxYoVqa2t11VVXye12+10HAKBtDO1mU/xhv3W+rXXruzpX6w8AAACApOMI7qeffrqef/55bd26tcW+LVu26Pnnn9fpp5/u9xOPGTNGI0eOVE5Ojnr37q1p06apQ4cOKi0tVadOnbR48WJdfvnl6tOnj8466yw9/vjj2rRpkzZt2iRJqqmp0SuvvKL77rtPv/jFLzRo0CA9++yzKisr08qVK/2uAwDQNtrHx+jsVJvPNm4LBwAAcGyt9rg398ADD+iyyy7TkCFDdNFFF6l3796SpPLycr311luKi4vT/ffff0JFuN1uLV68WPX19RoyZMgRj6mtrZUkJScnS5I+//xzNTU16bzzzvMe0717d/Xt21cff/yxRowYcUK1AACCpyDDrg+rnN5xSYVD1/Zpb2FFAAAAoc+orq42j33YQZs2bdL999+vf//732poaJAktWvXTuedd57uuecenXbaacf15GVlZRo1apQaGxvVvn17zZkzRxdccEGL45xOp8aOHavOnTvrtddekyS9/vrruvnmm7V7926f1e/Hjh2rXr166Yknnmj1ecvLy4+rTgBAYKytidHELxK84642j1ac06gTuPsoAABAxOjTp89R9/t9xV2S+vbtq1deeUUej0e7d++WaZpKTU1VTIzfM+5bFLdq1SrV1NRo6dKluuWWW7R8+XL169fPe4zL5dLEiRNVU1Oj+fPnH/Ocpmke8/7zx/qmhILy8vKwqBPgvYrj0cNt6o4NFWpwHfzMeLczRurWU32S44P+3LxXES54rwYe31OEC96raM0JJW7TNBUXF6cuXbqccGiXJJvNppycHA0ePFjTp0/XwIEDNXv2bO9+l8ul8ePHq6ysTEuWLPFZ0b5bt25yu90tbkG3e/dupaamnnBNAIDgscUa+nmab587q8sDAAAc3XGl7jVr1ujSSy9VZmamevfurffff1+StGfPHl155ZUqLi7+ScV4PB45nQd7H5uamnTjjTeqrKxMy5YtU1pams+xgwYNUnx8vIqKirzbtm/frk2bNulnP/vZT6oDABA8BRm+t4VjgToAAICj8zu4f/LJJxo9erS+/fZbXX311TLNQ63xXbp0UV1dnV555RW/n/jee+/VBx98oK1bt6qsrEwzZszQ6tWrdcUVV8jlcun666/Xp59+queff16GYaiqqkpVVVU6cOCAJKlTp076zW9+oz/96U9auXKl1q1bp0mTJql///4aPny4/98BAECbym8W3FdVOOT2+L3cCgAAQNTxu8f9z3/+s3r16qV//etfqq+v18svv+yzPy8vT3//+9/9fuKqqipNnDhRO3fuVFJSkvr376+FCxdqxIgR2rp1q1asWCFJLUL4rFmzVFhYKEn67//+b8XGxurGG29UY2Oj8vPz9cwzzyg2NtbvOgAAbWtgSrySbYaqnQfDerXT1Bd7mzSoq+0YjwQAAIhOfgf3NWvWaOrUqUpISPCuKH+4rKwsVVVV+f3ETz/9dKv7evTooerq6mOeIyEhQY8++qgeffRRv58XAGCt2BhD56bbtfy7Ru+2kgoHwT2MJN5+u8/4wMyZFlUCAEB08Du4x8TEHHUhuqqqKiUmJgakKABAZCvIbBnc/2NgRwsrwvGwzZ3rMya4AwAQXH73uA8aNEhvvfXWEfc5nU69/vrrGjJkSMAKAwBEruZ97h9UOeV00+cOAABwJH4H9zvvvFMlJSX63e9+py+++EKSVFlZqffee0+XXHKJvv32W911111BKxQAEDlO6RSn9MRDv4IaXKY+2+20sCIAAIDQ5Xdw/8UvfqFnn31Wb775pi677DJJ0i233KIrrrhCGzdu1PPPP69zzjknaIUCACKHYRgtrroX7+C2cAAAAEfid4+7JI0bN06jR49WUVGRNm/eLI/Ho5NPPlkjRoxQhw4dglUjACAC5WfateCbA95xSYVDfxhsYUEAAAAhyu/g/v7776tv377q2rWrxowZ02L/nj17tHHjRg0bNiygBQIAIlPzK+6lu5yqb/Kofbzfk8EAAACigt9/HY0dO1ZFRUWt7i8uLtbYsWMDUhQAIPKd1CFOJ3eM9Y6bPNLHO+lzBwAAaM7v4G6aR1/t1+l0HvV2cQAANEefOwAAwLEddar8/v37VVNT4x3v3btX27Zta3FcdXW1Fi1apIyMjMBXCACIWAUZds39qsE7LqkkuAMAADR31OA+e/ZsPfLII5IOrgA8ZcoUTZky5YjHmqapadOmBb5CAEDEymt2xf3z3U2qdniUbGcGFwAAwI+OGtyHDx+uhIQEmaap++67T5dffrkGDhzoc4xhGGrXrp0GDx6ss88+O6jFAgAiS2pirPp1jtOX+1ySJFPS6kqHLu6RaG1hAAAAIeSowX3o0KEaOnSoJMnhcGjs2LHq379/mxQGAIgO+Rl2b3CXpOIKgjsAAMDh/J6L+Ic//OGIob2yslIbN24MaFEAgOhR0Gy6/KoK+twBAAAO53dwf+mllzRp0iSfbXfddZf69eun3Nxc5eXlac+ePQEvEAAQ2XLT7YoxDo03VrtU2eC2riAAAIAQc1zBvWPHjt5xSUmJ/vrXv2rcuHH605/+pG+//Vb/8z//E5QiAQCRq5MtRoO7xPts46p7aKtdudLnCwAABNdRe9wPt3XrVl177bXe8eLFi5WVlaVnnnlGMTExqqmp0RtvvKEHH3wwKIUCACJXQaZdn+1u8o6LKxy6olc7CyvC0XgGDbK6BAAAoorfV9ydTqfi4w9dESkqKtL555+vmJiDp8jJyVFlZWXgKwQARLz8Zn3uJVxxBwAA8PI7uPfo0UMrf5gOt2bNGm3ZskXnnXeed//OnTt9ptIDAOCvn3Wzy3bYb6Tv6tzaUutq/QEAAABRxO/gftNNN2nx4sXKzc3V5ZdfrqysLI0cOdK7/6OPPtKpp54alCIBAJEtMc7QkG42n21cdQcAADjI7+A+YcIEzZw5Uzk5Obrooou0aNEiJSYevM/uvn37tGvXLl1xxRVBKxQAENma3xaueAfBHQAAQDqOxekk6brrrtN1113XYnvnzp290+gBADgR+Rl2PbC21jsuqXDINE0ZhnGUR8EK8S+95DNuuuEGK8oAACBqHFdwBwAgWM5MtalDnKE6lylJ2tXo0YZql/p1jj/GI9HW2t1xh8+4huAOAEBQ+R3cx44de8xjDMPQ0qVLf1JBAIDoFB9jKDfdpne+PzRFvqTCQXAHAABRz+8ed4/HI9M0fb5cLpe+/fZbrV69Wjt27JDH4wlmrQCACNf8tnD0uQMAABzHFfc333zzqPv+8z//Uy+++GJAigIARKfmwf39SodcHlNxMfS5AwCA6OX3FfejGTNmjMaNG6d77rknEKcDAESpASnxSrEf+tW0v8nUuj1NFlYEAABgvYAEd0k65ZRTtGbNmkCdDgAQhWIMQ3kZ3M8dAADgcAEL7u+++66SkpICdToAQJQqyEjwGRcT3AEAQJTzu8f94YcfPuL2mpoarV69Wl988YUmT54csMIAANEpv9kV94+qHHK4Tdlj6XMHAADRye/g/tBDDx1xe3JysnJycvSXv/xF1157bcAKAwBEp15JccpqF6vtDW5JUqNb+mSnU3nNFq4DAACIFn4H93379gWzDgAAJEnGD33ur20+4N1WUuEguAMAgKgVsB53AAACpSDTt8+dBeoAAEA0I7gDAEJO8/u5f7bLqdomj0XVAAAAWKvVqfKdO3dWTEyMKioqZLPZ1LlzZxnGsRcGio2NVZcuXVRQUKAHHnhAXbt2DWjBAIDIl9U+Vr2T4vT1fpckyWVKH1Y6NSo74RiPBAAAiDytBve7775bhmEoLi7OZ3wsbrdblZWVWrJkiWprazVv3rzAVQsAiBr5GXZvcJcOTpcnuAMAgGjUanCfMmXKUcfHcsopp+jRRx89saoAAFGvINOuv26q9465n3voaHjiCatLAAAgqvi9qvzxGjt2rLp06RKs0wMAIty56b73c/9ib5P2NrqVkhBrUUX4UdMNN1hdAgAAUaXV4D5//vwTOuE111wjSerZs6d69ux5QucAAKBLQqwGpsTri71N3m2rKp36Zc9EC6sCAABoe60G91tvvbXFth973E3TPOJ26VBwBwDgp8rPsPsE95IKB8EdAABEnVaD+7p163zGtbW1uvnmm9WxY0dNmjRJvXv3lmma+vrrr/Xss8+qvr5ezzzzTNALBgBEj4IMu2aV1XnHxTvocwcAANGn1eB+0kkn+Yz/4z/+Q507d9aSJUt8rrAPGDBAl1xyiX75y1/q2Wef1cyZM4NXLQAgqvw83aY44+Dt4CTp6/0uba93K6s9fe4AACB6xPh74LJlyzR27Ngj3hIuJiZGl1xyiZYtWxbQ4gAA0a1jfIzOSvVdpK6E1eUtF/P55z5fAAAguPxeVd7lcum7775rdf+WLVvU1NTU6n4AAE5EXoZdH+90esclFQ5d07udhRWh4/DhPuOa6mprCgEAIEr4fcX9vPPO03PPPafXX3/dZ3E60zS1YMECPf/88xoxYkRQigQARK+CDLvPuGSHo8UiqQAAAJHM7yvujzzyiDZu3KhJkyZp6tSpOvnkk2UYhr755hvt3LlTffr00UMPPRTMWgEAUeicVJsSYqVG98Hx9ga3vtnvVq9Ofv8KAwAACGt+X3FPS0tTSUmJHnzwQQ0YMEB79+7V7t27NWDAAD300EMqKSlRenp6MGsFAEShhDhDQ9N8r7oX0+cOAACiiN/BXZLsdrsmTZqkRYsW6ZNPPlFpaakWLVqkSZMmKSEhQV9++aXf55ozZ45yc3OVnZ2t7OxsjRw5Um+//bZ3/9KlS3X55ZerV69eSk5O1qpVq1qco6qqShMnTtQpp5yizMxMDRs2TAsWLDielwQACAP5zafLE9wBAEAUOa7gfiSVlZV68sknlZeXp3PPPdfvx2VmZmrGjBkqLi5WUVGR8vPzVVhYqPXr10uSGhoaNGTIED3wwAOtnuPmm2/WV199pXnz5umDDz7Q1VdfrUmTJun999//qS8LABBCWvS5Vzjkoc8dAABEiRNqEKyrq9PSpUu1YMECrV69Wm63W6eddpruuOMOv88xZswYn/G0adP0wgsvqLS0VAMGDNDVV18tSdqzZ0+r5/jkk0/08MMP6+yzz5Yk3XbbbXr22Wf/f3v3HR5Vlf4B/Hun1ySEEtIIJCQBklCkKUhRJK4FRZQVxUIsICKBtetPBbHuroVQLSigKIKgEIpldRHCikonARIChB5CS5le7++PSGSSTAiQZEq+n+fheZw7Z+6893oyM+8997wH27ZtQ//+/S/jyIiIyB91aylHiFxAhaMyWT9nc2N3qRNp4XIfR0ZERETU+OqduLtcLvz0009YunQpvvvuO1gsFgiCgEceeQQTJkxAXFzcZQfhcrmwYsUKmEwm9OnTp96vu/rqq7FixQrcfPPNCAsLw3fffYezZ89i0KBBlx0LERH5H5lEQP+2Snx31Fq1bf0JKxN3IiIiahYumrhv2bIFS5YswbfffouzZ8+ic+fOeOqpp9CrVy8MHz4cgwcP7j9GBgAAIABJREFUvuykfffu3UhPT4fVaoVWq8WiRYuQkpJS79fPnz8fDz/8MOLj4yGTyaBUKjFv3jx07dq1ztcVFhZeVrxNLVDiJGJfpabQWSbDd1BUPf5+fyluVJ68pH2wrzaMXtUe87w2PJ7ThsdzSoGCfbV5SkxMrPP5OhP3nj17oqioCDExMbj//vtx1113VSXWR44caZDgcnJyUF5ejuzsbIwfPx6rV69Gly5d6vX6119/HWfPnsXKlSsRHh6ONWvWYPz48VizZg3S0tLqfF9/V1hYGBBxErGvUlO5q5UD7xWdqnq8wyBD+4RYyCVCvV7Pvtp4eF4bFvtqw+M5pUDBvkre1Jm4Hzx4EHFxcXjppZdw8803Q6PRNOibKxQKxMfHAwB69OiBbdu2Yc6cOZg1a9ZFX1tUVISPPvoIOTk5VUl6WloaNm3ahI8++ggzZ85s0FiJiMi3OofJ0FolwWmrGwBgdIrYfsaOPm2UF3klERERUWCrs6r87Nmz0aFDB4wbNw5JSUl4+OGHsXbtWjgcjkYJxu12w26316ut2WwGAEilUo/tUqkUbre7wWMjIiLfEgShxrJw609wWTgiIiIKfnWOuN9777249957UVJSgqVLl2Lp0qUYPXo0QkJCcO2110IQBAhC/W5RrG7q1KlIT09HdHQ0jEYjli1bho0bN1atw15aWoqjR4+ivLwcQOUIe2hoKCIiIhAREYGkpCTEx8fjqaeewuuvv47w8HCsXr0a69atw5dffnlZMRERkX8bGKnE8iJL1eMNxTY8092HARERERE1gXqt4x4REYGJEyciJycHv/76KzIyMrBz506IoognnngC48ePR3Z2NkwmU73fuKSkBGPHjkXv3r1x++23Y9u2bVi2bBmGDh0KAFi7di0GDhyIYcOGAQAyMzMxcOBAfPrppwAAuVyOr7/+Gq1atcKoUaPQv39/fPXVV5g9ezZuuummSz0PREQUAAZFeY64/3HaDouT67kTERFRcBPKysou+xdPTk4OlixZguzsbBgMBqhUKhQXFzdkfM0WC1NQoGBfpaYkiiK6LivBUaOratvKG1tiUJTqoq9lX2046kmTPB5bsrJ8FElwYl9teDynFCjYV8mbeq/jXpsBAwZgwIABePfdd7F27dqq29yJiIgagyAIGBSpxKJCc9W29cW2eiXu1HCYqBMRETWtet0qfzFKpRJ33HEHFi9e3BC7IyIi8qp6gboNxSxQR0RERMGtQRJ3IiKiplI9cd92xoFyO1cTISIiouDFxJ2IiAJKW40UyaF/zfRyi8CvJznqTkRERMGLiTsREQWcgdWqy6/n7fJEREQUxJi4ExFRwOE8dyIiImpOrqiqPBERkS8MaKuEAOD8eqZ7Sp04bXGhtVrqy7CajdCwMI/H5WVlPoqEiIioJrtLxNKDZjhcQEYnra/DaRAccSciooATppSgW0u5x7YcjroTERE1awaHGzPzDOi+7CSe2FiGadvKYXIERwFbJu5ERBSQBkVynjsREREBpywuvLa1HKlLT+LlzRU4Ya5M1kttIj7bZ/ZxdA2DiTsREQWk6gXqOM+diIioeTlY4cQ/fi1F2tcn8e4uI8rtYo02H+41wi3W3B5oOMediIgC0tVtFJBLgPN3wBUZXDhidKKdjl9tREREwWzHGTum5xqRfdgCt5ecXC0VcH+SBhNSdJAIQtMG2Aj464aIiAKSVi5Br9YKbCqxV23bUGzDfYn8aiMiIgo2oijilxM2TM811jk9roVSwNjOOoztrEVLVfAUreWvGyIiCliDIpWeifsJG+5LDI7qsURERAQ43SKyD1mQlWfEzrMOr+1itFI8karD/YkaaOXBNyOciTsREQWsgZFKvL3DUPV4Q7ENoihCCIJb4oiIiJozi1PEl/tNmJlnxCGDy2u7Li1kmJSmx4gOasglwfv9z8SdiIgCVq/WCmhkAszOygluJy1u7Ct3IjlMfpFXEhERkT8qs7kxL9+ED/cYcdrqfSm3fhEKTE7TY2iMsllcsGfiTkREAUshFXBNhAI/H/9rrtuGYhsTdyIiogBz3OTCnN1GLCwwweisveKcAODmdipMTtOjdxtF0wboY0zciYgooA2KVHok7utP2PBoZ50PIyIiIqL6yi9zYEauEV8fNFetFFOdXALcnaBBZqoOSc304jwTdyIiCmgDIz3Xc9940gaXW4Q0iOe5ERERBbrfSiorxH9/1Oq1jV4uICNZi/EpOkRqgqdC/OVg4k5ERAEtLVyOMIWAMnvlbXVldhG55xzo3qp53UJHRETk79yiiB+OWpGVa8Rvp+xe27VRSzC+iw4ZyVqEKYOvQvzlYOJOREQBTSoRcG1bJVYf+euK/YZiGxN3IiIiP2F3iVh20IyZeUbsLXN6bRevlyIzTY9RCRqoZLxz7kJM3ImIKOANivJM3NcX25CZpvdhRMHN1a2br0MgIqIAYHS4sXCfGXPyjDhu9r6kW49WckxO0+PWdipOdfOCiTsREQW86vPcN5XYYXeJUEj55d8YjOvX+zoEIiLyY6ctLny414R5e41VU9lqc32UEpPS9BgYqWgWS7pdCSbuREQU8JJCZWirluCkpbIcrdkpYstpO/q1VV7klURERNRQDhmcmJVnxKJCE6xeBtglAnBHezUy03To1pLT2uqLiTsREQU8QRAwMFKJpQctVds2FNuYuBMRETWBnWftmJFrxLeHLHB7GWBXSYH7ErV4IlWH9nqmoZeKZ4yIiILCwCjPxH19sQ3P9/BhQEREREFMFEVsKLYjK9eA/56weW0XphDwSGcdxnXWorW6eS/pdiWYuBMRUVCoPs99y2k7TA43tHIuI0NERNRQXG4Rqw5bkZVnwPYzDq/tYrRSPJ6iwwNJGuj4XXzFmLgTEVFQaKeToYNeiiJD5aQ6hxv47ZQdQ6JVPo6MiIgo8FmdIhbvN2NmngEHDd4rxHcOkyEzTY+74tWQs0J8g2HiTkREQWNgpBJFBnPV4w0nbEzcG4Fu0CCPx6wyT0QUvMpsbnxaYMIHe4w49WcR2NpcE6HApDQd0mNUkLBCfINj4k5EREFjUKQSC/f9lbivL/Y+544un3TnTl+HQEREjeyEyYW5e4xYUGCCweF9SbebYlWYnKZD3wgWhG1MTNyJiChoDKg2z33nWQfKbG6EKTm3joiIqD72lTkwI8+IJQfMcHgZYJdLgJHxGmSm6dApTN60ATZTTNyJiChotFZL0aWFDHtKnQAAEUDOSRuGxal9GxgREZGf23zKjum5Bqw9YoW38XWdTMCDyVo8nqJDtJYV4psSE3ciIgoqAyOVVYk7ULmeOxN3IiKimkRRxH+O2TA914BfS+xe27VSSfBYFx0e6aTlXWw+wsSdiIiCyqBIJT7YY6p6vKGOtWWJiIiaI4dbxDdFFmTlGjwudlfXXi/FxFQd7u2ohVrGgnO+xMSdiIiCSr+2SkgEwP3nfX4F5U6cNHtftoaIiKi5MDnc+GyfGbN3G3HM5P27sVtLOSan6XBbnBpSLunmF5i4ExFRUAlVSHBVKzm2nHZUbdtQbEMPH8ZERETkS2etLny414SP9xpRavNeIX5wlBKT03QYFKmEwCXd/AoTdyIiCjoDI5U1E/cIHwZERETkA4cNTszabcSifWZYXLUn7BIBuD1OjUlpOnRvpWjiCKm+mLgTEVHQGRSpxHu7jFWP1xfbkNnGhwERERE1odxzDszINeCbIgu85OtQSoHRHbV4IlWH+BCmhf6O/4eIiCjo9GmjhFIK2P6cvnfU6MJxm4Ak34ZFRETUaERRxMaTdmTlGvDTce+FWUMVAh7ppMW4Ljq0UXNJt0DBxJ2IiIKOWiagT2sFck7+tbTN5jIJrvNhTERERI3B5Rax5ogVWbkGbD3j8NouSiPB+BQdxiRroZdzSbdAw8SdiIiC0sBIpUfivqWMowpERBQ8bC4RSw6YMSPXiP0V3pd0SwqVITNNh7/Ha6CQsuBcoGLiTkREQWlQlBJvbDdUPd5SLoUoiqySS0REAa3c7sb8fBPm7jGixOL22q5vGwUmpenwt1gVJPzuC3hM3ImIKCj1aKWATibA6KysynPOIWBvmRNdWsh9HBkREdGlO2l2Ye5uI+YXmFDh8L6k242xKkxO0+GaCGUTRkeNjYk7EREFJblEQP+2Cvxw7K8CPVM2l+PZ7iHo1VrOkfcrUF5W5usQiIiajf3lDszIM+Kr/WbYvQywywTgrng1MtP0vEAdpJi4ExFR0BoQqfRI3P9z3Ib/HD+N1HA5MpI1GBmvQYiCBXqIiMj/bD1tx/RcA1YftsLb+LpWJuCBJA0eT9EhVsfULpjx/y4REQWtW9qpMWVLRY01bPPOOfDUpnK8srkCI+PVyOikRbeWCt8ESURE9CdRBH46ZsX0XAM2XlBgtbqWSgnGddHi0c46tFDyAnRzwMSdiIiCVocQGeYNaoFXtlTgqNFV43mTU8SCfWYs2GfGVa3kyEjWYkQHNbRcJoeIiJqQ0y3i2yIL/rVDhULTWa/t2umkmJiqw+hEDTQyflc1Jz77v/3xxx+jX79+iI2NRWxsLIYOHYoffvih6vns7GyMGDECCQkJCAsLQ05OTq372bp1K4YPH47o6GjExMQgPT0dZ8967+xERNS83NFBgx13RmB6F+uflXVrb7ftjAMT/1eGzktP4tnfyrC31PtauERERA3B7HTjoz1GXLW8BI9uKEWhqfb0LDVcjnmDWmDbnRF4tLOOSXsz5LMR96ioKLz66qtISEiA2+3G4sWLMXr0aPzyyy9ITU2F2WxGnz598Pe//x2PPfZYrfvYsmULRowYgczMTLz55ptQKBTYs2cPZDLeSEBERH+RSgT0D3djTN+WOGZ04rNCMz4rMOFkLcvoVNhFfLTXhI/2mnBNhAIZyVrcFqeGSsZidkRE1DDOWV34ON+Ej/aYcNbmfUm3AW0VmNxVj+ujlCyq2swJZWVl3tcSaGLt27fHlClTkJGRUbXt7NmzSEhIwKpVqzBgwACP9unp6RgwYABefvnlpg610RUWFiIxMdHXYRBdFPsqBYrqfdXhFvH9USvm55vw3xO2Ol4JhCslGJ2owZgkLRJCeXFYPWmSx2NLVpaPIglO/FxteDyn5C+OGJ2YnWfE54VmmJ21p2ECgNvaqzApVY+rWrP+ClXyi18fLpcLK1asgMlkQp8+fer1mtOnT+OPP/7AXXfdhb/97W84cOAAOnbsiOeffx6DBg1q5IiJiCjQySUChsWpMSxOjaIKJxbuM2FRoRlnrDVHPs7Z3JiZZ8TMPCMGRSrxUCctbm6ngtzbffdBTrFwocdjJu5ERHXbfc6BrDwDlh+01CiYep5CAtzSxoGX+sXwIjHV4NMR9927dyM9PR1WqxVarRYff/wxbrzxRo823kbcN2/ejKFDh6JFixaYNm0aunbtipUrVyIrKwu//PIL0tLSvL5vYWFhox0TEREFLrsb+OWsFN+clGFrubTOti3lIm5v68TwCCciVX5z81qT6NW7t8fjLZs3+ygSIiL/JYrA9goJPjsmx/9KvX+naKUi7op0YlSUA604wN5sXeyuIJ9eyklMTEROTg7Ky8uRnZ2N8ePHY/Xq1ejSpctFX+t2V46IZGRk4P777wcAdOvWDRs3bsT8+fPx3nvv1fm+/o63dFGgYF+lQFHfvpoCYAKAgjIHFhSY8OV+M8rtNRPzsw4Bnx6VY/5ROYbGKJGRrEV6jArSZjgKz8+AhsXP1YbHc0pNyS2KWHvEiqxcAzaf9l7otK1agsdTdBiTrEWIorLYHPsqeePTxF2hUCA+Ph4A0KNHD2zbtg1z5szBrFmzLvraiIgIAEBycrLH9qSkJBw7dqzhgyUiomYlOUyOt/qG4ZWeofi2yIz5BaZaf4CJAH48ZsOPx2yI0UrxQJIG9ydpEampe8SeiIiCi80lYukBM2bmGbGv3Om1XWKoDBNTdbg7QQOltPld7KXL41eTJ9xuN+x2e73axsXFITIyssZt7wcOHKjXiD0REVF9qGUC7k3U4t5ELXLPVY7CL9lvhrGWokLHTC68ud2Af+4w4KZYFR7qpMXgKCUkrARMRBS0KuxuLCwwYc4eI4rN3ivE92otx6Q0PW5pp+L3Al0ynyXuU6dORXp6OqKjo2E0GrFs2TJs3LgRS5cuBQCUlpbi6NGjKC8vBwAUFRUhNDQUERERiIiIgCAImDhxIt5++22kpqaia9eu+Pbbb7F582b861//8tVhERFREEsLl+Pda8IwtVcIlh+04NN8E3adqzkK7xKB1UesWH3EivZ6KcYkaTE6UYPWao7CExEFi1MWFz7YY8S8fBMqaplSdd7QaCUmddWjf4SCS7rRZfNZ4l5SUoKxY8fi1KlTCAkJQUpKCpYtW4YhQ4YAANauXYsJEyZUtc/MzAQAPPfcc3jhhRcAAI8//jgcDgdeeuklnDt3Dp06dcKyZcvqLExHRER0pfRyCcYka/FgkgbbzzjwaYEJyw9aYKmlVPAhgwtTt1bgje0VuC1OjYxOWv54IyIKYAcrnJiZZ8CX+82wuWpvIxWAOzuokZmmR2q4vGkDpKDkV+u4019YmIICBfsqBYrG7qtlNjeWHDBjQYEJe8u8z20EgKRQGTKStbinowZhSkmjxdRYQsPCPB6Xl5X5KJLgxM/VhsdzSg1h+xk7pucakH3ICm8JlEYm4P5EDSak6tBOd+ljpOyr5I1fzXEnIiIKVGFKCcZ10WFsZy1+O2XH/HwTVhyywF7LdMd95U688Ec5Xt1ajjs6aPBQsha9Wss5Ck9E5GdEUcS6EzZMzzViQ7HNa7twpQRjO2vxaGctWqo4LYoaHhN3IiKiBiQIAq6JUOKaCCXe6uvCl4WVFekPGmreT2l1AYv3m7F4vxmp4XI8lKzFyAQ19PLAG4UnIgomTreIlYcsyMo11lrL5LxYnRRPpOhwX6IGWn52UyNi4k5ERNRIWqqkmJimx4RUHXKKbfi0wIQ1h62opSA98s458OSmMry8uRwj4yvnwndrqWj6oImImjGLU8QXhSbM2m3EoVouuJ7XpYUMk9P0uKODGnIJ75aixsfEnYiIqJFJBAGDolQYFKVCidmFRYVmLNhnwlFjzR+FJqeIBfvMWLDPjJ6t5BiTrMWd8WpoZBzJISJqLKU2N+btNeLDvSacsXpf0q1/WwUmp+lxQ7SS05uoSTFxJyIiakIRGime6qbH5DQdfj5eOQr/4zEr3LWMwm8948DWM2X4v83lGJWgQUayFp1bsDoxEVFDOWZ0Ys4eIxYWmGGq7XYoAAKAW9qpMLmrHr1a804o8g0m7kRERD4glQhIj1UhPVaFY0YnPis047MCE05aao70VNhFfLTXhI/2mnBNhAIZyVrcFqeGSsbRHiKiy5Ff5kBWrhFfHzDXOn0JABQS4O4EDTLTdEgM5UVT8i0m7kRERD4Wo5PhxR4heKabHt8ftWJ+vgn/PVF79eJNJXZsKrHjeWU5RidqMCZJi4TQpv06N/zyS5O+HxFRQ9lUYkNWrhHfH7V6baOXC3goWYvHUnSI1LBCPPkHJu5ERER+Qi4RMCxOjWFxahRVOLFwnwmLCs21zrc8Z3NjZp4RM/OMGBSpxEOdtLi5napJiiS5u3dv9PcgImooblHE90etyMo14vdTdq/tItQSjO+iQ0YnLUIVrCtC/oWJOxERkR/qECLD1F6heKFHCFYftmB+gQkbT9b+g3N9sQ3ri22IUEtwf6IWDyRr0E7Hr3giat7sLhFfHzRjZp4R+WVOr+0SQqTITNXj7gQNpyCR3+K3OhERkR9TSgXcGa/BnfEaFJQ5sKDAhC/3m1Furzkps8Tixju7DHh3lwHpMUqMSdYiPUYFKZcqIqJmxOBwY2GBCXN3m3Dc7H1Jt6tayTEpTY9b2/FzkvwfE3ciIqIAkRwmx1t9w/BKz1B8W2TG/AITNp921GgnAvjhmA0/HLMhRivFA0ka3J+k5VxNIgpqpy0ufLjHhI/zjbVe3DxvSLQSk9L0GNBWwSXdKGAwcSciIgowapmAexO1uDdRi9xzlaPwS/abYaylNPIxkwtvbjfgnzsMuClWhYc6aTE4SgkJf6wSUZA4ZHBiZp4RXxSaYPUywC4RgBEd1MhM1aFrSy7pRoGHiTsREVEASwuX491rwjC1VwiWH7Tg03wTdp2rOQrvEoHVR6xYfcSK9nopMpK1GJ2oQSvVpY/Cyxcs8HjsGDPm8oInIroCO8/akZVrxIpDFri9DLCrpQLuS9RgQqoO7fVMfShwsfcSEREFAb1cgjHJWjyYpMH2Mw58WmDC8oMWWFw1f80eMrgwZUsFXt9Wgdvi1MjopEX/iPrfMqqZPNnjcTkTdyJqIqIoYkOxDdNzjVjnZdlMAAhTCHi0sw7jumgv6wIlkb9h4k5ERBREBEHAVa0VuKq1Aq/3DsWSA2YsKDBhby0VlR1uYHmRBcuLLEgKlSEjWYt7OmoQpuQySETkX1xuEdmHLcjKNWLH2Zp3FZ0Xo5ViQooO9ydpoJPzs4yCBxN3IiKiIBWmlGBcFx3Gdtbit1N2zM83YcUhC+w1l4XHvnInXvijHK9uLccdHTR4KFmLXq3lLNxERD5ldYr4cr8ZM/MMKDJ4rxDfJUyGzDQ97oxXQ84K8RSEmLgTEREFOUEQcE2EEtdEKPFWXxe+LKysSH+wlh/BVheweL8Zi/ebkRoux0PJWoxMUEPPkSsiakJlNjc+yTfhgz1GnLbWcrXxT9dEKDA5TY/0GCUvNFJQY+JORETUjLRUSTExTY8JqTrkFNvwaYEJaw5bUUtBeuSdc+DJTWV4eXM5RsZXzoXvxmrMRNSITphcmLPbiAUFplpXyjjv5nYqTE7ToU8bZRNGR+Q7TNyJiIiaIYkgYFCUCoOiVCgxu7Co0IwF+0w4aqw5Cm9yiliwz4wF+8zo2UqOLT6Il4iCW0GZAzPyjFh6wAyHlwF2uQT4e4IGmak6JIfJmzZAIh9j4k5ERNTMRWikeKqbHpPTdPj5eOUo/I/HrLUur7T1TM2iUG9vr4BKKkApFaCSClBIUe2xAJUUUF6wreo5SWVbKeekEjVLf5yqrBC/9ojVaxudTMCYZC3Gp+gQrWWFeGqemLgTERERAEAqEZAeq0J6rArHjE58VmjGZwUmnLR4n18KAG/vMFzxe8sE1JrkX5joKyWV21UyAQrJ+e0Xvq72iwdKyfnttV08QNVrZbx4QNQkRFHEj8dsmJ5rwKYSu9d2rVUSPNZFh4c7abnaBTV7TNyJiIiohhidDC/2CMEz3fT4/qgV8/NN+G8dayZfKaeIyvmsdcxpbWxS4XxiX1vSX/edBNUvHlRdZPC4AOGl7QXbZbx2QEHM4Rax/KAFM3IN2FPLEpXnddBLMTFVj3s6aqDmHwURACbuREREVAe5RMCwODWGxalRVOHEwn0mX4fUaFwiYHaKMDsBwDcXEJRSoGeIEq+H2XFVaxYCpOBgdLjx2T4z5uw24pjJ+5Ju3VvKMTlNj2FxKk6fIaqGiTsRERHVS4cQGab2Cq2x/ZluethcIqwuEbaqf4DVJcLu/mu71QXYXRc+FmH/s53vxtn9i80F/FoqxfWrT2N4ezVevioECaH8uUaB6YzVhQ/3mDAv34hSm/e/8uuilJicpsPASC7pRuQNvwmIiIjoivzfVSFX9HpRFOFwAzb3nwm9szLxr3pc7WKA7YJ/VtcFbZ3iBRcLcMHFAe8XDyrfo3K/tRXj86UVhyxYfdiCB5O1eLabHhEaFuWiwHDI4MTsPCMWFZphcdX+hyURgOHt1chM1aF7K95dQnQxTNyJiIjIpwShcv64QipA76MVnkRRhFPEBRcEat4dYLvgYsBfSX/ddxJ4vchQ7YLE+cfVcxynCHySb8Li/WZMSNFhYqoOIQoW6SL/lHvOgaxcA74tstToy+eppMDoRC2eSNGhQwhTEaL64l8LERERNXuCIEAuVM7p1/lweehfTljx/MbTyDd5Judmp4h/7zRgfoEJz3TTIyNZC4WUtxST74miiJyTdmTlGvDzce8FLEMVAh7tpMO4Llq0VvPuEaJLxcSdiIiILol5+nRfhxC0BkepsLC7Fbtl0Zi2rQKHDJ6FvM5Y3Xju93LM2W3Eyz1DMKKDGhLOCSYfcLlFrD5iRVauAdvOOLy2i9JI8HiKDg8ma6GX824RosvFxJ2IiIguiWPMGF+HENQkAjAiXoNb49RYUGDCv3YacMbq9mhz2OjCI+tLMSPXiFd7heC6aJWPoqXmxuoUseSAGTPyDDhQ4b1CfHKoDJlpOoyM1/DuEKIGwMSdiIiIyA8ppALGdtHhnkQNZuUZMSvPCFO1de53nXPgjh/PYnCUElN7hrDIFzWacrsb8/NNmLvHiBKL22u7vm0UmJSmw99iVbwbhKgBMXEnIiIi8mN6uQQv9AjBw520+PeOynnu1fJ3/HLChsEnTuPODmq8dFUIi35Rgyk2uzB3txHzC0wwOLwvvfC3WBUmp+lwdYSyCaMjaj74qU5EREQUANqopfj3NWEYn6LD69sq8E2RpUab5UUWrDxkQUanyiXkWASMLldhuQMzco1YcsAMu5cBdpkAjEzQIDNVh84tfFjVkagZYOJOREREFEDiQ2T4dHA4JqbaMWVLBTYUe1bydorAx3tNWFxoxsQ0HSak6KBjUTCqpy2n7Zi+y4A1R6zwNr6ulQl4MFmDx7voEKNjOkHUFPiXRkRERJdEsmOHx2N39+4+iqR569FKgZU3tsS6EzZM2VKB3HOelb2NThFvbTdg3l4Tnuuux4PJWsglnHNMNYmiiJ+O2zA914D/nbR7bddKJcG4zlo80lmHFkpeDCJqSkzciYiI6JLoBw/2eFxeVuabQAiCIOD6aBUGRymx7KAFr2+rwBGjZ6Xv01Y3nv7tryXkhrdXQ2DRMALgdIv4psiCrFwDdpc6vbaL00kxMVWH0YkqwsuqAAAaFUlEQVRaqGXsO0S+wMSdiIiIKMBJBAF/T9Dg9vZqfJpvwr93GnDO5jkx+aDBhYxfSjGjlRFTe4ZiUBSLiDVXJocbiwrNmLXbiKNG70u6pYXLMTlNh9vbqyHj3RpEPsXEnYiIiChIKKUCxqfocG+iBjPzjJiz2whztRL02884cPsPZzAkWokpPUPQtSWXkGsuzlld+GivCR/tNdW4sHOhgZFKTE7T4booJe/OIPITTNyJiIiIgkyoQoKXrgrBI520+NcOAxbuM8FVrdLYz8dt+Pn4afw9Xo3/uyoEcXr+LAxWR4xOzM4z4vNCc40LOecJAG5vr8akNB16tOLFHCJ/w09oIiIioiDVViPFe/3CMD5Fi9e3VWDlIWuNNksPWrDikAUPd9Li6W56tFRxCblgkXfOgRm5BiwvstS4cHOeUgrc21GDial6xIcwNSDyV/zrJCIiIgpyiaFyLLyuJbactmPKlvIalcPtbmDuHhMWFZoxKU2P8V200HIJuYAkiiL+V2JH1i4D/nPc5rVdiELAI520GNdZhwgNL9YQ+Tsm7kRERETNRK/WCqz+Wyv855gNU7eWY0+1SuIGh4jXt1Xg471GPN89BPclabiEXIBwiyLWHLEiK9eALacdXttFaiR4vIsODyZrEaLgxRmiQMHEnYiIiKgZEQQB6bEqDIlWYulBC97YVoFjJs/K4iUWN/6xqQyz/1xC7rY4FYuU+SmbS8SSA2bMzDOisNz7km6JoTJkpurw9wQNlFL+vyQKNEzciYiIiJohqUTAPR01uKO9GvPyjXh3lwGlNs+J0PsrnHhw3Tn0ai3H1F6huLYtl5DzFxV2NxYUmDB3jxHFZu8V4nu3lmNSmh43t1NBwosvRAGLiTsRERFRM6aSCXgiVY/7ErWYkWfA3N0mWKpVMtty2oFbvzuDG2OUeKVnKFLC5T6KlkrMLnywx4hPCkyosHupOAcgPUaJSWl69ItQ8G4JoiDAxJ2IiIiIEKaU4JWeoXikkw5v76jAokIz3NXywh+O2fDjsVMY1VGDF3voEavjT8mmcqDciZl5Biw+YIbNVXsbqQDcGa/GpFQ9L64QBRl+2hIRERFRlSitFDP6t8CEFB2mba3AmiOeS8iJABbvN+ObIjMe7aTDk111COcSco1m22k7svIMyD5khbfxdY1MwANJGjyeokM7XkwhCko+KyX58ccfo1+/foiNjUVsbCyGDh2KH374oer57OxsjBgxAgkJCQgLC0NOTo7XfYmiiDvvvBNhYWFYuXJlU4RPREREFNSSw+T4YkhL/HBzK1wToajxvM0FzNptRPflJXh/lwFmp/d51nRpRFHEz8etGPbdaVy/+jRWeknaw5USvNBDj7yREXi7bxiTdqIg5rPEPSoqCq+++irWr1+PdevWYeDAgRg9ejTy8vIAAGazGX369MEbb7xx0X3NmjULUimv9BIRERE1tL4RSqy9qRUWDwlHp7CaiWGFXcSrWyvQc3kJPttngrP6/fVUb063iGUHzRiYfRp3/ngWOSfttbZrp5PiX31Dkff3CDzXPYR3PBA1Az67LHfLLbd4PH755ZfxySefYPPmzUhNTcWoUaMAAGfPnq1zP9u3b8cHH3yAX375BYmJiY0WLxEREVWyP/igr0OgJiYIAm5qp0Z6jAqLD5jx1jYDjps9J1oXm93I/F8ZZucZ8UrPENzcjkvI1ZfZ6cYXhWbMyjPisNHLBHYAKS1kmJymxx0d1JBJeG6JmhO/uJ/G5XJhxYoVMJlM6NOnT71fZzAY8PDDD+P9999H69atGzFCIiIiOs+SleXrEMhHpBIB9yVqcWcHDT7eW7mEXHm1yuYF5U6M/u859G2jwNReIbgmgkvIeVNqc+PjvUZ8uMeEszbvUw2ubavA5DQ9hkQreTGEqJnyaeK+e/dupKenw2q1QqvVYtGiRUhJSan365988kkMGTIE6enpl/S+hYWFlxqqTwRKnETsqxQo2FcpUARCX71JBfS/Clh4VI6vTshgFz0Tyt9P2XHT2jMYGO7EhPYOxGt8ewu9P53TkzYBXx6XYcVJGSzu2hNxASIGt3ThwRgnUvRmwFKG/fubOFDyCX/qq9R0Lnb3uE8T98TEROTk5KC8vBzZ2dkYP348Vq9ejS5dulz0tV999RXy8vKwbt26y3pff1dYWBgQcRKxr1KgYF+lQBFofbVnZ+BZoxNv7TBg8f6aS8htOCfDxlIZ7u2owQs9QhCtbfr52P5yTveWOpCVa8CygxY4vVzHUEiAUR01mJiqQ2Iol3Rrbvylr5L/8WnirlAoEB8fDwDo0aMHtm3bhjlz5mDWrFkXfe369euRn5+P6Ohoj+0ZGRno06cPvv/++0aJmYiIiIg8xehkmH3tX0vIfX/Ucwk5twgsKjRj2UEzxnXW4R9d9QhT+qxGcpPbVGLD9Fwjfqh2Xi4UIheQkazF+BQd2mpYbI6IPPnFHPfz3G437Pbaq2dW9/LLL2PixIke2/r164fXXnutRuE7IiIiImp8XVrI8dUNLfHrSRumbqnAH6c9f9dZXUBWnhEL9pnwVFc9xnbWQSULzjnbblHEd0esmJFnxO+nvP++jVBL8HiKDmOStQhVNJ+LGUR0aXyWuE+dOhXp6emIjo6G0WjEsmXLsHHjRixduhQAUFpaiqNHj6K8vBwAUFRUhNDQUERERCAiIgJRUVGIioqqsd+YmBi0b9++KQ+FiIiIiC7Qr60SP9zSCmuOWDFtawX2lTs9ni+3i3hlSwU+2mvCCz30GJWggTRIqqTbXSKWHjRjZq4RBdWO+0IdQ2TITNPh7gQNlNLgOHYiajw+S9xLSkowduxYnDp1CiEhIUhJScGyZcswZMgQAMDatWsxYcKEqvaZmZkAgOeeew4vvPCCT2ImIiIiIDQszONxeVmZjyIhfyYIAm6NU+NvsSp8ud+Mt7ZXoNjsWTn9mMmFCRvLMCvPiCm9QnBjTOAuIWdwuLGgwIS5u404YfZeIb5nKzkmpelxSztV0FysIKLG57PEfe7cuXU+P3r0aIwePfqS9lnGHw5EREREfkUmEfBAkhZ3xavxwR4Tpu8yoMLhWZltb5kTo346h2siFHi1Vwj6tAmcJeROWVz4cI8R8/JNNZbGu9AN0UpMStPj2raKgL04QUS+41dz3ImIiIgoOGlkEjzZVY8xSRq8u8uIj/caYa82ML2pxI70NWdwazsVXukZgqQw/62qXlThxMw8I77Yb4LNVXsbqQCM6KBGZpoeaeH+eyxE5P+YuBMRERFRkwlXSfFGn1CM66LFm9sqsOSABdXHqVcfseK7o1bcl6jB8z1CEOlHVdZ3nLEjK9eIlYctNZa+O08tFXBfkgZPpOgQp+fPbSK6cvwkISIiIqIm104nwwcDw/FEqgPTtpbjx2M2j+ddIrBwnxlLD1gwPkWLzFTfLSEniiLWF1cu6fbLCZvXdi2UAh7trMPYzlq0UvnPxQYiCnxM3ImIiIjIZ1LD5Vg6tBVyim2YuqUcW884PJ63uES8t8uI+QWVS8g92lnXZFXYXW4R2YctmJ5rxM6zDq/tYrRSTEjR4YEkDbRyLulGRA2PiTsRERER+dyASCV+urU1sg9bMW1rOQ5UeE4cL7WJeGlzBT7ca8L/9QjByHh1o1VltzhFfLnfhJl5RhwyeJnADqBLmAyTuuoxooMaclaIJ6JGxMSdiIiIiPyCIAi4vb0aN7dT4fN9Zry9owKnLJ4V7I4aXXgspxQz8wyY2isUN0QrG6xKe5nNjXn5Jny4x4jTVu9LuvWLUGBymh5DYxruvYmI6sLEnYiIiIj8ilwi4KFOWtydoMac3UbMyDPCUG0Jud2lToz8z1lc21aBV3uFomdrxWW/33GTC3N2G7GwwASj0/uSbre0U2Fymh6921z+exERXQ4m7kRERETkl7RyCZ7pHoKMTlq8s9OAT/JNcFQbCN940o4hq0/j9vYqvHJVKBJC6//ztqDMgaxcI74+aK6x3/PkEuDuBA0yU3V+vTwdEQU3Ju5ERERE5NdaqaR4u28YHuuiw5vbKrD0oKVGm5WHrFh92IoxyVo8202PiDqWkPu9pLJC/HdHrV7b6OUCxiRrMb6LDlFaVognIt9i4k5EREREAaG9XoaPBoVjQqod07ZW4OfjNZeQ+yTfhMX7zZiQosPEVB1CFJVV3t2iiB+PWZGVa8SmErvX92ijluCxLjo8lKz12fJzRETVMXEnIiIiooDSraUCy9NbYf0JK6ZsqcCOaku1mZ0i/r3TgE/zTXimux7Wc1IsyTuFvWVOr/uM10sxMVWPezpqoJKx4BwR+Rcm7kREREQUkAZFqfDfYUqsKLLgtW0VKKq2dNtZmxvP/14OQAmg9qS9e0s5JqfpMSxO1WjLyxERXSkm7kRERHRJXN26+ToEoioSQcCIeA1ujVNj4T4T/rXDUOdSbuddH6XEpDQ9BkYquKQbEfk9Ju5ERER0SYzr1/s6BKIaFFIBj3bWYVRHDWbnGTEzzwhTtaXdJAJwR3s1MtN06NaSS7oRUeBg4k5EREREQUMvl+D5HiF4qJMW/95pwKJ9ZkB0Y3SSDk+k6tBez5+/RBR4+MlFREREREGnjVqKf18dhtd7h+Lggf3onBTj65CIiC4b17ggIiIioqCllApgkXgiCnRM3ImIiIiIiIj8GBN3IiIiIiIiIj/GOe5ERER0SXSDBnk8ZpV5IiKixsXEnYiIiC6JdOdOX4dARETUrPBWeSIiIiIiIiI/xsSdiIiIiIiIyI8xcSciIiIiIiLyY0zciYiIiIiIiPwYE3ciIiIiIiIiP8bEnYiIiIiIiMiPMXEnIiIiIiIi8mNM3ImIiIiIiIj8GBN3IiIiIiIiIj/GxJ2IiIiIiIjIjzFxJyIiIiIiIvJjTNyJiIiIiIiI/JhQVlYm+joIIiIiIiIiIqodR9yJiIiIiIiI/BgTdyIiIiIiIiI/xsSdiIiIiIiIyI8xcSciIiIiIiLyY0zciYiIiIiIiPxYs07c33vvPVx33XWIjY1FQkIC7r77buzZs8ejjSiKeOutt9CpUye0bdsWt9xyC/bu3evR5p133sGNN96IqKgohIWF1fpe69evR3p6OmJiYpCcnIwpU6bA6XTWGd/JkyfxyCOPoHfv3ggPD8f48eNrbbdy5Ur07dsXbdq0Qd++fbFq1ao691taWopnnnkGvXv3Rtu2bZGSkoInn3wS586d82iXlpaGsLAwj39Tp06tc9/UONhXvffVnJycGv30/L8VK1bUuX9qWOyndX+m7tixA8OHD0e7du3QoUMHTJo0CUajsc59U+Norn0VADIzM9G9e3e0bdsWCQkJuOeee1BQUHDJx1WbYDive/fuxQMPPIBu3bohLCwMb731Vr2OvaGOi5oG+6r343K73Rg1ahRSU1MRERGB5ORkjB07FidOnKjX/qnxNOvEfePGjXj44Yfxww8/IDs7GzKZDMOHD0dpaWlVm6ysLMyePRv//Oc/8d///hetW7fGHXfcAYPBUNXGZrPh1ltv9frFmpeXh5EjR+K6667Dhg0b8Mknn+C77767aBJss9kQHh6OyZMno1evXrW2+eOPP/DQQw9h5MiRyMnJwciRIzFmzBhs2bLF636Li4tRXFyMV199Fb/++is+/PBD/Prrr3j44YdrtH322WdRUFBQ9e/pp5+uM2ZqHOyr3vtq3759PfpoQUEBnnzySeh0Otxwww11xk0Ni/3Uez8tLi7G8OHD0b59e/z8889Yvnw58vPz8fjjj9cZMzWO5tpXAaBHjx6YM2cOfv/9dyxfvhyiKGL48OFwOBz1Pi5vguG8WiwWtGvXDi+99BLi4uLqfewNcVzUdNhX6z6ugQMHYv78+di8eTM+++wzHDp0CPfdd1+934MaB9dxv4DRaES7du3wxRdf4KabboIoiujUqRMeffTRqoTVYrEgMTERr732GjIyMjxev3LlSjz44IMoKyvz2D5t2jT85z//QU5OTtW27777DhkZGSgsLIRer79obHfffTfCw8Mxd+5cj+0ZGRkoLS31GFm8/fbb0apVK3zyySf1PvYff/wRd999Nw4fPoyQkBAAlSPuY8eOxcSJE+u9H2oa7KuefbW6Xr16oX///sjKyqr3fqnhsZ/+1U8XLFiAadOmobCwEFKpFACwe/du9O/fH9u2bUN8fHy9900Nrzn31by8PFx77bXYvHkzEhMT63Vc9RWI5/VC11xzDW677Ta88MILde6roY6LfId9tfbjOm/t2rW49957cfLkSahUqovGTI2jWY+4V2c0GuF2u6tudTl8+DBKSkpw/fXXV7VRq9Xo168ffv/993rv12az1ejkarUaVqsVO3bsuKKYN2/e7BEfAAwZMuSS4gMAg8EApVIJjUbjsX3mzJno0KEDrr32Wrzzzjuw2+1XFC81DPbVmn31vJycHOzfvx9jxoy53FCpgbCf/tVPbTYb5HJ5VdJ+PmYA2LRp0xXFTFeuufZVk8mEL774AjExMWjXrt0VxVObQDyvl6Ohjot8h33V+3GVlpbi66+/Rq9evZi0+xgT9ws8//zzSEtLQ58+fQAAJSUlAIDWrVt7tGvdujVOnTpV7/0OGTIEW7ZswVdffQWn04kTJ07gn//8p8d7XK6SkpIrjq+srAxvvPEGHnjgAchksqrt48aNw7x587Bq1SqMHTsWc+bMwVNPPXVF8VLDYF/17KsXWrhwIVJTU9GjR48ripeuHPvpX/104MCBOHv2LN5//33Y7XaUlZVV3Sp5pTHTlWtufXXevHmIjo5GdHQ0fvrpJ2RnZ0OpVF5RPLUJxPN6ORrquMh32FdrHteUKVMQFRWFDh064NixY1iyZEmTxUm1Y+L+pxdffBG//fYbPv/8c48REQAQBMHjsSiKNbbV5frrr8drr72GZ599FhEREejVqxfS09MBoOq9zn+BRkdH4x//+MclxV5XfO+++67Hvo8ePerR1mQy4Z577kFkZCSmTZvm8dwTTzyBgQMHIjU1FQ888ADeffddfP755zUKLlHTYl+t2VfPO3fuHFatWsXRdj/AfurZTzt37oy5c+di7ty5iIyMRFJSEuLi4tCmTZsa54eaVnPsqyNHjsSGDRuwZs0aJCQk4MEHH4TZbL6k976YQD6vdVm6dKnHvn/99deq5670uMg32FdrP67MzExs2LAB3377LaRSKcaOHQtR5AxrX6p9yKqZeeGFF/DNN99g1apVaN++fdX2iIgIAMCpU6cQExNTtf3MmTM1rlRdzBNPPIEJEybg5MmTCAsLw5EjR/Dqq69WFZO4cO5Lfea7XBhj9StkF8b30EMP4Y477qh6LjIysuq/jUYjRo4cCQBYsmTJRW9/6dmzJwDg4MGDCA8Pr3eM1HDYV+vuq4sXL4ZEIqlqS77Bflp7Px05ciRGjhyJU6dOQaPRQBAEzJ49+5KKClHDaq59NTQ0FKGhoUhISEDv3r3Rvn17ZGdnY9SoUZd0bN4E8nm9mJtuusmjWFhkZGTVKGZDHBc1LfbVSrUdV8uWLdGyZUt07NgRSUlJSElJwaZNm9CvX78Gi5EuTbMfcX/uueewbNkyZGdnIykpyeO5uLg4REREYN26dVXbrFYrNm3ahL59+17yewmCgMjISKjVaixbtgwxMTHo1q0bACA+Pr7q36V8IPTu3dsjPgBYt25dVXwtWrTw2Pf52zYNBgPuuusuuN1uLF26FDqd7qLvlZubC+CvDzNqWuyrF++rn3/+OYYPH47Q0NBLPWRqIOynF++nbdq0gU6nwzfffAOVSoXBgwdf4pFTQ2iufbU6URQhimKD1bAJ9PN6MXq93mPfarW6wY+Lmgb7av2Py+12AwBrXflYsx5xf/rpp7FkyRIsWrQIYWFhVVehtFotdDodBEHA+PHj8e677yIxMREdO3bEO++8A61Wi7vuuqtqP0ePHkVpaSmOHDkCANi1axeAyj/E8z/eZsyYgSFDhkAikWDVqlWYPn065s+ff9FbJM/vq6KiAoIgYNeuXVAoFOjUqRMA4LHHHsPNN9+M9957D7feeitWr16NnJwcfP/99173aTAYMGLECBgMBnzxxRcwm81Vt8i1aNECCoUCf/zxBzZv3owBAwYgJCQE27dvx4svvoibbroJsbGxl3O66Qqwr3rvq+dt2rQJ+fn5mD59+iWdW2o47Kd199OPPvoIffr0gU6nw7p16/DKK69gypQpXM/ZB5prXz148CCys7MxePBgtGzZEidOnMD7778PhUKBG2+88ZKOK1jPq91uR35+PoDKhObUqVPYtWsXdDqd19UfGvK4qGmwr3o/rj/++AM7d+7E1VdfjdDQUBQVFeHNN99Eu3btcPXVV1/W+aaG0ayXg/P2Y+m5556rWk5BFEW8/fbbWLBgAcrKytCzZ0+888476NKlS1X78ePHY/HixTX2s2rVKgwYMAAAMGzYMOzcuRN2ux2pqal47rnnMHTo0MuKMTY2tmr0G6hcguL111/HoUOH0KFDB7z00ku47bbbvO4zJycHw4YNq/W58zHv2LEDTz/9NPbt2we73Y7Y2FiMGDECkyZN8lrNmxoP+2pNF8YMVP6I3b59Oyv4+hD7aU0Xxjxu3Dj8+OOPMJlMSExMxMSJExvs1mS6NM21rx47dgyTJ0/Gjh07UF5ejjZt2qBfv3545plnPEYc63Nc9Y0ZCKzzevjw4aqR0Av1798fa9as8brfhjouahrsq96Pa9euXXjxxRexe/dumEwmtG3bFjfccAOeeuopREdHXzRuajzNOnEnIiIiIiIi8nfNfo47ERERERERkT9j4k5ERERERETkx5i4ExEREREREfkxJu5EREREREREfoyJOxEREREREZEfY+JORERERERE5MeYuBMRERERERH5MSbuRERERERERH6MiTsRERERERGRH/t/HziomGB3DLAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-10\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1083252225449840642\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2020-02-10\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1226926073532862465\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1106714774694297601\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-29\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1068211597095559168\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1184551948818632705\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-08-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1024726529304027137\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-28\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1188879156332785664\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2016-10-10\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/785485969705140224\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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791ZcXJzGjh2rXbt21XmvDz74QKNGjVKnTp0UHx+va6+9trk+hl9ITXK/z/3j3AodKK6yKA0AAAAA4EyWFfdNmzbptttu07vvvqvMzEwFBQVpwoQJOnnypOucRYsWafHixXriiSe0bt06xcTEaOLEiSoqKnKd89Zbb+nWW2/VtGnTtHHjRq1du1Y33nijFR+pxeoRFazBHYLd9q3OYbo8AMA/Vdx8sypuvlnHJkxQxc03Wx0HAIBzCrLqB2dkZLhtL126VPHx8dqyZYtGjx4t0zS1ZMkSzZo1S9ddd50kacmSJUpJSdGqVas0Y8YMVVdXa+7cuZo/f75uPuMPb69evZr1s/iD1OQwfZZf6NpekV2qmX0jZBiGhakAAPA+x6JFkqR9WVlKSUmxOA0AAOfmM/e4FxcXy+l0Kjo6WpK0b98+5eXlacSIEa5z7Ha7Lr30Um3dulWS9Pnnn+vgwYMKCQnRL37xC/Xs2VMTJ07Uzp07LfkMLdmk7nYFntHRdxVU6auTTJcHAAAAAKtZdsW9trlz56pv374aOnSoJCkvL0+SFBMT43ZeTEyMjhw5Iknau3evJOmxxx7TY489poSEBD3//PMaN26c/vOf/6hTp071/qysrKwm+hTe1dw5L4kO1Scna1aY//unh/S77pXNmsFXtJTfEX/E2FuHsbcOY28dxt4ajLt1GHvrMPbWaQljf64ZYD5R3OfNm6ctW7ZozZo1CgwMdDtWe6q2aZqufU7n6eeN33vvva7p9IsWLdKGDRu0YsUKzZo1q96f1xKmxWVZMH1vRkCpPtlYs8bABydD9czIBAUGtK7p8laMPU5j7K3D2FuHsbcOY28Nxt06jL11GHvr+MvYWz5VPi0tTatXr1ZmZqYSExNd+2NjYyVJR48edTs/Pz/fdRX+x3POvKc9KChISUlJOnjwYBMn9z9j4m0KD6op6YdLndqUW2FhIgAAAACApcV9zpw5WrVqlTIzM9WzZ0+3YwkJCYqNjdX69etd+8rKyrR582ZdcsklkqQBAwYoNDTUbeqD0+nUnj171K1bt+b5EH4kPDhA4xJsbvvSc3imOwAAAABYybKp8vfee69WrFihl19+WdHR0a572sPDwxURcXo18zvvvFNPP/20UlJS1KNHDz311FMKDw/XlClTJElt2rTRjBkz9Kc//UldunRRfHy8/v73v6uwsFCpqalWfbQWLTU5TCuyax4Fl7nXoaeGRcse1LqmywMA/FfUDwvhDvlhu7CgwLowAAB4wLLivmzZMkly3Zv+ozlz5igtLU2SNHPmTDkcDt13330qKCjQ4MGDlZGRocjISNf5jzzyiEJCQnTnnXfK4XCoX79+yszMbHBhOpzdFZ1C1dEeoKOO0+sHFFWaevdAmSZ0t1ucDAAAAABaJ8uKe4EH324bhqG0tDRXka9PcHCw5s+fr/nz53szXqsVFGBocne7lnxT4tq3IruU4g4AAAAAFrF8cTr4nmnJYW7baw+W6XhZtUVpAAAAAKB1o7ijjv7tg5USVTMZo8qUXt/rOMsrAAAAAABNheKOOgzDUGqS+9T4ldkUdwAAAACwAsUd9Zpaa7r8lqMV2ltUZVEaAAAAAGi9KO6oV2JkkIZ1DHHbtzKbZ7oDAAAAQHOjuKNBU5Pdp8un5zhkmqZFaQAAAACgdaK4o0ETE+0KMmq2swqrtPN4pXWBAAAAAKAVorijQe1sgRrV1ea2bwXT5QEAAACgWVHccVa1n+m+eo9DVU6mywMAAABAc6G446yu6WZTZHDNfPmjDqc2HCm3MBEAAAAAtC4Ud5yVPcjQtYm1FqljujwAAAAANJsgqwPA96UmhemVrJqy/ta+MpVUOhUezPc+AICWp7p/f0lSWXm5bKGhFqcBAODcKO44p5/HhahzWIAOlzolSSVVpv69v0xTa93/DgBAS1C8YYMkKSsrSykpKRanAQDg3LhkinMKDDA0Ocm9pDNdHgAAAACaB8UdHkmtdXV93eFyHXNUW5QGAAAAAFoPijs8clHbIPWJrrmzotqUMvY4LEwEAAAAAK0DxR0eMQyjzlV3pssDAAAAQNOjuMNjk5PcHwv3WX6ldhdWWpQGAAAAAFoHVpWHx7pFBOmyuBB9nFvh2pee49C8gcEWpgIAoHEirrhCknTBD4+D+3GVeQAAfBXFHY0yLTnMrbivzC5V2oBIGYZhYSoAADwXuHOnJCnc4hwAAHiKqfJolGsT7Ao547dmT1G1Pj3GdHkAAAAAaCoUdzRKdGiAftnN5raPReoAAAAAoOlQ3NFoU2utLp+xx6FKp2lRGgAAAADwbxR3NNrVXW2KCqm5p/14uVPrDpVbmAgAAAAA/BfFHY0WGmhoYqL7o+GYLg8AAAAATYPijvOSWmu6/Nv7HTpV4bQoDQAAAAD4L4o7zsuw2BB1DQ90bZdVS2/tc1iYCAAAAAD8E8Ud5yXAMJSa7D5dfmUOxR0AAAAAvI3ijvNWe7r8hiPlOlJabVEaAAAAAPBPFHect97RwerXLti17TSl1TksUgcAAAAA3kRxx08yNbn26vJMlwcAAAAAb6K44yeZkhQm44ztL05U6tuCSsvyAAAAAIC/objjJ+kUFqgrOoe67VvJM90BAAAAwGso7vjJUpNqTZfPcchpmhalAQDg7AoLClRYUKBPt21TYUGB1XEAADgnijt+snEJdtlqHumuA8XV2pJXYV0gAAAAAPAjjS7uW7Zs0Z///Gfdd9992r17tySppKREn332mU6dOuX1gPB9bUICNCa+9iJ1TJcHAAAAAG/wuLhXVFToxhtv1JgxY7RgwQL94x//0KFDhyRJgYGBmjJliv7+9783WVD4ttRaq8u/vteh8mqmywMAAADAT+VxcV+wYIHeffddPfnkk9q2bZvMM+5httlsmjBhgt55550mCQnfd1UXm9qF1vw6FVSYWnuwzMJEAAAAAOAfPC7uK1eu1C233KLbbrtN7dq1q3M8JSVFe/fu9WY2tCDBAYYmdWe6PAAAAAB4W5CnJx47dkx9+/Zt8HhoaKhKSkq8EgotU2qyXcu+rfkdWHOgTAXlTkWHsgYiAMB32GfOlCQlFBbKHhUlx6JFFicCAODsPC7usbGxZ72i/tlnnykhIcEbmdBCXRwTosTIQO0tqpYkVTilzH0O3dQz3OJkAADUCFm+XJIU88M2xR0A4Os8vhR67bXX6l//+pdrJXlJMgxDkvTOO+9o5cqVmjRpkvcTosUwDEOpyWFu+5guDwAAAAA/jcfFfc6cOerWrZuuuOIK/frXv5ZhGFq4cKFGjhyp6dOna8CAAZr5w9QztF6pSe73uW/KrdCB4iqL0gAAAABAy+dxcY+MjNR7772ne+65R8eOHZPNZtOWLVtUUlKitLQ0vfnmm7LZbE2ZFS1Aj6hgDeoQ7LZvdY7DojQAAAAA0PJ5fI+7dPqxb7Nnz9bs2bObKg/8QGpymLbnF7q203NKNatfpIWJAAAAAKDl8viKe0lJiQ4cONDg8QMHDqi0lPuZIU3qblegUbP9zckqfXWi0rpAAAAAANCCeVzc582bpxtuuKHB49OnT9eDDz7olVBo2TraAzW8c6jbPhapAwAAAIDz43FxX79+vcaNG9fg8XHjxumDDz7wSii0fLVXl1+VU6pqp2lRGgAAAABouTwu7nl5eYqLi2vweGxsrHJzc70SCi3f2HibwoNq5ssfLnXq47wKCxMBAAAAQMvkcXHv0KGDdu3a1eDxXbt2KSoqyiuh0PKFBwdobIL7UwaYLg8AAAAAjedxcR81apSWL1+urVu31jm2bds2LV++XKNGjfJqOLRs02pNl8/c65CjiunyAAAAANAYHj8OLi0tTWvXrtWYMWM0cuRI9enTR4Zh6Ouvv9b777+v2NhY3X///U2ZFS3MFZ1CFWML0LEypyTpVKWpdw+UaUJ3u8XJAAAAAKDl8PiKe2xsrNavX6/U1FRt3rxZzzzzjP7yl79o8+bNmjZtmtavX69OnTo1ZVa0MEEBhiYnuZf09BymywMAAABAY3h8xV2SOnbsqCVLlsg0TeXn58s0TcXExMgwjHO/GK3StOQwPfdNiWt77cEynSirVjtboIWpAAAAAKDlaFRx/5FhGIqJifF2FvihAe2DlRIVpKzCKklSpVN6fW+Zbu0dbnEyAEBrVfThh5KkA/v3q1t8vLVhAADwQIPF/X//938lSddff70Mw3Btn8uvfvUr7ySDXzAMQ1OT7Hp8R5FrX3p2KcUdAGAZ54ABkqTS8HA5U1IsTgMAwLk1WNzvuusuGYahyZMnKyQkRHfdddc538wwDIo76khNDnMr7luOVmhvUZUSI89rwgcAAAAAtCoNNqedO3dKkkJCQty2gcZKjAzSJR1DtPVohWvfqhyH7u0faWEqAAAAAGgZGizu8Wfc8+V0OmUYhiIiItS2bdtmCQb/kppsdyvu6dmlmt0vgoUNAQAAAOAcPHocXHV1tQYOHKhXXnmlqfPAT01ItCvojI7+fWGVdh6vtC4QAAAAALQQHhX34OBgxcXFefXq6MKFCzV8+HB169ZNycnJmjZtmr755hu3c0zT1IIFC9S7d2/FxcVp7Nix2rVrV73vV1ZWpssuu0zR0dHasWOH13LCO9rbAjWyq81t34psnukOAGh+wS+8oOAXXlCHjAwFv/CCtWEAAPCAR8Vdkm666Sa9+uqrKisr88oP3rRpk2677Ta9++67yszMVFBQkCZMmKCTJ0+6zlm0aJEWL16sJ554QuvWrVNMTIwmTpyooqKiOu/34IMPqkuXLl7JhqYxLdnutp2xx6Eqp2lRGgBAaxU2a5bCZs1S4oIFCps1y+o4AACck8fLenfv3l2maeriiy/Wr371KyUmJsput9c5b+LEiR69X0ZGhtv20qVLFR8fry1btmj06NEyTVNLlizRrFmzdN1110mSlixZopSUFK1atUozZsxwvfbtt9/WRx99pOXLl+u9997z9COhmf2ym12RwQUqqjxd1vMcTm08Uq4RXWzneCUAAAAAtF4eF/ff/OY3rv/95JNP1nuOYRgeF/faiouL5XQ6FR0dLUnat2+f8vLyNGLECNc5drtdl156qbZu3eoq7ocOHdLs2bOVnp4um40C6MvsQYbGJ9j16u6aKfIrsksp7gAAAABwFh4X9zfffLMpc2ju3Lnq27evhg4dKknKy8uTJMXExLidFxMToyNHjkg6vWje7bffrrvvvlv9+vXTvn37PPpZWVlZXkzedFpKzsa4zBagV1VT1DP3lOrujsdlD7QwVD38cexbCsbeOoy9dRj75jWk1jbj3/wYc+sw9tZh7K3TEsY+JSXlrMc9Lu4///nPf3KYhsybN09btmzRmjVrFBjo3uBqL4hnmqZr39NPP63g4GD99re/bdTPO9eg+IKsrKwWkbOxkpymHs3J1ZFSpyTJ4TT0fUgXTUkKszhZDX8d+5aAsbcOY28dxt56jH/z4nfeOoy9dRh76/jL2Hu8ON2ZvvrqK73zzjt655139NVXX8k0z3+BsbS0NK1evVqZmZlKTEx07Y+NjZUkHT161O38/Px811X4DRs26KOPPlKHDh3Uvn17DRo0SJI0cuRI3X777eedCU0nMMCoU9LTWV0eAAAAABrk8RV3SVq9erUeeughHT58WFLN1e/OnTvroYce0tSpUxv1w+fMmaOMjAy99dZb6tmzp9uxhIQExcbGav369a5CXlZWps2bN2v+/PmSpMWLF6u0tKb05ebmatKkSXr++ed1ySWXNCoLms/UJLue/arYtf3BoXIdc1QrxtfmywMAAACAD/C4uL/yyiv67W9/q5SUFP33f/+3evToIdM0lZ2drRdffFF33HGHKioqNH36dI/e795779WKFSv08ssvKzo62nVPe3h4uCIiImQYhu688049/fTTSklJUY8ePfTUU08pPDxcU6ZMkSS3K/Q/vlY6vQI+j4bzXX3bBeuC6CDtKqiSJFWbpx8Nd0efCIuTAQAAAIDv8bi4L1y4UIMHD9Zbb71VZ/X222+/XWPGjNHChQs9Lu7Lli2TJNej3n40Z84cpaWlSZJmzpwph8Oh++67TwUFBRo8eLAyMjIUGRnpaWz4IMMwlJocpv/+7JRr38qcUoo7AI4VbgkAACAASURBVAAAANTD4+J+6NAh/eY3v6n3kWs2m03Tpk3Tww8/7PEPLigoOOc5hmEoLS3NVeTPJSEhwaP3hfWmJNndivunxyqVXVil5KhG3b0BAAAAAH7P48Xpevfu7XoMW30OHz6sXr16eSUU/F+3iCBdGhviti89h0XqAAAAAKA2j4v7/PnztXz5cr322mt1jq1evVovvviiHnnkEa+Gg3+bllx3dfmf8oQCAAAAAPBHHs9LfvbZZ9W+fXvddtttmjt3rrp37y7DMJSTk6Njx44pOTlZf/3rX/XXv/7V9RrDMJSent4kwdHyXZdo131bClRx+pHu2lNUrc/yKzUkJuTsLwQAAACAVsTj4v7tt9/KMAx17dpVklyPhAsNDVXXrl1VXl6u7777zu01hmF4MSr8TXRogK7pZtOb+8pc+1Zkl1LcAQAAAOAMHhf3L7/8silzoJWamhTmVtwzchx6fGiUggP40gcA0DRKn3lGknQ0L08dY2MtTgMAwLmxhDcsdXVXm6JCDBVWnL63/Xi5U+sOleuabnWfXgAAgDdU3nKLJCk/K0ttU1KsDQMAgAc8XpwOaAq2IEMTEu1u+9KzWV0eAAAAAH5EcYflUmutLv/v/WUqqnRalAYAAAAAfAvFHZb7WWyIuoYHurYd1abeOuO+dwAAAABozSjusFyAYWhqEtPlAQAAAKA+FHf4hNrT5TccKVduabVFaQAA/izg888V8PnnCtu1SwGff251HAAAzqnRq8o7HA7t2LFDx44d02WXXaYOHTo0RS60Mhe0DVbfdsH68kSlJMlpSqv3OHT3hREWJwMA+JvIK6+UJPX5YbuwoMCyLAAAeKJRV9yfe+459erVS+PGjdOMGTP09ddfS5KOHz+u+Ph4vfjii00SEq1DajLT5QEAAACgNo+L+yuvvKK0tDSNHDlSzz77rEzTdB1r3769hg8frtdee61JQqJ1mNw9TMYZ2zuPV+rbgkrL8gAAAACAL/C4uC9evFjXXHON/vnPf2r06NF1jg8YMEDfffedV8OhdekcHqhfdAp127eSq+4AAAAAWjmPi3t2drauueaaBo+3b99ex48f90ootF61p8uvzHHIecbsDgAAAABobTwu7pGRkSosLGzweHZ2NgvV4Scbn2CXreaR7tpfXK2tRyusCwQAAAAAFvO4uP/iF7/QK6+8ovLy8jrHDh06pOXLl2vkyJFeDYfWp01IgEZ3Y5E6AAAAAPiRx8X9gQceUH5+vq688ko9//zzMgxDa9eu1cMPP6zLLrtMwcHB+sMf/tCUWdFK1J4u/9oehyqqmS4PAAAAoHXyuLgnJSVpzZo1iouL0xNPPCHTNLV48WItWrRI/fv315o1a9SlS5emzIpW4qouNrULrfnVLKgwtfZgmYWJAAAAAMA6QY05uVevXnrttddUUFCgnJwcOZ1OJSYmcm87vCok0NCk7nYt+7bEtS89p1RjE+xneRUAAAAA+KdGFfcfRUdHa9CgQZIk0zRVUlKi8PBwrwZD6zY1yb24rzlQpoJyp6JDPZ4kAgAAAAB+weMWlJmZqYceesht3zPPPKPOnTurW7du+tWvfqXSUhYRg3cM7RiihIia5eXLq6XMfQ4LEwEAAACANTwu7osXL9axY8dc2zt27ND8+fM1ePBg3XLLLXr//fe1aNGiJgmJ1scwDKUmh7ntW8nq8gAAAABaIY+L++7du9WvXz/X9qpVq9SuXTutXr1aCxcu1IwZM5SRkdEkIdE61V5dflNuhQ4WV1mUBgAAAACs4fE97qWlpQoLq7kCum7dOl111VUKDQ2VJPXt21cvv/yy9xOi1UqJCtbADsHakV8pSTIlrd7j0My+kdYGAwC0aBU33yxJKiwsVFRUlMVpAAA4N4+vuHfp0kU7duyQJGVnZ+vbb7/ViBEjXMdPnDghm83m/YRo1VKT3KfLr2C6PADgJ3IsWiTHokXad//9cnCbHwCgBfC4uE+bNk3Lly/X9ddfr8mTJys6Olq//OUvXce3b9+uHj16NElItF6Tk+wKNGq2vzlZpa9OVFoXCAAAAACamcfF/Z577tE999yjw4cPq0uXLnrppZdc08tOnjypTz75RKNHj26yoGidOtoDNbxzqNs+FqkDAAAA0Jp4fI97YGCgHnjgAT3wwAN1jrVt21ZZWVleDQb8aGpymN4/VO7aXplTqoeGtFGAYZzlVQAAAADgHzy+4n6mwsJCff311/r6669VWFjo7UyAm7HxNoUF1ZT0w6VObcqtsDARAAAAADSfRhX37du3a/To0UpKStLll1+uyy+/XElJSRozZoy2b9/eVBnRykUEB2hcvPvCh+lMlwcAAADQSng8Vf6zzz7T2LFjFRwcrJtuukm9evWSaZr6/vvvtWrVKo0dO1Zvv/22Bg0a1JR50UqlJocpPcfh2s7c69BTw6JlC2K6PACgcaKioyVJQ37YLiwosC4MAAAe8Li4P/roo4qJidF7772nTp06uR37wx/+oKuvvlqPPvqoMjIyvB4SuLJzqGJsATpW5pQknao09e7BMl2XaLc4GQAAAAA0LY+nyn/66ae69dZb65R2SerUqZNuvfVWbdu2zavhgB8FBRia1N29pPNMdwAAAACtgcfF3TRNBQYGNvxGAQEyTdMroYD6TEsOc9tee7BMJ8udFqUBAAAAgObhcXEfOHCgXnjhBZ08ebLOsZMnT2r58uXc344mNbBDsHq0qbm7o9Ipvb7HcZZXAAAAAEDL5/E97vPmzdOECRM0ZMgQ3XDDDUpJSZEkff/99/q///s/FRUV6X/+53+aLChgGIZSk+16fEeRa196Tqlm9A63MBUAAAAANC2Pi/vPfvYzZWRk6P7779ff/vY3t2MDBgzQY489pmHDhnk9IHCmqUlhbsV9c16F9hZVKTHS419lAAAAAGhRGtV2LrvsMn344Yc6evSo9u/fL0mKj49Xx44dmyQcUFv3NkEaGhOi/xyrcO1blePQvf0jLUwFAAAAAE3nvC5TduzYkbIOy6Qm292Ke3p2qWb3i5Bh8Ex3AAAAAP6nweL+8ccfn9cbXnbZZecdBvDExO52zd1aqKofHmLwfWGVdh6v1IAOIdYGAwAAAIAm0GBxHzduXKOuYJqmKcMwdOLECa8EAxrS3haoq7ra9O6BMte+9JxSijsAAAAAv9RgcX/zzTebMwfQKNOS7G7FfXWOQ48MiVJgANPlAQAAAPiXBov7z3/+8+bMATTKL+Ntigw2VFR5er58nsOpjUfKNbyLzeJkAAAAAOBdAZ6eWFJSogMHDjR4/MCBAyotLfVKKOBcwoICND7B7rZvRTa/fwAAAAD8j8fFfd68ebrhhhsaPD59+nQ9+OCDXgkFeCI12b24v7WvTCWVTovSAABaiur+/VXdv79KevdWdf/+VscBAOCcPH4c3Pr16zV9+vQGj48bN06vvvqqV0IBnrg8LlRx9gDlOk6X9eIqU+8cKNOUpDCLkwEAfFnxhg2SpKysLKWkpFicBgCAc/P4inteXp7i4uIaPB4bG6vc3FyvhAI8ERhg1Cnp6UyXBwAAAOBnPC7uHTp00K5duxo8vmvXLkVFRXklFOCp2tPlPzhUrvyyaovSAAAAAID3eVzcR40apeXLl2vr1q11jm3btk3Lly/XqFGjvBoOOJe+7YLVO7rmjo9qU8rIcViYCAAAAAC8y+N73NPS0rR27VqNGTNGI0eOVJ8+fWQYhr7++mu9//77io2N1f3339+UWYE6DMNQanKY5n92yrUvPadUv+kTYWEqAAAAAPAej6+4x8bGav369UpNTdXmzZv1zDPP6C9/+Ys2b96sadOmaf369erUqVNTZgXqNSXJfbr8p8cqlV1YZVEaAAAAAPAuj6+4S1LHjh21ZMkSmaap/Px8maapmJgYGYbRVPmAc4qPCNKlsSH6JK/CtW9lTqnmDmxjYSoAgK+KuOIKSdIF5eWyhYa6VpkHAMBXNaq4/8gwDMXExHg7C3DeUpPD3Ip7enap5gyI5EslAEAdgTt3SpLCLc4BAICnPJ4qD/iyCYl2hZzx25xTVK3P8iutCwQAAAAAXkJxh1+IDg3Q1V1tbvtW8Ex3AAAAAH6A4g6/kZoc5rb92h6HKp2mRWkAAAAAwDso7vAbV3e1qU1IzT3t+WVOrT9UbmEiAAAAAPjpKO7wG7YgQxMS3R8Nl57DdHkAAAAALVuDq8ofOHDgvN6wW7duHp23cOFCvfnmm9q9e7dCQkI0ZMgQPfTQQ+rTp4/rHNM09ac//UnLly9XQUGBBg8erKeeekoXXHCBJGnfvn168skn9dFHHykvL0+xsbGaNGmS/vCHP8hutzf0o+HHUpPD9OL3NWX97X1lKqp0KjKY76gAAAAAtEwNFvd+/fqd16O0Tpw44dF5mzZt0m233aZBgwbJNE09/vjjmjBhgrZu3aq2bdtKkhYtWqTFixdr8eLFSklJ0Z///GdNnDhR27ZtU2RkpLKyslRdXa2FCxcqOTlZ3333nWbNmqUTJ05o0aJFjc6Olu/S2BB1DQ/UwZJqSZKj2tTb+8p0fY+wc7wSAAAAAHxTg8X9b3/7m1txN01Tzz33nPbv36/U1FT16NFDpmlq9+7dWrVqleLj43XHHXd4/IMzMjLctpcuXar4+Hht2bJFo0ePlmmaWrJkiWbNmqXrrrtOkrRkyRKlpKRo1apVmjFjhkaOHKmRI0e63iMxMVGzZ8/WY489RnFvpQIMQ1OT7PrLl8WufenZpRR3AAAAAC1Wg8V9+vTpbtvPPPOMSktLtWPHDrVr187t2Ny5c3X11Vfr+PHj5x2kuLhYTqdT0dHRkk5Pg8/Ly9OIESNc59jtdl166aXaunWrZsyYUe/7FBUVud4DrdPU5DC34v7hkXLlllYrLizQwlQAAAAAcH4aLO61LVu2THfccUed0i5JHTp00M0336znn39ev/vd784ryNy5c9W3b18NHTpUkpSXlydJiomJcTsvJiZGR44cqfc9Dhw4oGeffVb33HPPWX9WVlbWeWVsbi0lp68JlpQSblNWyen72p2mtPQ/+3VDlyqP34Oxtw5jbx3G3jqMffMaUmub8W9+jLl1GHvrMPbWaQljn5KSctbjHhf3/Px8VVZWNni8qqpK+fn5nic7w7x587RlyxatWbNGgYHuV0Vr32dvmma9994fPXpUkydP1vDhw3X33Xef9eeda1B8QVZWVovI6atuKivSg5+ecm2vPxWuh67s6NFrGXvrMPbWYeytw9hbj/FvXvzOW4extw5jbx1/GXuPl9ru16+fli1bpn379tU5tnfvXi1btkz9+vVrdIC0tDStXr1amZmZSkxMdO2PjY2VdLqQnyk/P7/OVfi8vDyNHz9eF1xwgZYuXXpei+rBv0xOCtOZvwWfH6/UdwUNf/EEAAAAAL7K4yvujz32mCZOnKihQ4dq9OjR6tGjh6TT32CsWbNGQUFBevTRRxv1w+fMmaOMjAy99dZb6tmzp9uxhIQExcbGav369Ro0aJAkqaysTJs3b9b8+fNd5+Xm5mr8+PHq3bu3/vGPfygoyOOPBD/WOTxQl3cK1cYj5a59K7MdemBwsIWpAAAAAKDxPG65F198sT744AM9+uijWrt2rd544w1JUlhYmK6++mrNmzfP9Xx1T9x7771asWKFXn75ZUVHR7vuaQ8PD1dERIQMw9Cdd96pp59+WikpKerRo4eeeuophYeHa8qUKZKkI0eOaNy4cYqLi9OCBQvcFsfr0KFDnWn3aF1Sk+1uxT09p1TzBkUqgBkZANCqFRYUSPKf6ZMAAP/XqMvTvXr10ksvvSSn06n8/HyZpqmYmBgFBHg8495l2bJlkuR61NuP5syZo7S0NEnSzJkz5XA4dN9996mgoECDBw9WRkaGIiMjJUnr1q1Tdna2srOzddFFF7m9z86dO5WQkNDoXPAf4xPsundzgcpOP9Jd+4urtfVohX4WG2ptMAAAAABohPOaV26apoKCgtSmTZvzKu2SVPDDt91nYxiG0tLSXEW+tunTp9d5bB3wo6iQAI3uZtdrex2ufSuzHRR3AAAAAC1Ko1r39u3bNWHCBHXu3Fk9evTQxx9/LEk6fvy4UlNTtWHDhiYJCZyvqcl2t+2MPaWqqDYtSgMAAAAAjedxcf/Pf/6jMWPGaM+ePbr++utlmjXlp3379iouLtZLL73UJCGB8zWyi01tQ2vuaS+oMLX2YJmFiQAAAACgcTwu7o888oiSk5O1detW/fGPf6xz/PLLL9enn37q1XDATxUSaGhS9zC3fek5pRalAQAAAIDG8/ge9+3bt+uBBx6QzWZTaWnd4tOlSxfXyvCAL0lNsusf35a4ttccKFNhhVNRIee3PgMAoGWzz5wpSUooLJQ9KkqORYssTgQAwNl5XNwDAgLOuhBdXl6e7HZ7g8cBqwztGKKEiEDtKz69vHx5tZS516H/6hlucTIAgBVCli+XJMX8sE1xBwD4Oo8vOQ4YMEBr1qyp91hFRYVWrlypoUOHei0Y4C2GYWhqcq3p8tlMlwcAAADQMnhc3O+55x5t3LhRv/3tb/Xll19KknJzc/X+++/r2muv1Z49ezR79uwmCwr8FKlJ7rNBNuVW6FBJtUVpAAAAAMBzHhf34cOHa+nSpXr77bc1ceJESdKdd96pqVOn6ttvv9WyZct08cUXN1lQ4KfoGR2sgR2CXdumpNUsUgcAAACgBfD4HndJmjJlisaMGaP169crOztbTqdT3bt311VXXaWIiIimygh4xdSkMO3IL3Rtr8gu1e/6RlqYCAAAoHnsOVWl9fmBiuparY72QKvjAGgkj4v7xx9/rF69eqlDhw4aO3ZsnePHjx/Xt99+q8suu8yrAQFvmdzdrge2Fcppnt7++mSVvjpRqYvaBZ/9hQAAAC3U3qIqPb79lFbmOGQqVA9m5Wp6j3D9rm+EEiMbdQ0PgIU8nio/fvx4rV+/vsHjGzZs0Pjx470SCmgKsWGBGt451G3fShapAwAAfii3tFqzNxdoyOo8pec49MN1C5VXS//8rkSDV+fpNxtO6JuTlZbmBOAZj4u7aZpnPV5RUXHWx8UBviC11uryq3Iccp7jdxsAAKClKCh36uFPCzVwVZ7+8W2Jqhr4z5xqU0rPcejS14/qhg+O69NjFc0bFECjnHV+zKlTp1RYWHNP8IkTJ3TgwIE65xUUFGj16tXq1KmT9xMCXjQ23qawIEOlP/wVO1RarY9zK3R5p9BzvBIAAMB3lVQ69dw3JVr0VZFOVdTf1kMDTJU7jTr7/72/TP/eX6ZfdArVPf0idEWnUBlG3fMAWOesxf1//ud/9Oc//1nS6Wdhp6WlKS0trd5zTdPUgw8+6P2EgBdFBAdobLxNK3Mcrn3p2aUUdwAA0CJVVJt64bsSPfVFkY46nPWekxARqHmD2uiiqkP6MrCL/vJFkb4rrKpz3sYj5dp4pFwDOwTrnn6RGhtvUwAFHvAJZy3uV155pWw2m0zT1Pz58zVp0iT17dvX7RzDMBQWFqaBAwdqyJAhTRoW8IbU5DC34v7GXoeeHBYtWxB/mAAAQMtQ7TSVnuPQgh2ntL+4ut5zYu0Buq9/pG7qGa6QQENZWdL1PcKUmmzXv/eXaeEXRdqeX/ce9x35lfqvdSfUKypIs/pFakqSXcEB/HcSYKWzFvdhw4Zp2LBhkqTy8nKNHz9eF154YbMEA5rK8M6h6mALUH7Z6W+lT1Waevdgma5LtFucDAAA4OxM09Tb+8v02PZT2lVQ96q5JEWFGJrVN1K/uSBc4cF116AKMAyNS7BrbLxNG46Ua+EXxdp4pLzOed8VVunOj07q8R2n9LuLInRjSrjsXOgALOHxanJz586tt7Tn5ubq22+/9WoooCkFBRia1N29pKezujwAAPBxGw6Xa9Tbx3TjuhP1lvawIEP39IvQzilx+n2/yHpL+5kMw9CVnW3K/GUHvT8uRmPibfWed6C4WvdtKVS/lbl65osinaqof0o+gKbjcXF/4YUXdMcdd7jtmz17tvr06aNLL71Ul19+uY4fP+71gEBTmFZrdfn3DpbpZDl/hAAAgO/ZfqxCE97N13Xv5uvTY3WntgcHSLf3DteOybH64+AoRYc2/klPQ2JC9OpV7fXJhI5KTbIrsJ4L68fKnHr4s1O6aGWuHv3slPLL6p+iD8D7GlXcIyMjXdsbN27UP//5T02ZMkV//OMftWfPHj311FNNEhLwtkEdgpXcJtC1XemUXt/jOMsrAAD+oujDD1X04Yf65sUXVfThh1bHARr0XUGl/mvdcY1465g+PFx3KrshaVqyXdsmxerJn0UrNiyw7ps0Up+2wfr7Fe302eRY3dorXKH1vOWpClNPfVGkvul5mrOlQAeL65+yD8B7PC7u+/btU+/evV3br7/+urp06aLnnntOs2bN0u2336533nmnSUIC3mYYRp1nuqfnMF0eAFoD54ABcg4YoNILLpBzwACr4wB17C+u0l0fndTPXj+qN/eV1XvOmHibPp7QUUt/0U6JkWddtuq8JEYGaeGl0do5JU6/uyhCEfXc2+6oNrV0V4kGrMrT3ZtOKquw7mwAAN7hcXGvqKhQcHCwa3v9+vUaOXKkAgJOv0VSUpJyc3O9nxBoIqlJ7sV9c16F9hXxjTEAALDGMUe15mwp0JDVeXp1d6mc9TyO/fK4EK0dG6NXr2qvPm2D657gZXFhgZp/cZS+So3TvIGRalfPNPwqU3olq1RDM47q5vXH9Xl+RZPnAlobj4t7QkKCPvxhOtn27du1d+9ejRgxwnX86NGjblPpAV/XvU2QLo5x/4O3Kofp8gAAoHkVVjj16PZTGrAqT0t3lai+td8GtA/Wa1e3V+YvO+jijiHNnjE6NEB/GNBGX06N1eNDo9Q5rG6NMCW9sbdMV755TJPfy9fHueUyzXq+fQDQaB7Pq7n11lt133336bvvvtPhw4fVpUsXjRo1ynV8y5YtblPpgZYgNTlM244VurZXZJdq/EUWBgIAAK2Go8rU87uK9Zcvi3SyvP6C2zMqSPcPaqNrE2wyDOsfxRYeHKC7LozQbb3DtSK7VM98UaScorqL1H1wqFwfHCrXsI4h+n2/SF3dNdQn8gMtlcfF/de//rVCQkL03nvvqX///po1a5bs9tOP1Dp58qSOHTumW2+9tcmCAk1hYne70rYWquqHv5XfF1bpuxJDPa2NBQAA/Fil09TL35fqzztP6Uhp/U+16RoeqLkDI3V9cpiCAnyv8IYGGrqpZ7im9wjTG3sdWvhlsb46Ufce9y1HKzTt/eO6qF2wft83QhMS7Qr0wc8D+LpGrWRx00036aabbqqzv23btq5p9EBL0sEWqKu62vTugZqFX945GqTxFmYCADSt4BdekCR1yMtTcGysKm+5xco4aEWcpqmMPQ49vv1UvVepJamDLUCz+0Xq1t7hCq3vmWw+JjDA0KSkME3sbtfag+Va+EWRthyte4/7VycqdduGk3ps+ynN6hepaclhLeLzAb7C+0tQAi1MapLdrbi/eyxI1U6Tb4MBwE+FzZolSUr8YbuQ4o4mZpqm3jtYrke2n6r3qrQktQk29NuLInTnhRGKDG78c9itZhiGru5m09XdbPok93SBf/9Q3UfY5RRV63cfF2jBjlP67UWRurlnmCJa4OcFmpvHxX38+HNfgzQMQ5mZmT8pENDcRsfbFBFkqPiH+fLHKw1tPFKu4V1sFicDAAAt3Se55Zr/2al6r0JLki1Quv2CCP2+b4Ta2X76c9h9waVxobo0LlQ7j1foL18U6429DtW+g/9IqVP3/6dQT+08pf+vT4R+c0GE2tazYj2A0zz+f4fT6ZRpmm7/VFVVac+ePdq0aZMOHz4sp7P+e3QAXxYWFKDxiXa3ff+XzTPdAQDA+dt5vEJT38vXmHfy6y3tgYZ0S88wbZ8cp0cujvKb0n6m/u1D9MLwdvrPpI66MSVM9TwKXifLTS3YUaS+6bl6cFuhckvrv4UAaO08vuL+9ttvn/XY73//e/3rX//ySiiguU1Ltut/d9eU9dU5Ds3qW6kLmuH5qAAAwH9kF1bpsR2nlLGn4UfMTu5u17yBbZQc1TruWk2JCtbfft5WcwdE6m9fF2v5d6VyVLtfgy+uMvXsV8Va+k2xpqeEaWbfSCVGto7xATzhlfkoY8eO1ZQpUzRv3jxvvB3Q7C6PC1W3iJpvuqtMafbmAp49CgB+ZG9RlX694USd/TevP66V2aUqrO/h2YCHDpVUa+bHJzX0tbwGS/vVXUO18doY/ePKdq2mtJ+pa0SQ/nRJtL5MjdW9/SPVJqTuJfgKp/Sv70o1aHWebt9wQl83sCYA0Np47UaSnj17avv27d56O6BZBQYYevTiKLd9n+RVaEV2w9+WA/j/2bvv+Kbq9Q/gn5OdNKu7zLLK3huRIQrKRuC6508QcSOg4t6CA8UNolev13FZCoigcuWCSIECLWVTVstqOjObpBnn90eREpIiYNsk7ef9evlHvzmJTw+nOec55/t9HqLoUOTy4fHNZvRaZsKSI8Hf68uPuTB5QylafXsaE38pwhcHHChwcrouXZxilw/PbLWg+9J8fHmwDL4Q9/z7JSvw0/AELBqagM7xitoPMsIkqKR4prseu/+Rghd76pGkDk5J/CKw+IgT/ZcX4Oa1xciookYAUX1Rbbf6fv31V+j1+ur6OKJaNyZVhWsaKQMqoD6bYcF1TVQwslgKEVHUcXj8+HCPHe/vtsPm+esZVB4/sPakG2tPujFtE9A3WYGRTVUYlarmlF0KYvP48dEeOz64wPHVMU6O57rrMbSxEoLAbjXn0yskeKSTDve20+LrHAfe221Hnj34ptnq4y6sPu7CgBQFHuusw+CG3J9U/1z0WWjOnDkhxy0WCzZu3Ihdu3ZhxowZ1RYYUW0TBAFv9DWi77J8lIsVJ4NClx+v7LDirX7Gm6No7wAAIABJREFUMEdHREQXy+MX8dXBMszJssLkvLzp7yKAdFM50k3leCbDik5xcoxOrUji2xllTBrqMZdXxOcHHHh7pw3F7tDHVwudFE931+P65mpIeKz8JbVMwKR2WtzZJgZLjzjx7i4b9pu9Qdv9nl+O3/OL0S1Bjsc66zCyqYr7l+qNi07cZ8+eHXLcaDSiRYsWeO+993DbbbdVW2BE4dBCL8NdTTxYkFc5je2z/Q7cmqZBtwRObSMiimSiKGJFrgsvb7fikDX4oh8AmmqDK3dP66TFylxXle8BgF0lHuwq8eC1TBta6KQYnarGqFQ1eiTKmTjUE16/iG8PlWFOlg0nHKGXUjTQSPBEVz1uTdNALuFxcankEgE3tdLghpZq/JTnwtxsG3YUBa9xzyzy4PbfStDGIMOjnXWY2ELN/U113kUn7qWlpTUZB1HEuKOxF7+WqnHUVnFSFgE8lm7G2pGJkPKkQEQUkf7Id+P5bRZsKwxdyCpOKcGMLjrc0zYGmBz42vM9DXiuhx4HLF78mOvCj7lOZBVXXRDriM2HebvtmLfbjgYaCUY2VWNUqgr9U5RMHuqgP28IvbLDihxL6Js7sUoBj3XSYVI7LdShep7RJZEIAkalqjGyqQobTrvxdrYdG067g7Y7YPFi6u+leC3Tioc7anFbWgz3P9VZXLBFdB6lBHizrxETfy0+O5ZZ5MEXBx24p602jJEREdH59pZ68OJ2K34+7gr5uloq4P4OMXi4kw4GRdX1SgRBQFujHG2NcszookOe3YtVuS6szHVic0E5/FUskT9d5sfC/Q4s3O+AUSHguiYV0+mHNFJCI2N9lGgmiiLWnXLjpe3WKm/kxMgE3N9Biwc7ai94fNHlEQQBgxqqMKihCtsKyzE324af8oL/1o/bfZi52YI3smy4v4MW/9c2hv8eVOcwcScK4ZrGKoxtpsLyY5Unhxe3WzE6VY0kdfA0SyIiql0n7F68nmXDt4fKQibVEgG4LU2DJ7vq0TDm0r+3m2plmNpBi6kdtChy+fBTXsWT+P+dcqOqrnHmchHfHXbiu8NOaGQCrm6kxKhUNa5tzCKn0SajoBwvbrdgY37oSuYKCfB/bWMwvbMOibwuqBU9ExX45up47C314N1dNiw94gyq4F/o8uPF7Va8k23D5HYxuK+9lv8+VGdUmbjHxsZCIpHg9OnTUCgUiI2NvahCLFKpFPHx8Rg0aBBeffVVJCQkVGvARLXltd5GrD1hgsNbcVawlot4LsOCTwbGhTkyIqL6y+z2451sG+bvs8NVRce2EU1VeL6HHm2M8mr5fyaopLijdQzuaB0Da7kfv55w4cdcF3494YLdG/pRfJlXxMpcF1bmuiATgIENlGen/iZrmEhEqj0lHryyw4rVVczgkAjAza00eKKrDk21fP4VDu1j5VgwMA5PdfPi/d12/DvHAfd53wVWj4i3s+34aI8Dt7fW4KGOWjThvxdFuSqP4McffxyCIEAmkwX8/Fd8Ph/y8/OxfPly2Gw2fPPNN9UXLVEtahQjxZPddHg2w3p27LvDTtzW2o0rU5RhjIyIqP5xeUV8us+Ot7NtMJeHTpb7JCnwYk89+ibX3He0XiHBhBYaTGihgcsr4n+nK5L41XmuKiuMe0Xgt1Nu/HbKjenpQO8kBUadaTPXXM9kIhIcs3nx2g4rFh9xoqrGgWNSVXi6e/XdEKK/p5lOhrf7GTGziw4f77Hjs/2OoBtpTp+IBfsc+Hy/Aze01ODRTlq05r8fRakqzxazZs264M9/pXXr1njzzTcvLyqiCHFfey2+zSnD3nNaksxIN+P3sUksQEREVAt8fhH/OVyG1zKrruTd2iDD8z30GNFUdVEPGcrefRcAUGAyISk5+bJjU8kEXNdEjeuaqOH1i0g3lePHXCdW5bmqjFUEsKWgHFsKyvHsNis6xMrOVqjvEMs2c7Utv8yHt3ba8MUBB6qYPIGrGirxXA89u8tEqBSNFC/2MmBaZx0W7LPjk70OlJx3E80rAt8cKsO3h8owOlWFxzrr0JX/nhRlauw27+jRoxEfH19TH09UK+QSAW9fYcTwn4rOju03e/HxHjse7qQLY2RERHWbKIr49YQbL2y3YG9p6EreDTQSzOqmxy2tNJBdws1Uz113AQCKcnIQm5ZWHeFCJhEwoIESAxooMbuPiKxiD37MdWJlrgsHq6hEDgB7Sr3YU2rD7Cwbmv3ZZq6pCr2SFGwzV4PMbj/m7bLhk70OOM9fKH1Gz0Q5nuthwMAGnGUXDYxKCR7vqscDHbT48mAZPthtw6mywAReBLAi14UVuS4MaajEY1106J+s4A0zigpVJu7ffvvtZX3gzTffDABo1qwZmjVrdlmfQRRJ+iUrcUsrDb45VHZ2bE6WDeObq9GY66WIiKrd9sJyPLfNgj+qKAymlwt4tLMO97WPicjK7YIgoFuCAt0SFHi2hwEHzJ6KNnN5TmSG6En9p2M2H97fbcf7u+1IUUsw4kybuStTlFBImVhUB4fHj/n7HJi3ywZLFUsu2hlleKb7xc/goMgSI5fg/g5a3NM2Bv85XIZ3s204YgueAfPn8pU+SQpM66zFtY35702Rrcqs4/777w8a+/NgFkUx5DhQmbgT1SUv9dLjpzzn2XWVDq+Ip7Za8K8hnFVCRFRdDlu8eGmHJaCjx7kUEmBSu4pK3vGq6Cnw1sYoRxujHNO76HDc7sWqMxXqN5mqbjOX7/Tj8wMOfH7AAYNCwLVNVBjVVI2rGykRI4+8mxWRrtwn4suDDry504YCZ+haBKlaKWZ10+MfLdSQcjlc1FNKBdzROga3ttJgRa4Tb2fbsbsk+MbZloJy3LS2BB1iZZjWWYdxzdSXNIOHqLZUmbjv3Lkz4GebzYb77rsPOp0OU6ZMQatWrSCKIg4dOoT58+fD4XDgk08+qfGAicIhQSXF8z0MmJZuPju24kxF4aGNVWGMjIgo+hU4fZiTZcOXVawzFgD8o6UaT3fTI1UX3TOdmmhluK+9Fve1r2gztzrPhR/zXFh30lVlmzlLuYhFh51YdNgJtVTAkDNt5oY3YZu5v+Lzi1h8xInXM63ItYeuO5CklmBmFx3ubB3DmQ11kFQi4PrmGoxrpsbak27MzbYh3RQ8m2dPqReT1pfi1R1WPNpJh5taaaDk8UARpMqzX9OmTQN+fvjhhxEbG4vly5cHPGHv2LEjxowZg7Fjx2L+/PmYN29ezUVLFEZ3tNbg3zkObD9nmuPMzWakj0uGWsYvdiKiS2Xz+PH+bjs+3G0/23rzfFc3UuL5Hnp0jq97haQSVFLc3joGt7eOgc3jx9ozbeZ+OeGCzRN6fzh9IlblubAqr6LN3JUNlBidqsKIpmo0YJu5s0RRxE95Lryyw4p95tA1BgwKAY900mFKuxjOYqgHBEHA0MYqDG2swqZ8N97JtuHXk+6g7Y7afHhkkxmzs6x4oIMWd7WJgZbHB0WAiz4KV65cidGjR4dc+yGRSDBmzBisXLmyWoMjiiRSiYC3+xlx7l/AMZsP7+6yhS0mIqJoVO4TsWCvHd2WmPBGli1k0t41Xo7l18Zj6bCEak/aJVlZkGRlQbNvHyRZWdX62ZdLJ5fg+uYafDY4DoduboBF18TjjtYaJKiqvlTzisD/TrkxPd2Cdv/Jx9AfC/DeLhuOWKsuhlcfbDjtxtBVhbj1t5KQSbtaKmBaJy12TkzBY511TNrroStSlFg8LAHrxyTi+mZqhHr8crrMj2cyrOi0OB+zM60oraLdI1Ftuej5Zl6vF3l5eVW+fuzYMXg8VRdcIaoLuiYoMKltDD7d7zg79u4uG25ooUFLQ3RP3yQiqml+UcQPR514eYcVR0MUiwKAZjopnuuux7jm6hqrqq4bPBgA0P7Mzxazucptw0EpFTCsiQrDmqjwTj8RmwvKsTLXiR9zq24zBwAZhR5kFHrw3DYr2sfKMOpMhfpOcfJ6UXQrs6gcL223Yt2p4KeoACCXAHe1jsH0LjqkcHYCAegSr8A/r4rD0xYP5u2y47vDZfCcl5+XukXMzrLh/d123N0mBg901HJ2C4XFRWcaQ4YMwYIFC9C5c2dMnDgxoFDd4sWLsXDhQgwfPrzGAiWKFE931+OHY04Uuiq+2d0+4PEtZiwZGl8vLoyIiC7H+lMVrd2qqqoer5Tg8a463N2G64zPJZUI6J+iRP8UJV7vLWJncWWF+v1VTAEHgL2lXuwtteGNLBtStdKKJD5Vhd6JijpXeO2A2YNXd1ixIjd0UcM/ayQ81U2PZlFeI4FqRiuDHO9fGYsnuurwwR47vjxQFtQm0OEV8cEeOxbss+OWVho80kmH5noeT1R7BLPZXEU900AmkwljxoxBTk4OEhMT0bx5cwiCgCNHjqCgoABpaWlYsWIFUlJSajrmeiEnJwdp1dRbli7Nxez7/xwuw5QNpQFjX14Vh7HN1DUZWp3H4z58uO/Dp67v+10lHry4zYK1IdaSAoBGJuCBDlo81FELvaJ2piwbjMaAnyPtifvFyrGcSeJznQH1Vy4kSS3BiCYqjEpVY2CD8LSZq65jPs/uxZwsG749VFZldf4RTVV4upseHeLkf/v/VxfU9e+b6lLk8uGTvQ58us9eZdtAiQCMb67GtE66izq+uO/Dp67s+4u+TZScnIwNGzbgiy++wC+//ILjx49DFEV07NgRw4YNw5133gmVitW1qX64oYUa/zroCOgxPGuLGUMaKaHjWjkiIuTavHgt04pFh50IddkrFYC72sTg8S46JHPa6WVJM8gxrbMc0zrrcNLhw6pcJ37Mc+GPfDd8VSSyBU4/vjhYhi8OlkGvEHBt44ok/pooajNX6PThrZ02/POAo8pK/FemKPB8DwN6JdW9ooZU8xJUUjzTXY+HO2rxzwMOfLjHHtRG0C8CS444seSIE9c1UeGxzlr0TlKGKWKqDy5pfodSqcSUKVMwZcqUkK/v3bsX7du3D/kaUV0iCBWF6q78oeBs66JTZX7MybThld6G8AZHRBRGJS4f3s6249N99iqTqrHNVHi2ux6tDHwKWl0axUhxb3st7m2vRYnLh9XHXViZ68K6Uy64q1gWby2vaJW2+IgTKilwVUMVRqeqMLypGrER2GbOUl7RheDjPVV3IegaL8fzPfQY3FDJ5Wv0t+kVEjzSSYd722nxzSEH5u2yIy9EW8E1x11Yc9yFK1MUeKyzDlfx+KMa8LcXZuTn52Px4sVYtGgR9uzZg5KSkuqIiyjitTXK8WBHLd7dZT879vFeO25upeGUPCKqd8q8fszf68A7u2ywVjG19IpkBV7qZUDPRD4FrUlxKiluTYvBrWkxsHv8+O9JN1bmOvHLcResVbSZc/mA1cddWH3cBalgRv+UijZzI5uq0TAmvDMinF4Rn+6z451dNpS6Q8ff2iDD0931GJOqYsJE1U4tE3BPWy3uaB2DZUedeCfbFrLGxMb8cmzML0bXeDke66zDqFRVjRXZpPrnshJ3u92OFStWYNGiRdi4cSN8Ph/atWuHRx99tLrjI4poM7vosOSI82yVX58ITE8346cRCfyiJqJ6wesX8c2hMszOtOJUWehH7O2NMjzf04BhjfkUqrZp5RKMbabG2GZquH0iNpx248dcJ37Kc50tsno+n1jRUm3DaTdmbragR4Ico88Ut6vNWRIev4h/HyzDGzutOF3FsdU4Roonu+lwU0sNZHWs6B5FHrlEwI0tNfhHCzVW57kwN9sWsr5EVrEHd6wrQWuDDI920uIfLTVhiJbqmotO3H0+H9auXYtFixZh9erVcDqdEAQBkyZNwgMPPIDU1NSajJMoIsXIJZjdx4DbfqucabK5oBzfHirDrWkxYYyMiKhmiaKI1cddeGm7tcrq5o00UjzVvSKpqmuVzKORUipgaGMVhjZWYW4/EVsKyvFjXkWbuVDTf/+0vciD7UUevLDdinZGGUaeaTPXJb5m2sz5RRHLjjrx2g4rjlTRNjBBJcH0zjr8X9sYKNmFgGqZRBAwMlWNEU1V2HDajbnZdqw/HVyA86DFi/s3mvFapg03J8swvbkIlYzHK12ev0zct23bhv/85z/4/vvvUVxcjHbt2mH69Ono2bMnxo0bh8GDBzNpp3ptZFMVrm2sxM8nKr+wn8uwYkSErhEkIvq7tpjceGG7Femm8pCvGxQCpnfWYXI7LdS8SI1IUomAK1KUuCJFiVd7icguqaxQv+8Cbeb2mb3YZ7bhrZ02NNFKMappRXG7vkl/v82cKIr45YQbL++wYndJ6Cr5ermABztqMbWDlsVgKewEQcCghioMaqjC9sJyzM22YVVecFvCEw4f3jyiwH+thVh+XQKPXbosF0zce/TogaNHj6Jx48a4/fbbMXHiRHTo0AEAkJeXVysBEkU6QRAwp68R6783wXXmwUCx24+Xt1sx9wrjhd9MRBRFDpo9eHG7NeSFKQAopcCUdlo81lkHI29cRg1BENAlXoEu8Qo83V2PwxYvfsxzYmWuE9sKq24zd9zuw8d7Hfh4rwMJKglGNFVhVFM1BjVUXvJT8E35FQl7VTeDVFJgcjstpnXSIk7FLgQUeXokKvD11fHYV+rBO7tsWHrEGdTdYUeRB49vtuDjAbHhCZKi2gUT9yNHjiA1NRXPPPMMRowYAY2G6zOIQmmmk2F6Zx1ezbSdHfvnAQduTdOgB4swEVGUO13mw+xMK77KCd0vWwBwcysNnuqmQ2Pt3657S2HW0iDDI510eKSTDqccPqw6M51+4wXazBW5/PjXwTL862AZdHIBwxqrMDpVjWsaK6G9wNPF7OJyvLzdil9PBk8zBiraBt6epsHMrno0CnORPKKL0S5WjgUD4/BUNy/e323Hv3McAZ0dvj1UhmsaKTGhBfMqujQXPLt++OGHWLx4MaZMmQK1Wo1rr70WEyZMwNChQ2srPqKo8XAnHb47XIbD1opvZxHAY+lm/DYqkWs7iSgqWcr9eG+XDR/tccBZRcZ2bWMlnuthYDeNOqphjBST22kxuZ0WpW4/VudV9Ir/7aTr7Cyz89k8IpYedWLpUSeUUmDwn23mmqgQf+Zp+WGLF69mWrHsqLPK//eE5mo81U2PlgbeDKLo00wnw9v9jJjZRYexa4pwwFK5BGVauhm9khRoyhuddAkueLTccsstuOWWW2AymbBo0SIsWrQIt956K/R6Pa688koIgsDqsERnKKUC3uprxPW/FJ8d21nswecHHJjcThvGyIiILo3bJ+Kz/Q68tdOGEnfoat49EuR4sZcBV6Yoazk6CpdYpQS3pMXglrQYODx+rD3pxqpcJ9ZcoM2c2wf8fNyFn4+7IBEqWgLqfAr88oepyqf3wxor8Ux3PTrHc8YaRb8UjRQLB8dhyAoTPGJF3mQtF3Hv+lL8ODyB3RDool3UArTk5GQ89NBD+P3337Fp0ybcfffd2LlzJ0RRxIMPPoipU6dixYoVcDgcNR0vUUS7qpEK45urA8Ze3mGFqazqar1ERJHCL4pYdLgMvZaZ8NRWS8ikvaVeii+visPaUYlM2uuxmDNt5hYMisOhmxtg6bB43N1GgyR11ZeWfrGiz/XqQlnIpL1fsgI/DU/AoqEJTNqpTukUJ8eDzQLrRWwuKMfb2bYq3kEU7JIrx7Rr1w4vvPACdu/ejRUrVmD48OFYtWoV7rzzTrRq1eqiP2fu3Lm46qqr0KRJE7Rs2RI33ngj9u7dG7CNKIp4/fXX0bZtW6SkpGDkyJHYt29fwDZmsxn33nsvmjZtiqZNm+Lee++F2Wy+1F+LqNq80ssA7TlVlK3lIp7dZgljREREf+23ky4MWlGIezeUhmwNlqSWYG4/IzZfn4yxzdRRPeOu/M47UX7nnSgcNw7ld94Z7nCinkIq4OpGKrxzRSz23ZCCNSMS8EAHLVK1F7cmvWOcHIuuicdPwxNwBW8GUR11U0MvrmkUeHy/kWXDFlPo+g5E5/tbJV8HDBiADz74ADk5Ofj8888xePDgi37vxo0bcc899+Dnn3/GihUrIJPJMG7cOJSWlp7dZt68efjwww8xZ84c/Pbbb0hMTMT1118Pm63y7tSkSZOQnZ2NxYsXY8mSJcjOzsaUKVP+zq9F9Lc0jJFiVnd9wNiiw078HqK/JxFRuGUVlWPcz0UY/0sxdoVowaWVCXiqmw47JiTj/9rGQF4HpnU6582Dc9485D79NJzz5oU7nDpFKhHQN1mJV3sbkDUxGb+PTcLjXXVoHxu8OrOFTorPBsViw5hEDGuiiuqbQUR/RSIAHw2IRYKqMv3yicDkDaWwlIdekkR0LsFsNlexwqh22e12NG3aFF9//TWGDx8OURTRtm1bTJ48GTNmzAAAOJ1OpKWl4eWXX8bdd9+NAwcOoE+fPlizZg369u0LAEhPT8fw4cORkZGBtLS0cP5Kf0tOTk5Uxx/NqmPfe/0iBq0owJ7SykIkbQwy/D42CYpLbJFTn/C4Dx/u+/AJ174/ZvPilR1WLDkSujiYTAD+r20MZnbRIVFdN6t587ivXUesXvyY68SWvBIMb52AG1tq6sSNoGjCYz58/tz3vxx34Ya1xQGv3dCiYtkJ1Yy6ctxHTJNVu90Ov98Po7Gi73Vubi5MJhOGDBlydhu1Wo0rrrgCW7ZsAQBs3boVWq0Wffr0ObtN3759ERMTc3YbonCQSQS83S+wh/sBixcf7bGHKSIiogpFLh+e2GxGr2WmKpP28c3VyBifjDf6Guts0k61r4Vehoc76fBC63LcllY3Zm8QXaphTVS4t11MwNiiI07853BZmCKiaBExPQiefPJJdOrUCb179wYAmEwmAEBiYmLAdomJiTh9+jQAoKCgAPHx8QFTqwRBQEJCAgoKCqr8f+Xk5FR3+DUiWuKsi6pj38cDGJOswApT5Z/Z7EwLugsmNFBFxESXiMTjPny478OnNva90wd8c1KGr07K4fCFTph6Gnx4qJkH7XVl8JqKkWOq8bDCjsd9eHC/hw/3ffj8ue/viAX+q1HhcFnlM9TH/ihBUtkpNOY1Yo2IhuP+r2YFRETi/tRTT2Hz5s1Ys2YNpNLAO/vnr3cSRTEoUT/f+ducLxqmStSVKR3RqDr3/TtNfPh9mQml7oovYZdfwPyCWHx9dXy1fH5dw+M+fLjvw6em973HL+LfB8swO8sKkzP0OsqOcXK82FOPIQ2V9WqdMY/78OB+Dx/u+/A5f99/leTBVSsL4D5TC9ThE/Barh4/jUjkbJRqVleO+7BPlZ81axaWLl2KFStWoFmzZmfHk5OTASDoyXlRUdHZp/BJSUkoKiqCKFbemRJFEcXFxUFP6onCIV4lxQs9DAFjq/JcWHM89PRUIqLqIooilh9zot/3BZiWbg6ZtDfRSjF/YEVxsKsbsTgYEVFtaR8rxyu9Aq8RMwo9eCOLLeIotLAm7k888QSWLFmCFStWoHXr1gGvpaamIjk5GevWrTs75nK5kJ6efnZNe+/evWG327F169az22zduhUOhyNg3TtRON3eWoOeifKAscc3W1DmZQVRIqoZm/LdGLaqEHeuK8Ehqzfo9VilgFd7G7BtfDJubKmBpJ4l7AajEQajET179YLBaPzrNxAR1YBJbWNwbRNVwNjb2Tb8kc9ORBQsbIn7jBkz8M0332DhwoUwGo0wmUwwmUyw2yuKdwmCgKlTp+Ldd9/FihUrsHfvXtx///2IiYnBxIkTAQBt2rTBNddcg2nTpiEjIwNbt27FtGnTcO2119aJ6RBUN0iEikJ15856yrP7MDebheqIqHrtK/XgxrXFGLG6CBmFwa3d1FIBj3XWImtiCh7ooIWSXS6IiMJGEAR8eKURyerKlMwvAlM2lMLs5gMeChS2xH3hwoWw2WwYO3Ys2rRpc/a/999//+w2jzzyCO6//37MnDkTV111FfLz87Fs2TLodLqz23z66afo2LEjxo8fjwkTJqBjx46YP39+OH4loip1iVdgctvACqLv7bLhkCX4wpqI6FKddPjwwMZS9F9egJ+Pu4JelwjAHa012D4hGc/1MMCgCPtKOSIiApCgkuLjAbEBYyccPkzbZA5YDkwUtuJ0ZrP5L7cRBAGzZs3CrFmzqtwmNjYWCxYsqM7QiGrEU931+OGY8+w603I/MGOzBd8Pi+e6UiK6LGa3H+9k2zB/nx0uX+htRjRV4fkeerQxykNvQEREYTWkkQoPdNDiw3PaBn9/zImrDylxW1rMBd5J9QlvuRPVEoNCgld7BxYh+d8pN344xkJ1RHRpXF4R7++yoeuSfMzbHTpp75OkwJoRCfjm6ngm7UREEe65Hnp0igv8rn5iswWHLcF1Sqh+YuJOVIsmNFdjYANlwNisLRZYy7mOiYj+ms8v4pscB3ouM+HZbVaYy4OnUbY2yPD1kDisGZGAvsnKEJ9CRESRRikVsHBQLNTn1B5xeEVM2lCCch+nzBMTd6JaJQgC3uprgPycv7x8px+zs6zhC4qIIp4oivjluAsDVhTg/o1mnHAEP2JvoJHgvf5GbBqXhJGpai7BISKKMm2Mcrx23uzMzCIPXs/kdSIxcSeqda2NcjzcURswNn+vA7tKWKiOiIJtLyzH6DVFuGFtMfaWBk+Z1MsFPNtdj+0TknFH6xjIJEzYiYii1V1tNBjZNLBF3Lu77Nhwmi3i6jsm7kRhML2LDk200rM/+0RgRroZflYPJaIzDlu8uGtdCa7+sRAb88uDXldIgPs7xCBzYjKmd9FBI+MpnYgo2gmCgPf7G9FAU/mdLgK4b0MJSqqqQkr1As/yRGGgkUkwp0/gVKgtBeX4OqcsTBERUaQocPowI92MPt+bQhavFADc0FKNjPHJeK23EfEqafCHEBFR1IpTSfHJgFicO3/qVJkfD//BFnH1GRN3ojAZ0VSN65oEToV6fpuVd1OJ6imbx4/XMq3otsSEhfsd8Ia4Nru6kRLrxyRiwcA4pOrC1tGViIhtCtewAAAgAElEQVRq2KCGKjzSKXBp5Y95LvzrIB/y1FdM3InCaHYfQ0D10BK3Hy9uZwESovrE4wc+3WdH9yUmvJFlgyNExt4lXo7l18Zj6bAEdI5XhCFKIiKqbU9106NrfGCLuCe3WHDQzLpI9RETd6IwaqaTYUYXXcDYlwfLkFEQvJ6ViOoWURTx/dEy3LBDhZmbLSh0BbeFbKaT4rNBsVg3OhGDGqpCfAoREdVVijMt4mJklQ95nD4Rk9aXws0WcfUOE3eiMHuwoxZphsApr4+lm+H18wuZqK7acNqNIT8W4u7/leKEK/hUHK+sqIOx9fpkTGihgYSt3YiI6qVWBjlmn1cXKbvEg5c5Q7PeYeJOFGZKaUVv93PtKvFg4X5HmCIiopqyq8SDib8UYcyaImQWBU911MgEzOyiQ+bEZExpr4VCyoS9Jvi6dIGvSxc42raFr0uXcIdDRHRBt6VpMK6ZOmDsgz12rDvpClNEFA6sbEMUAQY1VGFiCzWWHKmsIP3qDivGNVMjRcOK0UTRLs/uxas7rFh02IlQc2mkAnBn6xg80VWHZP7N1zj7+vUAgJycHKSlpYU5GiKiCxMEAe9eYcS2wnKccFQWMb7v91L8MS4JCewuUi/wiTtRhHillwE6eeXTNZtHxLMZljBGRER/V4nLh6e3WtBzqQn/qSJpHxLvxZbrkzD3CiOTdiIiCsmolGD+wMAWcSanHw9uZIu4+oKJO1GESNFI8XR3fcDY4iNOrD/lDlNERHS5nF4R72Tb0HWpCR/usaM8uO4crkhW4NeRiZjTrhytDPLgDYiIiM7RP0WJ6Z0DixqvOe7CZ1xeWS8wcSeKIJPaxqBTXOAF/IzNZpSzcihRVPD6RfzroAM9lubjxe1WWMuD/3bbGWX47po4rBqegF5JbO1GREQX74luOvRMDLxWfCbDgn2lbBFX1zFxJ4ogMomAuf2MAWM5Fi8+2GMPU0REdDFEUcRPeU5cubwAD/9hxqmy4EfsjTRSfHilERvHJuG6JmoIrBRPRESXSC4R8OnAOGjPaRHn8gH3rC+By8sHPXUZE3eiCNMrSYE7W2sCxt7MsiHX5g1TRER0IVtMboxYXYRb/luC/ebgv1ODQsBLPfXYNiEZt6bFQCphwk5ERJevuV6Gt8570LO31IsXtrM2Ul3GqvJEEej5HnqszHWhxF3x1M7pE/HkFgu+vSY+zJER0Z8Omj14cbsVq/JCt+NRSoEp7bSY1lmHWCXvk0cS7aBBAIB2bjdUSuXZKvNERNHixpZqrD3pCuhI9MleB65upMLQxqowRkY1hYk7UQSKU0nxYk89HvrDfHZs9XEXfspzYkRT9QXeSUQ17XSZD3Myrfgqpwyhyk8IAG5upcGsbjo00fI0G4mkO3cCAGLCHAcR0eUSBAFv9zNia0E58uyVLeLuP9MiLknNLiV1DR8BEEWoW9M06HNe4aontlhQ5g1RnpqIapyl3I9XtlvRfYkJXxwMnbQPa6zExrFJ+GhALJN2IiKqUQaFBAsGxuLcFViFLj8e+L2ULeLqICbuRBFKcuZOqvScL+Pjdh/e3mkLX1BE9ZDbJ+LjPXZ0W2LCW9k2OENk7D0S5Fh5XQIWDU1Ahzi2diMiotrRN1mJx7sEtoj79aQb8/exRVxdw8SdKIJ1jJPj3naBkznf223HQTNbfhDVNL8oYtHhMvRaZsKsrZazNSfO1VIvxZdXxWHtqEQMaKAMQ5RERFTfzeiiQ9/zZmk+l2HB7hJeL9YlTNyJItysbnqkqCv/VD1+YMZmC6dAEdWg3066MGhFIe7dUBqwdvBPSWoJ3u5nwObrkzG2GVu7ERFR+MgkAuYPjIVeXnkuKvcDk9aXwMkWcXUGE3eiCKdXSPBab0PA2IbTbiw96qziHUR0ubKKyjHu5yKM/6UYu0I8qdDKBMzqpsOOCcm4p60WcrZ2IyKiCJCqk+GdKwJbxO03e/FsBlvE1RVM3ImiwPXN1RjcMHAa7tNbLbCUs1AdUXU4ZvNi0voSDF5ZiP+dcge9LhOAye1ikDkxGU901UMr5+mTiIgiy4QWGtzUMrD70ML9DvyUx4c9dQGvPIiigCAIeKuvAYpz/mJNTj9e22ENX1BEdUCRy4cnNpvRa5kpoBfuucY3V2Pr+GS82deIRLbXISKiCPZmPyOa6QLPVQ9uNON0WfCyL4ouTNyJokQrgxwPdwqsGvrpfgeyi8vDFBFR9HJ4/Hgzy4puS0yYv88BT4jJKwMbKLFudCI+HxyHFnq2diMiosink0uwcFBcQFeiErcfU38vhZ/1kaIaE3eiKDK9sw6p2sq7qH4RmJ5u5hcx0UXy+EX8c78D3Zea8GqmDTZP8N9Oxzg5lg6Lx/Jr49EtQRHiU4iIiCJXz0QFnuqmDxj73yk3PtxjD1NEVB2YuBNFEbVMwJy+gYXqMgo9+HdOWZgiIooOoihixTEn+n1fgGnpZpicwY/Ym2ilmD8wFhvGJOLqRipWiicioqj1aCct+qcE3nx+absVWUWcqRmtmLgTRZnrmqgxsqkqYOz5bRYUu7h2iSiUTfluDFtViDvWleCQ1Rv0eqxSwKu9Dci4Phk3ttRAwoSdiIiinFQiYP6AWBgUlec0jx+YvKEUjlDrwyjiMXEnikKv9zFAI6v8Ii51i3hhGwvVEZ1rX6kHN60txojVRcgoDG7tppIC0zppkTkhBQ900EIlY8JORER1R2OtDO/1jw0Yy7F48dRWtoiLRkzciaJQU60Mj3cJLFT3VU4ZtpiC21gR1TcnHT48uLEU/ZcXYM1xV9DrEgG4o7UGOyak4PmeBhiVPBUSEVHdNLaZGrenaQLGvjxYhhXH2CIu2vBqhShK3d9BizaGwErXj6Wb4fWzUB3VT2a3H89nWNBjaT7+nVOGUH8KI5qqsGlcEt7rH4uGMWztVl9ZzGZYzGZsy8iAxWwOdzhERDXq9T4GtNQHnvMe/qMUJx1cZhlNmLgTRSmFVMBb/YwBY3tKvViwzxGmiIjCw+UV8f4uG7ouyce83XaEKvfQJ0mB1SMS8M3V8WhrlNd+kERERGGilUvw2aA4yM/J/MzlIu7bUAIfH/hEDSbuRFFsQAMlbmipDhh7bYcVp3gHleoBn1/Et4fK0HOZCc9us8JcHnzx0dogw7+HxGHNiAT0S1aGIUoiIqLw65qgwDPdA1vE/Z5fjvd2s0VctGDiThTlXu5pgP6ciqF2r4hnMlh0hOouURTx6wkXBqwowNTfS3EixI2qFLUE864wYtO4JIxKVbO1GxER1XsPddRiYIPAm9iv7rBiRyFbxEUDJu5EUS5ZI8Wz591BXXbUiXUng4tyEUW7HYXlGL2mCP/4tRh7S4Nbu+nlAp7trseOicm4s00MZBIm7ERERAAgEQR8MiAWscrKc6NXBCatL4GdLeIiHhN3ojrg/9rEoEt84LrdGZvNcPu4bonqhsMWL+5aV4IhPxZiY37wkwG5BJjaPgaZE5MxvYsOGhlPb0REROdrGCPF++e1iDti8+GJLZytGelkf70JEUU6qUTA2/2MGPpjIf5M1Q9bfXhvlw0zu+ov+F6iSFbg9OGNLBu+OOCAt4r7UDe0UOOp7no00/GURhdH/cgjAIBUiwVqgwHOefPCHBERUe0ZlarG3W00+OeBsrNjX+eU4ZpGSlzfXHOBd1I48SqHqI7omajAXed9Cb+dbcM/WmqY0FDUsXn8+GC3HR/stsNRRcY+pKESz/fUo0u8opajo2in+PJLAEDimZ+ZuBNRffNqbwP+yC/HQUvlsrNHNpnRI1GBplpeN0YiziUkqkOe62FAvLLyz9rlA57YbIYocso8RQePX8Sn++zovsSEOVm2kEl7l3g5frg2HsuuTWDSTkREdBk0MgkWDoqF4pxs0FouYsqGUraIi1BM3InqkFilBC/1Cpwa//MJN37KY6E6imyiKOL7o2Xos8yEmZstKHQFF8lJ1UqxcFAs1o1OxOCGqjBESUREVHd0jlfg+Z6GgLF0UznmZtvCFBFdCBN3ojrm5lYa9EsOfAr5xBYLHKwWShFqw2k3hvxYiLv/V4ojtuDWbvFKCeb0MSBjfDImttBAwtZuRERE1WJq+xhc3SiwRdzsLBu2FrjDFBFVhYk7UR0jEQS81dcI6Tm5zQmHD2/t5N1Tiiy7SzyY+EsRxqwpQmaRJ+h1jUzAzC46ZE5MxpT2WiikTNiJiIiqk0QQ8NGVsUhQVaaFPhGYvL4U1nI+9IkkTNyJ6qAOcXJMba8NGHt/tx37zcHJEVFty7N7MWVDCQYsL8Dak8F39KVCRYvDHROS8XR3PfQKnqqIiIhqSrJGig+vDGwRl2v3YcZmc5giolB4NURURz3RTYeGmso/ca8IzEhnoToKnxKXD89staDnUhP+c9iJUEfimFQVNl+fhLlXGJGikdZ6jERERPXRtU1UmNwuJmBs0WEnFh0uq+IdVNuYuBPVUTq5BK/3MQaMbcwvx+IjzjBFRPWV0yvi3Wwbui414YM9doSaedcvWYFfRybiX0PikWaQ136QRERE9dxLPQ1obwxsBTc93YxjNm8V76DaxMSdqA4bk6oKKjjyTIYFZjfXLFHN8/pF/OugAz2W5uOF7VZYy4OfsbczyvDdNXH4aXgCeiWxtRsREVG4qGUCFg6Og/KcCW82j4h715fCyxZxYcfEnagOEwQBb/Y1BnwBFzj9eDXTGr6gqM4TRRE/5Tlx5fICPPyHGafKgm8UNdJI8cGVRmwcm4TrmqghsFI8ERFR2LWPlePl81rEbS0sxxsschx2TNyJ6rgWehke7aQLGPtsvwNZReVhiojqsq0FboxYXYRb/luC/ebgqXUGhYAXe+qxbUIybkuLgVTChJ2IiCiSTG4Xg2sbB87YfGunDekmtogLJybuRPXAo510aK6rfOzuF4HH0s3wcdoTVZMciwe3/bcYw1YVId0UfFNIKQUe6qhF1sQUPNJJB7WMCTsREVEkEgQBH1wZiyR1ZaroP9Mijsstw4eJO1E9oJYJeKNvYKG6HUUe/OsgK4XS35Nf5sOjf5Si7/cF+DHPFfS6AODmVhpsG5+Ml3sZEKvkaYeIiCjSJaql+HhAYIu4Ew4fHmOHorDhFRRRPTG0sQpjUlUBYy9ut6DQ6QtTRBTNLOV+vLLdiu5LTfjiYBl8Ic7hwxorsXFsEj4eEIsmWlnwBkRERBSxrm6kwv0dAlvELTvqxLeH+OAnHHglRVSPvNbbgP+edMPhrciyzOUint9mxUfn3VElqorbJ+Lz/Q68udOGkiqmy/VIkOOFngYMaKAM+TpRuNn+9z8AwPG8PDRp2jS8wRARRbDnexiw4XQ5dpd4zo7N3GxB32QlWuiZStYmPnEnqkcaa2V4omtgobpvDpWx2Aj9Jb8oYvHhMvReZsKsrZaQSXtLvRRfXhWHtaMSmbRTRPN37Qp/164oa9cO/q5dwx0OEVHEUkoFLBwUC7W0sjaNwyti0voSeFgrqVYxcSeqZ6Z20KKtMfAO6fRNZn75UpXWnXRh8IpCTN5Qilx78NKKJLUEb/czYPP1yRjbjK3diIiI6pK2Rjle7R3YIm5HkQevs71wrWLiTlTPyCUC3u4XWKhur9mL+XvtYYqIIlVWUTmu/7kI1/9SjOxzpsj9SSsTMKubDjsmJOOetlrI2dqNiIioTrq7jQYjmgbWSnon247fT3PWZm1h4k5UD/VPUeKmluqAsdmZNpx0sFAdAcdsXkxeX4LBKwux7lTwCVkmAJPbxmDHxGQ80VUPrZynEiIiorpMEAS839+IlHNaxIkApmwoQSlbxNUKXm0R1VMv9TLAoKh8Qmr3inh6qyWMEVG4Fbl8eGKzGb2WmbD4iDPkNuObq7F1fDLe7GdEklpayxESERFRuMSrpJg/MBbnzq87VebHw3+UskVcLWDiTlRPJamleK6HPmDsh2NO/PdkcC9uqtscHj8+y5Oh2xIT5u9zwBPixvmAFAV+G5WIzwfHsYosRT35F19A/sUXSFi2DPIvvghvMEREUWRQQxUe7qgNGFuZ68JXOWwRV9PCmrj/8ccfuOmmm9CuXTsYjUZ8/fXXAa8XFBRg6tSpaNu2LRo0aIAJEybg8OHDAduYTCbce++9aN26NRo2bIj+/ftj0aJFtflrEEWtu1rHoFuCPGBsZroZLi/vmtYHXr+If+53oPtSEz7JU8DmCf537xArw5Kh8VhxXQK6JyrCECVR9dM8+ig0jz6KZq+/Ds2jj4Y7HCKiqPJ0dz26xgdePz65xYIcS3A9HKo+YU3cHQ4H2rdvj9mzZ0OtDlxvK4oibr31Vhw5cgRff/01NmzYgCZNmmDs2LFwOBxnt7vvvvtw8OBBfPPNN9i0aRNuuukmTJkyBX/88Udt/zpEUUcqETC3nzFgytMRmw/zdtvCFhPVPFEUsTLXiX4/FGBauhkmZ/Aj9sYxUnwyIBa/j03CNY1VrBRPREREAADFmRZxGlnltUGZV8Sk9aUo9/HhT00Ja+I+bNgwPPfccxg7diwkksBQDh8+jIyMDLz11lvo0aMH0tLSMHfuXLhcLixduvTsdlu3bsWkSZPQs2dPNGvWDA899BAaNWqEHTt21PavQxSVuiUocE/bmICxudk2HLV6wxQR1aRN+W4MW1WI238rQY4l+N84VinglV56bBufjJtaaSBhwk5ERETnaWWQY3afwBZxO4s9eGUHW8TVlIhd4+52V1QyVqkq2w5IJBIolUqkp6efHevbty9++OEHlJSUwO/3Y9WqVSguLsagQYNqPWaiaPVMdz0SVZVfB24fMHOzmYVG6pB9pR7ctLYYI1YXIaMweCqbUiJiWictMiek4MGOOqhkTNiJiIioarenaTC2WWCLuPd22/G/U6yXVBMEs9kcEVfmjRo1whtvvIFbb70VAODxeNC9e3d07doV7733HmJiYvDRRx/hhRdewJAhQ7Bs2TIAgNVqxT333INff/0VMpkMSqUSCxYswMiRI6v8f+Xk5NTK70QUTX4qkOL5g8qAsTlt3RiSwBZx0czkFrAgT44fTVL4EZyMSyBidLIP9zb1IEkZEacDohrXs1evgJ+3ZWSEKRIiouhm9QI371ChoLzyAVCCwo9vu7lglF/gjRQkLS3tgq9HbGlguVyOr776Cg8++CCaN28OqVSKwYMHY+jQoQHbvfLKKyguLsby5csRFxeHVatWYerUqVi1ahU6deoU8rP/aqdEgpycnKiIsy6qr/v+4VYifrYUYZOp/OzYe3ka3Nozqdb6dNfXfV8TzG4/3t1lwyd77XBVce9leBMVnu+pR1ujnPs+jLjvw4/7v3bxmA8f7vvwqcv7/vNYN0avLsKft/+LyiWYeyoO31wdFxE1curKvo/YqfIA0LVrV2zcuBG5ubk4cOAAli5dipKSEqSmpgIAjh49igULFmDevHkYNGgQOnXqhCeffBLdunXDggULwhw9UXQRBAFv9zPi3BnSJ8t8eCOLheqiicsr4v3dNnRdko93d4VO2nsnKrB6RAK+vSYebXk7nIiIiP6GK1OUeKxzYIu41cdd+OcBtoirThGduP/JYDAgISEBhw8fRmZmJkaMGAEAKCurOBikUmnA9lKpFH5/iEbERHRB7WLleKBD4BfvR3vs2FfK9h6RzucX8e2hMvRcZsKzGVaYy4OnvacZZPj3kDj8PDIB/ZKVIT6FiIiI6NI92U2PHue1GH5qqxn7zbyGrC5hTdztdjuys7ORnZ0Nv9+PEydOIDs7G8ePHwcA/PDDD9iwYQOOHTuGVatWYdy4cRg5ciSGDBkCAGjdujVatGiB6dOnY/v27Th69Cjef/99rFu3DqNGjQrnr0YUtWZ21aFxTOXNMK8ITE9nobpIJYoifj3hwoAVBZj6eylOOIIfsaeoJZh3hRHp45IwKlUdEdPWiIiIqO6QSwQsHBQH7TlTN10+YNL6Uri8vIasDmFN3DMzMzFw4EAMHDgQTqcTr7/+OgYOHIjXXnsNAJCfn4+pU6eiV69eeOKJJ3DjjTfis88+O/t+uVyOxYsXIyEhATfddBP69++P7777Dh9++CGGDx8erl+LKKpp5RK81juwvccmUzn+c9gZpoioKjsKyzF6TRH+8Wsx9pYGt3bTywU8212P7ROScWebGMgkTNiJiIioZjTXy/BmP2PA2O4SD17cbglTRHVLWIvTDRgwAGazucrX77vvPtx3330X/IyWLVviq6++qu7QiOq10akqDG2kxK8n3WfHns2w4LomKhiVUbHCpk47YvXipe1W/HAs9M0UuQSY1DYGM7roEK+ShtyGiIiIqLrd1FKNtSdcWHq08hrl470OXN1IhWsaqy7wTvorvAInoiCCIOCNvkYoz8n5Cl1+vLLDGr6gCAVOH2akm9F7manKpP2GFmpkjE/G632MTNqJiIioVv1Z7LiJNvAa5P6NpSh0ssXw38HEnYhCaq6X4bHOuoCxz/Y7kFlUXsU7qKbYPH68nmlFtyUmLNzvQKilYkMaKrF+TCIWDIpDM13EdvokIiKiOs6olODTgbE4d4VegdOPBzaWsmbS38DEnYiq9EhHHVroKu+YigAeSzfD5+eXbm3w+EV8us+O7ktMmJNlgyNExt45To4fro3HsmsT0CVeEYYoiYiIiAL1TVZiZpfAB0C/nHBjwT5HmCKKfnwsQ0RVUskEvNXPiPG/FJ8dyyzy4IuDDtzTVnuBd9LfIYoifjjmxMvbrThiCz2tLFUrxbM99BjfXA0Jq8QTXZKyd98FABSYTEhKTg5zNEREddPMLjr875QbWwoqZ2s+t82CK1OU6BAnv8A7KRQm7kR0QUMaqTCumTpgTfWL260YnapGkpprqKvbhtNuvLDNgh1FofuexislmNlVh/9rEwOFlAk70eXw3HUXAKAoJwexaWnhDYaIqI6SSQTMHxiLgcsLYPVUzBp0+4BJ60vw2+gkqGW8jrkUnCpPRH/ptd6GgL6c1nIRz2WwtUd12l3iwT9+KcKYNUUhk3aNTMCMLjpkTkzGfe21TNqJiIgo4jXTyTD3isAWcfvMXjy3jdeRl4qJOxH9pYYxUjzZLXCd0neHndiY767iHXSxjtu9uG9DCQYsLwhov/cnqQDc3UaDHROS8Ux3PfQKfm0TERFR9JjYQoMbW6oDxj7d58Ca46E75FBovAIkoosypb0W7WMDV9fMSDfDw0J1l6XE5cMzWy3oucyE7w47EWovjk5VYfP1SXjnilikaLgsgYiIiKLTm32NaKYLvJZ54Hcz8svYIu5iMXEnoosil1T05TzXfrMXH++xhymi6OT0ing324auS034YI8d7hDnq37JCvw6MhFfDYlHmoHFW4iIiCi66RUSLBwUh3NX+hW7/bj/91L42SLuojBxJ6KL1i9ZiVvTNAFjs7NsOGH3himi6OHzi/jqoAM9lubjhe1WWMuDT1LtjDJ8d00cfhqegF5JbO1GVFMkWVmQZGVBs28fJFlZ4Q6HiKhe6JmowKxu+oCx30658fFetoi7GKwqT0SX5MWeeqzKdcJ8JvEs84qYtdWCr4bEhzmyyCSKItYcd+HF7VbsN4e+wdFII8Ws7jrc3FIDqYRF54hqmm7wYABA+zM/W8zmsMVCRFSfTOukxW8nXdhkqmwR98I2C65MUaBLPB9aXAifuBPRJUlQSfFCT0PA2MpcF3494QpTRJFra4EbI1YX4eb/loRM2vUKAS/21GPbhGTclhbDpJ2IiIjqNOmZFnEGReU1j8cPTF5fijKvP4yRRT4m7kR0ye5orUGPhMC11zM3m+H0co0SAORYPLj9t2IMW1WE9HPuKP9JKQUe6qjFzokpeKSTjn1MiYiIqN5oopVh3hWxAWMHLV48vZUt4i6EiTsRXTKJUFGo7twHxMdsPry7yxa+oCJAfpkPj/5Rir7fF2BlbvAMBAHAza00yBifjJd7GRCr5FcwERER1T/jmqtx23l1k/55oAwrc9kiriq8aiSiy9I1QYF72sYEjL27y4bDlvpXqM5a7scr263ovtSELw6WwRdi4sGwxkr8PjYJHw+IRVMty4sQERFR/Ta7jwEt9YEt4h7+oxSnHGwRFwoTdyK6bE930yNJXfk14vYBj28xQ6wnbT3cPhEf77Gj2xIT3sq2oSzEUoHuCXKsvC4Bi4YmoGMcW7sRERERAYBWXtEi7twVg6VuEfexRVxITNyJ6LIZlRK80iuwUN1/T7qxIsQ08brEL4pYfLgMvZeZMGurBcXu4GIqLXRSfDE4Dv8dlYgBDZRhiJKIiIgosnVLUOCZ7oEt4jacduP93fYwRRS5mLgT0d/yjxZqXJkS2L5j1hYzbJ66WRl03UkXBq8oxOQNpci1B0/lSlRJ8FZfA7aMT8a45moIAgvPEREREVXl4U5aDDzvIcfL263ILAou8FufMXEnor9FOFOo7txpTqfK/JiTWbcK1WUVleP6n4tw/S/FyC7xBL0eIxPwZFcdMicmY1I7LeRs7UZERET0lySCgE8GxCJWWXnt5BWBSetLYK+jD4IuBxN3Ivrb2hjleKijNmDs47127AmR4EabYzYvJq8vweCVhVh3yh30ukwAJreNQebEZDzZTQ+tnF+rRERERJeiYYwU7/UPbBF32OrDk1vYIu5PvMIkomoxo4sOjWMqK4P6RGB6ujlqi4sUuXx4cosZvZaZsPhI6NYk1zdTY+v4ZLzZz4gktTTkNkRERET010anqnFX68AWcf/OKcMPR9kiDmDiTkTVJEYuwZw+gYXqNheU49tDZWGK6PI4PH68tdOGbktM+GSvA6FmaA1IUeC3UYn451VxaKFnazciIiKi6vBqbwNaGwKvrR7ZVIrj9vrXbvh8TNyJqNqMaKrCtU1UAWPPZVhRGqLqeqTx+kV8ccCBHktNeGWHFTZP8EyBDrEyLBkajxXXJaB7oiLEpxARERHR5YqRS/DpoFgozslSLeUipmwohc8fnbM4qwsTdyKqNulunIgAABnjSURBVIIgYE4fA1TnzBovdvvx0vbIXZ8kiiJW5jrR74cCPLrJjHxn8E2GxjFSfDIgFhvGJOGaxipWiiciIiKqIV3iFXiuR2CLuE2mcryzq363iOMcTyKqVs10MszooscrO6xnx744UIbb0mLQI8KeUqeb3Hg+w4qthaHbjcQqBUzvrMOktlqoZEzWieqK8jvvBABYLBYYDIa/2JqIiGrb/R20+O2kG7+dUxj49UwrBjdUomeEXU/WFibuRFTtHuqoxXeHynDIWrEeSQTwWLoZv41KhDQC2qTtN3vwwjYr1hx3hXxdJQWmttfikU46GJWcmERU1zjnzQMA5ObkIC0tLczREBHR+SSCgI8GxKL/DwUoPrPk0nemRdyGMUnQK+rf9Vn9+42JqMYppQLe6hf4FGtnsQefH3CEKaIKJx0+PLixFFf8UBAyaZcIwO1pGmyfkILnexqYtBMRERGFSYpGig8HGAPGjtl8eHyzOUwRhRevSomoRgxuqMKE5uqAsZd3/H97dx7V1J2+AfwJSyAiENaAslhHNotgFcVa2oparNW64LjVOq222HHEtk5V1Km16rQuR6lLqU7disqpjtQN61J7BgUrFlSU6vjzUBArKEEUkLBElvv7wyEQISFAIAjP55z80Zt7v7736T0hb+7yfQR5aVWb11KorMbnF4vQ/4dc7E0vRUPPNhnpao5fxjpic5ANultwajciIiIiQ3vdVYIwbwu1ZfsyyhCb+WzNWqQPbNyJqNX8c6A1LE1rL41/9FjA0ott96C68koBm68Vo29sLjb8pkB5A78ZDHQQ4/hIe3w/3A4+NqZtVhsRERERNW7FAGv4SNXv8P77+ULcLu5cU8SxcSeiVuPcxRhLXlB/Kui/M8qQeE+pYQv9qKoW8P3vpQg4KMfSlEcofFz/FLuHtQn2DLXFqVH2GOxk1qr1EBEREVHzSExE2P6qLczqXBD5qELArIQCVHaiKeLYuBNRqwrzsYCvrfqZ7PlJhXhcpf8PWkEQcDq7HK8czcPsxAJkl9Q/xe4kMcKGwVIkjXPEm+4STu1GRERE1M49b2uKFQHqz0/6Ne8x1l0tNlBFbY+NOxG1KhMjEdYPUv+gvVlUiW+u63cuzsv3H2PMyXxMPP0A1wvqXzplaSrCp/2scGmCDO96WcCkHTzdnogMw1oqhbVUioABA2AtlTa+ARERGdwsHwuEuKhfJbn2ajEuyFv3Ss72go07EbW6QJkZpnt0UVu29mox/lC0/N6kzEeVmBH/EEOP3Udibv352E2NgL/2tsCVP8sw398SFqb82CMiIiJ61ohEIkQF2cBRUvtdrloAwhIKUPS42oCVtQ1+gyWiNvF5gBVszGrPcpdWClj8a/MfVJdXVoUFSYUYeFCOQ1llDa4zsacEKaEyrA6Uws6cT4onIiIiepY5SIzxTZCN2rI7iip8klQIQejY97uzcSeiNmFnbozlT92b9OMf5Th5p+GmW5PiimqsTn2EfrFybPu/ElQ28Bkd3M0MZ8c4YNurtuhhaVJ/BSIiIiJ6Jg13Mcfs3upTxMVmlmF/RtO+Uz5r2LgTUZt526MLBjioP6hu4YUilFY2fnlTRbWA7TcU6Bcrx+orxVA00LH72ZriUIgdDo2wh7+dWG91ExEREVH7say/NZ63UT85Mz+pELceddwp4ti4E1GbMRKJsP5FKeo+F+4PRRUi0zQ/qE4QBBy+VYbAg3LMv1CE++X1m3z3rsbY/qoNzoxxQHB389YonYiIiIjaCXMTEXYMsUXdOyEVlQLCEh6iooNOEcfGnYjalJ+dGLN81C9v2vRbMdKLKuqtm3hPiWHH7uPdMw+RWVx/ajc7MyOsDrRGcqgMf+7ZBUac2o2IiIioU/CWmuKLgeq3YV68X4E1qR1zijg27kTU5pa8YAWnOk8EfVwNLLhQhJpnilx7WIGJP+XjzZP5uJxfv6HvYiLCfH9LpP5Zhr/27gozYzbsRERERJ3NTC8LjHRVv9pyfVoxzuV2vCni2LgTUZuzEhvV+4X0zF0lvr9rgr8mPMTLR/JwOqf+B66xCJjh1QWXJ8jwaT8rWIn5EUZERETUWYlEInwdJFU7ISQA+OBsAQqVHWuKOH7rJSKDCH1OgledzdSWfXVLjH0ZZWjozqQ33c2RNM4RXw22gVMXTu1GRERERE9mLtr6ivoUcTmlVfjofEGHmiKOjTsRGYRIJMK6F61h2sin0IsyMX4aZY89Q+3gKTXVvjIRERERdTpDupnjQ9+uasuOZJVjb3qpgSrSPzbuRGQwHtam+MjXssH3vKUm+H6YLY6PtMdAR7MG1yEiIiIiAoBP+1nB3079JE/Er0W4XdYxnoXExp2IDOrv/l3hZV07D2e3LkbY/JIUv4x1xEg3CUR8UjwRERERNUJsLML2V23QxaT2u2NppYClN8V4XPXsXzLPxp2IDKqLiRGOjbTHPwdYYZmHEpcmOGG6pwWMjdiwExEREZHuPKxNsTpQ/QHINxTG+DL1kYEq0h+TxlchImpdDhJjhPtaIj09FxITNuxE1Lqq/P0BAOVKJczNeCsOEVFHMt2jC37OLsfR2+UAAHdJNcb1kBi4qpZj405ERESdiuLsWQBAeno6PDw8DFwNERHpk0gkwsaXbHDpfh6Gu5jhPbt8+NmLDV1Wi7FxJyIiIiIiog7DxswI58Y5wsbMCOnp+YYuRy94jzsRERERERF1KDZmHavV7Vh7Q0RERERERNTBsHEnIiIiIiIiasfYuBMRERERERG1Y3w4HREREXUqXV99FQDg87/p4GqeMk9ERNResXEnIiKiTsX46lUAgIWB6yAiItIVL5UnIiIiIiIiasfYuBMRERERERG1Y2zciYiIiIiIiNoxNu5ERERERERE7RgbdyIiIiIiIqJ2jI07ERERERERUTtm0Mb9l19+wZQpU+Dj4wOpVIqYmBi19/Py8jB79mx4e3vD2dkZEyZMQEZGRr1xLl26hHHjxqF79+5wcXFBSEgIHjx40Fa7QURERERERNRqDNq4l5SUoHfv3li9ejUkEonae4IgYNq0acjMzERMTAwSEhLg6uqKsWPHoqSkRLXexYsXMX78eAQFBeH06dM4c+YMwsPDYWLCKeqJiIiIiIjo2WfQ7jYkJAQhISEAgL/97W9q72VkZCAlJQWJiYno06cPACAyMhKenp744Ycf8Je//AUAsGTJEoSFhWH+/PmqbXv16tVGe0BERERERETUutrtPe5KpRIAYG5urlpmZGQEMzMzJCUlAQDu37+P5ORkyGQyvP766/Dw8MDIkSNx9uxZg9RMREREREREpG/t9npyT09PuLq6YsWKFdi0aRMsLCzwzTffICcnB3K5HACQlZUFAFi1ahVWrFgBPz8/HDlyBKGhoThz5ozqTP3T0tPT22o3WuRZqbMjYvaGw+wNh9kbDrNvWwFP/Tfzb3vM3HCYveEwe8N5FrL38PDQ+n67bdxNTU2xZ88ehIeH47nnnoOxsTGGDBmC1157TbVOdXU1AGDGjBmYPn06AMDf3x/nzp3Drl27EBkZ2eDYjYXSHqSnpz8TdXZEzN5wmL3hMHvDYfaGx/zbFo95w2H2hsPsDaejZN9uG3cA6Nu3L86dO4eioiJUVFTA3t4ew4YNwwsvvAAAkMlkAAAvLy+17Tw9PZGdnd3m9epTRzi4nlXM3nCYveEwe8Nh9m2vqLDQ0CV0ajzmDYfZGw6zN5yOkn27vce9Lmtra9jb2yMjIwOpqal44403AADu7u5wdnaud+lDRkYGXF1dDVEqERERERERkV4Z9Iy7QqFAZmYmgCeXvWdnZyMtLQ02NjZwdXXF4cOHYWtrCzc3N1y/fh2LFi3CqFGjMHToUACASCTC3LlzsXr1avj6+sLPzw+HDh1CSkoK1q5da8hdIyIiIiIiItILUWFhoWCofzwxMRFvvvlmveVTp07Fli1bsHXrVmzevBl5eXmQyWSYMmUKFi5cCLFYrLb+xo0bsW3bNjx8+BDe3t747LPPMGTIkDbaCyIiIiIiIqLWY9DGnYiIiIiIiIi0eybucSciIiIiIiLqrDp14x4ZGYng4GC4urriT3/6EyZPnoz//ve/ausIgoBVq1bB29sbTk5OGDVqFG7cuKG2zrp16zBixAh069YNUqlU47+3f/9+BAUFQSaToWfPnvjggw+01pebm4v3338fAwYMgK2tLWbPnt3gekeOHEFgYCAcHR0RGBiIuLi4RvddqVRiwYIF6NmzJ7p164YpU6YgJydHbR2pVFrvtXPnzkbH1gWz1559c2rWFbPXnH1MTEyDx71UKsXly5cbHb8xzF77cX/58mWMHTsW7u7ucHNzw5gxY3Dp0qVGx24Mc9ee+9mzZxESEgIXFxd4eXlh2bJlqKysbHRsXXTm7L/77juMHj0abm5ukEqluH37dr11CgsLMWvWLLi5ucHNzQ2zZs1CoZ6eeM/stWev6341B7PXnP3t27cRHh4Of39/ODk5wd/fH8uXL0dZWVmjY+uC2WvOvrq6GlOmTIGvry9kMhm8vLwwa9Ys3L17t9GxdcHstX/m1CgvL8dLL70EqVSK1NTURseuq1M37ufOncN7772HU6dO4ejRozAxMcG4ceNQUFCgWmfjxo2IiorCmjVr8J///AcODg4YP348iouLVesolUqMHj1a4wEAAFu3bsVnn32GuXPnIikpCXFxcaqn42uiVCpha2uLjz/+GAEBAQ2uk5ycjJkzZ2LixIlITEzExIkT8e677+LixYtax168eDHi4uKwY8cOHD9+HMXFxZg8eTKqqqrU1tu0aRNu3rypek2dOlXruLpi9tqzb07NumL2mrMPDQ1VO95v3ryJSZMmwd3dXTUNZUswe83ZKxQKTJgwAU5OTvjpp59w+vRpODk5ITQ0VG3fm4O5a8792rVrmDhxIoKDg5GQkIAdO3bgxIkT+Pzzz7WOq6vOnH1paSmGDh2KRYsWaVzn/fffR1paGg4cOIDY2FikpaXp7UdaZq89e132q7mYvebs09PTUVVVhcjISFy4cAFr167Fvn37tP6/agpmr/24f+WVV7Br1y6kpKRg9+7dyMrKwttvv611XF0xe+3Z11i6dCm6d+/e6HoN4T3udSgUCri5uSEmJgYjR46EIAjw9vZGWFgY5s+fDwAoKyuDh4cHVq5ciRkzZqhtf+TIEbzzzjv1fi0vLCxE7969ERMTg+Dg4GbVNnnyZNja2mLLli1qy2fMmIGCggIcPnxYtWzs2LGwt7fHjh07GhyrqKgIvXr1QlRUFCZNmgQAyM7ORp8+fRAbG4thw4YBeHLGPTo6GmPHjm1WzU3B7Guz10fNTcHs1Y/7ukpLS+Ht7Y2PPvoIn3zySbP2QRtmX5t9amoqgoODceXKFfTo0QMAkJWVhb59+yI+Pl4vP5zUYO61ua9YsQKnT59GYmKiarsTJ05gxowZSE9Ph6WlZbP2Q5POkn1dNcf21atX4e7urlp+8+ZNBAYG4uTJkxg0aBAAICkpCSNHjkRKSore5x1m9u4NrqNpv/SJ2TecfY3t27fjiy++wK1bt5q1D9owe+3ZHz9+HG+99RZyc3Nhbm7erP3QhNnXz/7HH3/EypUrER0djcDAwCZ/v+nUZ9yfplAoUF1drbos4/bt25DL5arp5wBAIpFg8ODB+PXXX3UeNz4+HlVVVcjLy0NgYCB8fHwwbdo0ZGVltbjmlJQUtfoAYNiwYVrru3LlCioqKtS2q7lE8untFi1ahJ49eyI4OBg7d+5EdXV1i2tuCLOvzb41a24Is69/3Nc4dOgQSktLMW3atBbX3BBmX5t9r169YG9vj71790KpVEKpVGL37t1wcXGBt7d3i+uui7nX5q5UKut9WZNIJCgvL8eVK1daXPfTOkv2ukhOTkbXrl0RGBioWjZo0CBYWFi0eOyGMHvDYfbaFRcX6/12hRrMXrOCggIcOHAAAQEBem/aAWb/tJycHHzyySf49ttvm503G/c6Fi1ahD59+mDgwIEAALlcDgBwcHBQW8/BwQF5eXk6j5uVlYXq6mqsW7cOX3zxBfbu3YvKykqMHj0apaWlLapZLpc3ub68vDwYGxvDzs5O63ZLlizBzp07cfjwYYSGhuLTTz/F+vXrW1SvJsy+drvWrLkhzF7zdtHR0RgxYgScnJxaVK8mzL52O0tLSxw7dgwHDx6Es7MznJ2dcfDgQRw+fBgSiaRFNT+NudduN2zYMFy8eBH79u1DZWUl7t69izVr1qj+TX3rLNnrIi8vD3Z2dhCJRKplIpEI9vb2LR67IczecJi9Znfu3MHmzZvx3nvv6XXcGsy+vmXLlqFbt2547rnnkJ2djf379+tl3Kcx+1pVVVUICwvDnDlz4Ofn1+xx2Lj/z5IlS3DhwgXs2bMHxsbGau/V/aMKPHmwwtPLtKmurkZFRQXWrFmD4cOHo3///vj222+Rn5+PkydPAgC6d++ues2bN69JtWurb/369Wpj37lzR+M4T+/XwoUL8eKLL8LPzw9z585FREQENm/e3KTadMHs1bfTpWZ9Yfaa9+vGjRtITk7GO++806S6dMXs1bcrKytDeHg4BgwYgJ9//hmnTp2Cn58f3nrrLZSUlDSpPm2Yu/p2Q4cOxcqVK7Fw4ULIZDIEBAQgJCQEAOrl01LMvvFxnx5bX5i94TB7zfLy8jBhwgQEBwdjzpw5Td6+Mcy+YR9++CESEhJw6NAhGBsbY9asWRAE/d45zezVrV+/HqampggPD29SLU8zadHWHcTixYtx8OBBxMXFqe6tBACZTAbgyQeLi4uLanl+fn69X2O0qRnHy8tLtcza2hpOTk7Izs4GALX7C5tyT6FMJqv3K1Dd+mbOnInx48er3nN2doajoyOqqqrw4MED2Nvbq203ePBgjf9W//798ejRI+Tl5cHR0VHnGrVh9rXb1WSvS836wOxrt2vouP/uu+/g4uKC4cOH61yXrph97XY12R84cAC3bt3CqVOnVH/kt2/fjh49euDYsWOYPHmyzjVqwtxrt6t7zIeHh2POnDnIzc2FVCrFH3/8geXLlzd6b2RTdLbsdeHo6Ij8/Hy1L4WCIODBgwdN2vfGMHvDYfaayeVyjBkzBj4+PvjXv/6l9x+rmL1mdnZ2sLOzQ69eveDp6Ynnn38eSUlJWnuApmD29Z09exZJSUlqf4sBYPjw4QgNDcW2bdt0GqfTn3GPiIhAbGwsjh49Ck9PT7X33N3dIZPJEB8fr1pWXl6OpKQktXvSGlPz0Jnff/9dtUyhUEAul8PV1RUA0LNnT9WrKQfvgAED1OoDntz7UVOfjY2N2tgmJibo27cvTE1N1bbLyclRPShHk99++w3m5uawtrbWuT5tmP0TT2evS80txeyf0HTcl5eXY//+/Zg2bRqMjPT7Mcnsn3g6+7KyMohEIrW8jYyMIBKJ9PJsDeb+hKZjXiQSwdnZGRKJBLGxsXBxcYG/v7/O9WnTGbPXxcCBA6FQKJCcnKxalpycjJKSkibtuzbM3nCYvWa5ubkYPXo0PD09sWPHDr3/f2P2uqv5+/r48eNmj1EXs29YVFQUzp07h8TERCQmJuLAgQMAgG3btjVpFhfjRYsW6b52BzN//nzs27dPdWatpKREdUmmWCyGSCRCVVUVvvrqK/Tq1QtVVVX4xz/+Ablcjg0bNsDMzAzAk/tzbt++jbS0NMTHx+ONN96AXC6HhYUFxGIxbG1tkZaWhtjYWPj6+kKhUGDx4sUoKirC6tWrYWpqqrHGtLQ0yOVy/PjjjxAEAZ6enigoKFD9YuPs7Iwvv/wSpqamsLOzQ3R0NGJiYrBx40Z069atwTHNzc2Rm5uLbdu2wdfXF0VFRZg3bx6srKywfPlyGBkZ4cSJEzh//jzEYjEUCgXi4uKwYsUKvP3223j99deZfStm35KamX3Lsq/xww8/4ODBg9iyZYvefqgCmL227K2srLB161bcu3cPPXr0wP3797F06VJkZmZi5cqVsLKyYu6tdMxv2rQJXbt2xYMHD7Br1y5ERkbi66+/1stDATtr9sCTM4qZmZlIT09HXFwchg4dipKSEojFYkgkEtjb2+PixYuIjY2Fn58fcnJyMG/ePPTr108vU8Ixe83Z67JfzL51sr937x5Gjx4NmUyGDRs2QKlUqvKRSCQt/rGc2WvOPjk5GcePH4dYLIZSqcSVK1ewYMECGBsbY/ny5S3+AYXZa85eKpXCwcFB9TIyMsLWrVvx8ccf1/uBQ6vCwkKhs74ANPiKiIhQrVNQUCBEREQIMplMMDMzEwYPHiycP39ebZypU6c2OE5cXJxqnTt37gjTp08XpFKpYG1tLYwYMUJITU1tVo2urq5q60RHRwseHh6Cqamp4OnpKezevbvRcXNzc4WwsDDBxsZGkEgkwogRI4Rr166p3o+NjRX69OkjdO3aVejSpYvQu3dvYdWqVUJ+fj6zb+XsW1Izs2959oWFhcLgwYOF1157TS95M3vdsz906JAwaNAgwcrKSrC2thaCgoKEU6dOMfdWzv3ll18WrKysBHNzcyEgIEA4cOAAj3k9ZB8REdHg2FFRUap1bt26JUyaNEmwtLQULC0thUmTJglZWVnMvg2y12W/mL3+s4+KitKYz9WrV5l9K2afkJAgBAUFCTY2NoJYLBbc3NyEmTNnCtevX29x7sy+8c+cuq+rV68KAIT4+PgmZcx53ImIiIiIiIjasU5/jzsRERERERFRe8bGnYiIiIiIiKgdY+NORERERERE1I6xcSciIiIiIiJqx9i4ExEREREREbVjbNyJiIiIiIiI2jE27kRERERERETtGBt3IiIiIiIionaMjTsRERERERFRO/b/4JrSVryal6gAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-18\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1075047498379653120\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-31\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1091077858947035136\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-12-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1074175529413074944\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-03-07\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/971466308855332864\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2012-07-31\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/230421989112807424\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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T024a/znPoyGfpus/FQoFAgB8U/aaNcpes0Z75sxR9po1VocDAKgBshk0WKn5pfrbVrdp7JoWQUpsGVTJFmgVbtfyYbEafH6gaTy/1KtbV2fouW+y5aUIHgD4NE/XrvJ07aq8jh3l6drV6nAAADVAIo8G65HNbrmLypPOELuhZ3o7ZBiNt8BdVUQE+OndhGj95TenVvR/YnuWRq/LVEEJyTwAAABgFRJ5NEhrjhRo/n7zVPCJXcPVMsxeyRY4mc3P0JO9nHrpMqfsFc57zE/J1/AV6UrLpwgeAAAAYAUSeTQ4BSVejd1g7hl/UZS/7vnNqW3WcGa3xodq4eAYOQPM2fym1CINXJKm3RnFFkUGAAAANF4k8mhwnv9vtvZnl18tNnSiZ7x/I+4Z/2v0axaoVYlN1DbCPJvhYE6pBi9N0/KDFMEDAAAAziUSeTQo+1zFenFntmnsjg6h6hlLz/hfo43Drs8TYzXgPHMRvJwSr27+PEOv7KIIHgD4Cv+335b/228rZuFC+b/9trXBAABqhBuG0WB4vV49sNGlYk/5WFywn6bQM75WOAP99OFV0Zqwya03v8stG/dKemRLlva5S/Rcb6cCbMx8AID6LOT++yVJrX957L7tNqtCAQDUEFfk0WC8932evjpq7hn/VC+HnIH8mtcWfz9Dz/V26JlLHap4p8KcfXn67cp0ZRRQBA8AAACoS2Q4aBCOF5TqkS1ZprGE5oG6/oJgiyJquAzD0N2dwvThVdGK8Ddn8+uPFmnQkjTtc1EEDwAAAKgrJPJoEP62NUsZheVz6oNs0vN9nPSMr0MJzYO0MjFWrcNtpvH92aUatDRNqw8XWBQZAAAA0LCRyMPnfXW0UPOS80xjD3WJUOtwSkDUtQ5Of61KjFWfOHMxwawir3732XHN/DbHosgAAACAhotEHj6tsNSrByr0jO/gtOt/LqJn/LkSHWTTJ4Nj9Ie2IabxUq/0YJJbDyW5VOKhoj0AAABQW0jk4dNe3pmtfe4S09gLl1E5/VwLtBl69XKnpvaMUMX/+Te+zdXIz4/LXeQ57bYAAAAAqodEHj5rf1aJnvuvuWf8n9qFqE9cYCVboC4ZhqH/7RyueQlRCrWb0/lVhwt19ZI0/ZBVUsnWAAAAAKqKRB4+yev1atxGlwpP6nQWHeinx3rSM95qQ1sGa/mwWJ0fai6Ct9ddooQlafrqaKFFkQEAAAANA4k8fNKCH/K1+og5IfxHL4eigmyVbIFzqXPUiSJ4PWP9TeMZhR6NWJGud5JzLYoMAAAA8H2WJfLTpk3TlVdeqRYtWqhNmzYaOXKk9uzZY1onNTVV9957rzp06KBmzZrphhtuUEpKyln3vX79evXv319xcXHq0qWLZs2aVVcvAxZwFXo0cZPbNNavWaBGtqFnfH0SF2LT4mti9bsLzcel2CPdt96lKVvcKqUIHgAAAFBtliXy69ev15133qkVK1Zo0aJFstvtGjFihDIzMyWdmDo9atQo7d+/X/PmzdPatWvVokULDR8+XLm5lV/NO3DggG688Ub16tVLa9eu1dixY/Xwww/rP//5z7l6aahjj21zK62gvHBagJ/0fB8HPeProWC7oTf6RWpSt/BTlk3flaM/fpGh7GKK4AEAAADVYVmj7YULF5oev/7662rZsqWSkpI0ZMgQpaSkaMuWLVq3bp06d+4s6cRV/Pbt22vBggW65ZZbTrvft956S02bNtWzzz4rSYqPj9fWrVv1yiuvaPjw4XX7olDnNqcW6q295p7xD1wcrnYO/0q2gNUMw9DDXSPUzmHXvesyVXBSXYNlBwt0zdI0vTcoWi3DLPs4AgAAAHxKvblHPicnRx6PR06nU5JUWHji/uegoKCydfz8/BQYGKiNGzdWup/Nmzdr4MCBprGEhATt2LFDxcXFdRA5zpVij1f3V+gZ3zbCrgc6n3q1F/XP9ReE6NMhsWoabP7Y2Z1ZooTFadqSWmRRZAAAAIBvqTeXwCZMmKDOnTurV69ekqT27durRYsWmjp1ql5++WWFhoZqxowZOnz4sI4dO1bpflJTUzVgwADTWGxsrEpKSnT8+HE1bdr0tNslJyfX2mupS74SZ12Yc8iuPZkBprFxLXN08IcsiyKqXGM+TmcSLmnmRYbG7QnU3tzyhD6twKNhn6ZqSrsiXdOktPId1AGOle/gWPkOjlX9FjNxoulxOser3uM95Ts4Vr7DF45Vu3btKl1WLxL5SZMmKSkpScuXL5fNdqLquL+/v+bOnav77rtPF1xwgWw2mwYMGKCrrrrqrPureK+01+s97fjJzvSfVF8kJyf7RJx14cfsEs3cmCqpvDjayDbBuvmS5tYFVYnGfJyqop2kL+I9umddphb/WFA2XuQ1NGVfoLKCwzWxW7j8zkHNA46V7+BY+Q6OlQ8YP15S+bGKtDgcnBnvKd/BsfIdDeFYWT61fuLEiVqwYIEWLVqk1q1bm5Z17dpV69ev148//qi9e/dqwYIFysjIUKtWrSrdX5MmTZSammoaS09Pl91uV1RUVF28BNQxr9erh5Ncyi8tT+KdAYaeuMRhYVT4NUL9/TT7yiiNuzjslGXPfpOtO9ZkKq+EIngAAADA6ViayI8fP14fffSRFi1apPbt21e6nsPhUExMjFJSUrRjxw4NHTq00nV79eqlNWvWmMZWr16tbt26yd+fgmi+aNGPBVpxyNwzfuolDsUG0zPel/kZhqb0cOi1KyIVUOGT6JMD+Rq2LF0/553bafYAAACAL7AskX/wwQf17rvvaubMmXI6nTp27JiOHTumnJycsnU++eQTrV27VgcOHNDSpUs1YsQIDRs2zFTMbvTo0Ro9enTZ49tvv11HjhzRhAkTtHfvXs2ZM0fvvvuu7rvvvnP6+lA7soo8mrDJXOCuT1yA/tguxKKIUNtuahuiRdfEKCbI/HG0I71YAxen6ut0iuABAAAAJ7MskZ85c6ays7M1fPhwxcfHl/1Mnz69bJ2jR4/q3nvv1SWXXKLx48dr5MiRevPNN037OXTokA4dOlT2uHXr1po/f742bNigK664Qs8995yefvppWs/5qCe2Z+nnvPIp1nZDmtbHeU7un8a50zsuUKsSY9XRaS7b8XOeR0M+TdeiA/kWRQYAAADUP5YVu3O5XGdd55577tE999xzxnWWLl16ytjll1+utWvX1jg21A870ov0xre5prH/7RymjpHcItEQtQq3a8WwWN31ZYZWnnQrRX6pV7esztCU7hEae3HYGYtWAgDOzu/rryVJIT/9JL/cXHm6drU4IgBAddWLqvVARSW/9Iz3njTWOtymB7vQM74hiwjw03sJ0Zqy1a0Zu80ncR7fnqW97mK9fFmkguwk8wBQU+G/tOnt9MtjdxUurgAA6hfLq9YDp/PGt7n65nixaez5Pk6F2PmVbehsfoae7OXUS5c5VTFfn5+Sr+Er0pWWTxE8AAAANF5kRah3DueW6h/bs0xjv70gWAnNgyyKCFa4NT5UCwfHyBlgzuY3pRZp4JI07c4ormRLAAAAoGEjkUe9Mz7JpZyS8kn1Ef6GnuxFz/jGqF+zQK1KbKK2Eea7gA7mlGrw0jStOFhgUWQAAACAdUjkUa8s+ylfS34yJ2d/7xmhpiH0jG+s2jjs+jwxVgPOCzSN55R4ddPnx/XKrmx5vd5KtgYAAAAaHhJ51Bs5xR49lOQ2jfWM9dft8aEWRYT6whnopw+vitadHcy/C15Jj2zJ0pgNLhWVkswDAACgcSCRR73xzx3ZOpRbXsTMZkgvXBZJz3hIkvz9DD3X26GnL3XIr8KvxJx9efrtynRlFFAEDwAAAA0fiTzqhZ0ZxfrXnhzT2L2dwtQ5ip7xKGcYhkZ3CtP8QdGK8Ddn8+uPFmnQkjTtc1EEDwAAAA0biTwsV+rx6oENmTp5ZvT5oTZN6EbPeJzeoPODtDIxVq3DzbUT9meXatDSNK05QhE8AAAANFwk8rDc2/tytTXNfBX12d4Ohfnz64nKdXD6a1VirPrEBZjGs4q8umHlcb35XU4lWwIAAAC+jUwJljqaV6rHtpp7xie2DNKQlsEWRQRfEh1k0yeDY/SHtiGm8VKvNG6jWw8luVTioQgeAAAAGhYSeVhq0ma3sorLE60wu6GnezstjAi+JtBm6NXLnZraM0IVyyK+8W2uRn5+XO4ijyWxAQAAAHWBRB6WWXW4QAt/yDeNTe4eoeah9IxH9RiGof/tHK53BkYp1G5O51cdLtTVS9L0Q1aJRdEBAAAAtYtEHpbIK/Fo7AaXaaxLtL/u7kjPeNTcsFbBWjY0RudXOBm0112ihCVp+upooUWRAQAAALXHbnUAaJye+yZbP+aU9/z2M6QXL3PKVrFBOFBNF0cHaFVirEZ9cdxURDGj0KMRK9L1wmVO/bEdJ4wANF5Ft94qSXK73XI4HBZHAwCoCRJ5nHPfZhbr5Z3miuJ3dQhVt5iASrYAqicuxKbF18Tqf77K1Ef7y2/fKPZI9613aa+rRI/2iLAwQgCwTv5LL0mSfkxOVrt27SyOBgBQE0ytxznl8Xo1dqNLJScVEm8W4qdHupNUoXYF2w290S9SE7uFn7Js+q4c/fGLDOWVnmZDAAAAoJ4jkcc59U5ynjYeKzKN/fNSpyIC+FVE7TMMQ+O7RuitAZEKqlBDcdnBAt31TZAO5lAEDwAAAL6F7AnnTFp+qf62xW0aG3x+oK5rFWRRRGgsrr8gRJ8OiVXTYPNHXnKenxKWpGlLalElWwIAAAD1D4k8zplHtrjlKiqfUx9sM/RMb6cMgwJ3qHvdYwO06tomujjK3zSemu9R4vI0fZiSZ1FkAAAAQPWQyOOc+PJIoT5IMfeMn9gtXK3CqbeIc6d5qE3LhsYosaV5FkhhqfTntZn6x/YsebzeSrYGAAAA6gcSedS5ghKvxm0094zvFGnXvb8JsygiNGah/n6aMzBKYy8+9ffv2W+ydceaTOWVeCyIDADODYfTKYfTqZ6XXCKH02l1OACAGiCRR517YWe2vs8qLyhm6ETPeH96xsMifoahv/Vw6LH2hapYZ/GTA/katixdP1PSHgAAAPUUiTzqVLK7WC/8N9s0dlt8iHo1CbQoIqDc0CalWnRNjGKCzB+FO9KLlbA4VV+nUwQPAAAA9Q+JPOqM1+vVuI1uFZ00S7lJsJ/+3sNhXVBABb3jArUqMVYdneZ6DUfyPBryaboWHcivZEsAAADAGiTyqDMfpORr7c+FprEneznkDOTXDvVLq3C7VgyL1dXnm2eK5Jd6dcvqDD3/Tba8FMEDAABAPUFGhTqRUVCqyZvNPeOvPC9QN1wQbFFEwJlFBPjpvYRo3dsp9JRlj2/P0j3rMlVYSjIPAAAA65HIo078fWuWjheWz6kPtEnP96FnPOo3m5+hpy516sXLnLJX+FX9ICVf1y1PV1o+RfAAAABgLRJ51LoNRws1NznPNPZQlwhdGEHPePiG2+JDtXBwjJwB5mx+U2qRBi5J0+6MYosiAwAAAEjkUcuKSr0aW6FnfLzDrv+9iJ7x8C39mgVqVWITta1wAupgTqkGL03TioMFFkUGAACAxo5EHrVq+q4cfecqMY1Nu8ypABtT6uF72jjs+jwxVv2bmYvg5ZR4dfOq43p1dw5F8AAAAHDOkcij1vyQVaJnv8kyjY1qF6K+TekZD9/lDPTTR1dH6454cxE8j1eavNmt+ze4VEQRPAAAAJxDJPKoFV6vVw8muVRwUh2w6EA/Pd4zwrqggFri72fo+T4OPX2pQ34VJpfM3pen365MV+ZJxR0BAACAukQij1rx8Q/5WnXY3DP+8UsiFBVksygioHYZhqHRncI0f1C0IvzN2fz6o0VKWJyqZDdF8AAAAFD3SOTxq7kKPZpQoWf85U0DdHPbEIsiAurOoPODtDIxVq3CzCep9meXKmFJmtYcoQgeAAAA6haJPH61x7dnKTW/fFqxv580jZ7xaMA6OP216tpY9YkLMI1nFXl1w8rjevO7HIsiA4CzK+3SRaVduii3QweVdulidTgAgBqgsTd+la1pRZr1Xa5p7IGLw9Xe6W9RRMC5ERNk0yeDY/TABpfe/T6vbLzUK43b6NZeV4me7OWQveJN9QBgsZwvv5QkJUHUHJQAACAASURBVCcnq127dhZHAwCoCa7Io8aKPV6N+SpTJ9frbhNh09jO4ZbFBJxLgTZDr17u1NSeEaqYrv/721yN/Py43EUUwQMAAEDtIpFHjb22O0e7M80945/v41SQnSuQaDwMw9D/dg7XOwOjFFrhd3/V4UJdvSRNP2SVVLI1AAAAUH0k8qiRn3JK9NTX2aaxGy8M1oDzgiyKCLDWsFbBWjY0RueHmovg7XWXKGFJmr46WljJlgAAAED1kMij2rxerx5OciuvpHxSvSPA0BO9HBZGBVjv4ugArUqMVY8Yc42IjEKPRqxI1zvJuZVsCQAAAFQdiTyqbclPBVp+0Nxia2pPh5oE0zMeiAuxacmQWN1wQbBpvNgj3bfepb9tcavU461kawAAAODsqFqPasku9mh8kss01rtJgP7Unp7xwP8Lthua2T9S7Z12PbXDfAvKy7tylOwu0Rv9IxXmz7lUAOdeWP/+kqSOhYUKCgwsq2IPAPAdJPKoln9sz9KRvPIq3HZDmnaZU370jAdMDMPQ+K4Rau+w6951mSooLV+27GCBBi9N0/uDotUijI9hAOeW7ZtvJEmhFscBAKg5Lgehyr5OL9K/vzXf43vfRWHqFEnPeKAy118QoqVDYhUXbP643Z15ogjeltQiiyIDAACAryKRR5WUerx6YKNLJ9/a2zLMpoe70jMeOJsesQH64tom6hxlPumVmu9R4vI0fbQ/z6LIAAAA4ItI5FElM7/L1Y70YtPY832cCrHzKwRURfNQm5YPjVFiS3OLxsJS6a4vM/Xkjix5vBTBAwAAwNmRheGsjuSW6ontWaaxEa2DddX59IwHqiPU309zBkZp7MVhpyx75uts3bkmU3klntNsCQAAAJQjkcdZTdjkUnZx+ZXCCH9DT11Kz3igJvwMQ3/r4dC/rohUQIVP4I8P5GvYsnT9nFd6+o0BAAAAkcjjLFYcLNCiH80946f0iFCzEHrGA7/GzW1D9J9rYhQdaP4Y3pFerITFqfo6nSJ4AAAAOD0SeVQqt9ijByv0jO8e46874mlYA9SGPnGBWnVtrDo6zS3ojuR5NHRZuhYdyLcoMgAAANRnJPKo1NNfZ+tgTvkUXz9DeuEyp2x+9IwHakvrcLtWDIvV1ecHmsbzSry6ZXWGpv03W16K4AEAAOAkliXy06ZN05VXXqkWLVqoTZs2GjlypPbs2WNaJycnRw899JA6deqkpk2bqmfPnnr11VfPuN9169bJ6XSe8rNv3766fDkNzq6MYr26O8c0dk+nUHWJDrAoIqDhigjw03sJ0bq306mzXaZuy9I96zJVWEoyDwAAgBPsZ1+lbqxfv1533nmnunfvLq/XqyeffFIjRozQpk2bFBkZKUmaPHmy1qxZo9dee02tWrXShg0bNGbMGEVHR+umm2464/6TkpLK9iNJMTExdfp6GhKP16sHNmTq5Lzh/FCbJnWLsC4ooIGz+Rl66lKn4p3+enCjSyUnvf8+SMnXgexSvTMwSrHB1KcAAABo7CxL5BcuXGh6/Prrr6tly5ZKSkrSkCFDJEmbN2/WyJEj1a9fP0lSq1atNHfuXG3btu2siXxsbKyio6PrJvgGbvbePG1JM/eMf/pSh8L8uRMDqGu3xYfqgnC7bl19XK6i8mx+U2qREpak6f1B0eoU6W9hhAAAALBavcnMcnJy5PF45HQ6y8Z69+6t5cuX69ChQ5KkTZs2adeuXUpISDjr/gYMGKD4+Hhdd911Wrt2bZ3F3dAcyyvV37e5TWNDWwZpWKtgiyICGp/+5wXq88RYtY0wn2v9KadUg5emaeXBgkq2BAAAQGNguFyuenHj5W233aaUlBStWbNGNtuJqaNFRUV64IEHNG/ePNntJ77QPvPMM7rjjjsq3U9ycrLWrVun7t27q6ioSB988IFmzZqlJUuWqG/fvmfcDtIjewO0Iq08eQj282p+jwI1DawXvyZAo5JVIk34NlBb3Obp9H7yaswFxbr5vBIZ1J4EUE09L7nE9Hjrli0WRQIAOJN27dpVuqxeJPKTJk3SwoULtXz5crVu3bpsfPr06Zo9e7Yef/xxtWjRQhs2bNBjjz2m2bNna9CgQVXe/+9//3vZbDa9//77dRD9uZOcnHzGg/lrfXG4QL9dedw09o9eDv31N2F19pwNUV0fJ9QeXzhWxR6vxie5NWtv7inLbm0fomd7OxVga/jZvC8cK5zAsfIdHCvfwHHyHRwr39EQjpVl98j/v4kTJ2rhwoVavHixKYnPz8/X1KlT9fbbb5fdM3/RRRdp586dmj59erUS+R49epxyTz7M8ku8GrfR3DO+c5S/RnekZzxgJX8/Q8/3cai9065Jm93ynHTqdfa+PKVklWjuwGhFBtabO6UAAABQx6r9zS8pKUnPPPOMHnroIX3//feSpNzcXG3btk1ZWVnV2tf48eP10UcfadGiRWrfvr1pWXFxsYqLi8um2f8/m80mj8dTrefZuXOn4uLiqrVNY/P8N9n6Ibu8Z7wh6cXLnLLTMx6wnGEYuqdTmD4YFK1wf/N7cv3RIiUsTlWyu7iSrQEAANDQVPmKfFFRke644w59+umn8nq9MgxDiYmJatu2rWw2m373u9/pr3/9qx588MEq7e/BBx/UBx98oHfeeUdOp1PHjh2TJIWGhiosLEwRERHq27evHnvsMYWGhqpFixb66quv9P777+uxxx4r28/o0aMlnah6L0kzZsxQy5Yt1bFjRxUVFWn+/PlaunSp5syZU+X/lMZmr6tYL+3KNo3d1SFUPWLpGQ/UJ1edH6SVw2J10+fH9WNO+Ym3/dmlGrQkTbOvjNKA84IsjBAAAADnQpWvyD/11FNasWKFnn32WW3ZskVeb/n8zqCgII0YMULLli2r8hPPnDlT2dnZGj58uOLj48t+pk+fXrbOrFmz1K1bN919993q3bu3XnzxRU2ePFl333132TqHDh0qq2ovnbiSP2XKFPXt21dDhgxRUlKS5s+fr+uuu67KsTUmXq9XD2xwqfikSQ5Ng/30SA96xgP1UcdIf626NlZ94swn2txFXt2w8rhmfXfqvfQAAABoWKp8Rf7DDz/UbbfdpjvvvFMZGRmnLG/Xrp0WLVpU5Sd2uVxnXScuLk4zZsw44zpLly41PR4zZozGjBlT5Tgau3nf52nDsSLT2D8vdcoRwP22QH0VE2TTJ4NjdP8Gl977Pq9svNQrjd3o0neuYj3Zy8GtMQAAAA1UlRP5tLQ0de7cudLlgYGBys3lSpAvSS8o1ZQt5p7xVzUP1PDWTM0F6rtAm6EZlzvVwWnXo1uzdHL7kX9/m6uUrBLNGhDFSTkApwj+5YJHK7dbwQ6H8l96yeKIAADVVeVEPi4uTgcOHKh0+bZt29SqVavaiAnnyJQtWcosLP/6H2wz9GwfpwwaUwM+wTAMjekcrjYRdt29NlN5JeXv51WHC3X1kjR9cFW0Wodb3qAEQD0SMHu2JCn2l8ck8gDge6p8qea6667TW2+9VVapXlJZwrds2TJ9+OGH+u1vf1v7EaJOrPu50DQlV5LGdw3nCz/ggxJbBWv50Bg1DzF3+djrLtHAxWn66mihRZEBAACgLlQ5kR8/frxatGih/v3766677pJhGJo2bZoGDRqkUaNGqWvXrtyb7iMKS70aW6FnfCenXX+9KMyiiAD8WhdHB+iLa2PVI8bfNJ5R6NGIFel6J5lbnwAAABqKKify4eHhWrlypcaOHau0tDQFBQUpKSlJubm5mjhxohYvXqygIO6t9gUv7sxWsrvENPbCZU75UxgL8GlxITYtGRKrGy4INo0Xe6T71rv0ty1ulXq8lWwNAAAAX1GtedRBQUEaN26cxo0bV1fxoI6luEs07b/mnvG3tg/RpXGBFkUEoDYF2w3N7B+pdg67/vm1+b3+8q4cJbtL9Eb/SIX5UwQPAADAV1X5m1xubq4OHjxY6fKDBw8qLy+v0uWwntd7Ykp9YWn5WGyQnx7t6bAuKAC1zjAMTegWoVn9IxVkvm1eyw4W6JpP03Uwp+T0GwMAAKDeq3IiP2nSJP3hD3+odPmoUaM0ZcqUWgkKdePD/fn68mdz0at/9HIoMpArc0BD9NsLQ7R0SKzigs3v8V0ZxUpYkqYtqUUWRQYAAIBfo8oZ3OrVq5WYmFjp8sTERK1atapWgkLtyyz0aNJmc8/4AecF6vcXBleyBYCGoEdsgL64tok6R5mL4KXme5S4PE0f7WcmFQAAgK+pciJ/7NgxNW3atNLlcXFxOnr0aK0Ehdr36Fa30gs8ZY8DbdLzvekZDzQGzUNtWj40RsNamguSFpZKd32ZqSd3ZMnjpQgeAACAr6hyIh8TE6Nvv/220uXffvutHA7uta6Pko4VavY+81W3cReHq42DnvFAYxHq76e5A6P0QOdT20w+83W27lyTqbwSz2m2BAAAQH1T5UT+qquu0uzZs7Vp06ZTlm3ZskWzZ8/WVVddVavB4dcr9ng1doO5Z3w7h11jOodbFBEAq/gZhv7e06F/XRGpgAqf/h8fyFfisnQdzSs9/cYAAACoN6p8SXbixIn67LPPNHToUA0aNEidOnWSYRjavXu3Pv/8c8XFxWny5Ml1GStq4JVdOdrjMlenntbHqUAbU+qBxurmtiFqHW7TH1dl6Hhh+VX47enFGrg4Ve8NilaX6AALIwQAAMCZVPmKfFxcnFavXq0bb7xRGzdu1IsvvqgXXnhBGzdu1MiRI7V69Wo1a9asLmNFNR3ILtEzFfpI39w2RFc0o2c80Nj1iQvUqmtj1dFpPp97JM+jIZ+ma9GBfIsiAwAAwNlU6ybpJk2a6F//+pe8Xq/S09Pl9XoVGxtLwbR6yOv16qGNLuWXlhewigr00xOXRFgYFYD6pHW4XSuGxerONRn67HB5a8q8Eq9uWZ2hv/WI0AOdw/iMBwAAqGdqVO3MMAzFxsbWdiyoRf85UGD6Yi5JUy+JUHSQzaKIANRHEQF+em9QtKZscetfe3JNy6Zuy9I+V7Fe6hvJ7ThAA5K9Zo0k6eBPP6lFy5bWBgMAqJFKE/n33ntPknTTTTfJMIyyx2dz8803105kqDF3kUfjN5kL3F0WF6BRbUMsighAfWb3M/TUpU61d/jroSSXSk7qRPd+Sr4OZJfqnYQoxXAiEGgQPF27SpLyQkPladfO4mgAADVRaSL/l7/8RYZh6IYbblBAQID+8pe/nHVnhmGQyNcDT2zL0rH88gJW/n7SC5fRMx7Amd3eIVQXRth16+rjchWVZ/NJqUUauDhN7w+KVqdIfwsjBAAAgHSGRP6bb76RJAUEBJgeo37bllakmd+Zp8eO6RyueCdfvgGcXf/zAvV5Yqxu+jxD32eVd7z4KadUg5em6c3+Ubq6RZCFEQIAAKDSRL7lSfdMeTweGYahsLAwRUZGnpPAUH0lHq/u3+DSSbNidUG4TeMupmc8gKpr6/DX54mxumV1htb+XF5rI7vYq5tWHdfjlzj0l06hzPIBAACwSJXaz5WWlqpbt26aN29eXceDX+G1PTnamVFsGpvWx6lgO1+2AVSPM9BPC66O1u3x5toaHq80ebNb929wqdjjrWRrAAAA1KUqVa339/dX06ZNufpSjx3MKdFTO8w94393YbCubM4UWAA14+9naFofp+Kd/pq02a2T8/bZ+/K0P6tEcwZGKzKwSueEAdQT/m+/LUmKOXZM/nFxKr7tNivDAQDUQJW/fd1yyy169913VVBQUJfxoIbGb3Ir96RS044AQ/+4xGFhRAAaAsMwdE+nMH0wKFrh/uaTueuOFilhcaqS3cWVbA2gPgq5/36F3H+/Wj/1lELuv9/qcAAANVDlPvIXXHCBvF6vLrnkEt18881q3bq1goODT1nv+uuvr9UAcXZLf8zXpz+ZT7A82sOhuBBaRQGoHVedH6SVw2J10+fH9WNOadn4/uxSDVqSptlXRmnAecwAAgAAOBeqnMjffffdZf9+9tlnT7uOYRgk8udYdrFHDye5TWO9YgN0azw94wHUro6R/lp1baz+9EWGNh4rKht3F3l1w8rjera3U3d0CLUwQgAAgMahyon84sWL6zIO1NBTO7J0OK/86pjNkKZd5pQf9QwA1IGYIJs+GRyj+ze49N73eWXjpV5p7EaX9rqK9Y9eDtn9+AwCAACoK1VO5C+//PK6jAM18M3xIr22x9wz/r7fhOmiKHrGA6g7gTZDMy53qoPTrke3ZplaXr7+ba5Sskr05oAoOQIoggcAAFAXqpzIn2zXrl06ePCgJKlFixb6zW9+Q0X7c6zU49UDG1ymKtItwmx6uCs94wHUPcMwNKZzuNpE2HX32kzlnVRs8/PDhbp6SZo+uCparcNr9GcGAAAAZ1CtyyULFizQRRddpH79+mnUqFH6wx/+oH79+qlz58768MMP6ypGnMasvbnanm6uFP1cb6dC/bkCBuDcSWwVrOVDY9S8QnHNve4SDVycpg1HCy2KDAAAoOGqctY3b9483XXXXQoJCdFjjz2mefPmad68eXrssccUHBys0aNHa968eXUZK37xc16ppm7LMo1d1ypIg1tQMRrAuXdxdIBWXRurHjHm23oyCj0aviJd85JzK9kSAAAANVHlOY/Tpk1Tjx49tGTJEgUFmRPGP//5zxo6dKimTZumUaNG1XqQMJu4ya3s4vJprOH+hv55qdPCiAA0dk1DbFoyJFZ/XZ+phT/kl40Xe6S/rndpn6tEf+8ZQSFOAACAWlDlK/KHDx/W73//+1OSeEkKCgrSyJEjdeTIkVoNDqf67FCBPjmQbxp7pHuEzgulZzwAawXbDb3ZP1ITTlOr46VdOfrjFxnKKfZYEBkAAEDDUuVEvkOHDvr5558rXX7kyBHFx8fXSlA4vYJSadxGl2msW4y/7qJvM4B6wjAMTegWoVn9IxVU4fzipz8V6JpP03Uwp8Sa4AAAABqIKifyU6dO1ezZs/Xxxx+fsmzBggWaM2eOHn/88VoNDmZvHPTXTznlPeP9DOmFPk7Z6NcMoJ757YUhWjokVnHB5j8zuzKKlbAkTVvTiiyKDAAAwPdV+R756dOnKzo6WnfeeacmTJigCy64QIZhaP/+/UpLS1ObNm308ssv6+WXXy7bxjAMzZ8/v04Cb2z2ZBZr3mHz4RrdMVRdYwIsiggAzqxHbIBWJcbq5lUZ2plR3mUjNd+jYcvSNOPySN1wYYiFEQIAAPimKify3333nQzD0Pnnny9JZffDBwYG6vzzz1dhYaH27t1r2obe8rXD4z3RM77UW/7/2TzEpkndIyyMCgDO7vwwu5YPjdHdazO19KeCsvHCUunOLzO1112iCV3DKYIHAABQDVVO5Hfu3FmXceAM5u7L06ZU8zTUf/Z2KJye8QB8QKi/n+YOjNLj27L0ws4c07Jnvs5WsqtEr17hVIidzzTgXMh78UVJUuqxY2oSF2dxNACAmqhyIg9reL1eza3Qg/maFkFKbEnPeAC+w88w9PeeDrVz2DVmg0snF6//+EC+fswp0bsJ0WoaQgcOoK4V33abJCk9OVmR7dpZGwwAoEa4/FHPGYahJdfEakLXcPkbXoXaDT3b28FtCwB80h/ahWrRNTGKDjT/+dmeXqyBi1P1zXGK4AEAAJwNibwPCLKfaOf0brcCzbgiUi3CmEgBwHf1iQvUqmtj1dFp/iw7kufRkE/TtfjHfIsiAwAA8A0k8j6kdYhXw1sHWx0GAPxqrcPtWjEsVlc1DzSN55V49acvMvTCf7Pl9Xotig4AAKB+I5EHAFgiIsBP7w2K1r2dQk9Z9ti2LN27LlOFpSTzAAAAFTFHGwBgGbufoacudaq9w18PJblUclLe/n5Kvg5kl+qdhCjrAgQaIL+vv5Ykhfz0k/xyc+Xp2tXiiAAA1VXtRD4/P187duxQWlqa+vbtq5iYmLqICwDQiNzeIVQXRth1y+rjcheVZ/NJqUUauDhNT7czRG1toHaEDxggSer0y2O3y2VZLACAmqnW1PrXXntN8fHxSkxM1O23367du3dLko4fP66WLVtqzpw5dRIkAKDh639eoFYlxqpNhLkF3U85pbrrv0FaebDAosgAAADqlyon8vPmzdPEiRM1aNAgTZ8+3VSEKDo6WldeeaU+/vjjOgkSANA4tHX4a1ViE/VrZi6Cl1tq6KZVxzVjdw5F8AAAQKNX5UT+1Vdf1eDBgzVr1iwNGTLklOVdu3bV3r17azU4AEDj4wz004Kro3V7fIhp3OOVJm126/4NLhV7SOYBAEDjVeVEPiUlRYMHD650eXR0tI4fP14rQQEAGjd/P0PT+jj1VC+H/Azzstn78vTbFenKLPRYExwAAIDFqpzIh4eHy+12V7o8JSWFwncAgFpjGIbu/U2YPhgUrVCb+Qr8uqNFGrQkVd+7iy2KDgAAwDpVTuT79eunefPmqbCw8JRlhw8f1uzZszVo0KBaDQ4AgKvOD9KbFxeoVZi5CF5KVqkSlqTpyyMUwQMAAI1LlRP5Rx55ROnp6RowYIDeeOMNGYahzz77TI8++qj69u0rf39/Pfzww3UZKwCgkWoT6tWqa2PVJy7ANO4u8uq3K49r1ne5FkUGAABw7lU5kb/wwgu1fPlyNW3aVE8//bS8Xq9effVVvfTSS+rSpYuWL1+u5s2bV/mJp02bpiuvvFItWrRQmzZtNHLkSO3Zs8e0Tk5Ojh566CF16tRJTZs2Vc+ePfXqq6+edd/r169X//79FRcXpy5dumjWrFlVjgsAUD/FBNn0yeAY3dzWXASv1CuN3ejS+CSXSiiCBwAAGgF7dVaOj4/Xxx9/LJfLpf3798vj8ah169Y1ujd+/fr1uvPOO9W9e3d5vV49+eSTGjFihDZt2qTIyEhJ0uTJk7VmzRq99tpratWqlTZs2KAxY8YoOjpaN91002n3e+DAAd14440aNWqU/v3vfyspKUnjxo1TdHS0hg8fXu04AQD1R6DN0IzLnYp32PXYtiydnLa//m2uUrJK9OaAKDkCqnyeGgAAwOdUK5H/f06nU927d5ckeb1e5ebmKjQ0tFr7WLhwoenx66+/rpYtWyopKamsvd3mzZs1cuRI9evXT5LUqlUrzZ07V9u2bas0kX/rrbfUtGlTPfvss5JOnHzYunWrXnnlFRJ5AGgADMPQ/ReHq63DrrvXZiqvpDyd//xwoQYvTdP7g6LVOrxGf+IAAADqvSpfsli0aJH+/ve/m8ZefPFFnXfeeWrRooVuvvlm5eXl1TiQnJwceTweOZ3OsrHevXtr+fLlOnTokCRp06ZN2rVrlxISEirdz+bNmzVw4EDTWEJCgnbs2KHiYqobA0BDkdgqWMuHxqh5iLkI3neuEiUsTtOGo6cWZwUAAGgIDJfLVaUbCgcPHqw2bdpoxowZkqQdO3YoISFBl112mdq3b6+5c+dq7NixmjhxYo0Cue2225SSkqI1a9bIZjvxpayoqEgPPPCA5s2bJ7v9xJWVZ555RnfccUel++nRo4duvPFGjR8/vmzsq6++0rBhw/Tdd9+padOmp90uOTm5RnEDAKyVXiQ9uCdQu3PMCb3d8GpS2yJdG1dqUWRA/dTzkktMj7du2WJRJACAM2nXrl2ly6o87/D777/X9ddfX/b4o48+UlRUlBYsWKDAwEDZ7XYtXLiwRon8pEmTlJSUpOXLl5cl8dKJ6fabNm3Se++9pxYtWmjDhg2aMmWKWrZsecZWd4ZhmB57vd7Tjp/sTP9J9UVycrJPxNnYcZx8B8fKd5zpWLWT9Hm8V39dn6mFP+SXjZd4DU1NDpQ7MEx/7xkhvzP8DUDt4X3lezhe9RvvKd/BsfIdDeFYVTmRz8vLU0hIeaXgL774QgkJCQoMDJQkde7cWe+88061A5g4caIWLlyoxYsXq3Xr1mXj+fn5mjp1qt5+++2ye+Yvuugi7dy5U9OnT680kW/SpIlSU1NNY+np6bLb7YqKiqp2fACA+i/YbujN/pFq57Dr6a+zTcte2pWj5KwS/btfpML8KYIHFN16qyTJ7XbL4XBYHA0AoCaq/I2mefPm2rFjhyQpJSVF3333nele9IyMDAUFBVXrycePH6+PPvpIixYtUvv27U3LiouLVVxcbLpCL0k2m00ej6fSffbq1Utr1qwxja1evVrdunWTv79/teIDAPgOwzA0sVuE3uwfqSDznw59+lOBrvk0XYdySqwJDqhH8l96SfkvvaQfJ09W/ksvWR0OAKAGqpzIjxw5UrNnz9ZNN92kG264QU6nU9dcc03Z8u3bt6tt27ZVfuIHH3xQ7777rmbOnCmn06ljx47p2LFjysnJkSRFRESob9++euyxx7Ru3TodOHBA8+bN0/vvv6/ExMSy/YwePVqjR48ue3z77bfryJEjmjBhgvbu3as5c+bo3Xff1X333Vfl2AAAvuuGC0O0dEis4oLNf+J2ZRRr4JI0bU0rsigyAACA2lHlRH7s2LEaO3asjhw5oubNm2vu3Lll07EyMzO1YcOGsinwVTFz5kxlZ2dr+PDhio+PL/uZPn162TqzZs1St27ddPfdd6t379568cUXNXnyZN19991l6xw6dKisqr0ktW7dWvPnz9eGDRt0xRVX6LnnntPTTz9N6zkAaER6xAZoVWKsOkeZZ2Kl5ns0bFmaFuyveZcVAAAAq1W5aj2s1xCKMjQGHCffwbHyHTU9VjnFHo1em6mlPxWcsuzhruGa2DX8jIVQUX28r3wHx8o3cJx8B8fKdzSEY1Wjqj9ut1u7d+/W7t275Xa7azsmAABqRZi/n+YOjNL9ncNOWfbM19m6Y02m8ks4nw0AAHxLtRL57du3a8iQIbrwwgt1xRVX6IorrtCFF16ooUOHavv27XUVIwAANeZnGHq0p0MzLneqYtH6jw/ka9iyNB3No9c8AADwHVVuP7dt2zYNGzZM/v7+uuWWWxQfHy+v16t9+/bpo48+0rBhw7R0AteQgAAAIABJREFU6VJ17969LuMFAKBG/tAuVBdE2PXHVRk6Xlje/WR7erEGLk7Ve4Oi1SU6wMIIgXPD4XRKknr+8tjtclkXDACgRqqcyD/xxBOKjY3VypUr1axZM9Oyhx9+WFdffbWeeOIJLVy4sNaDBACgNvSJC9Sqa2N10+fH9Z2rvBXdkTyPhnyartf7ReraVsEWRggAAHB2VZ5av3XrVt1xxx2nJPGS1KxZM91xxx3asmVLrQYHAEBtax1u14ph/8fefcdHUad/AP/M1vQtadTQEkIA6ajUBEE9Op7eDxUUBRVFT1HhKPY7VOx4KkURRe84FEGliYqShN4ERGmhF0ndkr51fn+A2QywYYFNZjf7eb9evHSe2Zl9kglhn5nv8/3GY0BjrSRe7hRxz88mvPNrCUSRffNEREQUuHwu5EVRhFKp9H4ihYIffIiIKCjoNAosHhCLR9pGXrTvpZ3FeGS9GTYX/00jIiKiwORzId+5c2d8+umnMJvNF+0zm81YuHAh++OJiChoqBQCXr1Bj3d66KG6YAW6xUcqMHxNIQorOQkeERERBR6fe+SnT5+OESNGoFu3brj77rur1t07dOgQFi9ejJKSEsyePbvWEiUiIqoN97eJRMsYFe5dVwSr3fMUfku+HTetKMDiAbFoa1DLmCERERGRlM+FfI8ePbBs2TI888wzeP/99yX7OnXqhJdffhk33nij3xMkIiKqbemNtPhpSDxGri3CkWLPU/iTpS7cuqoAH6cbcUvTMBkzJCIiIvLwuZAHgF69eiEzMxP5+fk4efIkACApKQkJCQm1khwREVFdSdapsXZIAsasMyH7rK0qXuIQcedPRZjRXYdH2kZCEIQazkJERERU+66okP9TQkICi3ciIqp3DFoFlt4Si8mbLfj0UHlV3C0C07dZccjiwBs99FArWMwTERGRfLwW8hs3bryqE/bq1euqkyEiIpKbWiHgnZ56pOrVeGa7Fe5qk9d/eqgcR0tcWNjPCIPW5/liiYiIiPzKayE/ZMiQKxo+KIoiBEGAyWTyS2JERERyEQQBj7SLQrJOhbGZJpQ4PNV89lkbBqzMxxcDYpGs4yR4REREVPe8FvIrVqyoyzyIiIgCzs1NwvDD4HOT4J0s9UyCd6TYhf4rC/BZPyPSG3ESPCIiIqpbXgv53r1712UeREREASnNoMbPQ+Mx+icTtuTbq+JWu4i//lCEN2/U4/42kTJmSERERKHG5wa/srIynDp1yuv+U6dOoby83Ot+IiKiYBUXpsS3f4nDna3CJXGXCDy52YKpWy1wVm+mJyIiIqpFPhfy06dPx9133+11/6hRo/Dcc8/5JSkiIqJAo1UKmNPHgBe7xuDCGWTm7ivDXWuLYLW7ZcmN6Eq4OnaEq2NHlLVpA1fHjnKnQ0REV8HnQn7dunUYMmSI1/1DhgzBTz/95JekiIiIApEgCJjYIRqf32REhEpazv94xoZbVxXgeIlTpuyIfFOalYXSrCzs//xzlGZlyZ0OERFdBZ8L+by8PDRo0MDr/sTEROTm5volKSIiokA2pFk4vhsUh8YRSkn8gMWJ/isKsCnXJlNmREREFAp8LuTj4uKwf/9+r/v3798PnU7nl6SIiIgCXcdYDX4aGo+ucdIl6Ipsbgz/vhCLcspkyoyIiIjqO58L+ZtvvhkLFy7E1q1bL9q3fft2LFy4EDfffLNfkyMiIgpkDSKUWDkwHn9tIZ0Ez+EGJmyw4MUdVrhFToJHRERE/uV1+bkLTZs2DT/++CMGDRqEAQMGoG3bthAEAb///jvWrl2LxMREPPPMM7WZKxERUcAJVwn4ON2AFJ0Kr+0ukeybtbcUh6xOfNjXgCi1z/fOiYiIiGrkcyGfmJiIdevW4YUXXsCqVavwww8/AACio6MxcuRIvPDCC0hMTKy1RImIiAKVIAiY1jkGrXUqPLrBjEqXZ9/qk5X4y+pCLO5vRJMon//ZJSIiIvLqij5RJCQkYM6cORBFEYWFhRBFEfHx8RCECxfiISIiCj23t4xAs2gV7v6pCPkVnqXofjM50H9lARb1j0XXeI2MGRIBUenpAIA0mw1hWi1nriciCkJXNc5PEATEx8cjISGBRTwREVE13eI1+HlIPNobpZPg5VW4Mfi7Aiw9Wi5TZkTnKPfsgXLPHkQeOADlnj1yp0NERFeBDXtERER+1iRKhTWD4jA4KUwSr3QB47LMeHVXMUROgkdERERXiYU8ERFRLYhSK/D5TUZMvC7qon2v7S7B2EwzKpws5omIiOjKsZAnIiKqJQpBwIvddPigtx4XTlr/9fEKDP6uALnlrksfTEREROQFC3kiIqJaNiolEt/eGgejVvrP7i+FDvRfUYA9RXaZMiMiIqJgxEKeiIioDvRsoMXPQ+PRRi9dMOZMuQsDVxdi5YkKmTIjIiKiYON1+blTp05d1QmbNm161ckQERHVZ82jVfh+cDzGZZqw9oytKl7uFHHPzya80DUGT1wXxRVhiIiIqEZeC/kOHTpc1QcJk8l0TQkRERHVZzqNAosHxOLZ7VbM3VdWFRcBvLizGAcsDrzbywCtksU8ERERXZrXQv7999+XFPKiKGLu3Lk4efIk/u///g/JyckQRRGHDx/GV199haSkJIwfP75OkiYiIgpmKoWAmTfokapTY9IWC1zVJq9ffKQCx0tc+E9/I+LClPIlSURERAHLayE/atQoyfasWbNQXl6OXbt2wWg0SvZNnToVt9xyC4qKimonSyIionro/jaRaBmjxL3rTLDaPdX8lnw7blpRgC8GxCLNoJYxQyIiIgpEPk92N3/+fNx3330XFfEAEBcXhzFjxuCjjz7ya3JERET1XXqjMKwdEo9WMdKn7ydLXbhlVQF+PF0pU2ZEREQUqHwu5AsLC+FwOLzudzqdKCws9EtSREREoSRFp8baIQno21AriZc4RIxcW4TZv5dCFEUvRxMREVGo8bmQ79ChA+bPn48TJ05ctO/48eOYP38+OnTo4NfkiIiIQoVBq8DSW2JxX+sISdwtAtO3WfHkJgscbhbzREREVEOP/IVefvll3Hbbbbj++usxcOBAJCcnAwBycnKwZs0aqFQqzJgxo9YSJSIiqu/UCgHv9NSjtV6NZ7dbUb1u//RQOY6WuLCwnxEGrc/34YmIiKge8rmQ7969O3766SfMmDEDP/74I7799lsAQEREBG655RZMnz4daWlptZYoERFRKBAEARPaRSE5RoVxWSaUODzVfPZZGwaszMcXA2KRrOMkeHR1rBYLgHMPY1JSUmTOhoiIrobPhTwApKam4vPPP4fb7UZhYSFEUUR8fDwUCj4ZICIi8qdbmobhh8HxGLm2CCdLXVXxI8Uu9F9ZgM/6GZHeKEzGDImIiEguV1WBi6IIlUqF2NhYFvFERES1JM2gxs9D43FjgkYSt9pF/PWHInxyoEymzIiIiEhOV1SF//LLLxgxYgQaNWqE5ORkbNy4EQBQVFSE//u//0NWVlatJElERBSq4sKU+PYvcbizVbgk7hKBJzdbMHWrBU5OgkdERBRSfC7kt23bhkGDBuHYsWO48847JcvgxMbGorS0FJ9//nmtJElERBTKtEoBc/oY8ELXmIv2zd1XhrvWFsFqd8uQGREREcnB50L+X//6F1q1aoWtW7fi+eefv2h/nz59sGPHDr8mR0REROcIgoAnO0Tj85uMiFAJkn0/nrHh1lUFOF7ilCk7IiIiqks+F/K//PILRo8ejbCwMAiCcNH+xo0bIy8vz6/JERERkdTQZuH4blAcGkcoJfEDFif6ryjA5jybTJlRsAh/4gmEP/EEmr38MsKfeELudIiI6Cr4XMgrFIoaJ7bLy8tDeHi41/1ERETkHx1jNfhpaDy6xEmXoCuyuTFsTSEW5XASPPJOs3AhNAsXIv6bb6BZuFDudIiI6Cr4XMh36tQJa9asueQ+u92OJUuW4Prrr/dbYkRERORdgwglVg2Mx23NpTfRHW5gwgYLXtxhhVvkJHhERET1kc+F/FNPPYXs7Gw89thj2Lt3LwAgNzcXa9euxbBhw3Ds2DE8/fTTtZYoERERSYWrBCzIMGBKp+iL9s3aW4p7fjah1MFJ8IiIiOobnwv5fv36Yd68eVi1ahVuu+02AMAjjzyCv/3tbzhw4ADmz5+P7t2711qiREREdDFBEDCtcww+TjdAK22bx6qTlRi4uhCnSzkJHhERUX2iupIX33HHHRg0aBDWrVuHI0eOwO12o0WLFujfvz+ioqJqK0ciIiK6jNtbRqBZtAp3/1SE/ArPU/i9Jgf6ryzAov6x6BqvkTFDIiIi8hefC/mNGzciNTUVcXFxGDx48EX7i4qKcODAAfTq1cuvCRIREZFvusVr8POQeNz5kwm/mRxV8bwKNwZ/V4APehtwe8sIGTMkIiIif/B5aP3QoUOxbt06r/uzsrIwdOhQn9/47bffRr9+/dC0aVO0atUKI0eOxL59+ySv0ev1l/wzadIkr+c9ceLEJY9Zu3atz7kREREFqyZRKqwZFIdBSWGSeKULGJdlxqu7iiFyEjwiIqKg5vMT+cv9o2+322tcnu5CGzZswLhx49ClSxeIoohXXnkFI0aMwNatW2EwGAAABw8elByza9cu3HnnnRgxYsRlz7906VK0b9++avvPcxIREdV3UWoF/nOTEf/cWYxZe0sl+17bXYIcqxMf9DYgXCXIlCERERFdixoL+eLiYlit1qptk8mEU6dOXfQ6i8WCpUuXomHDhj6/8bJlyyTb8+bNQ1JSErZs2YKBAwcCABITEyWvWb16NZKTk9G7d+/Lnt9oNF50PBERUahQCAJe7KZDik6FiZssqD55/bJjFThe4sSi/rFoEKH0fhIiIiIKSDUW8rNnz8brr78O4PysuNOmYdq0aZd8rSiKeO655646kdLSUrjdbuj1+kvuLykpwbJlyzBlyhSfznfPPfegsrISrVq1woQJEzB8+PCrzo2IiChYjUqJRItoFUb/bILJ5qnmfyl0oP+KAiwaYETHWE6CR0REFEwEi8Xidcz8li1bsGXLFoiiiH/+85/461//iuuuu056AkFAREQEOnfujG7dul11Ivfddx+OHDmCzMxMKJUXPx349NNPMXnyZOzfvx9xcXFez1NUVIRFixbhxhtvhEqlwurVq/HWW29hzpw5GDlypNfjcnJyrjp3IiKiQHe6UsBT+7Q4Vi5tgwtTiPhXqh0ZsS6ZMqO61u2C5YJ3bN8uUyZERFSTlJQUr/tqLOSrmzlzJoYOHYp27dr5LbE/TZ8+HcuWLcOaNWvQvHnzS76mX79+aNasGT799NMrPv/TTz+NzZs3Y9OmTdeWqMxycnJqvJgUGHidggevVfDgtfIPq92NcZkmrD1jk8QFAC90jcET10VBEK6tb57XKvDpLhj9aLVYZMqEfMG/U8GD1yp41Idr5fPsdFOnTr1kEZ+bm4sDBw5cdQLTpk3D0qVLsXz5cq9F/K+//opdu3ZhzJgxV/UeXbt2xdGjR686RyIiovpAp1Fg8YBYPNw2UhIXAby4sxgTNlhgc3FGeyIiokDncyH/6aefYvz48ZLY008/jbZt26Jnz57o06cPioqKrujNp0yZgq+++grLly9H69atvb5u4cKFSEpKQkZGxhWd/0979+7lxHdEREQAVAoBM2/Q450eeigvePj+v8PlGPF9IQorOcyeiIgokF1RIR8dHV21nZ2djQULFuCOO+7A888/j2PHjuHNN9/0+Y0nTZqERYsWYf78+dDr9cjLy0NeXh5KS6XL5JSXl2PJkiW49957Lznc76WXXsKwYcOqthctWoQlS5bg4MGDyMnJwXvvvYf58+fjoYce8jk3IiKi+u7+NpFYdkssdBrpv62b8+y4aUUB9psdMmVGta0kMxMlmZnY99lnKMnMlDsdIiK6Cj6vI3/ixAmMHj26avubb75B48aNMXfuXCgUClitVnz99dd49dVXfTrf/PnzAeCi2eSnTJkimRl/2bJlKCsrw6hRoy55ntzcXBw7dkwSe/PNN3Hq1CkolUq0atUK77//fo0T3REREYWi9EZhWDskHneuLcKRYs9T+JOlLtyyqgALMoy4uUmYjBlSbXB36gQAKI+MhDvIe0SJiEKVz4W83W6HWq2u2l63bh0GDBgAheLcQ/2WLVsiNzfX5ze2+DixyujRoyU3EC40Z84cyfbdd9+Nu+++2+c8iIiIQlmKTo21QxJw789FWJ9rr4qXOESMXFuEl7vr8HDbyGueBI+IiIj8x+eh9c2aNUPm+eFXv/zyC44fP46bbrqpan9+fr5k6D0REREFB4NWgWW3xmFM6whJ3C0C07ZZ8dRmCxxuToJXX9hdIkodbrnTICKia+DzE/mxY8di8uTJOHjwIP744w80btwYN998c9X+LVu2oE2bNrWSJBEREdUutULArJ56pOrVeHa7FdXr9k8OluNIsQsL+xlh0Pr8DIDqSLnTjcJKN4oqz/333B+XZNt0PlZoc6PYfu7ido7RYmlTF4xhSpm/AiIiulI+F/IPPPAANBoNfvjhB3Ts2BETJ05EeHg4AMBsNqOgoABjx46ttUSJiIiodgmCgAntopAco8K4LBNKHJ5qPvusDQNW5uOLAbFI1qlrOAtdC1EUYbWL54tw17kC3Va9SJcW6EWVblRc5ZKBu4qVeGS9GYsHxLJ1gogoyPhcyAPAvffei3vvvfeiuMFgqBp2T0RERMHtlqZh+H7wuUnwTpZ6JsE7UuzCgJUFWNgvFumNtDJmGDxcbhFmu7Tw/rNAr/4Uveh8gV5kc6O2R70/uOlLyfacRg9iQruo2n1TIiLyqysq5ImIiCg0tDWo8dOQeNzzswlb8j2T4FnsIm7/oRBv9tDjvtRIGTOUh90lXvRkvMjmKcYvLNDNNjcCbXaBD5e8JNnW9P4/9EzUoFOcRqaMiIjoSvlcyA8dOvSyrxEEAcuXL7+mhIiIiCgwxIcr8e1f4vDERjMWH6moijtFYOImCw5YHJjRXQeVIjiHZYuiiDLnuWHslxy6bvuzv9xVVZwXOwKtLAfUCiAuTIHYMCXiwhSIC1PAqFWc/38lYsMUVfG4MAXwpPR4hxu4P9OErGEJiNFwDgQiomDgcyHvdrsv6p9yuVw4deoUzpw5g5YtW6Jhw4Z+T5CIiIjko1UKmNPHgFS9Gi/tLJbsm7uvDEesTszPMEIXAAXgn/3lFw5dP/fE3HXBUPZzsUrX5c9b1yJVAox/Ft5axflCXHm+WFdU+++5Ij1GLVxzj/uxEhee3mzBh30N7JcnIgoCPhfyq1atqnHfk08+iU8++cQvSREREVHgEAQBT3aIRrJOhfHZZpQ7PU+lfzxjw62rCrB4QCyaR/u3Y8/pFmG2Xbq/XDqs3VX1VN0ZeA/ModMIFz0dj72gQP+zOI8NUyBCJc9NkSVHK5DRSItRKaHXMkFEFGz88i/u4MGDsXHjRkyfPh0rV670xymJiIgowAxtFo6kQUrctbYIf5R7ZmQ7YHGi/4oC/Ke/EXE1HG+7VH/5hQW6zTPE3WITA66/XCGgati6Z8j6+QJdW70g9zxBVwdR68HkLVZ0j9egtZ4rExARBTK/3Tpv3bo1Pv30U3+djoiIiAJQx1gNfh6agLt/KsIvhY6qeJHNjeFrCnFnIzX0FqtnJnabp2AvCcD+cs0V9pfrtQoo6tnQ83ClULWEXblTxNgsM9YOjkeYqn59nURE9YnfCvkff/wRMTEx/jodERERBagGEUqsGhiPCevN+Pq4ZxI8uxv47LQaOF0qW26RKkFSfMdeOHRdK+03j/ZDf3mwe+1GHR7faKna/s3kwHM7rHjjRr2MWRERUU18LuRfe+21S8atVis2bNiAvXv3YtKkSX5LjIiIiAJXuErAggwDWu9W4bXdJbX2PnqNICm8Yy9VoGs9sXA+Rb5i96REIPMPG5Yd89yU+Wh/GdIbajGkWbiMmRERkTc+F/IzZ868ZFyv16Nly5b497//jdGjR/stMSIiIgpsgiBgWucYtNapMGGDGbbLzACvvKi/XHlBr7kCRm21Ie5B1l8erARBwDs99dhZYMeJUs9FfGyDGR1j1Wga5d9JDImI6Nr5/JvZbDbXZh5EREQUpG5vGYE0gxqfHyqD2WJBcoPYiwr0uDAldBqh3vWX1xc6jQILMoy4dVVB1cz/FruIB7PMWDkwDireUCEiCii8xUpERETXrK1BjVdv0CMnpwApKdFyp0NXoWu8Bs93jcHzO4qrYlvy7Xhtdwme6cJ5kIiIAok8C5USERERUcB5rH0U+jfWSmJv7ilB9lmbTBkREdGleH0ibzAYoFAocPbsWWg0GhgMBp9mdVUqlYiNjUV6ejpefvllxMXVtKIsEREREQUKhSBgbh8Den+bj7wKNwBABPBQlgkbRiQgLkwpb4JERASghkL+H//4BwRBgEqlkmxfjsvlQm5uLr799luUlJRg0aJF/suWiIiIiGpVfLgS8/oacNv3RTjfLo/cCjceyTbji5tjOc8BEVEA8FrIT5s2rcbty2ndujXeeOONq8uKiIiIiGpF+axZAID8vDwkJCZe8jUZjcLwVIcovPVraVXsxzM2zP69FI+15xwIRERyq7XJ7oYOHYrY2NjaOj0RERERXQXHffcBAApzcmBISfH6uqmdY7D+rB3bCuxVsZd2FqNXAy06x2lqO00iIqqB10L+f//731Wd8K677gIANG/eHM2bN7+qcxARERGRvNQKAR+lG9B3eT6s9nOD7B1uYGymCVnDEhCj4ZzJRBQ8Kpwivj1egZGtwuVOxS+8FvITJky4KPZnj7woipeMA55CnoiIiIiCW7NoFf7dy4Ax60xVsWMlLjy12YKP+vo2ETIRUSCYvs2CTw6WY8WJCjzZUO5srp3XQn7Pnj2S7ZKSEjz88MOIjo7G+PHjkZycDFEUcfjwYcybNw9lZWWYO3durSdMRERERHVnePNwjGsTiY8PlFXFvjpagYxGWoxOiZQxMyIi33xzrAKfHCwHAKw6WYkdeWH4pqEDaQa1zJldPa+FfFJSkmT78ccfh8FgwLfffiu5+9q+fXsMGzYMw4cPx7x58/Duu+/WXrZEREREVOdmdNdhc54N+8zOqtg/tljRPV6DVH3wfhAmovrveIkTj28yS2JaAWgSFdzLafrc3LRixQoMHTr0kkOoFAoFhg0bhhUrVvg1OSIiIiLyL8Xu3VDs3o2I/fuh2L3bp2PCVQI+yTAiQuX5HFjuFDE204RKp1jDkURE8nG4RTyQZUKx3fN7SqMAXm5jQ7Q6uOf58HnWeqfTiZMnT3rdf/z4cTgcDr8kRURERES1IzojAwDQ9vy21WLx6bhUvRozb9Dh8Y2e1/9uduK57Va80UPv5yyJiK7dy78UY0eBtEb9Z3cd2qjLZcrIf3y+DXHTTTfhww8/xJIlSyST3YmiiC+//BLz589H//79ayVJIiIiIpLfPSkRuL2FdMbnjw6UYcWJCpkyIiK6tJ/PVGLW3lJJ7C9NwzA+rX7M7eHzE/nXX38dBw4cwPjx4/Hss8+iRYsWEAQBR48eRX5+PlJSUjBz5szazJWIiIiIZCQIAt7uqcfOQjuOl7iq4o9tMKNjrBpJUT5/tCQiqjV55S6Mz5b2xTeKUOCD3vp6s9qGz0/kExMTkZ2djVdffRXt27eHyWRCYWEh2rdvj5kzZyI7OxsNGjSozVyJiIiISGY6jQIL0o2o1i4Pq13Eg1lmON3slycieblFEQ+vN6Og0l0VUwjAh+lGxIYF9wR31V3RbVOtVovx48dj/Pjxl9y/b98+tG3b9pL7iIiIiKh+6BKvwQvdYvDc9uKq2NZ8O2buKsGzXWNkzIyIQt2/95Zi3R82SewfHaPRu4FWpoxqxzVP1Zebm4v33nsPffr0Qe/evf2RExEREREFuEfbReHmxtIPxm/9WoKsCz5AExHVlW35Nvzrl2JJrFcDDSZ3jJYpo9pzVYV8aWkpFi1ahBEjRqB9+/Z4/vnn4XK5MHHiRH/nR0REREQBSCEImN3HgMRwz8dJEcBD2SYUVLi8H0hEVAssNjfGZZnhqtbhY9Qq8GFfI5SK+tEXX53PQ+tdLhfWrl2LL7/8Et999x0qKiogCAIeeOABPProo2jWrFlt5klEREREASY+XIkP+xow4vsi/PnZOa/CjQnrzfji5lgo6smkUkQU2ERRxMRNFpwqld5E/KC3Ho0j609ffHWXfSK/Y8cOTJ48Gampqbjzzjuxf/9+PP300/jmm28giiIyMjJYxBMRERGFqPRGYXi6g3TY6o9nbPjg91IvRxAR+dfCQ+X45rh0GcyH20ZiYFK4lyOCX41P5Lt27Ypjx46hSZMmuOeee3DHHXegXbt2AICTJ0/WSYJEREREFNimdo7GhlwbtuTbq2Iv7ShGr0QtusRrZMyMiOq7fWYHpm61SGIdjGq81E0nU0Z1o8Yn8kePHkVSUhKef/55TJ48uaqIJyIiIiL6k0oh4KN0A3Qaz1B6pwiMzTKh2O6u4UgioqtX7nRjbKYJldVG1EepBHySYYRWWb9be2os5D/44AO0aNEC48ePR+vWrTFu3DisXr0aDoejrvIjIiIioiDQNEqF93sbJLHjJS48uckCUeT68kTkf9O2WnHA4pTE3uqpRyvdFa2yHpRqLOTvvvtufP3119i3bx+mTJmCQ4cOYdSoUUhOTsa0adMgCAIETmJCRERERACGNgvHA20iJbGlxyrwn5xymTIiovpq2dFyLDwk/d1yV3IERraKkCmjuuXT8nOJiYn4+9//jvXr12PTpk24//77sWfPHoiiiMceewyPPPIIli9fjrKystrOl4iIiIgC2IzuOrQzSJ+G/WOLFQctHNFJRP5xvMSJiZukffHJMSq8cWP97ouv7orXkU9LS8OLL76I3377DcuXL8fAgQOxatUqjBkzBsnJybWRIxERERE8CDPRAAAgAElEQVT5iX3MGNjHjEHBiBGwjxnj9/OHqQQsyDAiQuUZtVnhEnF/pgkVTg6xJ6Jr43CLGJdpQrHD8/tEowA+zjAgSn3F5W3QuqbmgT59+qBPnz546623sHr1anz55Zf+youIiIiIakHFu+8CAE7k5CAlJaVW3iNVr8brN+rw2AbPE7N9Ziee3W7FWz30tfKeRBQaZuwsxs5C6Qiff3XXoWNsaK2Q4ZdbFlqtFrfddhv+97//+eN0RERERBTkRiVH4G8tpWs4f3ygDN9esNYzEZGvfjpTiXd/K5XEBjYNw0NpkV6OqL9CZ+wBEREREdUZQRDwVg89WkQrJfHHN5pxstTp5SgiokvLK3fh4WyzJNY4QokPeutDcgJ2FvJEREREVCtiNAosyDCietuq1S7igUwzHG72yxORb9yiiPHrzSiodFfFFALwUboBxjBlDUfWXyzkiYiIiKjWdI7T4IWuMZLYtgI7Zu4qlikjIgo27+4tReYfNklsSqdo9GyglSkj+bGQJyIiIqJaNaFdFG5pIv3A/favpcj8o1KmjIgoWGzLt2HGL9Ibf70aaDCpQ7RMGQUGFvJEREREIUSn10On16Nb9+7Q6etmBnmFIGB2HwMahHs+eooAxmebkV/hqpMciCj4WGxujMsyw1WtE8eoVeCjvkYoFaHXF18dC3kiIiIiqnVxYUp8mG5E9Y/eeRVuPLLeDLfIfnkikhJFEY9vNONUqfRm35w+BjSKDM2++OpYyBMRERFRnejbUItJHaXDYX86Y8MHFywnRUT0ycFyLD8hbb+Z0C4StzYNkymjwMJCnoiIiIjqzJRO0eiRqJHEXtpZjJ0FdpkyIqJA87vJgenbLJJYx1g1XuiqkymjwMNCnoiIiIjqjEoh4MO+Bug1nkH2ThEYm2mC1e6u4UgiCgVlDjfGZppQWW1EfZRKwIJ0I7TK0O6Lr062Qv7tt99Gv3790LRpU7Rq1QojR47Evn37JK/R6/WX/DNp0qQaz/37779j0KBBaNCgAdLS0vDaa69BZO8VERERUUBoGqXC+70NktiJUhcmbrTwMxtRiJu2zYqDVqck9nZPPVrpVDJlFJhkK+Q3bNiAcePG4fvvv8fy5cuhUqkwYsQImM3mqtccPHhQ8mfx4sUAgBEjRng9b3FxMW677TYkJCTg559/xsyZM/Hee+/h/fffr/WviYiIiIh8M6RZOB5Mi5TEvj5egc9zymXKiIjktvRoOT47JP0dcHdyBP6vVYRMGQUu2W5rLFu2TLI9b948JCUlYcuWLRg4cCAAIDExUfKa1atXIzk5Gb179/Z63iVLlqCiogJz5sxBeHg42rZti0OHDmH27Nl47LHHIAgcjkFEREQUCP7VTYfNeXb8ZnJUxaZsseL6BA3a6NUyZkZEde14iRMTN0n74lN0Krx+I/viLyVgeuRLS0vhdruh97KeaUlJCZYtW4YxY8bUeJ5t27ahR48eCA8Pr4r1798fZ8+exYkTJ/yaMxERERFdvTCVgE8yDIhQeR60VLhEjF1nQoWTQ+yJQoXdJWJcpgklDs/fe40C+DjdgCh1wJSsASVgGg2mTp2K6667Dtdff/0l9y9duhQ2mw133XVXjefJz89Ho0aNJLH4+Piqfc2bN7/kcTk5OVeetAyCJc9Qx+sUPHitggevVfDgtQps3S7YDoTrNamFEv/M0VZt77M48diPJzA12VHDUaEjEK4R+YbX6ur8+5gaOwulo3CeaG5HuOkEcky1857BcK1SUlK87guIQn769OnYsmUL1qxZA6VSecnXLFy4EIMHD0ZcXNxlz3fh8Pk/J02paVh9Td+kQJGTkxMUeYY6XqfgwWsVPHitggevVfAJhOv1ZLKIAy4zvjxaURVbmqvGsLREDG8eXsOR9R//TgUPXqurs/Z0JT4/UySJDUoKw/S+jWqtLbo+XCvZxylMmzYNS5cuxfLly70+Lf/111+xa9euyw6rB4CEhATk5+dLYoWFhQA8T+aJiIiIKHAIgoC3eurRMlr6QOfvG804UeL0chQRBbvcchceXm+WxJpEKvFBbwPnNrsMWQv5KVOm4KuvvsLy5cvRunVrr69buHAhkpKSkJGRcdlzXn/99di8eTMqKyurYuvWrUPDhg3RrFkzf6RNRERERH4WrVZgQYYR1dthi+0iHsgyweFmvzxRfeNyi3go24zCSndVTCEAH6UbYNDK/rw54Mn2HZo0aRIWLVqE+fPnQ6/XIy8vD3l5eSgtLZW8rry8HEuWLMG99957ybsyL730EoYNG1a1fccddyA8PBwTJkzAvn37sHz5csyaNQsTJkzgXR0iIiKiANYpToOXuklnqN5e4MCru4plyoiIasusvaXIPmuTxKZ1ikaPRK2XI6g62Xrk58+fDwAYPny4JD5lyhRMmzatanvZsmUoKyvDqFGjLnme3NxcHDt2rGpbp9Ph66+/xqRJk9CvXz/o9Xo8+uijeOyxx2rhqyAiIiIKLq6OHQEAlTYbwrSB94H5kbaRyPqjEt+f9nzAf+fXUvRpoEW/xmEyZkZE/rI1z4ZXLrhB17uBBk91iJYpo+AjWyFvsVgu/yIAo0ePxujRo73unzNnzkWxdu3a4bvvvrvq3IiIiIjqq9KsLACBO9mTIAj4oI8Bfb7Nx9nyc0NuRQDj15uxYXgCEsIvPTEyEQUHi82NcVlmuKp1zMRqFfgo3QilgiOofcXmAyIiIiIKKHFhSnzY14jqH+nzK9x4ONsMt8h+eaJgJYoi/r7RjNNlLkl8dh8DGkbwJt2VYCFPRERERAGnT0MtJneSDrP9+Q8b3vut1MsRRBToFhwsw4oTlZLYo+2icGtTts1cKRbyRERERBSQ/tExGj0SNZLYv3YWY0eBXaaMiOhq/WZyYPo2qyTWKVaNF7rGyJRRcGMhT0REREQBSaUQ8FFfAwxazyB7pwiMzTTBYnPXcCQRBZIyhxvjMk2wVRtRH60WsCDDCI2SffFXg4U8EREREQWsJlEqvN/LIImdLHVh4iYLRPbLEwWFqVutOGh1SmJv99CjZYxsc68HPX7niIiIiEJIVHo6ACDt/PJzf85iH8gGNwvHQ2mR+HB/WVXsm+MV6HdIizGpkTJmRkSX89XRcnyeUy6JjUqJwN9aRciUUf3AQp6IiIgohCj37AEABFv5+89uOmzOs2OvyVEVm7LVgusTNEgzqGXMjIi8OVbsxJObpMuOp+hUeP0GnUwZ1R8cWk9EREREAS9MJWBBhgGRKk8/baXrXL98uZP98kSBxu4SMTbLhBKHpwVGqwQWZBgRqWYZeq34HSQiIiKioJCiU+PNHnpJbL/FiWcumAmbiOT3z53F2FXokMRe7q7DdUaOoPEHFvJEREREFDTuSo7AyFbhktgnB8vxzbEKmTIiogv9eLoS7/9eKokNSQrDuDbB1tQTuFjIExEREVFQebOHHi2jlZLY45vMOF7i9HIEEdWVs+UuPJxtlsSaRCrxXm8DBIFLzfkLC3kiIiIiCirRagUWZBhRvc222C7igSwTHG4uSUckF5dbxPhsM4psnnkrlAIwP90Ag5alpz/xu0lEREREQadTnAb/7Cad+XpHgQMv/1IsU0ZE9M7eUmSftUli0zrH4MZErUwZ1V8s5ImIiIgoKD3cNhK3Ng2TxGbtLcXPZyplyogodG3Js+HVXdIbaX0bavHkdVEyZVS/sZAnIiIioqAkCAJm99ajUYT0I+34bDPyyl0yZUUUesw2Nx7IMsNVrbMlLkyBeX0NUCrYF18bWMgTERERUdCKDVPiw3QjqtcKBZVuPLzeDLfIfnmi2iaKIv6+wYzTZdKbZ3P6GNAwQunlKLpWLOSJiIiIKKj1bqDF5I7Rkti6P2z4995SL0cQkb98fKAMK09K21keaxeFm5uEeTmC/IGFPBEREREFvckdo9EzUSOJ/euXYmzLt3k5goiu1V6TA89st0pinePUeL5rjEwZhQ4W8kREREQU9FQKAR+lG2HQesbYu0RgXJYZlmpLYRGRf5Q53BibaYKt2oj6aLWABelGaJTsi69tLOSJiIiIqF5oHKnE7N4GSexUqQsTN1kgsl+eyK/+sdWKHKtTEpvVU48WMSqZMgotLOSJiIiIQojVYoHVYsGO7dthtVjkTsfvBiaF4+G2kZLYN8crsPBQuUwZEdU/S46U47850r9T96RE4PaWETJlFHpYyBMRERFRvfJSNx06GNWS2NStFuwzO2TKiKj+OFrsxFObpTcBW+tUmHmDTqaMQhMLeSIiIiKqV7RKAQsyDIhUefp0K13A2EwTyp3slye6WnaXiLGZJpQ4PK0qWiWwIMOISDVLy7rE7zYRERER1TvJOjXe6qGXxA5YnJi21erlCCK6nJd2FmN3kXRkyyvX69D+ghEwVPtYyBMRERFRvXRncgTubBUuiS08VI5lR9kvT3SlfjhViQ9+L5XEhjYLw9jUSC9HUG1iIU9ERERE9dabPfRoFaOUxCZusuB4idPLEUR0obPlLjyy3iyJNYlU4r1eBggCl5qTA9cGICIiIgoh4U88AQBoZrUiXKdDxbvvypxR7YpSK7Agw4ibVxbAfr49vtghYlymCWsGx0OtYBFCVBOXW8RDWSYU2TzzSygF4ON0A/RaPheWC7/zRERERCFEs3AhNAsXIv6bb6BZuFDudOpEx1gN/tVdOqP2zkIHZuwslikjouDx9q8lWJ9rl8Smd47BDYlamTIigIU8EREREYWAh9IiMbBpmCT27m+l+OlMpUwZEQW+Tbk2vLq7RBJLb6jFxOuiZMqI/sRCnoiIiIjqPUEQ8EFvPRpFSD/+PpxtRl65S6asiAKX2ebGg1lmuD0rzSEuTIF5fQ1QsiVFdizkiYiIiCgkGMOU+CjdiOo1SEGlG+PXm+EWRe8HEoUYURTx6AYzzlxwk2tuHwMaRCi9HEV1iYU8EREREYWMXg20mNIpWhLL/MOGd/eWejmCKPTMP1CG1SelbSePt4/CgCZhXo6gusZCnoiIiIhCyqQO0ejVQCOJzfilGNvybTJlRBQ4fi2y45ltVkmsS5waz3aJkSkjuhQW8kREREQUUpQKAR/1NcJYbekslwiMyzLDUm2JLaJQU+pwY1yWuWqpRgCIUQtYkGGERsm++EDCQp6IiIiIQk6jSCVm99FLYqdKXXh8oxki++UpRP1jixU5VqckNqunHs2jVTJlRN6wkCciIiKikPSXpuF4pG2kJLb8RCU+OVguU0ZE8vnySDkWHZb+7N/bOgJ/bRkhU0ZUExbyRERERBSyXuymQ8dYtSQ2fZsFv5scMmVEVPeOFjvx1CaLJJaqU2HmDTqZMqLLYSFPRERERCFLqxSwIN2IKJWn/7fSBYzNNKHMwX55qv9sLhH3Z5pQ6vS0lIQpgQUZRkSoWC4GKl4ZIiIiIgpprXQqvN1T2i9/0OrEtAtm7iaqj17aacWeIukIlFeu16OdUe3lCAoELOSJiIiIKOT9X6sI3J0s7QX+7FA5lh5lvzzVX2tOVWD272WS2LBmYbg/lX3xgY6FPBERERERgNdv1CFFJ52de+ImC46XOL0cQRS8/ihzYcJ6aV980ygl/t3LAEHgUnOBjusIEBEREYWQksxMAMCpkyfRNClJ3mQCTJRagY/TDRiwsqBqHe0Sh4hxmSZ8Nyie62hTveFyi3gw2wSTzTMPhFIAPk43QK/ls95gwKtEREREFELcnTrB3akTytPS4O7USe50Ak6HWA1mdJfO1L2z0IEZvxTLlBGR/731awk25tolsWe7xOD6BK1MGdGVYiFPRERERFTNg2mRGJQUJon9+7dSrD1dKVNGRP6zKdeGmbtLJLGMRlo8cV2UTBnR1WAhT0RERERUjSAI+KC3AU0ilZL4w+vNyC13yZQV0bUzVbrwYJYZbs9Kc4gPU2BeHwMU7IsPKizkiYiIiIguYNAq8FG6AYpqtU1hpRsPZZvhql4FEQUJURTx6AYLzlxwM2puXwMSI5RejqJAxUKeiIiIiOgSeiRqMbVTtCSWfdaGWXtLZcqI6Op9uL8M352Stoc80T4K/RuHeTmCAhlnrSciIiIKIepPPwUAxOXlQZ2YCMd998mZTsB7ukM0ss/asKHaxGCv7CpG7wYa3JDIicEoOOwpsuO57VZJrFu8Gs92jZEpI7pWLOSJiIiIQkjExIkAgObnt60s5GukVAj4KN2I3t/ko+j8Ul0uERiXZcaG4QlcqosCXqnDjXGZ5qolFQEgRi1gfroRagX74oMVf/MQEREREdWgYYQSs/sYJLHTZS78faMZosh+eQpsk7dYcbjYKYm920uP5tF8phvMWMgTEREREV3GrU3D8Gg76fJcK05UYsHBMpkyIrq8xYfL8b/D5ZLYmNYRuK1FhEwZkb/IVsi//fbb6NevH5o2bYpWrVph5MiR2Ldv30WvO3z4MEaPHo2kpCQ0bNgQffv2xcGDB72ed/369dDr9Rf9OXToUG1+OURERERUz73QNQadYtWS2PRtVvxmcsiUEZF3h60OPL3ZIom10avw6g06mTIif5JtPMWGDRswbtw4dOnSBaIo4pVXXsGIESOwdetWGAznhi4dP34ct956K+68804sX768qiCPjIy87Pm3bNlSdR4AiIuLq7WvhYiIiIjqP41SwIIMI/p+m49S57kh9TYXMDbThHVD4xGp5mBXCgw2l4ixmWaUOT2tH2FKYEGGEREq/pzWB7IV8suWLZNsz5s3D0lJSdiyZQsGDhwIAJgxYwZuuukmvPzyy1Wva968uU/nj4+PR2xsrN/yJSIiIiJqGaPCOz31eDDbXBU7ZHVi6lYr3uttqOFIorrz4g4rfr1gpMjMG/Roa1B7OYKCTcDcjiktLYXb7YZerwcAuN1urFmzBqmpqbj99tvRqlUr9OvX76IbAN5kZGQgNTUVw4YNQ3Z2dm2mTkREREQh5G+tIjAqRdpj/HlOOb46Wu7lCKK6893JCszZJ527YUTzcIxpzb74+kSwWCwBMdXmfffdhyNHjiAzMxNKpRJ5eXlITU1FREQEpk+fjr59+yI7OxsvvPAC/vvf/+Ivf/nLJc+Tk5OD9evXo0uXLrDb7fjiiy+wYMECrFy5Er169fL6/jk5ObX1pREREREFjG7du0u2d2zfLlMmwa3CBdyzOwwnKjzPxSKVIv7TqRJNwgPi4zWFoDybgFG7wmB1epaVa6h147+dK8FJ6oNPSkqK130BUchPnz4dy5Ytw5o1a6qGzp89exZpaWm44447MH/+/KrXPvDAA7BYLPjqq698Pv/f/vY3KJVKLF682N+p16mcnJwaLyYFBl6n4MFrFTx4rYIHr1Xg050f/fgnq8Xi5ZV0OXtNDgxYmQ+byxPrHKfG94PioVH6Z31u/p0KHnJfK5dbxNA1hdiUZ6+KKQVgzaB4dE/QyJZXIJL7WvmD7EPrp02bhqVLl2L58uWS/vfY2FioVCqkpqZKXt+6dWucPn36it6ja9euOHr0qD/SJSIiIiICAFxnVGNGd+kM4LsKHfjnzmKZMqJQ9saeEkkRDwDPdYlhEV9PyVrIT5kyBV999RWWL1+O1q1bS/ZpNBp06dLloiHvhw8fRtOmTa/offbu3YvExMRrzpeIiIiIqLoH2kRicFKYJPb+76X48XSlTBlRKNqQa8Pre0oksX6NtHj8uiiZMqLaJlunxKRJk/DFF1/gP//5D/R6PfLy8gAAkZGRiIo69wP3+OOP4/7770fPnj3Rt29frF+/HsuWLcN///vfqvOMHz8ewLlZ7wFg9uzZSEpKQlpaGux2O7788kusWrUKn332WR1/hURERERU3wmCgPd7G7Dn23ycLvOMsX8424wNIxLQMEIpY3YUCkyVLjyUZYK7WsN0QrgC8/oaoBD80+JBgUe2Qv7Pvvfhw4dL4lOmTMG0adMAAEOGDMGsWbPw9ttvY+rUqWjZsiXmzp2LW2+9ter1Fw6zdzgceO6553D27FmEhYUhLS0NX375JW655ZZa/oqIiIiIKBQZtArMTzdg8HeFcJ0vpopsbozPNuPrW2KhVLCYotohiiImbLDgj3K3JD63jwEJ4byJVJ/JVshbfJxYZdSoURg1apTX/atWrZJsP/HEE3jiiSeuKTciIiIioitxY6IW0zrHYMYvnv747LM2vLO3FJM6RsuYGdVn8/aXYc0paRvHxOuicFPjMC9HUH3BRQiIiIiIQkj5rFkAgPy8PCRwDiG/evK6KGSftSH7rK0q9uquYvRqoEGPRK2MmVF9tLvQjue3WyWxbvFqPNMlRqaMqC6xkCciIiIKIY777gMAFObkwBDkyy8FGqVCwLy+BvT+Jh9FtnNDnV0i8GCWGeuHJ8CglX3BKKonShxujMsywV5tRH2MRsD8dCPUbOUICfxtQkRERETkJw0jlJjTxyCJnS5z4e8bzBBF0ctRRFdm8mYLjhS7JLF/9zSgeTSf04YKFvJERERERH50S9MwPNZOuuzXypOV+PhAmUwZUX3yv8PlWHykQhK7PzUCI1qEy5QRyYGFPBERERGRnz3fNQad49SS2DPbrdhrcsiUEdUHh60OTNosnTQ8Ta/CK9frZcqI5MJCnoiIiIjIzzRKAQvSjYhWe/qVbS5gbKYJZQ53DUcSXZrNJeL+TDPKnJ4WjXClgAUZRoSr2BcfaljIExEREYUQxe7dUOzejYj9+6HYvVvudOq1FjEqzOopfVKaY3XiH1utXo4g8u75S4zomHmDDmkGtZcjqD7jbAhEREREISQ6IwMA0Pb8ttVi8fpauna3t4zAuj9s+E9OeVXsvznlyGioxd9aRciYGQWT1ScrMG+/dI6F25qH497W/BkKVXwiT0RERERUi167QYfWOunzs6c2W3C02ClTRhRMzpS58OgGsySWFKXErF56CAKH1IcqFvJERERERLUoUq3AggwjtEpPrMQhYmymCXYXl6Qj75xuEQ9kmWC2eX5OVAKwIMMInYalXCjj1SciIiIiqmXtjWq8cr1OEttd5MBLO4tlyoiCwRt7SrA5zy6JPdc1Bt3iNTJlRIGChTwRERERUR0YmxqJoc3CJLEPfi/F96cqZcqIAtn6sza8sadEErupkRZ/bx8lU0YUSFjIExERERHVAUEQ8F4vA5pEKiXxCevNOFvukikrCkRFlS48lG2Cu1rnRUK4AnP7GqBgXzyBhTwRERERUZ3RaxX4ON0AZbVarMjmxkNZJrjc7JcnQBRFTNhgwdlyd1VMAPBhXwMSwpXeD6SQwkKeiIiIiKgO3ZCoxfTOMZLY+lw73v61xMsRFErm7iu7qN3iyQ5RyGgU5uUICkUs5ImIiIiI6tjE66KQ3lArib26uwSbcm0yZUSBYHehHc/vsEpi3ePVmHbBjR8iFvJERERERHVMqRAwr68BcWGej+NuEXgwywyzzV3DkVRflTjcGJtpgqPa5Y/RCJifboRawb54kmIhT0REREQkgwYRSsztY5DEzpS78OgGM0SR/fKhRBRFPL3JgqMl0kkP3+tlQLNolUxZUSBjIU9EREREJJMBTcLw+AXLia0+WYn5B8pkyojk8L/D5fjyaIUkNjY1EsObh8uUEQU6FvJERERERDJ6tksMusSpJbFntlnxa5FdpoyoLuVYHZi8RdoX31avwsvX62TKiIIBC3kiIiIiIhlplAIWZBgRo/b0QdvdwLgsM7i8fP1W6RQxNtOMMqenlSJcKWBBPyPCVeyLJ+/YcEFEREQUQuxjxgAArFYrdDo+8QsUzaNVmNVTj7FZ5qpYjtWJN45o8J82MiZGter5HVbsNTkksddu1KGNXu3lCKJzWMgTERERhZCKd98FAJzIyUFKSorM2VB1f20ZgcyzNnx2qLwqtjJfhZm7inFzkzC00asQqeaA2vpi1YkKfLhfOhfCX1uE456UCJkyomDCQp6IiIiIKEDMvEGHrXl2HLQ6PbHdJZi5uwQCgGbRSrQ1qNHWoEY7gwppBjWSY1RQcXmyoHK61IlHN5glsWZRSrzTUw9B4LWky2MhT0REREQUICJUCizIMKL/ynxUXtAfLwI4XuLC8RIXVp+srIprFEBrvRpt9aqqIr+tQYXGkUoWhQHI6RbxYLYZFrunL14lAAsyjNBpOOKCfMNCnoiIiIgogLQzqvHGjXr8faPFp9fb3cBvJgd+MzkAeJYwi9EIaKv3FPZpBjXaGdTQa1ksyun1PSXYnCddkeCFrjHoGq+RKSMKRizkiYiIiIgCzD2tI5GqV2HJr2eRq4jGPrMDR4tdEC9/aJViu4gt+XZsyZcWjY0iFGhrUCOt2tP7VJ0aYZwlvdZln7Xhjd0lklj/xlo82j5KpowoWLGQJyIiIiIKQNcnaGFo5kBKSiwAoNzpxiGLE7+bHdhndmKf2YH9ZgdyK9xXdN4/yt34o9yGtWdsVTGFALSKUaGt4dzw/DT9uaf3zaOVULL/3i8KK10Yn22S3IxJDFdgbh8DFGyBoCvEQp6IiIgohOj0egBAt/PbVotvw7dJfhEqBTrFadApTjoEu6jShX1mJ/abHdh3vsjfb3GgxOH783u3eG65uxyrE98e9/TfhysFtDGokKY/9+S+3fmn+AnhCvbfXwFRFDFhvRlnyz03XQQA8/oaEB+ulC8xClos5ImIiIiIglhsmBJ9GirRp6G2KiaKIk6VuaoK+33ni/wcqxOOK3iAX+ESsavQgV2F0rXOjVpF1dP76j340Vwe75Jm7yvDD6dtkthTHaKQ0ShMpowo2LGQJyIiIiKqZwRBQFKUCklRKvylqSdud4k4XOx5ev/7+SL/ZKnL+8kuwWRzY0OuHRtypf33SVHK85PqeYr85BgVNMrQfXq/u9COF3dYJbEbEjSY2jlGpoyoPmAhT0REREQUIjRKoarAvr1avMThxoHzRf3v53vv95mdKLJdWf/9yVIXTpa68P0pT0ytAFJiVGhrVJ/vvz9X5CdF1f/l8YrtbtyfaZKMgoOvhasAABfbSURBVNBpBHyUboCacw/QNWAhT0REREQU4qLVCnRP0KB7gqf/XhRF5Fe4zw3Lt3iG5x8wO1Hh8r3/3uHGueMtTlRfHi9aLaCNvvrw/HND9GPD6kfPuCiKeHqzBcdKpKMd3utlQFIUyzC6NvwJIiIiIiKiiwiCgMQIJRIjlOjX2BN3uUWcKHWdnz3fgf3nn+QfLnbCfQXr45U4RGwvcGB7gbT/PjFcUVXYp52fYC9Vr0KEKrj67xcdLseSoxWS2Lg2kRjWPFymjKg+YSFPREREREQ+UyoEtIxRoWWMCkObeYrSSqeIg1ZPYf/nnz/Kr2x4fl6FG3kVNqz7wzM5nACgRbTyXIFvPLc0Xpr+XA6qAByifsjiwOQt0r74tgYVZnTXyZQR1Tcs5ImIiIiI6JqFqQR0jNWgY6x0eTyLzV1V1O+3ePrwi+2+P74XARwtceFoiQsrT3qWx9MqgVSd+oIZ9NVoGCHf8niVThFjs8wod3q+vgiVgE8yjAhXBd5NBwpOLOSJiIiIiKjW6LUK9GygRc8G0uXxzpS5JIX9PrMThywO2K/gAb7NBfxqcuBXkwPV++/1GuH87PmeIfppejX02tofnv/cDit+M0nbBV67QYdUvbrW35tCBwt5IiIiIiKqU4IgoEmUCk2iVLi5iWctdadbxJFiZ9XSeH8uk3e8xIUraL+HxS5ic54dm/Oky+M1iVSeW/Ner66aRb+1TgWtn5bHW3miAh/tL5PEbm8RjtEpEX45P9GfWMgTEREREVFAUCkEpOrVSNWrcVsLT7zM4cYBS/Xeeyf2WxzIr7iy/vvTZS6cLnPhh9Oe/nulACTHqP6/vXuPiuI6/AD+XZ4qqAsKyxsOyEKKQEIEjcYQ4SSCMYpoRWtMRHz2p01qqIC12LS0RotoTeEQpT5IpInHgjxMSW1CVokaqhWSVkGMQnyBgoCiEVmY3x/GhXHZZYkssPL9nLPnuLN379w7Xwe4M3NnVHfNf3gm33W4MYx6cHl+zT0JVpU0iJa5DTdGykTpE/+YPep7HMgTEREREdGAZmFqhGdtzPCsjXj+fd29NvzvpvKH+fcdd9G/o9T9/H2bAFQ0KVHRpEROVad1mjx4PN5TP1ye7/PDPHyboeqPx1O2C1h/zgyNneb9m0iAXcHWGGlmWHfbJ8PAgTwRERERERmk0UOMEexgjGCHjvn37YKA75rbVGfuHwzuW1HZpEQPxve4oxRwqq4Vp+rE891HDzFSnb1/eHO9Q9Xfo+yWeIC/YdwIBDxy4IGot3AgT0RERERETwwjiQRuw03gNtwE01w6lre0Cahs6hjYP5yHf/lOW4/qr7vXjiPXWnDkWovGMi85muP/fCx/bBeIusWBPBEREdEg0ubvDwC419KCIebm3ZQmenKYG0sw1toUY63Fd49vut+O8k5n78/8cIl+Q0tPbq/XwW6oEdImW/Vofj1RT3EgT0RERDSINCsUAIDKykp4enr2c2uI+t9IMyOMl5ljvEz8eLya79tFN9c709CKisZW3NNyAl8C4P0XrLucR0/UmziQJyIiIiIi6kQikcB+mDHshxkj1LHj8Xht7QIu3lbifw0dd9A/26DEhdtKmEDA5uesRPP1ifSFA3kiIiIiIiIdGBtJMGakKcaMNMVMt6Gq5S1tAqq+PQ8vuVM/to4GEz4LgYiIiIiI6DGYG0tgxCnx1Ic4kCciIiIiIiIyIBzIExERERERERkQzpEnIiIiGkQsg4MBAE/98Pi5h3exJyIiw8GBPBEREdEgYlxWBgCw6Od2EBHRj9dvl9anpKRgypQpcHZ2hoeHB6KionDmzBm1cufPn8drr70GFxcX2Nvb44UXXkBFRYXWuouLixEcHAyZTAZ/f3/s2rVLX90gIiIiIiIi6lP9NpAvLi5GTEwMPv30U+Tl5cHExAQRERFoaGhQlamqqsLUqVPh6uqKvLw8HD9+HOvXr4eFheZjyFVVVZg7dy6CgoJw5MgRrFmzBmvXrkVubm5fdIuIiIiIiIhIr/rt0vrs7GzR+/fffx8uLi44ceIEwsPDAQBJSUkICQnBH/7wB1U5Nzc3rfXu3r0bdnZ2+NOf/gQA8PLywsmTJ/GXv/wFM2fO7N1OEBEREREREfWxAXPX+ubmZrS3t0MqlQIA2tvbUVhYCC8vL8yePRseHh6YMmWK2gGAR5WUlCAkJES0LDQ0FKdPn0Zra6ve2k9ERERERETUFwbMQD4+Ph6+vr4ICgoCANy4cQPNzc2qufQ5OTmYPXs2li5disLCQo31XL9+HTY2NqJlNjY2UCqVqK+v12sfiIiIiIiIiPRtQNy1ft26dThx4gQKCwthbGwM4MEZeQCYNm0aVq1aBQDw8/NDaWkpMjIyEBYWprE+iUQiei8IQpfLO6usrHysPvQVQ2nnYMecDAezMhzMynAwq4Ft3CPvmdfAx4wMB7MyHIaQlaenp8bP+n0gn5CQgOzsbOTn54vmv48aNQomJibw8vISlZfL5Vovr7e1tcX169dFy+rq6mBiYgJra2uN39O2kQaKyspKg2jnYMecDAezMhzMynAwK8PDvAY27lOGg1kZjichq369tD4uLg4HDhxAXl4e5HK56DMzMzMEBASoHSk5f/48nJ2dNdYZFBSEL774QrSsqKgIzzzzDExNTXut7URERERERET9od8G8rGxscjKykJGRgakUilqa2tRW1uL5uZmVZlf/OIXyMnJwZ49e3DhwgXs3bsX2dnZWLJkiarM8uXLsXz5ctX76OhoXL16FfHx8aioqEBmZiaysrJUl+cTERERERERGbJ+u7Q+IyMDANQeCRcXF4eEhAQAwPTp07Ft2zakpKQgPj4e7u7uSE9Px9SpU1XlL1++LPq+m5sb9u/fj3Xr1mHXrl2ws7PDpk2b+Og5IiIiIiIieiL020C+sbFRp3ILFizAggULNH5+6NAhtWXPP/88jhw58qPbRkRERERERDRQDZjHzxERERERERFR9ySNjY1CfzeCiIiIiIiIiHTDM/JEREREREREBoQDeSIiIiIiIiIDwoE8ERERERERkQHhQJ6IiIiIiIjIgHAgT0RERERERGRAOJDvJCUlBVOmTIGzszM8PDwQFRWFM2fOiMoIgoCNGzfC29sbdnZ2eOWVV3D27FlRmeTkZEydOhUODg6QSqVq6/nmm28QExMDHx8f2NnZYdy4cdi+fTva29u7bWNxcTGCg4Mhk8ng7++PXbt2iT739fWFVCpVe82dO1djna2trdiwYQMmTpwIBwcHeHl5YcmSJbh06ZJa2VOnTiEiIgKOjo5wcnLCyy+/jPr6+m7b3duYleasqquru6xXKpVi+/bt3ba7tzEr7ftVbW0tli1bBrlcDgcHB0yaNAn79+/vts36wKy0Z3Xx4kUsWLAAHh4ecHZ2xqJFi3D9+vVu29zbBmtOAJCUlITAwEA4ODjA1dUVM2bMwFdffSUq09LSgl/96ldwd3eHg4MD5s2bhytXrnTbZn1gVtqz2rNnD6ZPnw4XFxdIpVJUV1d32159eRKyamtrQ1JSEvz8/CCTyeDn54ekpCQolUqt9eqyz8TFxeHFF1+ETCaDr69vt23VJ2alOavHabM+MCvNWdXV1SEyMhLe3t6wtbWFj48PYmNj0dTU1G2bH+JAvpPi4mLExMTg008/RV5eHkxMTBAREYGGhgZVmT//+c9ITU3Fpk2b8Pnnn8PGxgazZs3C7du3VWVaWlowffp0rFy5ssv1lJaWYtSoUUhPT8eJEyeQkJCAzZs3Y+vWrVrbV1VVhblz5yIoKAhHjhzBmjVrsHbtWuTm5qrKFBUVoaKiQvVSKBSQSCSIiIjQWO/du3dRVlaG2NhYKBQKZGVl4cqVK5gzZ47oP+nJkycxa9YsPP/88zh8+DC++OILrFq1CiYmJt1u297GrDRn5eTkJKq3oqICW7ZsgUQiwYwZM3Tavr2JWWnfr1asWIFz584hKysLx44dw7x587B8+XJ8+eWX3W7b3sasNGd1584dzJo1C4IgIDc3F4WFhbh//z7mzZvX538gDdacAMDT0xPJyck4duwYCgsL4erqijlz5ogOqCQkJCA/Px9//etf8cknn+D27duIiopCW1ub1rr1gVlpz+ru3bsICQlBfHy81rr6wpOQ1bZt25CRkYFNmzahpKQE7777Lnbu3ImUlBStdeuyz7S3t2P+/PmYN2+e1rr6ArPSnNWPbbO+MCvNWRkZGWH69On46KOPcPLkSaSlpUGhUODNN9/sdrs+xOfIa9Hc3AwXFxfs27cP4eHhEAQB3t7eWLp0KWJjYwEA33//PTw9PfH73/8e0dHRou/n5ubijTfeQGNjY7frSkxMhEKhgEKh0Fhmw4YNyM/Px3/+8x/VstWrV6O8vByHDx/u8jvJycnYvn07ysvLMWzYMF26DQAoLy/HhAkT8OWXX8LHxwcA8PLLL2Py5Mn4zW9+o3M9fYVZibN6VEREBCQSCXJycnSuV1+YlTgrR0dHbNq0Ca+99pqq3NixY7F8+XKsXr1a57r1gVl1ZPX5559j9uzZuHjxoupsQFNTE9zc3JCTk4MXX3xR57p722DO6datW3BxccHf//53hIaGoqmpCWPGjEFqaqrqjPHly5fh6+uLAwcOIDQ0VOe69YFZdWTV2enTpzFlyhSUlZXB1dVV5zr1yRCzioqKgpWVFdLT01VlVqxYgYaGBnz88cdd1tvTfea9997Djh078M0333Tbr77CrLT/fNOlzX2FWWnPKj09HVu3bkVFRUW3/QN4Rl6r5uZmtLe3q/5oq66uRm1tLUJCQlRlhg4diokTJ6pdLtZTt2/f7vJSkc5KSkpE6waA0NBQnD59Gq2trWrlBUHABx98gKioqB79sn3YHgCqNt24cQMlJSWQyWQICwuDp6cnwsPDB8QPBYBZAdDYpqqqKigUCixatKhH9eoLsxJnNWHCBBw8eBA3b95Ee3s7Dh06hPr6egQHB/eobn1gVh1ZtbS0QCKRwNzcXFVmyJAhMDIywvHjx3tUd28brDndv38fe/fuxYgRI1SX+paWlqK1tVW0ficnJ3h5eT1233sDsxrR75dl68oQs5owYQKKi4tx7tw5AA8OSB49ehQvvfSSxnoH+j6jC2alPStd2txXmJXmrK5du4b8/HxMmjRJp/4BHMhrFR8fD19fXwQFBQF4MJcVAGxsbETlbGxsHmueZGlpKbKysrB48WKt5a5fv97lupVKZZfz1IuKilBdXY2FCxf2qD3379/H+vXrERYWBkdHRwAPBoMAsHHjRixYsAAHDhzAc889h8jIyAFxVJZZdWT1qMzMTIwaNQrTpk3rUd36wqzEWe3evRsSiQTu7u6wtbXFsmXLkJGRAT8/vx7Vrw/MqiOrwMBAWFpaIjExEXfu3MGdO3ewfv16tLW1qbZLfxlsORUWFsLR0REymQxpaWnIycmBra2tat3GxsYYNWqU2vr7434Gj2JWHVkNdIaY1VtvvYWoqCiMHz8eo0ePxoQJEzB//nwsWbJEa70DeZ/RBbPS3C9d29xXmJV6v2JiYmBvb4+nnnoKlpaWSE1N1bmfHMhrsG7dOpw4cQIffPABjI2NRZ9JJBLRe0EQ1JbpqrKyElFRUVi5ciVmzpypWu7o6Kh6/fKXv9S67q6WA8DevXsREBAgGhDs379fVPexY8dE31EqlVi2bBmampqQlpamWv5wDmh0dDQWLlwIf39/JCYm4tlnn8Xu3bt/VN97C7MSZ/VomaysLPzsZz+Dqalpzzvdy5iVelZJSUmor69Hbm4uioqKsHr1aqxcubLfD5AxK3FWo0ePxp49e3D48GE4OTnBxcUFTU1N8Pf3V9s+fWkw5jR58mQcPXoU//znPxEaGopFixahpqZGa/sfp++9hVnpltVAYKhZZWdn46OPPkJGRgYUCgXS09ORkZGBzMxMAMCWLVtEdXd1U+Pe6FdfYlaa+6Wpzf2FWXXdrz/+8Y9QKBTYt28fqqurkZCQoHNf+/4uZQYgISEB2dnZyM/Ph5ubm2q5TCYD8OAoi5OTk2p5XV2d2tEcXZw7dw6vvvoqIiMj8dvf/lb02dGjR1X/Hj58OADA1tZW7ShOXV0dTExMYG1tLVp+48YNfPLJJ0hOThYtDw8Px7hx41Tv7e3tVf9WKpWIiYnBmTNnUFBQIKrzYd+9vLxE9cnlcly+fFnXLvc6ZqWeVWf/+Mc/UFNTg9dff133zuoJs1LP6uLFi9ixYweOHj2qutzU19cXx48fx44dO/Dee+/1uP+9gVl1vV+FhISgtLQU9fX1MDY2hlQqhVwu77c5vYM1JwsLC7i7u8Pd3R2BgYEICAhAZmYm1q5dC1tbW7S1taG+vh6jR48WrX/ixIk97ntvYVbqWQ1UhpxVYmIiVq1ahdmzZwMAfHx8cOnSJWzduhWvv/46Fi9ejFmzZqm+b29vP2D3GV0wq466H81KW5v7A7PqqPvRrGQyGWQyGeRyOaytrREeHo7Y2FjR9tCEA/lHxMXFITs7GwUFBZDL5aLPXF1dIZPJUFRUhICAAADAvXv3cPz4cfzud7/r0XrKy8sxY8YMREREYOPGjWqfu7u7qy0LCgrCoUOHRMuKiorwzDPPqJ1t3bdvH8zNzREZGSlaPnz4cNV/3s5aW1uxePFinD17FgUFBaod6yFXV1fY29ujsrJStPzbb7/FT37yE+2d1RNm1XVWnWVmZmLSpEkYM2aM1j7qG7PqOqu7d+8CgNqRaWNj4357VAyz6n6/enipnEKhwI0bNxAeHq65o3oyWHPqSnt7O+7fvw8AePrpp2FqaoqioiL89Kc/BQBcuXIFFRUVGD9+vE719TZm1aFzVgORoWd19+5drb9PrKysYGVlJfp8IO4zumBWmrPqrs19jVnpvl89rFPXn5McyHcSGxuLjz/+GB9++CGkUqlq3oaFhQUsLS0hkUiwcuVKbNmyBZ6enhgzZgySk5NhYWGBOXPmqOq5dOkSGhoa8N133wEAvv76awAP/gNZWlri7NmzmDFjBiZPnoy3335bNL9S2x+P0dHR2LlzJ+Lj4xEdHY2vvvoKWVlZyMjIEJUTBAGZmZmIjIzU6ZerUqnEG2+8gdOnT+Nvf/sbJBKJqk0jRozA0KFDIZFIsHr1arz77rsYO3Ys/Pz8kJOTg3//+9/YvHmzjlu49zArzVl17ttnn30mustmf2BWmrOSy+Vwd3fH22+/jaSkJFhbW6OgoABFRUXIysrScQv3Hmalfb/68MMPIZfLYWNjg5KSEsTHx+PnP/85PD09ddm8vWaw5nTr1i1s374dYWFhkMlkqK+vx86dO3H16lXVo9BGjhyJhQsXIjExETY2NrCyssKvf/1r+Pj49MuTBZiV5qyAB/Nja2trcf78eQBARUUFmpqa4OzsrPaHsb49CVmFhYVh27ZtcHV1hbe3N77++mukpqZqfWScrvvMhQsX0NzcjGvXrqG1tVXVL29vb5iZmfVgSz8+ZqU5qx/bZn1hVpqzKiwsxM2bN/H000/DwsIC5eXlSExMRGBgYJcHHbrU2Ngo8PXgBaDLV1xcnKpMQ0ODEBcXJ8hkMsHc3FyYOHGicOzYMVE98+fP77Ke/Px8obGxUYiLi9O4ru7aWFBQIPj5+QlmZmaCi4uLkJKSolYmLy9PACB89tlnOvW7rKxMY3tSU1NFZd955x3ByclJGDZsmBAQECAcPHiQWQ3QrNauXStIpVKhpqaG+9UAzurUqVPCq6++KtjY2AjDhg0TfHx8hLS0NGY1ALN66623BFtbW8HU1FTw8PAQkpKShIaGBubURzldvXpVeOWVVwQ7OzvBzMxMsLOzE8LDw4V//etfonI1NTXC0qVLBSsrK2Ho0KHC1KlThf/+97/cpwZgVpra/ejvM2alW1aXLl0SVqxYITg5OQlDhgwRXF1dhTVr1nT7d4Au+8ykSZO6bHNZWRmzGkBZPU6bmVXfZnXw4EEhMDBQGDFihDBkyBDBw8NDePPNN4Wqqiqdty+fI09ERERERERkQHjXeiIiIiIiIiIDwoE8ERERERERkQHhQJ6IiIiIiIjIgHAgT0RERERERGRAOJAnIiIiIiIiMiAcyBMREREREREZEA7kiYiIiIiIiAwIB/JEREREREREBoQDeSIiIiIiIiID8v9eGVMCN8TtoQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-04-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1120803630595002368\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-03\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1102332191462195201\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-03\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1080636120159870976\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-28\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1067927074797629440\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1066066012385103873\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-12-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/944718722555453446\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-24\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1131782173785116672\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-08-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1159727724287520768\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-05-29\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1133860016690122753\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1011678031801249793\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-27\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1089354757188120578\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-06-26\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1011724688706318337\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-31\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1057690425710891009\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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lzDqpAq7SRdKcTtLKTJNmHfDRgRLHXmGFXZq9p0hzUgs1LKpCd7aoUDNL1dsuno6ffbiLhn6sxsXFnXW/S8N+XFyc1q5dq9zcXH388ce69957tWzZMmVnZ+vDDz/U2rVrz/r8MWPGVP53fHy8WrVqpf79+ys5OVmJiYnVPu/Mb5vtdnuNvoH+rb9MeKbU1FT+38MtcKzC3XC81p66+vnfn1ehietztOZoaZV9JkP6U8dAPZYYLD9vOvmerv0l0v2X25W0r1gvJOdpX77VYb/VbmhRmo+WZfjo/+L89XBCkGIDq0YNflfBXXjCserSsO/r66vWrVtLkrp06aJNmzbprbfeUkxMjNLS0hym71utVk2dOlUzZ87Ujh07nL5ely5dZDKZtG/fvmrDflRUVJUuflZWVpVuPwAAQGNVYbPrrZQCTd+cr2Jr1S5tYlMfvd4nVAlNfV1QHVzF28vQLW39NaK1n+bvK9aLTkJ/uU369+4izUkt0h/iAvRQQqDT0A+g7jWIa/Z/ZbPZVFZWpnHjxumbb77R2rVrK/80a9ZM9913n5YsWVLt81NSUmS1Ws+6YF/37t21evVqh7HVq1erZ8+etfY5AAAA3NWWY2XqvyxTf/kxr0rQ9zMZ+mv3YH0+NIKg34h5exm6ta2/frg5Sm9dEaqLg0xVHlNuk97bXajLFqRr0rc5OlTANf1AfXPZ12xPP/20BgwYoJiYGBUUFCgpKUnr1q3TvHnzFBERUaXT7u3traioqMqpFPv379e8efM0YMAANWnSRLt379aTTz6phIQE9erVq/J5w4YNU9euXTV16lRJ0h//+EcNHjxYL7/8soYOHaply5Zp7dq1+vTTT+vvwwMAADQwRRU2Pb85X2+kFMhJM19XNTfr1d6hasXK6zjJ28vQbXEBGtnGX//7qUj/2JKvn510+mftKtR/9hTq9ksCdGOQIfeeGA24D5f9a52enq7x48crIyNDwcHBio+PV1JSkvr371+j5/v4+GjNmjV6++23VVhYqJiYGA0YMECTJ0+WyXTq28X9+/crJiamcrtnz55677339Oyzz2r69Om6+OKL9d5776lbtzOXDQIAAGgc1hwp1cT1x7X/jKAmSaG+hv7eI0S3tvVnlX045eNl6P/iAjSqjb8+2nsi9P9S4Hgsldmkf+0q1GzDojH5OXooIUjNA6rOCABQe4ycnJyzL5cJNHKesDgHGgeOVTR0XsnJkqSDBw4otmVL2c6ymC7Ozfn+/OeU2vTkhlzNSS1yun/4xX6a3jNEkX6EMtRcuc2u/54M/QcKqn6BJElmk3THJQF6KCFIzfw5vtDweMJ5FfOwAABAvfg13BcFBMjm5idQ7s5ut2vJzyV67PscZRTbquyP8Tfppd4hGhTr54Lq4O58vAzdfkmAbmnjr49+KtKLW/J18IzQX2qV/rmzULP3FGrMJQGaSOgHal2DWqAPAAAAdetwoVW3fZGtMV9lVwn6hqS7Lw3QdzdHEvRxwXxNJ0L/xpuj9FrvULVwMm2/1Cq9s7NQXZLSNPn7HKUVOZ8JAODcEfYBAAAaAZvdrlm7CtRrUbpWHCypsr9diLc+HRyuF3uFKsiHU0TUHl+ToTvaBWjT8ChNaVvqNPSXWKW3dxQqMSlNU77PUTqhH7hg/EsOAADg4fbklGvw8ixN+jZX+eWOyzX5eEmTE4P09Q2R6hlldlGFaAx8TYZujrZq4/AovXy5805/iVWauaNQnZPS9PgPhH7gQhD2AQAAPFSZ1a4XkvN0xZIMfZdRVmV/jwhfrb0hUpO7BMtsYqV91A+zydBd7QO0cXiUXro8RDFOrtUvsUpvpRQqMSldT/yQq4xiQj9wrligDwAA1Auf99+XJIWnp8snKkrlY8a4shyPtyGjTH/65rh25lRU2RfobWhqt2CNbR8gL26nBxcxmwyNbR+o/4sL0H/2FOrlrfk6UuS4jkSx1a43Uwr03q5Cjbs0QH/qGKgI7g4B1AhhHwAA1Av/iRMlSa1ObucS9utEQblNf92Yp3/uLJSz+ysPjLXopV4hahHIaSAaBrPJ0LhLA/WHSwL0wcnQf9RJ6J+xvUCzdhVqXPsAPUjoB34T0/gBAAA8xGeHStRrUYbecRL0wy1eeu/KMH3UvwlBHw2S2WTo7ksDtXl4tF7oGaJm/lWjSlGFXa9vL1DnpHRN3ZCrrBKm9wPVIewDAAC4uePl0t1rsjXys2M6VFg1/NzW1l8/3BSpm1v7y2DaPho4i7eh8R1OhP7ne4Yo2s956H9te4E6z0/X0z/m6hihH6iCsA8AAOCm7Ha7/vdTkUZu9NP8fcVV9l8UaNLigU31Vt8wNbEw5RnuxeJt6J4Ogdo8IlrTe4QoyknoL6yw69VtBUqYn65phH7AAWEfAADATb24JV/3fH1cuRWO3XovQ3qwY6DW3xipq5pbXFQdUDv8vA3dGx+o5BHR+nuPEEVWE/pf2Xai0//MxlxlE/oBwj4AAIA7OlBQoReS86uMd2rioy+HRuiv3UMU4MOpHjyHn7eh++IDlTwiSn+rJvQXVNj18tYTnf6/bszV8VKbk1cCGgd+AwAAALihGdsLVHHaKnwWk/R012B9+bsIJYb7uq4woI75e3vp/pOh/9nuwYqwOA/9L20tUML8ND27KY/Qj0aJsA8AAOBmMoqt+s+eQoexF3uFamJCkHy8WIAPjYO/t5ce6Bik5BFR+mv3YIU7Cf355Xb9Y0u+Os9P09825SmH0I9GhLAPAADgZt5KKdDplyRHmW0a1cbfdQUBLhTg46UHOwZpy4go/bWb89CfV27Xi1vylTA/TX/fTOhH40DYBwAAcCM5pTbN2uXY1f9DTIV8TXT00bgF+HjpwU4nQv+0bsFqanYe+l9IzldCUpqmE/rh4Qj7AAAAbuTdnQXKLz91sX64xUs3RFW4sCKgYQnw8dKETkHaMjJKT3cNVhNnob/MrudPhv7nNucpt4zQD89D2AcAAHATheU2zdzh2NW/Lz5QFpOLCgIasEAfL01MCNLWkVGaepbQ/1zyien9zycT+uFZCPsAAABu4v09Rco+bdpxsK+hse0DXFgR0PAF+njpoYQTnf6/dA1WmLnqJS+5ZXZN33xiIb8Xk/OUR+iHByDsAwAAuIFSq11vbM93GBvfPlAhvpzOATUR5OOlhxOCtHVktJ66LFihvlVDf06ZXX/bfKLT/48t+YR+uDVvVxcAAAAah6JXX5UkZaSnKzIqysXVuJ+P9hbpaNGp4OHvbeiP8XT1gXMV5OOlSZ2DdPelAfrnzkK9sT1fOWV2h8fklNn17KY8vZmSrwfigzS+Q4CCfPhiDe6FsA8AAOpF+ZgxkqSs1FSFxcW5thg3U2Gz65Vtjl39Oy7xVzgX6wPnLdjXS4/8Gvp3FOiNlALlnhH6j5fa9ddNeXojJV8PdjzxWEI/3AVHKgAAQAO3aH+xfs63Vm77eEkPdAxyYUWA5wjx9dKjicHaOjJaU7oEKdjJ9P7jpXY9szFPneen65Wt+SooZ3o/Gj7CPgAAQANms9v1ylbHrv6tbf0VE0BXH6hNIb5e+nNisLaOiNbkROehP7vUpmkb85QwP12vEvrRwBH2AQAAGrAVB0q0I6eictvLkCZ2oqsP1JVQs5cmdzkR+v+cGKRgH+eh/+mTnf7XtuWrkNCPBoiwDwAA0EDZ7Xa9fEZX/+aL/dQ6mGWXgLoWavbSlC4npvc/Vk3oP1Zq09Qf89Q5KV0zCP1oYAj7AACgXnglJ8srOVn+O3fKKznZ1eW4ha+PlmpjVrnDGF19oH6Fmr30eJdgbRkZrUc7BynISejPKrHpqR/zlJiUrhnb81VUQeiH6/G1MAAAqBdBV10lSepwcjs3J8dltbiLl7YWOGwPirWoYxMfF1UDNG5hZi89cVmw7osP1JspBXpnR4Hyyx1X788ssempDXl6fVuBJnQK1F3tA+TvTX8VrsGRBwAA0ABtyCjT10dLHcYmJdDVB1wtzOylJy8L1pYRUZqUEKhA76qd/swSm57ccKLT/2ZKgYor7E5eCahbhH0AAIAG6KUzrtXv18ys7pG+LqoGwJmaWEx6qmuIto6M0sPVhP6MYpue+CFXiUlpeovQj3pG2AcAAGhgtmeX69ODJQ5jkxICXVQNgLNpYjHpL11DtGVklB7qFKgAJ6E/vdimx0+G/pmEftQTwj4AAEAD88oZXf1uET7q18zsomoA1ERTi0lTu53o9E88S+if8kOuuiSl6Z0dBSoh9KMOEfYBAAAakJ9yK7To52KHsYcTgmQYVYMDgIanqcWkp7ud6PRP6BgofyehP63Ypj9/n6suC9L0T0I/6ghhHwAAoAF5bXu+bKed93cI9dagWIvrCgJwXsItJk3rHqItI6L0p2pC/9Eimx77PleXLUjTuzsJ/ahdhH0AAIAG4nChVf/dW+Qw9lBCkLzo6gNuK8LPpGdOhv4HOwbKz1T15/lIkU2Pfnci9P9rZ4FKrYR+XDjCPgAAQAMxY3u+ym2nti8OMummi/1cVxCAWhPhZ9Jfu5+Y3n9/fPWh/5HvcnVZUrpm7SL048IQ9gEAABqArBKrZu927OpP7BQkby+6+oAnifQz6W89QpQ8Ikr3xQfIYqr6mMNFVk36NlddF6TrvV2FKiP04zwQ9gEAABqAt1MKVXzaCX1zfy/d0tbfhRUBqEtR/ib9vUeotoyI1r0dnIf+Q4VWPfxtji5bkK73dxP6cW4I+wAAAC6WW2bTP3cVOIw90DFIZifTfAF4lih/k6b3DFXyiGj9sUOAzNWE/onrc9R1YbpmE/pRQ4R9AAAAF5u1q1B5ZadO3puYvXTHJXT1gcYk2t+k506G/nsudR76DxZYNWF9jrotTNcHewpVbiP0o3qEfQAAABcqqrDprRTHrv69HQIU4MNpGtAYNfM36fleodo8PFrjqwn9Bwqs+tM3Oeq6gNCP6nm7ugAAANA4lN1xhyQpNzdXISEhLq6m4fhgT5GySk4twR/kY+juSwNdWBGAhqB5gEkv9ArVxE5BemVrvmbvKVSZzfExv4b+l7bk65HOQbqlrb98WNQTJxH2AQBAvSh+7TVJ0i+pqYqLi3NxNQ1DmdWuGdscu/rj2gco1ExXH8AJzQNMevHyUE1MOBH6P3AS+n8psOrBb3L00taTob+NP3fyANP4AQAAXOV/PxXpcJG1cttiku6Np6sPoKqYAJP+cXmoNg2P0tj2AXJ2pc/P+VY9sC5H3Rem68PUQlUwvb9RI+wDAAC4gNVm16vb8h3G/nBJgCL9nFygCwAntQj01ksnQ/9d7ZyH/v35Vt23Lkc9Fqbrv3uLCP2NFGEfAADABZb8XKyf8k519b0N6U8d6eoDqJnYQG+93DtUG4dH6c52/k5D/758q+5de1w9F6XrI0J/o0PYBwAAqGd2u10vbXXs6o9q66/YQJZTAnBuWgZ665XeYdo4PEpjLvGXt5NL9X/Ks+qPa4+r16IM/e+nIlkJ/Y0CYR8AAKCerTpUqpTjFZXbhqSJnejqAzh/LQO99WqfE6H/jmpC/968Ct3z9XH1XJSheYR+j0fYBwAA9SIkNFQhoaHq1r27QkJDXV2Oy9jtdr20xbGrf0MrP8WF+LioIgCe5KIgb73WJ0w/Do/SH+L8Zaom9I//+rh6Lc7QfEK/xyLsAwAA1KN1aWX6IbPMYezhBLr6AGpXqyBvzbjiRKf//6oJ/am5Fbr76+O6fHGGkvYR+j0NYR8AAKAevXzGtfoDWpiV0NTXRdUA8HStgrz1xsnQP7qa0L8nt0Lj1hxX78UZWrivSDY7od8TEPYBAADqyabMMq0+Uuow9nBCkIuqAdCYtAry1ptXhGnDzVG6ra3z0L87t0J3nQz9i/YT+t0dYR8AAKCenLkCf59oX/WKMruoGgCNUetgb73V90Tov7Wtv7ychP5dORW686vj6rM4Q4v3FxP63ZTLwv67776r3r17KzY2VrGxsbruuuu0cuVKp4+dMGGCQkNDNWPGjMqx48eP69FHH1X37t0VHR2t+Ph4Pfzww8rOzj7r+86dO1ehoaFV/pSUlNTq5wMAADjdzuPl+uSA4/nGJLr6AFykdbC3ZvYN04abonRLGz+noX9nToXGfJWtKxZnaMnPhOIOjWIAACAASURBVH5347Kw37x5c02bNk1r1qzR6tWr1a9fP40ePVrbt293eNySJUu0adMmNWvWzGH86NGjOnr0qKZNm6b169frnXfe0fr16zV27NjffG9/f3/t3r3b4Y/FYqnVzwcAAHC6V7Y5dvUTm/ro6uZ09QG4VpsQb73dr4l+uClSv68m9O/IqdAdq7N1xRJCvzvxdtUbDxkyxGH7qaee0qxZs7RhwwZ17NhRknTgwAFNnjxZixcv1ogRIxwe36FDB82ZM6dyu3Xr1nrmmWc0atQo5eXlKTg4uNr3NgxDUVFRtfhpAAAAqvdzfoUW7Ct2GJvUOUiG4eSsGgBcoG2Ij/7Zr4ke7VyuF5PzlbS/WGcuzr/j+InQHx/mrT8nBmvoRRZ58e9Yg9Ugrtm3Wq1asGCBCgsL1aNHD0lSRUWFxo0bp0ceeUTt2rWr0evk5+fLbDbL39//rI8rLi5Wx44d1aFDB40aNUpbtmy54M8AAABQnde25ct62klzuxBvDWnJrEIADU9ciI/+eWUTfXdjpEa29pOzKJ9yvEK3r85Wv48zteyXYtnp9DdILuvsS1JKSooGDBigkpISBQQEaM6cOYqPj5ckTZ8+XWFhYTWali9JOTk5+tvf/qbbb79d3t7Vf6y4uDi98cYb6tixowoKCvT2229r0KBBWrdundq0aXPW90hNTa35h4NH4f893AXHKhqybmdsN5bjNbPU0Jw9Fum0U+bbogr10969tfo+jeXvE+6PY9U9GJIeay6NDDU066CPVmWaZD8j+m/PLtf/fZmtSwJsGt+yXP2aWOVJjf6GfqzGxcWddb+Rk5Pjsq9hysrKdOjQIeXm5urjjz/W7NmztWzZMmVnZ+vuu+/W2rVrFR4eLknq1KmTxo8frwcffLDK6xQWFmrEiBHy8vLSggULzun6e6vVqr59++qKK67QCy+8UGufDZ4jNTX1N3+QgIaAYxUNXUhoqMN2bk6OiyqpX0/8kKs3Uwoqt1sGmrRxeJR8nF0Ye574+Ye74Fh1X7tyTkzvX7i/WNUFyIQmPprcJUjXx1rc/jIlTzhWXdrZ9/X1VevWrSVJXbp00aZNm/TWW28pJiZGaWlpDtP3rVarpk6dqpkzZ2rHjh2V4wUFBRo5cqQk6X//+985L7RnMpmUmJioffv21cInAgAAOCW7xKp/7y50GJvYKahWgz4A1If2oT6adVUTPdK5XC9uydciJ6F/a3a5bvsiW52b+mhyYpAGeUDod2cuDftnstlsKisr07hx43TDDTc47Bs+fLiGDx+uO+64o3IsPz9fI0eOlN1uV1JSkgIDA8/5Pe12u1JSUioXBQQAAKgtb+8sVFHFqdPhKD8v3db27GsLAUBDdmmYj977NfQn52vRz8VVHrPlWLlu/SJbiU1PdPoHtiD0u4LLwv7TTz+tAQMGKCYmRgUFBUpKStK6des0b948RUREKCIiwuHx3t7eioqKqpxKkZ+fr5tvvln5+fmaO3euioqKVFRUJEkKCwuTr6+vJGnYsGHq2rWrpk6dKkl67rnn1L17d7Vp00Z5eXl65513lJKSopdffrkePz0AAPB0+eU2vbOjwGHsgfhAWbw54QXg/jqE+ejfVzfRo8fL9Xxynpb8XFLlMcnHynXL59nqEu6jyYnBGtDCTOivRy4L++np6Ro/frwyMjIUHBys+Ph4JSUlqX///jV6fnJysjZs2CBJ6tq1q8O+pUuXqm/fvpKk/fv3KyYmpnJfbm6uJkyYUPm+CQkJWr58eZXXAAAAtcvaubMkqaS0VBaz599f/r1dhcotO9XVD/U1dGf7ABdWBAC1r0OYj2Zf3VQp2SdC/8e/VA39m7PKNerzY7rsZOi/jtBfL1y6QB/gDjxhcQ40DhyrcBeN4VgtrrCrc1KaMoptlWOTE4M0uUtwnbxfY/g7hWfgWPV820+G/qVOQv+vukWcCP39Yxpu6PeEY9XL1QUAAAB4mrmphQ5BP8Db0D0dzn1tIQBwNx2b+Og/1zTV18MiNLSl88XTf8ws14jPjmnAJ5n64nCJ7Hb6z3WBsA8AAFCLym12vbbd8Vr9u9oHKMzMaReAxiOhqa/m9G+qNcMiNKSa0L8hs1zDVx3TwE+y9CWhv9bxWwcAAKAWzf+pSAcLrJXbZpN0fzxdfQCNU+emvpp7MvQPrib0/5BZpptXHdOg5VlaTeivNYR9AACAWmK12fXKNseu/v/FBSja3+SiigCgYejc1Fcf9m+qr34XoUGxzkP/9xllumnVMV2/PEtfHSH0XyjCPgAAQC1ZdqBEqbkVldsmQ3qwI119APhVYrivPrr2ROgfWE3o/y6jTDeuPKbBK7K0htB/3lx26z0AANC4BF55pSTp0pO33itYs8bFFdUuu92ul7bkO4yNbO2nVkGcbgHAmRLDffW/a5tqc1aZntucp5WHSqs85tv0Mt2w8pguj/LVlC7B6tfM82/bWpv47QMAAOqFacsWSZKn3mn+i8Ol2ppdXrltSHooIch1BQGAG+gS7qv/XReujZllej45T6uqCf3DPs1Sn2hfTU4MVl9Cf40wjR8AAKAWvLTVsas/9CKL2oX6uKgaAHAvXSN8Ne+6cH0+NELXxTgP89+klel3n2Zp6IpMrUur+qUAHBH2AQAALtD6tFJ9m17mMDaJrj4AnLNuEb6aPyBcnw2J0LXVhP51aWUauiJLv1uRqW8I/dUi7AMAAFygl8/o6vePMSsx3NdF1QCA++se6aukAeFaNSRc/asJ/WvTyjRkRZaGfZql9YT+Kgj7AAAAFyA5q0yfH3Y8yXyYrj4A1IoekWYtGBCulYPDdXVz56H/66OlGrwiSzd8mqXv0gn9vyLsAwAAXIAzu/q9In3VO4quPgDUpp5RZi0aGK5PB4frqmpC/5qjpRq0PEs3rszS94R+wj4AAMD52p1TrqW/lDiMTeocJMMwXFQRAHi2XlFmLR4YrhWDw3VlNavyf3WkVAOXZ+mmlVn6IaPxhn7CPgAAwHl6dVuB7Kdtd2riU+2CUgCA2nN5lFlLBoVr+fXh6ldN6F99pFQDPsnS8FVZ2pBR5vQxnoywDwAAcB5+ya/QvJ+KHMYmJdDVB4D61DvarI8HhWvZ9eHqG+38EqovDpfquk8yNWJVln7MbDyhn7APAABwHmZsL5D1tLZ+XIi3fneRxXUFAUAjdkW0WUuvj9DSQeHqU03o//xwqa5dlqmRq7K0sRGEfsI+AADAOUovsuo/qYUOYxM7BcrkRVcfAFypbzOzPjkZ+qtbLPWzw6XqvyxTv/8sS5s8OPQT9gEAAM7RWykFKrWe2m4RYNLv2/i7riAAgIMToT9cSwaG6/JqQv+qQ6W6ZlmmRn2Wpc1Znhf6CfsAAADn4HipTbN2OXb1/9QxUD509QGgQTEMQ1c2N2v59eFaMrCpekU6D/0rD5Xq6qWZGvX5MSV7UOgn7AMAAJyDf+4sUEHFqYv1Iyxe+sMlAS6sCABwNidCv0UrBodr8cCm6lld6D9YoquWZuqWz49pb6H7f4FL2AcAAPUiNydHuTk5+nHDBuXm5Li6nPNSUG7T2zsKHMbujw+Un7f7nxQCgKczDENXNbfo08HhWjSgqXpEOA/9nx4sUVqp+/+7TtgHAACooX/vLtTx0lNd/RBfQ3e1p6sPAO7EMAxdHWPRyiHhWjigqbpH+DjsvyzcR33CbC6qrvZ4n+sTvvvuO3399dfKzMzUPffco7Zt26qwsFC7du1SXFycgoOD66JOAAAAlyqpsOvN7Y5d/fGXBirYl94JALgjwzB0TYxFVzc368sjpZq+OU8/ZpZrcmKwjJJcV5d3wWoc9svKynTXXXdp+fLlstvtMgxDQ4cOVdu2bWUymTRixAjdf//9euSRR+qyXgAAAJf4794ipRWf6vT4exv6Ywe6+gDg7gzDUP8Yi65pbtb69DL1jvLV3r2ururC1fir6OnTp2vlypV68cUXtWHDBtntp6awWSwW3XjjjVqxYkWdFAkAAOBKFTa7Xt2W7zA2pp2/mlpMLqoIAFDbDMNQn2izDMP9r9eXziHsz58/X2PGjNHYsWPVpEmTKvvj4uL0888/12ZtAAAADcKC/cX6pcBaue3rJT0QH+TCigAAOLsaT+PPzMxUp06dqt1vNptVWFhY7X4AANC4+U2YIEm6KDdXfiEhKn7tNRdXVDM2u12vbHXs6t/W1l/NA+jqAwAarhqH/aioqLN27jdu3KiLLrqoNmoCAAAeyHf2bElSxMltdwn7yw+UaFdOReW2lyFN6ERXHwDQsNV4Gv+wYcP073//W3tPW6ng12sZVqxYofnz5+vmm2+u/QoBAABcxG6366UzuvrDL/bTxcHnfEMjAADqVY3D/p///GfFxsbqyiuv1Lhx42QYhl5++WVde+21Gj16tBITEzXh5PQ8AAAAT/DVkVJtzip3GHsoga4+AKDhq3HYDwoK0qpVq/Twww8rMzNTFotF3333nQoLCzVlyhQtXbpUFoulLmsFAACoV2d29Qe3tKhDmI+LqgEAoObOaQ6axWLRpEmTNGnSpLqqBwAAoEH4Pr1U69LKHMYm0dUHALiJGnf2CwsLdfDgwWr3Hzx4UEVFRbVSFAAAgKu9fEZX/6rmZnWN8HVRNQAAnJsah/3HH39ct912W7X7R48eraeeeqpWigIAAHClrcfKtPJQqcPYw3T1AQBupMZhf/Xq1Ro6dGi1+4cOHaovvviiVooCAABwpVe3FThsd4/wUd9ouvoAAPdR47Cfnp6u6OjoavdHRUUpLS2tVooCAABwlb255Vq0v9hh7OGEoMpbDgMA4A5qHPbDw8O1c+fOavfv3LlTISEhtVIUAACAq7y6rUD207bjw7w1KJY7DgEA3EuNw/51112n2bNn6/vvv6+yb8OGDZo9e7auu+66Wi0OAACgPh0sqNBHex0XHKarDwBwRzW+9d6UKVP02WefafDgwbr22mvVoUMHGYahlJQUff7554qKitITTzxRl7UCAADUqRnbC1RxWlu/dZBJN7byc11BAACcpxqH/aioKK1evVpTp07VJ598olWrVkmSgoKCNGrUKE2dOlVRUVF1VigAAEBdyiy26oM9hQ5jExOCZPKiqw8AcD81DvuSFBkZqZkzZ8putysrK0t2u10RERFMbQMAAG5v5o4ClVhPbcf4m3RLG3/XFQQAwAU4p7D/K8MwFBERUdu1AAAAD5b/1VeSpIMHDii2ZUvXFnOGnFKb/rXTsav/QMdA+ZpoaAAA3FO1Yf+///2vJOmWW26RYRiV27/l1ltvrZ3KAACAR7ElJkqSigICZIuLc3E1jv61q1B55acu1m9q9tLtl9DVBwC4r2rD/n333SfDMDR8+HD5+vrqvvvu+80XMwyDsA8AANxKYblNM1MKHMbuiw9UgE+Nb1oEAECDU23Y37JliyTJ19fXYRsAAMCTfLCnSMdKbZXbwT6GxrYPcGFFAABcuGrDfsvTrqWz2WwyDEOBgYEKCwurl8IAAADqWqnVrhnb8x3Gxl0aoFAzXX0AgHur0W8yq9WqLl26aO7cuXVdDwAAQL35309FOlJ0qqvvZzJ0b4dAF1YEAEDtqNFq/D4+PoqOjuYWewAA4Lz5vP++JCk8PV0+UVEqHzPGleWowmbXK1sdu/q3X+KvCD+TiyoCAKD21PjWe7fffrs+/PBDjR07VhaLpS5rAgAAHsh/4kRJUquT27kuDvuLfy7W/nxr5ba3IT3Yka4+AMAz1DjsX3zxxbLb7erevbtuvfVWtWrVSn5+flUed9NNN9VqgQAAALXNZrfr5S2OXf1b2vqrRWCNT40AAGjQavwbbfz48ZX//eKLLzp9jGEYhH0AANDgrTxYoh05FZXbXob0UKcgF1YEAEDtqnHYX7p0aV3WAQAAUC/sdrteOuNa/Rtb+alNCF19AIDnqPFvtSuuuKIu6wAAAKgXXx8t04+Z5Q5jDyXQ1QcAeJbz+gp7+/btOnjwoCQpNjZW8fHxrNQPAADcwstndPUHxlrUqYmPi6oBAKBueJ3LgxcsWKCOHTuqX79+Gj16tG677Tb169dPnTp10vz588/5zd9991317t1bsbGxio2N1XXXXaeVK1c6feyECRMUGhqqGTNmOIyXlpbq0UcfVevWrdW8eXPdcsstOnz48G++97/+9S8lJCQoKipKV155pdavX3/O9QMAAPfyY2aZ1hwtdRiblMAK/AAAz1PjsD937lyNGzdO/v7+mjZtmubOnau5c+dq2rRp8vPz0z333KO5c+ee05s3b95c06ZN05o1a7R69erKLxG2b9/u8LglS5Zo06ZNatasWZXXmDJlipYuXapZs2Zp+fLlys/P16hRo2S1Wqs89lcLFy7U5MmTNWnSJH399dfq0aOHRo4cWTlbAQAAeKaXzliB/4poX/WINLuoGgAA6o6Rk5Njr8kDu3btqrCwMC1btkwWi8VhX0lJiQYPHqzc3Fxt3Ljxggpq1aqVpk6dqjvvvFOSdODAAQ0cOFCLFy/WiBEjNH78eD344IOSpNzcXLVt21Zvvvmmfv/730uSDh06pE6dOikpKUn9+/d3+h79+/dXfHy8Xn/99cqxyy67TDfccIOmTp16QfXD86SmpiouLs7VZQC/iWMVDV1IaKjDdm5OTr2+f0p2ufosyXAYWzywqa5qbqnmGe6Dn3+4C45VuAtPOFZr3Nk/fPiwRo4cWSXoS5LFYtGoUaN05MiR8y7EarVqwYIFKiwsVI8ePSRJFRUVGjdunB555BG1a9euynOSk5NVXl6ua665pnKsRYsWateunb7//nun71NWVqbk5GSH50jSNddcU+1zAACA+3t1m2NX/7JwH13ZjK4+AMAz1XiBvvbt2+vo0aPV7j9y5IjTQP5bUlJSNGDAAJWUlCggIEBz5sxRfHy8JGn69OkKCwvT2LFjnT43IyNDJpNJTZs2dRiPiIhQRkaG0+ccO3ZMVqtVERERNX7Or1JTU2v6seBh+H8Pd8Gxioas2xnb9Xm8Hiw2tGCfRdKpBYVvjSjQ3r259VZDXePnH+6CYxXuoqEfq78186DGYf+ZZ57RHXfcoc6dO+umm25y2LdgwQJ98MEH+uCDD86rwLVr1yo3N1cff/yx7r33Xi1btkzZ2dn68MMPtXbt2nN+Tbvd/pt3Bzhzf02e4+7TOHB+PGEKDxoHjlW4m/o8Xt/45rhsKqrcvjTUW2N7NpeXh9xNiJ9/uAuOVbgLTzhWaxz2Z8yYoaZNm2rs2LGaPHmyLr74YhmGoX379ikzM1Nt2rTR66+/7nAdvGEYmjdv3llf19fXV61bt5YkdenSRZs2bdJbb72lmJgYpaWlOcwWsFqtmjp1qmbOnKkdO3YoMjJSVqtVx44dU3h4eOXjsrKy1Lt3b6fv17RpU5lMpipd/KysrCrdfgAA4P6OFFr14d4ih7GHEoI8JugDAOBMjcP+rl27ZBiGWrRoIUmV1+ebzWa1aNFCpaWl2r17t8NzfqtT7ozNZlNZWZnGjRunG264wWHf8OHDNXz4cN1xxx2SpMTERPn4+Gj16tUaOXKkpBNrC+zevVs9e/Z0+vq+vr5KTEzU6tWrdeONN1aOr169WsOGDTvnegEAQMP2Rkq+ym2nti8KNOnmi/1cVxAAAPWgxmF/27Zttf7mTz/9tAYMGKCYmBgVFBQoKSlJ69at07x58xQREVGl0+7t7a2oqKjK6RQhISH6wx/+oL/85S+KiIhQWFiYnnjiCcXHx+uqq66qfF737t119913a/z48ZKk+++/X/fcc4+6du2qnj176r333lNaWlrlHQAAAEDtK3r1VUlSRnq6IqOi6uU9j5VY9f5ux67+xE5B8vaiqw8A8Gw1Dvt1IT09XePHj1dGRoaCg4MVHx9/1lvmOfP3v/9dJpNJd955p0pKStSvXz+9/fbbMplMlY9JTU3VsWPHKrdvvvlmZWdn68UXX1R6erouvfRSzZs3Ty1btqzVzwcAAE4pHzNGkpSVmqqweroOcuaOQhVVnLrLcLSfl26L86+X9wYAwJWMnJwc+28/DGi8PGFxDjQOHKtwF/V1rOaV2dRxfpryyk6d6jzbPVgPdAyq8/eub/z8w11wrMJdeMKx6uXqAgAAAOrCrF2FDkE/zGxoTLsAF1YEAED9IewDAACPU1Rh05spBQ5jf+wQqEAfTn0AAI0Dv/EAAIDHmbOnSFklp5bgD/Q2dM+lgS6sCACA+uXSBfoAAEDj4ZWcLEnyP3BAXoWFsiUm1sn7lFnten27Y1d/bPsAhZrpcQAAGo9zDvvFxcXavHmzMjMz1adPH4WHh9dFXQAAwMMEnbwtboeT27k5OXXyPvP2FelQobVy22yS7ounqw8AaFzO6Svut99+W+3atdPQoUN15513KiUlRZJ07NgxtWzZUh988EGdFAkAAFATVptdr2517OrfHhegKH9TNc8AAMAz1Tjsz507V1OmTNG1116rGTNmyG4/tbpt06ZNdfXVV2vRokV1UiQAAEBNLP2lRHvzKiq3vQ3pwU509QEAjU+Nw/6bb76pgQMH6r333tP1119fZX9iYqJ2795dq8UBAADUlN1u1z+25juMjWzjr5aBLFEEAGh8ahz2f/rpJw0cOLDa/U2bNtWxY8dqpSgAAIBz9dmhUm3PLq/cNiQ9RFcfANBI1TjsBwUFKTc3t9r9P/30E4v1AQAAl7Db7XrpjK7+sFYWXRLq46KKAABwrRqH/X79+mnu3LkqLS2tsu/w4cOaPXu2rr322lotDgAAoCa+SS/T9xllDmMPdQpyUTUAALhejcP+k08+qaysLF111VV69913ZRiGPvvsMz399NPq06ePfHx89Nhjj9VlrQAAAE69vMWxq39tjFmJ4b4uqgYAANercdhv3bq1Pv30U0VHR+v555+X3W7Xm2++qddee02dO3fWp59+qpiYmLqsFQAAoIrNWWX68ojjzMNJnenqAwAat3NanrZdu3ZatGiRcnJytG/fPtlsNrVq1Ypr9QEAgMu8fMa1+pdH+eryKLOLqgEAoGE4r3vRhIaG6rLLLpN0YkGcwsJCBQQE1GphAAAAv2VXTrmW/lLiMDYpga4+AAA1nsb/8ccfa+rUqQ5jr776qpo3b67Y2FjdeuutKioqqvUCAQAAqvPKGV39zk191D+Grj4AADUO+2+++aYyMzMrtzdv3qxnnnlGXbt21ZgxY/T555/rtddeq5MiAQAAzvRzfoWS9hU7jD2cECTDMFxUEQAADUeNp/Hv3btXN910U+V2UlKSmjRpogULFshsNsvb21sLFy7UlClT6qRQAACA072+rUBW+6ntS0K89buLLK4rCACABqTGYb+oqEj+/v6V219++aX69+8vs/nEVLlOnTppzpw5tV8hAADwCGV33CFJys3NVUhIyAW9VlqRVXNSCx3GJnYKlBddfQAAJJ1D2I+JidHmzZt1++2366efftKuXbs0ceLEyv3Z2dmyWPg2HQAAOFd88nK/X1JTFRcXd0Gv9WZKgcpsp7ZjA00a2ca/+icAANDI1Djsjxo1StOnT9fRo0e1a9cuhYaGatCgQZX7N23apLZt29ZJkQAAAL/KLrHqvV2OXf0JHQPl40VXHwCAX9U47D/88MMqLS3VqlWrFBMTozfeeKNyCt7x48e1fv163XfffXVWKAAAgCS9s7NQhRWnLtaP9PPS6DhuAQwAwOlqHPZNJpOefPJJPfnkk1X2hYWFKTU1tVYLAwAAOFN+uU3v7ChwGHsgPlB+3nT1AQA4XY3D/ulyc3N16NAhSVKLFi0ueJEdAACAmnh/V6Fyyk519UN8Dd3Znq4+AABn8jqXB2/atEnXX3+9Wrdurb59+6pv375q3bq1Bg8erE2bNtVVjQAAACqpsOuNFMeu/j0dAhXkc06nMwAANAo17uxv3LhRQ4YMkY+Pj26//Xa1a9dOdrtde/bsUVJSkoYMGaJPPvlEl112WV3WCwAA3FRIaKgkqdvJ7dycnHN6/ty9hUovPrUEf4C3oT9eSlcfAABnahz2n332WUVERGjVqlVq1qyZw77HHntMAwYM0LPPPquFCxfWepEAAKBxK7fZ9do2x67+ne0C1MRiclFFAAA0bDWe9/bjjz/qrrvuqhL0JalZs2a66667tGHDhlotDgAAQJKS9hXrQIG1ctvXS7q/Y6ALKwIAoGGrcdi32+0ymar/9tzLy0t2u73a/QAAAOfDZrfrla35DmOj4/zVzJ+uPgAA1alx2O/SpYvef/99HT9+vMq+48ePa/bs2VyvDwAAat2yX0q0J7eicttkSBM6BbmwIgAAGr4aX7P/+OOP68Ybb1S3bt102223KS4uTpK0Z88effTRR8rPz9dbb71VZ4UCAIDGx26366UzuvrDW/upVdB53T0YAIBGo8a/KS+//HItXLhQTzzxhN544w2HfYmJifrb3/6mXr161XqBAACg8frySKm2HCt3GHuIrj4AAL/pnL4W79Onj7766itlZGTowIEDkqSWLVsqMjKyTooDAACN20tbHLv6Q1tadGmYj4uqAQDAfZzXHLjIyEgCPgAAqFPfppdqfXqZw9jDCXT1AQCoiWrD/jfffHNeL9inT5/zLgYAAOBXL5/R1b+6uVmXRfi6qBoAANxLtWF/6NChMgyjxi9kt9tlGIays7NrpTAAANB4bTlWps8OlzqM0dUHAKDmqg37S5curc86AAAAKr2ytcBhu2ekr66IpqsPAEBNVRv2r7jiivqsAwAAQJK0J6dcS34udhh7OCHonGYcAgDQ2HnV9IGFhYU6ePBgtfsPHjyooqKiWikKAAA0Xq9uK5D9tO2OTXw0oIXZZfUAAOCOarwa/+OPP65NmzZp7dq1TvePHj1a3bt310svvVRrxQEAAM9h7dxZklRSWiqL2Xl4P1BQoXk/OTYPJiUE0tUHAOAc1Tjsr169WqNHj652/9ChQ/Xhhx/WSlEAyfX59gAAIABJREFUAMDzFKz5f/buPS6qOv0D+GdmmDtXlYugolwGBbxlqKmUaVJpkrWalS24umVeat3N9lfbxeqne2mr7WKmqSV4aTXLa65l/UwxTU2zVVRAAcEbCMhtzgwzzJzfHxjjqIygA3Ph8369er0633OY8wweYJ7zPOf73QkAyMvLQ2xs7HWP+eBoLeqvKOtH+8uQGqlui/CIiIi8SrPb+EtKShAWFtbk/tDQUFy4cMEpQREREVH7U2qwYEWu3m5sdm8/yKSs6hMREbVUs5P9Tp064fjx403uP378OAICApwSFBEREbU/C7NrYbTYtrtoZZgYrXFdQERERB6s2cn+qFGjkJGRgX379l2z78CBA8jIyMCoUaOcGhwRERG1D5V1Viw7YV/VfybRFwoZq/pEREQ3o9nP7L/44ovYvn07Ro8ejXvuuQfx8fGQSCTIzs7Gt99+i9DQULz00kutGSsRERF5qY+P16LGbHtYv5NKit/qWNUnIiK6Wc1O9kNDQ7Fjxw7MnTsXX331Fb755hsAgJ+fHyZOnIi5c+ciNDS01QIlIiIi71RrtuKjY7V2YzMSfKHxaXYDIhEREV2l2ck+AISEhOCjjz6CKIooKyuDKIoIDg7mcjhERER0Q7533QUA6HV56b1fZ+fPyBVwqc5W1fdXSDC1p9YlMRIREXmLFiX7v5JIJAgODnZ2LEREROTFZL/8AgC4Mo2vs4hYcLTG7rinevoiQMGqPhER0a3gX1IiIiJymc9OCjgvWBu31TIJnk5gVZ+IiOhWMdknIiIil6i3inj3iH1VPz1Og04qmYsiIiIi8h5M9omIiMgl1hcYUFhjadyWS4FnEv1cGBEREZH3YLJPRERELvHOf+2r+o/FaBChZVWfiIjIGZjsExERkUscr6xv/H+pBJjdm1V9IiIiZ2lyNv7i4uKbesGuXbs267glS5bg008/bTxPz549MWfOHNx7770AgHnz5mHjxo04e/Ys5HI5+vbti5deegmDBg0CAJw+fRp9+/a97mu/8cYbePbZZ6+7LysrC2PHjr1mfP/+/dDpdM2KnYiIiJzr4R5qRPnf1CJBREREdB1N/lXt06cPJBJJi1+woqKiWceFh4fj9ddfR3R0NKxWKz777DNMmjQJ33//PRITExEbG4u33noLkZGRMBgMWLhwIcaPH4+DBw8iJCQEXbp0QU5Ojt1rbtmyBXPmzEFqauoNz//jjz8iKCiocbtTp04te6NERETkNKzqExEROVeTyf6CBQvskn1RFLFo0SIUFRXhkUceQUxMDERRxMmTJ7Fu3Tp069YN06ZNa/aJx4wZY7f9yiuvYNmyZThw4AASExMxceJEu/3z58/HihUrcOTIEYwcORIymQyhoaF2x2zevBnDhw9H9+7db3j+4OBgdOzYsdnxEhERUeu4r6sKiR3krg6DiIjIqzSZ7E+aNMlu+91334UgCPj555/RoUMHu30vvPACUlJSUF5eflNBWCwWbNiwAXq9HgMHDrxmv8lkQkZGBvz9/dG7d+/rvkZhYSF27tyJ5cuXN+ucw4cPh8lkQlxcHObMmYM777zzpmInIiKiW/NcH1b1iYiInK3ZD8ctXboU06ZNuybRBxpa4NPT07FkyZImn5W/nuzsbKSkpMBoNEKr1WLlypVISEho3L9t2zZMnToVgiAgLCwM69evR0hIyHVfKzMzEx07dsTo0aMdnjMsLAzvvPMObrvtNphMJqxZswYPPvggtmzZgqFDhzr82ry8vGa/N/Iu/LcnT8FrldzZ7dcbC7AgsOo08qraPByvw59/8hS8VslTuPu1Ghsb63B/s5P9srIymM3mJvfX19ejrKys+ZGhIbisrCxUVVVh06ZNmD59OrZs2YL4+HgAQHJyMrKyslBeXo6MjAxMnjwZ27dvR1hY2DXnXr16NR5//HHI5Y7bAGNjY+2+KQMHDkRRURE++OCDGyb7N/pmknfKy8vjvz15BF6r5IleGRyC2HCVq8PwePz5J0/Ba5U8hTdcq81eeq9Pnz5YunQpTp8+fc2+wsJCLF26FH369GnRyRUKBaKiotC/f3/MnTsXvXv3xsKFCxv3a7VaREVFISkpCQsWLIBcLkdmZuY1r/Of//wHFy5cQFpaWovO/6sBAwYgPz//pr6WiIiIbs6ATnLc2Vnp6jCIiIi8UrMr+/Pnz8dDDz2EgQMH4v7770dMTAyAhjse27Ztg4+PD+bNm3dLwVitVphMphbvz8zMxNChQxtjaqkjR45cM9kfEREROU9+dT36XzX2XF+/m1r5h4iIiG6s2cl+UlISvvvuO8ybNw/bt2/Hxo0bAQAajQYpKSn4y1/+gl69ejX7xK+99hpSUlIQERGB2tparFu3Drt378batWtRXV2N999/H/fddx9CQ0NRXl6OJUuW4Ny5cxg3bpzd6xQXF+O7777DokWLrnueX1cIWLx4MQBg4cKF6NatG3r16gWTyYS1a9fiq6++um7HABERETnHwuxaLP1XduN2fKAPdndl+z4REVFraXayDwBxcXFYsWIFrFYrysrKIIoigoODIZU2+2mARiUlJXjqqadQWloKf39/JCQkYN26dRg5ciQEQcDx48excuVKVFRUoEOHDujfvz+2bt2KxMREu9dZsWIF/P39kZqaet3znDlzxm7bbDbjlVdewfnz56FSqdCrVy+sXbsWKSkpLX4PREREdGMVRgtW5Ql2Y3/o4wcpq/pEREStRlJZWSm29IssFguqqqrg7+8PH58W3S8g8jjeMDkHtQ+8VsldvfVLDeYdqm7cDlFYkf1YF8ilTPadhT//5Cl4rZKn8IZrtUUl+UOHDmHcuHEIDw9HTEwMfvjhBwBAeXk5HnnkEezcubNVgiQiIiLPVGcRseR4rd3YxPB6JvpEREStrNnJ/v79+zF69GgUFBTg0UcfhSjaGgI6duyI2tparFixolWCJCIiIs+0Ll9AicHauO3rI8FDYfUujIiIiKh9aHay/7//+7+Ijo7Gvn378Oqrr16zPzk5GT/99JNTgyMiIiLPJYoiPsy2r+o/odPAj08AEhERtbpm/7k9dOgQXn75ZahUKgiCcM3+iIgIlJSUODU4IiIi8lw7ztXh2CVbFf/jtXPxcA81rEIN1AEBMLz3ngujIyIi8m7NTvalUqnDWfdLSkqgVqudEhQRERF5vqur+k/uXQfstW0z2SciImo9zW7j79evH7Zt23bdfSaTCZ9//jkGDhzotMCIiIjIcx27ZMZ3Z+tcHQYREVG71exk/09/+hN27dqFWbNm4ciRIwCACxcu4Ntvv0VqaioKCgrw3HPPtVqgRERE5DmuruoPDFa4KBIiIqL2qdlt/HfffTcWL16M559/HqtXrwYATJ8+HaIoIiAgAEuXLkVSUlKrBUpERESeoUSw4PNT9vP7zEz0dVE0RERE7VOL5sMdP348Ro8ejR07duDUqVOwWq3o0aMHRo4cCV9f/hEnIiIiYMkJPUy21fbQ3U+GB7qpXBcQERFRO9TsZP+HH35AXFwcOnXqhDFjxlyzv7y8HCdOnMDQoUOdGiARERF5DqHeik9O6O3Gpsf7QiaVuCgiIiKi9qnZz+yPHTsWO3bsaHL/zp07MXbsWKcERURERJ7ps5MCKupsZf0AhQSTYjUujIiIiKh9anayL4qiw/0mk8nh0nxERETk3ayiiIVXTcz3uzgtfOX8fEBERNTWHLbxV1dXo6qqqnG7oqICxcXF1xxXWVmJL774Ap07d3Z+hEREROQRthUbcara0rjtIwGe6sU5fYiIiFzBYbK/cOFCvPnmmwAAiUSCF198ES+++OJ1jxVFEa+88orzIyQiIiKPsOCofVX/4Sg1wrUyF0VDRETUvjlM9ocPHw6VSgVRFPHGG2/g4YcfRu/eve2OkUgk0Gg06N+/P26//fZWDZaIiIjc089lJuwpMdmNzUpgVZ+IiMhVHCb7gwcPxuDBgwEAdXV1GDt2LBISEtokMCIiIvIcH171rP6dnZXo01HhomiIiIio2UvvvfDCC9cdv3DhAiorK9GzZ0+nBUVERESeo7i2HusLDHZjrOoTERG5VrOnx12+fDmmTZtmN/bcc88hPj4eQ4YMQXJyMsrLy50eIBEREbm3xcf0sFyxaI8uwAf3dFG6LiAiIiJqWbLv5+fXuL1r1y588sknGD9+PF599VUUFBTgrbfeapUgiYiIyD1Vm6zIzNXbjc1M8IVUIrnm2Jrvv0fN99/jWGYmar7/vo0iJCIiap+a3cZ/+vRpPPHEE43bGzZsQEREBBYtWgSpVIqqqiqsX78ef/vb31olUCIiInI/K/IEVJttZf1OKikeidZc91hrv34AAEGrhTU2tk3iIyIiaq+aXdk3mUyQy+WN2zt27MA999wDqbThJaKionDhwgXnR0hERERuqd4qYtEx+4n5pvbUQu1zbVWfiIiI2lazk/3IyEh8f7nl7tChQygsLMSIESMa95eWltq1+RMREZF323zagOJaS+O2Ugb8vqfWhRERERHRr5rdxj9lyhQ8//zzyMnJwblz5xAREYFRo0Y17v/xxx85Iz8REVE7IYoiFhy1r+o/Gq1BsFrmooiIiIjoSs1O9n//+99DoVDgm2++Qd++fTF79myo1WoAwKVLl3Dx4kVMmTKl1QIlIiIi9/FjqQkHy8x2YzO43B4REZHbaHayDwBpaWlIS0u7ZjwoKKixxZ+IiIi839VV/ZQuSsQFyps4uoF8+XIAQKeSEshDQ2GePLl1giMiIqKWJftERERE+dX12FpktBubmXDjeXs0s2cDALpf3q5isk9ERNRqmp3sjx079obHSCQSbNq06ZYCIiIiIvf2UXYtxCu2e3eQ487OCpfFQ0RERNdqdrJvtVohkdgvpWOxWFBcXIyzZ88iKioKnTt3dnqARERE5D4u1Vmx6qRgNzYzwfeazwhERETkWs1O9r/66iuH+/74xz/i008/dUpQRERE5J4+zdFDqLfV9TtrpHi4h9qFEREREdH1SJ3xImPGjMH48ePxl7/8xRkvR0RERG7IZBHx8TH7ifmm9fKFQsaqPhERkbtxSrIPADqdDocOHXLWyxEREZGbWZcv4ILB2rit9ZFgcpzWhRERERFRU5yW7G/fvh3+/v7OejkiIiJyI6IoYkG2fVV/UqwGgUqnfZQgIiIiJ2r2M/v/+Mc/rjteVVWF3bt348iRI5gzZ47TAiMiIiL3sfN8HY5dqm/clkqAGQm+LoyIiIiIHGl2sv/3v//9uuOBgYGIiorC+++/jyeeeMJpgREREZH7WHDUvqr/QDcVuvs1+2MEERERtbFm/5W+dOlSa8ZBREREbur4JTO+PVtnNzYrkVV9IiIid8YH7YiIiMihhVc9q58ULMfAEKWLoiEiIqLmYLJPRERETSo1WLDmlGA3NivRz0XREBERUXM12cYfFBQEqVSK8+fPQ6FQICgoCBLJjdfRlclk6NixI+666y7Mnz8fnTp1cmrARERE1HaWHNfDZFttD5G+MjzQTeW6gIiIiKhZmkz2//znP0MikcDHx8du+0YsFgsuXLiAjRs3oqamBqtXr3ZetERERNRmhHorlp3Q2409He8LmfTGnweIiIjItZpM9l988UWH2zei0+nwz3/+8+aiIiIiIpdbc9KAijpbWd9fIcETOs1Nv57w7rsAgNKSEoSEht5yfERERNS0VlszZ+zYsejYsWNrvTwRERG1Iqso4sOrJub7nU4LP/nNT/djnjwZAFCWl4eg2NhbCY+IiIhuoMlk/7PPPrupF3zssccAAN27d0f37t1v6jWIiIjItb4uNuJkdX3jto8EeCqey+0RERF5iiaT/RkzZlwz9usz+6IoXnccsCX7RERE5LkWXFXVf7iHGhFamYuiISIiopZqMtn/5Zdf7LZramrw9NNPw8/PD9OmTUNMTAxEUcTJkyexePFi6PV6LFq0qNUDJiIiotZ1uMyEHy6Y7MZmJrKqT0RE5EmaTPa7detmt/3ss88iKCgIGzdutKvkJyYmIjU1FQ8++CAWL16M9957r/WiJSIiolZ39bP6yWEK9O2ocFE0REREdDOaPcvO5s2bMXbs2OsuvyeVSpGamorNmzc7NTgiIiJqW2dq6/FlgcFuzFlVfenhw5AePgzN8eOQHj7slNckIiKi62v2bPz19fUoKipqcn9hYSHMZrNTgiIiIiLX+Pi4HpYrpuaJDfBBSheVU17bb/hwAED85e2qykqnvC4RERFdq9mV/REjRuDjjz/G559/bjdBnyiKWLt2LZYuXYqRI0e2SpBERETU+mrMVizP1duNzUzwhfQ6XX1ERETk3ppd2X/zzTdx4sQJTJs2DS+//DJ69OgBiUSC/Px8lJaWIjY2Fn//+99bM1YiIiJqRStyBVSbbDf0OyqlmBitcWFEREREdLOaneyHhoZi165dWL58Ob755hsUFxdDFEUkJiYiJSUF6enpUKmc0+ZHREREbaveKuKjY/YT803tpYXah1V9IiIiT9TsZB8AlEolpk2bhmnTpl13/7FjxxAfH3/dfUREROS+tpw2orjW0ritlAFP9tS6MCIiIiK6Fc1+Zr8pFy5cwAcffIDk5GQMGzbMGTERERFRGxJFEQuya+zGJkZrEKyWuSgiIiIiulUtquz/qra2Fps2bcLatWuxe/duWCwW9OrVC7Nnz3Z2fERERNTK9pWa8NNF+xV1ZiQ4Z7k9IiIico1mV/YtFgu+/vprTJ06FTqdDjNnzsSuXbswZcoUHD58GHv27MGrr77a7BMvWbIEQ4YMQdeuXdG1a1eMGjUKX3/9deP+efPmISkpCeHh4YiMjERqair27dtn9xpjxoxBYGCg3X9Tpky54bk3btyIQYMGISQkBIMGDcLmzZubHTcREZG3+TDb/ln9URFK9AyUuygaIiIicoYbJvs//fQTnn/+ecTFxeHRRx/F8ePH8dxzz2HDhg0QRRHDhw9HZGRki08cHh6O119/HTt37sSOHTtw5513YtKkSTh69CgAIDY2Fm+99Rb27NmDbdu2ITIyEuPHj0dpaand60yaNAk5OTmN//3rX/9yeN79+/djypQpmDBhArKysjBhwgRMnjwZP/30U4vfAxERkacrqK7HltNGu7FZiazqExEReTqHbfwDBgxAQUEBunTpgt/+9rcYP348EhISAABFRUW3dOIxY8bYbb/yyitYtmwZDhw4gMTEREycONFu//z587FixQocOXIEI0eObBzXaDQIDQ1t9nk/+ugjJCcnY86cOQCAuLg4ZGVl4aOPPsKyZctu4R0RERF5noXHaiFesZ3YQY47OytdFg8RERE5h8PKfn5+Prp164ZXX30Vzz//fGOi72wWiwVffPEF9Ho9Bg4ceM1+k8mEjIwM+Pv7o3fv3nb7vvjiC0RFRWHw4MF4+eWXUVNTc83XX+nAgQMYMWKE3djIkSOveUSAiIjI212qs2JVnmA3NjPBFxIJl9sjIiLydA4r+x9++CE+//xzTJs2DWq1Gvfeey9+85vfYNSoUU45eXZ2NlJSUmA0GqHVarFy5Uq7Gwrbtm3D1KlTIQgCwsLCsH79eoSEhDTunzBhArp27YqwsDCcOHECr7/+Oo4ePYoNGzY0ec6SkhIEBwfbjQUHB1/zeMD15OXl3cS7JG/Af3vyFLxWqSWWF/tAqFc0bgcrrOhrOYvWuoxuv2qb16tz8ftJnoLXKnkKd79WY2NjHe53mOw//vjjePzxx1FSUoK1a9di7dq1mDRpEvz9/TFs2DBIJJJbuvsfGxuLrKwsVFVVYdOmTZg+fTq2bNmC+Ph4AEBycjKysrJQXl6OjIwMTJ48Gdu3b0dYWBgAYPLkyY2vlZCQgO7du2PkyJE4fPgw+vXr1+R5r45ZFMVmvY8bfTPJO+Xl5fHfnjwCr1VqCZNFxJeHLgCwNo7N6B2I+Di/NouB16vz8OefPAWvVfIU3nCtNms2/tDQUDzzzDPIysrCnj178Lvf/Q6//PILRFHErFmzMH36dGzatAl6vb5FJ1coFIiKikL//v0xd+5c9O7dGwsXLmzcr9VqERUVhaSkJCxYsAByuRyZmZlNvl7//v0hk8mQn5/v8L1cXcUvKyu7ptpPROTuzFYRGwsN+M03ZYhYcQ7jD6pw7JL5xl9IBOCLAgPOC7ZEX+MjweQ4rQsjIiIiImdyWNm/nl69euG1117Da6+9hqysLKxZswabNm3Cv//9b6hUKpw/f/6mg7FarTCZTDe9Pzs7GxaLxeGEfUlJSdixYweeffbZxrEdO3Zg0KBBNxc0EVEby6+uR2auHqtPCig12JI1fb0Uj31bjh/GhcBX3uyVVakdEkXxmuX2JsVqEKRs3evGlJ4OAKiqqkJAQECrnouIiKi9a3Gyf6Xk5GQkJyfj7bffxtatW7F27dpmf+1rr72GlJQUREREoLa2FuvWrcPu3buxdu1aVFdX4/3338d9992H0NBQlJeXY8mSJTh37hzGjRsHACgoKMDatWuRkpKCDh06ICcnBy+//DL69OmDwYMHN54nNTUVAwYMwNy5cwEATz/9NEaPHo133nkHDzzwALZs2YKsrCxs27btVr4VREStqs4iYstpAzJyBew6X9fkcadrLXjtp2q8dUdgG0ZHnmbX+TocrbB1gUgAzIhv/eX2DO+9BwA47QWtkURERO7ulpL9XymVSjz00EN46KGHmv01JSUleOqpp1BaWgp/f38kJCRg3bp1GDlyJARBwPHjx7Fy5UpUVFSgQ4cO6N+/P7Zu3YrExEQAgFwux86dO7Fo0SLo9XpEREQgJSUFL7zwAmQyWeN5CgoKEBER0bg9aNAgfPLJJ5g3bx7+9re/oUePHvjkk09w++1XTxtEROR6uZVmZOQK+OykgIo6642/AMDSE3qMjVThrnBVK0dHnmrBUfuq/gORKvTwd8pHAiIiInITksrKSvHGhxG1X94wOQd5FkN9w7P4Gbl67C1p+tElAPCTS/BItAY7zhqRX2NpHO+ilWHPuBD4K9jOT/ZOVJoxeL393DXbRnfC4FBlm8XA36vOx+8peQpeq+QpvOFa5W18IiI3kV1hRkauHmtOCagyOb4POzBYgbQ4DR7qroZWLsXekjqM3noRIhpWFjmjt+DVA1V4d2hQW4ROHmThVc/q3x4sx6AQRRNHExERkadisk9E5EJ6sxVfFhiQmavHgYuOZ9IPVEgwMVqD9Dgt4oPkdvvuCFXisfB6rD5nG1+eKyC1uxojItjOTw1KDRasOSXYjc1K8LulZXSJiIjIPTHZJyJygcNlJmTmCvg8X0CN2XEVf0ioAulxWqRGqqH2aTopmx5pxv5aNU5W1zeOPftDJX4YF4IAtvMTGuZzqLM97YGuvjI8EMmbQURERN6IyT4RURupNlnxRb4By3P1+KXccRW/o1KKx2I0SNNpoAuUOzz2VyoZ8FFyEO7dehHWy/cPzugteHl/FT4Yxnb+9s5QL2LZcb3d2PR4X/hI266qHxDYsErEr1PiVlVWttm5iYiI2hsm+0RErUgURRwsM2N5jh5fFhgg1Duu4t/VWYl0nQZjItVQylqehCWFKPBMgi/eu2K29RV5De38o7qwgtuerTkloPyKFR38FRL8VqdxYURERETUmpjsExG1gso6K9aeErA8V49jl+odHhuilmJSjAZpOq1Tlj97sb8/thUbkVN1ZTv/JewdF4pAJdv52yOrKOLDqybmm6zTwk/O64GIiMhbMdknInISURTxY6kJy3P02FhogNHS9LESACMjlEiP0+K+rirIndhKrfKR4KPkIIz66iIslxsJzgtWvLi/Ch8ls52/PfrmjBF5V9z88ZEAT/XSujAiIiIiam1M9omIblG50YLPTgpYkSvYVdOvJ1wjxaRYLX6r06Cbb+v9Cr4tWIHZvX3x9n9t1dzPTgpIjVTh/m7qVjsvuacPj9pX9R/qoUaXVrz+iIiIyPX4l56I6CaIooisCyZk5Oix+bQBJmvTx0olQEoXFSbHaXBPhKrNJkT7cz9//KfIiGOVthsQs/dUYnCoEkFs5283fik3IeuCyW5sZoKvi6IhIiKitsJkn4ioBUoNFqzOE5CZq0d+jYM+fTQsa5YWq8GkWC3CtbI2itBGKZNgYXIQRm6xtfOXGKz4nx8r8fFdHdo8HnKNq6v6w8IU6NdJ4aJoiIiIqK0w2SciugGrKGLHuTpk5OixtcgIRxPq+0iA+7upMDlOi+GdlZC14bJm19OvkwLP9fXDm4drGsfW5hswtrsBYyPZzu/tzuot+LLAYDfGqj4REVH7wGSfiKgJ5wULVubqsSJPQFGt4yp+Dz8Z0nVaPBajQaim7av4jszp44etRUYcrTA3jv1pTyWGhCrQUeVesZJzfXys1u7mVGyAD+7tyiUYiYiI2gMm+0REV7BYRWw/a0RGjoBvzhgb29+vRyEFxkaqkabTIrmzAlKJa6v4TVHIGmbnv3tTaWPid9FoxfM/VuGT4Wzn91Y1Zis+zdXbjc2I93Xb65SIiIici8k+ERGA4tp6rMgTsCpXwFnBcRVfF+CDNJ0Gj8VoPKYy3ruDHH/u54e//mxr5/+ywIDUSAPG9WA7vzdamSug2mS7W9VBKcXEGP5bExERtRdM9omo3TJbRWwrNiIzR49vz9bBQREfKhnwYHc10nVa3BGqgMQDq6N/7OOHr4qM+KXc1s7/3N5KDA1TIFjtGTctqHksVhEfHbOfmG9qTy00PlyFgYiIqL1gsk9E7U5hTT0yc/VYlSegxOBgzTwA8UE+SNdpMTFag0APX65OLm1o579rUynMl992eZ0Vz+2tRMbdHTzyBgZd35Yio908E0oZ8GQvrQsjIiIiorbGZJ+I2gWTRcRXRQZk5Ar4/lydw2M1PhI83KOhin97sNyrkuD4IDle7O+PNw5WN45tOm3ElwUG/CZK48LIyJkWHK2x234kSoMQdm8QERG5A10mAAAgAElEQVS1K0z2icirnawyIyNXwOo8AeV1jqv4fTvKka7TYnyUGv4Kz67iO/Jsoi+2nDbgUJmtnX/Oj5UYFqZ0u5UEqOX2l9bhwEWz3dgMN1luz9K3LwDAWFcHlVLp4miIiIi8G5N9IvI6xnoRm04bkJGrxw8XTA6P9ZNLMD6qoYrfr5OijSJ0LR+pBAuTg3DnxlKYLt//uFQn4o97K7FqBNv5Pd2Co/bP6t8ToUSvILmLorFXu3MnACAvLw+xsbEujoaIiMi7MdknIq9x/JIZGbl6/PukgEqTo+n2gNuD5UjTafFwDzV85d5bxW9Kz0A5XrrNH3N/srXzby0yYm2+AROj2c7vqQpr6rGlyGg3NivRPar6RERE1LaY7BORRxPqrVhfYEBGjoD9Fx1X8f0VEkyM1iBdp0ViB/eodLrSrISGdv4rW77//GMl7uysRGe283ukhdm1sF5xnyshyAd3dWa7PBERUXvEZJ+IPNJ/y03IzBWw9pSAarPjKv4doQqk6bR4sLuKS49dQXa5nT95YymMlydurzKJmP3DJfz7no5s5/cwlXVWrMoT7MZmJvjy35GIiKidYrJPRB6jxmzFl/kGLM/V4+cys8NjOyileDRGjTSdFj0DWcVvSmyAHC/f5o+XD9ja+b8+U4fVJwVMiuVSbZ5keY4e+nrbja8wtRTjucICERFRu8Vkn4jcmiiK+LnMjOW5enyRb7BLZq4nOUyB9DgtHuimhsqHFc3mmB7viy2njfix1PYYxIv7qjA8XIUILdv5PYHJImLxcfuJ+Z6K94VCxp8BIiKi9orJPhG5pSqTFZ+fErA8V8DRCsdV/GCVFI/HaJCm0yI6gL/WWkomleDDYUEYtrEUBkvDzZRqs4g//HAJn49iO78nWF9owHnBtrSkxkeC38W5X2eG7113AQB6XV5679fZ+YmIiMj5+KmYiNyGKIrYX2rC8lwBGwoMjYnn9UgA3B2uRHqcFvd3VbGCeYuiA3ww93Z/vLCvqnHs27N1WJEnIE3nfkkj2YiieM1ye5NiNAhSut/8FLJffgEA8IoiIiJqfUz2icjlLtVZ8e+TAjJy9ThRWe/w2DC1FE/EavGEToPufvwV5kxP9dJiU6EBe0ps7fwv7a/C3eFKdPXl99pd7TpvwpErul8kAKYncLk9IiKi9o6f3ojIJURRxA8lJmTk6LHptAF1lqaPlUqAURENVfyULir4SFnFbw1SScPs/EM3lDbOjVBjFvHMD5VYn8J2fnf1YXaN3fbobipE+fPPOxERUXvHTwNE1KbKjBZ8licgI1fAyWrHVfwuWhl+q9NgUowGXVhZbhPd/Xzw+u3+mPOjrZ3/+3N1WJ4j4Hc92XztbnIqzfjmTJ3d2KxEVvWJiIiIyT4RtQGrKGLnuTpk5Ar4qsgAs7XpY2US4L6uKkyO02JEuBIyVvHb3JSeWmw6bcSu87Yk8uUDVbg7QslHJ9zMwmz7Z/UHdJJjcIjCRdEQERGRO+GnNiJqNRcEC1blCcjM1eN0rYM+fQCRvjKkx2nxeIwGYRou9+ZKUokEHwwNxNANpai93M6vrxfxzO5L2HhfJ0jZzu8WLhos+PcpwW5sVqIvH7cgIiIiAEz2icjJLFYR352tQ0auHtuKjXAwoT7kUuCBbmqkx2lwZ2clk0g3Eunng3kDAzB7T2XjWNYFE5ad0OPJXmwTdwfLTujt5rro6ivD2Ei16wIiIiIit8Jkn4ic4kxtPVbmCViZJ+CM3nEVP8bfB+k6DR6N0SBYzSq+u0rXabCx0IAd52zt/HN/qsY9ESr04ARwLmWoF7H0hN5u7Ol4X05eSURERI34aY2Iblq9VcTXxUZk5uqx/WwdrA6q+EoZ8GCkGmlxWgwNVbDV2ANILrfzD9lQimpzwz+uUC9ixu5L+Op+tvO70tpTAsqMtskv/OUS/DZW48KIiIiIyN0w2SeiFiusqcfKXAGrTupxXnAw2x6AXoE+SNNp8WiMBkFKaRtFSM7SxdcH8wcG4JkfbO38e0tMWHxMz7XcXcQqivjwqon50nRa+Cv480VEREQ2TPaJqFlMFhH/KTYiI0ePHefq4KCID7VMgod6qJGu02BgCKv4nu6JWA02FRqw/aytnf+Ng9UY1UWJmAC5CyNrn749U4fcKtuylTIJMC2eyyISERGRPSb7ROTQqap6ZObqsfqkgItGx1X83h3kSNdpMD5Kg0BW8b2GRCLBe0ODMHhDCapNDbd5DBYRM3dXYuv9nbg8YhtbcFVV/6EeanT15Z9zIiIissdPB0R0DWO9iC1FBmTk6JF1weTwWF8fCX4TpcbkOC36dZSziu+lwrUy/GNQIKZnXWoc21dqwsJjtXgm0c+FkbUv/y03Ydf5OruxmXycgoiIiK6DyT4RNcqpNCMjV4/PTgq4VOeoUR+4rZMc6TotHo5Sw0/OKn578Gi0GhsLDdhWbGwcm3eoGvd2UUEXyHb+tnD1s/pDQhXo30nhomiIiIjInTHZJ2rnDPUiNhQakJmrx94Sx1V8f7kEj0RrkKbToE9HJhjtjUQiwbtDAjF4fQkqL7fz11mA6VmX8PWYYC771srO6S34It9gNzYr0bOq+lWVDRM95uXlITY21sXREBEReTcm+0Tt1NGKhir+mlNC43PYTRkUokCaToNx3dXQsorfroVpZPjn4EA8ucvWzn+wzIwFR2sxuw/b+VvTx8drUX/Fj2q0vwz3dVW5LiAiIiJya0z2idqRWrMVXxY0PIt/sMzs8NhAhQSPxmiQrtOiVxBbtMlmfJQaGwoN+KrI1s7/15+rcW9XFa+VVlJrtuLTHL3d2IwEX0g5RwYRERE1gck+UTtwuMyEjFw91uUbUGN2XMUfGqZAuk6L1Eg1VD5MJOhaEokE/xoSiL0lpaioa1ihwWRtaOff/kAw5Gznd7pVeQKqrujA6aCU4rEYjQsjIiIiInfHZJ/IS1WbrFiXb8DyHD3+W+G4it9RKcXjsQ3P4sdy3XRqhhC1DG8NDsCUnbZ2/sPlZrx3pBZz+rKd35ksVhEfHbOfmG9KTy00PnykhoiIiJrGZJ/Ii4iiiJ8umrE8V4/1BQYI9Y6r+MPDlZis02J0NxUUMlZjqWUe6qHGxtMGbCy0tfP/43A17uuqQmIH3jRyli1FRhTWWBq3FVLgyZ5aF0ZEREREnoDJPpEXqKyzYs0pARk5ehyrrHd4bKhaikmxGvw2Vose/vwVQDdPIpHg7TsC8cOFUpQZG9r5zZfb+f9vLNv5nWXhVcvtTYjWIFQjc1E0t0b9hz8AACKrqqAOCIDhvfdcHBEREZH34id9Ig8liiL2lpiwPFePTYUGGC1NHysBcE+EEulxWtzbVcUkjJymk0qGt+8IRPqOisaxIxVmvP1LDV7o7+/CyLzDgVIT9pXaL4k5M8Gzltu7kiIjAwAQfHmbyT4REVHrYbJP5GHKjRasPilgRa6A3CrHVfwIjQxP6DR4IlaDrr78cafW8WB3NX7TQ40vCmxrwL/1Sw1Gd1OhT0eFCyPzfAuya+y2R0YoEc8VD4iIiKgZ+OmfyANYRRFZ5+uQkStgy2kDTNamj5VJgJQuKkyO0+KeCCVkrOJTG/jn4ABkXahDqaHh4qwXG9r5d4wN4XwQN6mwph6bTxvtxmZ5cFWfiIiI2haTfSI3ViI0VPEzc/UoqHHQpw+gm68MaTotJsVq0NlDn+clz9VBJcO/7gjEpP+ztfNnX6rHP3+pwUu3sZ3/Ziw6VgvrFXNsxgf5YHi40nUBERERkUdhsk/kZixWETvO1SEjV4//FBnhaEJ9HwkwJlKFdJ0Ww8OVkEpYQSXXGROpxiPRaqw9ZWvnf+e/NRjTTYV+ndjO3xKVdVaszBXsxmYm+ELCn3EiIiJqJib7RG7inN6ClXl6rMgTUFzruIof5SdDepwWj8VoEKJmFZ/cxz8GBWLXuTpcuNzOb7nczv99agiUbOdvtoxcPWqvuNMXqpZifJTGhRERERGRp2GyT+RC9VYR288YkZEr4JszRruW3asppEBqdzXSdFokhylY4SO3FKSU4t2hgXj0W1s7//HKevzjcDVeHRDgwsg8h9kqYvEx++X2nuzly5slRERE1CJSV514yZIlGDJkCLp27YquXbti1KhR+Prrrxv3z5s3D0lJSQgPD0dkZCRSU1Oxb9++xv2XLl3C888/j6SkJISFhSEhIQF/+tOfUFFRcb3TNVq1ahUCAwOv+c9oNDr8OiJnKqqtx/xD1ejz+QU89l0FthU3nejHBfhg/sAAHJ8YhqV3dcCdnZVM9Mmt3ddVjcdj7KvQ7x6pxcGLpia+gq60vsCAc4JtFk61TIIpcazqExERUcu4rLIfHh6O119/HdHR0bBarfjss88wadIkfP/990hMTERsbCzeeustREZGwmAwYOHChRg/fjwOHjyIkJAQnD9/HufPn8frr7+Onj174ty5c5gzZw6mTp2K9evXOzy3RqPBzz//bDemUqla8+0SwWwV8Z8iIzJz9fjubB0cFPGhkgHjuquRHqfF4BBW8cnz/HVgAL4/Z2xMWq2X2/l3pYZA5cPruSmiKGLBUfuq/qRYDTqo+LgOERERtYzLkv0xY8bYbb/yyitYtmwZDhw4gMTEREycONFu//z587FixQocOXIEI0eORHx8PFauXNm4PyoqCm+88QYmTpyI6upq+Ps3PfuzRCJBaGioc98QURMKquuRmavHqpNC47JkTUkI8kG6TotHojUIVLqs8YbolgUqpXh/aBDGby9vHMutqsdff67GG0ls529K1gUT/lthbtyWAJgez+X2iIiIqOXc4pl9i8WCDRs2QK/XY+DAgdfsN5lMyMjIgL+/P3r37t3k69TU1ECpVEKjcdzuaDAYkJiYCKvVit69e+Mvf/kL+vbte8vvg+hXdRYRX502ICNXwM7zdQ6P1fpI8HAPNSbHaXFbJzmr+OQ17umiQppOg8wrZpX/4GgtxnRTYVAol5C7ng+z7av693dTITrALf5UExERkYeRVFZWOuomblXZ2dlISUmB0WiEVqvFkiVLcO+99zbu37ZtG6ZOnQpBEBAWFoaVK1diwIAB132tyspKjBgxAvfccw/efPPNJs+5f/9+nDx5EomJiaitrcWiRYuwfft27N69G9HR0Q7jzcvLu7k3Su1GoSDBhhIffFXig8p6x0l7L18LxoVakBJcD19+licvVVsPPPqzCiV1tk6VbiorVvU3gp3p9goFCSYcUtuNfdzbiP4BjjuCPMntSUl22z8dOOCiSIiIiDxfbGysw/0uTfZNJhPOnDmDqqoqbNq0CRkZGdiyZQvi4+MBAHq9HiUlJSgvL0dGRgZ27tyJ7du3IywszO519Ho9xo8fD6lUii+++KJFz99bLBYkJydj2LBhDm8SUPuVl5fn8AfJUC9i02kDMnL02FPieAIyP7kEE6I0SNNpuO44Od2NrlVX+f6cEeO+Lrcbm5GgxV8HBrooIvc0+4dLWH5FF8RtneT47oFgr+r2CQi0/zevqqx0USTex11//omuxmuVPIU3XKsurScqFApERUUBAPr3749Dhw5h4cKFWLBgAQBAq9UiKioKUVFRSEpKwm233YbMzEz8+c9/bnyN2tpaTJgwAQCwZs2aFk+0J5PJ0K9fP+Tn5zvpXVF7ceySGRk5eqw5JaDS5PieWVKwHGk6LR7uoYZWzmfxqX0ZHq7ClDgtPsnRN459lK3HA93UGBLGdn4AKDNa8O9Tgt3YzARfr0r0iYiIqG25VfOw1WqFydR0ZfTq/TU1NZgwYQJEUcS6devg69vySYxEUUR2djYSExNvKmZqX/RmK9YXNlTxD1w0Ozw2QCHBxGgN0nVaJHSQt1GERO7p9SR/fHvWiKJaCwBABDBz9yXsfjCEN8AALDuhh9Fi2+6ileHB7uqmv8BD1Xz/PQCguKgIXbt1c20wREREXs5lyf5rr72GlJQUREREoLa2FuvWrcPu3buxdu1aVFdX4/3338d9992H0NBQlJeXY8mSJTh37hzGjRsHoCHRf/jhh1FTU4NVq1ZBEAQIQkNVJCgoCApFQ4t0amoqBgwYgLlz5wIA/v73vyMpKQnR0dGorq7G4sWLkZ2djXfeecc13wjyCL+Um5CZK+DzUwKqzY6r+HeEKpCu0+LB7mqoucQYEQDATy7FgmFBSN1W1jhWUGPB6wer8ebg9t3Ob6wXsfS43m7s6XgtfKTe9/vD2q8fAEDQamH18NZIIiIid+eyZL+kpARPPfUUSktL4e/vj4SEBKxbtw4jR46EIAg4fvw4Vq5ciYqKCnTo0AH9+/fH1q1bGyvwhw8fxoHLE/tcPWnf5s2bkZycDAAoKChARERE476qqir84Q9/aDxvnz59sHXr1iYn/qP2q8ZsxRf5Biz+rxLHay86PLaDUorHYhqexY8LZBWf6Hru7KzEk720WHJFYvvxcT3GRqqR3Ln9tvOvzRdw0WibhM9PLkGaTuvCiIiIiMgbuHSCPiJ3I4oiDpWZsTxHjy8LDNDXO/7xuLOzEpN1GoyJVEMp874qHHkWT5hIRm+2YujGUhTW2HrWu/nKsGdcCHzbYTu/KIoYvL4UOVX1jWMzE3wxf2CAC6NqfZ5wrXoafk/JU/BaJU/hDdeqWz2zT+QqlXVWfJ4vYHmOHtmX6h0eG6KW4vEYDdJ0WkT580eIqCW0cik+HBaEMf+xtfMX1Vow96dqvH1H+2vn//ZsnV2iL5M0tPATERER3SpmKtRuiaKIfaUmLM/RY2OhEQZL01V8CYAREUqk67S4v5sKci98lpaorQwNU+LpeC0WHbO18y87ocfYSBWGh7dsRRVPt+Bord32uO5qdPXln2YiIiK6dfxEQe1OhdGCz04ZkJmjt6uoXU9njRSjO9bh2UFdEOnHHxciZ3l1gD++KTYi/4p2/lm7K7FnXAj8Fe2jnf9IhRk7z9fZjc1MaPmqMp5Evnw5AKBTSQnkoaEwT57synCIiIi8GrMXahdEUcTuCyZk5OqxqdAAk7XpY6USYFQXFSbrNBjVRYWCUyeZ6BM5mcZHioXJQbh/axl+7ak5o7fglQNVeG9okEtjaysfHq2x274jVIHbghUuiqZtaGbPBgB0v7xdxWSfiIio1TCDIa920WDB6pMCMnP1OFVtcXhsF60MaToNJsVqEaGVtVGERO3X4FAlZib4YkG2rZU9I1dAanc1RkZ4dzv/ecGCLwoMdmOzvLyqT0RERG2LyT55HasoYue5OizP1WNrkRFmB1V8HwlwfzcV0nVa3B2uhIzP4hO1qZdu88fXZ4zIu+KRmmd3V2LPQyEI8OJ2/o+P1dr9boryk+H+bt59g4OIiIjaFpN98hrnBQtW5QlYkavH6VrHVfwefjKk6bR4PEaDUA2r+ESuovaRYOGwINy79SKsl/v5zwoWvLS/CguGeWc7f63Zik9y9HZjMxJ8IZXwZiMRERE5D5N98mgWq4jvzjZU8b8uNsLBhPqQS4GxkWqk6zRI7qzkB2siN5EUosCzib5494itnX9lnoDUSDVSunpftXt1noAqk+2XVZBSgsdjNS6MiIiIiLwRk33ySMW19ViZJ2BVnoAzesdV/NgAH6TpNHgsRoNOKlbxidzRC/38sa3YiBOVtnb+P+y5hL3jQhGo9J52fotVxMJj9svtTY3zhcbHe94jERERuQcm++QxzFYRXxcbkZmrx/YzdXBQxIdSBjzYXY10nRZDQhWQsIpP5NZUl9v5R311sbFD57xgxQv7KrHozg6uDc6JthYbUXjFcoMKKfD7XloXRkRERETeisk+ub3CmnqsyNVjVZ6ACwYHs+0BiA/0QVqcFhOjNQjyomogUXtwW7ACf+zth7f+a1uS7t+nDEjtbsDobmoXRuY8Hx61r+qPj9IgjPOGEBERUStgsk9uyWQRsbXIiIxcPXacq3N4rMZHgod6NDyLnxTMKj6RJ3u+nx+2Fhtw7JKtnf+PeyoxOESBDh7+GM5PF034sdRkNzaTy+0RERFRK2GyT27lZJUZmbkCVp8UUGZ0XMXv3UGOyXEajI/SePUSXUTtiVLW0M5/z5aLqL/czl9isOJ/9lVhyV2e3c6/4Kqq/ohwJRI6yF0UDREREXk7JvvkcsZ6EZtPG5CRq8fuCyaHx/r6SDA+So30OC36dZSzik/khfp1UuC5vn74x2FbO//n+QaMjTQgtbtntvOfrqnHptMGu7GZiazqExERUethsk8uc6LSjIwcPf59SsClOkfT7QEDOsmRHqfFwz3U8JWzik/k7Z7r44etRUYcqTA3jv1pbyWGhCk8clWNRcdqYb3i11x8oA9GhCtdFxARERF5PSb71KaEeis2FBiQkStgX6njKr6/QoKJURqkxWnRm62uRO2KQibBwuQgjNhcCvPlJ3rKjFY8v7cKn97tWe38lXVWrMgV7MZmJPqyM4mIiIhaFZN9ahNHKszIzNFjTb6AapPjKv7gEAXS47R4sLuKa08TtWO9O8jx575+mP+zrZ1/faEBqQUCHuqhcWFkLbMiV4/aetvvvRC1FBOiPCd+IiIi8kxM9qnV1Jqt+LLAgOU5ehwqMzs8NkgpwaPRGqTHadEzkFV8Imowu48fvioy4nC57XfIc3urMDRMiRC1+7fzm60iFh3T24092VMLpax9VvWFd98FAJSWlCAkNNTF0RAREXk3JvvkVKIo4nB5w7P46/INdtWs6xkWpsDkOC0e6KaGyqd9fvgloqbJpQ3t/MM3lcJ0uZ2/os6KP+2pxIoRHdy+FX5DgQFnBUvjtlomwdSeWhdG5FrmyZMBAGV5eQiKjXVtMERERF6OyT45RZXJinX5ApbnCHYTal1PJ5UUj8dokKbTICaAVXwiciw+SI4X+/vj9YPVjWNbioz4osCA8W7cDi+KIhZk2y+393isBh08cIJBIiIi8jxM9ummiaKIAxdNyMgVsL7AAOEGVfy7w5WYHKfF/V1VULTTFlYiujnPJPpiy2kDDl7xSNCcvZUYFqZEmMY9k+cfSkz45YrHDyQApse336o+ERERtS0m+9Ril+qsWHNKQEaOHscr6x0eG6aW4olYLZ7QadDdj5cbEd0cn8vt/HduKkXd5a74SpOI2Xsq8dlI92znX3DUvqp/X1cVu5mIiIiozTD7omYRRRF7SkzIyNFj42lD44ft65FKgFERSqTptLi3qwo+Uvf7EE5EnicuUI6X+/vjlZ9s7fzbio1Yc8qAR2Pcq50/r8qMbcVGu7FZib4uioaIiIjaIyb75FCZ0YLP8gRk5gnIq3Jcxe+ileGJWA2eiNWgiy8vLSJyvhkJvth82oj9F02NY/+zrxJ3dlYiXOs+7fwfZdvPwN+/kxxDQhUuisZ9SA8fBgBoioog1eth7dfPxRERERF5L2ZkdA2rKCLrfB2W5wjYUmSA2dr0sTJJQ2tquk6LkRFKyFjFJ6JWJJNK8GFyIJI3lsJ4ucOoyiRi9p5LWHNPR7do5y83WrD6pH2yPzPB1y1iczW/4cMBAPGXt6sqK10WCxERkbdjsk+NSgQLVp0UkJmrR2GNgz59AJG+MqTptHg8VoPObjo5FhF5p9gAOV4ZEICX9lc1jn1zpg6rTgp4Itb1E+AtO6FvvBEBNHQ9Pdhd7bqAiIiIqF1ist/OWawi/u9cHTJy9NhWbISjCfXlUmBMNzXSdRrcFa6ElFUqInKRp3tpseW0AXtLbO38f9lXheGdlS59jMhYL2LJcfuq/rR4LeTseiIiIqI2xmS/nTqrt2Blnh4rcgWc0Tuu4kf7y5Cu0+KxGA2C1aziE5HryaQSfDgsCEM3lMJgabhLWW0W8Yc9lVg3ynXt/J/nC7hotD375CeXIE3n+m4DIiIian+Y7Lcj9VYR35wxIiNXwPYzRlgdVPGVMiA1Uo00nRbDwhR81pSI3E6Uvw9eu90f/7PP1s7/3dk6rMgTXJJgi6KIhdn2y+39VqdBgELa5rEQERERMdlvB07X1GNFnoBVeXqcFxzMtgegZ6AP0nRaPBqtRgcVq/hE5N6e7KXFptMG/HDB1s7/0v4qDA9Xolsbt/N/d7YOxyttq5bIJMDT8Vxuj4iIiFyDyb6XMltFbC0yIjNXj/87WwcHRXyoZRKM69HwLP6gEFbxichzSCW2dn795UlHaswintldiQ33tm07/4dXVfUf7K5u8xsORERERL/ipxAvk19dj8xcPVafFFBqcFzFTwjyweQ4LSZEaRCoZJspEXmm7n4+eCPJH8/ttbXz7zxfh09zBEzp2Tbt/EcrzNhxrs5ubGYCq/pERETkOkz2vURlnRVpOyqw63ydw+O0PhL8JkqNdJ0Wt3WSs4pPRF7hd3FabCo0YucVvwNfOVCFERFKdPdr/T91V1f17whVYECwotXPS0RERNQUlnO9RIBCgouGpmfV799JjneHBOLEo2F4f2gQBgSzXZ+IvIdUIsEHwwLh62P7vaavFzFr9yVYRUcPMt2684IF6/IFuzFW9YmIiMjVmOx7CYlEgvQ4+3ZVf7kEU3tqsTM1GDvGhmBynBZ+cv6TE5F36ubrg/kDA+zGdl8wYelV694729LjtTBf8dRUDz8Z7u+qatVzEhEREd0IMz8vMjFaA5UMGBiswIfDAnF8YhjeviMQfTuylZSI2oc0nQYjwpV2Y68drEZ+dX0TX3Fr9GYrlp2wv5kwI8EXMik7p4iIiMi1mOx7kSClFD+PD8M3DwRjUqwWWlbxiaidkUgkeH9oIPzltmRbqBcxs5Xa+VefFFBpsr1uoEKCx2M0Tj8PERERUUsxG/QynTUyV4dARORSXXx98NdB9u38e0tMWHTMue38FquIj66amG9qT95oJSIiIvfA2fiJiMjrTIrRYFOhAd+csc3O/8bBKqR0USImQO6Uc/yn2Ij8GtvEqHIp8PtenJjPEVN6OgCgqqoKAQEBNziaiIiIbgWTfSIi8joSiQTvDgnCHRtKUHW5zS729W0AABSfSURBVN5oAWZkVeI/ozs55Zn6q5fbGx+lYXfVDRjeew8AcDovD7GxsS6OhoiIyLux15CIiLxSuFaGfwwKtBvbf9GEhVcl6Tfj4EUT9paY7Ma43B4RERG5Eyb7RETktSZGq69ZBm/ez9XIqTTf0uteXdUfHq5EYgfnPB5ARERE5AxM9omIyGs1tPMHIkhpa9uvswAzsi6h3npzs/MX1dZjY6HBbmwWq/pERETkZpjsExGRVwvVyPDPwfbt/AfLzPjg6M218y86VgvLFfcJegX6YGSE8lZCJCIiInI6JvtEROT1ftNDjbGR9u38f/u5Gscutaydv8pkxYpcwW5sRoIvJJJbn/CPiIiIyJmY7BMRkdeTSCR4545AdFTa/uyZrA3t/OYWtPNn5upRY7YdH6ySYkKUxqmxerOAwEAEBAbi9qQkBAQG3vgLiIiI6KYx2ScionYhWC3D23fYJ5iHy8149781zfp6s1XE4mN6u7Ene2mh8mFVn4iIiNwPk30iImo3xvVQY1x3td3Ym7/U4EjFjdv5NxYacEZvadxWyYCpPbVOj5GIiIjIGZjsExFRu/LWHQHopLL9+TNfbuc3WZpu5xdF8Zrl9h6L0aCjStZqcRIRERHdCib7RETUrnRSXdvOf6TCjLcdtPPvKTHh5zL76v8MLrdH/9/enUdHVZ9/HH8PgbAkJCEh+x4IgklYhBAbJLJYkWohUmJQK4LUUCwiFVChFhS30gapVqCt0MpWDwhRE+QAYvODeEKRCoGyGg9CWZOSBbKHJvP7gzowZCYMMGSSyed1Ts6Be7/3e5/n8iTkmbuJiIg0Y2r2RUSk1Rkd0ZGxUeaX8y/cV8a+olqL49+75jV9D4R2INqz3W2LT0RERORWqdkXEZFW6bcJnvh1vPLf4H+NMMXC5fzfXrjE5pPVZsumxuqsvoiIiDRvavZFRKRV8u7gwqJrLuc/VPJffrvP/HL+pYcquLr97+PTjkH+rk0QoYiIiMjNc2iz//7775OYmEhoaCihoaH88Ic/ZMuWLab1r7/+OvHx8QQFBREeHs6oUaPYtWuX2Rw1NTXMmjWLqKgogoKCGDduHKdPn77uvpctW0bv3r3x9/fn3nvvJTc31+75iYhI8/ZgeEdSu5lfzr9ofxl7z1++nL+4uo6/5VearZ8a447BoNftiYiISPPm0GY/KCiIV199le3bt5OdnU1SUhKPP/44Bw4cACA6Opr09HRyc3PZvHkz4eHhjB07lsLCQtMcs2fPJisri+XLl7Np0ybKyspITU2lrq7O2m7JyMjgpZdeYsaMGezYsYOBAweSkpLCyZMnb3vOIiLSvCxI8CLgqsv56/53OX9NnZHlRyqouuqy/uBOLiRHdrQ0jYiIiEizYigtLbX+riEHiIiIYN68eUycOLHBuosXLxIWFsaGDRsYPnw4Fy5coHv37ixevJhHHnkEgFOnThEXF8f69esZPny4xX0MHz6cmJgY3n33XdOyu+66i9GjRzNv3rzbk5i0WPn5+URHRzs6DJHrUq3evC0nq0ndVmS27JkYN9Yfq6Kwqt60bP4AD6bFdW7q8JyGp5f5bRMXSksdFInz0fe/tBSqVWkpnKFWm809+3V1dWzYsIGKigoGDhzYYH1tbS0rVqzAw8ODuLg4APLy8rh06RLDhg0zjQsJCeGOO+5ocLn/1fPk5eWZbQMwbNgwq9uIiIhzGxHagcejO5ktW3KwwqzRd29rYHwPt6YOTUREROSmtHV0AAcPHuT++++nuroaNzc3Vq9eTUxMjGn95s2bmTRpEpWVlQQEBPDxxx/j5+cHQGFhIS4uLvj4+JjN6evra3ap/9WKioqoq6vD19fX5m1ERMT5vRHvyf+druF0peXbwJ7o0Qmv9s3mM3IRERGRRjm82Y+OjiYnJ4cLFy6QmZnJlClT2LhxI3feeScAgwcPJicnh6KiIlasWMGECRP4/PPPCQgIsDqn0Wi87sOTrl1vyzb5+fk2ZiXORv/20lKoVm/Ni5FtmHawQ4PlbTDyQKfz5Of/xwFROY8B1/xd9WpfOp7SUqhWpaVo7rV6vdsMHN7su7q6EhUVBUC/fv3Ys2cPS5Ys4b333gPAzc2NqKgooqKiiI+P56677mLlypW88MIL+Pn5UVdXR1FREV27djXNef78eRITEy3uz8fHBxcXlwZn8c+fP9/gbP+1Wvo9G3JznOF+HWkdVKu3Lhr4+lIJK74xfwL/qIhO3BsX4pignEhdnz4AVNfU0KF9e9WrHen7X1oK1aq0FM5Qq83uesT6+npqa2ttWt+3b1/atWtHdna2af3p06c5evQoCQkJFrd3dXWlb9++ZtsAZGdnW91GRERaj9fiPQlxczFbNjXW3UHROJfy7dsp376dw6tWUb59u6PDERERcWoOPbP/yiuvcP/99xMcHEx5eTnr16/nyy+/ZN26dVy8eJF3332XBx54AH9/f4qKinj//fc5c+YMycnJAHh6evLEE08wd+5cfH196dKlC7/61a+IiYlhyJAhpv3Ex8fz9NNPk5aWBsAvfvELJk+eTP/+/UlISOAvf/kL586ds/gGABERaV08XNuwepg3j39RzH+q65jeuzMDfF0dHZaIiIjIDXFos19QUEBaWhqFhYV4eHgQExNjemVeZWUlhw8fZvXq1RQXF+Pt7U2/fv3YtGkTsbGxpjnefPNNXFxcmDhxItXV1SQlJfHHP/4RF5crZ2Xy8/MpKrrySqUxY8ZQXFzM7373OwoKCujVqxfr1q0jLCysSfMXEZHmqW9XVw484k9NHXRo2/jzXERERESaI0NpaanR0UGINGfOcL+OtA6qVWkpVKv2p2MqLYVqVVoKZ6jVZnfPvoiIiIiIiIjcGjX7IiIiIiIiIk7G4a/eExERkdbB/d57Aej1v1fv6Yn8IiIit4+afREREWkSLvv2AeDm4DhERERaA13GLyIiIiIiIuJk1OyLiIiIiIiIOBk1+yIiIiIiIiJORs2+iIiIiIiIiJNRsy8iIiIiIiLiZNTsi4iIiIiIiDgZNfsiIiIiIiIiTkbNvoiIiIiIiIiTUbMvIiIiIiIi4mTU7IuIiIiIiIg4GTX7IiIiIiIiIk5Gzb6IiIiIiIiIkzGUlpYaHR2EiIiIiIiIiNiPzuyLiIiIiIiIOBk1+yIiIiIiIiJORs2+iIiIiIiIiJNRsy8iIiIiIiLiZNTsi4iIiIiIiDgZNfvSLLz99tsMHTqU0NBQunXrRmpqKocOHTIbYzQaeeutt+jZsycBAQE8+OCDHD582GxMeno6I0aMICgoCC8vL4v72rNnD6NHjyY8PJywsDBGjRrF119/3Wh8586d42c/+xnx8fF4e3szZcoUi+M+/fRTEhIS8PPzIyEhgaysrEbnLSkpYdasWcTHxxMQEEBMTAzPP/88xcXFpjE5OTl4eXlZ/Prkk08anV/sT7VqvVYB8vLySE5OJiwsjMjISJ577jnKy8sbnVvsr7XWKcC0adPo27cvAQEBdOvWjUcffZSjR4/ecF6WOMNxPXz4MOPHj6dPnz54eXnx1ltv2ZS7vfKSpqFatZ5XfX0948aNIzY2Fn9/f+644w7S0tI4c+aMTfOL/ahOG88rLi6uwe/+r7zyik3zf0/NvjQLX375JZMmTWLLli1kZmbStm1bkpOTKSkpMY155513WLx4MQsWLODvf/87vr6+PPzww5SVlZnG1NTU8NBDD1n9xbG8vJyf/OQnBAQEsHXrVj7//HMCAgIYM2aM2TzXqqmpwdvbm+nTpzNgwACLY7766iueeuopUlJSyMnJISUlhQkTJvDPf/7T6rxnz57l7NmzvPrqq+Tm5vKnP/2J3NxcJk2aZBqTkJDA0aNHzb6ef/553N3due+++6zOLbeHatV6rZ49e5bk5GQiIiL44osv2LBhA0eOHOGZZ56xOq/cHq21TgH69evHkiVL2LVrFxs2bMBoNJKcnMylS5dszssaZziuVVVVhIWF8fLLLxMeHm5z7vbIS5qOarXxvJKSkvjrX//K7t27WblyJcePH+enP/2pzfsQ+1CdNp4XwAsvvGDWA8ycOdPmfQAYSktLjTe0hUgTKC8vJywsjDVr1jBy5EiMRiM9e/bk6aefNhV5VVUV0dHRvPbaa0ycONFs+08//ZQnn3yS0tJSs+V79+5l6NCh5OXlERERAcDx48fp27cv2dnZ9OvX77qxpaam4u3tzdKlS82WT5w4kZKSErOz7aNHj6Zr164sX77c5ty3bt1KamoqJ06cwMPDw+KYAQMGMGjQIN555x2b55XbQ7V6pVY/+OAD5s+fT35+Pi4uLgAcPHiQQYMGsWfPHqKiomyeW+yrNdfpgQMHuOeee9i9ezfR0dE25WWrlnhcr/aDH/yAUaNGMXv27Ebnslde4jiqVct5fW/Tpk089thjnDt3jg4dOlw3Zrk9VKfmecXFxZGWlsazzz573fis0Zl9aZbKy8upr683XYpz4sQJCgoKGDZsmGlMx44dSUxMZNeuXTbP2717d7p27crq1aupqamhpqaGlStXEhISQs+ePW8p5t27d5vFBzB8+PAbig+grKyM9u3b06lTJ4vrc3Jy+Pbbb5kwYcLNhip2pFq9Uqs1NTW0a9fO1OjD5dwBdu7ceUsxy61prXVaUVHBmjVrCAkJISws7JbisaQlHtebYa+8xHFUq9bzKikp4aOPPmLAgAFq9B1Mddowrz/84Q9ERkZyzz33kJ6eTm1t7Q3tS82+NEsvvfQScXFxDBw4EICCggIAfH19zcb5+vpSWFho87ydO3dm48aNZGRkEBgYSGBgIBkZGXzyySempuRmFRQU3HJ8paWlvPHGG4wfP562bdtaHLNixQpiY2Nt+hRSbj/V6pVaTUpKoqioiEWLFlFbW0tpaanp3rLvj4s4Rmur02XLlhEcHExwcDDbtm0jMzOT9u3b31I8lrTE43oz7JWXOI5qtWFe8+bNIygoiMjISE6dOsXatWubLE6xTHVqntfkyZNZtmwZWVlZpKWlsWTJEmbMmHFD+1KzL83OnDlz+Mc//sGqVavMzhACGAwGs78bjcYGyxpTVVXF1KlTiY+PZ9u2bWzZsoXevXvz2GOPUVFRAWD6BTE4OJhf/vKXNxR7Y/EtXLjQbO6TJ0+aja2oqODRRx8lMDCQ+fPnW5y/uLiYrKwsndVvJlSr5rXaq1cvli5dytKlSwkMDKRHjx6Eh4fj5+fX4PhI02mNdZqSksKOHTv47LPP6NatG08++SSVlZU3tO/racnHtTHr1q0zmzs3N9e07lbzEsdQrVrOa9q0aezYsYOPP/4YFxcX0tLSMBp1d7OjqE4b5jV16lSSkpKIjY1l/PjxLFy4kFWrVjV4OHJjLJ86FHGQ2bNnk5GRQVZWlumeGgB/f38ACgsLCQkJMS0/f/58g0/FGvPRRx/x3XffsWXLFtMPkmXLlhEREcHGjRtJTU0lJyfHNL5z5842z+3v79/gU8ar43vqqad4+OGHTesCAwNNfy4vLyclJQWAtWvXWr2M7MMPP6RNmzamseI4qlXLtZqSkkJKSgqFhYV06tQJg8HA4sWLb+ihNWI/rbVOPT098fT0pFu3bsTHxxMREUFmZibjxo2zef+NacnH9XpGjhxp9iCqwMBA01moW81Lmp5q9TJLefn4+ODj40P37t3p0aMHMTEx7Ny5k8TERLvFKLZRnV52vbz69+8PwLFjx/D29rZp/zqzL83Giy++yPr168nMzKRHjx5m68LDw/H39yc7O9u0rLq6mp07d5KQkGDzPqqqqjAYDLRpc6X027Rpg8FgoL6+HoCoqCjT1438IImPjzeLDyA7O9sUX5cuXczm/v7S57KyMsaOHUt9fT3r1q3D3d3d6j5WrVpFcnIynp6eNscl9qdavX6t+vn54e7uTkZGBh06dGDIkCE2xyf20Vrr9FpGoxGj0XjD9zla09KP6/V07tzZbO6OHTvaLS9pWqpV2/P6PlZ7/ZwQ26lObc/rX//6F3DlQxBb6My+NAszZ85k7dq1rF69Gi8vL9MnXm5ubri7u2MwGJgyZQoLFy4kOjqa7t27k56ejpubG2PHjjXNc/LkSUpKSvj3v/8NwP79+4HL38Du7u4MHTqUuXPnMmPGDCZPnkx9fT2LFi3CxcWFpKSkRmP8fq6LFy9iMBjYv38/rq6upgd7/PznP+dHP/oRb7/9Ng899BAbN24kJyeHzZs3W52zrKzM9NqPNWvWUFlZabrUtEuXLri6uprG7ty5kyNHjvD73//+Rg+v2JFqtfFa/fOf/8zAgQNxd3cnOzubuXPnMm/ePL1zu4m11jo9duwYmZmZDBkyBB8fH86cOcOiRYtwdXVlxIgRNuflzMe1traWI0eOAJd/uSwsLGT//v24u7tbfWOGvfKSpqNatZ7XV199xb59+7j77rvx9PTku+++48033yQsLIy77777Zg+53ATVaeN1unv3bgYPHoyHhwd79+5lzpw5jBw5ktDQUJuPsV69J82CtUbgxRdfNL2+wmg08pvf/IYPPviA0tJS+vfvT3p6Onfeeadp/JQpU/jwww8bzJOVlcXgwYOBy2eGFixYwKFDhzAYDMTFxfHrX//6up8QWooxNDTU9CkbXH7lx+uvv87x48eJjIzk5ZdfZtSoUVbnzMnJ4cc//rHFdVfHDJd/8d27d6+efOxgqtWGro558uTJbN26lYqKCqKjo3n22Wftdum02K611umpU6eYPn06eXl5XLhwAT8/PxITE5k1a5bZGSNb8rI1ZmhZx/XEiRP06dOnwZhBgwbx2WefWZ3XXnlJ01CtWs9r//79zJkzh4MHD1JRUUFAQAD33XcfM2bMIDg4uNGYxb5Up9bzysvLY+bMmXzzzTfU1tYSGhrKmDFjeO6556y+scsSNfsiIiIiIiIiTkb37IuIiIiIiIg4GTX7IiIiIiIiIk5Gzb6IiIiIiIiIk1GzLyIiIiIiIuJk1OyLiIiIiIiIOBk1+yIiIiIiIiJORs2+iIiIiIiIiJNRsy8iIiIiIiLiZNTsi4iIiIiIiDiZ/wc45B0YERfAYwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-19\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1064524270984867840\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-01-17\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1085771520058679297\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-09\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1049679307839131648\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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2lqofC2uFQ1k7i01MBAAAAADNW4DZAeBdAvwMjUkK04s/FDr3ZWZba3wSDwAAvF9ZerokqaCgQJGRkSanAQDUF8UdNYxNseivPxTql3ny6/PK9cOxMvVoFWRqLgAAUDfFM2ZIkvbk5Cg5OdnkNACA+mKpPGpIiAhQ//auQ+rmZvNMdwAAAAAwA8UdZ1R9afw7O2yyVTCkDgAAAAAaG8UdZzQwLkQxIVU/HifLHXp3F0PqAAAAAKCxmVbcp02bpv79+ysuLk5dunTRiBEjtHnzZpdzoqKizvjrsccec55z//331zg+YMCAxv52mpwgf0Ojkywu+1guDwAAAACNz7ThdKtWrdI999yjXr16yeFw6Nlnn9WwYcO0Zs0aRUdHS5K2bdvm8poNGzZo5MiRGjZsmMv+fv36adasWc7toCCGqHnCuJQwzfipyLm95kiZtpwoV9foQBNTAQAAAEDzYlpxz8rKctmeNWuW4uPjtXr1ag0cOFCSFBsb63LOxx9/rKSkJF111VUu+4ODg2uci/PXJTJAV7cN0peHy5z7MrOt+vPlUSamAgAA7oqMOvVndu+ftwvy880LAwCoN6+5x72oqEh2u11RUWcuhYWFhcrKylL6z88jPd0333yjpKQkXXLJJXrwwQd19OjRho7bbFQfUvf2dptKKhy1nA0AAAAA8DQjPz/fK1rY+PHjtWPHDq1YsUL+/v41js+ZM0ePP/64tmzZotatWzv3L1q0SKGhoerUqZP27t2rZ555Rna7XStWrFBwcHCN95GknJycBvs+mppSuzT421AVVBjOfVNTSjWwTaWJqQAAgDt6X3qpy/a6tWtNSgIAOJvk5OSzHveK4j5x4kRlZWVp6dKlSkhIOOM5/fv3V6dOnTRnzpyzvtehQ4fUvXt3vf7667r55ps9H7aR5OTknPPiNZaJ3+br1U1W53aftkH6aGCMiYm8izddK5wd18o3cJ18B9fK+0VWW8nIUnnvx+8r38G18g1N5TqZvlQ+IyNDixYt0uLFi2st7T/88IM2bNhwxmXy1bVr107t27fXzp07PZy0+UpPcV0u/9XhMm0vKDcpDQAAAAA0L6YW9wkTJmjhwoVavHixUlJSaj0vMzNT8fHx6tev3znf89ixYzp06BDD6jwoNSpQv4p1ndSfyaPhAAAAAKBRmFbcH3vsMb355puaPXu2oqKilJubq9zcXBUVFbmcZ7PZtGDBAo0bN06GYbgcKyoq0pNPPqlvv/1We/bs0ZdffqmRI0cqJiZGQ4YMacxvp8kbV+1T97e221RWafpdFgAAAADQ5JlW3GfPnq3CwkINHTpUqampzl8vv/yyy3lZWVmyWq0aM2ZMjffw9/fX5s2bNXr0aPXu3Vv333+/kpKS9OmnnyoiIqKxvpVmYVhCqCKDqv7hJK/Ero/3lpiYCAAAAACaB9Oe457v5nCUsWPHauzYsWc8FhoaWuN58GgYoQGG7uhi0T+3VA2pm5Nt1bDOoSamAgAAAICmz/ThdPAd1YfUrThYqt2FFSalAQAAAIDmgeIOt13UMlC9YwJd9s3LttZyNgAAAADAEyjuqJPqQ+reyLGp3M6QOgAAAABoKBR31MmtnUMVHlA1pC632K5P9jGkDgAAAAAaCsUddRIe6Kfbu7gOpMvcxnJ5AAAAAGgopk2Vh+9KTwnTv7fZnNufHSjVvqIKxYXz4wQAgDep7NlTklRSWqqQ4GCT0wAA6oumhTpLax2knq0C9f2xckmSQ6fudc+4uIW5wQAAgIuilSslSTk5OUpOTjY5DQCgvlgqj3qp/mi4N7JtqmRIHQAAAAB4HMUd9TI8MVSW04bUHbBV6rMDpSYmAgAAAICmieKOemkR5KdbO1cbUscz3QEAAADA4yjuqLfqy+U/2VeiQ7ZKk9IAAAAAQNNEcUe99Y4JVLeoqvmGlQ5pfo7tLK8AAAAAANQVxR31ZhiG0lNdP3Wfm22V3cGQOgAAvEH4Ndco/Jpr1PXOOxV+zTVmxwEA1BPFHedlRBeLQvyrtvcWVWrFQYbUAQDgDfy//17+33+vsK1b5f/992bHAQDUE8Ud5yUq2E83JzCkDgAAAAAaCsUd5218tSF1H+0p0ZFihtQBAAAAgCdQ3HHefhUbpJTIqiF1FQ7pre0MqQMAAAAAT6C447wZhqFxKRaXfZnbrHIwpA4AAAAAzhvFHR4xKsmioNN+mnYWVurLw2XmBQIAAACAJoLiDo9oFeKvIZ1ch9TNZUgdAAAAAJw3ijs8Jr3akLrFu4t1vIQhdQAAAABwPiju8Jir2wWpc0TVQ93L7NJbO4pNTAQAAAAAvo/iDo/xMwyNq/ap+1yG1AEAAADAeaG4w6NGJ1kUYFRtbyuo0OojDKkDAAAAgPqiuMOjYi3+Ghgf4rIvcxtD6gAAAACgviju8Ljxqa7L5d/bXaz8UrtJaQAAAADAt1Hc4XH92wcrLrxqSF1JpfTODpuJiQAAAADAd1Hc4XF+hqE7ky0u+zKzGVIHAEBjK8jPV0F+vtatXauC/Hyz4wAA6onijgYxNjlMfqcNqdt0okLr88rNCwQAAAAAPqrOxX316tV6/vnn9fjjj2v79u2SJKvVqu+++04nT570eED4pvZh/rqho+uQujkMqQMAAACAOnO7uJeVlWns2LEaNGiQnnvuOf3rX//SgQMHJEn+/v4aPny4/vGPfzRYUPie9BTX5fJZu4pVWM6QOgAAAACoC7eL+3PPPadPPvlEL7zwgtauXetyv3JISIiGDRumJUuWNEhI+KbrO4aovaXqR8xa4dCincUmJgIAAAAA3+N2cV+wYIHGjx+ve+65Ry1btqxxPDk5Wbt37/ZkNvi4AD9DY5JdHw3HcnkAAAAAqJsAd088evSounfvXuvx4OBgWa2UMri6M8WiF78v1C/rMzYeK9fGvDKltQ4yNRcAAM1B6EMPSZI6FRQoNDJSxTNmmJwIAFAfbhf32NjYs36i/t1336lTp06eyIQmJD48QNd1CNZnB0qd++Zm2yjuAAA0gqDMTElSzM/bFHcA8E1uL5W/+eab9e9//9s5SV6SDOPU876WLFmiBQsW6NZbb/V8Qvi8cSmuy+UX7LTJypA6AAAAAHCL28V9woQJiouL0zXXXKN7771XhmFo2rRpGjBggMaMGaO0tDQ99PNyLOB0A+ND1Ca06ketsNyhd3czpA4AAAAA3OF2cY+IiNCnn36qRx55REePHlVISIhWr14tq9WqjIwMffDBBwoJCTn3G6HZCfQzNCbJ9dFwmQypAwAAAAC3uH2Pu3TqsW+PPvqoHn300YbKgyZqXEqY/vZjkXN77dFybT5Rrm7RgSamAgAAAADv5/Yn7larVfv27av1+L59+2Sz2TwSCk1P5xYBuqZdsMs+PnUHAAAAgHNzu7hPnDhRo0ePrvX4mDFj9NRTT3kkFJqm9BTX5fJv77CpuMJRy9kAAAAAAKkOxX358uUaMmRIrceHDBmizz//3COh0DQN7hSqlsFVP3IFZQ4t3sOQOgAAAAA4G7eLe25urtq2bVvr8djYWB0+fNgjodA0BfsbGs2QOgAAAACoE7eLe+vWrbVly5Zaj2/ZskWRkZEeCYWma1y15fJf55YpO7/cpDQAAAAA4P3cLu7XX3+9MjMztWbNmhrH1q5dq8zMTF1//fUeDYemJyUqUFfGBrnsm5vNUEMAAAAAqI3bj4PLyMjQsmXLNGjQIA0YMEDdunWTYRjatGmTPvvsM8XGxmrSpEkNmRVNRHpqmL7OLXNuv7ndpqcuaaFgf8PEVAAAAADgndz+xD02NlbLly/XHXfcoW+++UbTp0/X3/72N33zzTcaMWKEli9frnbt2jVkVjQRN3cKVWRQVUk/XmrXRwypAwAAAIAzcvsTd0lq06aNXnvtNTkcDuXl5cnhcCgmJkaGwSelcF9ogKGRXSyataVqMF1mtk23JlrO8ioAAAAAaJ7qVNx/YRiGYmJiPJ0FzUh6aphLcV95qFS7Tlaoc4t6/UgCAIAzKFyxQpK0b+9excXHmxsGAFBvtbakt956S5I0cuRIGYbh3D6XUaNGeSYZmrRu0YG6NCZQa49WTZSfm23V5N48mQAAAE+xp6VJkmxhYbInJ5ucBgBQX7UW9wceeECGYei2225TUFCQHnjggXO+mWEYFHe4LT01TGuP5ju352+3aWKvFgr049YLAAAAAPhFrcX9+++/lyQFBQW5bAOecktCqCauKdDJcock6UixXUv2lujmhFCTkwEAAACA96i1uMefdh+U3W6XYRgKDw9XdHR0owRD0xcW6KfhiRa9vq3qXve52VaKOwAAAACcxq3HwVVWVuriiy/W/PnzGzoPmpn0VNdJ8p8fKNWewgqT0gAAAACA93FrhHdgYKDatm3LY9/gcT1bBSmtVaA2Hjs1pM4h6Y0cmyb1amFuMAAAmoDAOXMkSa1zcxUYG6vy8ePNjAMAqCe3PnGXpHHjxunNN99USUlJQ+ZBMzQ+Ncxle36OVRV2h0lpAABoOiwPPyzLww8r4bnnZHn4YbPjAADqye2HZnfu3FkOh0OXXnqpRo0apYSEBIWG1rwX+ZZbbnHr/aZNm6YPPvhA27dvV1BQkHr37q3JkyerW7duznOioqLO+Np7771XL774oiTJ4XDoz3/+szIzM5Wfn69LLrlEL774orp27erutwaT3ZYYqknfFshacaqsH7TZtWx/iQbGc687AAAAALhd3H/72986//cLL7xwxnMMw3C7uK9atUr33HOPevXqJYfDoWeffVbDhg3TmjVrnAPwtm3b5vKaDRs2aOTIkRo2bJhz34wZM/TKK6/olVdeUXJysp5//nndcsstWrt2rSIiItz99mCiiEA/3do5VPNybM59mdk2ijsAAAAAqA7F/YMPPvDoF87KynLZnjVrluLj47V69WoNHDhQkhQbG+tyzscff6ykpCRdddVVkk592v7aa6/p4Ycf1tChQyVJr732mpKTk7Vw4ULdddddHs2MhjM+NcyluH+6v0QHrZVqH+ZvYioAAAAAMJ/bxf2XstxQioqKZLfba10eX1hYqKysLE2YMMG5b8+ePcrNzdW1117r3BcaGqorr7xSa9asobj7kF6tA3VhdIA2nTg1Ud7ukN7IseqPaQypAwAAANC8uV3cT/fTTz9p3759kqS4uDhdeOGF5z1x/oknnlD37t112WWXnfH4okWLVFpaqlGjRjn35ebmSpJiYmJczo2JidGhQ4dq/Vo5OTnnlbWx+EpOTxkUHaBNJ4Kc2//eXKChllz5+cDDDJrbtfJlXCvfwHXyHVwr79a72jbXyzdwnXwH18o3+MJ1Sk5OPuvxOhX3RYsWafLkyTp48KCkU0vVDcNQ+/btNXnyZN1+++31Cjlx4kStXr1aS5culb//mZdGZ2ZmavDgwWrdunWNY9X/0eCXXLU5138Ub5CTk+MTOT3p/8Xb9fKeQyqpPLV9qNRP+8PidF2HEHODnUNzvFa+imvlG7hOvoNr5Xu4Xt6P31e+g2vlG5rKdXL7cXDz58/XvffeK4vFoilTpmj+/PmaP3++pkyZotDQUN13332aP39+nQNkZGRo0aJFWrx4sRISEs54zg8//KANGzYoPT3dZf8v98AfOXLEZX9eXl6NT+Hh/aKC/TQswXUg3ZxtVpPSAAAAAIB3cPsT92nTpumSSy7Rhx9+qJAQ109Af/Ob32jQoEGaNm2axowZ4/YXnzBhgrKysvThhx8qJSWl1vMyMzMVHx+vfv36uezv1KmTYmNjtXz5cvXq1UuSVFJSom+++UZTp051Owe8R3pqmN7eUezcXrK3RLm2SsVaGFIHAAAAoHly+xP3AwcO6Pbbb69R2iUpJCREI0aMcC6hd8djjz2mN998U7Nnz1ZUVJRyc3OVm5uroqIil/NsNpsWLFigcePG1Vj+bhiG7r//fk2fPl2LFy/W5s2b9cADDygsLEzDhw93Owu8xxVtgpQaWfXvSRUO6c3ttrO8AgAAAACaNreL+wUXXHDWgW8HDx5Uamqq21949uzZKiws1NChQ5Wamur89fLLL7ucl5WVJavVWusn+Q899JAeeOABPf744+rfv78OHz6srKwsnuHuowzD0LjUMJd9c7OtsjscJoju43QAACAASURBVCUCAAAAAHO5vVR+6tSpSk9PV8+ePXXLLbe4HFu0aJHmzp2ruXPnuv2F8/Pz3Tpv7NixGjt2bK3HDcNQRkaGMjIy3P7a8G6juoRqyroCldlPbe8qrNSXh8p0Tftgc4MBAAAAgAncLu4vv/yyWrVqpXvuuUdPPPGEOnfuLMMwtHPnTh09elRdunTRSy+9pJdeesn5GsMw9M477zRIcDRdLUP8dXNCqBburLrXPTPbSnEHAAAA0Cy5Xdy3bt0qwzDUsWNHSXLezx4cHKyOHTuqtLRU27Ztc3nN+T7bHc3XuJQwl+L+4Z5iHSupVKsQhtQBAAAAaF7cLu4//vhjQ+YAXFzdNkiJEf7aWXjqoe5ldumt7Tb97iJmFwAA4C7b9OmSpCO5uWrz82N0AQC+x+3iDjQmwzCUnhqmyetOOvdlZtv0/y4MZyUHAABuKh8/XpKUl5Oj6ORkc8MAAOrN7anyQGMblWRRwGkdPaegQt/klpkXCAAAAABMQHGH12oT6q/BnUJc9mVmW01KAwAAAADmoLjDq6WnuD7T/f3dxcovtZuUBgAAAAAaH8UdXq1f+2DFh1dNki+plP6zw2ZiIgAAAABoXBR3eDU/w9C4ap+6Z26zyuFwmJQIAADf4bdxo/w2bpRlyxb5bdxodhwAQD3Veap8cXGxNmzYoKNHj6pPnz5q3bp1Q+QCnMYkW/TchpOq/Lmrb86v0Lqj5bq0TZC5wQAA8HIR/fpJkrr9vF2Qn29aFgBA/dXpE/eZM2cqNTVVQ4YM0V133aVNmzZJko4dO6b4+HjNnTu3QUKieWtn8deNcQypAwAAANA8uV3c58+fr4yMDA0YMEAvv/yyy1LlVq1aqX///nr33XcbJCRQfUhd1q5inSxjSB0AAACAps/t4v7KK6/oxhtv1Ouvv66BAwfWOJ6WlqZt27Z5NBzwiwEdgtXBUjWkzlbh0MKdxSYmAgAAAIDG4XZx37Fjh2688cZaj7dq1UrHjh3zSCigOn8/Q2NTLC77WC4PAAAAoDlwu7hHRESooKCg1uM7duxgUB0a1Nhki4zTtr8/Vq6NeWWm5QEAAACAxuB2ce/bt6/mz5+v0tLSGscOHDigzMxMDRgwwKPhgNPFhQdoQIdgl3186g4AAACgqXO7uD/55JPKy8tTv3799M9//lOGYWjZsmX63//9X/Xp00eBgYH64x//2JBZAaWnug6pW7CjWEXlDKkDAAAA0HS5XdwTExO1dOlStW3bVn/5y1/kcDj0yiuvaMaMGerZs6eWLl2qDh06NGRWQDfGhSg2tOrHtqjCoaxdDKkDAAAA0HQF1OXk1NRUvfvuu8rPz9fOnTtlt9uVkJDAve1oNIF+hsYmW/TXH4qc++ZmWzWu2uPiAAAAAKCpcPsT99NFRUWpV69e6t27t1q1aiWrlfuM0XjurFbS1x0t10/Hy01KAwAAAAANy+3ivnjxYk2ePNll3/Tp09W+fXvFxcVp1KhRstlsHg8IVJcQEaB+7RlSBwAAAKB5cLu4v/LKKzp69Khze8OGDZo6daouueQSjR8/Xp999plmzJjRICGB6sZX+9T9nR022SoYUgcAAACg6XG7uG/fvl09evRwbi9cuFAtW7bUokWLNG3aNN11113KyspqkJBAdYPiQ9Q6pOrHt6DMofd3l5iYCAAAAAAahtvF3WazyWKxOLf/+9//6rrrrlNw8Kkly927d9eBAwc8nxA4gyB/Q6OSLC775rJcHgAAF2Xp6SpLT9fRYcNUlp5udhwAQD25Xdw7dOigDRs2SJJ27NihrVu36tprr3UeP378uEJCQjyfEKhFeoprcf8mt0zb8hlSBwDAL4pnzFDxjBnaM2mSirmlEQB8ltvFfcSIEcrMzNTIkSN12223KSoqSr/+9a+dx9evX6+kpKQGCQmcSVJkoPq0DXLZx5A6AAAAAE2N28X9kUce0SOPPKKDBw+qQ4cOmjdvniIjIyVJJ06c0Ndff62BAwc2WFDgTKoPqXt7e7FKKhwmpQEAAAAAzwtw90R/f389+eSTevLJJ2sci46OVk5OjkeDAe64qVOoooPzdaL0VFk/XmrXh3uLNTzRco5XAgAAAIBvcPsT99MVFBRo06ZN2rRpkwoKCjydCXBbSIChEV1cS3rmNpbLAwAAAGg66lTc169fr4EDByoxMVFXX321rr76aiUmJmrQoEFav359Q2UEziq92nL5Lw+XaUdBhUlpAAAAAMCz3F4q/91332nw4MEKDAzUuHHjlJqaKofDoezsbC1cuFCDBw/WRx99pF69ejVkXqCGrtGBurxNkNYcKXPum5tt1ZRLI01MBQCA+SKjoiRJvX/eLsjPNy8MAKDe3C7uzzzzjGJiYvTpp5+qXbt2Lsf++Mc/6oYbbtAzzzyjrKwsj4cEzmVcisWluL+53aZJvVooyN8wMRUAAAAAnD+3l8qvW7dOd999d43SLknt2rXT3XffrbVr13o0HOCuWzqHqkVQVUk/WmLXkn0lJiYCAAAAAM9wu7g7HA75+/vX/kZ+fnI4eAwXzGEJ8NMdiQypAwAAAND0uF3cL774Ys2ZM0cnTpyocezEiRPKzMzk/naYalyKa3FffrBUewoZUgcAAADAt7l9j/vEiRM1bNgw9e7dW6NHj1ZycrIkKTs7W2+//bYKCwv16quvNlhQ4Fx6tApSr9aBWp9XLklySJqXY9OTvVqYGwwAAAAAzoPbxf1Xv/qVsrKyNGnSJP397393OZaWlqY//elPuuKKKzweEKiL9JQwrc+rmpg7P8eqJ9IiFODHkDoAAAAAvsnt4i5Jffr00YoVK3TkyBHt3btXkhQfH682bdo0SDigrm5NDNWkbwtUVHFq3sIhm12f7i/RoPhQk5MBAAAAQP3Uqbj/ok2bNpR1eKWIQD/dlhiqzGybc1/mNivFHQAAAIDPqrW4f/XVV/V6wz59+tQ7DOAJ6SlhLsV92YFSHbBWqkNY7U9FAAAAAABvVWtxHzJkiAzD/fuCHQ6HDMPQ8ePHPRIMqK+LWweqe8tA/Xj81JA6u0N6I8eqCWkMqQMAAADge2ot7h988EFj5gA8xjAMpadY9NjqAue+edk2PdYjQv4MqQMAAADgY2ot7ldddVVj5gA86vYuFj219qSKK08NqdtvrdR/D5bq+o4hJicDAAAAgLrxc/dEq9Wqffv21Xp83759stlstR4HGlNkkJ9u6ew6kC5zm9WkNAAAAABQf24X94kTJ2r06NG1Hh8zZoyeeuopj4QCPCE9xeKyvWRfiQ7bKk1KAwBA46vs2VOVPXvKesEFquzZ0+w4AIB6cru4L1++XEOGDKn1+JAhQ/T55597JBTgCZe1CdIFUVV3g1Q6pDe3syoEANB8FK1cqaKVK7Vl3jwVrVxpdhwAQD25Xdxzc3PVtm3bWo/Hxsbq8OHDHgkFeMKpIXVhLvvmZltldzhMSgQAAAAAded2cW/durW2bNlS6/EtW7YoMjLSI6EATxmZZFHwaY9v311YqS8OlZoXCAAAAADqyO3ifv311yszM1Nr1qypcWzt2rXKzMzU9ddf79FwwPmKDvbT0E7Vh9SxXB4AAACA76j1cXDVZWRkaNmyZRo0aJAGDBigbt26yTAMbdq0SZ999pliY2M1adKkhswK1Mu41DC9s7PYuf3h3mLllVSqdYj/WV4FAAAAAN7B7eIeGxur5cuXa/Lkyfroo4/06aefSpIiIiI0YsQITZ48WbGxsQ0WFKivPrFBSmoRoO0nKyRJ5XbprRybft89wuRkAAAAAHBubhd3SWrTpo1ee+01ORwO5eXlyeFwKCYmRoZhNFQ+4LydGlJn0VPrTjr3ZWbb9LuLwvnZBQA0aeHXXCNJ6lpaqpDgYCbLA4CPqlNx/4VhGIqJifF0FqDBjEq2aOr6kyq3n9refrJCX+WW6aq2weYGAwCgAfl//70kKewc5wEAvJvbw+kAX9Y6xF+D412H1M3dZjUpDQAAAAC4j+KOZmN8qsVl+/09xTpRajcpDQAAAAC4h+KOZqNvu2B1Cq+aJF9aKb29nUfDAQAAAPBuFHc0G36GofRU17v85mZb5XA4TEoEAAAAAOdmWnGfNm2a+vfvr7i4OHXp0kUjRozQ5s2ba5y3fft2jR07VvHx8WrXrp369u2rbdu2OY8PHjxYUVFRLr/uvvvuxvxW4ENGJ1nkf9og+S35Ffr2SJl5gQAAAADgHGqdKr9v3756vWFcXJxb561atUr33HOPevXqJYfDoWeffVbDhg3TmjVrFB0dLUnavXu3brzxRo0cOVKLFy9WVFSUsrOzFRbm+qnpmDFj9PTTTzu3Q0JC6pUdTV9bi79+HReij/aWOPdlZtt0eSzT5QEAAAB4p1qLe48ePer1jOvjx4+7dV5WVpbL9qxZsxQfH6/Vq1dr4MCBkqRnnnlG1157rf70pz85z0tISKjxXhaLRbGxsXXOiuZpfGqYS3F/d1exnrs8UpFB3DkCAAAAwPvUWtz//ve/uxR3h8OhmTNnau/evbrjjjuUlJQkh8Oh7du3a+HChYqPj9d9991X7yBFRUWy2+2KioqSJNntdi1dulQPP/ywbrvtNm3cuFHx8fH6/e9/r1tvvdXltYsWLdKiRYvUpk0bDRgwQBMmTFBERES9s6Bpu7Z9sDqG+Wu/tVKSVFzp0IIdNt3bNdzkZAAAAABQk5Gfn+/WZK7p06dr3rx5WrZsmVq2bOlyLC8vTzfccIPGjx+vBx98sF5Bxo8frx07dmjFihXy9/dXbm6uUlNTZbFYNHHiRPXt21dffPGFJk+erPnz5+vXv/61JGnOnDmKi4tT27ZttXXrVk2ZMkWJiYl67733av1aOTk59cqIpuOfewP0j71Bzu2UMLveSCtRPRaZAADgtXpfeqnL9rq1a01KAgA4m+Tk5LMed7u4X3TRRbrvvvv0+9///ozHZ8yYodmzZ+vHH3+sc8iJEycqKytLS5cudS6FP3TokLp27arhw4dr9uzZznPvvfde5efna+HChWd8r++++07XXXedVqxYobS0tDpn8RY5OTnnvHiov/1FFeqxMFf20376l98Uo4tbB9X+olpwrXwH18o3cJ18B9fK+0X+vJLxFwX5+SYlgbv4feU7uFa+oalcJ7dv6s3Ly1N5eXmtxysqKpSXl1fnABkZGVq0aJEWL17scv96q1atFBAQoNTUVJfzU1JStH///lrf7+KLL5a/v7927txZ5yxoPjqGB+j6Dq4D6eZss5qUBgAAAABq53Zx79Gjh2bPnq09e/bUOLZ7927Nnj1bPXr0qNMXnzBhghYuXKjFixcrJSXF5VhQUJB69epVY1n79u3bzzq5ftOmTaqsrGRYHc5pXIrr0wkW7SxWUbndpDQAAAAAcGa1Dqer7k9/+pNuueUWXXbZZRo4cKCSkpIknVp6sHTpUgUEBOiZZ55x+ws/9thj+s9//qM33nhDUVFRys3NlSSFhYUpPPzUkLAHH3xQd911l6688kr17dtXX375pbKysjR//nxJ0q5du/TOO+/ohhtuUMuWLbVt2zY9+eST6tGjh6644gq3s6B5ujEuRG1D/XS4+FRZL6pwKGtXcY1CDwAAAABmcru4X3rppfr888/1zDPPaNmyZXr//fclnXoU2w033KCJEyeqa9eubn/hX+5bHzp0qMv+CRMmKCMjQ5I0ZMgQTZ8+XdOmTdMTTzyhxMREzZw5UzfeeKMkKTAwUCtXrtTMmTNltVrVoUMH3XDDDXriiSfk7+/vdhY0TwF+hsYmh+nFHwqd++Zss1LcAQBNxi/3tDeVezwBoLlyu7hLUmpqqubNmye73a68vDw5HA7FxMTIz6/uz7/Od3M4ypgxYzRmzJgzHuvYsaM+/vjjOn9t4BdjUyz66w+F+mVG3fq8cv1wrEw9WtV9SB0AAAAANIS6N26deqZ7QECAWrVqVa/SDniLhIgA9W/vOqRubrbNpDQAAAAAUFOdWvf69es1bNgwtW/fXklJSfrqq68kSceOHdMdd9yhlStXNkhIoCGlp7oujX9np022CobUAQAAAPAObhf3b7/9VoMGDdKuXbs0cuRIORxVD8Bu1aqVioqKNG/evAYJCTSkgXEhigmp+q1wssyh93YVm5gIAAAAAKq4Xdz/7//+T126dNGaNWv09NNP1zh+9dVXa926dR4NBzSGIH9Do5MsLvsyWS4PAAAAwEu4PZxu/fr1evLJJxUSEiKbrWap6dChg/ORboCvGZcSphk/FTm31xwp05YT5eoaHWhiKgAAzk/oQw9JkjoVFCg0MlLFM2aYnAgAUB9uF3c/P7+zDqLLzc1VaGioR0IBja1LZICubhukLw+XOffNzbbqucujTEwFAMD5CcrMlCTF/LxNcQcA3+T2Uvm0tDQtXbr0jMfKysq0YMECXXbZZR4LBjS26kPq3t5hU0mFo5azAQAAAKBxuF3cH3nkEX3xxRf63e9+px9//FGSdPjwYX322We6+eabtWvXLj366KMNFhRoaEPiQ9UyuOq3xIlShz7Yw5A6AAAAAOZyu7j3799fs2bN0kcffaRbbrlFknT//ffr9ttv19atWzV79mxdeumlDRYUaGghAYZGJrne7pGZbTUpDQAAAACc4vY97pI0fPhwDRo0SMuXL9eOHTtkt9vVuXNnXXfddQoPD2+ojECjSU8J06ubqsr6qsNl2l5QrqRIhtQBAAAAMIfbxf2rr75SamqqWrdurcGDB9c4fuzYMW3dulV9+vTxaECgMaVGBepXsUH6Jvf0IXU2Tb000sRUAAAAAJozt5fK33TTTVq+fHmtx1euXKmbbrrJI6EAM41LcR1S9+Z2m8oqGVIHAAAAwBxuF3eH4+zFpays7KyPiwN8xdCEELUIMpzbeSV2fby3xMREAAAAAJqzsy6VP3nypAoKCpzbx48f1759+2qcl5+fr0WLFqldu3aeTwg0MkuAn0Z0seifW6rudc/MtmpY59CzvAoAAAAAGsZZi/urr76q559/XpJkGIYyMjKUkZFxxnMdDoeeeuopzycETJCeEuZS3JcfLNXuwgolRNRpniMAAAAAnLeztpB+/fopJCREDodDU6dO1a233qru3bu7nGMYhiwWiy6++GL17t27QcMCjeWiloG6pHWgvssrd+6bl23VU5cwpA4AAABA4zprcb/iiit0xRVXSJJKS0t100036cILL2yUYIDZ0lPD9F1evnN7fo5NT1zcQoF+xlleBQAAAACe5fY0uSeeeOKMpf3w4cPaunWrR0MB3uDWzqEKD6gq6YeL7fpkH0PqAAAAADQut4v7nDlzdN9997nse/TRR9WtWzddeeWVuvrqq3Xs2DGPBwTMEh7op9u7uA6km5ttreVsAAAAAGgYdSruERERzu0vvvhCr7/+uoYPH66nn35au3bt0osvvtggIQGzpFd7pvuy/aXaV1RhUhoAAOqmcMUKFa5Yoc1z56pwxQqz4wAA6snt4r5nzx5dcMEFzu333ntPHTp00MyZM/Xwww/rN7/5jZYsWdIgIQGzpLUOUo+Wgc5th6Q3cmzmBQIAoA7saWmyp6XJ1rWr7GlpZscBANST28W9rKxMgYFVBWb58uUaMGCA/PxOvUViYqIOHz7s+YSAycanun7q/ka2TZV2h0lpAABw34a8Ml37wRHduSFEH+wpNjsOAKCe3C7unTp10oqfl1itX79eu3fv1rXXXus8fuTIEZel9EBTMTwxVJbThtQdsFXqswOlJiYCAODcjpVUavinx7Q+r1xbrX6687/H9cfV+Sqt5B+fAcDXuF3c7777br333nu68sordeutt6pDhw66/vrrncdXr17tspQeaCpaBPnpls6uQ+oyGVIHAPByGd8W6Fip3WXfP7ZY9euPj2p3IfNaAMCXuF3c7733Xs2YMUOJiYkaOHCgFi1apNDQU2XmxIkTOnr0qG6//fYGCwqYaXy1IXWf7CvRIVulSWkAADi7z/aX6J0dZ14avyGvXH0XH2HpPAD4kIC6nDxu3DiNGzeuxv7o6GjnMnqgKeodE6huUQHanH/qE4pKhzQ/x6bHenJ7CADAuxSV2/Xw1/mSpN98/Y7LsX9eeYck6WSZQ3f+97j+p1uYpvaOVJC/UeN9AADeo07FHWiuDMNQemqYJqwpcO6bl23VIz3CTUwFAEBN//fdSe23nloV9o8FU1yO/VLcfzFzs1XfHinTv/u1VKcI/loIAN7K7f+Hvummm855jmEYWrx48XkFArzViC4WTV5XoJKfV8jvKarUyoOl6mhuLAAAnNYeKdM/ttQ+h+W5yyL19LoClZ926/v6n5fOv3pVtAZ3Cq31tQAA87h9j7vdbpfD4XD5VVFRoV27dmnVqlU6ePCg7Hb7ud8I8FFRwX66OcH1LzRzGFIHAPASZZUOPfjVCZ1tZvz9F4Zr6aAYxYX7u+wvKHNozH+Pa+K3+Spj6jwAeB23P3H/6KOPznrsD3/4g/797397JBTgrcanhLkM+/loT4nubyMlm5gJAABJmvZDobbkn3ta/CUxQfri5jZ64MsTWrKvxOXYq5tOLZ1/vV9LxYezdB4AvIXbn7ifzeDBgzV8+HBNnDjRE28HeK1fxQYpJbLqLzIVDumjI/zFBgBgrq355frrD4Uu+0YnWWo9PzrYT29e11LPXNpCAdXm0q07Wq6+7x/Rkr1MnQcAb+GR4i5JKSkpWr9+vafeDvBKhmHozhTXvwi9fzhADgfLCgEA5qi0O/TgqnyX+9bbhPrpT5dFnvV1hmHodxdFaMmgGHUMc106n1/m0KjPj+vJbwtUbufPOAAwm8eK+7Jly9SiRQtPvR3gtUYnWRR02u+cvSV+WnW4zLxAAIBm7V9brfr2qOufQ89fHqXoYPf+mndpmyB9ObSNbowLqXHs75uKNOjjo9pXdO4l+ACAhuP2Gt+//OUvZ9xfUFCgVatW6ccff9Rjjz3msWCAt2oV4q8hnUKVtatqCeH/W3VCj/WM0MguFp6FCwBoNPuKKjT1u5Mu+wbGhWhoQs0SfjbRwX56+7qW+vtPRfrf707q9Pl0a4+emjr/2tXR+nUcU+cBwAxuF/c///nPZ9wfFRWlxMREvfTSSxo7dqzHggHeLD3F4lLc9xZV6sGv8vX8xkI91D1cY5PDFFr9pkEAADzI4XDoka/zVVRR1bJbBBr666+iZBh1/zPIMAz9vnuELmsTpHtWnnA+C16STpQ6NPKz43rwonA9dUkLBfrxZxwANCa3i/uJEycaMgfgU65uF6weLQP1w/Fyl/37rZV6fHWBXvi+UL+/MFx3XRCm8ECP3ZECAIDTwp3FWnag1GXflN6Ral/tfvW6ujw2WF/cHKP/+fKEPt3v+v4v/VSkNUfK9K9rotWRqfMA0GhoFEA9+BmGFt3QSncmWxRg1Bzac6TYrqfWnVT3BYf1l40nlV9qP8O7AABQP8dKKvXEmgKXfVfGBik9tfZJ8nXRMsRfbw9opSm9W6j6HWBrjpSp7+Kj+rTao+QAAA2H4g7UU0yov16+KlrvXlKi33QNU8gZPuA4UerQcxsK1X3BYU1ZV6CjxZU1TwIAoI4y1hTo2Gn/KBzsL73UJ0p+9VgiXxs/w9BD3SP00cDWam9x/Svj8VK77vjsmP53HVPnAaAx1Frco6Oj1apVK5WVlTm3W7Zsec5fMTExuuCCC3TfffcpLy+v0b4RwCxtQxx64YoofT+8rR68KFxhZ7i3vbDcob/9WKQeC3L1xJp8HbBS4AEA9bNsf4ne2en6jPUJaS2UFBnYIF/vithgfTm0jQZ0CK5xbPqPRbppSR5/rgFAA6v15qQ//vGPMgxDAQEBLtvnUllZqcOHD+v9999XYWGh3nzzTc+lBbxYrMVfUy+N1MPdwzVzi1WzNhepoMz1U4jiSodmbrbq9a1WjU6y6OEeEUqI4B5BAIB7Csvt+sPX+S77LmoZqN9fFN6gX7dViL/eub6VZvxYpGfWu06dX32kTH3fP6JZfaM1oGPdptkDANxTa2PIyMg46/a5pKSk6IUXXqhfKsCHtQzx18SLW+h3F4brX1utemVTkfJKXO9xL7NLc7Jtmpdj0/DEUD3SI0KpUQ3zSQkAoOn4v+9Oukx79zOkl/tE1Trl3TZ9uiTpSG6u2sTGntfX9jMM/aFHhC5vE6R7Vh7XIVvVn23HSu0avuyYHu0RroyLWyiAqfMA4FEN9lHfTTfdpFatWjXU2wNer0WQn/7QI0L3dQtT5jabXv6pUAdtrgW+0iH9Z0ex3tlRrJsTQvRojwj1aBVkUmIAgDf79kip/rnF6rLvgW7hurh17X9ulI8fL0nKy8lRdHKyR3Jc2fbU0vn7vjihz6tNtf/rD0X6OrdM/7qm5XlPtwcAVKm1uL/11lv1esNRo0ZJkhISEpSQkFCv9wCaEkuAn+6/MFx3XxCmt7bb9LcfCrWnyPVeQIek93eX6P3dJbqxY7Ae7Rmhy9rUvJcQANA8lVY69OBX/5+9+45vqtz/AP45mU3aNOlIUzaypbSUvTey91J/LhxXnOAAEeS6cYGIoldRVPRevcq2bGSUvaEtW4aAjKbpyGrTtEnO7496hTQpMkrTpJ/368UffXJ6+rSH5Dzf83yf72PG1Quw6mqkmNpSE5D+xIZJsfCuGHyUYcf0g1ZcXZ9up7EIXVOy8GXXKPSswdR5IqLyUGbg/tRTT/m0/W+NuyiKftuBK4E7EXlTSgWMbRyO+xuqseiMA7MybPjN4vI5bu0FJ9ZecKJrNSUmNtegS7ziuupLEBFR6JqVYcNxs/c94+OOOqhlgdsgSCIIeLG5Bu0MCjyWmotMx5WssuxCD0auy8GLSRq83ELD1HkioltUZuCenp7u9bXNZsMTTzwBjUaDcePGoUGDBhBFEadOncLcuXORn5+PL7744rZ3mCjYySQC7mmgxpj6Kiw/V4iZ6TYcyi32OW7LZSe2XHairV6BRNoBRQAAIABJREFUF5tr0KemkgE8EVEVdCyvGLMybF5t9zVUo1v1yjGb3fnP1PnHt+Rh06UrqfMigJkZNuzMcuLrbtGIVzN1nojoZpX5mLZ27dpe/+bOnYuoqCisXLkSQ4cORUJCApo1a4Zhw4Zh5cqV0Gq1mDt3bkX2nSioSQQBQ+uqsGWIHj/3jkFbvf81intMRbh7fQ66pZjwy1kHPCL3yyUiqircHhHjt+eh+KoSKXEqCaa30QauU37oVVIs7hODV1poUHpyfXtmEbr8koVNFwsD0zkiohBw3flVy5cvx+DBg/3O+EkkEgwZMgTLly8v184RVQWCIKBvrTCsHRiLlH6x6FrN/9r2jNxiPLQpFx2WZuGnUwVweRjAExGFunnH87HX5J2VNaO9Djrl9Q3hJGlpkKSlQX3sGCRpabeji1d+liBgUnIklvWNhUHl3T9ToQcj1uVg+gEr3Lx/ERHdsOsO3F0uF86fP1/m62fPnkVxsW+6LxFdH0EQ0LWaEin9YrFuYCz61vQfwJ+wuPDE1jy0XmLE/BP5cLo5ACIiCkXn7S68ud/q1TagdhiG1Ln+FHlN9+7QdO+Opg8+CE337uXcQ/+6VitJne9W6kG0CGBGug3D1mYjs8Dt/5uJiMiv6w7ce/bsiS+//BILFy70Kk4niiIWLFiAefPmoVevXrelk0RVTds4JX6+Kxabh+gxtG4Y/K1sP2tz47kdZrRYlInPj9hR4PL4OYqIiIKRKIp4YYcZ+a4rY65IuYCZ7XVBUe8kTiXFkj4xmNJC43MP25pZUnV+8yWmzhMRXa/rDtw/+OAD1K1bF+PGjUOTJk3Qr18/9O/fH02aNMG4ceNQp04dvPfee7ezr0RVTvMYBb7rEYNdw+Nwd30VpH7GapcKPJiyx4KkhUZ8lGGDtYgBPBFRsFt4xoH1pfZIf6O1Nqj2RpdKBEz+M3U+rlTqfJbDg2Frc/DeQabOExFdj+sO3A0GA7Zs2YJ3330XzZo1Q25uLrKzs9GsWTO899572LJlC+Lj429nX4mqrMY6OeZ2jcb+kQaMbaSGws87N7vQgzf2W5G4MBPvHLQit5BpiEREwSi70I2Xd1u82joaFHiosTpAPbo13aorsXVIHLrEexdhFQG8l2bDiHU5yHLwnkVEdC1lbgfnj1KpxLhx4zBu3Di/rx89ehRNmzYtl44Rka+6Ghlmd4rCpORIzDlsw3cnCuAotcbdUiTigzQbPjtsx6NNwvF0QgQM3IKHiChoTNltQa7zSvaUUgp80kkHSRCkyJfFoJZiWd9YfJBuwwdpNlx959p82Ykuv2Thq27RZRZoJSKq6q57xr0smZmZmDNnDrp06YLOnTuXR5+I6G/UCJfivXY6ZIw24PnECGjkvoO5fJeITw7b0XxRJibtMuMPuysAPSUiohux7o9CLDzj8GqbnByJBlp5gHpUfqQSAVNaRGJp3xjow7yHoEaHB8PWZuODNKbOExH5c1OBu91ux48//ohhw4ahWbNmePXVV+F2u/Hcc8+Vd/+I6Br0Kilea63FodHxmNJCgyilbwBf6Aa+OpaPlouNeHZbHs5YGcATEVVGtmIPXthp9mpLjJbj2WYRAerR7dG9ehi2Do1D51Kp8x4ReOegDSN/zYGJqfNERF6uO1Xe7XZj/fr1WLBgAVavXg2HwwFBEPDYY4/h6aefRp06dW5nP4noGnRKCSYnR+KphAjMP56POUfsyHJ4F6kr9gD/PlmAH04VYOQdKryQpMGdUcE/g0NEFCre3G/FhfwrAatEAOZ00kEuCd4U+bLE/5k6/36aDTPTvVPnUy+VpM7P6x6NzvFMnSciAq5jxn3fvn2YNGkSGjdujHvuuQfHjh3Diy++iGXLlkEURXTv3p1BO1EloZFL8GyiBumj4jGjvRY1/VQf9ogl1Yo7LMvC/RtykJZdFICeEhHR1XYbnZh3LN+r7emECCTHKsr4juAnkwh4pWUkFveJQWyp1PlMhwdD1mRjZroNHpGp80RE15xxb9WqFX7//XfUrFkTDzzwAEaNGoWEhAQAwPnz5yukg0R041QyAf+4MwIPNQrHT6cLMDvDhjM237TDFecLseJ8IXrXUOLF5hp0MHBmg4ioojndIsZvN3vNOt+hkWJKC03A+lSRetYoSZ1/NDUXO4xXHiZ7RODtA1bsyHTiy25RiA1joVUiqrquOeN+5swZ1K5dG6+++iomTZr0V9BeHmbNmoUePXqgVq1aqF+/Pu6++24cPXrU57hTp07h/vvvR+3atVGtWjV07doVJ06c+Ot1p9OJSZMmoV69eqhevTruueceXLx4sdz6SRTMFFIBDzYKx54RBszrFoU7df6f1a2/6ET/VdkYuNqETRcLIXJ2g4iowszKsOGExbv+yOyOUVDLbrmGcNCoppYipV8sJib5PqzY+Gfq/PZMp5/vJCKqGq55R/jss89wxx13YNy4cWjUqBEeffRRrFq1CsXFxbf8g7dt24ZHH30Ua9euRUpKCmQyGYYNG4a8vLy/jjl79iz69u2LOnXqICUlBTt37sS0adMQHh7+1zFTpkzB8uXL8fXXX2PVqlWw2Wy4++674XazqAnR/8gkAkbVU2P7sDj8p2c0kmP8r23fnlmE4ety0HuFCavOOxjAExHdZsfyijErw+bVdn9DNbpVr3oZUDKJgGmtSlLnY5TeQ9TLBR4MXpONWRlMnSeiqkkwm81/++lnNBqxYMECLFiwAIcPH0ZkZCQ6d+6M1atX44cffkD//v1vuSN2ux21a9f2Ot9jjz0GQRDw1Vdf+f0ei8WCBg0a4LPPPsOYMWMAABcuXEBiYiIWLVqEXr163XK/AuXkyZNo2LBhoLtB1yEYr5Uoith4yYmZ6TbsNJa9xr1plAwTkzQYWlcFaQgURwrGa1UV8ToFD16rW+P2iOi7yoR9pisTInEqCfYMN0CnLJ/Zdq1O5/W1xWwu48jK5WK+G49tzvV7j+pdQ4m5XaMQE6Kp83xfBQ9eq+AQKtfpuu4KBoMBzz77LLZu3YodO3bg4YcfRnp6OkRRxDPPPIMnn3wSKSkpyM/P//uTlcFut8Pj8UD35w3G4/FgzZo1aNy4MUaOHIn69eujR48eWLJkyV/fk5aWhuLiYvTs2fOvtpo1a6Jx48bYvXv3TfeFKNQJgoBeNcKweoAeK/vHokcZMztH81x4ZHMe2i3Nwg8n81HMvXWJiMrNV8fzvYJ2AJjRXlduQXswqxEuxfJ+sXg+0XcrvPUXS1LndxqZOk9EVcd1zbiXZevWrfj555+RkpICm82GsLAwXL58+abONXbsWJw+fRqpqamQSqUwGo1o3Lgx1Go1pk6diq5du2LLli147bXX8MMPP6Bfv35YuHAhnnjiCWRnZ0MQrswGDh48GPXr18fs2bP9/qyTJ0/eVB+JQtkRmwTf/CHDltyya1ZWU3rwYE0XBhtc4LiSiOjmXS4UcPeBMDg8V8Yv3aNd+ODOIgjlmOBUZ/p0r6/PvfJK+Z28gmzPleC135SwuLz/MFKIeLJuMR6o4UIIJIURURX3d1kB172Puz9dunRBly5d8OGHH2LVqlVYsGDBTZ1n6tSp2LVrF9asWQOptCTtyeMp2YN6wIABeOaZZwAASUlJSEtLw7x589CvX78yzyeKolcgX1owpEqESkpHVRAq16ohgGEtgcO5Jestl/7uQOmnepedErx/WoHvLoXhmWYReLhxOMLlwRPBh8q1CnW8TsGD1+rmiKKIl3/NgcNzZcY4Ui7g87tqopq6nNO/588HcOVaBePVagjgrmZuPJqai11ZV1Ln3RDw6VkFfnNp8HmX0Emd5/sqePBaBYdQuU7lMuJWKpUYPnw4/vvf/97w906ZMgWLFy9GSkoK6tat+1d7TEwMZDIZGjdu7HV8o0aNcOHCBQBAXFwc3G43cnJyvI7Jzs6GXq+/8V+EiNAsWo5vukdj74g43NdQDZmfZ2CZDg+m7bUicaERM9NtMDs9Fd9RIqIgteCMAxsueqd5v9lGW/5BewipES7F8v6xeM5P6vy6C050/cWEXUydJ6IQFtCpssmTJ2PRokVISUlBo0aNvF5TKBRo2bKlT1r7qVOnUKtWLQBAcnIy5HI5Nm3a9NfrFy9exIkTJ9CuXbvb/wsQhbAGWjk+6xyFA6MMeKxJOJR+xpO5Tg/ePmBF0sJMvL3fipxC7uZARHQt2YVuTNlt8WrrFK/Ag43UAepR8JBLBLzeWoufe8cgSun9VPligRsDV2fjk0OsOk9EoSlggfvEiRPx448/Yt68edDpdDAajTAajbDb7X8dM378eCxduhTz58/HmTNn8N1332HJkiV47LHHAABarRYPPPAAXn31VaSmpiI9PR3jxo1DQkICunfvHqDfjCi01I6QYWYHHdJGxePphAio/UzBW4tFzMywIXGhEa/sseByAQN4IiJ/Xt5tQe5VWUpKKfBJxyhIynNhe4jrWysMW4bEoa1e4dXuFoFX91lx7/oc5PJBMhGFmIAF7vPmzYPNZsPQoUPRuHHjv/7NmTPnr2MGDRqE2bNnY86cOejYsSPmzp2LL774An379v3rmHfeeQeDBg3Cww8/jH79+iE8PBw//fTTX2vliah8VFNLMb2tFodGGzCxuQaRct9BZoFLxGdH7Gi+MBMv7jTjnM0VgJ4SEVVOa/8oxKIzDq+2l5MjUV97SyWHqqRaETKsHBCL8c18U+fXXnCia4oJe7PK3u6UiCjY3FJVebp9QqWIQlVQVa+VpciDecfy8dkRu9fs0dVkAjCmvhrPJ0WgoVZewT30VVWvVbDhdQoevFbXz1bsQYelWbiQf2UmODFajo2D9ZBXQEn0UL5Wq8878OTWPJiLvIe0MgF4rXUknkmIuGbR4somlK9VqOG1Cg6hcp2Cpxw0EVUqWoUELzbX4NBoA6a31SJe5ftx4hKBH08VoO2SLDy8KReHc4v9nImIKPS9ud/qFbRLBGBOJ91tD9q1Oh20Oh1at2kDrU53W39WoPSvrcKWoXForfd+QOwSgX/uteLeDbnIYxFVIgpyDNyJ6JaEyyV4OiECaaPiMauDDrUifJepiACWnnWg8y9ZuHd9DvabmL5IRFXHbqMT847le7U9kxCB5FhFGd9BN6p2hAyr+uvxdIJv6vyaPwrRNSUL+3jvIaIgxsCdiMpFmEzAI03CcWCkAf/qrEODSP9rNlf/UYheK0wYvjYb2zKdEFn9l4hCmNMtYvx2M67+pLtDI8XLLTQB61OoUkgFTG+rxQ89o6FVeGcy/GF3o99KEz47Yud9h4iCEgN3IipXcomA/2sYjt3D4/Bt9ygkRPkP4DddcmLQ6mz0X5WN9RcKOZAiopD0YYYNJyzehTpnd4yCWsYh2O0ysI4KW4bEoVWsb+r8K3ssuG9jLsxMnSeiIMO7BhHdFlKJgOF3qLFtaBz+2yvaZ+3h/+zKKsKoX3PQY7kJy885uP8uEYWMo3nF+CjD5tX2QEM1ulVXBqhHVUcdjQyrB+jxZNNwn9dWnS9JneeyLSIKJgzciei2EgQB/Wur8OtAPZb1jUHneP9rOtNyivHAxlx0WpaFhacL4PIwgCei4OX2iBi/PQ/FV03sGlQSvNVGG7hOVTEKqYB32+nwn57RiCyVOn/e7ka/VSZ8ztR5IgoSDNyJqEIIgoDu1cOwor8eqwfEoncN/zNOx8wu/GNLHtosMeL73/JR5OaAioiCz5fH8rHP5L2TxgftddApOfSqaIP+TJ1vUSp1vtgDTNljwQNMnSeiIMC7BxFVuA4GJRb1iUXqYD0G1wnze8zvNjfGbzej5WIjvjxqh8PFAJ6IgsM5mwtvHbB6tQ2qHYahdVUB6hHV1ciwZoAe4+70TZ1fcb4Q3VKycDCbqfNEVHkxcCeigEmOVeDfPWOwc1gcxtRTwd92xhfy3XhptwXNF2Xik0M22Io5K0JElZcoinh+hxkFVz1sjFQImNEhNPdQDyZKqYD32+vwfQ/f1Plzdjf6rDRh7lGmzhOFAlEU8WG6DXOP2gPdlXLDwJ2IAu7OKDm+7BaNfSMMeLCRGnI/n0xZDg9e3WdF4oJMvHfQyrRGIqqUfj7twMZLTq+2t1prUU0tDVCPqLQhdUtS55NjfFPnJ++24KFNubAU8R5DFKwcLhGPb8nDWwesmLLHgp15oRHyhsZvQUQhoV6kDJ90isLBkQY8fmc4wvyMc81FIt5LsyFxYSbe2GeByeGu+I4SEflhcrgxZY/Zq61zvAIPNlIHqEdUlroaGdYO1OMfflLnU86VpM6nMXWeKOgYC9wYvMaEhWccAACPCEw9rsRv5uK/+c7Kj4E7EVU6NSNk+KC9Dhmj4zGhWQQiZL459LZiER8dsiNpoREv7zbjYj4DeCIKrJd3W5DnvJJmHSYFPu4YBUHwsw6IAk4pFTCjvQ7f9YhGpNz7Gp21laTOzzvG1HmiYJGeU4Sey00+hUElApBdGPxZNAzciajSilNJ8UYbLQ6NicfkZA20Ct/Br8Mt4ouj+UhelIkJ2/Nw1uYKQE+JqKpb84cDi393eLW9nByJ+lpZgHpE12toXRVSh8QhKdo7db7IA0zcZcHDqXlMnSeq5H4560D/Vdm4WOA9kdNIK8P85oXoGO9/N6NgwsCdiCq9KKUEU1pE4tDoeLzeKhKxYb4fXcUe4LvfCtBqsRGPb8nF8RBIiSKi4GAt8uDFHRavtqRoOZ5pFhGgHtGNqhcpw7qBejzWxDd1ftlZB7qnZCE9h6nzRJWNKIqYkWbFQ5tyvYqCAkDvGkr8OkiPWqrQyJph4E5EQSNSIcFzSRpkjDbgvXZaVFf7foS5RWDBaQc6LM3CgxtzONAiotvurf1Wr1keqQB80kkHmb+tMiqYu3lzuJs3R36TJnA3bx7o7lRqYTIBMzvo8E23KGhKpc7//mfq/DfH85k6T1RJOFwi/rElD9MP2nxee7JpOH7qHQOtInTCXeZvEVHQUcskeKJpBB5uHI6fThXgo0M2nLV5p0aJKCkwlHKuEH1qKjGxuQZRgekuEYWwXUYn5h3P92p7JiECybGKAPXIm33zZgDAyZMn0bBhwwD3JjiMqKdG8xgFxqbm4lDulewtpxt4YacZ2zKdmN1Rh8gQCgiIgs3lAjfu25CDA9neGZYyAfiwgw4PNfbNngl2/MQhoqCllAp4qHE49o0wYG7XKDQuYy3pugtO9FmZjScPKbH5kpOzJURULgpdIsZvN+PqT5Q7NFK83CIyYH2i8lFfK8OvA/V4xM/gf8nvDvRYnoUMZnQRBURadhF6Lc/yCdqjlRIs6xcbkkE7wMCdiEKATCLg7vpq7Bweh+96RPsUGPqffRYphq7NRp+VJqz5w8EAnohuyYcZNvxm8S6I+XGnKKj87IRBwSdMJmBWRx2+7hbls7vJaasbd6004VumzhNVqP8VobtU4F0wsolOho2D9egcAkXoysLAnYhChkQQMLSuCpuH6LGgdwza6v2nqu41FeOe9bnommLCL2cd8HDQRUQ36EhuMT7K8F5X+WAjNbpWC91BY1U1sp4aqUP0SIjyzupyuoHnd5rxjy15sBWz6jzR7SSKIt7/swidw+09brurhhJrB+pRVxPaq8AZuBNRyBEEAX1qhWHtwFik9ItFtzIG0odyi/HQply0X5qFn04VwOVhAE9Ef8/tETF+ex6uLmBsUEnwZmtt4DpFt1UDrRzrB8VhbCO1z2uLzjjQI8WEw7nczYTodnC4RDy6OQ/v+ilC93RCRMgVoStL6P+GRFRlCYKArtWU+KVfLH4dqEfnKLff436zuPDE1jy0WmzEt8fz4XQzgCeiss09lo/9pdZWzmivg07JYVUoU8kEzO4UhS+7RiG8VOr8KasLvVdk4fvfmDpPVJ4uF7gxYLUJS353eLXLJSW7d0xvq4W0EuzgURF4hyGiKqFNnAIfJTixZYgew+qq4O8j/pzdjed3mtFiUSb+dcSOAhdTH4nI21mbC28fsHq1Da4ThiF1VQHq0bVFdOuGiG7dcOcDDyCiW7dAdyckjKlfkjrftFTqfKEbGL/djHFb82Bn6jzRLTuYXYSey7Nw0F8Rur6xeLBRaBahKwsDdyKqUpJiFJjfIxq7h8fhnvoqSP1E8JcKPJi6x4KkhUbMyrDBWsQBGBGVrLF8focZBVflyEcqBHzQXhfAXl2bND0d0vR0hB8/Dml6eqC7EzIaauVYP0iPB/2kzi847UCP5SYcYeo80U1b+nsB+q8y4XKpInR3/lmErlMIF6ErCwN3IqqSGunk+KJrNPaPNODhxmr4WxqVXejBm/utSFyYiekHrMgt9J9qT0RVw0+nHdh0yenV9nYbLaqppQHqEQWSWibBJ52iMLdrFNSlUudPWlzovcKEfzN1nuiGeEQR7x604uHUPJQedvWtWTWK0JWFgTsRVWl1NTJ81DEKaaPi8WTTcKj8TMFbikTMSLchcaER/9xrgbGAATxRVWNyuDF1j9mrrUu8Ag809J1xparl7vpqbBqsR1OddzDhcIt4drsZT27NQz5T54n+VoHLg0dS8/B+mm8RumcSIvBjrxhEVoEidGWpur85EdFVqodL8W47HTJGG/BCUgQ0ct8APt8lYs5hO5IWZWLSTjP+sLv8nImIQtHLuy3Ic16ZOQ2TluzZLghVoygSXVtjnRzrB+txv58HOT+ddqDnchOO5TF1nqgsl/LdGLAqG8vO+hah+7SzDm9XoSJ0ZWHgTkR0Fb1KildbaXFodDymttAgSul7k3C6ga+O56PFIiOe2ZaH0xYG8EShbM0fDiwuVdF4SotI1Iusmuma5J9aJsGnnaPweRff1PkTFhd6Ljfhh5P5AeodUeV1wFRShC4tx/vhVoxSgpR+sbi/YdUqQlcWBu5ERH7olBK8lByJQ6Pj8VbrSMSpfD8uXSLwn5MFaLPUiMc25+IoZ1OIQo61yIMXd1i82pKi5Xg6ISJAPaLK7t4GamwcrEcTP6nzT29j6jzR1RafKcCA1SZkOrzfE011MmwYrEcHQ9UrQlcWBu5ERNcQIZfg2UQN0kfFY0Z7LWqG+xah8ojAojMOdFyWhfs25OBgdlEAekpEt8Ob+624eFVdC6kAzOmsg6yKp2zStTXRybFhkB73NvBNnf/vqQL0WmHCcTMf9lLV5RFFTD9gxaObfYvQ9asVhrWDqm4RurIwcCciug4qmYB/3BmBAyMNmNNJh3oa/1WkV54vRI/lJoxcl40dmU6/xxBRcNhpdGLece/U5mebRaB5jCJAPaJgEi6X4PMuUfiss86n8Olxc0nq/H9PFQSod0SBk1/swdhNuZiR7luEbkKzCPzQMxoaOcPU0vgXISK6AQqpgAcahWPvCAO+7hblU0X4fzZcdGLA6mwMWGXCxouF3A6IKMgUukSM3+5dRb6eRorJyZEB6hEFq/sahmPjYD0aa73vFwUuEU9uzcMz2/JQ4GLqPFUNF/Pd6L8qGynnCr3aFRLgs846vNGGRejKwsCdiOgmSCUCRtZTY9uwOPzQMxotYuV+j9thLMKIdTnotcKEVecd8DCAJwoKMzNsOFmq8OTHnaKgknFASTfuzig5NgzW4+76Kp/X/nOyAL2Xm/AbU+cpxO37swhdRq73//XYsJIidPexCN01MXAnIroFEkHAwDoqbBykx+I+Mehg8J9CeyC7GP+3IRedf8nC4jMFcHsYwBNVVodzizE7wzuF86FGanSpxiJJdPMi5BJ80SUKczrpEFZqtdVRsws9lpvw82mmzlNoWni6AANXm2AsXYQuSoaNg/VozyJ0f4uBOxFRORAEAb1qhGH1AD1W9o9Fz+r+b0BH81x4dHMe2i3Nwn9O5qOYATxRpeL2iBi/PQ+uq96a8SoJ3mitDVynKGQIQslyqw2D4tCwVOp8vkvEuC15ePukAjZWnacQ4RFFvL3fin9syYOzVBG6/rXCsHagHrUjWITuejBwJyIqZ53ilVjSNxYbB+kxoHaY32NOWV14ZpsZLRcbMe+YHYUuBvBElcEXx/JxINs7jXNGBx10Sg6ZqPwkRMuxabAeY+r5ps7/YpShzWIjfj5dwPooFNTyiz14cGMuZmb4FqF7PjECP/RiEbobwb8UEdFt0lKvwI+9YrB9aBxG3qGCv1orf9jdmLjLguaLMjHnsA12zrIQBcxZmwvTD1i92obUCcPgOr7BFdGtipBLMLdrFD7xkzqf6fBg3JY89F+VjfQcbjFKweeC3YV+q7Kx4rxvEbovukThtdZaSATWDLkRDNyJiG6zhGg5vu4ejT3D43BfQzX81bYyOjz4514rkhYaMSPNCrOTATxRRRJFEc/tMKPgquwXrULAB+11AezVrbOYzbCYzdi3dy8sZvPffwNVKEEQ8GCjcKwfFIcGkb7pwruyitBjuQkv7jQjt/Rm10SV1N6sIvRcYcKhUkXo9GESLO8Xi3saqAPUs+DGwJ2IqII00MrxWecoHBhlwGNNwqH0sxV8rtOD6QdtSFqYibf2W5DNgRpRhfjvqQKkXnJ6tb3VRot4tZ83KlE5axYtx+YhekxM0kAueKfHe0Tg6+P5aLXEiG+O57O4KVVqC04XYNAaE7JKFaFrFl2ys0I7FqG7aQzciYgqWO0IGWZ20CF9VDyeSYhAuJ8peGuxiA8z7EhaaMTUPWZcLmAAT3S7ZDncmLrH4tXWJV6BBxpyVogqTrhcgmmtIvFzy0L0reVbHyXPKeKFnWb0WG7CLqPTzxmIAscjinhzvwWP+ylCN7B2GNYMiGURulvEwJ2IKEDi1VK83VaLQ6MNmNRcg0iFbwBf4BLxryP5aL4wEy/sMOOczeXnTER0K17ebYG56MosZpi0ZM92gesvKQBqqUT83DsGC3rHoJ7GN+MjI7cY/VZlY9yWXGTyoS5VAvZiDx7YmItZGXaf115IisC/e0YjgkXobhn/gkREARYdJsUrLSNxaHQ8Xm0ViRg/1auLPMA3J/JxrFiSAAAgAElEQVTRcrERT27Nw0lLsZ8zEdGNWn3egSW/O7zapraIRD0/642JKlKfWmHYOdyA11pFQu0nM+vn0w60WWLEnEM2FLmZPk+B8cefRehWlipCp5QCX3aNwqutWISuvDBwJyKqJLQKCV5I0iBjtAHT22pRTe37Ee0WS9bitl2ShYc35foUfiGi62cp8uDFnd4F25rHyPFUQkSAekTkTSkV8HySBntHGDDyDt/dDWzFIv65z4pOv2Rh48VCP2cgun32ZDnRc7kJh0uNReJUEqzop8eY+lxuVJ4YuBMRVTLhcgmeTohA2qh4fNRBh9oRvqmSIoClZx3o8ksW7lmfg30mbhdEdKPe3G/FpYIrBZSkAjCnkw4yf3s3BinVhAlQTZiAOtOnQzVhQqC7QzepRrgUX3ePxvJ+sWga5ZsNctLiwoh1Obh/Qw6XVFGF+OlUAQatzoap0LsIXWK0HBsG6dEmThGgnoUuBu5ERJWUUirg4Sbh2D/SgM+7RKGh1n/q7po/CtF7hQnD1mZj62UnRJEpk0R/Z0emE18fz/dqG98sAkkxoTXYVHz3HRTffQf9smVQfPddoLtDt6hLNSW2DInD++200Pqpi7LifCHaLTXi3YNWOFy8F1D584giXt9nwRNb81BUaufaQX8WoavFInS3BQN3IqJKTi4RcG8DNXYNi8P87tFI8DPbAgCpl5wYvCYb/Vdl49cLhQzgicpQ6BIxfrt3inz9SCleSo4MUI+Irp9MImBc0wjsH2nAg43UKB2+F7qB99NsaLvUiOXnHLwXULmxFXtw34ZczD7kW4RuYpIG3/eMRjiL0N02/MsSEQUJqUTAsDtU2DY0Dj/1jkZrvdzvcbuyijD61xx0X25CylkHPBy0EXmZmW7DKat3OvHHnaKg8lMAjKiyig2T4pNOUdgwSI9Wsb73gz/sbjywMRcj1uXgNzProdCtOW93oe9KE1b/4VuE7quuUZjWKpJF6G4zBu5EREFGEAT0q6XCrwP1+KVvDDrH+0/tTc8pxoObctFxWRYWnC6Ay8MAnuhwbjFmH7J5tY1tpEbneGWAekR0a1rqFfh1kB6fdtZBH+Y7tN90yYmOy7IwbY8F1tK5zUTXYZexpAjd0TzvB54GlQQr++sxmkXoKgQDdyKiICUIArpVD8OK/nqsGRCLu2r4DzyOm114fEse2iwx4vvf8rltEFVZLo+IZ7fn4eqlv/EqCV5vrQ1cp4jKgUQQcH/DcOwdYcCTTcMhLTXx6RKBT4/Y0WaJET+dKmD6PF23H0/mY8iabGSXKkKXFC3HxsFxaK0PrboglRkDdyKiENDeoMTCPrFIHazH4Dphfo/53ebG+O1mtFhkxNyjdhYuoirni6N2HMz2Thme2UEHnZLDIQoNOqUE77bTYdvQOHTxk41ldHjwxNY89FuVjfQc7kZCZXN7RLy614Kntpl9itANqROG1QNiUSPcd9cbun14pyIiCiHJsQr8u2cMdg6Lw5h6Kvjb1epigRuTd1uQtDATHx+ywVbM1EkKfWdtLkw/4J0iP6ROGAbV8d0bmyjY3RklR0q/WMzvHo2afoKr3VlF6J5iwgs7zMgtdAegh1SZ2Yo9uG9jLj457FuEblJzDeb3YBG6QOBfnIgoBN0ZJceX3aKxb0RJ1WF/91dToQev7bMicUEm3jtoRZ6TATyFJlEU8dwOMxxXLRPRKgTMaK8LYK+Ibi9BKClount4HCYmaaAodR8QAXxzIh+tlhjx9XE73KyDQgDO2Vzou8KENaWK0IVJga+7ReGVlixCFygM3ImIQli9SBk+6RSFgyMNGHdnOML8ZLWZi0S8l2ZD4oJMvL7PgiwHZ18otPx4qgCpl5xebW+30cKgZponhb5wuQTTWkVi93AD+tXyXUqV5xTx4k4Lui83YZfR6ecMVFXs/F8ROrN3Ebr4P4vQjazHInSBxMCdiKgKqBkhw/vtdcgYHY/nEiMQ4WfbK7tLxOxDdiQtzMTkXWZczGcAT8Evy+HGK3ssXm1dqylxf0MOQKlquSNShp96x2DhXTGoH+n70OpQbjH6rcrG41tykVnAz/+q5oc/i9DllMq+S44pKULXikXoAo6BOxFRFRKnkuL11locGhOPl5M10Cl8A/hCNzD3WD6SF2ViwvY8/F5qv2uiYDJ5lwXmoispwCqpgI876iAw1ZOqqLtqhmHHMANeaxWJcD8PcRecdqD1YiM+OWTjLiRVgNsjYtoeC57eZkbpkjfD6qqwakAsqrMIXaXAwJ2IqAqKUkrwcotIHBoTjzdaR/rd+7fYA3z3WwFaLTHi8S25OG4u9nMmospr1XkHlp51eLVNbaHBHZGyAPWIqHJQSgU8n6TB3hEGjKrnW6DR7hLx6j4rOv2ShY0XC/2cgUKBtciD/9uQg0+P+Bahm5yswTfdo6CWMVysLHgliIiqMI1cggmJGqSPNuD9dlrU8LPm1yOWzMB0WJqFBzfmcAshCgqWIg9e3Gn2akuOkePJhIgA9Yio8qkeLsW8btFY0T8WTaN8H2idtLgwYl0O7tuQg7M2Zl+FkrM2F/quNGHtBe+6BmFS4NvuUZjSgkXoKhsG7kREBLVMgnFNI3BwlAGfdNLhDo1vAC8CSDlXiG4pJoxel43dLGJEldgb+6y4XHAl71MqAJ900kHmb49Eoiquc7wSW4bE4YN2Wmj9LKFaeb4Q7Zca8c5BKwpc3IEk2G3PLClCd6xUEbpqaglWD9Bj+B2sAVIZBSxwnzVrFnr06IFatWqhfv36uPvuu3H06FGvY5588knodDqvf7179/Y6ZuDAgT7HPPLIIxX5qxARhQyFVMCDjcKxd4QBX3aNQmOt/5TiXy860XdVNgatNmHzpUKIItdBUuWxPdOJb07ke7WNbxaBpJiqV1zJlpoKW2oqjn7/PWypqYHuDlViMomAx5tGYP9IAx5qpEbp8L3QDXyQZkO7pVlIOevg536Q+v63fAxbm43cUkXoWsTKsWFQHFrEVr3PyWARsEVe27Ztw6OPPoqWLVtCFEW88847GDZsGHbv3o2oqKi/juvevTvmzp3719cKhe9/pvvuuw+vvvrqX1+HhfludUFERNdPJhEwpr4ao+qpsOJcIWam25CR67vGfVtmEbZl5qC1Xo6JzTXoWzOMRb8ooApdIiZs906Rrx8pxUvJkQHqUWB5kpMBAAXh4fA0bBjg3lAwiA2T4uNOURjbOByTdpmxz+T92f+H3Y0HN+Wie3Ul3m+nRWOdPEA9pRvh9pTULfjMz3r24XVV+KyLjuvZK7mABe5Llizx+nru3LmoXbs2du3ahf79+//VrlQqYTAYrnkutVr9t8cQEdGNkwgChtRVYXCdMKy/6MTMdBt2Z/mucd9nKsY963PRLFqOiUkaDK4TBilTkikAZqRbcarUTggfd4qCyk/1bCIqW4tYBdYN1OO/pwrw+j4rTIXeM7Spl5zotCwLTzSNwEvJGkQqGPRVVpYiDx5LzcWvF32XuE1pocFLzTV86B4EKs07zG63w+PxQKfTebXv3LkTDRo0QKtWrTB+/HiYTCaf7128eDHq1auH9u3bY9q0abDZbBXVbSKiKkEQBNxVMwxrBsRieb9YdK+u9Hvc4dxijE3NRftlWfjvqQIUe5hKSRXnUG4xPj7kPZs0tpEaneP9/38lomuTCALuaxiOfSMNeCohHNJSsZ1LBD49YkebJUb891QBPEyfr3R+t7rQZ4XJJ2hXSQXM7x6NycmRDNqDhGA2myvFO2zs2LE4ffo0UlNTIZWWFEVavHgxVCoV6tSpg/Pnz+Ptt9+Gx+NBamoqlMqSm/D8+fNRq1YtxMfH4/jx43jjjTdQr149LFu2rMyfdfLkyQr5nYiIQtlhmwTf/CHD1tyyk7eqKz14qKYLgwwucDKGbieXCDySrsQx+5XCinqFBwtaFiKCu78RlYvT+QJmnlFgn8X/vt6JGjdeql+EJhGVIryo8vZbJJh8TAmLyzswj1N4MLOpE3fyOlUqDf9mOVOlCNynTp2KJUuWYM2aNahbt26Zx12+fBmJiYn45ptvMGTIEL/H7N+/H7169UJqaiqS/1zXFYxOnjz5txePKgdeq+DBa3V7HMotxqx0G5addaCsG0o1tQTPNtPgoUZqhMuvHcHzOgWPynSt5hy24Z97rV5tP/SMxsA6vntUV0WV6VrRtVX2ayWKIlLOFeKVPRZcyHf7vC4AGNtYjX+2jER0mP8AP1RU5mv13Yl8vLjTDFepG3PLWDl+6BWDan62fw1Vlfk63YiAz39MmTIFixcvRkpKyjWDdgCoVq0aqlevjjNnzpR5TIsWLSCVSq95DBERlZ/EaDm+7RGN3cPjcG8DtU8qJQBcLvBg6h4LkhYaMSvDBksRtxOi8vO71YV3DngvkxtaN4xBOwD5/PmQz5+P2CVLIJ8/P7CdoZAgCAKG1lVhz4g4TGqugbJU/CcC+PZEAVouNmLeMTvcXDJVoVweEVN2mzFhh2/QPvIOFVb211epoD2UBDRwnzx5MhYtWoSUlBQ0atTob4/PycnB5cuXr1mI7siRI3C73SxWR0RUwRrp5Pi8SxT2jzTgkcbhflPjc5wevLnfisSFmZh+wIrcQt/ZGqIbIYointthhsN9ZYSqUwj4oJ3uGt9Vdaifew7q555D3Xffhfq55wLdHQohapkEr7SMxO7hBvSv5bujk7lIxMRdFnRbbsJOo29RNCp/liIP7lmfg8+P5vu89koLDeZ1Y6HOYBawwH3ixIn48ccfMW/ePOh0OhiNRhiNRtjtJUVl7HY7pk2bhj179uDcuXPYunUr7rnnHuj1egwaNAgA8Pvvv+P999/HwYMHce7cOaxbtw6PPvookpKS0L59+0D9akREVVpdjQyzOuqQNioeTyWEQ+1nkGAtEjEj3YbEhUZM22NBZgEDeLo5P5wqwObL3kHB2221MHBGiahC1NXI8N/eMVh0VwzqR/q+7w7nFqP/qmw8vjkXl/lZf9ucsbpw1woT1pcqQqeWCfiuRzQmsQhd0AtYuZZ58+YBAIYOHerVPnnyZEyZMgVSqRRHjx7FTz/9BIvFAoPBgC5duuDbb7+FRqMBAMjlcmzevBlffPEF8vPzUaNGDfTp0wcvv/zyXwXuiIgoMKqHS/FOWx1eSNLg8yN2fHUsH9Zi77y9fJeIT4/Y8dVxOx5sGI7xiREB6i0FI2OBG6/ssXi1daumxH0N1AHqEVHV1btmGHZUM+DzI3bMSLchv1Se9oIzDqw6X4hJyRo82TQCCn/rquimbLnsxEObcpDn9P6b11BL8WPvaDSPUQSoZ1SeAha4m83ma76uUql89novrWbNmli1alV5douIiMpZbJgU/2ylxbPNNPjqmB3/Omr3GVw43cBXx/Px7Yl8DIhT4LU4F+prWQqcrm3ybgssRVf+L6mkAmZ31HFWiShAlFIBzyVpMKa+Gq/ts2DhGYfX63aXiNf2WfHv3wrwfnstetXwTbGnGzP/RD4m+ilC11ovx396xiCe2UchI+DF6YiIqGrQKSWYlByJQ6Pj8VabSBhUvrcglwikGGVos9SIR1NzcSS3OAA9pWCw8pwDy856BwVTW2hwRyQf+BAFWvVwKb7qFo1V/WOREOX7njxldWHkuhz834YcnLW5AtDD4OfyiHhplxnP+SlCN7qeCsv76Rm0hxgG7kREVKEi5CVbw6WPisfM9lrUDPcdWHhEYPHvDnT6JQv/tyEHB0xFAegpVVaWIg8m7vLO3EuOkePJBC61IKpMOsYrsXlIHGa010Kn8M2EWXW+EO2WGjH9gBUFLu42cr3MTg/G/JqDL4/5FqH7Z8tIfNmVRehCEQN3IiIKiDCZgMfujMDBUQZ82lnnt6gRUDKw67nChBFrs7E9k5WJCXh9nwWXC64M8qUCMKdzFGQSDlSJKhuZRMA/7ozA/pEGjG2kRul3qdMNzEi3oe2SLPxy1gFR5PZx13La4sJdK03YeMm3CN2/e0bjxeYaLhcKUQzciYgooOQSAfc3DMee4QZ83S0K9dX+Z102XnJi4Ops9F9lwsaLhRzcVVHbMp349kSBV9uExAgkRssD1CMiuh4xYVLM7hSFTYP1aKP3fb9eyHfjoU25GLY2B8fNXCblz+ZLTvRakYWTFu/lBTXDpVgzIBaD66gC1DOqCAzciYioUpBKBIysp8aPLQrxQ89otIz1H4jtNBZhxLoc9FxhwspzDngYwFcZDpeICdvzvNoaRMrwUvPIAPWIiG5UcqwCawfq8a/OOsT5qXWy+bITnZdl4ZU9FliLmD7/P98cz8eIddkwF3nf89ro5dgwSI8kVo4PeQzciYioUpEIwMA6KmwYpMeSPjHoaPA/GDmYXYz7Nuai87IsLDpTALeHAXyom5FuxWmr9z7QH3fSIYxrOYmCikQQ8H8Nw7F3hAFPJ0Sg9FvYJQKfHbGj9RIjfjyZX6Uf0Lo8IibtMuOFnWa4S/0ZxtQvKUJnYBG6KoGBOxERVUqCIKBnjTCsGqDHqv6x6FVD6fe4o2YXHtuch7ZLjfj3b/koKj2yoZCQkVOEjw/ZvdoebqxGp3j//y+IqPLTKiSY3laLbcPi0K2a73s5y+HBU9vM6LcyG2nZVa9Iqdnpwehfc/BVqSJ0AoDXWkVibpcoPrisQhi4ExFRpdcxXonFfWKxcZAeA2v73/f3tNWNZ7eb0XKxEfOO2VFYen8cClouj4jx271nm6qpJXi9tTZwnSKictNEJ8eyvjH4rke0351G9piK0GO5Cc9tz0NOodvPGULPKUsxeq8wYVOpInThMgH/6RmN55NYhK6qYeBORERBo6VegR96xWD70DiMqqeCvyLiF/LdmLjLguaLMjHnkA32Yq6RDHafH7EjLce7WNXM9jpoFRzGEIUKQRAwtK4Ke0bE4aVkDZSl4ncRwPzfCtBqsRFfHbPDFcLLo1IvFaLXChNOWf0UoRuox0AWoauSeMcjIqKgkxAtx7xu0dg73ID7G6p91kcCgNHhwT/3WZG4MBMfpFlhdjKAD0a/W11456DNq21YXRUHrkQhSi2TYGqLSOwebsAAPxlW5iIRk3ZZ0H25CTtCcIvQecfsGLkuB5ZSReja6hXYOFjPHTSqMFmgO0BERHSz6mtl+LRzFF5K1mDOITu+P5kPZ6ksyjyniHcO2vDpYTseuzMcTyVEIDaMhXyCgSiKmLDDDMdVOfI6hYAP2jNF/noVzJ4NAMgyGhFnMAS4N0TXr65Ghh97xWD9hUK8vNviM/t8OLcYA1ZnY3Q9Fd5orUV1Pyn2waTYI2LKbgvmHc/3ee2e+ip83CkKSilT46syzrgTEVHQqx0hw4wOOqSPisezzSIQ7mcK3losYlaGHYkLjJiy24xL+VVjnWQw+8/JAmy57D2j9nZbLeJUwT1Ar0jFY8eieOxYZI8YgeKxYwPdHaIb1rtmGHYMi8ObrSMR4eezfeEZB9osMeLjQ7agLU5qdnowal2OT9AuAHijdSQ+78KgnRi4ExFRCIlXS/FWGy0OjTZgUnMNIhW+Ax2HW8TnR/ORvCgTz+/Iw1mby8+ZKNAyC9yYttfi1da9uhL3NVAHqEdEFCgKqYDxiRrsHWnAmHq+y2TyXSJe22dFx2VZWH+hMAA9vHknLcXotSILmy/7FqH7oVc0JiSyCB2VYOBOREQhJzpMildaRuLQ6Hi82ioSMUrf212RB/j2REmhoye25OI3c7GfM1GgTN5t9lrjqZIKmN1RxwEsURVWTS3Fl92isXpALJr5Wet9yurCqF9zcO/6nKB4KLvpYiF6rzDhtNU7A6xWhBRrB+oxoDZredAVDNyJiChkaRUSvJCkQcZoA95pq0U1te9tzy0CP512oN3SLIzdlIuMnKq3V3Bls+KcA7+c9Z41m9pSg7oaluYhIqCDQYnNg/WY2V4LnZ/MqtV/FKLdUiOmH7CiwFX5CpOKoogvj9ox6lffInTt4xTYOEjv98EEVW0M3ImIKOSFyyV4KiECaaPi8VEHHWpH+K6RFgEsO+tA1xQT7l6fg71ZDOADwez0YOJOs1dbi1g5nmwaEaAeEVFlJJUIeOzOCOwfacDDjdUoHb473cCMdBvaLsnCL2cdEMXKsf692CPixZ0WvLTbgtJL8u9toMYv/WKhZx0P8oOBOxERVRlKqYCHm4Rj/0gDPu8ShUZa/zO4a/8oxF0rTRi6JhtbLzsrzYCvKnh9nwWZjiszZDIB+KRTFGQSpsjfDElaGiRpaVAfOwZJWlqgu0NU7mLCpPioYxQ2DdajrV7h8/qFfDce2pSLoWtzcDzAS6LynB6MXJeDb074FqF7q3Uk/tVZxyJ0VCbmnBERUZUjlwi4t4EaY+qpsPxcIWZm2HA413dAt/myE5svO9EuToEXkzS4q6aSa6xvo22ZTsz/rcCrbUJiBPctvgWa7t0BAE3//NpiNpd5LFEwS45VYM3AWPx82oHX9lmQ5fBOkd9y2YnOy7LweNNwTE6OhFZRsfOXv5mLcc/6HJyxea9nj5AJmNc9Cv1qcT07XRtn3ImIqMqSSgQMu0OFrUP0+Ll3DNro/QeIu7OKMGZ9DrqlmPDLWQc8nIEvdw6XiAnb87zaGkTKMKl5ZIB6RETBRiKUPJTdN8KAZxIiUHr3OJcI/OtIPtosMeKHk/kV9lm+8WIheq80+QTttf8sQsegna4HA3ciIqryBEFA31phWDdQj1/6xqJLvG+6JQBk5BbjoU256LgsCz+fLoDLwwC+vHyQZvWprPxxJx3C/OzbTER0LZEKCd5uq8X2YXHoXl3p83qWw4Ont5nRd6UJB7NvXz0TURTxxZ9F6KylitB1MCiwcbAeCcwoouvEwJ2IiOhPgiCgW3UllvfXY+2AWPSp6TvgA4DjZhfGbclD6yVGfHciH87SFYbohqTnFOGTw3avtkcah6NTvP+/PxHR9Wisk2Npnxh83yMatfwUJd1rKkbP5SZM2J6HnEK3nzPcvGKPiOd3mPHybgtKP+O9r6Eav/SNRWwYi9DR9WPgTkRE5Ec7gxIL7opF6mA9htQJ86lYDABnbW5M2GFGy0VGfHHUXim3HarsXB4R47ebvaorV1dL8FprpsgT0a0TBAFD6qqwe3gcXkrWQFkqVhYBfPdbAVouNuLLo/ZyyaTKLXRj+Npsn5odAoC32kTi0046KFiEjm4QA3ciIqJrSI5V4PueMdg5PA5j6qvgb6x1scCNl3db0HyhEbMzbLAWMYC/Xv86Ykd6jndhwJkddBVeOIqIQptaJsHUFpHYPdyAgbXDfF63FIl4abcF3VKysD3TedM/54S5GL1WmLAt0zsFXyMX8HPvGDzbTMMip3RTeFckIiK6Dk10cnzZNRr7RhjwUCM15H7uoKZCD17fb0XSwky8e9CKPCcD+Gs5Y3XhnYNWr7bhdVUYUJuFmojo9qirkeGHXjFY0icGDf1sCXokz4WBq7Px2OZcXMq/sfT59RcKcdcKE34vVYSuToQU6wbq0aeW7wMDouvFwJ2IiOgG3BEpw8edopA2Kh7j7gyHvyWK5iIR76fZkLggE6/ttSDLUb5rJ0OBKJZUkb96WalOIeD99trAdYqIqoyeNcKwfWgc3modiQg/RTAXnXGgzRIjPsqw/W0dE1EU8a8jdoxZnwNrsfexHf8sQndnFIvQ0a1h4E5ERHQTaoRL8X57HTJGx+O5xAi/Az+7S8THh+1IWpiJl3aZccHuCkBPK6d/nyzA1lKppNPbahGnYrEmIqoYCqmAZxM12DvSgDH1fTN98l0i3thvRcdlRvx6odDvOYrcIibsMGPqHt8idA80VGNZ31jEsAgdlQMG7kRERLcgTiXF6621ODQmHi8na6BT+AbwhW7gy2P5aLHYiPHb8/C7tWoH8JkFbkzba/Fq615dif9roA5Qj4ioKqumluLLrtFYMyAWiX62ZzttdWP0rzm4Z32O1+e3uRgYvi4b35cqQicRgHfaavEJi9BROWLgTkREVA6ilBK83CISh8bE483WkdCH+d5iiz3A978VoNUSIx7fnItjecV+zhT6Xtpl9trTWC0TMLujjgWbiCig2huUSB2sx6wOOkQpfT+P1vxRiPbLjHj7gBUHs4swNj0M20tlDkX+WYTuqYQIfqZRuWLgTkREVI40cgnGJ2qQMToeH7TToobaN0XSIwILzjjQYVkWHtiYg7TsIj9nCk3LzzmQcs475XRqCw3qanyLRBERVTSpRMAjTcKxf4QBjzQO99kK1OkGZqbb0GO5CRcLvUOpuhop1g3S466aLEJH5Y+BOxER0W2gkgl4vGkEDo4y4JNOOtyh8b/Gcfm5QnRfbsLoddnYZbz5LYiCgdnpwaSdZq+2lrFyPNk0IkA9IiLyLzpMilkdddg0WI92cYq/Pb5TvAIbB+nRRMcidHR7MHAnIiK6jRRSAQ82CsfeEQZ81TUKTXT+Z5Z/vehEv1XZGLTahNRLhRDFa1cxDkav7bMg03FlizyZAHzSKQpSCdNJiahySo5VYM2AWHzRJQoGlf/Q6aFGaiztE4toFqGj24h5aURERBVAJhEwur4aI+upsPJ8IWam25Ce47vGfVtmEbZl5qC1Xo4XkzToVyssJNZJbr3sxHelCjg9l6hBMz+FoKj8FD30EADAYrFAq+VWe0Q3QxAE3NNAjQG1wzAj3YbPj9jhEgEJRExvq8MTTcND4nOaKjcG7kRERBVIIggYXEeFQbXDsOGiEzPTbdiV5bvGfZ+pGPduyEVClAwTm2swpI4qaGemHa6SPduv1lBb8nvR7eX4+GMAwLmTJ9GwYcMA94YouEUqJHirjRb/uDMcO41FMBRcQvcELvWhisFUeSIiogAQBAG9a4Zh9YBYrOgfi+7VlX6PO5LnwsOpeWi/LAs/nsxHcemNgoPA+2lWnLG5vdo+7qhDmCw4H0QQUdVWO0KGu+urUSMs+D6PKXgxcCciIgogQRDQOV6JZX1jsX6QHtZFOz8AABbxSURBVP1q+a9GfNLiwlPbzGi12Ihvjuej0BUcA8a07CLMOWz3anu0STg6xvt/UEFERES+GLgTERFVEq31CvzUOwZbh8ZheF2VzzZEAHDe7sYLO81IXpSJz47YkV/s8XNU5eDyiBi/3Qz3Vc8YqqsleK1VZOA6RUREFIQYuBMREVUyidFyfNsjGntGxOH/Gqgh9RPBZzo8eGWPBUkLjfgw3QZLUeUL4D87YkdGrncBvg876BCp4PCDiIjoRvDOSUREVEk11Mrxry5RODDSgEebhMNfvJvj9OCtA1YkLszE2wesyCl0+x4UAKctLrx70OrVNuIOFfrXVgWoR0RERMGLgTsREVElV0cjw4cddEgfHY+nEsKh9lPUzVokYma6DUkLjZi2x4LMgsAF8KIoYsKOPFz9DEGnEPBeO25HVtG0Oh20Oh1at2kDrU4X6O4QEdFNYuBOREQUJKqppXinrQ4Zow2YmKRBpNw3gM93ifj0iB3NF2Vi4k4zzttdFd7Pf58swLZM7y3u3mmrRZxKWuF9ISIiCgUM3ImIiIJMbJgU01pFImN0PKa1jES00vd27nQD847no+UiI57elodTlmI/Zyp/lwvcmLbX4tXWo7oS9zZQV8jPJyIiCkUM3ImI/r+9e4+Kss7/AP4e7iO3AYEB4uIPBdFELEWMbAtwNY3EyyqWecpbl003PamIrpZYpmualzjqJpa3X3pAVMZEqg1LVwldFXI1lrygkgzCMsRwmWR4fn/4Y3BkhgGZYQZ5v86Zc+qZ7/c7n4c3j/qZZ55niLooib0VFoQ7o2CSFB9EuEAqbvnXeoMA7C2qxdCDZZhx/L+4+F/TNvCLchX47ffm28j3sBHhkygJRCJ+ZzsREdHDYuNORETUxTnZWmHOAGfk/8kb655yhZ9jy4+kNwpAxrU6DD9chpf/UYFzd37XsVLHZF6vg6y4Xmvb0idd0MvZxuivRURE1J2wcSciInpEONiIMDPUCef/JEXKcAl6u+i+pvzojXrEHLmDCdnl+GepyiivrVA1YmGuQmvbkx62eLOfo1HWJyIi6s7YuBMRET1ibK1EmBrsiLzxUux41g393XSf8f7uVxVeyCrH6KN38I+SegiCoHNcWyw/WwV5XfN3yduIgE1Pu8Haih+RJyIi6ig27kRERI8oaysRJgT1wMl4L/xvrDsGe9jqHHda/jsmfl2BaNkdHCmuQ2M7G/gfbquw6z+1WtvmDXTGAHfdr0dERETtw8adiIjoEWclEmFMgBjfxnni4MieeNrbTue4CxV38cp3/8XTh8qQfrUW6kbDDXxdg4B3/lmptS3E1QYLw52NUjsRERGxcSciIuo2RCIRoh9zwFejPZE1xgMjHrPXOe6yogGzvq9ERIYcu/9Tg9/V+hv41ed/w7Vqtda2jU9LYG/Nj8gTEREZCxt3IiKibugpqT3SR3og50VPxAU46BxztVqNuf9U4MkDcnx2WYm6Bu0G/melCJ/+W6m1bVaoI56S6n5DgIiIiB4OG3ciIqJu7AkPO+yJ7YlT47wwKUgMXfeSu1WjxsLcKoSnl2LzT9VQ3m3E3UYBK4vscf/J+Md6WGP5YJfOK56IiKibYONORERE6O9mi8+edcfZCVJMC+4BGx0NfFldI5ad/Q1haaWY+o8K/KdG+58R66Jc4WLHf1oQEREZG/92JSIiIo0gFxtsHu6G83+SYnY/R9jr+Cr4SpWAr29pf//7xP8R43l/cSdVSURE1L3o/mJXIiIi6tb8nWywdpgECwY6I+XfSqT+XIOaBt03qXOzF2F1pGsnV0htoQ4PBwDUq1RwsOe9B4iIuio27kRERKSXtIc1kiNcMS/MCVsv12DbJSWqftdu4FcNlcBTrOPUPJmd8vvvAQBFRUUIDg42czVERPSw+FF5IiIiMsjdwRpLnnDBT5O88d5gF3iLrWANAW/0c8SU3vyIPBERkSnxjDsRERG1mYudFeYPdMa8MCdcLPwFYaF+5i6JiIjokccz7kRERNRuIpEIDvx0PBERUacwW+O+fv16REdHw9/fH71790ZCQgIuXbqkNeatt96CRCLReowYMUJrjEqlwsKFCxEUFARfX19MmTIFJSUlnbkrRERERERERCZjtsb95MmTmDlzJrKzs5GZmQkbGxuMGzcOlZWVWuOee+45FBYWah5paWlazyclJUEmkyE1NRVHjx5FdXU1EhISoFarO3N3iIiIiIiIiEzCbNe4Z2RkaP3/tm3bEBAQgNzcXIwePVqz3d7eHlKpVOcaVVVV2L17N1JSUhAdHa1ZJywsDMePH0dsbKzpdoCIiIjIwjk9+ywAoN//fx1c013miYioa7GYa9yVSiUaGxshkUi0tp8+fRp9+vTB4MGD8Ze//AV37tzRPHfhwgXcvXsXMTExmm1+fn7o27cvfvzxx06rnYiIiMgSWefnwzo/H44//wzr/Hxzl0NERA9JpFAoBMPDTO+1117DlStXcPz4cVhb37vbzYEDByAWixEYGIgbN27ggw8+QGNjI44fPw57e3ukpaXhzTffRHl5OUQikWatF198Eb1798aGDRt0vlZRUVGn7BMRERGROQ2JiND6/7NnzpipEiIiak1wcHCrz1vE18EtWbIEubm5OHbsmKZpB4CJEydq/vvxxx/HoEGDEBYWhuzsbIwdO1bveoIgaDXyDzL0Q7EERUVFXaJOYlZdCbPqGphT18Gsuh7mZfl4XHUdzKpreFRyMvtH5ZOSknDgwAFkZmaiV69erY718fGBr68vrl69CgDw8vKCWq1GRUWF1rjy8nJ4enqaqmQiIiIiIiKiTmPWxj0xMRHp6enIzMxESEiIwfEVFRW4ffu25mZ1gwYNgq2tLXJycjRjSkpKUFhYiMjISJPVTURERERERNRZzPZR+QULFmD//v3Ys2cPJBIJ5HI5AMDR0RFOTk5QKpVYvXo1xo4dC6lUihs3biA5ORmenp6Ii4sDALi6umLatGlYvnw5PD094ebmhqVLl+Lxxx/Hc889Z65dIyIiIiIiIjIaszXu27dvBwDEx8drbU9MTERSUhKsra1x6dIl7Nu3D1VVVZBKpXjmmWfw+eefw9nZWTN+1apVsLa2xvTp01FfX48//OEP2Lp1q9a18kRERERERERdldkad4VC0erzYrG4xXe96+Lg4IC1a9di7dq1xiqNiIiIiIiIyGKY/eZ0RERERERERKQfG3ciIiIiIiIiC8bGnYiIiIiIiMiCsXEnIiIiIiIismBs3ImIiIiIiIgsmEihUAjmLoKIiIiIiIiIdOMZdyIiIiIiIiILxsadiIiIiIiIyIKxcSciIiIiIiKyYGzciYiIiIiIiCwYG3ciIiIiIiIiC9atG/f169cjOjoa/v7+6N27NxISEnDp0iWtMYIg4KOPPkJoaCi8vb3xwgsv4PLly1pjPv74Y4waNQq+vr6QSCQ6X+vcuXOIj49HYGAgAgICMHbsWPzrX/9qtb7S0lLMmjULERERcHd3x1tvvaVz3OHDhxEZGQkvLy9ERkZCJpMZ3HeVSoWFCxciKCgIvr6+mDJlCkpKSnSOraioQL9+/SCRSFBRUWFwbVNgVq1nJZFIWjx27NhhcG1TYFaGj6v9+/dj+PDhkEqlCAoKwhtvvGFwbWNjTvpz2rt3r85jSiKR4Ny5cwbXNzZm1fox9TA1mwqzaj2r77//HiNHjoSfnx/69u2L9957Dw0NDQbXNoXunNUXX3yBuLg4BAQEQCKRoLi4uMUYhUKB119/HQEBAQgICMDrr78OhUJhcG1jY06t59SW/eoszEp/VsXFxZgzZw7Cw8Ph7e2N8PBwrFixAnV1dQbXvl+3btxPnjyJmTNnIjs7G5mZmbCxscG4ceNQWVmpGbNx40akpKRgzZo1+O677+Dp6Ynx48ejurpaM0alUiEuLk7vL4BSqcTEiRPh7e2Nr7/+Gt988w28vb0xYcIErXUepFKp4O7ujnnz5mHIkCE6x+Tl5WHGjBmYNGkSTpw4gUmTJuG1117D2bNnW933pKQkyGQypKam4ujRo6iurkZCQgLUanWLsX/+858RFhbW6nqmxqwMZ7Vp0yYUFhZqHi+99FKr65oKs2o9q61bt2L58uWYO3cuTp8+DZlMhjFjxrS6rikwJ/05TZgwQetYKiwsxOTJkxEYGIgnnnii1bVNgVnpz+phazYVZqU/q4sXL2LSpEmIjo7GDz/8gNTUVGRlZeH9999vdV1T6c5Z1dbWIiYmBosXL9Y7ZtasWSgoKEBaWhrS09NRUFBgljeZmVPrORnar87ErPRnVVRUBLVajfXr1yM3Nxd/+9vfsG/fvlaz1YXf434fpVKJgIAA7N27F6NHj4YgCAgNDcXs2bOxYMECAEBdXR2Cg4OxcuVKTJ8+XWv+4cOH8eqrr7Z4R/L8+fOIjo7GhQsX0KtXLwDA9evXMWjQIOTk5LTpH4IJCQlwd3fHli1btLZPnz4dlZWVOHTokGZbfHw8PDw8kJqaqnOtqqoq9OnTBykpKZg8eTIA4NatWwgLC0N6ejpiY2M1Y7ds2YKsrCy8++67iI+Px5UrV9CzZ0+D9Zoas9LOSiKRYOfOnYiPjzdYX2djVs1ZKRQK9O/fH3v37kV0dLTB+joTc2r551+T2tpahIaG4p133sG7775rsF5TY1bNWRmjZlNiVs1ZJScn45tvvsGJEyc087KysjB9+nQUFRXB2dnZYM2m1F2y0lVbfn4+AgMDNdsLCwsRGRmJY8eOYdiwYQCA06dPY/To0Thz5gyCg4MNrm0qzClQ5xh9+2VOzEp3Vk22b9+ODz/8ENeuXTO4bpNufcb9QUqlEo2NjZqPZRQXF0MulyMmJkYzRiwWIyoqCj/++GOb1+3Tpw88PDywZ88eqFQqqFQq7Nq1C35+fggNDe1QzWfOnNGqDwBiY2Nbre/ChQu4e/eu1rymj63dPy8/Px8bN27E1q1bYWVlWb8qzKpvi3mLFy9GUFAQoqOjsWPHDjQ2NnaoXmNhVs1Z5eTkQK1Wo6ysDJGRkejXrx+mTp2K69evd6heY2BOLY+pJgcPHkRtbS2mTp3aoXqNhVk1Z2XKmo2BWTVnpVKp4ODgoDVPLBajvr4eFy5c6FDNxtBdsmqLvLw8ODk5ITIyUrNt2LBhcHR07PDaHcWcug5m1brq6up2X95gWd2YmS1evBhhYWEYOnQoAEAulwMAPD09tcZ5enqirKyszes6OzvjyJEjyMjIgI+PD3x8fJCRkYFDhw5BLBZ3qGa5XN7u+srKymBtbd3izPn982pqajBr1iysWbMGvr6+HarRFJiV9rwlS5Zgx44dOHToECZMmIC//vWvWLduXYfqNRZm1Tzv+vXraGxsxMcff4wPP/wQe/bsQUNDA+Li4lBbW9uhmjuKOemft3PnTowaNQre3t4dqtdYmFXzPFPWbAzMqnlebGwszp49i3379qGhoQG//vor1qxZo3lNc+suWbVFWVkZevbsCZFIpNkmEong4eHR4bU7ijl1HcxKv5s3b2Lz5s2YOXNmu+axcf9/S5YsQW5uLnbv3g1ra2ut5+7/gwu4d2OFB7e1pq6uDnPmzEFERAS+/fZbZGdnY+DAgXj55ZdRU1MDAHjsscc0j/nz57er9tbqW7dundbaN2/e1LvO/fMSExMRGRlpkR+9ZlYt92vRokV46qmnMHDgQMydOxeJiYnYvHlzu2ozBWalPa+xsRF3797FmjVrMGLECAwePBh///vfUV5ejmPHjrWrPmNiTvr36/Lly8jLy8Orr77arrpMhVlpz2tLzebCrLTnxcTEYOXKlVi0aBGkUimGDBmCkSNHAkCLn09nY1aG131wbXNgTl0Hs9KvrKwMEydORHR0NN5+++12zbVp96s9gpKSkpCRkQGZTKa5VgIApFIpgHs/YD8/P8328vLyFu/GtCYtLQ3Xrl1Ddna25pd3+/bt6NWrF44cOYKEhASta77ac52XVCpt8S7Q/fXNmDED48eP1zzn4+MDLy8vqNVqVFRUwMPDQ2teVFQUgHt3fi0pKcGXX34J4N4vLQCEhIRg3rx5WLZsWZtrNCZm1TyvKStdBg8ejN9++w1lZWXw8vJqc43GxKya5zVl1bTvffv21Tzv6uoKb29v3Lp1q831GRNzap6n65j64osv4OfnhxEjRrS5LlNhVs3zmrJqS83mwKya591/XM2ZMwdvv/02SktLIZFIcOPGDaxYscLgtaCm1N2yagsvLy+Ul5drNSyCIKCioqJd+25MzKnrYFb6yeVyjB07Fv369cO2bdva/UZYtz/jnpiYiPT0dGRmZiIkJETrucDAQEilUuTk5Gi21dfX4/Tp01rX/RhSV1cHkUikdZ24lZUVRCKR5jrkoKAgzaM9v7wRERFa9QH3rqNtqs/NzU1rbRsbGwwaNAi2trZa80pKSjQ3IwHuXdN58uRJnDhxAidOnMCmTZsAAEeOHDHLXUUBZtXkwax0+emnn+Dg4ABXV9c212dMzOqeB7NqusnPL7/8ohmjVCohl8vh7+/f5vqMhTndo++Yqq+vx/79+zF16lSz3+eDWd3zYFZtqbmzMat79B1XIpEIPj4+EIvFSE9Ph5+fH8LDw9tcnzF1x6zaYujQoVAqlcjLy9Nsy8vLQ01NTbv23ViYU9fBrPQrLS1FXFwcQkJCkJqa+lA5Wy9evPj9ds96RCxYsAD79u3TnFGpqanRfMTCzs4OIpEIarUan3zyCfr06QO1Wo2lS5dCLpdjw4YNsLe3B3DvOoXi4mIUFBQgJycHY8aMgVwuh6OjI+zs7ODi4oKtW7fi9u3b6NWrF+7cuYNly5bh6tWrWLlyJVxcXPTWWFBQALlcjq+++gqCICAkJASVlZWad7R9fHywatUq2NraomfPnti5cyf27t2LjRs36r023cHBAaWlpfjss88wYMAAVFVVYf78+XBxccGKFStgZWUFd3d3eHp6ah5VVVX48ssvkZycbJZ3W5mV/qyysrJw6tQp2NnZQalUQiaTITk5Ga+88gqef/55IydhGLNq/bgqKChAeno6BgwYAKVSiaSkJFRVVWH16tWwtbU1chr6MSf9OTU5cOAAMjIysGXLFrO9CQYwq9ay6kjNpsCsWj+uNm3aBCcnJ1RUVODzzz/H+vXr8emnn5rlRoLdNSvg3lm/q1evoqioCDKZDDExMaipqYGdnR3EYjE8PDxw9uxZpKenY+DAgSgpKcH8+fPx5JNPdvrJG+akP6e27FdnYlb6s7p9+zbi4uIglUqxYcMGqFQqzc9HLBa3/eSAQqEQuusDgM5HYmKiZkxlZaWQmJgoSKVSwd7eXoiKihJOnTqltc5LL72kcx2ZTKYZc/DgQWHYsGGCi4uL4OrqKgwfPlzIzs5+qBr9/f21xuzcuVMIDg4WbG1thZCQEGHXrl0G1y0tLRVmz54tuLm5CWKxWBg1apRw8eJFveNlMpkAQLhy5QqzsrCs0tPThbCwMMHJyUno0aOH0L9/f+Gjjz4SysvLmZWFZaVQKISbN28K06ZNEyQSieDq6iqMGjVKOH/+PHOysJwUCoUQFRUl/PGPfzTLccSs2p7Vw9bMrDo/q2eeeUZwcXERHBwchCFDhghpaWk8rsyQVWJios61U1JSNGOuXbsmTJ48WXB2dhacnZ2FyZMnC9evX2dOFpZTW/aLWZk/q5SUFL0/n/z8/Db/jPk97kREREREREQWrNtf405ERERERERkydi4ExEREREREVkwNu5EREREREREFoyNOxEREREREZEFY+NOREREREREZMHYuBMRERERERFZMDbuRERERERERBaMjTsRERERERGRBWPjTkRERERERGTB/g9PseomquYB/AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-03\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1102338251497431040\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-11-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1198094738739486720\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2016-07-21\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/755929747763245061\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-09-12\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1039982911322087429\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-11-19\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1064656745635569664\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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weIIiXdYC/V/bC3TzmhyV+c0aRgIAcPI4KweaqSU/FemSDzKVV2Y9yZyQGqa558cpJIi7RgBwNP1buPXeyATFua2nUW/uLNKvP85WUTnFOwCgblG4A83Qv9MLdPXKbJVYl7Tr9jMi9Gz/GAU5KNoB4Fi6JwRraVqCWoZZT6VW7C7WpR9kKq/MX8NIAABOHIU70Mw883WefrfOo6qzOaf2itK03tE0VwKAWjotxqVlaYk6JdLawHPdz6W6cHmmsot9NYwEAODEULgDzYRpmnrkC68e+iLXEncY0tP9Y3RHt0ibMgOAxqtDZJCWpSWqS4y13++mzDKNXpapfYUU7wCAX47CHWgGfH5Td3zq0VNf51viwQ5pzuA4XXNquE2ZAUDj1yLMqSVpieqZ4LLEv/WUa9TSDP2YV25TZgCApoLCHWjiistNXbsqW698V2iJRwQZenNYgsZ2CLUpMwBoOmLdDi0amaABLYIt8R/zfBq1NEPbPGU2ZQYAaAoo3IEmLK/Mr8s+zNJ7PxVb4vFuh94blaBBrdw2ZQYATU+ky6E3hyVoZNsQS3xfoV9pSzP1ZWapTZkBABo7Cnegicos9mns8kyt2VdiibcJd2r56AT1SAiuYSQA4GSFBBl69YI4XZZinc2UXeLX2OWZWvdzSQ0jAQCoGYU70ATtzi/XqKWZ+jLTOjWzc3SQlqclKDXaVcNIAMAv5XIYmjUwVjecZu0fkldm6pL3M7Vid3ENIwEAODoKd6CJ2e4p08glmUr3Wpsh9UxwaVlagtpEBNUwEgBQVxyGob/1jdZdZ0ZY4sU+acJHWVq4s7CGkQAAVEfhDjQhGzNKNWpppvZU2X7o/FZuvTMyQXEhzhpGAgDqmmEYerhntB7pGWWJl5vSjatzNGd7gU2ZAQAaGwp3oIlYtbdYY5dnKrvEb4mP6xCq14fGK8LFjzsA2OHOMyM1/dwYGZVipqQ7P/Xo6a/z7EoLANCIMGcWaALe+bFIN67OVpm1Ztd1ncP0t74xcjqMow8EgGYob9UqSdLuXbvUtl27BnnP608LV6TL0C1rc+Qzj8Qf/iJX3lK/Jp8dJcPgdzUA4Ogo3IFG7uVtBbprvUdmlfg9Z0XqwR6RnAgCQBX+7t0lSYXh4fKnpjbY+17aMUwRLkPXrspWSaUVTX//b75yS039pW+0HPzOBgAcBXNngUbKNE39/as8/f4oRfvj50Rz9wYAAtCodqFaMCxBEUHW38+ztxXolrU5KvdX/Y0OAACFO9Ao+U1TD27w6tFNuZa405BmDYjVpK4RNYwEANhtQEu33h2ZoFi3tXifv6NI16zMVnE5xTsAwIrCHWhkyvymbl2bo5lbrd2IQ5zSvy+I0xWdwmzKDABQW2cnBmvJqES1CLWeii3dVazLPsxSftWmJQCAZo3CHWhEispNXf1xtt7YUWSJR7kMvTU8QaPahdqUGQDgRHWJdWlZWqLaR1i36lyzr0TjVmQqp4TiHQBwEIU70Eh4S/26+P1MLd9dbIknhTq0eFSC+rVw25QZADQurjlz5JozRwlvvSXXnDm25nJKVJCWpSXqtBhrv+AvMso0elmG9hf6ahgJAGhO6CoPNAL7C30a/0GWtmSXWeLtI5xaNCJBp0TxowwAtRV2552SpA6HHnuvvdauVCRJrcKdWjIqQZd8kKUvM4/8nv8mp1yjlmZo0cgEtYvg9zwANGfccQcC3I955Rq5NKNa0d4lNkgrRidStANAExAf4tQ7IxLUv0WwJb4zz6dRSzL1naeshpEAgOaAwh0IYFuzyzRySYZ+yLNOleyTFKyloxLVIsxZw0gAQGMTFezQgmEJGtHGuvRpT6FPo5ZmanNmqU2ZAQDsRuEOBKjP95cobVmGfi6yNica1tqtt0fEK8bNjy8ANDWhQYb+PSRe40+xNhvNKvFr7PJMrd9fYlNmAAA7ceYPBKD3dxdr3IoseUute/lelhKq/wyNV1gQP7oA0FS5HIZeHBira0+1bu+ZW2bq4hVZ+vB/xTWMBAA0VZz9AwHmzR2FuuqjLBX5rEX7xNPDNWtgrFwOw6bMAAANxekw9I9+Mbr9jAhLvMhn6sqPsrToh6IaRgIAmiIKdyCAvPBNvm5ak6Nya82uB3pE6i99ouUwKNoBoLkwDENTe0Xp4Z5RlniZX7p+dbZe/a7ApswAAA2NdtRAADBNU3/enKe/bs6zxA1Jfzs3WjecFnH0gQCAJs0wDN11ZqSiXIbu+cxbEfeb0m2feJRbZuq3XfkbAQBNHYU7YDO/aerez7z65zbrnZMgQ3phYKzGp4TVMBIA0FzceHqEIoMdmrQ2R5VXUj34f155S/26v3ukDGZlAUCTReEO2KjUZ+rWtTlaWGWtYliQoVfOj9PQNiE2ZQYACDSXdwxTRJCh61Zlq7TShiN/3Zwnb4lff2ZJFQA0WaxxB2xSUObXlR9lVSvaY4INLRoRT9EOAKhmdPtQvTksXuFB1gL9hW8L9Lt1HpX7zRpGAgAaM9sK99mzZ6tfv35q27at2rZtq2HDhmnFihUVx2+99VbFxMRYvoYOHWp5jZKSEv3hD39QSkqKWrVqpSuuuEJ79uxp6G8FOGE5JX6NW5Gpj/ZY9+NtGebQsrREnZPktikzAECgG9QqRItGJCg62Fq8/+f7Ql23KlslPop3AGhqbCvcW7VqpalTp2r16tVauXKlBg4cqAkTJmjLli0Vzxk8eLC2b99e8fXmm29aXuP+++/Xe++9p5deeklLly5VXl6eLr/8cvl8vob+doBa21vgU9rSDG3IKLPEUyKdWp6WqNNjXTZlBgBoLHonBWvJqEQlhVpP5d77qVhXfJilgjJ/DSMBAI2RbYX76NGjNWzYMKWkpKhTp0566KGHFBERoQ0bNlQ8x+12Kzk5ueIrNja24pjX69Wrr76qadOm6fzzz1f37t31wgsvaOvWrVq1apUN3xFwfDu85Rq5NEPfesot8TPjXFo+OlHtI2k7AQConTPiXFqelqi2EU5LfOXeEl38fpY8JRTvANBUBMQad5/Pp4ULF6qgoEDnnHNORXz9+vXq1KmTevbsqdtvv10ZGRkVxzZv3qyysjJdcMEFFbE2bdqoc+fO+vzzzxs0f6A2vsoq1cilGdqVb50R0r9FsN4blaCkUGcNIwEAdanwqadU+NRT+vH++1X41FN2p/OLpEQFaXlaok6Ntl74/fxAqcYsz1RGEbMQAaApMDwej20LobZu3arhw4eruLhY4eHhmj17tkaMGCFJWrhwoUJDQ9W+fXvt2rVLjz32mPx+v1atWiW3260333xTt9xyizIzMy3bn/zqV79Sx44d9dQx/hCnp6fX+/cGVLbR69Dd37hV4LOuRxwUV64/nVYqd0BcQgMANFY5ZdJtW0K0vcD6B6VdqF/PdS1RixDWvQNAIEtNTT3mcVvn5aampmrt2rXyer169913deutt2rx4sXq0qWLxo8fX/G8rl27qnv37urWrZtWrFihsWPH1viapmkedx/T430ogSA9Pb1R5NkU1fVnv3RXke74JlslVW56XNUpTE/3j1GQg617DuPfvX347O3DZ2+fpvbZv9/Jrys+zNL6/aUVsV1FDt36bYQWjYhXp+jA6KHS1D73xoTP3j589vZpKp+9rff5goODlZKSoh49emjKlCnq1q2bZs6cedTntmzZUq1atdLOnTslSUlJSfL5fMrKyrI8LzMzU4mJifWeO1Ab89ILdPXH1Yv2286I0HPnUbQDAOpOdLBDC4fHa2hr684k/yvwadTSTP03q7SGkQCAQBdQE3T9fr9KS4/+RyUrK0v79u1TcnKyJKl79+5yuVxauXJlxXP27Nmj7du3q0+fPg2SL3Asz2zJ02/XeVR1V56pvaL0aO/o484MAQDgRIUFOfSfIfEa1yHUEs8o9mvM8kx9vr+khpEAgEBm21T5Rx55RMOHD1fr1q2Vn5+vBQsWaN26dZo/f77y8/P1xBNPaOzYsUpOTtauXbs0bdo0JSYmasyYMZKk6OhoXX311Xr44YeVmJio2NhYPfjgg+ratasGDx5s17cFyDRNTduYq398nW+JOwzpqX4xuubUcJsyAwA0B8FOQy8NilWky9Cr6YUV8dxSUxe9n6V5F8Tp/NYhNmYIADhRthXu+/fv18SJE3XgwAFFRUWpa9euWrBggYYMGaKioiJ98803ev311+X1epWcnKwBAwbo5ZdfVmRkZMVrPP7443I6nbruuutUXFysgQMHatasWXI66c4Ne/j8pn6/3qNXviu0xIMd0j8HxWlslTsgAICG59i8WZIUtmuXHAUF8nfvbnNGdc/pMPR0/xhFBTv03NYjF5ILy01d/mGWXhocp1+1528SADQWthXuzz//fI3HQkND9dZbbx33NUJCQvTkk0/qySefrMvUgJNSXG7qpjXZeu+nYks8IsjQvCHxGtTKXcNIAEBDijw0M6/Locdej8e2XOqTYRh6rHeUooMNPf5lXkW81C/9ZmW2nu0fo6tSmQUGAI1BQK1xBxqrvDK/Lvswq1rRHu926L1RCRTtAABbGIahe7tH6Yk+0Za435QmrfNo1jf5NYwEAAQSCnfgF8os9mns8kyt2Wdt+NMm3KllaQnqkRBsU2YAABx0S5cIzTwvRlU3M7nvc6/+ujlXpsk+7wAQyCjcgV9gd365Ri3N1JeZZZb4qdFBWp6WoFNjAmPPXAAArkoN15zBcQqucvb3+Jd5mryB4h0AAhmFO3CStnvKNHJJptK95Zb42QkuLUtLUJsI21pIAABwVGM7hOqNofEKC7Leen9ua75u/8Qjn5/iHQACEYU7cBI2ZpRq1NJM7Sn0WeKDW7n1zsgExYewswEAIDCd3zpEbw+PV1SwtXh/Nb1QN6zOUamP4h0AAg2FO3CCVu0t1tjlmcou8VviF3YI0RtD4xXp4scKABDY+iS7tXhkghJDrH+zFv1YpKs+ylJhub+GkQAAO1BhACfgnR+LdNkHWSoot96NuK5zmP41KE5up1HDSAAAAsuZ8cEHl3aFW2eJfbinROPfz5K3lOIdAAIFhTtQS3O2F+jaldmqeh5zz5mRmn5ujJxVW/UCABDgOkUf7MvSKcral2X9/lL9almmMot9NYwEADQkCnfgOEzT1PT/5unOTz2quurvT+dEa3LPKBkGRTsAoHFqGxGkpWkJOiPOuhPKf7PLlLY0U3sKKN4BwG4U7sAx+E1TD27watrGXEvcaUjPD4jVb7tG2JQZAAB1JynUqcUjE9QnKdgS/85brpFLM7Qzt7yGkQCAhkDhDtSgzG9q0toczdxaYImHOKV/XxCnKzuF2ZQZAAB1L8bt0FvD43V+K7clvjvfp5FLM7Q1u8ymzAAAFO7AURSVm7r642y9vqPIEo9yGVo4PEGj2oXalBkAAPUn3OXQ60Pj9av2IZb4gSK/Ri/L0IYDpTZlBgDNG4U7UEV+uXTx+5lavrvYEk8McWjxqAT1b+GuYSQAAI2f22no5cFxuqrKzDJPqalxKzK1em9xDSMBAPUl6PhPAZqP/YU+Tfw6ROkF1jsK7SKcWjQiQSlR/MgAQGNX+pvfSJK8Xq+io6NtziYwBTkMPXtejCJdhl749siSsYJyU5d+kKWXB8dpdHtmnwFAQ6EKAQ75IbdcF7+fqR8KrBNRusQEaeGIBLUMc9YwEgDQmBTNmCFJ+ik9XampqTZnE7gchqEn+kQrxu3QXzbnVcRL/dI1K7M1c0CsLu9IvxcAaAhMlUezZ5qm/pNeoIHvHtAPedYtb/okBWtpWiJFOwCgWTIMQ/f3iNKfzrHOTPCZ0s1rcvTPb/NtygwAmhfuuKNZyyr26c5PPXrvp+rr9Ya1dmvO+XEKd3F9CwDQvP22a4QiXYbu/NQjv3kkfs9nXuWWmfp9twgZhmFfggDQxFG4o9n64H/F+t26HO0v8lc7dmlKqGYOiJXLwUkIAACSdM2p4YpyOXTTmmyVVfrTOW1jrrwlfj3SK4riHQDqCbcS0ewUlPl193qPLv0gq1rRHuo0dG/HUr04kKIdAICqxp0SqteGxCvUaf0bOWNLvu5a75Gv8u14AECdoXBHs7Ixo1SD3s3QS9sKqh07O8GlNRcm6tKW5dwxAACgBkPbhOitEfGKcuXVMaUAACAASURBVFn/Vr68vVA3r81RGcU7ANQ5Cnc0C+V+U3/ZnKvhSzL0fW655ZjTkO7tHqkVoxOVGu2yKUMAQEOJjolRdEyMevXureiYGLvTaZTOTXbr3ZEJindbTyUX7CzSrz/KUlE5xTsA1CUKdzR5O7zlGrEkQ3/+Mk++KucRKZFOLU9L1AM9opgaDwDACeieEKxlaQlqFWY9nVzxvxJd8kGmckur95ABAJwcCnc0WaZp6uVtBRrw7gFtzCyrdvy6zmFac2GSeicF25AdAACN36kxLi1LS1RKpHXb1E9+LtWFKzKVVeyrYSQA4ERQuKNJ2l/o0+UfZun36z0qrDJdLzHEoTeGxusf/WIVwVZvAAD8Iu0jg7QsLVFdYq2bFX2ZWabRyzK1r5DiHQB+KaoWNDnv/VSkcxcd0Pv/K6l2bHS7EK2/KEkj2obYkBkAAE1TcphTS0YlqneitVfMNk+5Ri7J0I955TWMBADUBoU7mozcUr9+uy5HV3+crewS67q6iCBDz54Xo39fEKeEEGcNrwAAAE5WrNuht0ckaFBLtyX+U75PI5dk6Nuc6svWAAC1Q+GOJmH9/hKd984BzUsvrHasb1Kw1o1L0q9Tw9nmDQCAehThOrgcLa2ddWbbz0V+pS3L0KaMUpsyA4DGjcIdjVqpz9TUL7xKW5qpXfnWNXQuhzSlZ5SWjEpQh8igGl4BAADUpZAgQ3PPj9NlHUMt8ZwSU2OXZ2qjh9NPADhRVDNotL7NKdPENTn6Orv61LvO0UF6cVCszoqnYzwAAA3N5TA0a0Csol0Ozd5WUBHPLzd1+1a3YloUaWTb0GO8AgCgMi55otHxm6Zmbs3X4PcOHLVov6VLuFaNTaJoBwDARg7D0F/7RuueMyMt8VLT0K8/ytbn+6s3kQUAHB133NGo7CnwadLaHK3eV/2Pfaswh2YOiNXgVnSMBwAgEBiGock9oxQVbOjhL3Ir4uWmdMvaHK29MImtWQGgFvhNiUZjwc5C9Vu0/6hF+/hTQvXpuGSKdgAAAtDt3SL1VL8YS+yHPJ+mVCrmAQA1o3BHwPOU+HXDqmzduDpH3lLTciwq2NA/B8XqpcFxinHzzxkAgEB1bedw3XRauCX20rYCfbyn2KaMAKDxoNJBQFu1t1j9Fu3Xwh+Kqh0b2NKtTy9M0iUpYTZkBgAATtQjvaLUNsRvif1uXY48Jf4aRgAAJNa4I0AVlZuautGrWd8UVDvmdkpTekbrli7hcrAvOwDgBPnOOkuSVFxSohC32+Zsmpdwl0OPnFqqm74Okf/QJLq9hX7d+5lHLw6Kszc5AAhgFO4IOF9llermNTna5imvdqxbnEsvDozV6bEuGzIDADQF+atXS5LS09OVmppqczbNz5lRft3ZLULT/5tfEZu/s0ij2xfpwg5sEQcAR8NUeQQMn9/UP/6bp6GLM6oV7Yak33eL0EdjEinaAQBo5P7YPUpdY633j37/qUf7C302ZQQAgY3CHQHhx7xyjV6Wqakbc1VWZZlbuwinloxK0JRe0Qp2MjUeAIDGzu009MLAOFXeCS67xK87PvXINM2aBwJAM0XhDluZpql/pxfovEUH9NmB0mrHJ6SGad2FSerXgjWIAAA0JWfEufRAjyhLbPnuYv07vdCmjAAgcFG4wzaZxT79+uNs/W6dR/nl1qvrcW6HXjk/Ts+dF6uoYP6ZAgDQFN1+RoT6JAVbYg/8n1c/5VXvcwMAzRkVEWyxYnex+i06oCW7qu/dOryNW+vHJWksDWoAAGjSnA5Dzw+IVVjQkaVweWWmfrsuR36mzANABbrKo0EVlPk1eYNXL2+vPg0uLMjQY72jdV3nMBls8wYAqCcRgwZJkk4/tB3c4S7zsEdKVJAe7R2lu9d7K2Lrfi7VrG8KNKlrhI2ZAUDgoHBHg/kio1QTV2drZ171jrE9E1x6YWCsOkXTMR4AUL+cX30lSQq3OQ8ccX3ncC35qVgf7y2piE3b6NWQ1m51juHcAACYKo96V+Y39fiXuRqxJKNa0e40pPu6R2rF6ESKdgAAminDMPTMebGKCj4y467YJ92yNkdlfqbMAwCFO+pVurdMI5Zk6K+b8+Sr8ne3Y5RT749O1H09ohTkYGo8AADNWetwp/7WN8YS+zKzTNP/m2dTRgAQOCjcUS9M09Q/v83XwHcytCmzrNrxG04L15qxSeqZGHyU0QAAoDm6NCVUY9uHWGJPbs7T5szqW8YCQHNC4Y4693OhT5d+kKV7PvOqqMpt9uRQh94cFq+/nxujcBf//AAAwBGGYWh6vxglhR45Ryg3D06ZLy5nyjyA5ovKCXXqnR+L1G/RAX24p6TasTHtQvTpuCQNaxNylJEAAABSQohTM/pZp8xv85TrsU25NmUEAPajcEed8Jb6dcuabP1mZbayS/yWY5EuQzPPi9GrF8QpPsRpU4YAAKCxGNUuVBNSwyyx57bma93P1W8MAEBzQOGOX+yTn0t03jsH9PqOomrHzk0O1toLk3RVajh7swMAgFr78znRahtx5IK/KWnS2hzllflrHgQATRSFO05aic/Uwxu8GrMsU7vzrdu8uRzS1F5RWjwyQR0ig2zKEAAANFZRwQ49d16sJbYr36cH/89rU0YAYB8Kd5yUb3LKNGRxhp7ekq+qrWJOjwnSR2MSdUe3SDnZ5g0AAJykgS3durVLuCX2yneFWrG72KaMAMAeFO44IX7T1LNb8jT43QPakl19m7ffdo3Qyl8l6cx4tnkDAAC/3MM9o3VqtHX23u2f5Ci72FfDCABoeijcUWu788t14fJMTd6Qq9Iqy8tahzn1zogE/emcaIUEcZcdAADUjdAgQ7MGxMpZ6fRif5Ffd69nyjyA5oPCHcdlmqbm7yhU/3cOaO3PpdWOX5YSqk/GJWlQK7cN2QEAgKbu7MRg3X1WpCX29o9FWriz0KaMAKBhUbjjmHJK/Lp+VY4mrslRbql1NXt0sKF/DYrVi4PiFOPmnxIAAKg/fzgrUmfFuyyxu9d7tK+QKfMAmj6qLdRo5Z5i9Vu0X2//WH2bt8Gt3Pp0XLIuTgk7ykgAAAKX1+OR1+PRFxs2yOvx2J0OasnlODhl3n1khzh5Sk3dti5Hplm1VS4ANC0U7qimqNzUvZ95dNH7WdpXaF3MHuKUnugTrbeGx6t1uLOGVwAAAKh7p8e6NPnsKEvswz0lmrOdKfMAmrYT3mD7s88+05o1a5SRkaGbb75ZnTp1UkFBgbZt26bU1FRFRUUd/0UQsDZnlmrimhx95y2vduzMOJdeHBSr02JcRxkJAABQ/yZ1idCyXcX6dP+RvjuTN3g1uJVbp0Sd8KktADQKtb7jXlpaql//+tdKS0vTn//8Z7300kvas2ePJMnpdOqSSy7Riy++WG+Jon6V+039/as8DV2cUa1odxjS3WdG6MMxiRTtAADAVk6HoZkDYhVRaRebgnJTk9blyOdnyjyApqnWhfuf//xnrVixQk8++aQ2bNhgWUsUEhKicePGadmyZfWSJOrXD7nlGr0sU49uylV5lb93HSKdWjoqQQ/1jFawk23eAACA/TpEBunxPtGW2Pr9pXpua75NGQFA/ap14f7mm2/q2muv1Q033KC4uLhqx1NTU/Xjjz/WZW6oZ6Zp6pXvCjTgnQP6/ED1bd6uTg3T2guT1DeZbd4AAEBguTo1TCPaWM9RHtuUq29yymzKCADqT60XAmVkZKhbt241Hne73SooKKiTpFD/Mop8uv0Tj5btLq52LN7t0Iz+MRrTPtSGzAAAqF+hd9whSWrv9So0OlpFM2bYnBFOhmEYmtE/Vucu2q+ckoNTBkv90s1rcvTRmERmCgJoUmpduCcnJx/zjvrGjRvVvn37usgJ9WzZriLd/olHGcX+asdGtA3RM/1jlBRKx3gAQNMUPHeuJCnx0GMK98arRZhT08+N0XWrcipiX2eX6a9f5VXrPg8AjVmtp8qPHTtWL7/8sr7//vuKmGEcvJK5bNkyvfnmm7r44otr/cazZ89Wv3791LZtW7Vt21bDhg3TihUrjvrcO+64QzExMXrmmWcs8dGjRysmJsbydf3119c6h+Ymv8yvOz7J0ZUfZVcr2sOCDD3VL0avD4mjaAcAAI3GRaeEafwp1lmC0/+bpy8yqi8DBIDGqtZ33P/4xz9qzZo1GjRokPr06SPDMDR9+nRNmzZNmzZtUs+ePXXHoalntdGqVStNnTpVHTt2lN/v12uvvaYJEyZo1apVOuOMMyqe984772jTpk1q2bLlUV9nwoQJevjhhyseh4SE1DqH5uT/DpTo5jU5+iHPV+1Y70SXXhgYpxS2UAEAAI3Q386N0Sc/l+jnooM3JvymdMuaHK25MFFhQbW+TwUAAavWv8kiIyP1/vvv66677lJGRoZCQkL02WefqaCgQPfff7/ee++9EyqaR48erWHDhiklJUWdOnXSQw89pIiICG3YsKHiObt27dJ9992nf/7znwoKOnpRGRYWpuTk5Iqv6Ojooz6vuSrzm3psU65GLs2sVrQ7DemBHpFalpZI0Q4AABqtWLdDz5wXa4l9n1uuqV/k2pQRANStE6rWQkJCdPfdd+vuu++u0yR8Pp8WLVqkgoICnXPOOZKk8vJy3XjjjbrnnnvUuXPnGscuXLhQCxcuVFJSkoYOHao//vGPioyMrNP8GqvvPGWauCZHm7Oqd1dNjQ7SCwNidXZisA2ZAQAA1K1hbUJ07alhmvNdYUXshW8LlNYuRINaMSMTQONmeDwe8/hPkwoKCpSdna22bdse9fju3bsVHx+vsLCwWr/51q1bNXz4cBUXFys8PFyzZ8/WiBEjJEmPPvqotmzZojfeeEOS1K1bN02cOFG33XZbxfg5c+aobdu2atGihbZt26apU6cqJSVFixYtOub7pqen1zrHxsg0pTf3BenpH10q8VfvqHppyzLd3qFMISxlBwA0Q71697Y8/qLSbD80boU+6aovQ7Sn+Mik0mS3X6/3KFYEkwsBBLDU1NRjHq/1r7AHHnhAmzZt0tq1a496fMKECerdu7f+/ve/n1Bya9euldfr1bvvvqtbb71VixcvVnZ2tv7zn//U+F6HXXvttRX/3bVrV3Xo0EFDhgzR5s2b1b1792O+b6BLT08/qTz3Ffr027U5+nhvSbVjLUIdeva8WA1tw1XnYznZzx6/HJ+9ffjs7cNnbz8+/4ZV3//mZ8eUaPSyTB2+M7W/xKEXMxP0/IDYY45rDvh9Yx8+e/s0lc++1mvcV65cqTFjxtR4fMyYMfroo49O6M2Dg4OVkpKiHj16aMqUKerWrZtmzpyptWvX6ueff1bnzp0VHx+v+Ph47d69W1OmTFGXLl1qfL0ePXrI6XRq586dJ5RHU7HohyL1W7T/qEX7hR1C9Om4JIp2AADQpPVr4dZtZ0RYYq99X6jFPxXZlBEA/HK1vuO+f/9+tWjRosbjycnJ+vnnn39RMn6/X6Wlpbrxxht14YUXWo6NHz9e48eP129+85sax2/dulU+n0/Jycm/KI/Gxlvq1x8+82j+jup/kKJchv7aN0aXdwyt2L4PAACgKXugR5Q++F+xvvWUV8Tu/NSjPknBSmTbWwCNUK0L94SEBH377bc1Hv/2229PqKP7I488ouHDh6t169bKz8/XggULtG7dOs2fP1+JiYlKTEy0JhoUpOTk5IppDj/88IPmz5+v4cOHKy4uTtu3b9fkyZN15plnqm/fvrXOo7Fbu69Et67N0f8Kqm/z1i85WLMGxqodi7oAAEAzEhJkaNbAWA15L0Plh+bMZxb79ftPPXr1gjhuZgBodGpd0Q0bNkxz587VRRddpD59+liObdiwQXPnztX48eNr/cb79+/XxIkTdeDAAUVFRalr165asGCBhgwZUqvxLpdLq1ev1qxZs1RQUKDWrVtr+PDhuu++++R0Nv0rqSU+U49uzNVzW/NVtbtgsEN66OwoTeoaIaeDP0wAAKD5OSs+WH/sHqk/fZlXEVu8q1hv7CjSFZ1q30wZAAJBrQv3+++/Xx988IHS0tI0dOhQdenSRYZhaOvWrfrwww+VnJysBx98sNZv/Pzzz59Qol9//bXlcZs2bbR06dITeo2mYkt2mSauydY3OeXVjnWJDdKLA+N0RpzLhswAAAACx+/PjNTy3cXamHlka9x7P/PovBbBasOMRACNSK2b0yUnJ2vlypW67LLLtH79ej311FP6xz/+ofXr1+vyyy/XypUr1bJly/rMtdnz+U0983WeLnjvQLWi3ZB02xkR+nhMEkU7AACApCDHwSnzlbfAzS0z9dt1HvnNWu2IDAAB4YQuNSYlJen555+XaZrKzMyUaZpKTExknVAD2JVfrlvX5uiTn0urHWsT7tTzA2I1oKXbhswAAAACV2q0S4/0itZ9n3srYqv3leif3xZoYpeIY4wEgMBxUnOEDMOo1jwO9cM0Tb2xo0j3fuZRbln1K8OXdwzVX/vGKDq41pMnAABo1vJWrZIk7d61S23btbM3GTSIiaeHa+muYq3Zd2TL3Clf5OqC1m51imamIoDAV2Ph/tprr0mSrrjiChmGUfH4eK688sq6yQzKLvbp9+s9eufH4mrHYoINPdUvVuNOCbUhMwAAGi9/9+6SpMLwcPkP7VaDps1hGHruvBj1X3Sg4kZIkc/ULWtztDwtUUE08wUQ4Gos3CdNmiTDMDR+/HgFBwdr0qRJx30xwzAo3OvI+hyHHt94QD8X+asdu6CVW8+eF6tW4U2/ez4AAEBdaBsRpCf6RGvSOk9F7IuMMs34Ol93nxVpY2YAcHw1Fu5fffWVJCk4ONjyGPWr3G/q/s+9mr0tRJK1aA9xStN6Reum08PpKwAAAHCCruwUpsW7irV015HZjE9sztWwNm6dGR9sY2YAcGw1Fu7tKq358vv9MgxDERERio2NbZDEmiunIWUWV7/L3j3epRcHxurUGNZhAQAAnAzDMDSjX4w+339AWSUHz7fK/NIta3K0cmyS3E5ujAAITLXqaObz+dSjRw/NmzevvvNp9gzD0PR+MUoMPvjHxGFI95wVqQ/GJFK0AwAA/EKJoU491T/GEvvGU64/f5lrU0YAcHy16irvcrnUokULpmc3kFi3Q1NSSzV9V7hmDYzVOUls8wYAQF1xzZkjSUrYv1+u5GSVXXutnenABr9qH6rLO4bqjR1FFbEZX+drZNsQ9U3mvAtA4Kn1dnDXXHON/vOf/+iGG25QSEhIfeYESX1i/fq8V7JcdDkFAKBOhd15pySpw6HHXgr3ZukvfWK0bl+p9hT6JEmmpFvX5mjthUmKcLHNLoDAUuvC/ZRTTpFpmurdu7euvPJKdejQQaGh1bciu+iii+o0weaMoh0AAKB+xLgdem5AjMatyKqI/ZDn08MbcjW9X8wxRgJAw6t14T5x4sSK/37yySeP+hzDMCjcAQAA0CgMbhWim04P1+xvCypi/9peoNHtQzSkNTNMAQSOWhfu7733Xn3mAQAAADS4qb2i9PGeYu3I9VXEfrcuR+vHJSvGzZR5AIGh1oX7eeedV595AAAAAA0uLMihWQPiNGJphvzmwdi+Qr/+8JlHswfF2ZscABxyUpcRt2zZomXLlmnZsmXasmWLTNOs67wAAACABtE7KVi/7xZhib25s0iLfiiqYQQANKxa33GXpIULF2rKlCnau3evJMk0TRmGoVatWmnKlCm69NJL6yVJAAAAoD79sXuUVvyvRFuyyypid6336NzkYCWHOW3MDABO4I77vHnzdOONNyosLExTp07VvHnzNG/ePE2dOlWhoaG6+eabNW/evPrMFQAAAKgXwU5DswbEKrjS2XF2iV+3f+phdikA29X6jvv06dPVs2dPLV68uNo+7jfddJPS0tI0ffp0TZgwoc6TBAAAAOrbGXEuPdAjSo9szK2IrdhdrFfTC3XNqeE2Zgaguav1Hfc9e/bo0ksvrVa0S1JISIguv/zyiin0AAAAQGN02xkR6pMUbIk98LlXP+WV25QRAJxA4X7aaadp3759NR7fu3evOnfuXCdJAQAAAHZwOgw9PyBWYUFGRSy/3NSkdTnyM2UegE1qXbhPmzZNc+fO1dtvv13t2MKFC/XKK6/o0UcfrdPkAAAAgIaWEhWkR3tHWWKf/Fyq578psCkjAM1drde4P/PMM4qPj9cNN9yg++67T6eccooMw9DOnTuVkZGhjh076umnn9bTTz9dMcYwDM2fP79eEgcAAADqy/Wdw7V0V7E+2lNSEZu20ashrd06LcZlY2YAmqNaF+7btm2TYRhq06aNJFWsZ3e73WrTpo1KSkq0fft2yxjDMKq9DgAAABDoDMPQM/1jde6i/fKWHpwiX+KTblmTow/GJMrl4DwXQMOpdeH+9ddf12ceAAAADaLwqackSQf271dScrLN2SCQtQp36m99Y3TTmpyK2OasMv39qzzd1yPqGCMBoG7VunAHAABoCsquvVaSlJmertjUVHuTQcC7JCVUi3cV6Z0fiytiT36VpxFtQ9QjIfgYIwGg7tS6OR0AAADQ3BiGoennxigp9Mhps888OGW+qJwu8wAaBoU7AAAAcAzxIU7N6BdjiW33luuxTbk2ZQSguaFwBwAAAI5jVLtQ/To1zBKbuTVf634uqWEEANQdCncAAACgFh4/J1ptI5wVj01Jk9bmKLfUb19SAJoFCncAANCsODZvlmPzZoV9+60cmzfbnQ4akahgh2aeF2uJ7cr36cH/89qUEYDm4oS7yhcVFenLL79URkaG+vfvr4SEhPrICwAAoF5EDh4sSepy6LHX47EtFzQ+A1q6NalruGZuLaiIvZpeqNHtQzSybaiNmQFoyk7ojvusWbPUuXNnjRkzRtddd522bt0qScrKylK7du30yiuv1EuSAAAAQKB46OxodY623v+6/ROPsop9NmUEoKmrdeE+b9483X///Ro6dKieeeYZmeaR7S/i4+N1/vnn6+23366XJAEAAIBAERpkaNbAWDmNI7EDRX7dvd5rOUcGgLpS68L9ueee04gRI/Svf/1Lo0aNqna8e/fu2r59e50mBwAAAASiHgnBuuesSEts0Y9FWvhDkU0ZAWjKal2479ixQyNGjKjxeHx8vLKysuokKQAAACDQ3XNWpLrHuyyxu9d7tLeAKfMA6latC/fIyEh5vTV3zNyxYweN6gAAANBsuBwHp8y7j+wQJ2+pqds+yWHKPIA6VevCfeDAgZo3b55KSkqqHduzZ4/mzp2roUOH1mlyAAAAQCA7Lcalh86OssQ+2lOil7cX2pQRgKao1oX75MmTlZmZqcGDB2v27NkyDEMffPCBHnnkEfXv318ul0v33ntvfeYKAAAABJxJXSPULznYEpu8waudueU2ZQSgqal14Z6SkqLly5erRYsW+stf/iLTNPXcc89pxowZOuuss7R8+XK1bt26PnMFAAAAAo7DMDRzQKwigo60mS8sNzVpbY58fqbMA/jlgo7/lCM6d+6st99+Wx6PRzt37pTf71eHDh1Y2w4AAIBmrUNkkB7vE63bP/FUxD47UKpnt+brjm6RxxgJAMdX6zvulcXExOjss89Wr169FB8fr4KCgrrOCwAAAGhUrk4N04g2bkvsT5tytTW7zKaMADQVtS7c3333XU2ZMsUSe+qpp9SqVSu1bdtWV155pQoLacIBAACA5skwDM3oH6tY95Ep86V+6ea1OSr1MWUewMmrdeH+3HPPKSMjo+Lxl19+qWnTpqlnz5669tpr9eGHH2rGjBn1kiQAAADQGLQIc+of58ZaYluyy/TXzXk2ZQSgKah14f7999/rzDPPrHi8YMECxcXFaeHChZo+fbquu+46vfXWW/WSJAAAANBYjDslVJekhFpi07/O04YDpTZlBKCxq3VzusLCQoWFhVU8/vjjjzVkyBC53QfX8XTr1k3//ve/6z5DAACAOlT6m99Ikrxer6Kjo23OBk3Vk31jtG5fiX4u8kuS/KZ0y9psrb0wSWFBJ9VmCkAzVuvfGq1bt9aXX34pSdqxY4e2bdumCy64oOJ4dna2QkJC6j5DAACAOlQ0Y4aKZszQTw8+qCKW+aGexLodevY865T5Hbk+Tfki16aMADRmtS7cL7/8cs2dO1dXXHGFxo8fr5iYGI0cObLi+KZNm9SpU6d6SRIAAABobIa2CdF1ncMssdnfFmj13mKbMgLQWNW6cL/rrrt01113ae/evWrdurVeffXViullOTk5+vTTTzVq1Kh6SxQAAABobB7tHa0OkU5LbNJajzwlfpsyAtAY1XqNu9Pp1OTJkzV58uRqx2JjY5Wenl6niQEAAACNXYTLoecHxCptaaYObwi3p9Cn+z73aNbAOFtzA9B4nFRnDK/Xq61bt2rr1q3yer11nRMAAADQZJyb7NbtZ0RYYq/vKNJ7PxXZlBGAxuaECvdNmzZp1KhRSklJ0YABAzRgwAClpKQoLS1NmzZtqq8cAQAAgEbtgbOj1CXGOtn19596lFHksykjAI1JrafKb9y4UaNHj5bL5dI111yjzp07yzRNfffdd1qwYIFGjx6tJUuW6Oyzz67PfAEAAH6R6JgYSVKvQ4+9Ho99yaDZcDsNPT8wVkPey1D5oTnzmcV+3fGpR/MuiJNhGPYmCCCg1bpwf+yxx5SYmKj3339fLVu2tBy79957NXz4cD322GN666236jxJAAAAoLE7Kz5Y9/WI0mObjmwJt3RXsV77vlBXpYbbmBmAQFfrqfJffPGFrr/++mpFuyS1bNlS119/vTZs2FCnyQEAAABNyZ3dItQr0WWJ3fe5V7vzy23KCEBjUOvC3TRNOZ3OGo87HA6ZplnjcQAAAKC5C3IYen5ArEKdR6bG55aZ+t06j/ycSwOoQa0L9x49emjOnDnKycmpdiwnJ0dz585lfTsAAABwHKnRLj3SK8oSW72vRLO/LbApIwCBrtZr3B944AGNqRLsagAAIABJREFUGzdOvXr10lVXXaXU1FRJ0nfffafXX39deXl5mjlzZr0lCgAAADQVN50eriW7irVmX0lF7JEvcnVBa7dSo13HGAmgOap14X7uuefqrbfe0oMPPqhnn33Wcqx79+7605/+pL59+9Z5ggAAAEBT4zAMPXdejPovOqDcsoNT5It8pm5Zk6MVoxMV5KDLPIAjal24S1L//v21atUqHThwQLt27ZIktWvXTklJSfWSHAAAANBUtY0I0hN9ojVp3ZEtCTdmlumpr/N1z1mRNmYGINCcUOF+WFJSEsU6AAD4f/buND6q+uz/+Hcy2UP2xEBCAAMRZKcKUhQKRMISNgEFRRSVgrZatWoryiIutQq9XW5FKFiloPgPpELYQWXnLkURigg0VlaVhJksZJ9kZv4PwOAREgZIOFk+79eLB3Odc37nmouAfpkz5wC4Qne2CtSqYyVadaykovbnL0+rX1M/dYr0NbEzALVJpcF9+/btl7XgzTfffNnNAAAAAA2JxWLR6z3CtDMrS7YSlySp3C09tCVHG4deIz8rl8wDqCK4Dx48WBaL539RuN1uWSwWZWdnV0tjAAAAQEMQHWDVaz3CNO6zc/8f/XVuuf60+7RmdA01sTMAtUWlwX3FihVXsw8AAACgwRrSPEBjWgboo/8WV9Te/KpAA5r565cxfiZ2BqA2qDS433LLLTV64nnz5um9997T8ePHJUlt2rTRk08+qf79+5+376OPPqoFCxbohRde0COPPFJRLy0t1ZQpU5SWlqaSkhL16tVLf/nLXxQXF1ejvQMAAADV7c83hWnrDw59V+SUJLklPbQ1R9uGXaNGPl7mNgfAVB7/DVBYWFgRsi/k+PHjKioq8vjEsbGxmjFjhjZv3qyNGzeqV69eGjt2rL766ivDfsuXL9fu3bvVpEmT89aYPHmyVqxYoXfffVerV69Wfn6+Ro8eLafT6XEfAAAAQG0Q5uelt3uGGWpH8p2auivPpI4A1BYeB/dnnnlGd911V6Xbx44dq6lTp3p84pSUFPXr108JCQlq1aqVpk6dqkaNGmnXrl0V+xw7dkxPP/205s+fL29v48UBeXl5WrhwoZ5//nn16dNHnTt31ty5c7V//35t2rTJ4z4AAEDD4uzUSc5OnVTYpo2cnTqZ3Q5g0DvWX7++PshQe+9QkTacKKnkCAANgcfBfePGjRo8eHCl2wcPHqxPP/30sppwOp1KS0tTYWGhunXrJkkqLy/XhAkT9OSTT6p169bnHbNnzx6VlZWpb9++FbWmTZuqdevW2rlz52X1AQAA6r+CzZtVsHmzDixcqILNm81uBzjPjBtD1CrE+KHVI9tylFPqMqkjAGbz+DnumZmZaty4caXbY2JidPLkyUs6+f79+5WcnKySkhIFBQVp0aJFateunSTp5ZdfVnh4uB544IELHpuVlSWr1arIyEhDPTo6WllZWVWeNyMj45L6NEtd6bM+YvbmYfbmYfbmYfbmYfbmYO4X90wLL034t59cOvOUp5PFLj244bhebO24onWZvXmYvXnqwuwTExOr3O5xcI+KitKBAwcq3X7gwAGFhl7a4yoSExO1detW5eXlKT09XQ899JBWrlyp7Oxsffjhh9q6deslrSedeyzdxc5b22VkZNSJPusjZm8eZm8eZm8eZm8eZm8O5u6ZRElf67Rm/Tu/orbulLfGtIvWbdcGXtaazN48zN489WX2Hl8q369fPy1YsOCCl6Hv2rVLCxYsUL9+/S7p5L6+vkpISFCXLl00ffp0dejQQbNnz9bWrVt18uRJtW7dWpGRkYqMjNTx48c1ffp0tW3bVpJ0zTXXyOl0ym63G9a02WyKjo6+pD4AAACA2uYPnYPVIcLHUPv9/+XqZBE3YgYaGo8/cZ88ebI2bNigQYMG6dZbb1Xbtm1lsVi0f/9+ffLJJ4qJidGzzz57Rc24XC45HA5NmDBBw4YNM2wbOXKkRo4cqXvvvVeS1LlzZ/n4+Gjjxo26/fbbJUnfffedDh06pJtuuumK+gAAAADM5mu1aE7PcPVZkSXH2a+355S69ej2HH10a+RFrzIFUH94HNxjYmK0ceNGTZ8+XatWrdL69eslScHBwRo9erSmT5+umJgYj0/83HPPKTk5WXFxcSooKNDSpUu1bds2paamKjo6+rxPzb29vRUTE1NxmUNoaKjGjRunadOmKTo6WuHh4Xr22WfVrl079e7d2+M+AAAAgNqqXYSPnv1FiKZ/frqitu5EqRZmFOme64KqOBJAfeJxcJfOXJ7+zjvvyO12y2azye12Kzo6+rL+tS8zM1MTJ05UVlaWQkJC1K5dOy1dulRJSUker/GnP/1JVqtV9913n0pKStSrVy/NmTNHVqv1kvsBAAANQ6Nf/UqSdH1pqfz9/LizPGq9h9s10ppjJfpn1rkb0z2zM0+9mvipRfAl/e88gDrqsv6kWyyWK/4e+TvvvHNJ++/bt++8mr+/v2bOnKmZM2deUS8AAKDhsO7dK0nis0rUFVYvi97pGa5blmepsNwtSSood+s3W3O0cmCUvLhkHqj3PL45HQAAAABzXBvirRe6Gp/gtCPTodn7C0zqCMDVRHAHAAAA6oD7WgcqKc7PUHth92kdzC0zqSMAVwvBHQAAAKgDLBaL/vfmcIX6nrs0vtQpTdqSozKX28TOANQ0gjsAAABQR8QGWTWre5ihttdepll7803qCMDVQHAHAAAA6pBRCQEa3iLAUJu1N1+7TzkqOQJAXVfpXeWPHz9+WQvGx8dfdjMAAAAAqmaxWPSXX4ZqR2apsopdkiSnW3pwa442D71GAd7cZR6obyoN7h07drys57NnZ2dfUUMAAAAAqhbpb9WbN4dpzCfn/t/7P3nlev6LPL18U1gVRwKoiyoN7m+99ZYhuLvdbs2ZM0fHjh3THXfcoVatWsntduubb77R0qVL1axZM02aNOmqNA0AAAA0dAPiAzQuMVALM4oqau98XahBzQLUs4lfFUcCqGsqDe5jx441vH799ddVVFSkL7/8UhEREYZtTz/9tJKTk2W322umSwAAAADnealbqDb9UKrjBc6K2m+25Wj7sGsU4svtrID6wuM/zfPnz9f48ePPC+2SFBUVpXvvvVfz5s2r1uYAAAAAVC7E10vv9AzXT7/gerzAqWf+lWdaTwCqn8fB3WazqaysrNLt5eXlstls1dIUAAAAAM/c0thPD7ULMtQWZRRpzbFikzoCUN08Du4dO3bU/PnzdfTo0fO2HTlyRPPnz1fHjh2rtTkAAAAAFzf1F6FqHWr8FuyjO3JlL3FWcgSAuqTS77j/3EsvvaTbbrtN3bp108CBA9WqVStJUkZGhtauXStvb2+9+OKLNdYoAAAAgAsL8LZoTq9w3brylJzuM7WsYpce35GrBX0iLutpUQBqD4+De9euXfXpp5/qxRdf1IYNG7R8+XJJUmBgoJKTk/XMM8/o+uuvr7FGAQAAqkNebq6kMx8+JCYmmtwNUH26RPnqqU7B+vOe/Ipa+tESLfm2WHe0DDSxMwBXyuPgLkmtW7fWwoUL5XK5ZLPZ5Ha7FR0dLS8v7lgJAAAAmO2JTsFae7xEe+zn7k311D9zdUtjHg8H1GWXlbjdbre8vb0VGRlJaAcAAABqCR+vM5fM+1nP1fIcbj28LUdut3l9Abgyl5S6d+/ereHDhys2NlatWrXS9u3bJUl2u1133HGHNm/eXCNNAgAAAPBMmzAfTbsh1FD77PtSpZ28pIttAdQiHgf3f/3rXxo0aJAOHz6sMWPGyP2Tf7KLjIxUQUGBFi5cWCNNAgAAAPDcQ22DdHNjX0PtjcM++vZ0uUkdAbgSHgf3F154QS1bttTOnTs1bdq087b37NlTn3/+ebU2BwAAAODSeVksmn1LuBp5n7ubfInLoge35KjUyTXzQF3jcXDfvXu37r77bvn7+1/wcRJxcXHKzMys1uYAAACqW8Cjjyrg0UfV/KWXFPDoo2a3A9SY5sHe+tNNxkvm/3XKoXGf2VVSTngH6hKPv+ji5eVV5Y3oMjMzFRAQUC1NAQAA1BTfBQskSdFnXxe/8YZ5zQA1bFxioFYdLda6E6UVtfUnSjXmU7s+TIpQoDc3mgbqAo//pHbu3Flr16694DaHw6ElS5aoW7du1dYYAAAAgCtjsVj01i3hahVi/Lxu0/elGrXervwyl0mdAbgUHgf33//+99qyZYsefvhh7du3T5J08uRJffLJJxo6dKgOHz6sJ554osYaBQAAAHDpogOsWjUwSgmBxpC+I9OhkevsynMQ3oHazuPg3qdPH82dO1erVq3SbbfdJkl66KGHdPvtt+vgwYOaP3++unbtWmONAgAAALg8MYFWze1Qog4RPob6v045NHydTTmlhHegNrukhzmOGjVKgwYN0saNG/Xf//5XLpdL1157rZKSktSoUaOa6hEAAADAFQrzkdIHRGnkept228oq6l/ayjRkrU3L+kcqyt9qYocAKuNxcN++fbtat26tqKgopaSknLfdbrfr4MGDuvnmm6u1QQAAAADVI9zPSx/3j9IdG+zameWoqH+VXabBa2xa3j9KMYGEd6C28fhS+SFDhmjjxo2Vbt+8ebOGDBlSLU0BAAAAqBmhvl5KS47ULY19DfWDueVKWWPTd4VOkzoDUBmPg7vbXfWzHh0OR5WPiwMAAABQOzTy8VJqv0j1ifUz1L85Xa5Bq0/paH65SZ0BuJAqL5U/ffq08vLyKl5nZ2fr+PHj5+2Xm5urtLQ0NWnSpPo7BAAAAFDtAr29tDgpUvdutBue8360wKmUNTalD4hSQsgl3RILQA2p8k/i7Nmz9eqrr0o68wzIyZMna/LkyRfc1+12a+rUqdXfIQAAAIAa4e9t0cK+kbp/U7ZWHiupqJ8odCplzSkt7x+l68J8qlgBwNVQZXDv3bu3/P395Xa79fzzz2vEiBHq0KGDYR+LxaLAwEB16dJFN954Y402CwAAAKB6+Voteq9PhB7ckqO0w8UV9R+KXEpZY9PyAVFqG054B8xUZXDv3r27unfvLkkqLS3VkCFD1K5du6vSGAAAAICrw8fLor/2Cpev1aLF3xRV1E+VuDR4jU0f949Up0jfKlYAUJM8vpvc008/fcHQfvLkSR08eLBamwIAAABwdVm9LHr7ljDde12goZ5d6tLQtTZ9ccpRyZEAaprHwf3999/XpEmTDLUnnnhCbdu2VY8ePdSzZ0/Z7fZqbxAAAADA1eFlsej1HmGaeH2QoZ7ncGv4Opv+mVlayZEAatIlBffg4OCK11u2bNHf/vY3jRo1StOmTdPhw4c1a9asGmkSAACguuRv2qT8TZv09d//rvxNm8xuB6h1LBaLXrkpVI+0b2So55e5NXK9XVt+ILwDV5vHz3c4evSo7r777orXy5YtU1xcnObMmSMvLy/l5eXp448/1ssvv1wjjQIAAFQHV+fOkqSioCC5EhNN7gaonSwWi56/MUR+Votm7c2vqBeWu3XHBps+SIpUUpy/iR0CDYvHn7g7HA75+Jy7m+TGjRt16623ysvrzBIJCQk6efJk9XcIAAAA4KqzWCya8osQPdsl2FAvcUp3fmLX2uPFlRwJoLp5HNybN2+uTWcvJ9u9e7eOHDmivn37VmzPysoyXEoPAAAAoO57qnOIXrgxxFBzuKS7P83W8iOEd+Bq8Di433///Vq2bJl69OihESNGKC4uTv369avY/s9//lNt2rSpkSYBAAAAmOeRDsF69aZQQ63cLd2/KVtLvy2q5CgA1cXj77hPmDBBvr6+Wr9+vTp16qTHHntMAQEBkqScnBydOnVK999/f401CgAAAMA8E9s2kq/Vosd35Mp9tuZ0S7/enKNSp1tjE4OqPB7A5fM4uEvSPffco3vuuee8enh4eMVl9AAAALWZz/vvS5KiMjPlExOjsvHjzWwHqFPGtw6Sr5f08PZcuc6md7ek327LVZnrzHYA1e+SgjsAAEBdF/jYY5KkFmdf5xHcgUtyV2KQ/KwWTdySI6f7XP2xHbkqcbr1YNtGlR8M4LJ4HNyHDBly0X0sFovS09OvqCEAAAAAtdvIhED5Wi26f1O2ylzn6k/vzJPD6dbvOnDTaqA6eXxzOpfLJbfbbfhVXl6uw4cPa9u2bfr+++/lcrkuvhAAAACAOm9I8wAt6hspP6uxPu3z03p1z2lzmgLqKY8/cV+1alWV2x5//HG999571dIUAAAAgNqvf7y/FidFauyn2Sr+yXXzf/oyXw6n9OwvgmWxWEzsEKgfPP7EvSopKSkaNWqUnnnmmepYDgAAAEAd0TfOX6n9IhXkbQzos/6dr6m7TsvtdldyJABPVUtwl6TrrrtOu3fvrq7lAAAAANQRPZv46R/JkQrxMYb3t/YX6A878+QivANXpNqC+4YNGxQSElJdywEAAACoQ26K8dOy/lEK9TWG93kHCvX4jlzCO3AFPP6O+yuvvHLBel5enrZt26Z9+/bpySefrLbGAAAAANQtv4j21YoBURq+zq7s0nM3rl7wnyKVOt16+5ZwWb34zjtwqTwO7n/+858vWA8LC1NCQoLefPNN3X333dXWGAAAAIC6p2Okr1YOjNLwdTZlFZ8L7x/9t1hlLmlOr3D5EN6BS+JxcM/JyanJPgAAAADUE23DfbRqYJSGrrXph6Jz4T3tcLFKnW79rXeEfK2Ed8BT1fYddwAAAAD4UWKoj1YPjFbTIOOD3lceK9G4z+wqKec774CnCO4AAAAAasS1Id5aPShKLYKN4X3diVLd+aldReWuSo4E8FOVBvfw8HBFRkbK4XBUvI6IiLjor+joaLVp00aTJk2SzWa7am8EAAAAQO3TrJG3Vg+MVqsQ47d0N35fqts32FVQRngHLqbS77j/4Q9/kMVikbe3t+H1xTidTp08eVLLly9Xfn6+Pvzww+rrFgAAAECdExtk1aqzN6w7kFteUd9+0qGR6+1K7RepUF8uBgYqU2lwnzx5cpWvL+a6667TzJkzL68rAACAGlL0+uuSpKzMTF0TE2NyN0DDERNoPXu3ebv2ZZdV1HdmOTR8nU3/SI5SuB/hHbgQj+8qf6mGDBmiyMjImloeAADgspSNHy9JsmVkKDwx0dxmgAYm0t+q9AFRGrnept22c+H9S1uZhq616eP+kYryt1axAtAwVRrcFy9efFkL3nnnnZKkFi1aqEWLFpe1BgAAAID6KdzPSx/3j9IdG+zameWoqO/LLtOQNTYt6x+lmEDCO/BTlQb33/zmN+fVfvyOu9vtvmBdOhfcAQAAAOBCQn29lJYcqTGf2LXt5LnwfiC3XClrbEofEKXYIMI78KNKg/vevXsNr/Pz8/Xggw8qODhYkyZNUqtWreR2u/XNN99o7ty5Kiws1Jw5c2q8YQAAAAB1XyMfL6X2i9TYT7O18fvSivo3p8s1aM0ppQ+IUrNGNfbNXqBOqfTuD82aNTP8mjt3rsLDw7Vq1SoNGzZM7dq1U/v27TV8+HCtWrVKoaGhmjt37tXsHQAAAEAdFujtpcVJkerf1M9QP5Lv1KDVNh0+XV7JkUDD4vFtG1esWKEhQ4Zc8JFwXl5eGjp0qFasWFGtzQEAAFQ3rz175LVnjwIPHJDXnj1mtwM0eP7eFi3sG6nBzfwN9ROFTg1ac0oZeWWVHAk0HB5fe1JeXq5jx45Vuv3IkSMqK+MPFQAAqN2Ce/eWJLU9+zovN9e0XgCc4Wu16L0+EXpwS47SDhdX1H8ocinl7A3r2ob7mNghYC6PP3Hv27ev/vrXv2rJkiWGm9O53W6lpqZq/vz5SkpK8vjE8+bNU48ePRQfH6/4+Hj169dP69atq9j+4osvqmvXroqNjVXz5s01dOhQ7dy507BGSkqKwsLCDL/uv/9+j3sAAAAAUDv4eFn0117hurNVoKGeVezS4DU27bU7KjkSqP88/sT91Vdf1cGDBzVp0iRNmTJF1157rSwWi7799ltlZWUpMTFRf/7znz0+cWxsrGbMmKGWLVvK5XJp8eLFGjt2rDZt2qT27dsrMTFRs2bNUvPmzVVcXKzZs2dr1KhR+uKLL3TNNddUrDN27FhNmzat4rW/v/+FTgcAAACglrN6WfT2LWHy9ZIW/Keoop5d6jrznPfkKP0i2tfEDgFzeBzcY2JitGXLFr3//vtav369jh8/Lrfbrfbt2ys5OVn33nvvJYXmlJQUw+upU6fq3Xff1a5du9S+fXuNHj3asP2ll17SwoULtW/fPsMn+4GBgYqJifH4vAAAAABqLy+LRa/1CJOv1aJ5Bwor6nkOt4ats2lJv0h1j/GrYgWg/rmk5yv4+flp0qRJmjRp0gW3f/3112rbtu0Ft1XF6XRq2bJlKiwsVLdu3c7b7nA4tGDBAoWEhKhDhw6GbWlpaUpLS9M111yjW2+9VX/84x8VHBx8yT0AAAAAqB28LBa9elOo/Lwsemt/QUU9v8ytkevt+ujWSPVsQnhHw3HFD0Y8efKklixZotTUVO3fv1/Z2dkeH7t//34lJyerpKREQUFBWrRokdq1a1exfe3atXrggQdUVFSkxo0b6+OPPzZcJn/77bcrPj5ejRs31sGDBzVjxgx99dVXWrZs2ZW+LQAAAAAmslgseqFriPytFs36d35FvbDcrds32PRhUqT6xvE1WTQMltzcXPfFdzMqKChQenq6UlNTtW3bNjmdTl1//fUaMGCA4fvmF+NwOHTixAnl5eUpPT1dCxYs0MqVKys+tS8sLFRmZqbsdrsWLFigzZs3a8OGDWrcuPEF1/viiy+UlJSkTZs2qXPnzpWeNyMj49LeMAAAqDdu7NrV8PrzXbtM6gSAp9495q05x4zfbfexuPXK9aXqGeEyqSug+iQmJla53ePg7nQ69cknnyg1NVVr1qxRcXGxLBaLJkyYoN/+9rdq3rz5FTc7bNgwxcfH66233rrg9l/84hcaM2aM/vCHP1xwu8vlUnR0tObNm6cRI0ZccT9mysjIuOhvHmoGszcPszcPszcPs7/6QsPCDK95HNzVxc+8eer67N/cl69pn5821Hy8pHd/FaGhLQJM6sozdX32dVl9mf1FHwf3+eef66mnnlLr1q01ZswYHThwQE888YSWLVsmt9ut3r17V0tol84Eb4ej8sc8XGz7/v375XQ6uVkdAAAAUM/8rkOwXrkp1FArc0n3bcpW2rdFlRwF1A9Vfsf9hhtu0OHDh9W0aVONGzdOo0aNqvgO+rFjx67oxM8995ySk5MVFxengoICLV26VNu2bVNqaqpOnz6tN998UwMGDFBMTIzsdrvmzZun77//XsOHD5ckHT58WKmpqUpOTlZERIQOHTqkKVOmqGPHjurevfsV9QYAAACg9pnUtpH8rBY9viNXP1427HRLv96So1KnW3clBpnaH1BTqgzu3377rZo3b64pU6Zo0KBBCgwMrLYTZ2ZmauLEicrKylJISIjatWunpUuXKikpSUVFRTpw4IAWLVqk7OxsRUREqEuXLlq9erXat28vSfLx8dHmzZs1Z84cFRYWKi4uTsnJyXr66adltVqrrU8AAAAAtcf41kHy9ZIe3p4r19n07nJLv92WK4frzHagvqkyuL/99ttasmSJJk2apICAAPXv318jR45Uv379rvjE77zzTqXbAgMD9cEHH1R5fNOmTbV69eor7gMAAABA3XJXYpB8rRZN2pIj59nw7pb02I5clTrdmtS2kan9AdWtyuB+11136a677lJmZqZSU1OVmpqqsWPHKiQkRLfccossFossFsvV6hUAAAAAJEmjEgLl62XRA5uzVfaTG8v/cWeeHE63HukQbF5zQDW76M3pJCkmJkaPPPKItm7dqh07dui+++7T3r175Xa79fDDD+uhhx5Senq6CgsLa7pfAAAAAJAkDW0RoIV9I+T7s1Qz9fPTmrnn9IUPAuqgKj9xv5Drr79ezz33nJ577jlt3bpV/+///T+lp6fro48+kr+/v3744Yea6BMAAKBaOO69V5KUl5en0NDQi+wNoLYbEB+gj26N1F2f2lXiPFd/6ct8lTqlZ38RzFXCqPMuObj/VM+ePdWzZ0/95S9/0erVq5WamlpdfQEAANSI4jfekCQdrSfP9gUg9Y3z15J+URrziV2F5e6K+qx/56vU5dbzN4YQ3lGneXSp/MX4+fnptttu0+LFi6tjOQAAAAC4JD2b+CktOVLBPsaA/r9fFegPO/PkcrsrORKo/aoluAMAAACA2brH+GlZ/yiF+hrD+7wDhXp8Ry7hHXUWwR0AAABAvXFDtK/SB0Qpws8YdRb8p0i/2Zojp4vwjrqH4A4AAACgXukU6auVA6MU7W+MOx/9t1gTt+SojPCOOobgDgAAAKDeaRvuo1UDo9Qk0Bh50g4X676N2XI4Ce+oOwjuAACgQQkNC1NoWJhu7NpVoWFhZrcDoAZdF+aj1QOj1TTIaqivPFaicZ/ZVVJOeEfdQHAHAAAAUG9dG+Kt1YOi1CLYGN7XnSjVnZ/aVVTuMqkzwHMEdwAAAAD1WrNG3lo1MFqtQrwN9Y3fl+r2DXYVlBHeUbsR3AEAAADUe3FBVq0aGKU2Ycbwvv2kQyPX25XnILyj9iK4AwAAAGgQYgKtWjkwSu0jfAz1nVkODV9nU04p4R21E8EdAAAAQIMR5W/VigFR6hJlDO9f2so0dK1NthKnSZ0BlSO4AwAAAGhQwv28tKx/lLpF+xrq+7LLNGSNTZlFhHfULgR3AAAAAA1OqK+X0vpH6ubGxvB+ILdcKWts+r6Q8I7ag+AOAAAAoEEK9vHSkn6R6hPrZ6h/c7pcg9ac0rGCcpM6A4wI7gAAAAAarEBvLy1OilRyU2N4P5Lv1KDVNh0+TXiH+QjuAAAAABo0f2+LFvWN1OBm/ob6iUKnBq05pYy8MpM6A84guAMAAABo8HytFr3XJ0Ijrg0w1H8ocilljU1f5xByefC3AAAgAElEQVTeYR6COwAAAABI8vGyaF6vcI1paQzvWcUuDV5j0167w6TO0NAR3AEAAADgLKuXRbN7huue6wIN9exSl4autWn3KcI7rj5vsxsAAAC4mpydOkmSSkpL5e/nd5G9ATREXhaLXu8RJj+rRfMOFFbU8xxuDVtn05J+keoew98fuHoI7gAAoEEp2LxZkpSRkaHExESTuwFQW3lZLHr1plD5eVn01v6Cinp+mVsj19v10a2R6tmE8I6rg0vlAQAAAOACLBaLXugaoic7BhvqheVu3b7Bps++KzGpMzQ0BHcAAAAAqITFYtGUG0L0bBdjeC9xSmM+sWvt8WKTOkNDQnAHAAAAgIt4qnOInr8xxFBzuKRxn2Ur/QjhHTWL4A4AAAAAHvhdh2C9clOooVbmku7blK20b4tM6goNAcEdAAAAADw0qW0jvd4jTJaf1Jxu6ddbcvRhRmGlxwFXgrvKAwCABqXRr34lSbr+7OPgfrzLPAB4anzrIPl6SQ9vz5XLfabmcku/3ZYrh+vMdqA6EdwBAECDYt27V5LE/1YDuBJ3JQbJ12rRpC05cp4N725Jj+3IVanTrUltG5naH+oXLpUHAAAAgMswKiFQ7/WOkM/PUtUfd+bpf/flm9MU6iWCOwAAAABcpqEtArSwb4R8f5aspn5+WjP3nDanKdQ7BHcAAAAAuAID4gP00a2R8rca6y99ma8Xvzgtt9ucvlB/ENwBAAAA4Ar1jfPXkn5RCvK2GOqz/p2vN4/4yE16xxUguAMAAABANejZxE9pyZEK9jGG90Xf+egPO/PkIrzjMhHcAQAAAKCadI/x07L+UQr1NYb3eQcK9fiOXMI7LgvBHQAAAACq0Q3RvkofEKUIP2PcWvCfIv1ma46cLsI7Lg3BHQAAAACqWadIX60cGKVof2Pk+ui/xZq4JUdlhHdcAoI7AAAAANSAtuE+WjUwStG+LkM97XCx7tuYLYeT8A7PENwBAAAAoIZcF+ajv3YoVdMg47PiVh4r0bjP7CopJ7zj4gjuAAAAAFCDmga4tXpQlFoEG8P7uhOluvNTu4rKXZUcCZxBcAcAAACAGtaskbdWDYxWqxBvQ33j96W6fYNdBWWEd1SO4A4AAAAAV0FckFWrBkapTZgxvG8/6dDI9XblOQjvuDCCOwAAaFDycnOVl5urz3ftUl5urtntAGhgYgKtWjkwSu0jfAz1nVkODV9nU04p4R3nI7gDAAAAwFUU5W/VigFR6hJlDO9f2so0dK1NthKnSZ2htiK4AwAAAMBVFu7npWX9o9Qt2tdQ35ddpiFrbMosIrzjHII7AAAAAJgg1NdLaf0jdXNjY3g/kFuulDU2fV9IeMcZBHcAAAAAMEmwj5eW9ItUn1g/Q/2b0+UatOaUjhWUm9QZahOCOwAAAACYKNDbS4uTIpXc1Bjej+Q7NWi1TYdPE94bOu+L7wIAAFB/BDz6qCSpeV6eAkJDVfzGGyZ3BACSv7dFi/pG6v5N2Vp5rKSifqLQqUFrTil9QJQSQ32qWAH1GZ+4AwCABsV3wQL5Llig6GXL5LtggdntAEAFX6tF7/WJ0IhrAwz1H4pcSllj09c5ZSZ1BrMR3AEAAACglvDxsmher3CNaWkM71nFLg1eY9Neu8OkzmAmgjsAAAAA1CJWL4tm9wzXPdcFGurZpS4NXWvT7lOE94aG4A4AAAAAtYyXxaLXe4Tp19cHGep5DreGrbPpn5mlJnUGMxDcAQAAAKAW8rJY9OpNoXq4XSNDPb/MrZHr7dr6A+G9oSC4AwAAAEAtZbFY9ELXED3ZMdhQLyx36/YNNn32XUklR6I+IbgDAAAAQC1msVg05YYQPdvFGN5LnNKYT+xae7zYpM5wtRDcAQAAAKAOeKpziJ6/McRQc7ikcZ9lK/0I4b0+I7gDAAAAQB3xuw7BeuWmUEOtzCXdtylbad8WmdQVahrBHQAAAADqkEltG+n1HmGy/KTmdEu/3pKjDzMKTesLNYfgDgAAAAB1zPjWQXr7ljB5/SS9u9zSb7fl6v1DhPf6huAOAAAAAHXQXYlB+muvcFl/Et7dkh7bkau5XxeY1heqn2nBfd68eerRo4fi4+MVHx+vfv36ad26dRXbX3zxRXXt2lWxsbFq3ry5hg4dqp07dxrWKC0t1VNPPaWEhATFxsZqzJgx+u677672WwEAAAAAU4xKCNR7vSPk87Nk98edefrfffnmNIVqZ1pwj42N1YwZM7R582Zt3LhRvXr10tixY/XVV19JkhITEzVr1izt2LFDa9euVfPmzTVq1ChlZWVVrDF58mStWLFC7777rlavXq38/HyNHj1aTqfTrLcFAAAAAFfV0BYBWtg3Qr4/S3dTPz+tmXtOm9MUqpW3WSdOSUkxvJ46dareffdd7dq1S+3bt9fo0aMN21966SUtXLhQ+/btU1JSkvLy8rRw4UK9/fbb6tOnjyRp7ty56tChgzZt2qSkpKSr9l4AAEDdkb9pkyTp+LFjim/WzNxmAKCaDIgP0Ee3RuquT+0q+cnnmC99ma9Sp/TsL4JlsVgqXwC1Wq34jrvT6VRaWpoKCwvVrVu387Y7HA4tWLBAISEh6tChgyRpz549KisrU9++fSv2a9q0qVq3bn3eJfUAAAA/cnXuLFfnziq6/nq5Onc2ux0AqDZ94/y1pF+UgryNAX3Wv/M17fPTcrvdJnWGK2XJzc017Xdv//79Sk5OVklJiYKCgjRv3jz179+/YvvatWv1wAMPqKioSI0bN9aiRYt0ww03SJKWLFmiBx98UDabzfAvR0OGDFHLli31+uuvV3rejIyMmntTAAAAAGCivae99Oh+PxU6jQH+jiZleiKhzHAnetQOiYmJVW437VJ56UxzW7duVV5entLT0/XQQw9p5cqVatu2rSSpZ8+e2rp1q+x2uxYsWKDx48drw4YNaty4caVrut3ui14CcrGh1AYZGRl1os/6iNmbh9mbh9mbh9mbh9mbg7mbh9mb52rPPlHStc0cGrHepjzHuc9pU3/wUUBwqF7rESavBnLZfH35uTf1UnlfX18lJCSoS5cumj59ujp06KDZs2dXbA8KClJCQoK6du2qt956Sz4+Pvr73/8uSbrmmmvkdDplt9sNa9psNkVHR1/V9wEAAAAAtckN0b5KHxClCD9j5FvwnyL9ZmuOnC4um69LasV33H/kcrnkcDg82t65c2f5+Pho48aNFdu/++47HTp0SDfddFON9woAAAAAtVmnSF+tHBilaH9j7Pvov8WauCVHZYT3OsO0S+Wfe+45JScnKy4uTgUFBVq6dKm2bdum1NRUnT59Wm+++aYGDBigmJgY2e12zZs3T99//72GDx8uSQoNDdW4ceM0bdo0RUdHKzw8XM8++6zatWun3r17m/W2AABALefz/vuSpKjMTPnExKhs/Hgz2wGAGtU23EerBkZp2DqbfihyVdTTDher1OnW33pHyNfaMC6br8tMC+6ZmZmaOHGisrKyFBISonbt2mnp0qVKSkpSUVGRDhw4oEWLFik7O1sRERHq0qWLVq9erfbt21es8ac//UlWq1X33XefSkpK1KtXL82ZM0dWq9WstwUAAGq5wMcekyS1OPs6j+AOoJ67LsxHqwdGa8ham04UnntW3MpjJRr3mV0L+kTK35vwXpuZFtzfeeedSrcFBgbqgw8+uOga/v7+mjlzpmbOnFmdrQEAAABAvXJtiLdWD4rS0LU2Hck/F97XnSjVnZ/a9UFShAK9a9U3qfET/M4AAAAAQAPQrJG3Vg2MVqsQ4+e3G78v1e0b7Cooc1VyJMxGcAcAAACABiIuyKpVA6PUJswY3refdGjkervyHIT32ojgDgAAAAANSEygVSsHRql9hI+hvjPLoeHrbMopJbzXNgR3AAAAAGhgovytWjEgSl2ijOH9S1uZhq61yVbirORImIHgDgAAAAANULifl5b1j1K3aF9DfV92mYassSmziPBeWxDcAQAAAKCBCvX1Ulr/SN3c2BjeD+SWK2WNTd8XEt5rA4I7AAAAADRgwT5eWtIvUn1i/Qz1b06Xa9CaUzpWUG5SZ/gRwR0AAAAAGrhAby8tTopUclNjeD+S79Sg1TYdPk14NxPBHQAAAAAgf2+LFvWN1OBm/ob6iUKnBq05pYy8MpM6A8EdAAAAACBJ8rVa9F6fCI24NsBQ/6HIpZQ1Nn2dQ3g3A8EdAAAAAFDBx8uieb3CNaalMbxnFbs0eI1Ne+0OkzpruAjuAAAAAAADq5dFs3uG657rAg317FKXhq61afcpwvvV5G12AwAAAFdT0euvS5KyMjN1TUyMyd0AQO3lZbHo9R5h8rNaNO9AYUU9z+HWsHU2LekXqe4xflWsgOpCcAcAAA1K2fjxkiRbRobCExPNbQYAajkvi0Wv3hQqPy+L3tpfUFHPL3Nr5Hq7Pro1Uj2bEN5rGpfKAwAAAAAqZbFY9ELXED3ZMdhQLyx36/YNNn32XYlJnTUcBHcAAAAAQJUsFoum3BCiZ7sYw3uJUxrziV1rjxeb1FnDQHAHAAAAAHjkqc4hev7GEEPN4ZLGfZat9COE95pCcAcAAAAAeOx3HYL1yk2hhlqZS7pvU7bSvi0yqav6jZvTAQCABsVrzx5JUuCxY/IqLJSrc2eTOwKAumdS20bys1r0+I5cuc/WnG7p11tyVOp0667EIFP7q28I7gAAoEEJ7t1bktT27Ou83FzTegGAumx86yD5ekkPb8+V62x6d7ml327LlcN1ZjuqB5fKAwAAAAAuy12JQfprr3BZLedqbkmP7cjV3K8LKj0Ol4bgDgAAAAC4bKMSAvVe7wj5/Cxd/nFnnv53X745TdUzBHcAAAAAwBUZ2iJAC/tGyPdnCXPq56c1c89pc5qqRwjuAAAAAIArNiA+QB/dGil/q7H+0pf5enH3abnd7gsfiIsiuAMAAAAAqkXfOH8t6RelIG+LoT5rb76mf054v1wEdwAAAABAtenZxE9pyZEK9jGG9ze/KtAfd+YR3i8DwR0AAAAAUK26x/hpWf8ohfoaw/tfDxTq8R25chHeLwnBHQAAAABQ7W6I9lX6gChF+Blj5/v/KdJvt+XK6SK8e4rgDgAAAACoEZ0ifbVyYJSi/Y3Rc/E3RZq4JUdlhHePENwBAAAAADWmbbiPVg2MUpNAY/xMO1ys+zdly+EkvF8MwR0AAAAAUKOuC/PR6oHRahpkfFbciqMlGveZXSXlhPeqENwBAAAAADXu2hBvrR4UpeaNjOF93YlS3fWpXUXlLpM6q/0I7gAAAACAq6JZI2+tHhStliHG8P7Z96W6Y4NdBWWE9wvxNrsBAACAq8lx772SpLy8PIWGhprcDQA0PHFBVq0aGK3h62w6mFteUd920qGR6+1K7RepUF8+Y/4pgjsAAGhQit94Q5J0NCNDiYmJJncDAA1T40CrVg6M0vB1dn2VXVZR35nl0G3rbPpHcpTC/AjvP2ISAAAAAICrLsrfqhUDotQ50sdQ320r05C1NtlLnCZ1VvsQ3AEAAAAApgj389LyAVHqFu1rqO/LLtPgNTZlFRPeJYI7AAAAAMBEob5eSusfqR4xxvB+ILdcKWts+r6Q8E5wBwAAAACYKtjHS0uTI9U71s9Qz8gr16A1p3SsoLySIxsGgjsAAAAAwHSB3l76KClSyU2N4f1IvlODVtt0+HTDDe8EdwAA0KCEhoUpNCxMN3btqtCwMLPbAQD8hL+3RQv7Riqlmb+hfqLQqZQ1p5SRV1bJkfUbwR0AAAAAUGv4WS16v0+EbmsRYKh/X+RSyhqbDuQ0vPBOcAcAAAAA1Co+XhbN+1W4Rrc0hvesYpcGr7Hp33aHSZ2Zg+AOAAAAAKh1vL0smn1LuO65LtBQt5e6NHStTbtPNZzwTnAHAAAAANRKVi+LXu8Rpl+3CTLUcx1uDV9n087MUpM6u7oI7gAAAACAWsvLYtGr3UP123aNDPXTZW6NWG/XtpP1P7wT3AEAAAAAtZrFYtGLXUP0REdjeC8sd+v29XZt/K7EpM6uDoI7AAAAAKDWs1gsmnpDqJ7pEmyoFzvdGvOpXeuO19/wTnAHAAAAANQZf+gcohk3hhhqpU7p7s/sWnG02KSuahbBHQAAAABQpzzaIVh/vinUUCtzSeM3Zusf3xaZ1FXNIbgDAAAAAOqcB9s20mu/DDPUnG5pwpYcLf6mfoV3b7MbAAAAAADgctzXJki+Vunhbblyn6253NJvtubI4XSrRz35qLqevA0AAAAAQEM0NjFIf+0VLqvlXM0t6dEduUr9vn58Vk1wBwAAAADUabe3DNTfekfI22Ksz/zWV8sO1/0b1tWPf34AAADwkLNTJ0lSSWmp/P38TO4GAFBdhrUIkG/fCN27MVsO15lalxCnkuPr/t/1BHcAANCgFGzeLEnKyMhQYmKiyd0AAKrTwGYBWnxrpMZ+alfHCF+92jJXgd51/0JzgjsAAAAAoN5IivNX+oAotQ7zUdbRXLPbqRYEdwAAAABAvdLtmjOXx2eZ3Ed1qfvXDAAAAAAAUI8R3AEAAAAAqMUI7gAAAAAA1GJ8xx0AADQojX71K0nS9WcfB/fjXeYBAKitCO4AAKBBse7dK0kKMrkPAAA8Zdql8vPmzVOPHj0UHx+v+Ph49evXT+vWrZMklZWVafr06erRo4diY2PVunVrTZgwQcePHzeskZKSorCwMMOv+++/34y3AwAAAABAjTDtE/fY2FjNmDFDLVu2lMvl0uLFizV27Fht2rRJ8fHx2rt3r5588kl16NBBp0+f1pQpUzRq1Cht375d3t7n2h47dqymTZtW8drf39+MtwMAAAAAQI0wLbinpKQYXk+dOlXvvvuudu3apfbt22vZsmWG7a+99pq6d++uQ4cOqV27dhX1wMBAxcTEXJWeAQAAAAC42mrFXeWdTqfS0tJUWFiobt26XXCf/Px8SVJYWJihnpaWpoSEBHXv3l1Tpkyp2A8AAAAAgPrAkpub6zbr5Pv371dycrJKSkoUFBSkefPmqX///uft53A4NGTIEIWHh+ujjz6qqL///vuKj49X48aNdfDgQc2YMUMJCQnnfVr/cxkZGdX+XgAAQN1wY9euhtef79plUicAAJyRmJhY5XZTg7vD4dCJEyeUl5en9PR0LViwQCtXrlTbtm0r9ikvL9eECRN08OBBrV69WhEREZWu98UXXygpKUmbNm1S586dr8ZbqDEZGRkX/c1DzWD25mH25mH25mH2V1/oz67ey8vNNamThomfefMwe/Mwe/PUl9mbeqm8r6+vEhIS1KVLF02fPl0dOnTQ7NmzK7aXl5frgQce0P79+7V8+fIqQ7skdenSRVarVd9++21Ntw4AAAAAwFVRq57j7nK55HA4JJ15JNz999+vAwcOaOXKlR7dgG7//v1yOp3crA4AAAAAUG+YFtyfe+45JScnKy4uTgUFBVq6dKm2bdum1NRUlZeX695779WXX36pxYsXy2KxKDMzU5IUEhKigIAAHT58WKmpqUpOTlZERIQOHTqkKVOmqGPHjurevbtZbwsAAAAAgGplWnDPzMzUxIkTlZWVpZCQELVr105Lly5VUlKSjh49qtWrV0uSevfubTju7bff1tixY+Xj46PNmzdrzpw5KiwsVFxcnJKTk/X000/LarWa8I4AAAAAAKh+pgX3d955p9JtzZs3V+5FbhTTtGnTinAPAAAAAEB9VSue4w4AAAAAAC7M1MfBAQAAAACAqvGJOwAAAAAAtRjBHQAAAACAWozgDgAAAABALUZwBwAAAACgFiO4AwAAAABQizXo4P4///M/6tOnj+Lj49WyZUuNHj1aX3/9tWEft9utl19+WW3atFHjxo2VkpKiAwcOGPaZNWuW+vfvr9jYWIWFhV3wXLt379awYcPUvHlzNWvWTEOHDtUXX3xRZX8nT57UhAkT1LVrV0VEROihhx46b58DBw7onnvuUadOnRQWFqaXX37Zo/eenp6uESNGqGXLlgoLC9PWrVsr3dftdmvkyJEKCwvT8uXLPVr/Yph91bNPSUlRWFiY4df999/v0foXw+wv/nP/xRdfaPjw4YqLi1PTpk2VnJwsu93u0Tkqw9wrn/vRo0fP+3n/8debb77p0Tmqwuyr/pnPzMzUxIkTdd111yk2NlY333yzUlNTPVr/Yph91bM/fPiwxo4dq5YtWyo+Pl7jx49XVlaWR+tfTEOdfVlZmaZPn64ePXooNjZWrVu31oQJE3T8+HHDfqWlpXrqqaeUkJCg2NhYjRkzRt99991F1/cEs6969u+//74GDx6sZs2aKSwsTEePHr3o2p5i9pXPPicnR0899ZS6du2qxo0bq127dvr973+v7Ozsi67vCWZf9c/97373O3Xu3FmNGzdWy5Ytdeedd+rQoUMXXf+nGnRw37Ztmx544AGtW7dO6enp8vb21vDhw5WTk1OxzxtvvKG3335br7zyij777DNFR0frtttuU35+fsU+paWlGjx48AV/ACSpoKBAI0eOVOPGjbV+/Xpt2LBBjRs31ogRIwzr/FxpaakiIiL02GOP6cYbb7zgPsXFxWrWrJmmTJmi5s2be/zei4qK1K1bN7300ksX3fett96S1Wr1eG1PMPuLz37s2LE6dOhQxa/XXnvN43NUhdlXPfvPP/9ct912m2655RZt2LBBmzZt0sMPPyxvb2+Pz3MhzL3yuTdt2tTws37o0CH95S9/kcVi0dChQz0+T2WYfdU/8w8++KD+85//6MMPP9SOHTs0ZswYTZo0Sdu3b/f4PJVh9pXPvrCwULfddpvcbreWL1+utWvXyuFwaMyYMXK5XB6fpzINdfZFRUXau3evnnzySW3evFkffvihvvvuO40aNUrl5eUV+02ePFkrVqzQu+++q9WrVys/P1+jR4+W0+n06DxVYfZVz76oqEh9+/bV008/7dG6l4LZVz77H374QT/88INmzJihHTt2aO7cudqxY4ceeOABj85xMcy+6p/7Ll26aPbs2dq5c6fS0tLkdrs1fPhwlZWVeXQeiee4GxQUFKhZs2b64IMPNHDgQLndbrVp00a//vWv9eSTT0o68xuamJioF154Qffdd5/h+OXLl+vee+9Vbm6uof7ll1+qT58+2rNnj1q0aCFJOnLkiDp37qyNGzeqS5cuF+1t9OjRioiI0DvvvFPpPr/85S81dOhQTZ482eP3bLfb1bJlS61YsUI9e/Y8b/uXX36pu+++W5s2bVJiYqIWLFigYcOGeby+p5i9cfYpKSlq27atZs6c6fF6l4vZG2efnJysnj17aurUqR6vdzmY+/l/3/zU8OHDZbFY9PHHH3u8vqeYvXH2cXFxeuWVV3T33XdX1Nq3b69JkybpkUce8fgcnmD252b/2WefaeTIkTp8+HDFp0p5eXlq0aKFPv74Y/Xu3dvjc3iiIc7+RwcPHlT37t21fft2tWvXTnl5eWrVqpXefvtt3XHHHZKkEydOqEOHDlq6dKmSkpIu+RxVYfbnZn+h/vfu3XtJ/yh2KZj9hWf/o/Xr12v06NE6evSoQkJCLvkcVWH2Vc/+q6++0i233KJdu3YpMTHRo3Ub9CfuP1dQUCCXy1XxH9CjR48qMzNTffv2rdgnICBAPXr00M6dOz1et1WrVoqKitKiRYtUWlqq0tJS/f3vf1fTpk3Vpk2ban8f1SU/P18PPPCAXnvtNUVHR9fouZj9+dLS0pSQkKDu3btrypQpVf4r4pVg9uecOnVK//rXvxQTE6MBAwYoMTFRAwcO1ObNm6v9XMy9ckeOHNHmzZs1fvz4Glmf2Rt1795dy5YtU3Z2tlwul1atWiW73a5f/epX1X4uZn9OaWmpLBaL/Pz8Kmr+/v7y8vLS//3f/1X7+Rry7H/87+eP733Pnj0qKyszvPemTZuqdevWl/TePcXsVeklzzWN2Vc9+/z8fPn5+SkwMLDaz8/sK599YWGhPvjgAzVt2lTNmjXzeF2C+088/fTT6tChg7p16ybpzPf+JJ0XWqOjoy/pO2jBwcFauXKl/vGPf6hJkyZq0qSJ/vGPf2jZsmUKCAiovjdQzX7/+98rKSlJycnJNX4uZm90++23a968eVqxYoWeeuoppaena9y4cTVyLmZ/zpEjRyRJL7/8ssaOHaulS5fql7/8pUaMGKF9+/ZV67mYe+X+/ve/KzIyUoMGDaqR9Zm90XvvvSeLxaKEhARdc801mjhxoubPn6+OHTtW+7mY/Tldu3ZVo0aNNG3aNBUWFqqwsFBTpkyR0+msmEt1aqizdzgcmjJligYMGKC4uDhJUlZWlqxWqyIjIw37Xup79xSzPzf7q43ZVz773NxcvfTSS7rnnnuu+OuAF8Lsz5/9/PnzFRcXp7i4OH3yySdKT083/OPtxRDcz3rmmWf0z3/+UwsXLjzv+9wWi8Xw2u12n1erSnFxsR5++GF17dpVn3zyidatW6eOHTvqrrvuUmFhoSRV/CbGxcXp8ccfv/I3dFZqaqph7R07dnh03EcfffT/27u/kKb+P47jrzm2Uqdzpg5N0dQWZP7JqGRG9I9EoqsaZWBmUWIgBEYrKqH0IqLwIpSQwAozrNDSRUnEsiDBiExWKZWDrLBS1rIsbPb5XYjn275uNu18xR++HuDNdjx7nyeH4nO2HWGz2VBaWirbLN6w/Vg7duzA2rVrkZSUhE2bNqG6uhr37t1De3u7bPMBbP9vo98rzc/PR25uLlJTU1FSUoIlS5agurpatvnY3TuXy4Xa2lps27YNKpVKttlGsf1YZWVl6O/vx40bN2C1WlFUVITCwkLZL1axvbuwsDCcP38ed+7ckd51cTqdSE1Nlf2+MjO1vcvlwp49e+B0OlFZWfnH/U302H3B9r61/y+wvff23759Q05ODiIjI3H8+HHZZhvF9p7bm0wm3L9/Hzdv3kRCQgLy8vIwODjo8+vLfx54GhkAAAXlSURBVHnl/9ChQ4dQX1+PpqYm6bsSAKDX6wGMXJmNjo6WHu/r65vQR8evXr0Ku92O5uZm6eQ9d+4c4uLiYLFYsGXLFre7zQYFBf3lEf0jOzvb7QYMkZGRPv1eS0sLOjs7x1wpys/Px7Jly3D79m1Z5mN73yxevBhKpRLd3d1IS0uTYzy292D02BcsWOD2uMFgwNu3b2WZjd3Hd+vWLfT29mL79u2yzTWK7cey2+2oqqrCgwcPkJycDABITk5Ga2srqqqqcObMGVnmY3vP1qxZg/b2dvT390OpVCIkJAQGg0HW7/vO1PYulwu7du3C8+fPYbFYEBoaKj0XERGB4eFh9Pf3IywsTHq8r68PRqNRtvnYfmz7qcL23tt//foVJpMJAFBXV4fZs2fLNhvA9uO112q10Gq1SEhIwNKlSxEXF4fGxkZs3brVp9ef8Qt3s9mM+vp6WCwWGAwGt+diY2Oh1+thtVqRnp4OAPjx4wdaW1sndHXq+/fvUCgU8PP75wMOfn5+UCgU0jt88fHxMhzNWEFBQZM6YY8ePTrmpkRGoxGlpaXYsGGDLLOxve+ePXuG4eFh6R+9v8X2nsXGxiIyMhIvX750e/z169dYuHDhX8/F7n928eJFZGZmIjExUaapRrC9Z6NX+v/9johSqZTlzuYA2/ti9CPbLS0t+PTpE7Kzs+UYbca2//nzJ3bu3IkXL17AYrGM+b8zLS0NKpUKVqtVWsC8e/cOXV1dWL58uSyzsb3n9lOB7b23HxgYgMlkghAC165dg0ajkXU2tvf9vBdCQAiBoaEhn19/Ri/c9+/fj7q6OtTU1CAkJET67kVgYCA0Gg0UCgUKCwtx+vRpzJ8/H4mJiTh16hQCAwOxefNmaT89PT1wOBx48+YNAKCjowPAyEmj0WiwevVqlJSUoLi4GAUFBfj16xfKy8uhVCqxcuXKcWcc3deXL1+gUCjQ0dEBtVot3XxhaGgInZ2dAEZO/o8fP6KjowMajWbck9bhcKCnpwdOpxPAyLsuWq0Wer0eer0eUVFRiIqKGvN70dHRblfPJovtvbe32+24cuUK1q9fj9DQUHR1deHIkSNISUlBRkbGZHK7YXvv7RUKBYqKinDixAksWrQIKSkpaGhowKNHj3Dy5MnJ5Jawu/fuvx/b3bt3cfbs2Qm1/RO2997eYDAgPj4excXFKCsrQ2hoKCwWC6xWK2prayeT2w3bj3/e19TUwGAwIDw8HG1tbTh48CD27t3r8x2GxzNT27tcLuTl5eHJkye4fPkyFAqFdOzBwcHw9/eHVqtFbm4uSkpKEB4eDp1Oh8OHDyMpKUmWu/mzvff2wMh3nT98+IBXr14BALq6uuB0OhETEwOdTjfx4L9he+/tBwYGpD+ZdunSJQwODkoXb3U6HdRq9aSaj2J77+27u7vR2NiIVatWYc6cOXj//j3Ky8uhVquRlZXle+TPnz+LmfoDwOOP2WyWtnE4HMJsNgu9Xi9mzZoljEajePjwodt+cnJyPO6nqalJ2qahoUFkZGSI4OBgodVqxYoVK0Rzc/OkZoyJiZGef/r0qcdtMjMzx91vRUXFH4/d0ywXLlxg+/+4vc1mE0ajUeh0OqFWq8W8efNEQUGBsNvtbD9F5/2xY8dEdHS0CAgIEOnp6eL69evsPgXdDxw4IEJCQkRvb68s5zrb+9b+8ePHYuPGjSI8PFwEBASIpKQkUVlZyfZT0H7fvn0iIiJCqFQqkZCQIMrKyoTD4WD7v2jv7XcAiIqKCmm73t5esXv3bqHT6YS/v7/IysoSNpuN7aegvdls/uM2bC9/+6amJq/b/H5cbC9/e5vNJtatWyfCwsKESqUSc+fOFSaTSbS1tU2oMf+OOxEREREREdE0xrvKExEREREREU1jXLgTERERERERTWNcuBMRERERERFNY1y4ExEREREREU1jXLgTERERERERTWNcuBMRERERERFNY1y4ExEREREREU1jXLgTERERERERTWNcuBMRERERERFNY/8D0s2+lFCJeSkAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-09-28\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1045786144422543361\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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1hfmCCo+kk32uyYkTPtvp1cfhAf40uSqXK/iE+R6GyvXyDPNERJFne5ETr22TNn29tl0crmwbfiXoD3RLRKJShodzzDh9S18E8OA6M0pdXtzfNTGUwyOKeAzuRNRgdreIB9aWYO4B/yZ0kztr8UJvHRQMhuckPU6Oka3kGNnKP8xvLXIi1+TCtqJzDPNV1HKga3JNJ/vuBhU66hUM80REYcjpqSyRr13Ylh4nw6t9Q18iX5/bO2qRqBJwzx8lqL0r7NObSlHqFPFEj8Qm7YBPFE0Y3ImoQQoqPLjp12JsLHRKjisEYGY/PW7vyDK4QKsrzOfbqtbMV4X53CInTjYizG8xubClVpjXyIGuKUr00yrw1AUiNAp+oGoqcQ8+CABoY7EgTqdDxVtvhXhERBROZm4rw84St+TYG1l6pIRJiXx9rm0XD61CwG2/F8NRaxXYzG1lKHV68XJfHWQM70SNxuBORGf1V7ELN6wo8uuQrlcJmHNZKgY3j60mdKFkjJdjVLwco+oI89Vr5hsR5u0eYHOhC5sLVYjXl+GJHknBGjr5UM2ZAwBIq3rM4E5Ep+WanHh9u7RE/h/t4zCuTfiVyNdlTOs4fDfCgBtWFKG8VsnAf3eXw+oW8Xa2PqK3iSUKBQZ3IjqjxUcqcNeqEsmFFwAydQp8MywV7XV8Gwm1usL8KZun1qx85Zr5UxVnDvNz99sY3ImIQsxRVSJfu9Q8I06GV/rqQzeoczComRo/jjbg2l9MMDtr/jFf5tlgdXnx0aAUbm9K1Aj8xE1EdRJFEW/vsGLG5lKIPucua67GJ0NSoFezCV24yoiXY3R8nGQP3dNhfmtVmN/mE+YPlXlwotyD5trwLsMkIopmr+SWYrdZWiL/Zn89kiPwmtsrTYVFY9Iw4RcTCmpdb348ZEe5qwifDU1BvCLy/l1EocDfFCLy4/CIuHeNGc/WEdrv6qjFdyNSGdojUEa8HKNbxWF6jyR8OzwVeyY2Q580leRrcvIdIRodERFtKXTizb+skmM3XhgvuQkbabqmKLFkTBpa+twUXnHcgWt+KYLF2bClXUSxjp+8iUjCZPfgqmUmfLXPJjkuF4DX+ukwM0vPzvFRJDtDGtzX5Tvr+UoiIgomu1vElNUl8Na6Y948XoaX+oRvF/mGaq9TYOlYAy5Mkhb75uQ7ccVSE4rsnnqeSUSnMbgTUbVdJS4MXViIHJ/wplMJmD8yFXd2SgjRyChYso3SxoI5pzjjTkQUCi9vLcVei7RE/q3+yVFT4dYyQYElYw3omqKUHN9W5MLYxSacKGd4JzqT6HgnIKLztuyoHSMXFeKIVXrhbJ8kx4rxaRjSXFPPMymS9UlXoXb9xC6zG8Wc+SAialIbCxx4Z6e0RP7mzHiMaBld1960ODkWjTb4LdPaa3FjzOJCHCpz1/NMImJwJ4pxoiji3R1lmLiiCFafzvGDmqmxYnw6MnXKep5NkU6vlvnNfqwvYLk8EVFTqXCLmLLaLCmRb6mV48UoKJGvi14tw/ejUjHEZyvZw1YPRv9ciN0lrhCNjCi8MbgTxTCnR8QDa814apN/E7rbO8Rj/sjUiOxiS42TZfRZ536KwZ2IqKm8+Gcp9pVKZ5rf6a+HThW9198EpQzfDEvFuNbSioJTFV6MW2LCVhOvQ0S+ovcdgYjOqKiqCd3nedImdDIBeKWvDq9n6aFkE7qY0D/DZ507O8sTETWJnHwH3vcpkb+9QzwuaxFdJfJ10SgEzLksBde3l3bML3Z4ccVSE9ay5wqRBIM7UQzaY3Zh2KJCvw7iSUoBc4en4p7OCRAEhvZY4TvjnlvkgtXF7XmIiILJ5vbi3tUlkoq3VglyPN87Okvk66KQCZg9MBl3dtRKjpe5RFzziwnLj9lDNDKi8MPgThRjVhyrbEJ3qEzagKxtohzLx6dheJQ1wqGzS4+To3VcTVD3iMDmQpYpEhEF0/NbSnHA51r8bv9kJCpj6+O5TBAws58OD3WT7lxj9wA3/lqEBQcrQjQyovASW+8MRDFMFEV8sMuKf6woQqlLuqK9f4YKv41PQwc9m9DFqh5J0hn2tVznTkQUNGtOOfDBrnLJsTs7ajHYp2FbrBAEAc/20uHZnkmS4y4v8H+rivH53+X1PJModjC4E8UAl1fEwzlm/GuDRdK1FqjcbuaHkQakaOShGRyFhR5J0lkfrnMnIgoOq8uL+9aUSI61SZBjRq+kep4ROx66OBGzsnSSbUq9InD/WrNfLwCiWKMI9QCIKLhKHF7curIYf5yUBjGZALzQW4cpnbVcz07ooZPOuG8udMLhEaGW82cjWMp+/x0AcPTIEbRq3Tq0gyGiJvPc5lK/5WrvDUxGQoyVyNfnjo4JSFDKMGV1CTy1Jhue2GhBqdOLad0T+bmFYhKDO1EUy7O4cP3yIr81dIlKAf8bnIJRrbienSo1U4toES/HcVvlz4rdA2w1OdHPGJtlm03B2707AMCm1cKbmRni0RBRU1h1woGP9kjLvu/ppMWADL7X1nZ9+3gkKATc/nsxnLXuK/8ntwxlLhEv9k5ieKeYw1t7RFFq5XE7hi0q9AvtrRPkWDYujaGdJAQByM6QdpfPyec6dyKiQClzeXHfWmmJfLtEOZ7pyRL5uoxrE4e5I1IRr5AG9Pd2WvHgOjM8vmv/iKIcgztRFPrfbiuuXV6EUqf0opZlVOG3y9PQOZlN6Mhfls/s+jruoUtEFDDPbLLgqLXmZrqAyhJ5LUvk6zWkuQYLRqVCp5KG98/+tuGuP0rg9DC8U+zgOwVRFHF7RTyWY8aj6y3wvZbdeGE8FowywMAmdFQP3xn3DQVOzmgQEQXAyuN2fLLXJjk2pUuC3w1T8tcnXY1FY9KQppHGlu8PVuCm34pQ4eZ1imIDgztRlDA7vLh2eZHf2jkBwPO9kvDeAD0bjdEZddApkKKuuSyUukTsKHGFcERERJGv1OnF/WvNkmMXJinw1KUskW+obilKLBlrQEutdPLhl2MOXLvchFKnt55nEkUPBneiKLDf4saInwvx+wlpabNWIeDLYSl4oBs7sNLZCYKALCPXuTcV5aefQvnppzB8/z2Un34a2sEQUdA8tcmCY+U1JfIyAXh/oB5xCl6XG+NCXWV4b58kDe9rTzlx5TITiu2eep5JFB0Y3Iki3B8nHRi2qAB5FrfkeEttZRO6sa3jQjQyikS+wZ3r3IMnfupUxE+dirYvv4z4qVNDPRwiCoIVx+z47G9pifx9XRLQJ50l8ueiVYICS8amoXOydGOsrSYXxi0x4ZSN4Z2iF4M7UQT7ZE85JiwzwezThK5PWmUTuq4pbEJHjdPfZ0uinHwnRJHrB4mIGsvs8OIBny7yF+kUeKIHS+TPR3qcHD+PSUOvNOlnnN1mN0YvLsShMnc9zySKbAzuRBHI7RXxrw1mPJRjhm9Pln+0j8NPow1Ij2MTOmq8bilKJNQq3yy0e7GvlB+CiIga64mNFpyw1ay9lgnA7IHJ0LBE/rwlq2X4YZQBg5pJbzYfKvNg7OJC7DWzPwtFHwZ3oghjcXoxcUURPthV7nfumZ5J+C8/FNB5UMgE9EnnOnciovOx7KgdX+2TlshP7ZaAnmmqep5BjZWolGHu8FSMbqWRHD9h82LsYhNyTbx2UXRhcCeKIAdL3Ri5qBArjkvXHccrBHw+NAUPX8wmdHT+sn3K5ddynTsRUYOZHV486FMi30mvwLTuLJEPNE3V55/r2kn7+RQ5vLhiqQk5+bx+UfRgcCeKEGtOOTB0UQH2+jShaxEvx5KxBlzehk3oKDD8GtRxxp2IqMGmbTDjVEVNiby8qkSeW7IGh1Im4L+DknF7h3jJ8VKXiAnLivDrcXuIRkYUWAzuRBHgs7/LcfUyE0oc0gXtvdKU+PXyNFySytI7CpyeBhVUta4OR60eHLVynTsR0dn8fLgC3+6vkBx76OJEdDfwOh1MMkHA61l6PNg1QXK8wiNi4ooi/Hioop5nEkUOBneiMObxinhqowUPrDXD5ZWeu7ZdHBaOTkNGPJvQUWBpFILfOkyucyciOrNiuwcP5Zglx7okK/D4JYkhGlFsEQQBM3ol4elLpUsSXF7g9t+L8VWef28gokjC4E4UpkqdXtz4axHe3Wn1O/dkj0R8NCgZcWxCR0GSbfQN7lwnSER0Jo9vsKCgVom8QgDeH5gMFUvkm4wgCHjkkkS82lcnOe4VgSlrzPjvLv/PVESRQhHqARCRv0Nlbtywogi7zdLy5Di5gA8GJePKtlzPTsGVZVQDqPmAs+4UZ9yJiOrz06EKzDsgLcd+9JJELmULkbs7JyBRJcO9a0rgrbXKcNoGC8pcIh65OIHNfCnicMadKMzk5DswbGGhX2hvFi/DkrEGhnZqEn3SVZDV+kyz1+KGye4J3YCIiMKUye7Bwz4l8t1SlHiEJfIhdcOF8ZhzWYqkZwsAvPhnKZ7dXApRFOt+IlGYYnAnCiNf5ZXjyqUmFDmkC9p7GJT47fJ0NrehJpOkkqFbilJyjOvciYj8PZZjgclec91Wyiq7yCtlnNENtcvbxOGb4amI81mu8PYOKx7OMcPjZXinyMHgThQGPF4Rz26yYMoaM5w+TeiuahuHn8cY0IxN6KiJcZ07EdGZ/XDQhh98OpY/fkkiuvrc+KTQGdpCgx9GpSJJKQ3vn+y14Z7VJXAxvFOEYHAnCjGry4ubfivGWzv8G6ZM656I/zckGfEK/qpS06tc516D69yJiGoUVHjwSI5Fcqx7qhJTL2aJfLjpZ1Rj4RgDUtXSz1PzDlTgpt+KUeFmeKfwx+Z0RCF01OrGxBVF2FkiXc+ukQPvDUjGNe3iQzQyIiA7Qzrjvr3YhTKXF4lK3kgKBNubbwIACvLzkW40hng0RNQYoiji4XVmFNda2qaSVXaRZ4l8eLokVYUlYw24apkJJ2w1/9+WHbXjH8tN+Gp4Kq9vFNb400kUIhsLHBi6sNAvtBvjZPh5TBpDO4WcQSNHB13N/V2vCGws4Kx7oLhuuw2u226DacIEuG67LdTDIaJGmH+wAouO2CXHpvdIQudklsiHs4v0SiwZm4YLEqXLD1efcuLqZSaU+PQYIgonDO5EIfDtfhvGLzGh0C69QFycUtmErmcam9BReMjyWee+7hTXuRNRbMu3efDYemkX+Z4GJe7vmhCiEVFjtElUYMnYNHTWSwuPNxe6MG5JIfJt3EGFwhODO1ET8ooiXthiwT1/lPg1obu8jQZLxhrQQssmdBQ+sjN81rmzszwRxTBRFPFQjhkljpo10Wp5ZYm8giXyESMjXo5FYwy41CCtkNhV4saYxYU4YnXX80yi0GFwJ2oi5S4vbvmtGLO2+zehe/TiRMy5LAVarq2iMOM7476l0Ak7m/gQUYyae6ACi31K5J/skYQOepbIR5oUjRw/jjagv08/lwNlHoz52YQ8iytEIyOqG1MCURM4ZnVj9GKT33o4tRz4cFAynuqZBJnAO/UUflolKNAqoaYKxOkF/jRx1p2IYs9JmweP+5TI905T4t4uLJGPVIlKGeaNMGBUS2l12XGbB2MWm7C9iNc7Ch8M7kRBtqXQiWGLCvFXsfTObZpGhoWjDfhHezaho/Dmt86d5fIBIcvNhSw3F/G7d0OWmxvq4RDRGYiiiKlrS2Bx1lQcaapK5OUskY9ocQoBXwxLxTUXxEmOm+xejF9qwoZ89nah8MDt4IiCaP4BG+5dUwK7T5+TrilKfD0sBa0S+CtI4a+/UY25+yuqH+fkOwBwn+LzlThkCACgc9Vji9lc79cSUWh9tc+GZcekAe7pnjpk6lgiHw2UMgEfDkpGglLAnL9t1cdLnSKu/qUIXw1LwZDmmhCOkIgz7kRB4RVFvLS1FHes8g/tY1ppsHSsgaGdIobvjPuGfCfcXq5zJ6LYcLzcg+kbLJJjWUYV/tlJG6IRUTDIZQLezNbjPp+lDza3iH8sL8KiwxX1PJOoaTC4EwWYze3F//1egldzy/zOTe2WgC+HpSCBTegogmTqFDBoan5mrW4RO4rZtIeIop8oinhgbQlKXTU3K+PkAt4bwBL5aCQIAl7onYQnekirypxe4NaVxfhmn62eZxIFH9MDUQCdKPdg7GITFhyS3pVVyYDZA5Mxo6Ym5NwAACAASURBVJeOTego4giC4Dfrvpbr3IkoBnyeZ8Ovx6Ul8jN6JaFdEqvmopUgCHi8exJe7qOTHPeIwD9Xl+B/u/13ByJqCgzuRAGy1eTEsEUFyC2SzkQaNDL8NNqAGy5kEzqKXNlGacfdnFNs1kNE0e2o1Y0nN0pL5PtnqHAXS+RjwuQuCXh3gB6+hRWPrrfgje3+VZVEwcbgThQACw5WYOxiE07avJLjnfUK/Do+Df18Qg9RpMn22ec2J98JUeQ6dyKKTqIo4v61ZpTVKpHXKipL5Fk5FztuytTikyEp8F3h+NyWUszYbOF1kJoUgzvReRBFEa/mluK234tR4ZG+eY9qpcGy8Wlok8hyOop8XZOVSFLWfFgtcnjxt8UdwhEREQXPp3tt+P2EtLLouV5JaMtresy5sm0cvh6Wiji59IbNm39Z8eh6C7wM79REGNyJzlGFW8Sdq0rw0lb/cqn7uybgq6EpSGQTOooScpmAvuk++7mf4jp3Ioo+h8rceGqTtER+UDM1/q8jS+Rj1fCWGswfmYpEpTS8f7ynHP/8owQu7rRCTYCpgugcnLJ5MH5JIeYflDahU8qAd/rr8UJvHbvNUtTJypAu+ViXz3XuRBRdvKKI+9eUoNxdE8QSFALe6a9niXyMy85QY+FoA1LU0vg090AFbl1ZDLub4Z2Ci8GdqJG2FTkxbGEhtpikTehS1DIsGGXAzRfxjjxFp2yj/4w71/cRUTT5f3vKsdqnmujFPjoueyMAQHeDCovHGtAsXhqhFh+x4/oVRbC6vPU8k+j8MbgTNcLCwxUYs9iE4zaP5HhHvQK/XZ6G/hlsQkfRq4dBBbW85vFxmwdHrJ76n0BEFEEOlbnxzOZSybHLmqtx60XcFYZqdNQrsWRsGtomyiXHV510YMKyIpgdDO8UHAzuRA0giiJmbSvDzb8Vw+ZTCjW8hRrLxqWxYQ1FPbVcQK80/+7yRESRziuKmLK6RHKNT1QKeLu/HgJL5MlH20QFloxNQ0e99LPfxkInxi81oaCCN7Up8Bjcic7C7hZxzx8leOHPUr9zkztr8c3wVOhU/FWi2JBl5Dp3Ioo+H+4uxzqfG5H/7qNDqwTelKe6NYuX4+cxBnRPVUqO7yh2YexiE45aufMKBRbTBtEZFFR4cMVSE+YekDahUwjAm9l6vNxXDwWb0FEM6W/kjDsRRZf9Fjee8ymRH95CjZszWSJPZ5aqkeOn0Qa/HjD7St0Ys9iE/dw2lQKItxGJ6rGj2IWJK4pwrFxa7qRXCfhsaCoGNeN6doo9vdNVkAuAp6qaNM/iRkGFB+lx8jM/kfw4b70VAGCxWKDT6UI8GqLY5PGKuHdNCSo8NSXySSoBb/VPZok8NUiSSoZ5I1Nx62/FWH68pgrtWLkHY5YU4vuRBnRNUZ7hOxA1DIM7UR0WH6nAXauk28EAQKZOgW+GpaK9jr86FJsSlDJckqrEn7V2VcjJd+LKtnEhHFVkqnjrLQDA4bw8ZGZmhng0RLFp9i4r1hdIK4f+00eHFlrejKSGi1fI8OWwVNz9RwkWHKqp0iyo8GLckkLMG2GAPoTjo+jAUnmiWkRRxGfHFJj0a7FfaB/aXI3l49IY2inmZfuucz/Fde5EFHnyLC686NO/ZlQrDW64kCXy1HgquYCPByf7LbGwOEVctcyETWbGLjo//AmimCeKIgoqPNhU4MSUNWa8c0gF352p7+qkxdwRqdCr+StDlMV17kQU4Tzeyi7y9lqr4XQqAW9ms4s8nTu5rHIngsmdtZLj5W4RU3eq8eOhinqeSXR2nDqkqCeKIsxOEYfL3Dhs9eDI6T+tbhwuq9yHuvbattrkAvBKXx3u7JTQxKMmCl++wf2vYhcsTi93VyCiiPHeTis2Fbokx17tp0ezeJbI0/kRBAEv9dEhSSXDK7ll1cedooBbVxbjijYavNRHh5bcsYAaiT8xFBXKXF4cLvPgcJkbR6weHLZW/Vn1uMxVdzA/E51KwJzLUjCkuSYIIyaKXCkaOTrpFdhtruyWKwLYkO/EyFb8XSGi8LfH7MK/t0pL5Me21uAf7dirgwJDEARM75GEJJUMT260SM79dNiOX4878Hj3REzunACVnBUe1DAM7hQRKtwijtQK47VnzA9b3ShxND6Yn0n7JDm+GZ6KTB27gBLVJTtDXR3cASAn38HgTkRhz11VIu+oVSKfrBbwRhZL5Cnw7u2SgESlgIfWmVG7uLPcLeLZzaX4Ks+GmVl67lREDcLgTmHB6RFxrFwaxmuH9IIKb1D//iSlgNaJCrRJkKOdrBSP9m/Dsl+iM8gyqvDxnvLqx+u4zr3RdPrKHsO9qh5bzObQDYYoRry9wyrZFQMAXuunh5El8hQkt1ykRbcUJe5deQq7rNKfs70WN65YasK17eLwYm8dMvhzSGfA4E5NwuMVcdzmkc6YV//pwQmbx68hXCDFyQW0SZSjTYIcrRMUaJ1Y+WebBDnaJiqgUwnVd9rz8ooZ2onOIsuns/yfJicq3CLiFJyxIqLwtKvEhZd9SuSvaKPBhAtYIk/B1cOgwv+7xIEcb3M8t8UCs1P6qXfegQosO2rH9B5JuLuTFgoZr6Xkj8GdAsIrisiv8FaH8Zq15pX/fbzcA3cQk7lKBrRKqAnjbRIVaF31Z5sEOQwaGUvgiAKohbbyRthha2W9qcsLbC50YiDL/YgoDLmqSuRdtQr4UtUyzGKJPDURuQDc3lGLy9tqMGNzKb7Is0nOl7lEPLHRgi/zyjErS49+Rl5PSYrBnRpEFEUUObw4UlXGfrob++mS9iNWt2S9WKDJhcqgUDuMt05QVM2iK5ARL4OMF16iJpWdocbhfTUfPHLyHQzuRBSW3txehtwiaYn8rCw90uJYmkxNy6CR490Blfu9P7Legh3F0p/LnSVujF5swo0XxuO5Xkn8GaVqIQvuH330ET755BMcPXoUANCxY0c8+uijGDVqFIDKoPif//wHc+bMgdlsRs+ePfHaa6+hU6dO1d/DbDbj8ccfx9KlSwEAo0ePxquvvgp91bpBahyzw1u5xtxnxvxo1Sx6eRCnzAUAzeJl1WXsbRKkM+YttHKWDRGFmSyjCl/XCu5c505E4eivYhde3VYmOXZ12zhcxRJ5CqG+RjV+vzwN/9tTjpf+LEWpzw5IX+2z4ecjFXimZxJuu0gLOT8Hx7yQBffmzZvjueeeQ/v27eH1evH1119j0qRJ+P3339G1a1e89dZbeO+99/Dee+8hMzMTr776Kq6++mps2rQJiYmJAIA777wTx44dw3fffQdBEPDAAw/gnnvuwbfffhuqf1ZYK3d5a2bJyzw+Ad0NizOYq8yBNI2szhnz1glytEpQQM3tMIgiSn+fMr5NBU64vCKU/HBBRGHC6fEvkU/TyPBali50gyKqopAJ+GfnBFzdNg5Pb7Zg7v4KyXmLU8QjORZ8kWfDrH56XJqmCtFIKRyELLiPGzdO8vjpp5/Gxx9/jE2bNqFLly6YPXs2pk6diiuvvBIAMHv2bGRmZmLevHm4/fbbsXfvXqxYsQJLly5F3759AQBvvPEGxowZg7y8PGRmZjb5vynU7G4Rx8prGr7VlLRXHjPZg9uZXa8SJOXrrWutNW+dIIdWyYZvRNGkXZIcxjgZ8qt2fSh3i9he5EJPfrAgojAxa3sZ/vIpRX49W49UDcuPKXwY4+X4cFAKbrnIgUdzzNhTa7tVANhqcmHYokLc1iEez/TUIVnNz9SxKCzWuHs8HixYsADl5eXo06cPDh8+jPz8fAwdOrT6a+Li4pCdnY0NGzbg9ttvx8aNG5GQkFAd2gGgX79+0Gq12LBhQ1QGd7e3csu02mH8SK0Z85O24AZzrUKonCn3afx2+r/ZiZ0otgiCgCyjGgsO1cwQrMt3MLgTUVjINTkxy6dE/rp2cbi8DUvkKTwNyFBj9ZXp+GCnFf/JLZMsUxUBfLLXhp8O2TGjVxImZcazv1OMCWlw37lzJ0aOHAm73Q6tVosvvvgCXbp0wYYNGwAAaWlpkq9PS0vDyZMnAQAFBQVITU2VdAIVBAEGgwEFBQVn/Hvz8vIC/C8JLKsb+KNYjuNHDuKEXYaTDgEn7AIKHAI8CN4vqEoQ0UwjorlGRHO1t/JPjYhmahEtNF7oFIDf+4MTQDFQUAyc+VWPLOH+MxLN+NqHzrm89pkyBYCaoL58fzFGq08FcFTRq5fPY/7shwZf99AI9uvu8gJ35mrgFmsmFVKVIu5OK0JeXlFQ/+5wx5/50Gnoaz9aA/ToIeDNg0qsMEnjWpHDi/vXmvHh9iJMa+9Eh4TgLnWNFpHwc3+2ieeQBvfMzEysXr0aFosFP/30EyZPnoxFixZVn/fdnkMURb+g7sv3a+r7e8PZ4TI3nl2fH/DvqxCAlgn+jd9O/3d6HDuzA4jZpRbhgK996Jzra39FqgszD9TctttuVaL9ha35XnIO+LPf9PieExpN8bq/+Gcp9tmks+3vDEpF79axPdvOn/nQaexrnwlgQFfgt+N2PLbejP2l0u2b/iqT45ZtcbizoxZPXprEytcziJaf+5AGd5VKhXbt2gEAevTogT///BPvv/8+Hn30UQCVs+otW7as/nqTyVQ9C5+eng6TySQJ6qIooqioyG+mPtK00Mohh9jo2XUBNVumSYJ51Z/N4tmZnYgCq7NeAZ1KqG5uaXaK2GN2o3OyMsQjI6JYtdXkxBvbpaH9+vZxGBvjoZ0i09AWGqy7yoh3dlgxa1sZKjw1M+xeEfhwdzkWHKrAC711+Ee7uLNOYFLkCos17qd5vV44nU60adMGRqMRK1euxKWXXgoAsNvtyMnJwfPPPw8A6NOnD6xWKzZu3Fi9zn3jxo0oLy+XrHuPRAqZAKNaxAmH/y+eMU5WOWOeKEebWs3f2iQo0EIrh4qd2YmoCcllAvqlq7DsmKP62LpTDgZ3IgoJh0fE5NUlqJVtkBEnwyt9uVUwRS61XMCjlyTiunZx+NcGC5YctUvOF1R4cc8fJfjs73K81k+PTrwGR6WQBfcZM2Zg5MiRaNGiBaxWK+bNm4c1a9Zg7ty5EAQBkydPxqxZs5CZmYkLL7wQr732GrRaLa699loAQIcOHTB8+HA89NBDeOuttyCKIh566CGMGjUqKkohxhvd0CSlSGbOWyUoEKdgMCei8JKdoZYE95x8J+7sFMIBEVHM+s/WUr+O3G/1T4aeXbgpCrRJVODr4alYerQC09ZbcNgqLZ9fe8qJgT8WYHKXBEzrnogE7ugUVUIW3PPz83H33XejoKAASUlJ6NKlC+bNm4dhw4YBAB588EFUVFTgscceg9lsRs+ePfH9999X7+EOAB999BGmTZuGCRMmAADGjBmDV199NST/nkC7q7UbmZncY5SIwl+WUdpFfl2+o0H9RoiIAmlzoRNv7bBKjk3KjMeoVpoQjYgoOEa3isPgZhq88VcZ3txeBmetjaXcIvDODivmH7DhpT56XNlWw+txlAhZcJ89e/YZzwuCgOnTp2P69On1fk1ycjI+/PDDQA+NiIgaoXuqCnFyoXrd3UmbF4etHrRNDKvVWGHHc8klAAC7wwGNWh3i0RBFNrtbxJTVJfDWKpFvES/Hv3tzEoSiU5xCwBM9kjCxfTweX2/GiuMOyfkTNi9u+70YlzVXY2Y/HS7UsXw+0rF+goiIzotKLqBXmvQDwdpTjnq+mk6zrloF66pV2P3557CuWhXq4RBFtJe2luJvi7RE/u0BepbIU9Rrl6TAdyNS8dllKWiplfudX3nCgewFBXhxSylsbm8d34EiBd/NiIjovGVnSGeMc/KdIRoJEcWaDfkOvONTIn/LRfEY1oIl8hQbBEHAFW3jsOHqdEztlgDfllhOL/Da9jL0/aEAi49UhGaQdN4Y3ImI6LxlG6XBfR1n3ImoCdjcXkxZU4JaFfJoqZXjRZbIUwzSKmWY0UuHtVelY2CGyu/8UasHN/5ajOtXFOFQmbuO70DhjMGdiIjOW+90peQO/4EyD07ZPPU/gYgoAF78sxT7S6XvNe8O0CNJxY+4FLs66JX4abQB/xucjIw4/9+FZUft6PdDPl7JLYXdLdbxHSgc8V2NiIjOW7xChh4G6Tr3nHzOuhNR8Kw75cDsneWSY//XQYshzVkiTyQIAq5tF4+NE4yY3FkLuU/5vN0DvLy1DNkL8rHimL3ub0JhhcGdiIgCIsuvXJ7r3IkoOMpdXtzrUyLfOkGO53onhWxMROEoSSXDy331WHVFOvql+5fPHyjz4NrlRbj5tyIcs7J8PpwxuBMRUUBkZ/jv5071Sxg8GAmDB6PTzTcjYfDgUA+HKKI8t6UUB8t8S+STkajkR1uiunRNUWLxWAPeG6CHQeP/e7LwsB19fiio3Bfew/L5cMR3NyIiCoh+6WrUrsTbVeKG2cGtZ+oj37YN8m3boN2zB/Jt20I9HKKIseaUAx/ulpbI39VJi0HN1PU8g4gAQCYImJSpxeYJRtzZUQuf6nnY3CJmbCnFwB8L8MdJ3nwPNwzuREQUEHq1DJ2TFdWPRQDrC3jhJ6LAsbq8uHd1ieRY20Q5ZvRkiTxRQ+nVMryWpcfKy9PQ06c/DQDstbhxxVIT7lxVzEazYYTBnYiIAsZ/WziucyeiwJmxuRSHrdIg8d6AZGhZIk/UaN0NKiwfn4Y3s/XQq3zn34F5ByrQ+/t8vL/TCreX5fOhxnc5IiIKGN917uwsT0SBsuqEHf/bIy2R/2dnLfpnsESe6FzJBAG3ddBiyzVG3JwZ73e+zCXiiY0WDP6pAOt5TQ8pBnciIgoY387yW00ulLu4zp2Izk+p04t715glx9olyvEMS+SJAiJVI8c7A5LxyzgDuqX4l8/vLHFj9GITJq8uQWEFy+dDgcGdiIgCJiNejnaJ8urHbhHYXOgK4YiIKBo8s8mCY+U1YUEA8P7AZMQr+FGWKJD6pKux8vI0vNJXhySlf/n81/ts6PV9Pv632woPy+ebFN/tiIgooLJ9yla5LRwRnY/fjtvx6d82ybF7uySgn5El8kTBoJAJuKdzAjZNMOIf7eP8zlucIh5db8GwRYXYUsheNk2FwZ2IiAIqy+i7zp0XdSI6NxanFw+slZbIZ+oUePJSlsgTBZsxXo4PB6Xg5zEGdNIr/M7nFrkwfFEhpq4tQbGd5fPBxuBOREQB5dsoalOBE04Py+mIqPGe2igtkZcJwPsDkhGn8C/hJaLg6J+hxh9XpuOF3klI8PndEwF8+rcNvb4vwGd/l8Mr8nofLAzuREQUUG0S5GgWX3N5qfCIyC3irDsRNc7yY3Z8nictkb+/SwJ6p6vqeQYRBYtSJuD+ronYOMGIq9v6l88XOyqrY0b/bMJ2XvODgsGdiIgCShAEv/3cWS5PRI1hdnjxwNoSybEOOgWm92CJPFEoNdfK8cllKVgwKhUXJvmXz28sdGLIwkI8vt4Mi5O7ygQSgzsREQWc7zr3dafYoI6IGm76RgtO2mo+9MsFYPbAZGhYIk8UFoY012DtVel4+tIkxMmlv5deEfhwdzl6f5+Pb/fbILJ8PiAY3ImIKOB8O8vnFDi5bQwRNciSIxX4ep+0RH5qtwRcmsYSeaJwopYLeOSSRKy/Oh3jWmv8zhdUeHHPHyUYv9SE3SXcGvZ8MbgTEVHAddQroFfV3IEvdYrYZXaHcEREFAlKHF48tE7aRb6zXoHHu7NEnihctUlU4Mthqfh2eCraJsr9zq895cTAHwvw1EYLylwsnz9XDO5ERBRwMkFAlu86d5bLS1jMZljMZmzetAkWs/nsTyCKAdM2mHGqQloi//7AZKjlLJEnCnejWmmQc5UR07onQu2T390i8O5OK/p+n48fDrJ8/lwwuBMRUVBk+65zZ4M6IjqDRYcrMHd/heTYwxcnoruBJfJEkSJOIWB6jyTkXGXEiBZqv/MnbF7c/nsJJvxShDwLy+cbo9HBff369Xj11Vfx2GOPYd++fQCA8vJybNmyBaWlpQEfIBERRSa/de75Dt5hJ6I6Fdk9fiXyXZIVeOySxBCNiIjOR7skBeaOSMXnQ1PQUutfPr/yhAPZCwrwwhYLbG6WzzdEg4O70+nETTfdhLFjx+Lll1/Gxx9/jOPHjwMA5HI5rr32Wnz44YdBGygREUWWi1OV0NbqAJ1f4cWBUk8IR0RE4erx9RYU2ms+vCuqusirWCJPFLEEQcDlbeKw4ep0PNQtAUqf5OnyArO2W9H3hwL8fLiCN/fPosHB/eWXX8ayZcswc+ZMbNq0SfLCajQaXHXVVViyZElQBklERJFHKRPQO923XJ7r3IlI6sdDFZh/UFoi/1j3RFycyhJ5omigVcrwbC8d1l6ZjkHN/Mvnj1o9mPRbMSauKMKhMjayrU+Dg/t3332H2267DXfccQdSUlL8zmdmZuLQoUOBHBsREUU4rnMnojMx2T14JEdaIn9xihIPX8wSeaJoc5FeiR9HpeLjwcnIiPOPocuOOdDvh3y8klsKu5uz774UDf3CwsJCdOvWrd7zarUa5eXlARkUERFFh8rO8mXVj9exs3y1uAcfBAC0sVgQp9Oh4q23Qjwioqb3aI4Fplol8kpZZYm8UsYSeaJoJAgCrmkXjxEtNfhPbin+u6scnloZ3e4BXt5ahm/22TCznx7DW/rvDx+rGjzjbjQazzijvmXLFrRp0yYQYyIioijRK00lWdN22OrB8XKucwcA1Zw5UM2Zg7QFC6CaMyfUwyFqcj8ctGHBIWmJ/LTuSeiSogzRiIioqSSpZHipjx5/XJGOLKP/spiDZR5cu7wIN/9WhKNWls8DjQjuV1xxBT755JPqTvJA5R0TAFiyZAm+++47TJgwIfAjJCKiiBWnEHCpz1ZOOVznThTzCio8eCTHIjnWPVWJqd0SQjQiIgqFLilKLB5jwOyByUjT+EfThYft6PtDAd7YXganJ7bL5xsc3KdNm4ZWrVph8ODBuPPOOyEIAl5//XUMHz4ckyZNQvfu3fFgVdkfERHRab7r3HO4zp0opoki8PA6M4odNSXyqqoSeQVL5IlijiAIuOHCeGyaYMRdHbXwfRuwuUU8t6UUA34swKoTsXvzv8HBPTExEb/88gsefvhhFBYWQqPRYP369SgvL8f06dOxcOFCaDRcg0BERFKV69xrcJ07UWxbVijHoiN2ybEneiShUzJL5IlimV4tw8wsPX4bn4aeBv/3g78tbly5zIQ7fi/GSVvsLbtrcHM6oHLbt0ceeQSPPPJIsMZDRERRpq9RBQHA6QK33WY3iu0epGjkoRwWEYXAKZsHMw9Iq3B6pSlxX1eWyBNRpe4GFZaPT8Pnf9swY4sFJQ5pifz8gxX45Zgd/+qRhHs6aWOmUqfBM+7l5eU4evRoveePHj0Km80WkEEREVH00Klk6OrTbIrl8kSxRxRFTF1nRqm75kO2Wg68P4Al8kQkJRME3NpBi80TjLjloni/82UuEU9utGDQTwUx0zunwcH9iSeewI033ljv+UmTJuHpp58OyKCIiCi6cJ07EX27vwJLj0pL5J/qkYSL9CyRJ6K6pWrkeLt/MpaPS8PFdew4savEjTGLTZi8ugSFFdFdPt/g4L5y5UqMHz++3vPjx4/Hr7/+GpBBERFRdMnO8FnnHiN3x4mo0olyD6ZtMEuO9UlTYUoXlsgT0dn1Tldh5eVpeLWvDkkq/wqdr/fZ0Ov7fPxvtxUeb3R2n29wcM/Pz0dGRka9541GI06dOhWQQRERUXTx3aN1W5ELVpe3nq8momhSWSJfAouz5sO0Rg68P1APOUvkiaiB5DIBd3dOwOYJRlzfPs7vvMUp4tH1FgxbVIgthdFX2dfg4G4wGLB79+56z+/evRs6nS4ggyIiouiSHidHpq6mH6pHBDYVRN9FlYj8fbnPhl+OSatsnumpw4U6lsgTUeOlx8nx30Ep+HmMAZ31/r3Wc4tcGL6oEFPXlqDYHj3l8w0O7iNGjMCcOXOwYcMGv3ObNm3CnDlzMGLEiIAOjoiIoofvrPtarnMninrHrG48scEiOdYjyYN/dtaGaEREFC36Z6ix6sp0vNg7CQkKafWOCODTv23o9X0BFpySwytGfvl8g7eDmz59OpYvX46xY8di+PDh6Ny5MwRBwM6dO7FixQoYjUY8+eSTwRwrERFFsGyjGp/9XbP7SKx0gSWKVaIo4oG1ZpS6aj4wxysEPJ3phExgiTwRnT+lTMB9XRMx4YJ4PLXJgu8PVkjOFzu8eO+QCnf1EaFXR/b7ToODu9FoxMqVK/Hss8/i559/xi+//AIASExMxPXXX49nn30WRqMxaAMlIqLI5jvjvrnQCYdHhFoe2RdSIqrbZ3/b8NsJ6Q26GT2T0EpZHqIREVG0aq6V4/8NScEtF9nx2HoL8izu6nP3t3VCr25woXnYanBwB4D09HTMnj0boijCZDJBFEWkpaVB4F1TIiI6i9YJcrTUynGsvHK9mcMDbDU50c+oPssziSjSHLG68dQmaYn8gAwV7uykxf59IRoUEUW9Ic01WHOlGu/ttGJmbhm6pSgx3mg7+xMjQKOC+2mCICAtLS3QYyEioigmCAKyjCp8d6CmjG1dfuwG97LffwcAHD1yBK1atw7tYIgCSBRF3L/GjLJaJfJahYB3BySzRJ6Igk4tF/DwxYm4tl0cHB4RKDCf/UkRoN7g/vXXXwMAJk6cCEEQqh+fzQ033BCYkRERUdTJNqolwT3nlAO4ODGEIwodb/fuAACbVgtvZmaIR0MUOJ/stWHVSWmJ/PO9k9A28Zzmi4iIzknrhMr3nLyCEA8kQOp9B50yZQoEQcA111wDlUqFKVOmnPWbCYLA4E5ERPXKypCuc99Q4ITHK3IvZ6IocajMjad9SuQHN1Pj9g7sIk9EdD7qDe7btm0DAKhUKsljIiKic9VBp0CqWoYihxcAUOoSsaPEhUtSVWd5JhGFO68o4r41JSh315TIJygEym19sgAAIABJREFUvDNAzxJ5IqLzVG9wb11rvZ3X64UgCEhISEBycnKTDIyIiKLP6XXui47Yq4+tO+VkcCeKAv/bXY41p5ySY//uo6suVyUionPXoL74Ho8HPXr0wJdffhns8RARUZTLypA2o+N+7kSR72CpGzO2lEqODW2uxi0XxYdoRERE0aVBt0CVSiUyMjK47RsREZ23/j77ua/Ld0IUxZi7xig//RQAYMjPh9JohOu220I5HKJz5hVFTFlTAlutEvkkpYC3++tj7veaiChYGly7dMstt+Crr77CHXfcAY1GE8wxERFRFOuaokSCQoC16kO+ye5FnsWNi/TKEI+sacVPnQoAaFv12MLgThHqv7vKkZPvXyLfkiXyREQB0+B31AsuuACiKKJ379644YYb0LZtW8TFxfl93dVXXx3QARIRUXRRyAT0Narw6/GaEvmcfGfMBXeiaLDP4sLzPiXyI1qocVMmS+SJiAKpwcH97rvvrv7vmTNn1vk1giAwuBMR0VllGdWS4L4234FbuV0UUUTxeEXcu8aMCk+tEnmVgLf6J7NEnogowBoc3BcuXBjMcRARUQzJ9lnn7ltmS0Th7/1dVmwokP7uvtJXj+ZaeYhGREQUvRoc3AcMGBDMcRARUQy51KCCSgY4K7dzx1GrB0etbrTimliiiPC32YUX/5SWyI9upcHE9v7LKImI6Pyd0yekHTt24OjRowCAVq1aoUuXLiyJIiKiBtMoBPRMU0lm2nPynQzuRBHA463sIu/w1BzTqwS8mc0u8kREwdKoT0jz58/Hs88+ixMnTgBA9fY9zZs3x7PPPovrrrsuKIMkIqLok22UBvd1pxz4R3s2tCIKd+/utGJzoUty7NV+emTEs0SeiChYGhzcv/zyS9x3333IzMzEc889hwsvvBCiKGL//v347LPPcM8998DpdGLSpEnBHC8REUWJ7Aw1Zm23Vj/mOnei8LfH7MK/fUrkx7XW4Lp2LJEnIgqmBgf3119/HT179sSiRYv89nG/6667MHbsWLz++usM7kRE1CB90lWQCYC3qiH1XosbJrsHBg1n7YjCkdsrYvLqkureFACQopbhDZbIExEFnayhX3j8+HFcd911fqEdADQaDa6//vrqEnoiIqKzSVTKcHGKdO92zroTha+3/rJiq0laIv9aPx3S43izjYgo2Boc3Dt27IiTJ0/We/7EiRPo0KFDQAZFRESxITtDui3culOOer6SiEJpZ7EL/8mVlshf2VaDqy9giTwRUVNocHB//vnnMWfOHPzwww9+5+bPn4/PPvsML7zwQkAHR0RE0S3LqJY8XscZd6Kw46oqkXfVKpE3aGSYlcUSeSKiptLgNe7vvPMOUlNTcccdd+Bf//oXLrjgAgiCgAMHDqCwsBDt27fH22+/jbfffrv6OYIgYO7cuUEZOBERRb4so3TG/a9iF0qdXiSpGnxfmYiC7I3tZdheLC2Rn5WlZz8KIqIm1ODgvmfPHgiCgJYtWwJA9Xr2/8/enYdHVd79H//Mkn0nCRP2NSCbREEgARTcWqVW7GOL+9pfrWjriqyu1bpVCyoIT2krtVWrgharDy4tKiFhkU1kMyKbSBIC2bdJZs7vDzDJmRAygUlmknm/rss/zj1nJl+OXJx853zu+w4LC1P37t1VXV2tXbt2md7Dt7AAgJNJCrdpYJxdu4prJR1bqG5dvlMXdm+8ngqAtvflEaee2VxqGvtZnwhd3puIPAC0Ja8b961bt7ZmHQCAIJWRElrXuEtSdl51UDTuFXPnSpLy8/LU2eHwczVAY06XoamZRao16seSw616dkyc/4oCgCDldeMOAEBrSHeE6a+7KuqOg2Wee81NN0mSCnJylJCa6t9igBP4w5el+sojIv98RrwSicgDQJtjEiEAwK8yPOa5bzjsVFXDR3wA2tzmAqee22KOyP+ib4Qu60VEHgD8gcYdAOBX3aPt6hFd/wTP6ZY2FATHU3cgEFW7DE1dVShXg+/PHBFWPT0m3n9FAUCQo3EHAPid51P37CCJywOB6JnNJdpeVGsam5sRr4Qwfm0EAH/hX2AAgN9leO7nnlvtp0qA4LbxsFNzt5aZxq7qF6FLehKRBwB/YnE6AIDfZaSYn7ivy3eq1m3Ibu2424paN2+WJEXu3y9rebncaWl+rgjBrqrW0NRMc0S+S6RVT40mIg8A/tbixr2yslKbNm3S4cOHNXbsWCUlJbVGXQCAINI/1q7kcKsOV7klSWW1hrYerdFZSaHNvLP9ipkwQZI0+PhxcVGR32oBJOmpzSXa6RGRn5eRoHgi8gDgdy36l3jhwoUaOHCgfvKTn+jmm2/Wtm3bJElHjhxRz5499be//a1VigQAdGwWi0XpHvPcVxOXB9rM+nynXvjKHJG/LjVSF/cI91NFAICGvG7c//GPf2jmzJm68MIL9eKLL8ow6nNUiYmJmjhxot55551WKRIA0PFlpJjnubNAHdA2Ko9H5N0NIvLdIm16YlSc/4oCAJh43bjPnz9fP/rRj/SXv/xFl1xySaPX09LStGvXLp8WBwAIHp5P3LPznHIb7OcOtLYnNpYop9gckX9xXLziQonIA0Cg8Ppf5N27d+tHP/pRk68nJibqyJEjPikKABB8hiaEKDakfjG6o9Vufe3RTADwrbV51Zq/zRyRv3FApM7vRkQeAAKJ1417TEyMiouLm3x99+7dLFQHADhlNqtFozubn7pn5RKXB1pLRa1bUzML1TDX0j3Kpt+dQ0QeAAKN1437ueeeq3/84x+qrm68WNDBgwe1ZMkSXXjhhT4tDgAQXBrPc2eBOqC1/G5DiXaXuExjL42LVywReQAIOF7/yzxnzhwVFBRowoQJ+tOf/iSLxaKPP/5YjzzyiMaOHauQkBA98MADrVkrAKCD85znnpXrNC2GCsA3VudWa+H2ctPYrWdEaUJXIvIAEIi8btz79u2rFStWKCUlRU8//bQMw9D8+fM1b948DR8+XCtWrFC3bt1as1YAQAd3VlKowm31xwcrXNpf5mr6DQBarLzGrTs8IvI9o216dGSs32oCAJycvSUnDxw4UO+8846Kior07bffyu12q3fv3sxtBwD4RJjNohHJoVrdYG57Vp5TvWJadLsCcBKPbCjR3lLzF2LzxyUoOoSIPAAEqlP6Fzo+Pl5nn322Ro4cqcTERJWXlzf/JgAAvJDhYJ470Fo+P1StP+0w/972q0FRGt8lrIl3AAACgdeN+/Lly/Xwww+bxubOnauuXbuqR48euvrqq1VRUeH1D37++ec1ceJE9ejRQ/369dOUKVO0fft20zn5+fm6/fbbdcYZZ6hLly76n//5H+3evdt0TnV1taZNm6a+ffuqa9euuuqqq3Tw4EGv6wAABJaxKawsD7SGshq37swsNI31ibHp4RFE5AEg0HnduM+fP1+HDx+uO960aZMee+wxjRgxQjfddJM++eQTzZs3z+sfnJmZqVtvvVUffvihli9fLrvdrsmTJ6uw8NgNxTAMXXvttfr222/1j3/8Q59//rl69Oihyy+/3PSEf+bMmXrvvff05z//WR988IFKS0s1ZcoUuVzMiQSA9mhkcqhs9du565uSWuVV8G86cLoe/qLEtGaERcci8lFE5AEg4Hk9afCbb77RFVdcUXf89ttvq1OnTlq6dKnCwsJkt9u1bNkyzZw506vPW7Zsmel40aJF6tmzp9asWaNLLrlEu3fv1vr167Vq1SoNGzZM0rGn9AMGDNDSpUt1ww03qLi4WK+++qrmz5+viRMn1n3OsGHD9Omnn+qCCy7w9o8HAAgQ0SFWpSWGaENBTd3YmnynLu8d4ceqgPbt0++r9Oed5oj8rwdHNdqCEQAQmLz+irWiokKRkZF1x//97391wQUXKCzs2D/4w4YNO62IellZmdxut+Lj4yWpbr/48PD6bUmsVqvCwsKUnZ0tSdq8ebNqamp0/vnn153TvXt3DRw4UGvXrj3lWgAA/pXuMc99dW7Hm+fuvPFGOW+8UYcnT5bzxhv9XQ46sBKnW3dmFpnG+sXa9CAReQBoN7x+4t6tWzdt2rRJN9xwg3bv3q2dO3fq7rvvrnv96NGjpia7pWbMmKFhw4Zp1KhRkqQBAwaoR48eeuyxx/TCCy8oKipKCxYs0MGDB5WXlyfp2Bx4m82mxMRE02clJycrPz+/yZ+Vk5NzynW2pfZSZ0fEtfcfrr3/BNK17+22Sapv3j/dX6qcxMNNv6E9uvNO83EAXf9gEkh/71vLEzmh+q68/lc+iwzN7F2ug3t2n+RdrSsYrnug4tr7D9fef9rDtU9NTT3p61437lOmTNGTTz6pQ4cOaefOnYqPj9ePf/zjutc3btyo/v37n1KRs2bN0po1a7RixQrZbMc28A0JCdGrr76qO++8U3369JHNZtOECRN00UUXNft5hmHIYrE0+XpzFyUQ5OTktIs6OyKuvf9w7f0n0K59Yg+X7t+RW3ecU25Vcs9+ig/reHNxA+3aB5NguPb/OVild/OOmMbuHBqjK0d091NFwXHdAxXX3n+49v7TUa69178B3Xvvvbr33nv1/fffq1u3bnr11VcVFxcnSSosLFRWVpYuueSSFhcwc+ZMLV26VMuXL1fv3r1Nr6WlpSkzM1P79u3Trl27tHTpUh09elS9evWSJHXu3Fkul0tHjphvSAUFBUpOTm5xLQCAwNAp3KbB8fXfLRuS1uWzujzQEsVOt37rEZEfEGfXrLOIyANAe+P1E3ebzaY5c+Zozpw5jV5LSEg4pfjB9OnTtWzZMv373//WgAEDmjzvhy8Idu/erU2bNmn27NmSjjX2ISEhWrlypX7+859Lkg4ePKhdu3Zp9OjRLa4HABA40lPCtL2otu44K69aF/c49SlZQLCZva5YBxvsyGC1SAvGJyjC3nQqEQAQmLxu3BsqLi7Wd999J+nYYnA/NNYtcf/99+uf//yn/v73vys+Pr5u3npUVJSio6MlSe+++646deqknj17atu2bZoxY4YmTZpUtxhdXFycrr/+ej300ENKTk5WQkKCZs+erSFDhmjChAmn8kcDAASIDEeoaRXs7DyeuAPe+uhAlf6eU2Ea++3QaI1MDvVTRQCA09Gixn3jxo2aPXu21q1bJ8MwJEkWi0WjR4/W448/rrPPPtvrz1q8eLEk6fLLLzeNT58+vW5LudzcXM2ePVv5+flyOBy66qqr9MADD5jO//3vfy+bzaabb75ZVVVVOvfcc7Vw4cK6ufIAgPbJc2X5jQVOVdYaPC0EmlFU7dZdWYWmsTPi7ZqRRkQeANorrxv3DRs2aNKkSQoJCdENN9yggQMHyjAMff3113r77bc1adIkvf/++14370VFRc2e8+tf/1q//vWvT3pOeHi4nn32WT377LNe/VwAQPvQNcqm3jE27S09FvWtcUtfHHZqfJeOse903PHtT0cePy724r4IeGPG2iIdqnDXHdss0oJxCQrnSy8AaLe8btwff/xxJScn66OPPlKXLl1Mrz3wwAO6+OKL9fjjj2vZsmU+LxIAEJwyHGHaW1of983Kq+4wjTvQGj7YX6k3dleaxu4ZFqOzicgDQLvm9aryX3zxhW655ZZGTbskdenSRbfccovWr1/v0+IAAMEt3WFuNrJymecONKWw2q17sszJjcEJdk1Li/FTRQAAX/G6cTcM46Tzxq1Wa928dwAAfGFsivnp+vrDTtW4udcAJzJ9TZHyKhtH5MNsROQBoL3zunE/66yz9Morr6iwsLDRa4WFhVqyZEmLFqcDAKA5fWJsckTU36oqag1tOVLjx4qAwPTevkq9+a05In/f8BilJRGRB4COwOs57rNmzdLkyZM1cuRIXXPNNUpNTZUkff3113rjjTdUWlqqBQsWtFqhAIDgY7FYlOEI0zt76xuS7NxqtrQCGjhS5dK9HhH5oZ1CdP+ZROQBoKPwunFPT0/XsmXLNHv2bL300kum19LS0vTEE09ozJgxPi8QABDc0h2hpsZ9dZ5Tvxnmx4KAADNtTbEOV9VH5O0W6eXxCQolIg8AHUaL9nEfO3asPv30U+Xn52v//v2SpJ49e6pz586tUhwAABke89zX5FXLbRiyWmhKgHf3VGrZHnNE/oG0GA3rFOKnigAAraFFjfsPOnfuTLMOAGgTgxPsigu1qNh5bFG6IqehHYW1GkJjgiB3uNKl+7LNEfnhiSG6h4g8AHQ4TTbuq1evPqUPHDt27CkXAwCAJ6vFojGOMH14oKpuLDuvmsYdQc0wDN2XXaQj1fUR+RDrsYh8iJU0CgB0NE027j/5yU9kaUEM0TAMWSwWHT161CeFAQDwgwxHqKlxz8pz6peD/FgQ4Gfv7KnU8n1VprEZabEanMAXWgDQETXZuL/33nttWQcAAE3KcJjnuWfnVdd9YQwEm7wKl+5bY47In5UUoruGRfupIgBAa2uycR83blxb1gEAQJOGJ4Yo0m5RRe2xee6HKtzaW+pSn9hTWqoFaLcMw9A92UUqrDbqxkKPR+TtROQBoMOyentieXm5Dhw40OTrBw4cUEVFhU+KAgCgoVCbpdHe7avzqv1UDeA/b31bqQ/2myPys8+O1RnxROQBoCPzunGfNWuWrrnmmiZfv/baa/Xggw/6pCgAADxlOMyNe3ae00+V+IZr+HC5hg9X+RlnyDV8uL/LQTtwqMKlBzwi8uckh+jOIUTkAaCj8zpjuHLlSl177bVNvv6Tn/xEr732mk+KAgDAU7ojTFJp3XFWbvt+4l722WeSpJycHKWmpvq5GgQ6wzB0d1aRipz1Eflwm7RgfIJsROQBoMPz+ol7Xl6eUlJSmnzd4XAoNzfXJ0UBAODpnM4hsjfoT/aUunSowuW/goA29Po3FaadFSRpztmxSo0jIg8AwcDrxj0pKUk7duxo8vUdO3YoLi7OJ0UBAOAp0m7VWUnmJiW7nT91B7zxfblLM9YVm8bGdA7V7YOJyANAsPC6cb/ooou0ZMkSrV27ttFr69ev15IlS3TRRRf5tDgAABpqvC1c+57nDjTHMAzdtbpQJQ0i8hE2i14aF09EHgCCiNdz3GfOnKmPP/5Yl156qS688EINHjxYFotF27Zt0yeffCKHw6HZs2e3Zq0AgCCXnhKqeV/VH7OyPDq6v+dU6OOD5r/nD42IVX8i8gAQVLxu3B0Oh1auXKmHH35Y77//vj766CNJUkxMjKZMmaKHH35YDoej1QoFAGBM5zBZJP3w7HFHYa0Kq91KCPM6QAa0GwfKajXbIyKf7gjVbYOj/FQRAMBfvG7cJalz5856+eWXZRiGCgoKZBiGkpOTZbEQ1QIAtL74MKsGJ9i1rbBW0rEGfk1etS7pGeHfwk5B9HnnSZIGVVcrPCysbpV5QDoWkf/t6iKV1NRH5CPtFi0YlyArv3cBQNBpUeP+A4vFouTkZF/XAgBAszJSwuoad+nYPPf22LjbtmyRJPHsFCey5OsKrfzeHJF/dGSs+sSe0q9uAIB2jmwhAKBdGeuxQF0W89zRwewrrdUcj4j8uJRQ3XoGX/MAQLCicQcAtCvpjlDT8eaCGpXXuP1UDeBbbsPQb1YXqay2PiIfZbfoJSLyABDUaNwBAO2KI9KmfrG2uuNaQ/riMNvCoWP4665yfX7InCL53Tlx6h1DRB4AghmNOwCg3Un3iMuvZj93dAB7S2v10PoS09iErmG6eWCknyoCAAQKGncAQLuT4RGXz85lnjvaN7dh6I7MQpU3iMjHhFj0wth4du8BADS9qvyBAwdO6QN79OhxysUAAOCNjBTzE/f1h51yugyF2mhw0D79aUe5VueakyNPjIpTz2gi8gCAkzTuZ5555il9w3v06NHTKggAgOb0irapa6RV31ccW5SuyiVtPuLUqM5hzbwTCDzfltTqkS/MEfkLuoXp+lQi8gCAY5ps3F966SVT424YhhYuXKj9+/frF7/4hfr37y/DMPTNN9/o7bffVs+ePXXbbbe1SdEAgOBmsViU7gjT0j2VdWNZuTTuaH9+iMhXuuoj8rEhFr0wNoGIPACgTpON+7XXXms6njt3rioqKrRp0yZ16tTJ9NqMGTN08cUX68iRI61TJQAAHjJSQk2Ne3Zete5WjB8rAlpu4fZyZXssrvj70XHqFmVr4h0AgGDk9eJ0ixcv1k033dSoaZekpKQk3XjjjfrTn/7k0+IAAGiK58ry2flOudxGE2cDgeeb4ho9tqHYNHZx9zBd25+IPADAzOvGvaCgQDU1NU2+Xltbq4KCAp8UBQBAc86ItyshrD5KXOI0tL2o1o8VAd5zuQ1NXVWkKlf9WFyoRXMziMgDABrzunE/88wztXjxYu3bt6/Ra3v37tXixYt15pln+rQ4AACaYj0+z72hLLaFQzuxYFuZ1h02R+SfHh2vrkTkAQAn4PUeI0888YSuuOIKjRo1Spdccon69+8vScrJydGKFStkt9v1+OOPt1qhAAB4SneE6oP9VXXHWXnVum1wtB8rApq3q6hGj28yryJ/SY9wTekX4aeKAACBzuvG/ZxzztF//vMfPf744/r444/1r3/9S5IUGRmpiy++WLNmzdKgQYNarVAAADyN9ZznnueUYRjtImpcXFQk6dgX4KmpqX6uBm2l1m1o6qpCVTeIyCeEWTQ3I75d/L0FAPiH1427JA0cOFCvvvqq3G63CgoKZBiGkpOTZbV6nbgHAMBnzkwMUZTdovLaY4vS5Ve6tbukVv3jQvxcGXBiL31Vpg0F5jWDnhkdL0ckEXkAQNNOqeM2DEN2u12JiYk07QAAv7FbLRrVOdQ0luWxtRYQKHYU1uj3HhH5n/QM15V9icgDAE6uRV33xo0bNXnyZHXt2lX9+/fX6tWrJUlHjhzRL37xC3322WetUiQAAE1Jd3g07ixQhwBU4zZ0+6pCOd31Y53CrHqeiDwAwAteN+7r1q3TpZdeqj179uiqq66SYdTvlZuYmKiysjK9+uqrrVIkAABNyUhpPM8dCDTztpZp8xFzRP659Dh1jiAiDwBonteN++9+9zv169dPa9eu1UMPPdTo9fHjx+uLL77waXEAADRnRFKoQhrczfaVuXSw3NX0G4A29tXRGj292RyRn9w7Qlf0ifRTRQCA9sbrxek2btyoOXPmKDw8XBUVFY1e79atm/Ly8nxaHAAAzYmwWzQiKVRr8uuftGfnVevKvoHdFEXcdZckqVdxsSLi4lQ5b56fK0Jr+CEiX9MgIp8UbtUf0uP8VxQAoN3xunG3Wq0nXYguLy9PEREsrgIAaHvpDnPjnpXrDPjGPXTJEklS8vFjGveO6bktpdp61DMiH6+kcCLyAADveR2VT0tL04oVK074mtPp1FtvvaVRo0b5rDAAALzVeJ47C9TB/7484tQftpSaxv6nT4Qu782DDgBAy3jduN977736/PPPdeedd2rr1q2SpNzcXH3yySf66U9/qj179ui+++5rtUIBAGjKqM6hsjZYmHtHUa2OVDHPHf7jdB2LyNfWr+WrzhFWPTuGiDwAoOW8btwnTpyoRYsW6f3339cVV1whSbr99tv185//XDt37tTixYt1zjnntFqhAAA0JS7UqqEJIaYxVpeHPz27pVTbCmtNY39Mj1cnIvIAgFPg9Rx3Sbryyit16aWXauXKldq9e7fcbrf69OmjCy64QNHR0a1VIwAAzcpICdWXDeYSZ+c59ZNeRJLR9jYXOPX8l+aI/C/6RWgSfx8BAKfI68Z99erVGjhwoJKSkjRp0qRGrx85ckQ7d+7U2LFjfVogAADeSHeEaeH28rrjLOa5ww+qj0fkXQ0i8ikRVj09Ot5/RQEA2j2vo/KXXXaZVq5c2eTrn332mS677DKfFAUAQEtlOEJNx18eqVFpwz24gDbw9OYS7SgyR+Tnjo1XQpjXv3IBANCI13cRwzBO+rrT6TzpdnEAALSm5AibUuPqg2QuQ1qfzzx3tJ0Nh52au7XMNHZ1/0j9uAcReQDA6TlpVL6kpETFxcV1x0ePHtWBAwcanVdUVKSlS5eqS5cuvq8QAAAvZThClVNc/7QzK8+p87uF+7EiBIuqWkNTVxXK3eA5R5dIq54cxSryAIDTd9LGfcGCBXrmmWckSRaLRTNnztTMmTNPeK5hGHrwwQd9XyEAAF5Kd4RpydcVdcdZucxzR9t4clOJdhWbI/IvjE1QPBF5AIAPnLRxnzBhgsLDw2UYhh577DH97Gc/07Bhw0znWCwWRUZG6qyzztLIkSNbtVgAAE4mI8U8z31DgVPVLkNhNksT7wBO37r8ar24zRyRvz41Uhd1J+0BAPCNkzbuY8aM0ZgxYyRJ1dXVuuyyyzRkyJA2KQwAgJbqGW1X9yibvit3SZKqXdLGAqfSHWF+rgwdVWWtoamrikwR+e5RNj1ORB4A4ENe57dmzJhxwqY9NzdXO3fu9GlRAACcKs/V5bPzWKAOrefxjSX6psQckX9xbLziQonIAwB8x+u7yiuvvKLbbrvNNHbfffdp8ODBysjI0Pjx43XkyBGfFwgAQEtkpJifrjPPHa0lO69aCzwi8jcPjNREFkQEAPhYixr3mJiYuuPPP/9cf/nLX3TllVfqoYce0p49e/SHP/yhVYoEAMBb6R5P3NfmO+Vyn3xLU38o/fRTlX76qbb/7W8q/fRTf5eDFqqodeuOVYVq+DerR7RNj51DRB4A4HsnnePe0L59+3TdddfVHb/77rvq1q2bFi5cKKvVquLiYr3zzjt68sknW6VQAAC8MSDOrsQwq45UuyVJpTWGth6tUVpSaDPvbFvutDRJUkVUlNypqX6uBi312IYSfVvqMo29NDZeMSFE5AEAvuf13cXpdCokJKTueOXKlbrwwgtltR77iL59+yo3N9f3FQIA0AIWi6XRU/cs5rnDhzJzq7Vwe7lp7JdnROm8rkTkAQCtw+vGvVevXvr0eJRv48aN2rt3r84///y61/MGfqsSAAAgAElEQVTz801RegAA/MVznnt2HvPc4RtlNW7dmVloGusVbdMjI2P9VBEAIBh4HZW/5ZZbNG3aNO3atUvff/+9unXrposuuqju9TVr1uiMM85olSIBAGiJE60sbxiGLBb2c8fpefSLEu31iMjPH5+gaCLyAIBW5HXj/stf/lKhoaH66KOPNHz4cN19992KiIiQJBUWFurw4cO65ZZbWq1QAAC8NbRTiGJCLCqtObZ0WEGVWznFtRoQH9LMO4GmffZ9tf600xyRv21QlMZ5JDwAAPA1rxt3Sbrhhht0ww03NBpPSEioi9EDAOBvdqtFozqH6j8H6yPyWXnOgGrcQ155RZKUlJenEIdDNTfd5M9y0IzSGrfuXG2OyPeJsemhEUTkAQCtr0WNOwAA7UWGI8yjca/WTQOj/FiRWeTdd0uSeh8/LqZxD2gPry/RgbL6iLxF0vxxCYoiIg8AaANeN+6XXXZZs+dYLBYtX778tAoCAMAXGq0sn8vK8jg1Kw9W6S+7zBH524dENVoEEQCA1uL118Rut1uGYZj+q62t1Z49e5SZmanvv/9ebre7NWsFAMBrZyeFKsxWf/xduUv7y2r9VxDapRKnW79ZXWQa6x9r15yzicgDANqO10/c33///ZO+ds899+ivf/2rT4oCAOB0hdstGpEUatrDPTvPqZ7RzBKD9+asL9Z35fUReatFWjA+XpF2IvIAgLbjk7vOpEmTdOWVV2rWrFm++DgAAHwiw2GOMmflsp87vPfJd1X629cVprE7h0RrVGci8gCAtuWzr4sHDBigjRs3+urjAAA4bRkpjfdzB7xRVO3Wbz1WkR8QZ9ess4jIAwDans8a948//lixsdzMAACB45zOobJa6o+/Lq7V4UpX028Ajpu1rljfV9Sv3WO1SC+PT1C43XKSdwEA0Dq8nuj39NNPn3C8uLhYmZmZ2rp1q+6//36fFQYAwOmKCbFqeGKINhXU1I1l5zn1094RfqwKge7DA1V67RtzRP6uodEakRzaxDsAAGhdXjfuTz311AnH4+Pj1bdvX73wwgu67rrrfFYYAAC+kO4INTXuWXnVNO5oUlG1W3d5ROQHxds1g4g8AMCPvG7cCwsLmz8JAIAAk+EI04Jt9XtwM88dJzN9bZFyK+sj8jaLtGB8gsJsROQBAP7DXiYAgA4t3WGON289WqMSp7uJsxHM3t9XqX/urjSN3XNmjM5KIiIPAPAvGncAQIeWGG7TGfH1ATO3Ia3L56k7zI5WuXRPdpFpbEiCXQ8Mj/FTRQAA1GsyKp+QkCCr1apDhw4pNDRUCQkJsliaj4nZbDYlJibqvPPO0xNPPKGkpCSfFgwAQEulO0K1s6i27jgrr1oXdg/3Y0UINA+sLVZ+g4i8/XhEPpSIPAAgADTZuD/wwAOyWCyy2+2m4+a4XC7l5ubqX//6l0pLS/Xaa6/5rloAAE5BhiNMf91Vv0o489zR0PK9lXr7W3NE/r7hMRqeSEQeABAYmmzcZ86cedLj5gwYMEDPPvvsqVUFAIAPec5z33DYqcpaQxF+3JO7Yu5cSVJ+Xp46Oxx+qyPYFVS5dK9HRH5YpxDddyYReQBA4PB6VfmWuuyyy5SYmNhaHw8AgNe6R9vVM9qm/WUuSZLTLW0ocGpcSpjfaqq56SZJUkFOjhJSU/1WR7Cbll2sgqr6iHyIlYg8ACDwNNm4v/7666f0gVdffbUkqXfv3urdu/cpfQYAAL6W4QjV/rL6OHR2brVfG3f438eHbXpnrzki/8DwGA3rFOKnigAAOLEmG/epU6c2GvthjrthGCccl+obdwAAAklGSpjeaLDVVxbz3INafqVLT+82T6FISwzR3UTkAQABqMnt4LZs2WL6LzMzU0OGDNGYMWP0yiuvKDMzU6tWrdJf//pXjR49WkOHDlVmZqbXP/j555/XxIkT1aNHD/Xr109TpkzR9u3bTeeUlZVp2rRpGjx4sFJSUjRy5EjNnz/fdE51dbWmTZumvn37qmvXrrrqqqt08ODBFl4GAEBHl+Exz31dvlO1bqOJs9GRGYahe7OKVFxb/+Ah9HhEPsRKRB4AEHiabNx79uxp+m/RokVKSEjQ+++/r8svv1xDhgzR0KFDNXnyZL3//vuKi4vTokWLvP7BmZmZuvXWW/Xhhx9q+fLlstvtmjx5sgoLC+vOmT17tj766CMtXLhQa9eu1X333adHH31Ub7zxRt05M2fO1Hvvvac///nP+uCDD1RaWqopU6bI5XKd4iUBAHRE/WLtSg6vv+2V1xr68kiNHyuCvyzdU6l/768yjc04K1aDE4jIAwACU5ONu6f33ntPl1122Qm3hLNarfrpT3+q9957z+sfvGzZMl133XUaPHiwhgwZokWLFqmgoEBr1qypO2fdunWaMmWKzj33XPXq1UtXX321Ro4cqQ0bNkiSiouL9eqrr+qxxx7TxIkTlZaWpkWLFmnbtm369NNPva4FANDxWSwWZaSYn7pn5VX7qRrJunmzrJs3K3LHDlk3b/ZbHcEmr8KlaWvMq8ifnRSi3w6N9lNFAAA0z+vGvba2Vvv372/y9b1796qm5tSfXJSVlcntdis+Pr5ubMyYMVqxYoW+++47SdLatWv11Vdf6YILLpAkbd68WTU1NTr//PPr3tO9e3cNHDhQa9euPeVaAAAdU7rDvBidP+e5x0yYoJgJEzT4hhsUM2GC3+oIJoZh6J7sIhVW10+RCLMdi8jbicgDAAKY19vBnX/++frf//1fnXnmmbryyitNC9W99dZbWrx4sS655JJTLmTGjBkaNmyYRo0aVTf29NNP65577tHQoUNltx8r9ZlnntGPf/xjSVJ+fr5sNlujbeeSk5OVn5/f5M/Kyck55TrbUnupsyPi2vsP195/guHad6+2SIqoO179faV2fZ0jf/RsIz2Og+H6+9sH+TZ9sN/85c1tPZyyHd6rnMN+KipI8ffdf7j2/sO195/2cO1Tm9ka1uvG/ZlnntHOnTt12223ac6cOerTp48sFou+/fZb5efnKzU1VU899dQpFTlr1iytWbNGK1askM1mqxtftGiR1q5dq9dff109evRQVlaWHnzwQfXs2VMXXnhhk59nGMYJI/0/aO6iBIKcnJx2UWdHxLX3H669/wTLte/rNhS77ZBKao49cS2utcid3FsDA2BuczBcf386VOHS8+vyJNU/bR8W49LD5/WWjaftbSpY/r0JRFx7/+Ha+09HufZeN+4Oh0Off/65XnnlFX300Uc6cOCADMPQ0KFDdfHFF+vGG29UeHh4iwuYOXOmli1bpvfee8+073tlZaUee+wxvfLKK3VP8ocOHaqtW7fqxRdf1IUXXqjOnTvL5XLpyJEjSkpKqntvQUGBMjIyWlwLAKBjs1ktGuMI1Uff1c9tz85zalAANO5oPYZh6O7VhSp21jft4TbpoVQnTTsAoF3wunGXpLCwMN1222267bbbTvj69u3bNXjwYK8/b/r06Vq2bJn+/e9/a8CAAabXampqVFNTY3oCL0k2m01ut1uSlJaWppCQEK1cuVI///nPJUkHDx7Url27NHr06Jb80QAAQSLdEWZq3LPyqnXLGVF+rAit7bVvKvThd+aFCB8cEafeoRV+qggAgJZpUeN+Irm5uXrrrbf05ptvatu2bTp69KhX77v//vv1z3/+U3//+98VHx+vvLw8SVJUVJSio6MVGxursWPH6tFHH1VUVJR69Oih1atX64033tCjjz4qSYqLi9P111+vhx56SMnJyUpISNDs2bM1ZMgQTWChHwDACXju556VW93sFCu0XwfLXZq5ttg0NqZzqH49KErf7vZTUQAAtNApNe5lZWVavny53nzzTWVmZsrlcmnQoEG6++67vf6MxYsXS5Iuv/xy0/j06dM1c+ZMSdJf/vIXPfroo/rVr36lwsJC9ejRQ7Nnz9avfvWruvN///vfy2az6eabb1ZVVZXOPfdcLVy4sNGTegAAJOmspFCF26Qq17Hj7yvc2lfmUu+Y0/4uGwHGMAzdtbqwbk0DSYqwWTR/XAIReQBAu+L1bykul0uffPKJ3nzzTf3f//2fKisrZbFY9Mtf/lJ33HGHevXq1aIfXFRU1Ow5DodDCxYsOOk54eHhevbZZ/Xss8+26OcDAIJTqM2ikcmhysyt3wouK7eaxr0DejWnQp8cNEfkHx4Zq35x/L8GALQvze7j/sUXX2jatGkaOHCgrrrqKu3YsUP33Xef3n33XRmGoQkTJrS4aQcAwJ8yUsxbgmX7cT93tI4DZbWavc4ckc9whOpXg1jPAADQ/pz0K+cRI0Zoz5496t69u66//npdeeWVGjJkiCRp//79bVIgAAC+1miee151E2eiPTIMQ79ZXaTSBhH5KLtFC8YnyMpaBgCAduikjfu3336rXr16ac6cObr00ksVGRnZVnUBANBqzkkOld0i1R7v63aXuJRX4ZIjkvVROoJXdlXo0+/NX8Y8OjKW6RAAgHbrpFH5+fPnq0+fPrrttts0YMAA3Xrrrfrggw9UU1PTVvUBAOBzUSFWDU80791OXL5j2FtaqznrzRH5c7uEseUfAKBdO+lXz9dcc42uueYa5eXl6c0339Sbb76pa6+9VrGxsRo3bpwsFgvb5wAA2qWMlDBtKKj/Ijorr1qT+0T4sSKcLrdh6DeZhSqvrY/IR9stenFsPBF5AEC71uzidNKx1d1/85vfaNWqVcrKytLNN9+sLVu2yDAM3Xnnnbr99tu1fPlylZeXt3a9AAD4RHqjee48cW/v/rKzXKtyzf8ff3dOnHoRkQcAtHMtvpMNGjRIjzzyiB555BGtWrVK//znP7V8+XK98cYbCg8P16FDh1qjTgAAfCrdYV5ZftvRGhVVuxUf5tV32qfNeeONkqTi4mLFxcW1yc/syPaW1uqhL0pMYxO6hummgazPAwBo/07rK+jx48dr/Pjxeu655/TBBx/ozTff9FVdAAC0qoQwqwbH27W9qFaSZEham+/Uj3qEt8nPr5w3T5K0LydHqampbfIzOyq3YWjqqkJVNIjIx4Qci8gzpQ8A0BH45LFCWFiYrrjiCr3++uu++DgAANqE537uWblsC9ce/e+O8kZTHZ4YFace0UTkAQAdQ9vkAQEACECe+7mzsnz7s7u4Vo96ROQv7Bam61OJyAMAOg4adwBA0Er3eOK+scCpilq3n6pBS7nchu7ILFSlqz4iHxtq0byxCUTkAQAdCo07ACBodYm0qU+Mre641pC+OFxzkncgkCzcUa41+eaUxJOj4tQtytbEOwAAaJ9o3AEAQc1zdXnmubcPOcU1+t2GYtPYj7qH6Zr+ROQBAB0Pq7YAAIJaRkqoXvumou64rea5x8XHS5JGHj8uLipqk5/bEbjcx1aRr3LVj8WFWjSXiDwAoIPiiTsAIKhleDxxX3/YqRq30cTZCATzt5VpvceUhmfGxKtLJBF5AEDHROMOAAhqfWJsSomovx1W1BracoR57oFqZ1GNnthkXkX+0p7h+kXfCD9VBABA66NxBwAENYvFwjz3dqL2eES+ukFEPiHMoj+mxxORBwB0aDTuAICgl5Fi3s89i/3cA9ILX5VpY4E5DfHsmHg5iMgDADo4GncAQNDzfOKenVctt8E890CyvbBGT3lE5C/rFa7/6UNEHgDQ8dG4AwCC3uAEu+JC66PWxU5D2wtr/VgRGqo5HpF3uuvHEsOsep6IPAAgSNC4AwCCnvUE89yz85jnHijmflmqzR4LBj6XHq/kCCLyAIDgQOMOAICkDIfHPPdc5rkHgq1Ha/TMllLT2BW9IzSZiDwAIIjQuAMAICkjpfETd4N57n7ldB2LyNc0iMgnh1v1h/Q4/xUFAIAf0LgDACBpeGKIIu3186VzK93aU+o6yTvQ2p77slRbj5oj8s9nxCsxnIg8ACC40LgDACApxGrROcme28Ixz91fthxx6jmPiPyVfSN0WS8i8gCA4EPjDgDAcenMcw8ITpeh21cVqrbBTIXOEVY9M5qIPAAgONG4AwBw3InmuaPtPbOltNF2fH9Mj1cnIvIAgCBl93cBAAAEipHJIQqxqm4xtD2lLh2qcKlLpO8bRtfw4ZKkqupqhYeFNXN28NhU4NQfvzRH5Kf0i9AkIvIAgCBG4w4AwHGRdqvOSgzVusP1Efns3Gr9rG+kz39W2WefSZJycnKUmprq889vj6qPR+RdDSLyKRFWPT063n9FAQAQAIjKAwDQQKN57nnMc28rT20q0c4ic0R+3tgExYfx6woAILhxJwQAoAHPee5ZucxzbwtfHHZq3ldlprFrUyP1ox7hfqoIAIDAQeMOAEADozuHytLgeHtRrQqr3X6rJxhU1RqauqpQ7gYR+a6RVj1xDqvIAwAg0bgDAGASH2bVkE4hpjFWl29dv99Uoq+LzRH5F4jIAwBQhzsiAAAeMjzmuWczz73VrM2r1oseEfkbBkTqwu5E5AEA+AGrygMA4CHDEab/3VFed9wa89yjzztPkjTo+HZwP6wyH0wqat2amlmoBgl5dY+y6XEi8gAAmNC4AwDgwXNl+S1HalRW41Z0iO+CarYtWyRJUT77xPbn8Y0l2l3iMo29NC5esaEEAgEAaIg7IwAAHhyRNvWLtdUd1xrHVj2H72TlVuvlbeWmsVsGRmlCVyLyAAB4onEHAOAEMhwe28Ixz91nymvcusMjIt8j2qZHz4n1W00AAAQyGncAAE7AMy7Pfu6+89iGEu0p9YjIj01QjA+nIgAA0JFwhwQA4AQyUsxP3L847JTTZTRxNryVmVutRTvMEfn/d0aUzusa1sQ7AAAAjTsAACfQK9qmrpH1t8kql7SpgLj86SirceuOVYWmsd4xNj08kog8AAAnQ+MOAMAJWCyWRk/dmed+eh75okT7yswR+fnjEny6Wj8AAB0Rd0oAAJrguUBddh7z3E/VZ99XafFOc0T+14OjNDaFiDwAAM2hcQcAoAmeC9StyXPK5Waee0uVON26I7PINNY3xqaHRhCRBwDAGzTuAAA0YWC8XZ3C6m+VJTWGthXW+LGi9umh9cX6rrw+Im+RtGB8giLt/BoCAIA3uGMCANAEq8WiMZ7bwjHPvUX+e7BKr3xdYRqbOiRaYxxE5AEA8BaNOwAAJ5Hh0bgzz917xU63frvaHJHvH2vXnLOJyAMA0BI07gAAnITnAnVZuU4ZBvPcvTFnnTkib7VIL49PUITd4seqAABof2jcAQA4iTMTQxTVoNE8XOXW7pJaP1bUPnz8XZVezTFH5H8zJFrndA5t4h0AAKApNO4AAJyE3WrRqM6+n+deXFSk4qIifbF+vYqLipp/QztSVO3Wb1cXmsYGxtk18ywi8gAAnAoadwAAmuE5zz0rl3nuJzNzXbEOVbjrjm3HI/LhROQBADglNO4AADQjPcVjnjsryzfp//ZX6vVvzBH5u4ZF6+xkIvIAAJwqGncAAJoxIilUoQ3umPvLXPqujHnungqr3bonyxz7HxRv1/Q0IvIAAJwOGncAAJoRYbdoRLLntnA8dfc0fW2RcisbR+TDbETkAQA4HTTuAAB4Id1znjv7uZv8e1+l3txdaRq798wYpSURkQcA4HTZ/V0AAADtQYYjTM+rrO74dJ+4R9x1lySpV3GxIuLiVDlv3ml9nj8dqXI1isgPSbBr2vAYP1UEAEDHQuMOAIAXRnUOldUiuY1jxzuLanWkyqXEcNspfV7okiWSpOTjx+25cX9gTbEOV9VH5O3HI/KhROQBAPAJovIAAHghNtSqYZ1CTGPMc5f+tbdSS/eYI/L3D4/RmYlE5AEA8BUadwAAvMQ8d7OCKpfuyzZH5Id1CtF9ROQBAPApGncAALyU4TDv5x7sT9zvzy5WQYOIfIj1WEQ+xEpEHgAAX6JxBwDAS55P3LccqVFpjbuJszu2d/ZU6N295oj89LRYDfWYTgAAAE4fjTsAAF5KjrBpQFz9uq5uQ1qfH3xP3fMrXbovu9g0lpYYoruHRfupIgAAOjYadwAAWqDRPPfc4GrcDcPQvVlFOlpdnzQIPR6RtxORBwCgVdC4AwDQAhkp5nnuq4Nsgbq3v63Uv/dXmcZmnRWrQQlE5AEAaC007gAAtECGxxP3jQVOVdUafqqmbeVWuDRtjXkV+RFJIbpzKBF5AABaE407AAAt0CParu5Rtrrjatex5r2jMwxDd2cVqchZ/yVFmE1aQEQeAIBWR+MOAEALZaSYn7oHw7Zw/9xdqRUHzBH5OWfFamA8EXkAAFobjTsAAC3kuZ97Vgef5/59uUvT15oj8qOSQzV1CBF5AADaAo07AAAt5DnPfV2+U7XujjnP/VhEvlDFDSLy4TZpwfh42YjIAwDQJmjcAQBoodQ4u5LC62+hpTWGvjpa48eKWs8/vqnQR9+ZEwUPjYhT/zgi8gAAtBW7vwsAAKC9sVgsSneE6r199XO+s/KcSksKPcm7zEo//VSSdGD/fvXo2dPXJfrEd2W1mrW22DSW7gjVrwdH+akiAACCE0/cAQA4Beme89xzWzbP3Z2WJndamioGDZI7Lc2XpfmEYRi6K6tIJTX1EfkIm0XzxyXIaiEiDwBAW6JxBwDgFHjOc8/Oc8owOs4891dzKvSfg+YvIx4ZGau+sYT1AABoazTuAACcgmGdQhQTUv/k+Ui1W18X1/qxIt/ZX1ar2evMEfmxKaH6f4OIyAMA4A807gAAnAKb1aLRnTvefu6GYeg3mUUqbRCRj7ITkQcAwJ9o3AEAOEUZKac3zz0Q/XVXhT47ZP5zPHZOrHrHEJEHAMBfuAsDAHCK0j3muWe14Il7yCuvSJKS8vIU4nCo5qabfFfYKdpbWqsH15sj8ud1CdPNA4nIAwDgTzTuAACcorOTQhVmk6pdx46/K3dpf1mtekY3f3uNvPtuSVLv48fFfm7c3YahOzMLVV5bH5GPtlv04rh4IvIAAPgZUXkAAE5RmM2iER57t2flts957ot3lCvTo/bHR8V59SUEAABoXTTuAACcBs957tl57W+e+56SWj2yocQ0NrFrmG4cEOmnigAAQEM07gAAnAbP/dxbMs89ELgNQ1MzC1XRICIfG2LRi2PjZSEiDwBAQKBxBwDgNJzTOVS2Bv1tTnGtDle6/FdQCy3aXt5oG7snRsWpOxF5AAACht8a9+eff14TJ05Ujx491K9fP02ZMkXbt283nRMfH3/C/+6///66cwzD0JNPPqkzzjhDKSkpmjRpknbs2NHWfxwAQJCKCbHqzMQQ01h7eer+TXGNHvOIyF/ULUzXpRKRBwAgkPitcc/MzNStt96qDz/8UMuXL5fdbtfkyZNVWFhYd86uXbtM/73xxhuSpMmTJ9edM2/ePM2fP19PP/20/vvf/yo5OVlXXHGFSktL2/zPBAAIThmO9jfP3eU2dEdmkSpdDSLyoRbNG5tARB4AgADjtxzcsmXLTMeLFi1Sz549tWbNGl1yySWSJIfDYTrngw8+UP/+/TVu3DhJx562v/zyy7r77rt1+eWXS5Jefvllpaam6u2339bNN9/cBn8SAECwS3eEav62+uP2sLL8gu1lWptvrvOpUXHqGmXzU0UAAKApATPHvaysTG63W/Hx8Sd8vbS0VMuWLdONN95YN7Zv3z7l5eXp/PPPrxuLiIhQRkaG1q5d2+o1AwAgHWvcG/qqsEbFTrefqmne10U1emKjOSL/ox7huro/EXkAAAJRwKw8M2PGDA0bNkyjRo064etLly5VdXW1rr766rqxvLw8SVJycrLp3OTkZB06dKjJn5WTk+ODiltfe6mzI+La+w/X3n+49qenb2S4vq049n2425De2bRHYzs13byP9Dhuq+vvMqRffhmmKlf9k/VYu6G7Ugr1zTdH26SGQMLfe//guvsP195/uPb+0x6ufWpq6klfD4jGfdasWVqzZo1WrFghm+3EEb0lS5Zo0qRJSkpKavSa51w8wzBOOj+vuYsSCHJyctpFnR0R195/uPb+w7U/fRMOF+nbXeV1x/tsSbopNc7r97fV9Z+3tVRflZqftv8ho5My+gXf03b+3vsH191/uPb+w7X3n45y7f0elZ85c6aWLl2q5cuXq3fv3ic858svv9SmTZtMMXmpfg58fn6+abygoKDRU3gAAFpTRoo5Lu+5xVog2HmCiPyknuH6ed8IP1UEAAC84dfGffr06Xr77be1fPlyDRgwoMnzlixZop49e2rChAmm8V69esnhcGjlypV1Y1VVVcrOztbo0aNbq2wAABpJ91hZfkOBU5W1RhNnt71at6HbVxWq4dT7TmFW/TEjnlXkAQAIcH5r3O+//3699tprWrx4seLj45WXl6e8vDyVlZWZzquoqNBbb72lG264odEvFhaLRbfffrvmzp2r5cuXa/v27Zo6daqioqJ05ZVXtuUfBwAQ5LpF2dQrun66V437WPMeKOZtLdOmghrT2B/GxKlzBKvIAwAQ6Pw2x33x4sWSVLeN2w+mT5+umTNn1h0vW7ZM5eXluvbaa0/4OXfddZcqKys1bdo0FRUVacSIEVq2bJliYmJar3gAAE4g3RGqfWWVdcdZudUalxJ2wnMr5s6VJOXn5amzx/anvrbtaI2e2myOyP+0V7iu6ENEHgCA9sBvjXtRUZFX51133XW67rrrmnzdYrFo5syZpmYfAAB/yEgJ0xu76xv3k81zr7npJklSQU6OElpx0Zwat6GpmYWqaRCRTwyz6rl0IvIAALQXfl+cDgCAjiLDYz/3dflO1br9O8/9j1+WassRc0T+ufR4JRORBwCg3aBxBwDAR/rF2tU5ov7WWl5r6EuPprktfXnEqWc2l5rGftYnQpOJyAMA0K7QuAMA4CMWi0XpHk/dV+dV+6UWp8vQ1MwiNVzYPjncqmfHeL+3PAAACAw07gAA+FCGx7Zw/trP/Q9fluqro+an/c9nxCsxnIg8AADtjd8WpwMAoGL918wAABj8SURBVCPKSPFs3KvlNgxZPRaCs27eLEmK3L9f1vJyudPSfFbD5gKnnttijsj/vG+ELutFRB4AgPaIxh0AAB8aHG9XbKhFJc5jGfXCakM7i2o1OCHEdF7MhAnHzj9+XOzlbivNqXYZmrqqUK4GEXlHhFVPjyYiDwBAe0VUHgAAH7JZLUrvbJ7nnt2G89yf3Vyq7UW1prE/ZsSrExF5AADaLRp3AAB8LN1jnntWbtvMc9942Kk/bjVH5K/qF6FLexKRBwCgPaNxBwDAxzJSGj9xN4zW3c+9qtbQ1ExzRL5LpFVPjY5v1Z8LAABaH407AAA+lpYYqghb/WJ031e4ta/M1ao/86nNJdrpEZGfl5Gg+DBu9QAAtHfczQEA8LFQm0Ujk82L0WXltt489/X5Tr3wVZlp7LrUSF3cI7zVfiYAAGg7NO4AALSCdI9t4bJaaT/3yuMReXeDiHy3SJueGMUq8gAAdBQ07gAAtIKxjrZZWf6JjSXKKTZH5F8YF6+4UG7xAAB0FNzVAQBoBSOTQ2Wvn+au3SUu5VX4dp772rxqzd9mjsjfOCBSF3QjIg8AQEdC4w4AQCuICrEqLck8zz3bh3H5ilq3pmYWquFa9d2jbPrdOUTkAQDoaGjcAQBoJRke+7mv9mFc/ncbSrS7xPwE/6Vx8YolIg8AQIfD3R0AgFaS7jHP3Vcry6/OrdbC7eWmsVvPiNKErkTkAQDoiGjcAQBoJemOMDWY5q7thbUqqnaf1meW17h1h0dEvme0TY+OjD2tzwUAAIGLxh0AgFYSH2bVoAR73bEhaU3+6T11f2RDifaWmiPy88clKDqEWzoAAB2VvflTAADAqRrrCNP2wvrt2rJznfpxjwg5b7xRklRcXKy4OO8WlFt1qFp/2mGOyP+/QVEa3yWsiXcAAICOgMYdAIBWlO4I1Z921jfbWccXqKucN0+StC8nR6mpqc1+TtnxiHxDvWNsemQEEXkAADo6cnUAALSi9BTz0/BNBTWqqG35PPeHvyjR/rL6iLxF0oJxCYoiIg8AQIfH3R4AgFbUJdKmPjG2uuNaQ1qfX9Oiz/j0+yr9eac5Iv/rwVHKSCEiDwBAMKBxBwCglXk22Nkt2M+9xOnWnZlFprF+sTY9SEQeAICgQeMOAEAra7Sfe57T6/c+uL5Y35WbI/LzxyUo0s4tHACAYMFdHwCAVjbWYX7ivj7fKafLaOLsev85WKUlX1eYxu4YEq0xDiLyAAAEE1aVBwCglfWOsSklwqrcymOL0lW6DCUnJkiSRh4/p7jIHIcvdrr1W4+IfGqcXbPPJiIPAECw4Yk7AACtzGKxtHghudnrinWwoj4ib7UcW0U+wm7xdXkAACDA0bgDANAGMjzmuZ/MRweq9Pccc0T+t0OjdU5n7z8DAAB0HDTuAAC0gXQv56UXVbt1V1ahaeyMeLtmpBGRBwAgWNG4AwDQBgYl2BUf2nzMfcbaIh2qcNcd245H5MOJyAMAELRo3AEAaANWi6XZ1eA/2F+pN3ZXmsbuHhats5OJyAMAEMxo3AEAaCNjTzLPvbDarXuyzKvID4636wEi8gAABD0adwAA2kj6SVaWn76mSHmVHhH58QkKsxGRBwAg2NG4AwDQRoYnhiiyibnqb35rjsjfNzxGaUlE5AEAAI07AABtJsRq0TlezFcf2ilE958Z0wYVAQCA9oDGHQCANpSRcvLG3W6RXh6foFAi8gAA4DgadwAA2lBz+7k/kBajYZ1C2qgaAADQHtC4AwDQhkYmhyikibvv8MQQ3UNEHgAAeKBxBwCgDUXarTr7BIvOhVilBeMSFGIlIg8AAMzs/i4AAIBgk+4I1Ybug01jM9JiNYSIPAAAOAEadwAA2tjEruEaed9bdcdnJYXo42HRfqwIAAAEMqLyAAC0sXO7hOqmAZGySOof6dZfJ3SSnYg8AABoAo07AABtzGKxaO7YBOXd0FWvn12l3jEE4AAAQNNo3AEA8BP2agcAAN6gcQcAAAAAIIDRuAMAAAAAEMCYVAcAgB9En3eeJGlQdbXCw8JU9tlnfq4IAAAEKhp3AAD8wLZliyQpys91AACAwEdUHgAAAACAAEbjDgAAAABAAKNxBwAAAAAggNG4AwAAAAAQwGjcAQAAAAAIYDTuAAAAAAAEMBp3AAAAAAACGI07AAAAAAABjMYdAAAAAIAARuMOAAAAAEAAo3EHAAAAACCA0bgDAAAAABDALEVFRYa/iwAAAAAAACfGE3cAAAAAAAIYjTsAAAAAAAGMxh0AAAAA/n979x4Vc/7/Afw5pQu6aMrMpIuUkk3J6naU3LKOyyqtmnL2uCWOXXdR2bUWi+VI2j2Ru9h2RVJNrJBUjhi3hFXLlo5LopStJEyf3x9+fTKayydlT+fb63HOnMOn9+f1eb+fvZt6z3w+nyGkA6OFOyGEEEIIIYQQ0oHRwp0QQgghhBBCCOnAOvXCfcuWLRgxYgQsLCxgY2MDsViMv/76S64NwzDYsGED7O3tIRKJMH78eNy5c0euzebNmzFmzBj06tULPXr0UHisa9euwdfXF71794alpSUmTpyIq1evqu3j+fPnMWzYMAiFQgwcOBB79+6V+3pNTQ0iIiIwYMAAiEQifPHFF7h27ZrKmlVVVVi2bBlcXV0hEong4OCAJUuW4Pnz5wrbv3r1Cp6enujRoweuX7+uts9cUPaqs3d0dESPHj3kHj/++KPaPnNB2auf95mZmRg9ejRMTU3ZfrcV5a4899zc3BbzvemRkpKitt/qUPaq5/y9e/cwZcoUWFtbw9zcHD4+Pjhz5ozaPnNB2avOPj8/H35+frC0tESfPn2wcOFC1NbWqu0zF501ewBYsGABnJ2dIRKJYGNjg+DgYBQVFcm1qa6uxuzZs2FpaQlLS0vMnj0b1dXVamtz0dGzf/LkCWbNmgVXV1fw+XzMnTtXYbvU1FS4u7tDIBDA3d0dEolE7dgbGhqwbNkyWFtbo1evXggKCsKjR4/k2oSHh2P48OEQCoVwdHRUW7M1KHvl2d+8eRMhISFwcHCASCSCi4sLfvnlFzQ2NqqtzQVlrzz7iooK+Pv7w97eHgKBAA4ODggLC8OLFy/U1n5fp164nz9/HiEhIcjIyEBaWhq6dOkCPz8/VFVVsW1iYmIQGxuLjRs34uzZs+jZsycmTZqEmpoatk1DQwMmTJigdALU1tbiq6++gkgkwqlTp3D69GmIRCL4+/vL1fnQ/fv3ERgYCDc3N+Tk5GDJkiVYvnw5UlNT2TYLFizA2bNnsX37dly4cAEjRoyAn58fHj9+rLRuWVkZysrKsHr1aly4cAE7duzAhQsXEBISorD9ypUrYWZmprTex6Ds1We/fPlyFBUVsY+wsDCVmXJF2avOPj09HTNnzoRYLEZOTg5Onz6Nr7/+Wm2u6lDuynN3d3eXm+tFRUVYsmQJ9PT04OPjwylfVSh71XNeLBajoaEBqampyMnJgYeHB6ZMmYKSkhK12apD2SvPvqysDH5+frCyskJmZiaOHj2KwsJCfPPNN5yyVaezZg8AgwYNwrZt23Dp0iUcPXoUDMPAz88Pb968YdvMmjULBQUFOHLkCJKSklBQUIA5c+aozZWLjp59Q0MD+Hw+Fi1aBBcXF4VtpFIpZs6ciYCAAOTm5iIgIADTp0/HlStXVI49MjISEokEe/bswYkTJ1BTUwOxWAyZTMa2aWxsRHBwMIKCglTW+hiUvfLs8/PzYWxsjLi4OFy8eBGRkZHYtGkToqOjVdblirJXnr2GhgYmTJiAQ4cO4cqVK9i2bRuys7OxcOFClXU/RJ/j/p7a2lpYWloiISEBY8eOBcMwsLe3R2hoKLtoqq+vh62tLdauXYsZM2bI7Z+amopp06a1eMX2+vXrGDFiBPLz82FlZQXg3S8sZ2dnZGVlYdCgQQr7s2rVKkgkErlXl+fPn4/CwkKcPn0a9fX1MDc3x4EDBzB+/Hi2zbBhwzB69Gh8//33nMd+6tQpiMVilJaWwsDAgN1+/PhxrF27FvHx8XB3d1fZ37ag7OWzd3R0xOzZszF//nzOdT4WZd+cvUwmw8CBA7Fs2TJMmzaNc52PQbm3fL55n4uLCzw9PRETE8O5LleUfXP2lZWVsLGxQVpaGry9vQEAb9++hUAgwL59++Dr68u5NheUfXP2+/fvx5o1a3D37l1oamoCAG7fvg1PT09cu3YN1tbWnGtz0Zmzv3XrFry8vHD58mXY2tqiqKgI7u7uOHnyJDw8PAAAeXl5GDt2LNumPXW07N8nFovB5/Oxfft2ue0zZsxAVVWV3FlPvr6+MDExwZ49exTWevHiBfr27YvY2FgEBgYCAB4+fAhHR0ckJSVh1KhRcu1//fVX7Ny5Ezdv3lTbz49F2SvOvskPP/yA7OxsZGdnq+1va1H2qrOPi4tDdHR0i7OBVOnU77h/qLa2Fo2NjexpGaWlpSgvL8fIkSPZNl27dsWQIUNw6dIlznX79u0LExMT/Pbbb2hoaEBDQwMOHDgAc3Nz2NvbK91PKpXKHRsARo0ahevXr+PNmzd4+/YtZDIZdHV15dp07doVeXl5nPsHvDsdTUdHB926dWO3PXr0CEuXLsXOnTtbHKO9Ufby2QPvfqH16dMHXl5e2Lx5M16/ft2qulxR9s3Z5+fn4+HDh9DW1oa3tzfs7OwwadIk3Lhxo1V1uaDcW875Jrm5ubh37x6mT5/eqrpcUfbN2fP5fPTr1w+JiYmora2FTCbD/v37oaenB3d391bV5oKyb86+oaEBWlpa7KK9qS6AVtfmorNmX1dXh4SEBJibm8PS0pI99odz3MPDA927d2/V2LnqaNlzcfnyZYXfH1X9y8/Px5s3b+T2Mzc3R79+/T5JrlxQ9qqzr6mpUXo6eltR9sqzLysrg0QigaenZ6v6Rwv390RERMDR0RFubm4AgPLycgBAz5495dr17NkTT58+5VxXX18f6enpSE5OhqmpKUxNTZGcnIyUlBT2l7QiT58+VXjst2/forKyEvr6+nBzc8PmzZvx+PFjyGQyJCYmQiqVsn3norq6GuvWrcPUqVPRpUsXAIBMJkNoaCi+/fZbODk5ca71sSj75uwBYM6cOdi9ezckEglmz56Nbdu2YenSpZzrtgZl35z9/fv3AQDr1q3D0qVLcfjwYfTq1QsTJkxAWVkZ59pcUO7yc/598fHxGDBgwCc5uweg7N/Pnsfj4dixY7hz5w4sLCwgEAjw888/IykpCSKRiHNtrij75uy9vb1RWVmJ6OhovH79GtXV1ey9TFpTm6vOlv3u3bthZmYGMzMznDlzBmlpadDR0WGPbWxsDB6Px7bn8XgwMTFp1di56mjZc1FeXt7q/j19+hSampowNjZu1X6fEmWvfL/8/Hz8/vvvmDlzZpv6qwxl33K/kJAQmJqaon///tDT00NsbGyr+kcL9/+3YsUKXLx4EQcPHpR79RuA3BM78O7GCh9uU6W+vh7z5s2Dq6srzpw5g4yMDDg5OWHKlCmoq6sDAPaXi5mZGRYvXqzy2O9v37FjB3g8Hj777DMIBALs2LEDkydPZscQFRUlV/vBgwdy9erq6hAcHAxTU1OsWbOG3R4VFQUtLS3MmzeP8zg/FmUvnz0AzJs3D97e3hgwYACmTp2KqKgoHDx4UOkNBD8WZS+ffdMNWsLCwuDr6wtnZ2fExMTA0NAQiYmJnMeuDuXecs43ef78OSQSySd7t52yl8+eYRgsXboUfD4ff/75JzIzM+Hr64upU6eqvY64tSh7+ez79++P7du3Y/v27TA1NYWdnR169+4NgUDQIp+26ozZBwQEICcnB8ePH4eNjQ2mTZuGly9fKj32x4ydi46aPReq+qdu3rdlXO2Fslc+rrt370IsFmPu3LntfkkUQNkrG9f69euRnZ2NhIQElJaWIjIyslV9U/x2RycTGRmJ5ORkSCQS9loJABAKhQDevZJibm7Obq+oqGjxaowqR44cQUlJCTIyMtjJu3v3blhZWSE9PR1isRi5ublse319fQCAQCBo8UpNRUUFunTpAj6fDwDo06cPTpw4gbq6OtTU1EAkEmHGjBno3bs3AGDmzJmYNGkSu7+pqSn779raWgQEBAAAEhMT5U5Hy87ORl5eHkxMTOSO7+PjA39/f+zatYvz+FWh7Ftmr8jgwYMBAMXFxezx24qyb5l909j79evHbuvSpQusra3x8OFDzmNXhXJXPef/+OMPaGhosG3bE2XfMvucnBycPHkSJSUl7OmMTdcJJiQkYNmyZZzHrwplr3jeBwQEICAgAE+fPkW3bt3A4/EQGxvL1m4PnTV7Q0NDGBoawsbGBq6urrCyskJaWhqCgoIgEAhQUVEh94c1wzCorKxs1djV6ajZcyEUChV+f5r6pyh7gUAAmUyGyspKub8fKyoqMGTIEM7Hbg+UffN+H2b/999/48svv4S/v3+7fWLR+yj75v0+zF4oFEIoFMLOzg58Ph9jx45FWFiYXB6qdPp33MPDw5GUlIS0tDTY2dnJfa13794QCoXIyspit7169Qp5eXmtuvavvr4ePB4PGhrNcWtoaIDH47Hv8FlbW7OPpsnh5uaGc+fOydVquumClpaW3Pbu3btDJBKhuroamZmZGDduHADAyMhIrnbTKXo1NTWYPHkyGhsbcfjwYejp6cnVi42Nxfnz55Gbm4vc3FwcOXIEALBr1652+yGn7BVnr0jTjVuanvTairJXnL2zszN0dHRw9+5ddltjYyNKSkpgYWHBeezKUO7q5/zBgwfh5+cHQ0NDzmPmgrJXnH3TO5Dv97np/+31EUGUvfp5LxAIoKenh+TkZOjq6mL48OGcx65KZ83+QwzDgGEY9l4xbm5uqK2thVQqZdtIpVLU1dW1270dOnL2XLi6usr1D3j3/Wnqn6LsnZ2doaWlJbffo0eP2JsB/lco+3cUZV9YWIgJEybA19cXGzZs4Nwnrij7d7jM+6a+tuYeVpoRERE/cm79PyYsLAyHDh3C/v37YW5ujrq6OvYUC21tbfB4PMhkMkRHR6Nv376QyWT47rvvUF5ejq1bt7LXSj148AClpaUoKChAVlYWxo0bh/LycnTv3h3a2towMDBAXFwcysrKYGVlhWfPnmHlypUoLi7G2rVrld5VuU+fPti6dSuePXsGCwsLnDhxAlFRUfjpp5/Ymy9kZmbin3/+gaamJq5fv47Q0FAIBAJs2rRJ6al2NTU18Pf3x7///ou9e/eCx+OxY9fW1oampiZ69OiBnj17sg8NDQ3ExcVh0aJFLX4QKfv2zV4qlSIlJQW6urqor69HVlYWwsPDMXTo0Ha5DomyV569jo4OKisrsWfPHtjb20Mmk2Hjxo24evUqtm7d2qpXbSl37rk3ycvLQ0xMDDZv3sz51WfKvm3Z8/l8HDx4EDdv3oStrS1qamoQHR2NM2fOYM2aNW2+zp2yVz3vd+7cCU1NTdTW1uLo0aNYsWIFVq1aBS8vrzbl3pmzLy4uRnx8PHR1dfHmzRsUFhYiPDwcZWVl2LhxI/T09GBiYoIrV64gKSkJTk5OePToERYvXozPP/+8XT4SrqNnDwAFBQUoLy/H8ePHwTAM7OzsUFVVxb5jaGpqivXr10NLSwvGxsaIj49HQkICYmJi0KtXL4U1dXV18eTJE+zatQsDBgzAixcvsHjxYhgYGGD16tXsQqu4uBgPHjzAxYsXcfv2bXh7e6O8vBxGRkZtvkyEslee/Z07dzBx4kQMHToUK1euZLOpq6vj9CYSZf/x2Z88eRJSqRSampp4+fIlLl26hIiICFhbW7fuI+Gqq6uZzvoAoPARHh7OtqmqqmLCw8MZoVDI6OjoMEOGDGEuXLggVyc4OFhhHYlEwrY5duwY4+HhwRgYGDCGhoaMl5cXk5GRobaP6enpjJOTE6Otrc1YWloyW7Zskfv6vn37GCsrK0ZbW5sRCoVMaGgoU1paqrKmRCJROvb3+/z+48aNGwwAJisri7L/xNmfO3eOcXFxYQwMDBhdXV3G1taWCQ8PZx4/fkzZ/wfz/tmzZ8yCBQsYgUDA6OvrM56ensy5c+co90+ce3V1NRMUFMT069evXeY5Zc89+6ysLGbkyJGMkZERo6+vzwwePJhJTEyk7P+D7MViMWNkZMRoa2szDg4OTFxcHM37NmZ/69YtxsfHhzExMWG0tLQYMzMzJiAggJFKpXLtSkpKmMDAQEZfX5/R19dnAgMDmfv373ea7BXVtbCwkGsTHx/P2NraMlpaWoydnR1z4MABtXWfPHnChIaGMkZGRkzXrl2ZMWPGMLdu3ZJr4+npqfD4N27coOw/Yfbh4eFK86F5/2mzT0lJYVxdXdm/7W1sbJiFCxe2+jmHPsedEEIIIYQQQgjpwDr9Ne6EEEIIIYQQQkhHRgt3QgghhBBCCCGkA6OFOyGEEEIIIYQQ0oHRwp0QQgghhBBCCOnAaOFOCCGEEEIIIYR0YLRwJ4QQQgghhBBCOjBauBNCCCGEEEIIIR0YLdwJIYQQQgghhJAOjBbuhBBCCCGEEEJIB/Z/WNnU7B18H78AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-16\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1107029046095810561\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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UCQAAAFobwT3K3NU/ST2bdZO/a125XB7CF46vtMajye+VqMJlfo08NyJVA9rHWVRV9MnNdpiO1/5Qq9Iaj0XVAAAAoDUR3KPM0dnuTe0or9Oft1daVBFCmcvj0y9XlWrPEXNA/M8L22lidkILz0Iw9E6x6+yUxjfdPD7p7UKWywMAAEQDgnsUuqRTvK7vae4m//i2w/rucJ1FFSEU+Xw+3f1JuT5u0tBQkq7rmag7+tHR3ArN3yxZls9yeVjjyOrVpg8AABBcBPco9dDgdkpr0k3+6Gx3n48l86j3zJeV+vuuatO5izLj9OSwFBrRWSS32T73VftrVeHyWlQNopl3wADTBwAACC6Ce5RKd9j08OB2pnMf7K/V0u+4gwfpzQKnZjcZPyZJOUk2/f2yNMXbCO1WOS81Vt2TGkfAubzSuyyXBwAAiHgE9yh2Xc9EXdzR3FxsxoYKlddyBy+afVbi0q0flqnp2ot2cYb+MSZd6Q7mhlvJMIxj7rrnsVweAAAg4hHco5hh1DeqY7Y7jvqh2qPrVpaousncN5shLRqZpj4p9hM8E60lt9k+9/f31arKzZttAAAAkYzgHuWON9v9BWa7R6XqOq+uf79E+6vNIfCJoSka1cXRwrPQ2ga2t6trm8aVD06PTyv38fsKAAAQyQjuYLY75PX59Ju1Zdpa7Dadv71vG918dhuLqsLxGIahic1murNcHq3N/sILpg8AABBcBHcw2x16dMsRvZFvbnJ2Rdd4PTI42aKKcCKTmu1zf7ewRjV1vNGG1pN4552mDwAAEFwEd0hitns0e+Xbav3X50dM5/qmxGrhpWmyxdBBPhQN6RCnjgmNf31X1vn0wX66ywMAAEQqgjsaMNs9+nxSVKvff1xmOpfhiNHLY9LVLo6/HkJVjGFoQjbd5QEAAKIF/zJHg3SHTQ8dZ7b768x2j0j5R+r0i/dL5WrSiy7eJi0ZnabspNiWn4iQMLFZcH+nsIa+FAAAABGK4A6T63smanjz2e4bme0eaSpcXk1+r0Qlzf5c/zw8VUM6xFtUFU7F8I5xphUyFS6f1h6guzwAAEAkIrjDxDAM/eki82z3g06v5mxmtnukqPP6dNOqUn1dYe5fcN+AJF3TI7GFZyHUxMYYmtCsu/wbLJcHAACISAR3HKN3il13NZvt/j9fV2sDs90jwoyNFfpgv/nP8uqzEjRjQFILz0Coym22XP6tghrVeVkuDwAAEGkI7jiuu/odf7a7m1AQ1v77q0r9dUeV6dyF7e2af3GqDIMO8uFmRKd4tYtr/HMrqfVqXZHLwooAAAAQDAR3HJcj1tC8ZrPdvyqv05+/ZLZ7uFq5t0bTN5q3PHRtY9NLo9OVEEtoD0dxNkNjs8zL5ZexXB4AACDiENzRohGd4nVds9nuj207rPwjzHYPNzvK3Lp5damaLphoG2volTHpyky0WVcYzljz5fLLCpzyMsIRAAAgohDccUIPM9s97BXXeDR5ZYkOuxv/zAxJC0em6rw0u3WFISAu6+JQ2yYrJg44vdp4kOXyAAAAkYTgjhM63mz39/cx2z1c1NT5NPX9Un1f6TGdf3hIsv4tK6GFZyGcJMQauqLZcvm8An4/AQAAIgnBHSfFbPfw5PP59Pt1ZdrQ7O7rjb0T9du+bSyqCsFw7HL5GlbFAAAARBCCO06K2e7h6f99Xqn/3W2+8zqiU7yeuCiFDvIRZkzXeDmatCoorPRoW4nbuoIAAAAQULEnfwjQONv9sW1HGs79z9fVmtIjUT/JjLewMhzPv75z6uEth03neraL1Yuj0mSPIbRHmrb2GI3u4tBb39c0nHsj36mB7eNO8Czg9FU/+aTVJQAAEFW44w6/Mds9PGw55NJv1paZzqXEGfrHmHSlxPMrH6km5ZiXy+flO1kuj6Bx33ij6QMAAAQX/4qH31qa7T6f2e4hY29lna57v0ROT2NgizWkxZelq0cyC2wi2ZVZDtmb/I2+54hH28sY3QgAABAJCO44JSM6xWtKD/Odvce2HWG2ewiodHt13fulKnKamwbOG5aiSzqxnSHSJcfFaFRn858z3eUBAAAiA8Edp+zhIclKjW/cJ+30+JjtbjGP16dfrynTF6XmhmS/P6+tbuhNB/loMbF5d/l8gjsAAEAkILjjlLV32PTQ4GTTuff31eqfzHa3zJzNh/VOYY3p3LhuDs2+sJ1FFcEK47s5ZGvSe3BHeZ2+Kae7PAAAQLgjuOO0TO2ZqGGZ5o7V05ntbokXv6nS0836DPRLs+u/R6TKRgf5qJLmsB2zLSKvoKaFRwOnL2bbNtMHAAAILoI7TothGHpyWIqpGdZBp1dzNx9u+UkIuLU/1OrudeWmcx0TYvTKmHS1tfPrHY1ys4/tLg8EWtLIkaYPAAAQXPzLHqft6Gz3pv72dZU2Hqy1qKLosruiTr/8oER1TVoLOGzSS6PT1aWNzbrCYKnx3Rxqus7i81I3zSMBAADCHMEdZ+Tufknq0c4cEu/8mNnuwVZe69XklSUqd5l/zgsuSdMFGXEtPAvRIDPRpqHNtrHQpA4AACC8EdxxRhyxhuZdlGo6x2z34HJ7fbphVam+PWy+i/rABe101VkJLTwL0WRSjvl18AZj4QAAAMIawR1n7NLOzHZvLT6fT/d+Uq4PfzBvR7i2R4Km9W9rUVUINc3Hwm065Na+Ko9F1QAAAOBMEdwREMx2bx3PflWlF76pNp0b2iFOzwxPlWHQQR71urSxaVCG3XRuGXfdAQAAwhbBHQHBbPfge+d7px7YWGE6l93Wpr+PTlO8jdAOM7rLAwAARA6COwLmeLPdZzDbPSC+KHXr39eUqen6hXZ2Q6+MSVd7Bx3kcazcZvvcPyly6aCT5fIAAADhiOCOgDnebPcip1cPbWG2+5koqvboupUlqmoy9y3GkP5nVJrOSbWf4JmIZjlJseqf1vj68El6s6DGuoIAAABw2gjuCKjeKXbd2a/ZbPedzHY/Xc46n65/v0R7mzUWe+wnyRrdxWFRVQgXze+657HPHQAAICwR3BFw0/onqXtS4/Jtn6Q71zHb/VT5fD79n4/KtLnYbTr/63Pa6Nfn0EEeJ5ebbX5zZ+0PtSqtYbk8AABAuCG4I+AcsYb+NCzFdO6rsjo9u53Z7qfi/247otebNfcb3SVefxyS3MIzALPeKXadnRLbcOzxSW8XslweAAAg3BDcERSXdnZocrPZ7v93K7Pd/fXq7mo9tu2I6dzZKbH628g0xcbQQR7+az7TfRnd5QEAAMIOwR1B88hxZrvfw2z3k9p4sFa/+7jMdC49PkavjElXchy/sjg1k5rtc/9gf60qXEx6AAAACCexJ38IcHraO2yaOyhZ//FxecO5lftq9a98p356VqKFlYWugiN1mvp+qWqbbEOOi5H+PjpNOUn8uuLUnZsaq+5JNu05Uv+icnuldwtrdG0Pfgdx+ly/+pXVJQAAEFVIAgiqX/RK1MvfVmtdkavh3PQNFRrV2aGUeO4eN3XY5dV1K0t0qMZ8N/Tp4am6KDPeoqoQ7gzDUG5Ogp78orHHRF6+k+COM+J86imrSwAAIKqQnBBUhlHfqI7Z7idW5/XpltWl+qrc3APgnv5JmtKTgIUzk9tsn/v7+2pV5Wa5PAAAQLgguCPo+jDb/aQe+LRC7+0z/zwm5Tg084KkFp4B+G9ge7u6tmkc0ej0+LRyH79/AAAA4YLgjlbBbPeWPb+zUgu+qjKdG9jerr9ckqoYgw7yOHP1y+XNM93foLs8AABA2CC4o1Uw2/34Vu2r0X3rK0znuiTa9PLodCXG8uuJwGm+XH5FYY1q6njjDAAAIByQDNBqWprtXhCls92/KXfrV6tL5WmSnRJjDb00Jk0dE20tPxE4DUM6xKljQuNf+ZV1Pn2wv8bCigAAAOAvgjta1fFmu9+7Pvpmu5fUeDR5ZYkOuxq/b0PSf49I1fnpcdYVhogVYxia0Oyuex7L5XGaklNSTB8AACC4CO5oVe0dNs0ZlGw6t2Jvrd7Ij547f7Uen37xQam+O+IxnZ8zqN0xwQoIpInNXl/vFNbI5YmuN80AAADCEcEdre4XvRJ1Uab5rvL9G8pV4Yr88VQ+n093rivXJ03m2kv1P5P/OK+tRVUhWgzvGKf0+Ma/9itcPn34A93lAQAAQh3BHa0upqXZ7psjf7b7U19U6uVvq03nhneM07yLUmTQQR5BFhtjaHy2ubt8XgHL5QEAAEIdwR2WODvFrjuazXZ/fmeVPj3oauEZ4S8v36n/bPbmRPckmxaPSlOcjdCO1tG8u/xbBTWqYywjAABASCO4wzLHn+1eFpGz3bcVu3Tbh2Wmc8lxhv5xebrSHHSQR+sZ0Sle7eIa3ygqqfVqXVHkvmEGAAAQCQjusExCrKF5zWa7by+r018ibLb7/iqPrnu/RM4mTcBiDenFUWnqlWy3sDJEoziboXFZ5uXyy+guDwAAENII7rDUyM4OXdtstvsfI2i2e5Xbq+veL9EP1ebGe//vohRd2tnRwrOA4MrNMf/OLStwyhtlIxkBAADCCcEdlntkcLJS4iJvtrvX59Pta8v0WYnbdP7/nNtWv+rTxqKqAOmyzg61jW38nTvg9GpjBPeXAAAACHcEd1guI8GmuYMjb7b7w1sOa1mB+Xu4MsuhuYPaWVQRUM8Ra+iKLLrLAwAAhAuCO0JCpM12f2lXleZ9bt6r3zc1VgsvTZUthg7ysF7z7vLLCmrCfpULAABApCK4IyS0NNv94TCc7b7uQK3uWFduOtchIUavjElXkp1fOYSGMV3jldBkDGFhpUfbmm3rAAAAQGiwLEXMmzdPo0aNUlZWlnr06KHJkyfrq6++Mj2msrJS9957r/r27auOHTtq0KBBmj9/vukx48ePV0pKiunj5ptvbs1vBQFyvNnuC3dWadOh8Nl7+93hOv3ig1K5mywUiLdJL41OV7e2sdYVBjTT1h6j0V3iTefeoLs8AABASLIsuH/00Ue65ZZb9O677yovL0+xsbG66qqrVFbWOOt61qxZWrFihRYsWKANGzZo2rRpmjNnjl555RXT55o6daq+/vrrho8//elPrf3tIECON9v9jo/DY7Z7ea1Xk1eWqLTWvLz/LxenalBGXAvPAqzTvLt8Xr6T5fIAAAAhyLJbgK+//rrp+LnnnlO3bt20fv16jR07VpK0ceNGTZ48WSNGjJAkZWdna/Hixdq8ebOmTJnS8NzExERlZma2XvEImqOz3a96t6Th3PayOi3YXqn/aHY3PpS4vT7dtLpU31SYx9jNGJikq7snWlQVcGJXZjlkj1HDCpE9RzzaXlan89Ls1haGkOc5/3yrSwAAIKqEzIbbyspKeb1epaSkNJwbOnSoli9frr1790qSNmzYoC+//FKjR482PXfp0qXq3r27hg4dqgceeEBHjhxp1doRWCM7O3Rt92az3beF7mx3n8+n6RsqtGp/ren8z7sn6L7zQ/fNBiA5LkajOpuXy9NdHv6oXLPG9AEAAILLKC8vD4l1kTfeeKN2796t1atXy2arXyrtcrl01113acmSJYqNrV8c8Pjjj5v2sL/wwgvKyspSx44dtXPnTs2ZM0fdu3fXv/71rxa/1q5du4L7zeCMlbqka7Yk6HBdY/Os4ake/alvrYwQa8r+j/2x+q895qXw/ZI8+ku/WsWHzFtjwPHlFdn00K7G8N490at/XBDeoxgBAADCTa9evU54PSS6Zc2cOVPr16/X8uXLG0K7VL98fsOGDXr55ZeVlZWldevW6cEHH1S3bt00ZswYSfWB/6hzzz1XOTk5Gj16tLZt26YBAwYc9+ud7IcSCnbt2hUWdQbTw/Yq/f7jxu7sH5fZtCOuqyY125drpff21mjedyWmc1ltbVo6vqM6JNhaeFZk4bUa3m7K8ujRbw/I8+NbuHuqY+TLyFHvlMhbLs9rFeGC1yrCBa9VhINIeZ1afj9wxowZWrp0qfLy8pSTk9Nw3ul0au7cuZozZ47Gjh2r8847T7feequuvvpqPfPMMy1+voEDB8pms2nPnj2tUD2C6biz3deHzmz3r8rcunl1qZr2zWsba+iV0elRE9oR/tIcNl3Sqflyee64AwAAhBJLg/v999+v1157TXl5eZZvgc4AACAASURBVOrdu7fpmtvtltvtNt2BlySbzSavt+Xgtn37dnk8HprVRYDjzXY/ECKz3Q85PZq8skRH3I2pPcaQnh+ZpnNp7IUwk5t9bHd5AAAAhA7Lgvs999yjl156SQsXLlRKSoqKiopUVFSkyspKSVK7du00fPhwzZkzR2vXrlV+fr6WLFmiV155RRMmTJAkfffdd3rssce0detWFRQUaMWKFbrlllvUv39/DR061KpvDQF0dopdd5wXWrPda+p8mvp+qQorPabzjwxO1pVZDouqAk7f+G4ONW0d8XmpW/kh2gwSAAAgGlm2x33hwoWSpEmTJpnO33///ZoxY4Yk6W9/+5vmzJmjW2+9VWVlZcrKytKsWbN06623SpLsdrvWrFmjBQsWqKqqSl26dNEVV1yh6dOnH3OnHuFr2vlJWvpdtb47Uh+Uj852X53bQfaY1u1U5/P59B8fl2ljszcObu7TRrf3bdOqtQCBkplo00WZcVpX1Pi6XpbvDOkRjLBW20svNR3TWR4AgOCyLLiXl5ef9DGZmZl69tlnW7zetWtXvf3224EsCyEoIdbQvItS9NMV1s92f+KzI3p1j3kZ8cjO8XpsaLKMUGt3D5yC3JwEU3B/o4DgjpbZPvvM6hIAAIgqljenA/wxqsvxZ7t/X9l6y3n/+V21Ht16xHSud3KsXhiZ1up3/oFAm9hsn/umQ27tq/K08GgAAAC0JoI7wsYjQ5KVEtcYkKvrfLr3k3L5fL4TPCswNh9y6Tdry0zn0uJj9I8x6UphWDsiQJc2Ng3KMDdWXFZAkzoAAIBQQOJA2MhIsGnu4GTTuXf31gZ9dFVhZZ2ue79ENU1uPtpjpMWXpemsdpbtNgECju7yAAAAoYngjrDS2rPdj7i9mrKyRAed5s//5LAUDe8Y38KzgPCUm2MO7p8UuXTQyXJ5AAAAqxHcEVZanO2+JfCz3T1en369pkzby8z76O/q11ZTe9FBHpEnJylW/dMal8v7JL0Z5BUtAAAAODmCO8LO2Sl2/f68tqZzC3dUaXOAZ7vP3nRYywvNoWVCN4cevLBdQL8OEEqa33XPY587AACA5QjuCEv3nN9OOUm2hmOfpDvWlavOG5hGdYu+rtKft1eazvVPs+u5EamKYewbIlhutsN0vPaHWpXWsFweAADASgR3hKWjs92b+rLUrb98VdnCM/y3Zn+tpn1SbjrXKTFGr4xJVxs7vzKIbL1T7Do7pbHposcnvV3IcnkAAAArkUIQti7r4tA1zWe7bz2z2e7fVrh1w6oS1TW5cZ9gM/Ty6HR1bmNr+YlABGm+XH4Z3eUBAAAsRXBHWHtkSLKSAzTbvazWq8krS1ThMj/3uRGpGtA+roVnAZGn+Vi4D/bXBm1yAwAAAE6O4I6w1iHBprmDzny2u8vj0w0flGj3YfNe3tkXtjvm7iMQ6c5NjVX3Jj0k3F7pXZbLAwAAWIbgjrD3y96JGtrh9Ge7+3w+TfukXGsPmLvSX9czUXf2a9vCs4DIZRjGsd3lWS4PAABgGYI7wt7R2e6xTZq9n8ps9z9vr9TiXdWmcxdlxunJYSky6CCPKNV8ufzKfTWqdLNcHgAAwAoEd0SEc1LtuqPfsbPdt5xktvvb3zv1h0/NAT8nyaa/X5ameBuhHdFrYHu7ujZpyFjjkVburbWwIoSSivJy0wcAAAgugjsixqnOdv+8xKVfrylT06vt4gz9Y0y60h10kEd0q18ub57pnlfAcnkAAAArnHJwX79+vR5//HHde++9+vbbbyVJVVVV2rx5sw4f9m9pMhAMx5vt/kWpWwuOM9v9QLVH160sVVWTuW82Q1o0Mk19UuxBrxUIB82Xy68orFFN3alPbAAAAMCZ8Tu4u1wu/eIXv9C4ceP0xz/+Uc8//7z27dsnSbLZbPr5z3+u//7v/w5aoYA/jjfb/dFms92r67y6/v0S7as2d5B/fGiyRnUx32EEotmQDnHqmND4v4nKOp8+2E93eQAAgNbmd3D/4x//qHfffVdPPPGEPv30U9OcbIfDoauuukrvvPNOUIoETsVxZ7uvr5DP55PX59Nv1pZpS7Hb9JzbzmmjW86mgzzQVIxhaGI23eUBAACs5ndwf/XVV3XjjTfqlltuUVpa2jHXe/Xqpfz8/EDWBpyWDgk2zWk+272wRssKavTo1iN6I998x/DyLvF6ZIj58QDqTWw2Fu7twhq5PCyXBwAAaE2x/j7w0KFD6tevX4vX4+PjVVVVFZCigDN1Q+9EvfxttTYcbOwq/7uPynTYbQ4c56TE6vmRaYqNoYM8cDzDMuOUHh+jktr6UXCHXT59+EOtxnRlW0k0S7jjDtOx86mnLKoEAIDo4Pcd98zMzBPeUd+8ebOys7MDURNwxo432715aG/viNErY9LVLo7hCkBLYmMMjc+muzzM4hYtMn0AAIDg8jux5Obm6n/+538aOslL9eOCJOmdd97Rq6++qquvvjrwFQKnqW+qXb/vd/x96/E2acllacpO8nvRCRC1mneXf6ugpsUxiwAAAAg8v4P7/fffr6ysLF166aX693//dxmGoXnz5mnMmDGaOnWqBgwYoDuaLZ0DrHbP+Umm2e5H/Xl4qn6SGW9BRUD4GdEp3tTwsaTWq3VFrhM8AwAAAIHkd3BPSkrSihUrdPfdd+vQoUNyOBxav369qqqqNGPGDC1btkwOB3seEVoSY2P0p4tS1HQL+73nJ+maHonWFQWEmTibobFZzZbL010eAACg1ZzSOmGHw6Fp06Zp2rRpwaoHCLhRXRxaenm63vy+RkM7xOnnzea8Azi53JwEvbK7May/WeDU40OTFWPQ2BEAACDY/A7uVVVVKi0tVVZW1nGvFxYWKj09XYmJ3MlE6BnVxaFRXVgRApyuyzo71DbWUGVd/d72A06vNh50aShbTgAAAILO76XyM2fO1PXXX9/i9alTp+rBBx8MSFEAgNDiiDV0RfPl8nSXBwAAaBV+B/dVq1ZpwoQJLV6fMGGC3n///YAUBQAIPZNyzNtM8vJr5PPRXR4AACDY/A7uRUVF6tixY4vXMzMzdeDAgYAUBQAIPWO6xCvB1rinfW+VR1uL3RZWBAAAEB38Du7t27fXjh07Wry+Y8cOJScnB6QoAEDoaWOP0egu5j3tLJcHAAAIPr+D++WXX65FixZpw4YNx1z79NNPtWjRIl1++eUBLQ4AEFpyj1ku72S5PAAAQJD53VV+xowZeu+99zRu3DiNGTNGffv2lWEY2r59u1auXKnMzEzNmjUrmLUCACx2ZZZD9hjJ7a0/3nPEo+1ldTovzW5tYQAAABHM7+CemZmpVatWafbs2Xrrrbe0YsUKSVJSUpImT56s2bNnKzMzM2iFAgCslxwXo8s6x+vdvbUN5/IKnAR3AACAIPI7uEtShw4d9Je//EU+n0/FxcXy+XzKyMiQYRgnfzIAICJMzEkwB/d8p2YObGdhRQAAAJHtlIL7UYZhKCMjI9C1AADCwLgsh2yG5Plxa/vO8jp9U+5W7xTuukeLI6tXW10CAABRpcXg/vLLL0uSpkyZIsMwGo5P5rrrrgtMZQCAkJTmsOmSTvFavb/pcvka3UNwjxreAQOsLgEAgKjSYnD/7W9/K8Mw9LOf/UxxcXH67W9/e9JPZhgGwR0AokBudoI5uOc7dc/5SRZWBAAAELlaDO6fffaZJCkuLs50DADAhGyHpn0iHR0E93mpW/lH6pSTdFo7sAAAAHACLf4Lq1u3bg3/7fV6ZRiG2rZtq9TU1FYpDAAQujok2HRRZpzWFbkazuXlO/X7ftx1BwAACLQYfx7k8Xg0cOBALVmyJNj1AADCRG5Oguk4r8BpUSUAAACRza81jXa7XR07dmTsGwCgwcTsBE3fUNFwvOmQW/uqPOrSxmZhVWgN9hdeMB27b7zRijIAAIgaft1xl6QbbrhBL730kmpqaoJZDwAgTHRpY9OgDHMn+WXcdY8KiXfeafoAAADB5XcXobPOOks+n0+DBw/Wddddp5ycHCUkJBzzuJ/+9KcBLRAAELomZSdo0yF3w3FevlO3921rYUUAAACRx+/gfuuttzb89xNPPHHcxxiGQXAHgCgyMSdBD2463HD8SZFLRdUeZSayXB4AACBQ/A7uy5YtC2YdAIAwlJMUq/5pdn1eWn/X3Sfpre9rdPPZbawtDAAAIIL4HdwvvvjiYNYBAAhTuTkJDcFdqu8uT3AHAAAIHL+De1NffvmlCgsLJUlZWVk699xz6TgPAFFqUo5DD29pXC6/9odaldZ4lOZguTwAAEAgnFJwX7p0qWbPnq39+/dLknw+nwzDUOfOnTV79mxdc801QSkSABC6eiXbdU5KrHaU10mSPD7p7cIa/aIXd90BAAACwe/gvmTJEv3ud79Tr169NGfOHPXs2VM+n0+7d+/Wiy++qNtuu00ul0tTp04NZr0AgBA0MSdBO7YdaTjOy3cS3AEAAALE7+A+b948XXjhhXrzzTflcDhM1379619r3LhxmjdvHsEdAKJQbnaCHm8S3Fftr1WFy6vkuBgLqwIAAIgMfv+Lat++fbrmmmuOCe2S5HA4NHny5IYl9ACA6HJuaqy6JzXuaXd7pXcLayysCAAAIHL4HdzPPvts/fDDDy1e379/v/r06ROQogAA4cUwDE3KSTCdy8t3WlQNAABAZPE7uM+dO1eLFi3SP//5z2OuLV26VC+++KIeeuihgBYHAAgfuc2C+8p9Nap0ey2qBgAAIHL4vcf9mWeeUXp6um655RZNnz5dZ511lgzD0J49e3To0CH16NFDTz/9tJ5++umG5xiGof/93/8NSuEAgNAyIN2urLY2FVZ6JEk1Hmnl3lpddVbCSZ4JAACAE/E7uO/cuVOGYahr166S1LCfPT4+Xl27dlVtba2+/vpr03OY7Q4A0cMwDE3MdujZ7VUN5/IKnAR3AACAM+R3cP/iiy+CWQcAIALkZieYgvuKwhrV1PnkiOWN3EhS/eSTVpcAAEBU8Tu4AwBwMkM6xKljQowOOOv3tlfW+fTB/hqN68Zd90jivvFGq0sAACCqMGAXABAwMYahidl0lwcAAAgkgjsAIKAmNusu/3ZhjVwen0XVAAAAhD+COwAgoIZlxik9vvF/L4ddPn34Q62FFQEAAIQ3gjsAIKBiYwyNz3aYzuUVsFweAADgdBHcAQABN6nZcvm3CmpU52W5fKSI2bbN9AEAAILrlLvKO51Obd26VYcOHdLw4cPVvn37YNQFAAhjl3SMV3KcoQpXfVgvqfVqXZFLIzrFW1wZAiFp5EjTcUV5uTWFAAAQJU7pjvuCBQvUp08fTZgwQTfddJO2b98uSSopKVG3bt304osvBqVIAEB4ibMZGpvVbLk83eUBAABOi9/BfcmSJZoxY4bGjBmjZ555Rj5f45LH9PR0jRo1Sv/85z+DUiQAIPzkNlsu/2aBU14fy+UBAABOld/Bff78+bryyiv1t7/9TWPHjj3m+oABA/T1118HtDgAQPi6rLNDbWONhuMDTq82HnRZWBEAAEB48ju47969W1deeWWL19PT01VSUhKQogAA4c8Ra+jK5svl6S4PAABwyvwO7klJSaqoqGjx+u7du2lUBwAwab5cPi+/xrTVCgAAACfnd3AfMWKElixZotra2mOu7du3T4sWLdKYMWMCWhwAILyN6RKvBFvjcvm9VR5tLXZbWBEAAED48Tu4P/DAAyouLtbIkSP117/+VYZh6L333tN//ud/avjw4bLb7brvvvuCWSsAIMy0scdodBfzCDiWywMAAJwav4N79+7dtXz5cnXs2FGPPfaYfD6f5s+fr6eeekrnn3++li9fri5dugSzVgBAGDp2ubyT5fIAAACnIPZUHtynTx/985//VHl5ufbs2SOv16ucnBz2tgMAWnRllkNxMZLLW3+854hH28vqdF6a3drCAAAAwsQpBfejUlJSdMEFF0iSfD6fqqqq1KZNm4AWBgCIDMlxMRrVOV7v7m3skZJX4CS4AwAA+MnvpfJ5eXmaPXu26dyTTz6pzp07KysrS9ddd52qq6sDXiAAIPxNPM5yeQAAAPjH7+A+f/58HTp0qOF469atmjt3ri688ELdeOONWrlypZ566qmgFAkACG/jshxq0lxeO8vr9E053eUBAAD84Xdw//bbb9W/f/+G49dee01paWlaunSp5s2bp5tuukmvv/56UIoEAIS3NIdNl3Rq3l2+xqJqAAAAwovfe9yrq6uVmJjYcPzBBx9o9OjRio+v/4dYv3799Pe//z3wFQIAIsKk7ASt3t9kn3u+U/ecn2RhRThdrl/9yuoSAACIKn4H9y5dumjr1q264YYbtHv3bu3cuVN33nlnw/XS0lI5HI6gFAkACH/jsx26+xPp6CC4z0vdyj9Sp5yk0+qTCgs52RoHAECr8nup/OTJk7Vo0SJNmTJFP/vZz5SSkqJ/+7d/a7i+ZcsW9ezZMyhFAgDCX4cEmy7KjDOdo0kdAADAyfkd3O+++27dfffd2r9/v7p06aLFixcrOTlZklRWVqZ169Zp7Nixfn/hefPmadSoUcrKylKPHj00efJkffXVV6bHVFZW6t5771Xfvn3VsWNHDRo0SPPnzzc9pra2Vvfee6+6d++uzp07a8qUKdq3b5/fdQAAWk9u8+7yBQR3AACAk/F7faLNZtMDDzygBx544Jhrqamp2rVr1yl94Y8++ki33HKLLrjgAvl8Pj366KO66qqrtGHDBqWmpkqSZs2apdWrV2vBggXKzs7WunXrdMcddyg9PV1TpkyRJM2YMUNvv/22nn/+eaWmpmrWrFmaPHmy1qxZI5vNdko1AQCCa2J2gqZvqGg43nTIrX1VHnVpw9/XAAAALTmtjYUVFRXau3evJKlr164Nd95PRfMO9M8995y6deum9evXN9y537hxoyZPnqwRI0ZIkrKzs7V48WJt3rxZU6ZMUUVFhRYvXqz58+dr1KhRDZ+nX79+Wr16tUaPHn063x4AIEi6tLFpcIZdnx5qHAW3rMCp2/u2tbAqAACA0Ob3Unmpfh/72LFj1b17d11yySW65JJL1L17d40bN05btmw5o0IqKyvl9XqVkpLScG7o0KFavnx5w5sEGzZs0JdfftkQyLdt2ya3263LLrus4Tldu3ZVnz59tGHDhjOqBwAQHLnZ5uXyb7DPHQAA4IT8vuO+efNmjR8/Xna7XTfccIP69Okjn8+nb775Rq+99prGjx+vt956SxdccMFpFTJ9+nT169dPQ4YMaTj32GOP6a677tJ5552n2Nj6Uh9//PGGpngHDx6UzWZTenq66XNlZGTo4MGDLX6tU13Wb5VwqRPgtYpT0U+GpMbwvr6oVp9s36X2cS0/J1B4rQbGoMGDTcebPv3UokoiF69VhAteqwgH4fA67dWr1wmv+x3cH374YWVkZGjFihXq1KmT6dp9992nK664Qg8//PAxS+D9MXPmTK1fv17Lly837Ut/7rnntGHDBr388svKysrSunXr9OCDD6pbt24aM2ZMi5/P5/PJMIwWr5/shxIKdu3aFRZ1ArxWcap6Seq/56A+L61fLu+ToR22zrq5V5ugfl1eq8HDzzWweK0iXPBaRTiIlNep30vlN23apJtvvvmY0C5JnTp10s0336xPT+Md9xkzZmjp0qXKy8tTTk5Ow3mn06m5c+dqzpw5Gjt2rM477zzdeuutuvrqq/XMM89Ikjp06CCPx6OSkhLT5ywuLlZGRsYp1wIAaB2T6C4PAADgN7+Du8/nO2GX9piYGPl8vlP64vfff79ee+015eXlqXfv3qZrbrdbbrf7mK9ps9nk9XolSQMGDJDdbteqVasaru/bt09ff/21fvKTn5xSLQCA1pOb4zAdr/2hVqU1HouqAQAACG1+B/eBAwfqhRdeUFlZ2THXysrKtGjRolPa337PPffopZde0sKFC5WSkqKioiIVFRWpsrJSktSuXTsNHz5cc+bM0dq1a5Wfn68lS5bolVde0YQJEyRJycnJ+uUvf6k//OEPWr16tT777DPddtttOvfcczVy5Ei/awEAtK5eyXadk9K4W8vjk976vsbCigAAAEKX33vcZ86cqauuukqDBg3S9ddf37BP4JtvvtErr7yiI0eO6Nlnn/X7Cy9cuFCSNGnSJNP5+++/XzNmzJAk/e1vf9OcOXN06623qqysTFlZWZo1a5ZuvfXWhsc/+uijstlsuummm1RTU6MRI0ZowYIFzHAHgBA3MSdBO7YdaTheVuDUL3sHd587AABAODLKy8v9Xt/+8ccfa9asWfrss89M5wcMGKBHHnlEw4YNC3iB0SpSmigg8vFaxen6stSti99onABij5G+va6TkuNOaVKp33itBk5yk9GtklRRXm5RJZGJ1yrCBa9VhINIeZ36fcddkoYPH67Vq1fr4MGD+v777yVJ3bp1U4cOHYJSHAAgcp2bGqse7Wzafbh+b7vbK71bWKNreyRaXBkAAEBoOaXgflSHDh0I6wCAM2IYhnKzE/SnLyobzuXlOwnuAAAAzbQY3D/++OPT+oTDhw8/7WIAANElN8cc3Ffuq1Gl26u29uAslwcAAAhHLQb3CRMmyDAMvz+Rz+eTYRgqLS0NSGEAgMg3IN2urLY2FVbWL5ev8Ugr99bqqrMSTvJMAACA6NFicF+2bFlr1gEAiEKGYWhitkPPbq9qOJdX4CS4AwAANNFicL/44otbsw4AQJSalJ1gCu4rCmtUU+eTI9b/VV8AAACRzO9NhFVVVSosLGzxemFhoaqrqwNSFAAgegzuEKdOiY3/O6qs8+mD/TUWVgQAABBa/A7uM2fO1PXXX9/i9alTp+rBBx8MSFEAgOgRYxia0M28NP6NfKdF1cAfnvPPN30AAIDg8nsc3KpVqzR16tQWr0+YMEEvvfRSQIoCAESXiTkJ+uvOxuXy7xTWyOXxKc7GcvlQVLlmjdUlAAAQVfy+415UVKSOHTu2eD0zM1MHDhwISFEAgOgyLDNO6fGN/0s67PLpwx9qLawIAAAgdPgd3Nu3b68dO3a0eH3Hjh1KTk4OSFEAgOgSG2NoQrbDdC6vgOXyAAAA0ikE98svv1yLFi3Shg0bjrn26aefatGiRbr88ssDWhwAIHrk5pj3ub9VUKM6r8+iagAAAEKH33vcZ8yYoffee0/jxo3TmDFj1LdvXxmGoe3bt2vlypXKzMzUrFmzglkrACCCXdIxXslxhipc9WG9pNarjw+4dGnneIsrAwAAsJbfwT0zM1OrVq3S7Nmz9dZbb2nFihWSpKSkJE2ePFmzZ89WZmZm0AoFAES2OJuhsVkOvbK7cYn8sgInwR0AAEQ9v4O7JHXo0EF/+ctf5PP5VFxcLJ/Pp4yMDBkGXX8BAGcuNyfBFNzfLHDq8aHJiuH/MyGl7aWXmo7pMg8AQHCdUnA/yjAMZWRkBLoWAECUu6yzQ21jDVXW1S+XP+D0auNBl4Zmctc9lNg++8zqEgAAiCp+N6cDACDYHLGGrsyiuzwAAEBTBHcAQEhp3l0+L79GPh/d5QEAQPQiuAMAQsqYLvFKsDXuad9b5dHWYreFFQEAAFiL4A4ACClt7DEa09W8p53l8gAAIJoR3AEAISc3u/lyeSfL5QEAQNRqsat8YWHhaX3CrKys0y4GAABJujLLobgYyeWtP95zxKPtZXU6L81ubWEAAAAWaDG49+/f/7Tms5eWlp5RQQAAtIuL0ajO8Xp3b23DuTfynQR3AAAQlVoM7n/+859Nwd3n82nBggX6/vvvde2116pnz57y+Xz69ttv9dprr6lbt2667bbbWqVoAEDkm5iTYAruywqcmnVBOwsrAgAAsEaLwX3q1Kmm4yeffFLV1dXaunWr0tLSTNemT5+uK664QiUlJcGpEgAQdcZ3S9CdRrnqftzavrO8Tt+Uu9U7hbvuAAAguvjdnG7hwoW68cYbjwntktS+fXv96le/0l//+teAFgcAiF6p8TG6pFPz7vI1FlUDAABgHb+De3Fxsdzulufo1tXVqbi4OCBFAQAgHb+7PAAAQLTxO7j3799fCxcuVEFBwTHX8vPztXDhQvXv3z+gxQEAotv4bIeatkn9vNSt/CN1ltUDAABghRb3uDf3yCOP6Kc//amGDBmisWPHqmfPnpKkXbt2afny5YqNjdXDDz8ctEIBANGnQ4JNF2XGaV2Rq+FcXr5Tv++XZGFVAAAArcvv4D548GC9//77evjhh/Xee+/pjTfekCQlJibqiiuu0MyZM3XOOecErVAAQHSalJNgDu4FBHerVZSXW10CAABRxe/gLkl9+vTR4sWL5fV6VVxcLJ/Pp4yMDMXE+L3iHgCAUzIxO0H3b6hoON50yK19VR51aWOzsCoAAIDWc1qJ2+fzKTY2Vunp6YR2AEBQdW5j0+AM8wi4ZQU0qQMAANHjlFL3li1bdNVVV6lz587q2bOnPv74Y0lSSUmJrr32Wq1ZsyYoRQIAolvz7vJv0F0eAABEEb+D+8aNGzVu3Dh99913mjJlinw+X8O19PR0VVZWavHixUEpEgAQ3SbmmIP7+iKXiqo9FlUDAADQuvwO7g899JB69OihDRs26A9/+MMx1y+55BJt2rQpoMUBACBJOUmxOj+9cbm8T9Jb39dYVxAAAEAr8rs53ZYtW/TAAw/I4XCourr6mOtdunRRUVFRQIsDAOCo3OwEfVbibjjOK3Dq5rPbWFhR9Eq44w7TsfOppyyqBACA6OB3cI+JiTlhI7qioiIlJCS0eB0AgDORm+PQQ1sONxyv/aFWpTUepTnoLt/a4hYtMh0T3AEACC6/l8oPGDBAy5cvP+41l8ulV199VUOGDAlYYQAANNUr2a5zUhrfb/b4WC4PAACig9/B/e6779aHH36o3/3ud/riiy8kSQcOHNDKlSuVm5ur7777TtOmTQtaoQAANG9Sx1g4AAAQDfwO7qNG5HWy0AAAIABJREFUjdJzzz2nt956Sz/96U8lSb/5zW90zTXXaOfOnVq4cKEGDx4ctEIBAJjUbCzcqv21qnB5LaoGAACgdfi9x12Sfv7zn2vcuHFatWqVdu/eLa/Xq7POOkujR49W27Ztg1UjAACSpL6pserRzqbdh+tHwbm90ruFNbq2R6LFlQEAAASP38H9448/Vp8+fdS+fXuNHz/+mOslJSXauXOnhg8fHtACAQA4yjAM5WYn6E9fVDacy8t3EtwBAEBE83up/MSJE7Vq1aoWr69Zs0YTJ04MSFEAALQkt9k+95X7alTpZrk8AACIXH4Hd5/Pd8LrLpfrhOPiAAAIhAHpdmW1bRwBV+ORVu6ttbAiAACA4DrhUvnDhw+roqKi4bi0tFSFhYXHPK68vFxLly5Vp06dAl8hAABNHF0uP397k+XyBU5ddVbCCZ4FAAAQvk4Y3J999lk9/vjjkur/oTRjxgzNmDHjuI/1+Xx68MEHA18hAADN5GY7TMF9RWGNaup8csQaFlYFAAAQHCcM7iNHjpTD4ZDP59PcuXN19dVXq1+/fqbHGIahxMREDRw4UIMGDQpqsQAASNLgDnHqlBijH6rr97ZX1vn0wf4ajevGXXcAABB5Thjchw4dqqFDh0qSamtrNXHiRJ177rmtUhgAAC2JMQxN6Jagv+6sajj3Rr6T4A4AACKS393kpk+fftzQfuDAAe3cuTOgRQEAcDITm3WXf6ewRi7PiRupAgAAhCO/g/sLL7yg2267zXRu2rRp6tu3r4YNG6b/z959x1Vd/X8Af33uXsBl42CogODImaW5UNPMXY6GuUc2bNmwb79sr68N69swLbVsgEoqpm0XuRVHgoYLLdn7Lu78/aGhNy4CMu4FXs/Hg0d9zj187hs4wn3f8z7n9OvXD/n5+XUeIBERkSt9gmUIUFz5M1ZidmBHJneXJyIioqanRom7l5dX+fWOHTvw+eefY/z48Xj++edx9uxZLF68uF6CJCIi+jeJSMCIMIVT28YMo5uiaV5Kt21z+iAiIqL6dc017lfLyMjA5MmTy6/Xr1+PVq1a4ZNPPoFIJEJxcTG+++47vP766/USKBER0b+NjlBi1Z+G8utNGSa809sBiYi7y9cne9eu7g6BiIioWan2jLvZbIZUKi2/3rp1K4YMGQKR6NIt2rZti6ysrLqPkIiIqBL9QuTwkV1J0gvK7Pg9y+zGiIiIiIjqXrUT9/DwcGy7XA536NAhnDt3DoMGDSp/PCcnx6mUnoiIqL7JxEKFneSTWC5PRERETUy1E/cZM2Zg/fr16NOnD+644w60atUKt956a/nje/bsQUxMTL0ESUREVJnR4c7r3DdlGGF3cHd5IiIiajqqvcZ91qxZkMlk+Omnn9ClSxc8+uijUCovzXIUFhYiNzcXM2bMqLdAiYiIXIlrqYBGIkBnvZSsZxnt2Jdjxs3BcjdHRkRERFQ3qp24A8CUKVMwZcqUCu2+vr7lZfREREQNSSERMCxUgXVnr5TIbzhnZOJej6QrVzpdW6ZNc0cYREREzUaNEnciIiJPNDpC6ZS4J2WY8FovBwSBu8vXB9WjjzpdFzNxJyIiqlfVTtxHjRpVZR9BELBx48ZaBURERFRTQ1rJoRQLMNoulcv/pbchJc+C7oEyN0dGREREVHvV3pzObrfD4XA4fVitVpw9exbJycm4ePEi7HZ7fcZKRETkkloqwpDWzqXxG7m7PBERETUR1Z5x//7776/52GOPPYYVK1bUSVBEREQ1NTpciaQMU/n1xnNGLOrhzXJ5IiIiavSqPeN+LSNGjMD48ePx7LPP1sXtiIiIamxYqAKyq/6qnSm14Y9Cq/sCIiIiIqojdZK4A0B0dDQOHTpUV7cjIiKqEW+ZCHEt/1Uuf47l8kRERNT41Vni/vPPP8Pb27uubkdERFRjoyOUTtdJXOdORERETUC117i/+eabLtuLi4uRnJyMY8eOYcGCBXUWGBERUU3dHqaERCiC9dLm8jhRZMWfRRZEa6XuDYyIiIioFqqduL/xxhsu27VaLdq2bYv3338fkydPrrPAiIiIaspXLkK/FnJsvVhW3rYxw4QFTNyJiIioEat24l5YWFifcRAREdWJ0eFKp8R9wzkjFnTxcmNERERERLVTZ2vciYiIPMGIcAWuPgDuWIEF50q5uzwRERE1XkzciYioSQlSitEnRObUxt3liYiIqDGrtFTe19cXIpEImZmZkMlk8PX1hSAIlXUvJxaL4e/vjwEDBuDVV19FQEBAnQZMRERUldHhSvyeZS6/3phhxPD2bgyIiIiIqBYqTdyfeuopCIIAiUTidF0Vm82GrKwsbNiwAaWlpfj666/rLloiIqJqGBWuxNN7i8uvD+RakBUhIMqNMRERERFdr0oT94ULF17zuirR0dH473//e31RERER1UJLtRg3BkqxP9dS3rY1T4x+boypKTG89567QyAiImpWqr2rfE2NGjUK/v7+9XV7IiKiaxodrnRO3PPFeN6N8TQllmnT3B0CERFRs1Jp4v7NN99c1w3vvvtuAEBERAQiIiKu6x5ERES1NSpCif87UFJ+fbhEhGyDDcEqsRujIiIiIqq5ShP3Bx54oELbP2vcHQ6Hy3bgSuJORETkThFeEnTxl+JI/qVZdwcEfJKqw8Ju3pCJq96zhYiIiMhTVJq4HzlyxOm6tLQU999/P7y8vDB37lxERkbC4XDg1KlTWLp0KfR6PT755JN6D5iIiKi6RocryxN3AHj3mA6r0w2YGq3GtPYqtNbU24oxIiIiojpT6SuWsLAwp+v58+fD19cXGzZscJph79SpE0aPHo0xY8Zg6dKlWLJkSf1FS0REVANjIhR4+VCJU1uuyY7FR0vx7rFS3B6mwOxYDfqFyKp1cgoRERGRO4iq2zEpKQmjRo1y+cJGJBJh9OjRSEpKqtPgiIiIaiPSR4oFN3i5fMzmAJIyTBj9Qx56r8/BsjQdSi32Bo6wcRIdPuz0QURERPWr2jWCVqsV58+fr/Txc+fOwWKxVPo4ERGROzzXwxsT2ynx9p6/sSVPhhKLo0KfE0VWPLmnGC8eKMHdkSrMjFUjRit1Q7SNg9fAgU7XxUVF7gmEiIiomaj2jPugQYPw6aefYs2aNU6b0zkcDiQkJGD58uUYPHhwvQRJRERUG9FaKRa0syB1Ugje6a1FrNb1+9Y6qwPLTuhx83c5GLUlFxvPGWG1V0z0iYiIiBpStRP3t956CxEREZg7dy5iYmJw2223Yfjw4YiJicHcuXMRHh6ON954o9pP/M477yAuLg6hoaFo164dJk2ahNTUVKc+Wq3W5ceCBQvK+8ybN6/C40OGDKl2HERE1HxopCLMiFFj19ggbBoegLERSlS2wfzOLDOmbC1AlzXZ+O/hEuQYbQ0bLBEREdFl1S6VDw4Oxo4dO7By5Ur89NNPuHDhAhwOBzp16oShQ4di6tSpUCgU1X7i5ORkzJw5E927d4fD4cBrr72GsWPHYu/evfD19QUAnDx50ulzUlJScNddd2Hs2LFO7QMHDsTSpUvLr2UyWbXjICKi5kcQBPQNkaNviBwX9Tas/FOPVSf1yDZWXOP+t8GGV1NK8daRUoyNUGJ2rBo3BnIzOyIiImo4NToHRy6XY+7cuZg7d67Lx1NTU9GhQ4dq3SsxMdHpeunSpQgLC8OePXswfPhwAJfeLLja5s2bERkZib59+1aI6999iYiIqqOlWoxnu3ljwQ1eSMowYvkJPXZnmyv0s9iBNWeMWHPGiBv8pJgVq8b4tkqoJNUuXiMiIiK6LrV+tZGVlYUPPvgA/fr1q5BQ14ROp4PdbodWq3X5eGlpKRITEzF16tQKj+3evRuRkZHo0aMH5s+fj9zc3OuOg4iImieZWMCdbVXYcnsgdo4JwtRoFVQS17PqRwssmP97ETrEZ+G5fcU4W2Jt4GiJiIioORGKiopqvOuOTqfDxo0bkZCQgOTkZNhsNsTGxuK2227D888/f12BTJs2DadPn8a2bdsgFosrPL5y5Uo8+eSTSEtLQ0BAQHn7unXroFQqER4ejvPnz+OVV16B3W7Htm3bIJfLXT5Xenr6dcVIRETNS6kVSMqWYG2mBBdMlb/XLcCB3r52TGxhQW9fO0RNvIq+5403Ol0f2L/fTZEQERE1DVFRUdd8vNqJu81mwy+//IKEhARs2bIFRqMRgiBg1qxZePDBBxEeHn7dQT777LNITEzEDz/8gIiICJd94uLiEB4ejpUrV17zXpmZmejcuTM+//xzjB49+rpjcrf09PQqf3hEnoBjlRqL2oxVu8OBrRfLsCxNjx8vmHCtP5wRXmLMbK/G5Gg1fOVNs4ze51/VcTwOrm7x9yo1Fhyr1Bg0lXFa5SuKAwcO4Mknn0T79u1x1113IS0tDU888QTWr18Ph8OBgQMH1ippX7hwIdatW4eNGzdWmrQfPXoUKSkpLsvk/61FixZo2bIlzpw5c90xERERXU0kCBjcSoFvh/gjZXwwHumkga/c9bT6uVIb/u9ACWLjM/FQciEO51VcL09ERERUE9fcnK5Hjx44e/YsWrdujfvuuw/jx49Hx44dAQDnz5+v9ZM//fTTSExMxKZNmxAdHV1pv1WrViEsLAwDBw6s8p75+fnIzMzkZnVERFQvIrwkePFGHzzTzRuJZw1YfkKPlDxLhX4mG7A63YDV6Qb0CpRhVqwaYyKUkFd2/hwRERFRJa6ZuJ85cwbh4eF47rnncPvtt0OlUtXZEy9YsADx8fFYvXo1tFotsrOzAQBqtRoajaa8n8FgwJo1azB//vwKR+/odDq88cYbGD16NIKDg3H+/Hm89NJLCAwMxMiRI+ssViIion9TSgTcG6XGvVFqHMw149M0Hb47a4S54oly2Jdrxr5cM/6zrxhTo9WY1l6F1poaHexCREREzdg1S+U//PBDtGnTBnPnzkV0dDRmzpyJzZs3w2KpOLNQU8uXL0dpaSnGjBmD9u3bl3988MEHTv0SExOh1+tx7733VriHWCxGamoq7rnnHvTs2RPz5s1DZGQkfvrpJ3h5edU6RiIiouroESjD0v5+SJ0UgkU9vNFaXXGTVQDINdmx+Ggpblibjcm/5mP7xTI4HDXeI5aIiIiamWu+3X/PPffgnnvuQXZ2NhISEpCQkIB7770X3t7e6Nu3LwRBqDALXl1F1dzIZvLkyZg8ebLLx5RKZYXz4ImIiNwlQCHGYzd4YX4nDX64YMLyE3psvVhWoZ/dAWw6b8Km8ya095FgZowad0Wq4C1rmpvZERERUe1U6xVCcHAwHn74YezcuRO7du3C9OnTceTIETgcDjz00EOYN28eNm7cCL1eX9/xEhEReTyxSMCIcCW+GxaA/XcEYW6sGt5S1290nyy24qm9xegQn4UFu4twoqj2VW1ERETUtFzXOe7/2LlzJ+Lj47Fx40aUlpZCoVAgMzOzLuNrtprKsQXU9HGsUmPh7rGqs9iRcNqI5Wk6pBZZr9m3X4gMs2I1GBGmgMQDD4VXPvKI07VxyRI3RdI0uXusElUXxyo1Bk1lnNZqZ5x+/fqhX79+ePvtt7F582YkJCTUVVxERERNikYqwowYNaa3V2FXthnL0vTYlGGE1cXb5zuzzNiZVYCWKhGmt1djans1gpSu1827AxN1IiKihlUnW9rK5XKMGzcO48aNq4vbERERNVmCIOCWEDluCZEj02DDypN6rDypR7ax4nb0Fw12vJpSireOlGJMhBKzY9ToFSS77v1liIiIqHHiLjhERERu0kIlxsJu3jg2IQSfD/BF72CZy34WO7D2jBHDNueh/8ZcfPGnHgari3PniIiIqEli4k5ERORmMrGAO9qqsOX2QCSPCcK0aBVUEtez6scKLJj/exFi47Pwn33FOFNy7fXyRERE1PgxcSciIvIgnfykeO8WX6RODMFrvXzQztv12vZiswMfHteh+7psTPgpDz9eMMFm55nwRERETRETdyIiIg+klYvwQEcN9t8RjMSh/rgtVIHKVrb//HcZJv2Sj+7rsvH+sVIUmGwNGisRERHVrzrZnI6IiIjqh0gQMKiVAoNaKZBRasWKk3p88acBBWUV17hn6Gx4/kAJXkspwZ1tVZgdo0bXANfr5mvDR6t1ui4uKqrz5yAiIqoph8MBndWBPKMdOUYbckx2tGwiK8qYuBMRETUS4V4SvNDTB8909UbiWQOWn9DjUJ6lQj+TDfgq3YCv0g24MVCKWbEajI1QQi7mbvRERNS4OBwOFJkdlxJxox15pkv/zTXakWOyIddoR+5VbUab87KxpZ1F6OGm2OsSE3ciIqJGRiERcE+UGvdEqXEw14xlaTp8d86IMhcV8vtzLdifW4j/7CvG1GgVprdXo7WGf/6JiMh9bHYH8kx25JrsyL08M55jtF2aKf+n7XJCnmu0w1qLLVwKLE3jTWv+5SYiImrEegTK0CPQD6/0suHLPw347IQef+krZvB5JjvePqrDu8d0uD1UgdmxavRvIeeZ8EREVCfKbA7kGm3INdmdku6cy225xitJer7JjobaTrXA3DT+zjFxJyIiagICFGI8doMX5nfS4Me/TFiepsdvF8sq9LM7gE3nTdh03oRoHwlmxqhxd6QK3jLuV0tERM50FnuFUvQc0z8z485tJWbPONlEJgKClGIEKkUIUogQJK/4t7AxYuJORETUhIhFAm4PU+L2MCVOFVuw/IQeX6cbUGKp+ILqz2Irnt5bjJcPlmBSpAqzYtSI9ZW6IWoiImoIDocDxf+sF79ckp5bSXl6rskOQ21q1OuQRiJcSsSVYgQqRAhUihCoFCNIcem/gQoRgi63eUsFp2qy9PRCN0Zed5i4ExERNVGRPlK8cZMWz3X3xprTRiw7oUNqYcXtdXVWBz47ocdnJ/ToGyLD7FgNbg9TQCpqGuWFRERNmc3uQH6Z3WnjthzjleQ79+ok3WSHpeKhJG7hKxcQqPhnZlxcITG/+v9VElaFMXEnIiJq4jRSEabHqDGtvQq7s81YlqZHUobR5WY/yVlmJGcVoKVKhGnt1ZgarUawStzwQRMRNWNltsubt12eBb+6PP3SuvEriXh+mR12D5gYFwlAgEJ0efb7UiIeqBBfmgm/3BZw1X9lPOmkRpi4ExERNROCIKBPiBx9QuTINNiw8qQeq07qkWWsOP1y0WDHayml+O+RUoyJUGJWjBo3Bcm4mR0RUT04km/G6ymlOF1iRY7RhmIPXC8eqKi8PD1IKYKfXAQR/0bUGybuREREzVALlRgLu3ljQRcvbMowYlmaHruyzRX6WezA2jNGrD1jRCc/KWbHqDHfDfESETVVGaVWjPkhD0UNlKxrJAICnMrTRQi4PDMedFVCHqAQw0cm8A1bD8HEnYiIqBmTigSMa6PCuDYqHC+wYPkJHeJPG11uSPRHgQWP7Cpi4k5EVEdMVgembi2oddKulQlO5enlO6r/qy1QIYJayvXijRETdyIiIgIAdPST4t0+vljUwwffnLp0Jvypkoqb2f3bDxeMuLWVAmJuZkdEVCML9xXhcL6lQvs/68X/WRP+T3n6pZnwq2fGuV68uWDiTkRERE60chHmddRgbgc1tl8sw6dpevz4l6nSzY/u+qUA4RoxZsaoMTlKBT8FN7MjIqrKt6cMWHHS4NR2e5gCS/po4ScX8c1QcsI6CSIiInJJJAiIa6XAN0P8kXJnMB7trIGf3PVLhwydDc8fKEGHhCw8mFyIw3kV18sTEdElxwsseGxXkVNbGy8xPurri0ClmEk7VcAZdyIiIqpSuJcEL/T0wTNdvZH7fmfkmewu18GbbMBX6QZ8lW5Az0ApZsVoMK6NEnKWcRIRAQBKzHZM2ZoPo+3K71CFGPhikD+0lbw5SsTEnYiIiKpNIRGAPTvREsChXDOWndBDftaAMlvFvgdyLTiQW4jn9hdjSrQK09urEarhSw8iar4cDgceTC7E6RLnX5qLe2vR2U/qpqioMeBbOkRERHRdugfK8HE/X6RODMELPbwRqnG9tj3PZMc7R3XosjYb9/6aj20XTXA4POOMYiKihvThcR2SMkxObfdFqTA5Su2miKixYOJOREREteKvEOPRG7xw+M5gfDPYD4Nayl32szuA78+bMPbHfNz0XQ6WpupQYrY3cLRERO6xO7sMiw6UOLXd4CfFWzdr3RQRNSZM3ImIiKhOiEUChocpkTgsAAfuCML9HdTwlrle2/5nsRVP7y1GbHwWnthdhLTCischERE1FTlGG6ZvLcBVy9rhIxPwxSA/KCXcA4SqxsSdiIiI6lykjxRv3KRF2sQQvNdHi46+rte2660OfHZCj97rczBiSy7WnzXCUtm5c0REjZDV7sDMbQXIMjpXGH3SzxcRXtz3g6qHI4WIiIjqjVoqwrT2akyNVmF3thnLT+ix8ZwRLjakx+9ZZvyeVYAWqkufMy1ajWAVz4Qnosbt1UMl2JnlfETmY501GB6mdFNE1BgxcSciIqIa0QwY4HSt2769ys8RBAF9QuToEyJHlsGGlSf1WHlSX2EGCgAyDXa8nlKKxUdKMTpciVmxatwcJIMgsJyUiBqXzeeNePeYzqmtX4gM/+nu7aaIqLFi4k5EREQ1Ij5ypFafH6IS45lu3niiixe+zzDh0zQddmWbK/Sz2IF1Z41Yd9aIjr4SzInVYHxbJdRSrvQjIs93rtSK+3cWOrWFKEX4bKAfJCK+EUk1w798RERE5BZSkYCxbZTYfHsgfh8ThOntVVBXsknT8UIrHtlVhNiELDy7rwini60NHC0RUfUZrQ5M+a0AJeYr64LEArAizg9BSi4Boppj4k5ERERu19FPinf7+CJ1UgjeuMkHkd6uiwJLzA58dFyPHonZuPOnPGw5b4SNm9kRkYd5ak8RjhY4n5bxYk9v9A52fVwmUVWYuBMREZHH8JGJcH8HDfbdEYTvhvrj9jAFKqso/fXvMtz9awG6rcvGkmOlKDDZGjZYIiIXVqfr8WW6waltdLgCD3bUuCkiagqYuBMREZHHEQkC4lop8PVgfxweH4zHOmvgL3f9suW8zoZFB0oQm5CFB3YWIiWv4np5IqKGcDTfjAW7i5za2nmL8b++vtxgk2qFiTsRERF5tDCNBIt6+uD4xBB80s8XPQKkLvuV2YCvTxkQl5SLwUk5+PaUASZX584REdWDojI7pm4twNXFP0qxgC/i/OEtY9pFtcMRRERERI2CQiLgrkgVfh0VhN9GBuLuSBXklezxdDDPgvt3FqJjQhZePFCM8zpuZkdE9cfhcOCB5EKcLXVesvNuHy06+rl+s5GoJpi4ExERUaPTPVCGj/v5InViCF7s6Y0wjesMPr/MjneP6dB1bTbu+TUfW/82weHgLDwR1a33/9Bh83mTU9v09ircFalyU0TU1DBxJyIiokbLXyHGI529kHJnML4Z7IfBrVzv2Gx3AJvPmzDup3z0+i4Hn6TqUGy2N3C0RNQUJWeV4cWDJU5t3QKkeL2X1k0RUVPExJ2IiIgaPbFIwPAwJdYNDcCBO4Iwr4Ma3jLXG0GlF1vxzN5idIjPwuO7ipBaaHHZj4ioKlkGG2ZsK8DVp1JqZQJWDvSDQsLN6KjuMHEnIiKiJiXSR4rXb9IibWIIlvTRoqOv6zPh9VYHPj+pR5/1Obh9cy7WnzXCwjPhiaiaLHYHpm8rQI7RuXrn0/5+CPdy/XuH6HpxRBEREVGTpJaKMLW9GlOiVdiTY8byND02nDPC1Ubzu7LN2JVdgBYqEaZGqzGtvRohqkp2viMiAvDSwRLsznY+fnJBFy8MDVW4KSJqyjjjTkRERE2aIAjoHSzHZwP98MfEECzs5oUWKtcvgTINdrxxuBSdErIwY1sBdmWVcTM7IqogKcOID/7QObUNbCnHwq5eboqImjom7kRERNRshKjEeLqrN45OCMHKgX64JUTmsp/VASSeNeL2LXnouyEHK0/qobdwMzsiAk4XW/HgzkKntlYqMZYP8IVYxHXtVD9YKk9EREQ1UlxU5O4Qak0qEjC2jRJj2yiRWmjB8jQ94k8boHdRR3+80IpHdxXh+QPFuDdShVkxGrTz4UsooubIYLVjytZ8lFiu/K6QCMCKOF8EKLi8huoPZ9yJiIioWevgK8U7fbRInRSCN2/yQVQlSXmJ2YGPU/XokZiNO37Mw5bzRti4mR1Rs+FwOPDE7mIcL7Q6tb/Sywe9glwfRUlUV5i4ExEREQHwkYkwt4MG+8YFYf0wf4wIU6CyqtffLpbh7l8L0G1dNt47Wop8k61hgyWiBvfFnwZ8c8rg1DYuQom5sWo3RUTNCRN3IiIioqsIgoCBLRX4arA/jowPxuM3aOAvd/2S6bzOhhcOlqBDQhbm7SzEoVyzy35E1LgdzjPjqb3Oy4SifSR4v68WgsB17VT/mLgTERERVSJUI8HzPXxwfGIIPunni56BUpf9ymzAN6cMGLQpF4OTcvDNKQNMrs6dI6JGp6jMjilbC1B2VWGNWiLgi0F+8JIynaKGwZFGREREVAWFRMBdkSr8MjIIW0cF4p5IFeSV7EN1MM+CeTsL0TEhCy8eKMZ5ndV1RyLyeHaHA3N3FuK8znk5zJJbtIjRun4jj6g+cEtUIiIiqhHlI484XRuXLHFTJO7RLUCGj/rJ8MqN3lidbsDyE/oKL+oBIL/MjneP6bDkDx2GtVZgTqwaA1rKIWJZLVGj8e5RHX68YHJqmx2jxvi2KjdFRM0VE3ciIiKqEdmqVU7XzS1x/4efQoz5nb3wYEcNfv7bhOVpevzyd1mFfnYHsOWCCVsumBDpLcHMGDXuiVLBR8bCRyJPtv2iCa+mlDi19QiQ4pVePm6KiJoz/sUgIiIiqgWxSMBtoUqsHRqAg3cE44GOavjIXM+qnyqxYuG+YnSIz8JjuwpxvMDSwNESUXVc1Nswc3shrj7x0U8uwso4P8jFrJqhhsfayTSqAAAgAElEQVTEnYiIiKiOtPOR4LVeWqRODMGSPlp08nO9BlZvdWDFSQNu2ZCD2zfn4ruzBlh4JjyRR7DYHZixrQB5Jnt5mwBg+QBfhGpYsEzuwZFHREREVMfUUhGmtldjSrQKe3PMWJamx4ZzRrjaaH5Xthm7ss0IURZjWns1BsiAqIYPmYguW3SgGHtynI92fLqrFwa1UrgpIiLOuBMRERHVG0EQcHOwHJ8N9MPxiSF4tpsXWqhcv/zKMtrxxuFSjNyvxPStBfg9qwwOB2fhiRrS+rNGfHRc79Q2uJUcT3X1clNERJcwcSciIiJqAMEqMZ7q6o2jE0KwKs4PfUNkLvvZHAK+O2fEiC15uGVDDlac0ENnsbvsS0R1J73YgoeSC53aWqvF+LS/L0+DILdj4k5ERETUgKQiAWMilNg0PBC7xgZhZowaaonrpCC10IrHdhehQ0IWntlbhFPF3MyOqD7oLXZM+a0AuqvWs0hFwKo4P/grxG6MjOgSJu5EREREbtLBV4q3e2uRNikEb93kgygf19sPlZgd+CRVj56JObjjxzxsPm+EjZvZEdUJh8OBx3YXIa3I6tT+ei8f9Ah0XRlD1NCYuBMRERG5mbdMhDkdNNg3LggfdjJhRJgCokoqc3+7WIZ7fi1A13XZeO9oKfJNtoYNlqiJ+fykHgmnjU5tE9oqMTNG7aaIiCpi4k5ERETkIQRBQC+tHV8N9seR8cF44gYNAhSuX65d0NnwwsESdEjIwv07CnAw1+yyHxFV7lCuGQv3Fju1xWgleK+PFgLXtZMHYeJORERE5IFCNRL8Xw8fHJ8YgqX9fXFjoOsz4ctswLenjRi8KReDknLwdboeJlfnzhGRkwKTDVO2FsB81d6PGomAL+L8oJYyTSLPwhFJRERE5MHkYgGT2qnw88ggbBsViHujVKhsr6xDeRY8kHxpM7sXDhQjo9TquiNRM2d3ODB3RyH+0jsvNflfX19Ea12/SUbkTkzciYiIiBqJrgEyfNjXF6kTQ/ByT2+Ea1xn8AVldrx3TIeua7Nx9y/5+O1vE+w8E56o3OIjpfj57zKntvs7qDG2jdJNERFdGxN3IiIiokbGTyHGw529cOjOYMQP8ceQVnKX/RwAtlww4Y6f8nFjYjY+Pq5DURnPhKfm7be/TXg9pdSprVegDC/19HFTRERVc33mCBEREVElSrdtc3cIdJlYJGBYqALDQhU4U2LFZyf0WJ2uR7G54uz66RIbFu4rxsuHSjCxrRKzYjXo5MeSYGpe/tJZMWt7Ia7+FxKgEGFFnB9kYm5GR56LiTsRERHViL1rV3eHQC609Zbg1V4++E93L6w9Y8SyND2OFVgq9DNYHVj5pwEr/zSgd7AMs2PUGBWhhLSy8+eImgizzYFp2wpQcFXViUgAPhvgi1bqSjaOIPIQTNyJiIiImhCVRIQp0WrcF6XC3hwzlp/QY8M5IywuKuR3Z5uxO9uM4H3FmNZejWnt1WihYgJDTdNz+4txINf5zaxnu3ljQEuFmyIiqj6ucSciIiJqggRBwM3Bciwf4Ic/JoTgP9280FLl+qVfttGONw+XonNCFqZvLcDvWWVwcDM7akLWnTHg0zS9U9uw1nI8foPGTRER1QwTdyIiIqImLlglxpNdvXFkQghWxfmhb4jMZT+rA/junBEjtuThlg05+PyEHjpXU/VEjciJIgvm/17k1BamEeOT/n4QCVwiQo0DE3ciIiKiZkIqEjAmQolNwwOxe2wQZsWooZG4TlxSC614fHcROsRn4ek9RUgvrrhensjT6Sx2TP2tAHrrlQoSmQj4Is4PvnKmQtR4cI07ERER1Yh05Uqna8u0ae4Ig2op1leKxb21eL6HN749ZcDyE3r8WWyt0K/E4sDSND2WpukR11KOWTFq3BaqgJib2ZGHczgceOT3Ipz817h+62Ytuga4rjoh8lRM3ImIiKhGVI8+6nRdzMS9UfOWiTCngwazY9XYkWnGsjQdNl8wwe5iifvWi2XYerEMrdVizIxR475oFQIU3MyOPNOyND3WnTU6td3VTomp0So3RUR0/VgfQkREREQQBAEDWsqxerA/jo4PxoIbvBCgcP1S8S+9DS8eLEGH+CzM3VGAg7nmBo6W6Nr255jxn/3FTm0dfCV4p48WAte1UyPExJ2IiIiInLTWSPBcD28cnxiCT/v7oleg67Jisx2IP23E4E25iEvKwVfpehit3I2e3CvPZMO0rQVORyB6SwV8GecPlYTpDzVOHLlERERE5JJcLGBiOxV+GhmIbaMCMTlKhcoq41PyLHgwuQgdE7KwaH8xMkorrpcnqm82uwOztxfib4PNqf1/fX3RzoerhKnxYuJORERERFXqGiDD//r6InViCF7u6Y0IL9cZfEGZHUv+0KHr2mzc9Us+fv3bBDvPhKcG8uaRUmy9WObU9lBHDUZHKN0UEVHdYOJORERERNXmpxDj4c5eOHRnMBKG+OPWVnK4WjHsAPDDBRPu/CkfNyZm46PjOhSV8Ux4qj8//2XCW4dLndp6B8uwqKe3myIiqjtM3ImIiIioxkSCgKGhCqwZGoBDdwbjoY4a+Mhcb/p1usSGZ/cVo0NCFh75vRDHCngmPNWt8zor5uwocGoLUorw+UA/SHl0ITUBbkvc33nnHcTFxSE0NBTt2rXDpEmTkJqa6tRHq9W6/FiwYEF5H4fDgddffx0xMTEICQnBiBEjkJaW1tBfDhEREVGz1cZbgld6+SBtUgjev0WLzn5Sl/0MVgdW/WlAvw05GL45F+vOGGC2sYyeaqfM5sDUrQUoLLsylkQC8NkAP7RQ8bhCahrclrgnJydj5syZ+PHHH7Fx40ZIJBKMHTsWhYWF5X1Onjzp9PHtt98CAMaOHVveZ8mSJfjwww/x5ptv4rfffkNgYCDGjRuH0tLSCs9JRERERPVHJRFhSrQaO0YH4sfbAzChrRLSSl5t7s42Y+b2QnRek4XXUkpwUW9z3ZGoCs/uK0ZKnnMVx/PdvdGvhdxNERHVPbdtrZiYmOh0vXTpUoSFhWHPnj0YPnw4ACA4ONipz+bNmxEZGYm+ffsCuDTb/vHHH+PRRx/FmDFjAAAff/wxoqKisHbtWkyfPr0BvhIiIiIiupogCLgpWI6bguV4tZcNq07qseKkHhcNFde4ZxvteOtwKd4+UopR4UrMilXjlmAZz9qmaok/bcBnJ/RObcNDFXiks8ZNERHVD49Z467T6WC326HVal0+XlpaisTEREydOrW8LSMjA9nZ2Rg0aFB5m1KpRJ8+fbB37956j5mIiIiIri1IKcaTXb1xdEIIvojzQ78Q12fC2xzA+nNGjNySh1vW5+DzE3roLNzMjiqXWmjBo78XObVFeInxcT9fvvFDTY7HHGb4zDPPoHPnzujVq5fLx9etW4eysjLcfffd5W3Z2dkAgMDAQKe+gYGByMzMrPS50tPT6yDi+tdY4iTiWKXGgmO1bvT81zW/r3WvqX5PYwG8EwmcaSlgbaYE3+dIYLBVTLBSi6x4fHcR/m9fIUYGWTG+hRURKq6F90TuGqs6KzD1iAJG25V5SLnIgVfa6ZB7vhS5bomKPFVj+J0aFRV1zcc9InF/9tlnsWfPHvzwww8Qi11vILFq1SqMGDECAQEBFR779ztqDofjmu+yVfVN8QTp6emNIk4ijlVqLDhW6w+/r3WrOYzVKADDugAlZjviTxuwPE2Pk8XWCv30NgHxmVLEZ0oxsKUcs2LUuC1UAQl3CfcI7hqrDocD07YV4LzR5NS+uLcvRkarGzwe8mxN5Xeq20vlFy5ciHXr1mHjxo2IiIhw2efo0aNISUlxKpMHrqyBz8nJcWrPy8urMAtPRERERJ7FWybC7FgN9owLwoZhARgVrkBlOfm2i2WY/FsBuq7NxjtHS5Fn4mZ2zdXHqXpsOOectE+OUuE+Ju3UhLl1xv3pp59GYmIiNm3ahOjo6Er7rVq1CmFhYRg4cKBTe3h4OIKDg7F161Z0794dAGAymbB792689NJL9Rk6ERFRs2V47z13h0BNjCAIGNBSjgEt5fhLZ8XKkwas+lOPXFPFNe5/6W146WAJ3kgpwbg2SsyO1aBHgJRrmpuJPdlleH5/sVNbZz8p/nuz632yiJoKtyXuCxYsQHx8PFavXg2tVlu+Xl2tVkOjubILpMFgwJo1azB//vwKv5AFQcC8efPw9ttvIyoqCpGRkVi8eDHUajXGjx/foF8PERFRc2GZNs3dIVAT1lojwXM9vPFkVy9sPGfEsjQ99uWaK/Qz24H400bEnzaiq78Us2PVuKONCkoJE/imKtdow/RtBbBetd2Bt0zAF3F+/LlTk+e2xH358uUAUH6M2z+efvppLFy4sPw6MTERer0e9957r8v7PPLIIzAajXjyySdRVFSEHj16IDExEV5eXvUXPBERERHVK7lYwIR2Kkxop8KRfDOWp+mx5owBrirkD+db8GByEZ7bX4z7otSYEaNGhJdHbOVEdcRmd2Dm9kJk/utIwY/7+qKNN3/W1PQJRUVF3KLTAzWVTRSo6eNYpcaCY5UaC47VyhWW2bE6XY/PTuhxrrTyNe4CgKGhCsyOUWNQKzlELKOvFw05Vl8+WIy3j+qc2h7trMELPX0a5Pmp8Woqv1PdvjkdEREREVF1+MpFeLiTFw7dGYyEIf4Y2loOVym5A8CPF0wY/3M+eq7LxofHdSgq45nwjdUPF4wVkva+ITI8193bTRERNTwm7kRERETUqIgEAUNDFUi4NQCH7gzGQx010Mpcz6qfKbXhP/uK0SEhC4/vKsKJIksDR0u1ca7Uirk7Cp3aQpQifDbAj8cCUrPCBSFERERUI6LDh52u7V27uikSIqCNtwSv9PLBs929sO7Mpc3sjhZUTM4NVgc+P6nH5yf1GNBCjrkd1BjWWgExkz+PZbI6MHVrAYrNV1b2igXg84F+CFaJ3RgZUcNj4k5EREQ14vWv41mLi4rcEwjRVVQSEe6LVmNylAr7cy9tZvfdOSMsLirkt2eWYXtmGcI1YsyKVeO+KDW0chaiepqn9xbhSL7zmzAv9PRGnxC5myIich/+hiIiIiKiJkMQBPQKkuPTAX44PjEE/+nmhRYq1y95M3Q2/N/+EnRIyMJjuwqRVsgyek/xVboeq/40OLWNClfgoY6aSj6DqGlj4k5ERERETVKQUownu3rj6IQQrBjoi5uDZC77GawOrDhpQO/1ORj9Qx42ZRhhs/PgJXc5VmDBE7udK3naeonxv76+EHhCADVTLJUnIiIioiZNKhIwro0K49qocDjPjE/T9Fh31oAyFyfK7cgsw47MMoRpxJgVo8Z90Wr4soy+wRSb7Zj6Wz5MV/1slGIBXwzyh4+MPwdqvjj6iYiIiKjZ6Bogw0f9fHF8Ygj+r7s3WlZSRn9eZ8PzB0rQIT4Lj/xeiOMuNryjuuVwOPDAzkKcKXV+R+WdPlp08pO6KSoiz8DEnYiIiIianQCFGE908cKRCSFYOdAPvYNdl9EbbQ6s+tOAWzbkYOSWXCRlGGFlGX29+N8fOnx/3uTUNi1ahbsjVW6KiMhzsFSeiIiIiJotqUjA2DZKjG2jxNH8S2X0a864LqNPzjIjOasArdVizI5V474oFfwUPJasLvyeVYYXDpY4tXXxl+KNm7RuiojIs3DGnYiIiIgIwA3+Mvyvry9SJ4ZgUQ9vtKrkrPC/9DYsOnBpN/r5vxfiD5bR10qWwYYZ2wpgu6qQQSsTsCrODwoJN6MjApi4ExERERE58VeI8dgNXjgyIRir4vzQp5IyepMN+OJPA/puyMGILbnYcI5l9DVltTswY1sBso12p/al/f0Q4cXiYKJ/8F8DEREREZELEpGAMRFKjIlQ4liBBZ+m6rDmjMFpx/N//J5lxu+Xy+hnxqgxJVoFf5bRV+nlgyXYlW12altwgxeGhSrcFBGRZ+KMOxERERFRFTr7SfHB5TL6F3p4o7W68jL6Fw+WoGNCFh5KLsTRfLPLfgRsyjBiyR86p7YBLeRY2M3LTREReS4m7kRERERE1eSnEOPRG7xweHwwvhzkh74hlZfRr043oP/GXAzfzDL6fztTYsUDOwud2lqqRFg+wBdiEde1E/0bS+WJiIiIiGpIIhIwKlyJUeFK/FFgwbI0HRJOG2G0VUzOd2ebsTu7AK1UYsyMVWNqMy+jN1odmLK1ACWWK98riQCsGOiHQGXz/b4QXQtn3ImIiIiIaqGTnxRLbvFF6qQQvNTTG6Ea18nn3wYbXjp4aTf6B5MLcaSZltEv2FNUYSf+l2/0wU3BcjdFROT5OONORERENWKeOtXdIRB5JF+5CPM7e+HBjhpsuWDC0lQddmZVTM7LbMBX6QZ8lW5A72AZ5sSqMTJcCWkzKBH/4k89vko3OLWNi1Di/g5qN0VE1DgwcSciIqIaMS5Z4u4QiDyaWCRgZLgSI8OVSC28tBt9/DXL6M1oqSrGjBgNprVXIaCJltEfyTfjyT1FTm1RPhK831cLQWj6b1oQ1QZL5YmIiIiI6kkHXyneu1xG/3JPb4RVUkZ/0WDHK4cu7UY/b2chDuc1rTL6ojI7pvxWgLKrjtJTSQR8EecHLylTEqKq8F8JEREREVE985WL8HBnL6TcGYyvB/thQAvX67nLbMA3pwwYmJSLYd/nIvGMAZZGvhu93eHA/TsLkaGzObW/10eLWF+pm6IialxYKk9ERERE1EDEIgG3hylxe5gSaYUWLEvT49vTBhisFZPzvTlm7M0xo8X+Ysxor8a09upGuev6kmM6/HDB5NQ2K0aNie1UboqIqPHhjDsRERERkRvE+krxTh8tUieG4JUbvRHh5TopzzTY8WpKKTomZOH+HQVIaURl9Dsyy/DyoRKnth4BUrzay8dNERE1TkzciYiIiIjcSCsX4aFOXjh4RzC+GeyHuJauy+jNduDb00bEJeVi6KZcrD1jgNnFhnee4qLehpnbCnB1pb+vXMCKOD/IxdyMjqgmWCpPRERENeKj1TpdFxcVVdKTiGpCLBIwPEyJ4WFKnCy6VEb/zSkD9C7K6PflmrFvuxkhymJMj1Fjens1gjyojN5id2DGtgLkmuzlbQKAZf39EKZhCkJUU5xxJyIiIiLyMO21UizurcXxiSF4rZdPpWX0WUY7Xk8pRaeELMzZUYBDuZ5RRv/CgRLsyXGO5amuXhjSWuGmiIgaNybuREREREQeSisX4YGOGhy6MxjxQ/wx6Bpl9AmnjRi0KRdDNuVgzWn3ldFvOGfEh8d1Tm2DWsrxVBcvt8RD1BQwcSciIiIi8nAiQcCwUAUShwVg37ggzI5RQyNxvU78QK4Fs3cUovOaLLyRUoJsg81lv/pwqtiCh5ILndpaq8VYNsAXYhHXtRNdLybuRERERESNSLRWiv/21uL4pBC83ssHbSspo8822vHG4VJ0WpOFOdsLcKCey+j1Fjum/FaAUsuVmX6pCFgZ5wd/heesvydqjJi4ExERERE1Qj4yEeZ11ODAncFIGOKPIa1cl9Fb7EDCGSOGbMrF4KQcxJ82oKyOy+gdDgce312E1CKrU/trvXzQM1BWp89F1BwxcSciIiIiasREgoChoQqsHRqA/XcEYU5s5WX0B/MsmHu5jP61lBJk1VEZ/cqTBsSfNjq1jW+rxKwYdZ3cn6i5Y+JORERERNRERPlI8dbNWqROCsGbN/mgnbfrEvUcox1vHb60G/2s7QXYn2OGw3F9s/ApeWY8vdf5WMj2PhK810cLQeC6dqK6wMSdiIiIiKiJ8ZaJMLeDBvvvCMbaW/1xayVl9FYHsPaMEbd+n4tBm3Lx7amaldEXltkxZWsBzFeOa4daIuCLQX7QSJlqENUV/msiIiIiImqiRIKAIa0VWDM0AAfuCMLcWDW8pK5nwVPyLLh/ZyE6JWTh1UMlyKyijN7uAOZsL8AFnXO/D27Ror1WWmdfAxExcSciIiIiahYifaR483IZ/Vs3+SDKR+KyX67Jjv8eKUXnhCzM3FaAvdllLsvoV1yQ4Oe/y5za5saqcUdbVb3ET9ScMXEnIiIiImpGvKQizOmgwd5xQVg31B/DWsvhag7e6gDWnTVi2OY8xCXl4ut0PUzWSwn8tosmLD3vPKveK1CGl2/0aYCvgKj5cf02GxERERERNWkiQcDgVgoMbqXAmRIrlqXp8FW6ASWWirPrh/MteCC5CM8fKMHkKBW+/NMAx1Xpvr9chBVxfpCJuRkdUX3gjDsRERERUTPX1luC12/S4vikECy+2QfRlZTR55nseO+YDvllV3ajEwAsH+CLVmrXO9gTUe1xxp2IiIhqxNali7tDIKJ64iUVYVasBjNj1Nh2sQyfpOnx0wUTrrXP/LPdvBDXStFgMRI1R0zciYiIqEZ027e7OwQiqmeCICCulQJxrRQ4W2LFshM6rE43oMTsnMIPbS3HE1283BQlUfPBUnkiIiIiIqpUG28JXuulRerEELzTW4sOWgnEAtDX14al/f0gEriunai+ccadiIiIiIiqpJGKMCNGjRkxatgdDpxKPwVfOecBiRoC/6UREREREVGNiAQBnGgnajhM3ImIiIiIiIg8GBN3IiIiIiIiIg/GNe5ERERUI5oBA5yuucs8ERFR/WLiTkRERDUiPnLE3SEQERE1KyyVJyIiIiIiIvJgTNyJiIiIiIiIPBgTdyIiIiIiIiIPxsSdiIiIiIiIyIMxcSciIiIiIiLyYEzciYiIiIiIiDwYE3ciIiIiIiIiD8bEnYiIiIiIiMiDMXEnIiIiIiIi8mBM3ImIiIiIiIg8GBN3IiIiIiIiIg/GxJ2IiIiIiIjIgwlFRUUOdwdBRERERERERK5xxp2IiIiIiIjIgzFxJyIiIiIiIvJgTNyJiIiIiIiIPBgTdyIiIiIiIiIPxsSdiIiIiIiIyIM168T9nXfeQVxcHEJDQ9GuXTtMmjQJqampTn0cDgdef/11xMTEICQkBCNGjEBaWppTn8WLF2PYsGFo2bIltFqty+favn07hg4ditatW6N9+/ZYtGgRrFZrlTEmJydjwIABCA4ORpcuXfD55587Pb5s2TL06dMHoaGhCA0Nxa233ooff/yxyvuuXLkSI0eORFhYGLRaLTIyMir0qc7XRQ2DY7XysWq323HXXXehU6dOCA4ORvv27TFnzhxcvHixyntT3eNYvfbv1c6dO0Or1Tp9vPDCC1Xem+oWx2nl43Tnzp0Vxug/H+vXr6/y/lS3OFav/Tv18OHDGDt2LMLCwtCmTRs88sgj0Ol0Vd6b6l5zHauFhYV48sknceONNyIkJAQdO3bE448/joKCghp/XVVp1ol7cnIyZs6ciR9//BEbN26ERCLB2LFjUVhYWN5nyZIl+PDDD/Hmm2/it99+Q2BgIMaNG4fS0tLyPmVlZRg5ciTmzZvn8nn++OMPTJgwAXFxcdixYwc+++wzbNmypcoXa+fOncPEiRPRq1cv7NixA48//jieeuopbNiwobxPy5Yt8eKLL2L79u3YunUr+vfvj3vvvRd//PHHNe9tMBgwaNAgPPPMM5X2qerroobDsXrtsdq/f3+sWLEC+/fvxxdffIFz585h8uTJ17wv1Q+O1WuPVQB46qmncPLkyfKPBQsWXLM/1T2O08rH6U033eQ0Pk+ePInHH38cGo0GQ4YMuea9qe5xrFY+VjMzMzF27FhERETg119/xbp163DixAk88MAD17wv1Y/mOlYzMzORmZmJF198Ebt27cLSpUuxa9cuzJw506lfXeRVPMf9KjqdDmFhYfjqq68wfPhwOBwOxMTEYPbs2eUvrIxGI6KiovDyyy9j+vTpTp+/YcMGTJ06FUVFRU7tL730En7++Wfs3LmzvG3Lli2YPn060tPT4eXl5TKeRYsWISkpCYcOHSpve/jhh3HixAn8/PPPlX4dERERWLRoUYX4XElJSUFcXByOHDmC8PBwl30q+7rIfThWXY/Vf2zevBn33HMPsrKyoFAoqrw31R+OVeex2rlzZ8yZMwcPP/xwlfehhsNxeu3fqT179sQtt9yCJUuWVHlfql8cq1fG6sqVK/HSSy8hPT0dYrEYAHD8+HHccsstOHToENq2bVvlvan+NMex+o+ffvoJkyZNQkZGBry9vav1dVVHs55x/zedTge73V5evpCRkYHs7GwMGjSovI9SqUSfPn2wd+/eat+3rKysQvKgVCphMplw+PDhSj9v3759Ts8NAIMHD0ZKSgosFkuF/jabDevWrYNer0evXr2qHR81PhyrlSssLMSaNWvQs2dPJu0egGO1og8++ABt2rRB3759sXjxYpjN5jq5L10/jtPK7dy5E6dOncK0adPq9L50fThWnWOWSqXlSfs/MQPA7t27a3Vvqr3mPFZLS0shl8uhUqlq9HlVYeJ+lWeeeQadO3cu/+FkZ2cDAAIDA536BQYGIicnp9r3HTx4MA4cOIBvv/0WVqsVFy9exJtvvun0HK7k5OS4fG6r1Yr8/PzytuPHj6NVq1YICgrCY489htWrV6Njx47Vjo8aH47VihYtWoSWLVuiTZs2+OuvvxAfH18n96Xa4Vh1NnfuXCxfvhxJSUmYM2cOPvroIzzxxBO1vi/VDsdp5VatWoVOnTqhW7dudXpfuj4cq1f0798f+fn5ePfdd2E2m1FUVFReLn2tmKlhNNexWlRUhFdffRVTpkyBRCKp9udVBxP3y5599lns2bMHX375pdM7dwAgCILTtcPhqNB2LYMGDcLLL7+Mp556CsHBwejZsyeGDh0KAOXP1apVq/KPxx577JrP/e/2qKgo7Ny5E7/88gtmzpyJefPmlW8G8fbbbzvd+8KFC9WOmzwTx6pr8+fPx44dO/Ddd99BLBZjzpw55TGQe3CsVvTQQw+hf//+6NSpE6ZMmYK3334bX375ZYVNbKjhcJxWrqCgAElJSZxt9xAcq85iY2Px8ccf4+OPP3Xi7fcAAATYSURBVEaLFi0QHR2N8PBwBAUFVfj+UMNqrmNVr9fj7rvvRosWLfDSSy9V+2uqrrp9G6CRWrhwIRITE5GUlISIiIjy9uDgYACX3qFp3bp1eXteXl6Fd2yq8tBDD+HBBx9EVlYWtFotzp8/jxdffLF8rc7V6zT+WZsRFBRU4R2ovLw8SCQS+Pn5lbfJZLLydTzdunXDoUOH8NFHH+F///sfZsyYgXHjxpX3bdGiRY3iJs/CsVo5f39/+Pv7IzIyEtHR0ejYsSN2796NPn361Og+VDc4VqunR48eAIAzZ844PT81DI7Ta/vmm28gEokwYcKEGn8u1S2OVdcmTJiACRMmICcnByqVCoIg4MMPP6xy3waqP811rOp0uvLflfHx8fWyXLPZJ+5PP/00EhMTsWnTJkRHRzs9Fh4ejuDgYGzduhXdu3cHAJhMJuzevfu63kURBKH8B7x27Vq0bt0aXbp0AQCXG2j06tUL33//vVPb1q1b0a1bN0il0kqfx263l6+Z9PX1ha+vb41jJc/DsVp9drsdALh22E04Vqvv2LFjAK68oKGGw3FatS+//BJjx46Fj49Pre5DtcOxWrWgoCAAl8asQqHAwIEDa3U/uj7NdayWlpZiwoQJcDgcWLt2LTQaTY2/nupo1on7ggULEB8fj9WrV0Or1Zavi1Cr1dBoNBAEAfPmzcPbb7+NqKgoREZGYvHixVCr1Rg/fnz5fS5cuIDCwkKcP38eAHD06FEAlwbNPz+4999/H4MHD4ZIJEJSUhLee+89rFix4pqlPNOnT8eyZcvwzDPPYPr06di7dy++/vprLF++vLzPCy+8gKFDh6JVq1bQ6XRYu3YtkpOTkZCQcM2vPTs7G9nZ2Th16hQA4OTJkyguLkZoaGj5gKzO10UNg2O18rG6b98+HDlyBDfffDN8fHxw9uxZvPbaawgLC8PNN998Hd9t+v/27tdVdTgO4/iTTAezIEaL2gSbSQ0Gi0mwWdTgD1AYLmjUYLBYTBbxD7BZDLMZ/AGC+CeYBNFgukE4nMu9znO8chn4ftWN7bvxjPGEffYvyKp9VheLhaLRqNxut5bLpUzTVDKZlM/ne+Ju41nk1P79L92Ge+12O/V6vZ/cWrwYWbXP6mAwUCQS0cfHh2azmZrNplqt1tP/ycbz3jWrp9NJ6XRap9NJo9FIl8tFl8tF0q3ou1yub1/XI2/9O7h7D7VhGGo0GpJu3z50Oh0Nh0Mdj0eFw2F1u10FAoHP/YvFosbj8R/HmUwmikajkqRUKqX1eq3r9apQKCTDMJRIJB6ucT6fyzRN7XY7eTweVatV5XK5385tWZYOh4PcbreCwaDK5bJisZjtcdvt9ucgh6/6/b6y2ey3rwv/B1m9n9XNZiPTNLXdbnU+n+XxeBSPx1Wr1eT1eh+uG69FVu9ndbVaqV6va7/f63q9yufzKZ1Oq1KpvHzyLOyRU/v3vyQVCgUtl8sfTXvG65FV+6zm83lNp1Odz2f5/X6VSiVlMpmHa8brvWtWLctSKpX667ava35Fr3rr4g4AAAAAgNMxVR4AAAAAAAejuAMAAAAA4GAUdwAAAAAAHIziDgAAAACAg1HcAQAAAABwMIo7AAAAAAAORnEHAAAAAMDBKO4AAAAAADgYxR0AAAAAAAf7BaX5gGnm0hpQAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-02-08\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1094004442708525056\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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rr1ScdzqdmjBhgrZv3673339fsbGxFedatmwpl8ul3Nxc02uePHlS8fHxDfYZ4Bve2F0sZ5WebulR/rquVaB1AdXSzxKC9PJ1Maaxk6Vujf4kV6cdzW/VHQAAAEAln3jG/Udut1sOh0PSmS3hxo0bp+3bt2vp0qVKSEgwXdujRw8FBARo9erVFWOHDx/Wrl279LOf/axB44a1nG6PZldrSje+c9h5Ky98zcjUUD1yWYRpbEe+UxPW5MnpptM8AAAA0FxZVoP71FNPafDgwUpKSlJRUZEWLVqk9evXa8GCBXI6nbrvvvu0efNmvf322zIMQzk5OZKkyMhIhYSEKCoqSvfcc4/+67/+S/Hx8YqJidHjjz+url27qn///lZ9LFjgw+xSHbFXrkqH+hsa3THUwogu3OTLI5RZ4NR7+yv3ov/4cJke/6ZAf6u29zsAAACA5sGyxD0nJ0eTJk3S8ePHFRkZqa5du2rRokUaMGCADhw4oBUrVkjSWUn4tGnTlJGRIUn6y1/+IpvNpnHjxqm0tFR9+/bVv/71L9lstob+OLDQrJ3m1fY7U0IUFehTxSRe8zMMvdInWgeLnNp0srxi/N87itUp2l8TOodbGB2AulS4Zo0kKfvgQSW3bWttMAAAwKdZlrhPnz69xnPt2rVTfn7+eV8jODhYzz33nJ577rm6DA2NSFaBU58eKTONjU/33S3gvBHq76e5A+I0YOkJHba7Ksb/+FWBUiL8dX1SsIXRAagr7h49JEn2sDC5m0DTHAAAUH8a57Ik8IPXqj3b3jM+QD1aNJ6mdDVpFWrT2wNjFeZf+Zy+yyPdtyZPu/PLz3EnAAAAgKaGxB2NVonTozl7qjWla+Sr7VVdGheoV/vGqGqLvdMOj0Z9kqvcUleN9wEAAABoWkjc0Wi9u8+uU2WV3dZjggzd3qFxNqWrydB2IXq6Z6RpbF+hS3d/mqcyF53mAQAAgOaAxB2N1qxqZfIZHcMU4t+4toDzxm+7hevuNPMfJL7Mcej3X+TL4yF5BwAAAJo6y5rTARdja65D354wP+s9rgmVyVdlGIaevyZa+wqd+vyYo2L87T12pUf56/eXRpzjbgC+KuD11yVJLXJyFJCQoPKxY60MBwAA+DASdzRK1beAuz4xSKlRTffrHGgz9Ob1sRq47IT2FlY+3z5142mlRvnrlnYhFkYH4EKE/v73kqT2PxwXkLgDAIAaUCqPRqfA4dbCvSWmsQmdm+Zqe1WxwTbNHxSnqMDKxwE8kn752SltOemo+UYAAAAAjRqJOxqdeXvssjsrn+1OCrXpxuTmsbd5WlSA3rg+VrYqj/LbnR7dtSpXR+10mgcAAACaIhJ3NCoej+esMvl700Pl79f0mtLVpF9isP73mmjT2FG7W3d9kiu7021RVAAAAADqC4k7GpX1xxzaVeCsOPY3pHs7Nf0y+erGpofp/i7mz70lt1y/+uyU3HSaBwAAAJoUEnc0KtVX24e2C1brUJtF0VjrmauiNKRNkGlsyYFSPbvptEURAQAAAKgPJO5oNHLsLi09YG5KNz493KJorGfzM/R//WPVJcbcTf9//1OkeXvsFkUFAAAAoK6RuKPReGN3sar0pFNalL/6tg60LiAfEBHgp3kD4xQfbP5RfuDzU/oyp8yiqAAAAADUJRJ3NAout0ezd5tXkcenh8kwmk9Tupq0DffXnAGxCqryxIDDLd29Kk/7C5013wgAAACgUSBxR6Ow8lCpDhVXbncWYjN0V8dQCyPyLb1aBmnadTGmsdwyt0Z/kqsCB53mAQAAgMaMxB2NQvWmdHekhCg6iK9vVXemhOqPPSJMYzvznRq/Jk9ON53mAQAAgMaKzAc+b99ppz45bH5ee2Ln5rcFnDcm94jQ8A4hprFVh8s0+ZsCiyICAAAAcLFI3OHzXttlXm2/okWAerRo3k3pamIYhqZdF6MrWwSYxmfsKNaMHUUWRQUAAADgYpC4w6eVOj16K7NaUzpW288pxN/Q3AFxahNm3t/+T18XaNXhUouiAgAAAHCh/M9/CWCd9/aXKK+ssrladKBxVik4zpYQatO8gXEasvyEin/YQ8/lkcatztNHw+LVOTrgPK8AoL7Z//EPSdLxnBy1TEiwOBoAAODLSNzh06o3pRuTFqpQfwpFvNEtNkD/1y9GY1bl6cfWdKfLPRr1ca5W3RKvFsG2c94PoH6Vjx0rSTqZmamYtDRrgwEAAD6NDAg+67u8cn1zwmEaG59OmXxt3NQ2RH++KtI0dqDIpXs+zVOZi07zAAAAQGNA4g6fNWunuZlav9ZB6hhFiXdt/aZruO7tZN7z/sschx78/JQ8HpJ3AAAAwNeRuMMnnXa4tSCrxDQ2gaZ0F8QwDP3P1dHq08rciX9eVole+I5O8wAAAICvI3GHT5qfZa9oqiZJrUP9dHPbYAsjatwCbYbeuCFOqZHm59qf3nhaS/aX1HAXAAAAAF9A4g6f4/F4zmpKd2+nMPn7GRZF1DTEBPlp/sA4RQea5/GXn53SlpOOGu4CUF/8tmyR35YtCt2xQ35btlgdDgAA8GF0lYfP+SLHoR35zopjmyHd14ky+brQMSpAs6+P0x0fndSPBQ0lLo/uWpWrVcNaKjGMTvNAQ4no31+S1OWH44L8fMtiAQAAvo0Vd/ic6qvtN7cNJqGsQ/0Sg/R872jT2FG7W3etylVxuduiqAAAAADUhMQdPuV4iUtLDtCUrr7d2ylMv+kabhrbmluuX352Sm46zQMAAAA+hcQdPuXN3XZVXfTtGOmvvq2DrAuoCXu6Z6SGJJsb/i07WKo/bzxtUUQAAAAAfgqJO3yGy+3Ra7vMZfLjOofJz6ApXX2w+Rn6v34x6hpjbnXxwndFmptZXMNdAAAAABoaiTt8xseHS3Wo2FVxHGyTxnQMtTCipi8iwE/zBsapZYj5V8GDX+Tri2NlFkUFAAAAoCoSd/iM6k3phncIVUwQX9H6lhzur7kD4hRUpf9fuVu6+9M87TvtrPlGAAAAAA2CrAg+YX+hUx8fMq/wTqQpXYPpGR+o6dfFmMbyytwa9Umu8svoNA8AAABYicQdPuH1XcWq2su8R1yArogPtCye5mh4Sqj+1CPCNLa7wKlxa/LkdNNpHgAAALAKiTssV+by6M3ddtPYeFbbLfFojwjdmRJiGlt9pEyPfl0gD9vEAQAAAJYgcYfl3t9fotwq5diRgcZZySMahmEYevnaGF0VH2Aan7mzWK/uoNM8AAAAYAUSd1iuelO6MR1DFerPV9Mqwf6G5gyIU5swm2l88jcF+uRQqUVRAQAAAM0X2REstT2vXF8dd5jGxqdTJm+1liE2zRsYp3B/o2LM7ZHGrcnT96fKLYwMAAAAaH5I3GGpWbvMq+19WgWqU3RADVejIXWLDdDM/rHyq8zdVVju0ehPcnWixGVdYAAAAEAz4291AGi+Csvdmr/H3JRu4iXhFkWDnzIkOVh/vipKj39TUDF2sMiluz/N0/tDWii4yoo8gNpx3HefJKmgoEBRUVEWRwMAAHwZiTsssyDLriJnZafyViF+urltsIUR4af8ukuYMvPL9XqVzv9fH3fogS9O6d99YmQYJO/AhSh58UVJ0oHMTKWlpVkcDQAA8GWUysMSHo9HM6s1pbunU5gC/EgCfY1hGHrummj1bR1kGl+QVaL//U+RRVEBAAAAzYdlifuMGTPUu3dvJScnKzk5WYMGDdLKlSsrzi9ZskTDhw9XamqqoqOjtW7durNeIycnR5MmTVKnTp2UmJioa6+9VgsWLGjIj4EL9NVxh74/5aw4thnSWJrS+awAP0NvXB+rjpHmIp1nNp3W+/tLLIoKAAAAaB4sS9wTExM1depUrV27VqtXr1bfvn2VkZGhbdu2SZLsdrt69eqlZ599tsbX+NWvfqXdu3dr7ty5+uKLLzR69Gj98pe/1Oeff95QHwMXqPoWcDcmByup2vZj8C3RQX6aPzBO0YHmqohffXZKm044argLAAAAwMWyLHEfOnSoBg0apJSUFHXs2FFPPvmkwsPDtWHDBknS6NGj9ac//UmDBg2q8TW++eYbTZw4UT179lT79u31u9/9TklJSdq0aVNDfQxcgBMlrrNWaSd0ZrW9MUiN8tebN8Spak+6EpdHY1bl6nAxneYBAACA+uATz7i7XC4tXrxYxcXF6tWrl9f3XX311XrvvfeUl5cnt9ut5cuXKzc3V/369avHaHGx3sq0y+GuPE6JsKl/YlDNN8Cn9GkdpOd7R5vGjpW4NfqTXBWVu2u4CwAAAMCFMvLz8z3nv6x+bN++XYMHD1ZpaanCwsI0Y8YMDRkyxHRNbm6uUlNTtXTpUvXp08d07vTp05owYYI+/vhj+fv7KygoSK+++qqGDh16zvfNzMys888C77g80vBvg3WkrPJvRg+2d+juNs5z3AVf9OK+AL11OMA01i/Wqb9f4hA9BoHz63nVVabjb3+oOAMAAM3P+XaYsXQ7uLS0NK1bt04FBQVasmSJ7r//fi1btkxdunTx6v5nnnlGubm5ev/99xUbG6vly5fr/vvv1/Lly9W9e/dzvq+vy2yi2wN9lF2qI2W5FcdBNunBa9oqNth3nm9vqnNf115M9Sj30zx9kF1aMbY2z19zC6I19aoL25OaubcOc2895r/h8b23BvNuHebeOsy9dZrK3FuauAcGBiolJUWSdPnll2vTpk165ZVX9PLLL5/33n379unVV1/VunXrKpL07t2768svv9Srr76ql156qV5jx4WZucvclO729iE+lbTDezY/QzP6xejGFSe1La+8YvzFbUVKi/bX3Wn0LQAAAADqgk884/4jt9sth8O77tR2u12SZLOZkz6bzSa3m+dsfdGBQqc+qrI6K0kTLwm3KBrUhfAAP80bEKuEEPOvkv/3Rb7WHyuzKCoAAACgabEscX/qqaf0xRdf6MCBA9q+fbumTp2q9evXa8SIEZKkU6dO6T//+Y++//57SWdW2P/zn/8oJydHktSpUyelpKToD3/4gzZu3Kh9+/bppZde0urVqzVs2DCrPhbOYfbuYlVtqHBpbICubBFQ4/VoHNqE+2vugDhVLZwod0v3fJqrvafpXQAAAABcLMsS95ycHE2aNElXXXWVbr31Vm3atEmLFi2q2P5txYoV6tu3r2655RZJ0gMPPKC+fftq1qxZkqSAgAAtXLhQLVq00OjRo3Xttddq3rx5mjZtmm666SarPhZqUOby6M3ddtPYhM5hMgy6mDUFV8YHanqfGNPYqTKPRn2Sq/wyKmAAAACAi2HZM+7Tp08/5/mMjAxlZGSc85rU1FS9+eabdRkW6snSAyU6UVqZwEUGGLozJcTCiFDXbu8QqswCp/6yubBiLLPAqbFr8rRwUJwCaDUPAAAAXBCfesYdTdfMneamdKM7hiosgK9fU/PIZREaUe0PMmuOlOmPX+XL47Fs50kAAACgUSNzQr37/lS5vswxNx0c35mO402RYRh66doY9YoPNI2/tsuuf31fXMNdAAAAAM6FxB317rVqq+3XtgpU52ia0jVVwf6G3hoQq+Rw844Pj28oOGtXAQAAAADnR+KOelVU7ta8LHNTuomstjd5LUNsmj8wThEBlc+1uz3ShLV52l5lz3cAAAAA50fijnq1MKtEheWVzza3DPHT0LY0pWsOusQEaGa/WFXtSVdY7tHoVbk6UeKyLjAAAACgkSFxR73xeDz6v51FprF708IUaKO7eHMxODlYz14VZRrLLnIpY1WeSp00qwMAAAC8QeKOevPNcYe2n3JWHPsZ0n3poRZGBCv8qkuYxqebH4/45oRDv/v8FJ3mAQAAAC9Yto87mr6Zu8xN6Ya0CVZyOF+55sYwDP3t6ijtLXRqzZGyivGFe0uUFuWvP/aItDA6wDquyy6TJJWWlSk4KMjiaAAAgC8ji0K9yC116b19JaaxCTSla7YC/Ay93j9Wg5afUGZBZRXGXzYXKi3KX7d3oBIDzU/R2rWSpMzMTKWlpVkcDQAA8GWUyqNevJVpl8Ndedw+wqYbklhRas6ig/w0f2CcYoLMPQ7uX3dKG084LIoKAAAA8H0k7qhzbo9Hr1Urkx+fHiY/g6Z0zV1KpL/evCFOAVV+85S6pHYufwAAACAASURBVLtW5Sq7yFnzjQAAAEAzRuKOOvfp4TLtL6zc7ivIJmWkUQqNM65rFaQXekebxo6XuHXXqjzZ2SUOAAAAOAuJO+rczJ3m1fZb24coLthmUTTwRXenhenBbuGmsW155XpyV6BcbjrNAwAAAFWRuKNOZRc5tfJQqWlsIk3p8BOm9IzU0LbBprHP8vz1wndFFkUEAAAA+CYSd9Sp2bvsqrpg2i02QFfFB1oXEHyWn2Ho331j1D02wDT+yvYilbPqjmYgvF8/hffrp0vuuUfh/fpZHQ4AAPBhbAeHOuNwefRGprlMfkJ6mAya0qEG4QF+mjcwTte8l6PTjjPJel6ZW6sOl+rG5BCLowPql23rVkkSNUkAAOB8WHFHnVl2oETHSyr3gIsIMDQileQL55YUZtMdHczfkwVZJRZFAwAAAPgeEnfUmZnVtoAbnRqq8AC+Yji/ESnmXQdWHCzRaYe7hqsBAACA5oWsCnViZ365Pj/mMI2NpykdvHR1QqCSwyt3Hih1SUsPsOoOAAAASCTuqCOzqm0Bd01CoC6JCajhasDMzzA0MsVcLr9wL4k7AAAAIJG4ow4Ulbs1b4/dNMYWcKitEanmcvm1R8p01O6yKBoAAADAd5C446It3lui0+WV23fFB/vplnY0pUPtdI4OUHpY5XPtHkmL9tprvgEAAABoJkjccVE8Ho/+r1qZ/D2dQhVoYws41N5NLZ2mY7rLAwAAACTuuEjfnijXd3nlFceGpLHplMnjwgxu4ZJflb/5fJdXrh2nymu+AQAAAGgGSNxxUWbuLDIdD04OVttwf4uiQWMXH+RRv9ZBprGFlMsDAACgmSNxxwXLK3Xp3f3mUuYJrLbjIo2o1l1+QVaJ3B5PDVcDAAAATR+JOy7YnEy7yqo0/W4bbtOApKCabwC8MKxdiEKq9Eg4VOzSlzkOCyMCAAAArEXijgvi9ng0a5e5Kd349DDZ/GhKh4sTGeinm9sGm8YWZlEuDwAAgOaLxB0XZM2RMu0rrFxuD/ST7u4Ueo47AO+NrLan+7v7S1TmolweAAAAzROJOy7IzGpbwN3aPkQtgm0WRYOm5oakIMUFVf56KnB49NGhUgsjAupeQX6+CvLz9e2GDSrIz7c6HAAA4MNI3FFrh4qc+iDbnERN6ExTOtSdAD9DwzuYm9RRLg8AAIDmqtaJ+1dffaW///3veuSRR7Rnzx5JUnFxsTZu3KjTp0/XeYDwPbN32+WuUrXcJcZfP2sZaF1AaJKql8t/mF2q/DK3RdEAAAAA1vE6cXc4HLr77rt18803669//atmzpypw4cPS5JsNpvuvPNOvfrqq/UWKHxDudujN3aby+QndA6TYdCUDnWrZ3yAOkRUPn7hcEtLDpSc4w4AAACgafI6cf/rX/+qlStX6rnnntOGDRvkqbKvcnBwsG677TZ98MEH9RIkfMfyA6XKKalc9Qz3N85aGQXqgmEYGlHtuzWfcnkAAAA0Q14n7gsXLtTYsWM1YcIExcbGnnU+LS1N+/fvr8vY4INm7iwyHY/qGKqIAFoloH6MTDE/5/75MYeyi5wWRQMAAABYw9/bC0+cOKHu3bvXeD4oKEjFxcU1nkfjtzu/XOuOOUxj49NpSof60zEqQFe2CNDGk+UVY4v3luj3l0ZYGBVQN0IefFCS1K6gQCFRUSp58UWLIwIAAL7K68Q9ISHhnCvqGzduVLt27eoiJvioWbvMf5i5umWgusYGWBQNmosRqaHaeLKg4nh+ll0Pdg+nrwIavcDZsyVJ8T8ck7gDAICaeF3j/POf/1yvvfZaRSd5SRX/4/zBBx9o4cKFGj58eN1HCJ9QXO7W3D3m54vZAg4NYXiHENmq5Og78p3adopyeQAAADQfXifujz76qJKTk9WvXz9NnDhRhmHo+eef18CBA5WRkaEePXrowR/K/tD0LN5XotOOyoaELYL99PP2Iee4A6gbLUNsuiExyDTGnu4AAABoTrxO3CMiIvTRRx/poYce0okTJxQcHKyvvvpKxcXFmjx5spYuXarg4OD6jBUW8Xg8mrnTXCZ/d1qogmyUKqNhVN+5YNFeu1xuTw1XAwAAAE2L18+4S2e2ffvDH/6gP/zhD/UVD3zQppPl2ppb2RzMkDSWpnRoQDe3DVaYv6Fi55lk/YjdrfXHHOpXbSUeAAAAaIq8XnEvLi5WdnZ2jeezs7Nlt1O+2hRVX20f1CZI7SNq9Tcf4KKEBfhpaDtzRc+Cvfy+AQAAQPPgdeL+2GOPacyYMTWez8jI0JNPPlknQcF3nCpz65195gRpPE3pYIFR1crll+4vUYmTcnkAAAA0fV4n7qtXr9awYcNqPD9s2DCtWrWqToKC75iTWaxSV+VxcrhNg5LoZYCG1691kFqGVP7KOl3u0crsUgsjAgAAABqG14l7Tk6OWrVqVeP5hIQEHTt2zOs3njFjhnr37q3k5GQlJydr0KBBWrlyZcX5JUuWaPjw4UpNTVV0dLTWrVv3k6+zceNG3XbbbUpKSlKbNm00ePBg5ebmeh0Haub2ePRatb3bx6WHyeZHUzo0PH8/Q8M7mHcymE93eQAAADQDXifuLVq00I4dO2o8v2PHDkVFRXn9xomJiZo6darWrl2r1atXq2/fvsrIyNC2bdskSXa7Xb169dKzzz5b42t8++23uv3223Xdddfp448/1po1a/Tb3/5W/v48f10XPjtapqzTlcvtAX7SPWmh57gDqF/Vy+U/PlSqvKolIQAAAEAT5HWGO2jQIM2ePVu33367fvazn5nObdiwQbNnz9Ydd9zh9RsPHTrUdPzkk09q5syZ2rBhg7p166bRo0dL0jlXzx977DH94he/0MMPP1wx1rFjR69jwLlVb0r383Yhig+xWRQNIPWIC1BalL8yC5ySJKdHem9/KX0XAAAA0KR5veI+efJkxcbG6uabb9aoUaM0depUPf300xo1apRuvPFGxcTE6PHHH7+gIFwulxYvXqzi4mL16tXLq3tOnDihb775RgkJCbrxxhuVlpamm266SWvXrr2gGGB2pNilFQfNzw9PIDmCxQzD0MgUc7n8AsrlAQAA0MQZ+fn5XrdlPn78uKZMmaLly5ersLBQkhQREaFhw4ZpypQpSkhIqNWbb9++XYMHD1ZpaanCwsI0Y8YMDRkyxHRNbm6uUlNTtXTpUvXp06difMOGDRo0aJBiYmL09NNP69JLL9X777+vF198UWvWrFH37t1rfN/MzMxaxdkcvXogQDOyAyqOU0Ldmnd5qQweb4fFDpUauv1bc/L+Xs8SJQXTYR6NS8+rrjIdf7thg0WRAAAAq6WlpZ3zfK0eBm/ZsqWmT58uj8ejkydPyuPxKD4+XsYFZnNpaWlat26dCgoKtGTJEt1///1atmyZunTpct573W63JGncuHG65557JEmXXXaZ1q9fr9dee03PP//8Od/X12VmZloWZ7nbo2WbjklyV4zdf2mMOnUKtySehmbl3Dd33sx9mqSfHTyhr487Ksa+dSeof1pEPUfXtPG9tx7z3/D43luDebcOc28d5t46TWXuL6iLm2EYio+Pv+g3DwwMVEpKiiTp8ssv16ZNm/TKK6/o5ZdfPu+9P67up6enm8Y7deqkQ4cOXXRszdmKg6U6aq9M2sP8jbOaggFWGpkaYkrcF2TZ9YdLwy/4j4iAFQrXrJEkZR88qOS2ba0NBgAA+LQaE/e3335bkjR69GgZhlFxfD533XXXBQfjdrvlcDjOf6Gkdu3aqXXr1meVvWdlZXm1Yo+azarWlG5kaogiA71uhwDUu9vbh+jRrwrk/KE6fneBU1tzy9WjRaC1gQG14O7RQ5JkDwuTuwmsBAAAgPpTY+L+61//WoZh6I477lBgYKB+/etfn/fFDMPwOnF/6qmnNHjwYCUlJamoqEiLFi3S+vXrtWDBAknSqVOnlJ2drYKCAknSvn37FBUVpYSEBCUkJMgwDP3ud7/Tf//3f6tbt2669NJL9e6772rDhg36+9//7lUMONuegnKtPVpmGhvfuXmUyKPxiA22aWCbYH2YXdlAcX6WncQdAAAATVKNifvWrVslnSlnr3pcV3JycjRp0iQdP35ckZGR6tq1qxYtWqQBAwZIklasWKHf/OY3Fdc/8MADkqRHH31UkydPlnTmjwvl5eV64oknlJeXp86dO2vRokXnbEyHc5u1y7za3is+UN1jA2q4GrDOqNQQU+L+zr4S/fmqKPn7US4PAACApqXGxL1tleft3G63DMNQeHi4YmJi6uSNp0+ffs7zGRkZysjIOO/rPPjgg3rwwQfrJKbmzu50a06meWutCZewBRx8043JIYoIyFdh+Zl6+ZwStz47WqYbkoItjgwAAACoW149uOxyuXT55Zdrzpw59R0PLPTOvhIVOCq31IoN8tOt7ULOcQdgnRB/Qz9vb/5+zmdPdwAAADRBXnWVDwgIUKtWrejY3MRVb0p3d1qogv35N4fvGpkSYqoSWXagVMXlboUF0EwRvi/g9dclSS1ychSQkKDysWOtDAcAAPgwr7eDu/feezV37lxNmDBBwcGUojY1m086tOlkecWxIWlcOmXy8G3XtQpS61C/iu0Li50efZBdqjtT2L4Qvi/097+XJLX/4biAxB0AANTA68S9Q4cO8ng8uuqqq3TXXXepffv2Cgk5u4z69ttvr9MA0TBmVlttH5AUpA6RXn89AEvY/AzdmRKql7YVVYwtyLKTuAMAAKBJ8TozmzRpUsV/P/fccz95jWEYJO6NUH6ZW4v3lpjGxndmtR2Nw4iUEFPivupwmU6UuBQfYrMwKgAAAKDueJ24L126tD7jgIXm7rGrxFXZlK5NmE1D2vA4BBqH7rEBuiTaXzvynZIkl+dMo8Vfdgm3ODIAAACgbniduF933XX1GQcs4vF49Fq1vdvHpofJxl7YaCQMw9DI1FBN3Xi6YmzhXjuJOwAAAJqMC3qIedu2bcrOzpYkJScnq2vXrnScb6Q+O+pQZoGz4tjfkO5J4/lgNC53poSYEvdvT5Qrq8Cp1Cj6NAAAAKDxq9WeSYsXL1a3bt3Ut29fZWRkaMyYMerbt6+6d++uhQsX1leMqEezdhWZjm9pF6KEUJ4NRuOSHO6v3gmBprEFe9nTHQAAAE2D18tRc+bM0W9/+1ulpaVp6tSp6tixozwej7KysvTGG2/ol7/8pRwOhzIyMuozXtSho3aXlh0oNY1NuISmdGicRqWG6oscR8Xxgiy7/tQjgmogAAAANHpeJ+7PP/+8rrzySi1btuysfdx/8Ytf6Oabb9bzzz9P4t6IvLG7WFV60qlztL+urbZqCTQWt7YP0SNf5ctxZkt37St0aePJcvWM5zsNAACAxs3rUvnDhw9rxIgRZyXtkhQcHKxRo0bpyJEjdRoc6o/T7dHsak3pxqWHsTqJRis6yE9Dks2/n+ZnUS4PAACAxs/rxL1z5846evRojeePHDmi9PT0OgkK9e+D7FIdsbsrjkP9DY3uSFM6NG4jUszf4Xf2lqjc7anhagAAAKBx8Dpxf/rppzV79my9++67Z51bvHix3njjDf35z3+u0+BQf2btNK+2j0gJUVRgrXoVAj5ncJtgRQVWVo3klrn16eEyCyMCAAAALp7Xz7i/9NJLiouL04QJE/SnP/1JHTp0kGEY2rt3r06cOKHU1FT985//1D//+c+KewzD0IIFC+olcFy4rAKnVh8xJzPjO9OUDo1fsL+h29qHaPbuyhL5hXvtZ5XQAwAAAI2J14n7zp07ZRiG2rRpI0kVz7MHBQWpTZs2Kisr065du0z38Ly0b3qt2rPtPeMDdFkcDbzQNIxMDTUl7ssPlKqw3K2IACpKAAAA0Dh5nbh/99139RkHGkiJ06O3Ms2J+4TO4RZFA9S9axIC1SbMpkPFLklSicujZQdKdRc9HOBj7P/4hyTpeE6OWiYkWBwNAADwZV4n7mga3t1nV76jsllXTJCh29uHWBgRULf8DEMjUkL0wndFFWMLs+wk7vA55WPHSpJOZmYqJi3N2mAAAIBPo3a0mZlVrUw+o2OYgv15pAFNy8hUc5K+5miZjtldFkUDAAAAXBwS92Zky0mHvj1RbhqjKR2aoktiAtQ9NqDi2O2RFu8rsTAiAAAA4MKRuDcj1Vfbb0gMUkokT0ugaRqZYn4EZEGWvYYrAQAAAN9G4t5MFDjcWrTXvOLIajuasjtSQlX1IZCtueXalV9e4/UAAACAryJxbybm7bHL7qxsSpcUatON7G2NJiwxzKa+rYNMYwuzKJeH7/DbskV+W7YodMcO+W3ZYnU4AADAh9W6TrqkpESbN2/WiRMndO2116pFixb1ERfqkMfj0ayd5jL5+9JD5e9HUzo0bSNTQ7T2aFnF8YK9dj12RYT8DL77sF5E//6SpC4/HBfk51sWCwAA8G21WnH/17/+pfT0dA0bNkzjxo3T9u3bJUm5ublq27at3njjjXoJEhdn/TGHdhU4K479DeneTpTJo+m7pV2Igm2VxweLXPr6uMO6gAAAAIAL4HXiPmfOHE2ePFkDBw7USy+9JI+nsuw6Li5O119/vd599916CRIXp/pq+9B2wWoVaqvhaqDpiAz0003J5iZ1lMsDAACgsfE6cZ82bZqGDBmiWbNm6aabbjrrfI8ePbRr1646DQ4X75jdpaUHzInKhM7hFkUDNLyRqebE/Z19djlcnhquBgAAAHyP14l7VlaWhgwZUuP5uLg45ebm1klQqDtv7i5WlZ506hTlrz6tAq0LCGhgA5KCFRNU+Ux7vsOjjw+VWhgRAAAAUDteJ+4REREqKCio8XxWVhaN6nyM0+3R7N3mvavHpYfJoDEXmpFAm6HhHUJNYwv2sqc7AAAAGg+vE/e+fftqzpw5KisrO+vc4cOHNXv2bA0cOLBOg8PFWZldqkPFrorjEJuhuzqGnuMOoGkamWIul/8wu1QFDrdF0QAAAAC143Xi/sQTT+jkyZPq37+/ZsyYIcMw9PHHH+upp57Stddeq4CAAP3xj3+sz1hRS7N2mZvS3ZkSouigWm0kADQJvVoGql14ZUPGMpe0ZD9N6gAAANA4eJ3FpaSk6MMPP1SrVq30t7/9TR6PR9OmTdOLL76oyy67TB9++KGSkpLqM1bUwr7TTq06bK6OmNCZLeDQPBmGoRGp1crlsyiXBwAAQOPgX5uL09PT9e677yo/P1979+6V2+1W+/btebbdB71WbbX9ihYB6tGCpnRovkamhOh/thZWHK8/5tDhYpeSwtgaEQAAAL7tguqmo6OjdcUVV6hnz56Ki4tTcXHx+W9Cgyl1evRWpnk1kdV2NHedogN0eYuAimOPpMU0qQMAAEAj4HXivmTJEk2ZMsU09o9//EOJiYlKTk7WXXfdJbud/wn2Be/tL1FeWWXjrejAs7tqA83RyBTzz8F8yuUBAADQCHiduE+bNk0nTpyoON68ebOefvppXXnllRo7dqw++eQTvfjii/USJGpn1k5zBcSYtFCF+LMFHDC8Q4j8qvwobD/l1Pa8cusCAgAAALzgdeK+Z88eXXrppRXHixYtUmxsrBYvXqznn39e48aN0zvvvFMvQcJ7/8l16JsTDtPY+HTK5AFJSgi16frEINPYQsrlAQAA4OO8TtztdrtCQyvLTD/99FMNGDBAQUFn/ie4e/fuOnz4cN1HiFqpvtrePzFIHaMCargaaH5GVusuvzCrRG6Px6Jo0Jw57rtPjvvu04nbbpPjvvusDgcAAPgwrxP3pKQkbd68WZKUlZWlnTt36oYbbqg4n5eXp+Dg4LqPEF477XBr4V7z3tSstgNmQ9sGK7TKoyOH7S59fsxxjjuA+lHy4osqefFFHXj8cZXwqBkAADgHr7eDGzVqlP7617/q6NGj2rlzp6Kjo3XjjTdWnN+0aZM6duxYL0HCO/Oz7Cp2Vq4ctg71081t+WMKUFV4gJ+Gtg02/ZFrQZZdfVoHneMuAAAAwDper7g/9NBDeuihh3TkyBElJSXpzTffVFRUlCTp1KlT+uKLL3TTTTfVW6A4N4/Ho5nVyuTv6xQmfz+a0gHVVS+Xf/9AiUqdlMsDAADAN3m94m6z2fTEE0/oiSeeOOtcTEyMMjMz6zQw1M4XOQ7tzHdWHNsM6d5OlMkDP+X6xCC1CPbTydIz2yaedni08lCpbm0fYnFkAAAAwNm8XnGvqqCgQNu3b9f27dtVUFBQ1zHhAlRvSndz22Alhtksigbwbf5+hu7oYE7SF7CnOwAAAHxUrRL3TZs26aabblJKSor69OmjPn36KCUlRTfffLM2bdpUqzeeMWOGevfureTkZCUnJ2vQoEFauXJlxfklS5Zo+PDhSk1NVXR0tNatW1fja3k8Ht1xxx2Kjo7W+++/X6s4moLjJS4tOWBuSjexM6vtwLlUL5f/6FCpTpW5LYoGAAAAqJnXpfIbN27U0KFDFRAQoHvvvVfp6enyeDzavXu3Fi1apKFDh2r58uW64oorvHq9xMRETZ06VampqXK73Xr77beVkZGhNWvWqFu3brLb7erVq5dGjhypX/3qV+d8rZdfflk2W/NdXX5zt13lVfKNjpH+6kujLeCcrmgRoNRIm7JOuyRJ5W7p/f0lGstODGggUdHRkqSePxwX5OdbFwwAAPBpXifuzzzzjOLj4/XRRx+pdevWpnN//OMfNXjwYD3zzDN65513vHq9oUOHmo6ffPJJzZw5Uxs2bFC3bt00evRoSVJubu45X2fz5s3617/+pTVr1igtLc3bj9NkuNwevbbLXCY/rnOYDIOmdMC5GIahkamh+uvmwoqx+Vl2EncAAAD4HK9L5b/99luNHz/+rKRdklq3bq3x48drw4YNFxSEy+XS4sWLVVxcrF69enl9X2FhoSZMmKAXXnhB8fHxF/Tejd1Hh0p1qNhVcRxsk8Z0DD3HHQB+NDLF/LPyZY5DBwqdNVwNAAAAWMPrFXePx3POcnQ/Pz95PLXbTmn79u0aPHiwSktLFRYWprfeektdu3b1+v6HHnpIAwYM0ODBg2v1vo2lA743cb60PUhS5b/LoDinTh7M0sl6jKs5aCzfkaaooee+e0SQvius/Bn694ZsjUtunsk73/uG1bPaMfNvDebdGsy7dZh76zD31mkMc3++6nGvE/fLL79cr7/+uu655x7FxMSYzp06dUqzZ8/2+vn2qsGtW7dOBQUFWrJkie6//34tW7ZMXbp0Oe+98+bN07Zt27R69epaveeP7+vrMjMzzxvn/kKnvlyfYxr7f71aKy0+sD5Da/K8mXvUDyvm/l5nkR75qnJ3jFX5oXr2+pbN7nETvvfWY/4bHt97azDv1mHurcPcW6epzL3Xiftjjz2m2267TT179tSYMWMqPvzu3bs1b948FRYW6pVXXqnVmwcGBiolJUXSmT8MbNq0Sa+88opefvnl8967du1a7dy5U0lJSabxcePGqVevXvrwww9rFUtj9PquYlWtcegRF6ArSNqBWrm9Q4gmf10g5w8/TLsKnPpPXrkui+NnCQAAAL7B68T9mmuu0TvvvKPHH3/8rMS6R48eevbZZ3X11VdfVDBut1sOh8Ora5988kn97ne/M4317t1bf/7zn89qfNcUlbk8enO3ed/pCWwBB9Rai2CbBiQFaeWhsoqxBVklJO4AAADwGV4n7pJ07bXXas2aNTp+/LgOHjwoSWrbtq1atmxZ6zd+6qmnNHjwYCUlJamoqEiLFi3S+vXrtWDBAklnyu+zs7NVUHCmhHXfvn2KiopSQkKCEhISlJiYqMTExLNet02bNmrfvn2t42ls3t9fotwqe05HBRq6IyXEwoiAxmtkaqgpcV+8166ne0bK5te8yuUBAADgm2qVuP+oZcuWF5SsV5WTk6NJkybp+PHjioyMVNeuXbVo0SINGDBAkrRixQr95je/qbj+gQcekCQ9+uijmjx58kW9d1Mwa6d5C7i7OoYq1N/rTQIAVHFT22CF+xsq+qFe/liJW+uOlal/YrDFkQEAAADnSNw///zzC3rBa6+91qvrpk+ffs7zGRkZysjIqNV75+fn1+r6xmpbXrm+Om5+pIAyeeDChfr76Zb2IXp7T+XjJ/OzSkjcAQAA4BNqTNyHDRtWq67KHo9HhmEoLy+vTgJDzaqvtvdtHaS0qACLogGahpEp5sR96f4S/e81UVSyAAAAwHI1Ju5Lly5tyDjgpcJytxZk0ZQOqGt9WwcpIcRPOSVnekcUOT368GCphqeEWhwZAAAAmrsaE/frrruuIeOAlxZk2Suew5WkViF+urkt5bzAxbL5GbozJVTTthdVjM3fW0LiDgAAAMt5XQNaXFys7OzsGs9nZ2fLbrfXeB4Xz+PxaOYOc5n8velhCqDzNVAnRqaad2ZYdahUJ0tdFkUDAAAAnOF14v7YY49pzJgxNZ7PyMjQk08+WSdB4ad9ddyh7/OdFcc2Q7qvE2XyQF25NDZA6VGVhUhOj/TuvhILI0JT5rrsMrkuu0zFnTvLddllVocDAAB8mNeJ++rVqzVs2LAazw8bNkyrVq2qk6Dw06o3pbsxOVhJYTaLogGaHsMwNDLVXBq/MIvEHfWjaO1aFa1dqx1vvqmitWutDgcAAPgwrxP3nJwctWrVqsbzCQkJOnbsWJ0EhbOdKHHpvf3mBGIiTemAOndnirlc/psTDu077azhagAAAKD+eZ24t2jRQjt27Kjx/I4dOxQVFVUnQeFsb2XaVe6uPE6JsKlfYpB1AQFNVLsIf12TEGgaW7CX/h0AAACwjteJ+6BBgzR79mx9/fXXZ53bsGGDZs+erUGDBtVpcDjD5fbotV3mMvlxncPkZ9CUDqgPI6t1kl+QZZfH46nhagAAAKB+1bgdXHWTJ0/Wxx9/rJtvvlkDBw5Uly5dZBiGtm/frk8++UQJCQl6/PHH6zPWZuuTw2U6WFTZ2TrIJmV0ZIsqoL7c1iFEs4FBhgAAIABJREFUf/w6v6LKJeu0S5tPluuK+MBz3wgAAADUA68T94SEBK1evVpTpkzR8uXL9dFHH0mSIiIiNGrUKE2ZMkUJCQn1FmhzNmtnkel4eIdQxQbTlA6oLzFBfhrcJljLD5ZWjM3PspO4AwAAwBJeJ+6S1LJlS02fPl0ej0cnT56Ux+NRfHy8DEq2682BQqc+OlRmGptAUzqg3o1MDTUl7ov3leiZXlEK8OP3HepGeL9+kqRLysoUHBREZ3kAAFCjWiXuPzIMQ/Hx8XUdC37C7N3Fqvpk7aWxAbqyRYBl8QDNxZA2wYoMNHTaceYn8GSpW2uOlGlQm2CLI0NTYdu6VZLEn2IBAMD5eN2cDg2vzOXRG7vN3awnXhJGhQPQAIL9Dd3azrw13MIsussDAACg4ZG4+7ClB0p0srRyD7jIQEN3dAg5xx0A6tLIVHMTyGUHS1VUdV9GAAAAoAGQuPuwmTvNW8CNTg1VWAD/ZEBDubZVoJJCKxtB2p0e03PvAAAAQEMgC/RRe4oNfZnjMI3RlA5oWH6GoTtTzFUuCyiXBwAAQAMjcfdRi4+Z+wZe1ypQ6dE0pQMaWvVy+dVHynS8xGVRNAAAAPj/7N13eFRl2gbw+0yfSZmUSQKEUBJCCyjNSO8kCFKlKau46oqIK3wqKlbsfVfWgi7Y2xo6uHQMoRelShEIAUJJQspMJpk+c74/wgYmk4QASabk/l3XXtfOe+acPDmSmfOc5z3P2xBV2VU+Ozv7hg4YFxd3w8FQmRK7C6vz3P/TsNpO5B1JEXIkhctwuMgBAHCJwOJTZkxLCvZyZERERETUUFSZuN9yyy031L28sLDwpgIiYGGmGaXOK+c+Wi3B8GZsSkfkLRMSNHj5t+Ly12mnTEzciYiIiKjeVJm4f/zxx26JuyiK+Oyzz3D27FlMmDABrVq1giiKOHnyJBYtWoRmzZph6tSp9RJ0IBNFEQuOlbiN3dc6CAopl4Aj8pa7Wqox57diiJdf78u344TBjkQtH18hIiIiorpXZeI+efJkt9cffvghTCYT9u3bh4iICLdtzz77LFJSUlBQUFA3UTYgu/Ns5VNyAUAiAPe31lSzBxHVtabBMvRupMCWnCsNI9MyzXi+CxN3IiIiIqp7NW5Ot2DBAtx///0eSTsA6HQ6TJkyBfPnz6/V4BqiL/90XwIutakKTYOrvL9CRPWkYpO6tEwTRFGs4t1ERERERLWnxol7fn4+7HZ7ldsdDgfy8/NrJaiG7NVuWjzfOQQxShcA4KF2bEpH5AtGtlBDeWVJd5wpcWJ3nq3qHYiIiHzE2RIHpqQX4M49KkzaUICv/yzFhVKukELkT2pcyr3llluwYMEC3HXXXWjevLnbttOnT2PBggW45ZZbaj3AhiZGI8WsTqG4U5OLbHUcBjRRejskIgKgVUgwNE6F5act5WMLT5lxewz/RomIyDeJoojvTpjw/G4DjHYRgARrsi1Yk132XdYxQo7UOBWGxqnQRSeH5AYaUxNR/ahx4v7GG29gzJgxSE5Oxh133IFWrVoBAE6cOIE1a9ZAJpPh9ddfr7NAGxqZAKTEqbwdBhFdZUK8xi1xX5JlxpvJWjaPJCIin3O+1InHtxVh43lrle85VGjHoUI73j9gRJRKgiFNVUiNU2FAEyVCFTWemEtE9aDGifttt92GjRs34vXXX8f69euxfPlyAIBGo0FKSgqee+45tGvXrs4CJSLytiFNVQhXCiiylj3bXmh1YeN5C+7gco10Awx6PYCyG+CJiYlejoaIAoUoivjppAnP7jag2FbzXiyXLC78eNKEH0+aIJcAPWOU5dX4+FD2WyLytuv6K2zTpg2+++47uFwu5OfnQxRFREVFQSLhHTkiCnwKqYDRLdT46k9T+VhappmJOxER+YRckxMztuvLp8JfLUgm4G9xVgSH67Au24I9l2yoKq23u4CMi1ZkXLTiud0GtAqVITWurBrfI0YBuYQzzYjq2w3dPhNFETKZDKGhoUzaiahBmZCgcUvcV2ebUWxzcUohERF5jSiKWJxlxqyd+vJZYVfrGaPAp33CYc/JQmJiCJ66NQT5FifWn7NibbYFv563oNhedXX+ZLEDJw+X4JPDJQiVCxgYW5bED2mqhE4lrXI/Iqo913WluXfvXowePRpNmjRBq1atsG3bNgBAQUEBJkyYgIyMjDoJkojIV9werUCz4CsXKRYnsPKM2YsRERFRQ5ZvcWJKeiEeyijySNrVUgFvJWvxyx06tAhxr9fpVFLc3UqDrwdEIPOexlgxVIfpScFodY1p8cV2EctOmzFtSxESf8pByi+X8MEBI/4otHOZVKI6VOPEfffu3Rg2bBiysrIwadIktz/MyMhIlJSU4LvvvquTIImIfIVEEDAhvuKa7kzciYio/i0/bUb3pXlYccZzanxylAJbRkVhWlLwNbvFyyUC+jZW4o1kLX67Kwa/jY3GG8la9GushKyaXUUAuy/Z8NreYvRenocOabl4Yrsea7MtMDuYxBPVphpPlX/ttdeQkJCAjRs3orS0FN9++63b9j59+uDnn3+u9QCJiHzN+AQ13j9oLH+9+aIVF0qdaBLE6YJERFT3Ci1OPL3LgEWnPG8cK6XA851DMT0pGNIbfBa9lVaOVlo5picFw2BzYdMFK9ZkW7D+nAX5FleV+503OfHln6X48s9SqKUC+jZWIDVOjZSmSjQNZoM7optR47+gvXv34oUXXoBKpYLJZPLYHhsbi9zc3FoNjojIF7UJk+PWSDkOFNgBlFUcFmeZ8PcOId4NjPyKesYMAEBzgwFqrRbmuXO9HBER+YPVZ82YuV2PXLNnAt1FJ8enfcLRNkxeaz9Pq5BgVAs1RrVQwyWK2Jtvx5psC9ZmW3Co0F7lfmaniLXnrFh7rmw5ug4RcgxtqkJKnBJddYobvqlA1FDVOHGXSCTVNqLLzc2FWs3OykTUMExI0OBAgaH8dVqmmYk7XRfFN98AAKIuv2biTkTV0VtdmL3bgJ9OehbQ5BLgmU6hmNkxGLI6TIglgoBuUQp0i1LghS6hOF/qxPpzFqzJtiDjghVmZ9XT4/8otOOPQjveP2hEpFKCIU2VGBqnxoBYJbRs8Ep0TTVO3Dt16oQ1a9Zg6tSpHttsNhsWLlyI5OTkWg2OiMhX3dVSjRf3GOC6fI1yqNCOI0V2tA+vvSoHERERAGw4Z8Hj24pwweRZZe8YIce8PuHoEFH/3z+xQVLc3yYI97cJgtkhYstFK9ZdTuTPlTqr3K/A6sJ/Ms34T6YZMgHoEaMoXzO+lZbfo0SVqfHtrSeeeAKbN2/GY489hkOHDgEAcnJysGHDBowcORJZWVl48skn6yxQIiJf0kgjRb/GSrexhZmeVRAiIqIbVWxzYca2IoxbX+CRtEsF4OlOIdh4Z5RXkvaK1DIBKXEqvN8jDIfGx2DbqGi81DUUt0crUN0kAIcIbMmx4YU9xei2JA9dF+dg9i49Mi5YYKumgk/U0NS44j5gwAB8/vnnmDVrFn788UcAwLRp0yCKIrRaLRYsWIDbbrutzgIlIvI1ExI0SL9gLX+98JQZL3YNvWb3XiIiomvJuGDF9K1FlVau24XJMK9PODrpFF6I7NoEQUBShBxJEXI8cUsICixObDhftmb8hvMWFNuqTsgzi52Yd6QU846UIkQuYGCsEqlNVRjSVIUoNZvAUsN1Xe0dx40bh2HDhiE9PR2ZmZlwuVxo2bIlBg0ahODg4LqKkYjIJ93ZXIUntgvlz/SdK3ViR64NvRopr7EnERFR5UrsLrzyWzHmHyv12CYRgJkdg/FMp1Aopf5zkzhSJcXEBA0mJmhgd4nYmWvDunNlDe6OGxxV7me0i1h+2oLlpy0QAHSNkiO1qQqpcSp0jJBD4I1yakBqnLhv27YNbdq0gU6nw/Dhwz22FxQU4NixY+jVq1etBkhE5KtC5BIMb65yW44nLdPExJ2IiG7I9hwrHt1ahNNGzyp7orasyt4tyjer7DUllwjo01iJPo2VeO02LU4VO7A224J15yzYmmOFvYrV5kQAv12y47dLdryxz4gmGglSLifx/ZoooZGxwR0Fthr/Cx8xYgTS09Or3J6RkYERI0bUSlBERP5ifLzG7fWy02ZY+UweERFdB7NDxHO79Ri+Ot8jaRcATE8KxuaR0X6ftFcmPlSGaUnBWJqqw6l7GuPbARGYnKhBtLr6NOWCyYWvj5tw98ZCxP94ERPW52PB0RKcLam6gk/kz2pccRfF6i9EbTZbtcvFEREFooGxSkQqJSiwlpUIDDYR685ZMKI5l8ckIqJr25Nnw7QtRThZ7JlwtgyR4tM+4egR0zBmcoXIJRjZQo2Rl9eM359vx5rLU+oPFFS9ZrzFCaw7Z8W6c1ZgpwHtw2UYGqdCalMVukVxzXgKDNUm7sXFxTAYrqxTXFhYiOzsbI/36fV6LF68GI0bN679CImIfJhcImBsvBrzj155FjEt08TEnYiIqmVxiHhrXzE+OlxSvrTo1f7WLghzuoYiSN4wC2MSQUCXKAW6RCnwXOdQXDRdWTN+0wUrTI6qi4pHihw4UlSCfxwsQYRSgsFNlRjaVIWBsSqEKRvm+ST/V23i/umnn+Ldd98FUNYdcvbs2Zg9e3al7xVFES+++GLtR0hE5OMmxGvcEve12RborS5eHBARUaX25ZdV2Y/pPavszYKl+Lh3OPo2bhhV9ppqrJHivtZBuK91ECwOEVtzyrrUrzlnQXZJ1WvGF1pdSMs0Iy3TDKkAdI9RYOjlZ+MTtTI2uCO/UW3i3r9/f6hUKoiiiFdffRVjx45Fx44d3d4jCAI0Gg06d+6Mbt261WmwRES+qFuUHC1DpMi6/FyizQWsOGPGfa2DvBwZERH5EptTxLsHjPjnQSMqa4dyf2sNXkvWIqSBVtlrSiUTMLipCoObqvCuKOKYvqzB3dpzFuzKs1U6gwEAnCKwLceGbTk2vPhbMVqGSJF6eUp9z0ZKv+rUTw1PtYl79+7d0b17dwCA1WrFiBEjkJSUVCs/eP78+fjqq6/Kp963bdsWTz31FFJTUwEAK1aswNdff40DBw6goKAAK1euRJ8+fcr3LyoqwptvvolNmzYhOzsbkZGRSE1NxQsvvICIiIhaiZGIqCYEQcCEBA3e2W8sH/s508TEnYiIyh0qtGPaliL8Uej5rHasRoqPeodhYKzKC5H5N0EQ0C5cjnbhcsy8JQSFFic2nrdi7TkL1p+zwFDNmvFZRic+O1KKz46UIlgmYECsEqlxKqQ0VSGaa8aTj6lxc7pnn3220vGcnBzo9Xq0bdv2un5wkyZN8MorryAhIQEulws//fQTJk+ejE2bNqFDhw4wmUxITk7GhAkT8Mgjj3jsf/HiRVy8eBGvvPIK2rZtiwsXLuCpp57Cgw8+iKVLl15XLEREN2tCvHvivi3HhuwSB+KCa/wxS0REAcjuEvHPg0a8u9+Iyh7LvqeVBm8ma/l4VS2JUEkxPkGD8QkaOFwidufZyqvxlT2a8D8lDhErz1iw8owFANBFJy+vxt8ayTXjyftqfEX59ddfY8eOHfj888/Lx5588kl89dVXAICkpCQsW7YMkZGRNTpexbXgX3zxRXzxxRfYs2cPOnTogEmTJgEoWx++Mu3bt8f3339f/jo+Ph6vvvoqJk6ciOLiYoSGhtb0VyMiumkJWhm66uT4Pf9KJWXRKTP+75YQL0ZFRETedLSorMq+v5KO6DFqCeb2CsPQODYzrSsyiYCejZTo2UiJV27T4rTxyprxWy5aYatizXgA2Jtvx958O97aZ0RjjQRDmpYl8f2bKBtsw0DyrutK3K9+hn3z5s348ssvMX78eLRv3x7vv/8+3n//fbz11lvXHYTT6cSyZctQWlqK5OTk697/f4xGI5RKJTQazbXfTERUyyYkaPB7/pWVONIyTZjZMZh36alSxk2bAADZZ88irlkz7wZDRLXK6RLx0R8leHNfcaXJ4YR4Nd7pHoZwVtnrVYsQGaa2D8bU9sEosbuw6YK1PJHPNVedxV80ufDtcRO+PW6CUgr0aXRlSn3zEM6so/oh6PX66hdov6xly5Z4/vnn8dBDDwEAnnjiCaxbtw4HDx6ERCLBK6+8gqVLl2L//v01/uGHDx9GSkoKLBYLgoKCMH/+/PJn3P+noKAACQkJHs+4V6TX6zFw4EAMHjy4vBN+VU6cOFHjGImIaqrQBgzbrYYTVxL1HzqZ0Tq4Rh+zREQUAE6bBLx6QoFDRs9npMPlImYn2DBAV3UXdKp/LhH4s1TA1kIpthRKcbSk5s+3x2tc6B3hRJ9wJzqEuiDjvXq6QYmJidVur/EtIpvNBrlcXv46PT0dgwcPhkRSdqcwPj4eOTk51x3cli1bYDAYsGLFCkybNg2//PIL2rdvf13HKS0txd13343GjRvj1VdfrdHP9XUnTpzwizgDEc+99wTCuR90IR/rzlnLX+90RGF4otaLEdVMIJx7f8Vz7z08994RqOfdJYqYd6QUrx0wwFJJXj6qhQof9AiDTuW9pmeBeu5rQxsAIy///5zLa8avzbYg/YIVpdWsGX/KJMEpkwTfnpMjXClgcGzZUnODK6wZz3PvPYFy7ms8P6d58+bYdHla3969e3H69GkMHDiwfHteXh5CQq7vWU6FQoH4+Hh07twZL7/8Mjp27IhPP/30uo5RUlKCcePGAQB+/vlnqFTsxklE3jM+3v1RnUWnTHBWtS4NEREFhKxiB4avzsfzuz2T9nClgC/7heObAZFeTdqp5hpppLi3dRC+HxSJU/c0xpKUSDzcLgjNg6v/71dkFbHwlBkPZRQh4aeLGLbqEuYeMuKY3g6RlwJ0k2pccX/ggQcwa9Ys/Pnnn7hw4QJiY2MxZMiQ8u07d+687s7yFblcLthsthq/32g0Yvz48RBFEYsWLUJwcPBN/Xwiops1rJkKQTKh/O78RZMLW3Ns6NdE6eXIiIiotrlEEV8eK8VLvxXDVElV9o44FT7sGYYYDRN2f6WUChgYq8LAWBXeuV3EcUNZg7s12WVrxjurWTN+e64N23NtePm3YsSqVHhRYsKkVuzFRTemxon7Qw89BIVCgXXr1uHWW2/FzJkzoVaXdcEsKirCpUuX8MADD9T4B8+ZMwcpKSmIjY1FSUkJFi1ahK1btyItLa38mNnZ2TAYyho9ZWVlQavVIiYmBjExMTAajRg7diyMRiN++OEHmEwmmEwmAEB4eDgUCkWNYyEiqi1BcgnubK7Cz5nm8rG0UyYm7kREAeaM0YG/b9Nj80Wrx7ZQhYB3bw/DxAQ1G5QGEEEQ0CZMjjZhcjzeMQR6qwsbz5dNqV9/3oIia9Vl9fMWCR7ZUoQCqwvTk1hspOt3XW0Q77vvPtx3330e4+Hh4eXT6GsqNzcXDz/8MPLy8hAaGoqkpCQsWrQIgwYNAgCsWrUK06dPL3//448/DgB45plnMHv2bOzfvx979uwBAHTt2tXt2NdqZEdEVJcmJmjcEvcVp814v3sY1OxYQ1eRf/01AECXmwt5TAzs99/vzXCIqIZEUcS3x014frcBJZVU2YfEKjG3VziaBLHKHujClBLcFa/BXfFla8b/dunymvHZFhypYs3453cbECQTcH+boHqOlvyd19YvmDdvXrXbJ0+ejMmTJ1e5vU+fPtDr9bUdFhHRTevbWIlotQR5l5eWMdpFrMk2Y0xLTo+jKzQzZwIAWlx+bWDiTuTzzpc68fi2Imw871llD5ELeCNZi3sTNayyN0AyiYDuMUp0j1Hi5W5anDE6sO6cBeuyLdh00Qr7VavN/d92PdQyARMTeF1ANVfjxH3EiBHXfI8gCFixYsVNBURE5O9kEgF3tVRj3pHS8rG0TCbuRET+ShRF/HTShGd3G1Bs86yy92+ixEe9whAXzDW9qUzzEBn+1i4Yf2sXjIwLFoxflw+bWHZDRwQwbUsRVFIBo1qovRso+Y0ad5V3uVwQRdHtfw6HA1lZWdi6dSsuXLgAl8t17QMRETUAFe+irz9nQUFl6wMREZFPyzU5cffGQjy6Ve+RtAfJBHzQQ4ulKZFM2qlK/Zqo8E47q9sa7y4ReCijEOuyLd4LjPxKjT9h/vvf/1a77f/+7//w1Vdf1UpQRET+7tZIOVprZThuKHvGzSECy06b8WBbNqQhIvIHoihicZYZs3bqK2061jNGgU/7hKNFCBN2urbeES4s6BeBBzIK8b9VYu0u4N70AqQN1rGJLV1TjSvu1Rk+fDjGjRuH5557rjYOR0Tk9wRBwPh49+lvaVc1rCMiIt91yezElPRCPJRR5JG0q6UC3krW4pc7dEza6bqMbqnGJ73D3casTuCejQXYlevZN4HoarWSuANA69atsXfv3to6HBGR3xtfYbr8rjwbThsr7zJLRES+YflpM3osy8OKM55TmJOjFNgyKgrTkoIhYQM6ugF3t9LgHz3C3MZKHSLGry/A/nybl6Iif1Brifv69esRGhpaW4cjIvJ7LUJk6B6tcBtbmGnyUjRERFSdQosTD2UUYkp6IfIt7n2blFLg1W6hWD1Mh1ZauZcipEDxQNsgvHabe95UbBcxdl0BjhbZvRQV+boaz+955513Kh03GAzYunUrDh06hKeeeqrWAiMiCgTjE9TYmXflDnraKTOeujWESwUREfmQ1WfNmLldj1yzZ6PlLjo5Pu0TjrZhTNip9vy9QwhMDhFv7TOWjxVaXRi9Nh+r7ohCgpaPYZC7Gv+LePvttysdDwsLQ3x8PP71r3/hL3/5S60FRkQUCMa0UOOZnQY4Lj8iecLgwIECOzrpFNXvSEREdU5vdWH2bgN+Ouk5G0ouAZ7pFIqZHYMhk/BmK9W+p28NgckuYu4fJeVjuWYXRq3Nx6phOjTjSgV0lRr/aygqKqrLOIiIAlKESoohTVVYfdVyLz9nmpi4ExF52YZzFjy+rQgXTJ5V9o4RcszrE44OEayyU90RBAFzuoXC5BAx/1hp+fi5UidGrcnHqmFRaKyRejFC8iW19ow7ERFVruKa7ouzzHC4PJcWIiKiuldsc2HGtiKMW1/gkbTLBOCZTiHYeGcUk3aqF4Ig4J3uWtzTyv1aIcvoxJi1+ci3OL0UGfkaJu5ERHUsNU6FEPmVaZZ5ZhcyLnLZFyKi+pZxwYqey/LwzXHPqfHtwmTYcGcUZncOhULKqfFUfySCgI96hWFsS/dlZI/pHRi7tgB6q+esEGp4qpwqHx4eDolEgosXL0KhUCA8PLxGzZSkUikiIyPRr18/vPHGG9DpdLUaMBGRv1HLBIxsocYPJ65cKKZlmjAoVuXFqIiIGo4Suwuv/FbsNh35fyQCMLNjMJ7pFAolE3byEqlEwOd9w2FyiFhz1eN1BwvtGL8+H0tSdQiRs+bakFWZuD/99NMQBAEymczt9bU4nU7k5ORg+fLlMBqN+PHHH2svWiIiPzUhXuOWuP9yxoJSuwtB/BImIqpT23OseHRrEU4bPaccJ2plmNcnHN2i2HeEvE8uEfB1/wjcvbEA6ReuzMzbc8mOuzcUYOEQHdQy3lxqqKpM3GfPnl3t62tp3bo13nvvvRuLiogowPRupEATjaT8ecpSh4hVZy0YX+H5d2o4TB9+CADIy81FdEyMl6MhCjxmh4hXfzfgsyOlqNhVRADwaFIwXugSykSIfIpKJuD7gREYt74AO3KvLCe7NceG+34twPeDIjkzpIGqszUGRowYgcjIyLo6PBGRX5FKBNwVr8FHVy35kpZpYuLegNnvvx8AkH/iBMITE70bDFGA2ZNnw7QtRThZ7PDY1jJEik/7hKNHjNILkRFdW5Bcgp8HR2LU2nzsy7eXj68/b8VDGYX4qn8ElyhsgKpM3H/66acbOuDdd98NAGjRogVatGhxQ8cgIgpEExLcE/dfL1hxyexElJpLvRAR1QaLQ8Rb+4rx0eESVLZ4x9/aBWFO11A+pkQ+L1QhwZIUHYavvoQjRVduQK08Y8GjW4owr084pEzeG5QqE/dHH33UY+x/z7iLoljpOHAlcSciIncdwmVoHybDEX3ZF7BTBJZkmTG1fbCXIyMi8n/78suq7Mf0nlX2ZsFSfNw7HH0bs8pO/iNcKcGyVB2Gr87HCcOVf9dpp8xQywR82DOsRj3IKDBUmbgfOHDA7bXRaMQjjzyCkJAQTJ06Fa1atYIoijh58iQ+//xzlJaW4rPPPqvzgImI/JUgCJiQoMGc34vLx9IyTUzciYhugs0p4t0DRvzzoBHOSqrs97fW4LVkLTtyk1+KVkuxLFWHYasu4UzJlQaL3xw3QSMT8Gaylsl7A1Fl4t6sWTO3148//jjCw8OxfPlyt38cHTp0wMiRIzFq1Ch8/vnnmDt3bt1FS0Tk5+6KV7sl7r/n25FpcCBBW2ctR4iIAtahQjumbSnCH4V2j22xGik+6h2GgVx6k/xcbJAUy4eWJe//a3ILAPOOlCJIJsELXUO9GB3Vlxrfely5ciVGjBhR6R0diUSCkSNHYuXKlbUaHBFRoIkLlqFXI/dlh9JOmap4NwUyyf79kOzfD83Ro5Ds3+/tcIj8it0l4t39xRiwIq/SpP2eVhpsGx3NpJ0CRosQGZal6qBTuadv7x804h8HjV6KiupTjUs8DocDZ8+erXL76dOnYbd7fnASEZG7iQkabMu5ssRLWqYJz3YK4VS3Biakf38AQPvLrw16vddiIfInR4vKquz7CzyvO2PUEsztFYahcWovREZUt1qHybEsVYc7V1+C3nbluZBXfy+GRibgET56F9BqXHEfOHAg/v3vf2PhwoVuzelEUURaWhoWLFiAQYMG1UmQRESBZGRzNRRXffpmGZ347RJvfBIRVcfpEvHhQSP6rcirNGmfEK/GzjExTNopoHWIkGNJig4hcveb/c/uMuDb46VeiorqQ40r7u+++y6OHTuGqVOn4oUXXkDLli0hCAJOnTqFvLy3A+4nAAAgAElEQVQ8JCYm4u23367LWImIAkKYUoLUOBVWnrGUj6VlmnBbtKKavYiIGq4TBjse3VKEPZXc5NSpJPhnzzCMaM6EnRqGLlEK/Dw4EnetK4D5qo6MM7bpoZEJGBev8WJ0VFdqXHGPiYnB5s2b8dZbb6FDhw4oLCxEfn4+OnTogLfffhubN29Go0aN6jJWIqKAMSHB/Ut1SZYZ9soWHSYiasBcoohPDpegz/K8SpP2US1U2Dkmmkk7NTg9Gynx46AItxl8IoCpm4vwyxmz1+KiunNdbYyVSiWmTp2KqVOnVrr9yJEjaN++faXbiIjoipSmKmgVAgyXn1ErsLrw63krUuPYSImICACyih14dGsRduTaPLaFKwV80D0MY1lZpAZsQKwKXw+IwH2/FsJx+d6/UwQe2FSInwZHYhCbMwaUm17QMicnBx999BH69OmD3r1710ZMREQBTykVMKaFe4UoLZPd5YmIXKKI+UdL0Gt5XqVJ+x1xKuwcHcOknQjAsGZq/LtvOK5+4t3mAiZvLMDWHKvX4qLad0MLB5eUlGDFihVIS0vD1q1b4XQ60a5dO8ycObO24yMiCljjEzT4+viVZH3VWQuMdhdC5Dd9T5WIyC+dMTrw9216bL7omXBoFQLeuT0MExPUXIWD6Cpj4zUwOUU8tvXK6iQWJzBpfQGWDdWhWxR76ASCGifuTqcTGzZsQFpaGlavXg2z2QxBEPDQQw9h+vTpaN68eV3GSUQUcHrEKNA0SIpzpU4AgNkp4pczFtzdilUkImpYRFHEt8dNeH63ASUOz34fQ2KVmNsrHE2CpF6Ijsj3/SUxCGaHiFk7DeVjJQ4Rd63Lx8qhOtwSyeTd312zrPPbb79h1qxZaNOmDSZNmoSjR4/iySefxLJlyyCKIvr378+knYjoBkgEARMSOF2eiBq286VOjFtfgBnb9R5Je4hcwL96hSFtSCSTdqJr+Fu7YLzSLdRtzGATMWZtAf7Uc9lZf1dtxb1r167IyspC06ZNce+992LcuHFISkoCAJw9e7ZeAiQiCmTj4zX4x8GS8tcZF63IMTnRSMMLVCIKbKIo4qeTJjy724Bim2eVvX8TJT7qFYa44Bt6spOoQZrRMQQldhHvHTCWjxVYXRi1Jh+rh0WhZSj/nvxVtRX3U6dOoVmzZnjppZcwa9as8qSdiIhqR7twOTpGyMtfu0RgcRaXcSGiwJZjcuLujYV4dKveI2kPkgn4oIcWS1MimbQT3YDnOodgelKw21iO2YWRa/NxrsThpajoZlWbuH/yySdo2bIlpk6ditatW+PBBx/EqlWrYLdzqgURUW3hdHkiaihEUcTaS1L0WJaLNdkWj+29GimwbXQ0HmwbzAZ0RDdIEAS8flsoHmgT5DaeXeLEqLX5yDU5vRQZ3YxqE/d77rkHS5cuxZEjR/DMM8/g+PHjmDx5Mlq1aoXZs2dDEAR+qBIR3aRx8Rq3ZVwOFNhxjM+iEVGAuWR2Ykp6IV74U4kiq3uVXS0V8FayFiuH6tAihFV2opslCALe76HFxArFgcxiJ8aszUehhcm7v6nRmkMxMTH4+9//ji1btmD79u3461//igMHDkAURTz22GOYNm0aVqxYgdLS0rqOl4go4DTWSNG3sdJtbCGr7kQUQJafNqPHsjysOONZZU+OUmDLqChMSwqGhAUholojEQR80jsco1qo3MaP6B0Yu64ABpvLS5HRjbjuxYLbtWuHOXPm4I8//sCKFStwxx134L///S+mTJmCVq1a1UWMREQBr+J0+YWnzHCJns2aKHDYpkyBbcoUXBo9GrYpU7wdDlGdKLQ48VBGIaakFyLf4p4kKKXAq91CsXqYDq208iqOQEQ3QyYRML9vBFKbuhcI9hfYMXF9AUrtTN79xXUn7lfr06cPPv74Y5w4cQJffvkl+vfvX0thERE1LCOaq6G6qpH82RInduXZvBcQ1Tnz3Lkwz52LM88/D/Pcud4Oh6jWrT5bVmVfdMqz4WYXnRwZI6PxeMcQSCWsshPVJYVUwNcDIj1m9+3Ms+GejYWwOFgo8Ac3lbj/j1KpxJgxY/DTTz/VxuGIiBqcUIUEw5qxSR0R+T+91YVpW4pw98ZC5Jrdq3lyCTCtuQ3rhkehbRir7ET1RS0T8OOgCNwerXAbz7hoxZT0AticTN59Xa0k7kREdPPGx7sn7kuzzPwiJSK/suGcBT2X5eKnk543HjtGyJE+IhoPxDkgY5WdqN4FyyVIGxKJWyPdb5qtPWfFw5uL4HDxmsOXMXEnIvIRg2JViFBe+VjW20SsP+fZyImIyNcU21yYsa0I49YX4ILJvcouE4BnOoVg451R6BDBKjuRN2kVEixJiUS7MPfVG5adNuOxrUXsr+PDmLgTEfkIhVTA2JYVpsuf4nR5IvJtGRcs6LksD98c9/y8ahcmw4Y7ozC7cygUUlbZiXxBpEqKZak6xIdI3cb/k2nGUzsMEJm8+yQm7kREPqRid/k12Rborez4SkS+p8TuwlM79Bi1tgDnSt3XhJYIwBO3BGPTyGh00imqOAIReUuMRorlQ3VoGuSevH/5Zyle3FPM5N0HMXEnIvIht0Up0OKqO+BWJ7DijGdHZvJ/2rAwaMPC0O2226ANC/N2OETXZXuOFb2X52HBsVKPbYlaGdYNj8JLXbVQsspO5LPigmVYOVSHRmr3lPDjwyV4e7/RS1FRVZi4ExH5EEEQMD5e4za2kN3lichHmB0iZu/SY/jqfJw2ulfZBQDTk4KxeWQ0ukWxyk7kD1qGyrBsqA6RSve08J39RvzrEJN3X8LEnYjIx1ScLr81x4ZzJQ4vRUNEVGZPng19ludh3pFSVJxE2zJEilXDdHgjWQu1jFV2In/SNkyOJamR0Crc/3Zf+q0YC46WeCkqqshrifv8+fPRs2dPxMXFIS4uDkOGDMHatWvLt69YsQJjx45FQkICwsLCsGXLFo9jWK1WzJo1C/Hx8WjSpAkmTZqE8+fP1+evQURU6xK1cnTRXem8LAJYnMXp8kTkHRaHiJf3GJC66hJOFnveRPxbuyBsHRWNHjFKL0RHRLXh1kgFFg3RIbjCjbendhrwwwnPR2Ko/nktcW/SpAleeeUVZGRkID09HX379sXkyZPxxx9/AABMJhOSk5PxxhtvVHmM2bNnY+XKlfjiiy+watUqGI1GTJw4EU6ns8p9iIj8QcXp8j9zujwRecG+fBv6r8zD3D9KUHGJ52bBUqwYqsN73cMQJOckTiJ/d1u0Av8ZEgmVe786/H2bHku4yo3Xya79lroxfPhwt9cvvvgivvjiC+zZswcdOnTApEmTAAAFBQWV7m8wGPDdd9/hk08+wYABAwAAn3/+OTp27IhNmzZh0KBBdfsLEBHVobvi1XhhjwHOyxfKR4oc+KPQzjWQiahe2Jwi3j1gxD8PGss/h652f2sNXkvWIoQJO1FA6d1Iie8HRuLujQWwX17UxiUCD28uglom4I5m6uoPQHXGJz5tnU4nFi9ejNLSUiQnJ9don/3798Nut2PgwIHlY02bNkWbNm2wa9euugqViKheRKulGNDEfdopm9QRUX04VGjHwF8u4f0Dnkl7rEaKJSmR+LBXOJN2ogA1uKkKX/aPwNWLQjhEYEp6ITZdsHgvsAbOaxV3ADh8+DBSUlJgsVgQFBSE77//HklJSTXaNy8vD1KpFJGRkW7jUVFRyMvLq3bfEydO3HDM9clf4gxEPPfew3N/Rd8gKTbgSvL+0/Fi3KPNg6SO+j7x3NevbhVe8/x7B8/7FQ4X8PU5GRZky+EUPT9oRkQ78H/xJoSYjLjZ08bz7j08997jT+e+LYA5iVK8dFwBEWWfBzYXMGl9Pj5KsqKT1uXdAK+TP5z7xMTEard7NXFPTEzEli1bYDAYsGLFCkybNg2//PIL2rdvf8PHFEURglD9Ve21ToovOHHihF/EGYh47r2H595d4xYuvH0qByZHWckrzyZBXkgz9Glc+w2geO69j+e//vHf/RVHi+yYtqUI+wvsHtti1BLM7RWGoXG1M0WW5917eO69xx/PfWIioI0qxePb9OVjFpeAJ46psTxVhy5+suyjP577ynh1jpNCoUB8fDw6d+6Ml19+GR07dsSnn35ao32jo6PhdDo9noHPz89HVFRUXYRLRFSvguUS3NlM5TaWxunyRFSLnC4RHx40ot+KvEqT9gnxauwcE1NrSTsR+Zf7WgfhrWSt25jRLmLsunz8Uej5mUF1x6ceTnK5XLDZbDV6b6dOnSCXy5Genl4+dv78efz555+4/fbb6ypEIqJ6NSHBvbv88tNmWByVdIoiIrpOJwx2DF11CXN+L4atwqxXnUqC7wZG4N/9IhCu9KnLRSKqZ9OSgvFil1C3Mb1NxJi1+ThhYPJeX7w2VX7OnDlISUlBbGwsSkpKsGjRImzduhVpaWkAgKKiImRnZ8NgMAAAsrKyoNVqERMTg5iYGGi1Wtx777146aWXEBUVhfDwcDz//PNISkpC//79vfVrERHVqv5NlIhSSXDJUnZVXWwXsfacBaNasPpFRDfGJYqYd6QUr/1ugKWSFXRHtVDhgx5h0FVcE4qIGqwnbw2ByeHCBwdLyscuWVwYtSYfq4ZFoUWIV5/AbhC8doZzc3Px8MMPIy8vD6GhoUhKSsKiRYvKl3FbtWoVpk+fXv7+xx9/HADwzDPPYPbs2QCAN998E1KpFH/9619hsVjQt29ffPbZZ5BK+UVDRIFBJhEwtqUanx8tLR9LyzQxcSeiG5JV7MCjW4uwI9dzhmO4UsAH3cMwNl5TyZ5E1NC90CUUpQ4Rnx25ck1ywVSWvK8eFoUmQczB6pLXEvd58+ZVu33y5MmYPHlyte9RqVR477338N5779VmaEREPmVigsYtcV93zoIiq4vTV4moxlyiiC+OleLl34rLG15e7Y44FT7sGYYYDS+8iahygiDgrWQtTA4R3x6/0nPnTIkTo9fm47936BCl5mdIXeGcBiIiH9dZJ0erUBlOFjsAAHYXsCzLjL+2DfJyZHQznLfeCgCwWK1QKWt/pQCi/zljdODv2/TYfNHqsU2rEPDO7WGYmKC+5qo8RESCIOCfPcJgdohYeMpcPn7c4MDotfn45Y4oFhbqCM8qEZGPEwQB4xPcp8annWJ3eX9XkpGBkowMHP3uO5RkZHg7HApAoijimz9L0WtZXqVJ+5BYJXaMjsGkVhom7URUY1KJgHl9wj1Wvjlc5MBd6/JRXLHbJdUKJu5ERH5gQoVnTnfk2nDG6PBSNETk686XOjFufQFmbNejpMLU+BC5gH/1CkPakEg+k0pEN0QmEfBF/wgMjnWfMbY3346JGwpgcjB5r21M3ImI/EDLUBmSoxRuY4uumqJGRASUVdl/PFGKHstysfG8Z5W9fxMlto+Oxn2tg1hlJ6KbopQK+HZgBHo1cr8+2ZFrw182FsLq5PK1tYmJOxGRn5hQYbr8z5kmiCK/FImoTI7Jibs3FuLRrXoU29w/G4JkAj7oocXSlEjEBbPFERHVDo1Mgv8MjsRtUXK38V8vWHF/eiHsLl6n1BYm7kREfmJMSzVkVxXIjhscOFBg915AROQTRFHEolMmdF+aizXZFo/tvRopsG10NB5sG8wqOxHVuhC5BAuH6NAxwj15X51twSObi+Bk8l4rmLgTEfmJSJUUg5q6N4JZyOnyRA3aJbMTU9IL8VBGEfQVquxqadnSTSuH6tAihFV2Iqo7YUoJlqZGoo3W/bNmcZYZM7br4eIMwZvGxJ2IyI9MjHefLr/olIl3sv1UcL9+CO7XD+3uvRfB/fp5OxzyQ8tPm9F9aR5WnPGssidHKbBlVBSmJQVDwio7EdUDnUqKZUN1aBni3vTy+xMmPLPLwMf7bhJvvxIR+ZGhzVQIkQsw2su+/HLNLmy+aMWAWNU19iRfIz1wAAAQ5OU4yP8UWpx4epeh0gaVSinwfOdQTE8KhlTChJ2I6ldjjRTLh+owbFU+zpU6y8fnHy1FkEzAy11D+cjODWLFnYjIj2hkEtzZ3LNJHRE1DKvOmtF9WV6lSXsXnRwZI6PxeMcQJu1E5DXNgmVYnqpDtNo91fzwUAneP2D0UlT+j4k7EZGfmVihu/wvZyxcL5UowOmtLjyyuRD3bCxEntn9710uAV7sEop1w6PQNkxexRGIiOpPglaGZak6RCjd08039hnxyeESL0Xl35i4ExH5mT6NlGh01V3sEoeI1Wc9n3ElosCw4ZwFPZfl4j+ZnlX2jhFypI+IxpO3hkDGKjsR+ZD24XIsSYlEqNz9s+n53QZ8dazUS1H5LybuRER+RioRMC5e4zaWxunyRAGn2ObC49uKMG59AS6Y3KvsMgF4plMINt4ZhQ4RrLITkW/qpFNg4ZBIaGTuyfsTO/T4z0leu1wPJu5ERH5ofIXp8hvPW5FvcVbxbiLyNxkXLOi5LA/fHve8sG0XJsOGO6Mwu3MoFFJW2YnIt90eo8RPgyKgvKrZvAjg0a1FWH6ay9rWFBN3IiI/dEuEHG3DriwM4hCBpVn88iPydyV2F57aoceotQVuHZkBQCIAT9wSjE0jo9FJp/BShERE169fExW+HRAJ+VXZp0sEHsooxLpsPu5XE0zciYj8kCAImJDA6fJEgWRbjhW9l+dhQSXPfiZqZVg3PAovddVCySo7Efmh1DgVFvSLwNXtOOwu4N70AmRcsHovMD/BxJ2IyE+Ni3efLr/nkh2nih1eioaIbpTJ4cLsXXrcuTofp43uVXYBwGNJwdg8MhrdolhlJyL/NqqFGp/2DncbszqBezYWYFcuk/fqMHEnIvJTzYJl6BHjfiG/8BSr7kT+ZHeeFX2XX8K8I6UQK2xrGSLFqmE6vJ6shVrGKjsRBYZJrTT4R48wt7FSh4jx6wuwP9/mpah8HxN3IiI/NrGS6fKiWPHyn4h8jcUh4uU9BgxdlY+TlcyU+Vu7IGwdFY0eMUovREdEVLceaBuE128LdRsrtosYu64AR4rsXorKtzFxJyLyY6NbqKG46pM8s9iJvfn8wiPyZfvybei/Mg9z/yiBq8J9tmbBUqwYqsN73cMQJOdlGhEFrsc6hOC5ziFuY4VWF8aszUemgY/+VcRvBCIiPxamlGBIU5Xb2M9sUkfkk2xOEa/vLcbgXy7hmN7zovT+1hpsGx2Nvo1ZZSeihmHWrSGY0SHYbSzX7MKotfk4W8Lk/WpM3ImI/FzF7vJLssywVyzjEZFXHSywYcDKPLx/wAhnhT/PWI0US1Ii8WGvcISwyk5EDYggCJjTLRR/axfkNn6u1IlRa/Jx0eSsYs+Gh98ORER+LrWpCqGKK42r8i0ubOKyKj7PoNfDoNfjtz17YNDrvR0O1RG7S8S7+4sxcOUlHC7yrB5NTiyrsg+MVVWyNxFR4BMEAe/crsXkRPdCRJbRiTFr85FvYfIOMHEnIvJ7KpmA0S3cl4bjmu5E3ne0yI4hv1zCm/uMcFSosseoJfjP4Ah80jscYUpejhFRwyYRBPyrZxjGtnS/njmmd2Ds2gLorS4vReY7+E1BRBQAxse736X+71kLSuz8kiPyBqdLxIcHjei3Ig/7CzybRU6IV2PnmBgMjVNXsjcRUcMklQj4vG847ohzn4F0sNCO8evzYWzg1zVM3ImIAkCvRgrEaqTlr00OEf89a/FiREQN0wmDHUNXXcKc34thq3CNqVNJ8N3ACPy7XwTCWWUnIvIglwj4qn8EBjRxb9K555Idd28ogLni9KUGhN8aREQBQCIIGJ/A6fJE3uJ0ifjkcAn6LM/DnkueVfZRLVTYOSYaI5qzyk5EVB2VTMAPgyLQI0bhNr41x4Z7fy2AtWKHzwaCiTsRUYCo2F0+/YIVuezGSlTnsooduHNNPp7fbUDFHkrhSgFf9gvHNwMioVNJKz8AERG50cgk+HlwJLro5G7jG85b8VBGIRwNcPUcJu5ERAGifbgcSeGy8tcuEVicZfZiRFQd9YwZUM+YgeZvvAH1jBneDodugEsUMf9oCXotz8OOXJvH9mHNVNg5OgZjK/SgICKiawtVSLA4Red2bQMAK89Y8OiWIjgbWPLOxJ2IKIBMrFB1X3iK0+V9leKbb6D45htELVsGxTffeDscuk5njA6MXluAWTsNMFV45lKrEPBZn3D8MDACMRpW2YmIblS4UoJlqTokat2T97RTZjyxQw9RbDjJOxN3IqIAcle8BsJVr/fl23Fc7/m8LRHdGFEU8c2fpei1LA+bL1o9tg+JVWLH6BhMaqWBIAiVHIGIiK5HlFqK5ak6NA92vxH6zXETntttaDDJOxN3IqIAEhskRZ/G7p1Y005xujxRbThf6sS49QWYsV2PkgpV9hC5gH/1CkPakEg0CWKVnYioNjUJkmL5UB2aaNzT13lHSvHGXqOXoqpfTNyJiALM+Hj3rtULM00N5m40UV0QRRE/nChFj2W52Hjes8rev4kS20dH477WQayyExHVkRYhMiwfqkOUyj2Fff+gEf84GPjJOxN3IqIAM7KFGsqrCn5nSpzYnefZOIuIri3H5MTdGwsxfasexTb3G2BBMgEf9NBiaUok4oJlVRyBiIhqS6JWjqWpOoQp3G+Svvp7MT47UuKlqOoHE3ciogCjVUhwR1yFNd05XZ7ouoiiiEWnTOi+NBdrsi0e23s1UmDb6Gg82DaYVXYionrUIUKOJSk6hMjdP3uf3WXAt8dLvRRV3WPiTkQUgCYkuCfuS7JMsDk5XZ6oJi6ZnZiSXoiHMoqgr1BlV0sFvJWsxcqhOrQIYZWdiMgbukQp8PPgSKil7sn7jG16LMwMzBV1mLgTEQWgwbEqhCuvfJkVWUVsPO9ZNSQid8tPm9F9aR5WnPH8e0mOUmDLqChMSwqGhFV2IiKv6tlIiR8HRUBxVUYrAnhkSxF+ORN4Mw2ZuBMRBSCFVMCYFu5ruqdlBt6XGFFtKbQ48eCmQkxJL0SB1eW2TSkFXusWitXDdGillXspQiIiqmhArArfDIiA7Kp7qU4ReGBTYcAVLJi4ExEFqIrT5Vdnm2Gwuap4N1HDteqsGd2X5WFxlufNrS46OTJGRuPvHUMglbDKTkTka+5opsa/+4bj6o9omwuYvLEAW3M8VwLxV0zciYgC1O3RCjQLvtJe3uIEVgbg1DGiG2V0AI9sLsQ9GwuRZ3a/qSWXAC92CcW64VFoG8YqOxGRLxsbr8FHvcLcxixOYNL6AhwqDoyUNzB+CyIi8iAIAibEu0+XX8jp8kQAgA3nLJi0V4X/VPI30TFCjvQR0Xjy1hDIWGUnIvILkxOD8F53rdtYiUPEjMNKHCzw/2VxmbgTEQWw8RWmy2++aMWFUqeXoiHyvmKbC49vK8K49QXIs7lfBskE4JlOIdh4ZxQ6RLDKTkTkb/7WLhivdAt1G3OIgMHm/yvrMHEnIgpgbcLk6BR5JQERASw+FZjLpBBdS8YFC3ouy8O3xz3/BtqFybDhzijM7hwKhZRVdiIifzWjYwie7hQCAAhVCPi4gxV9Giu9HNXN81riPn/+fPTs2RNxcXGIi4vDkCFDsHbt2vLtoijirbfeQtu2bdGoUSMMHz4cR48edTvGyZMncc899yA+Ph5NmzbF4MGDsWHDhvr+VYiIfNr4BPfp8j+f4nR5X2DctAnGTZtw5NtvYdy0ydvhBLQSuwtP7dBj1NoCnKsw40QiAE/cEoxNI6PRSafwUoRERFSbZncKwbOdQrAiVYdbQgOjMa/XEvcmTZrglVdeQUZGBtLT09G3b19MnjwZf/zxBwBg7ty5+OSTT/DOO+/g119/RVRUFMaMGQOj0Vh+jIkTJ8JqtWL58uXYvHkzunfvjnvuuQdZWVne+rWIiHzOXS3Vbp1W/yi040iR3XsBEQDA1akTXJ06wdSuHVydOnk7nIC1LceK3svzsOBYqce25moX1g2PwktdtVCyyk5EFDAEQcCznUMD6oas1xL34cOHY8iQIYiPj0erVq3w4osvIjg4GHv27IEoipg3bx5mzpyJUaNGoX379pg3bx5KSkqwaNEiAEBBQQEyMzMxY8YMdOzYEfHx8ZgzZw4cDgcOHjzorV+LiMjnNNJI0b/CFLGFmZwuT4HN5HBh9i497lydj9NG9yq7AOCxpGB838mCblGBc1FHRESByyeecXc6nVi8eDFKS0uRnJyMM2fOIDc3FwMHDix/j1qtRs+ePbFr1y4AQEREBNq0aYOff/4ZJSUlcDqd+PrrrxEcHIzbb7/dW78KEZFPmlBhuvzCU2a4RP9v1EJUmd15VvRdfgnzjpSi4r/yliFSrBqmw+vJWqikle5ORETkcwS9Xu+1K7fDhw8jJSUFFosFQUFBmD9/PlJTU7Fr1y6kpqbi0KFDiIuLK3//9OnTcfHiRSxZsgQAcOHCBfzlL3/Bvn37IJFIEB4ejh9//BHJycnV/twTJ07U6e9FRORrSh1A6m41rK4r04E/62hBV21gPPdFBABWF/DvM3J8f14GFzynvk9obMdjLexQM2EnIiIfk5iYWO12WT3FUanExERs2bIFBoMBK1aswLRp0/DLL7+UbxcE9y9dURTLx0RRxJNPPomIiAisXr0aKpUK3333He677z78+uuvaNKkSbU/19edOHHCL+IMRDz33sNzX7dG5BVi0VWN6XZYIzApMRwAz7038dzXjn35NkzbUoRjeofHtmbBUnzcOxx9KzwywnPvHTzv3sNz7z08994TKOfeq4m7QqFAfHw8AKBz587Yu3cvPv30Uzz11FMAgLy8PDRt2rT8/fn5+YiKigIAbN68GWvWrEFWVhbCwsIAAJ06dUJ6ejp++OEHzJo1q55/GyIi3zYhXuOWuC89bcY7t4dBJWNTLm+Qf/01AECXmwt5TAzs99/vzXD8ls0p4t0DRvzzoBHOSuYQ/rWNBq/epkWI3CeeDiQiIrohXk3cK3K5XLDZbGjevDliYmKQnm5y1gcAACAASURBVJ6OLl26AAAsFgt27NiBV199FQBgMpU1VpJI3L+IJRIJXC5O/SQiqmhArBI6lQT5lrLPyGKbiHXnLBjZQu3lyBomzcyZAIAWl18bmLhft4MFZVX2w0WeVfZYjRQf9Q7DwFiVFyIjIiKqXV5L3OfMmYOUlBTExsaWd4vfunUr0tLSIAgCpk2bhg8++ACJiYlo1aoV3n//fQQFBWHcuHEAgOTkZISHh2P69Ol4+umnoVar8c033+D06dNITU311q9FROSz5BIBY1qqMf/olWWx0jJNTNzJ79hdIv550Ih39xvhqKTKPjlRgzdu0yJMySo7EREFBq8l7rm5uXj44YeRl5eH0NBQJCUlYdGiRRg0aBAAYMaMGTCbzZg1axb0ej26du2KJUuWICQkBAAQGRmJxYsX47XXXsPIkSPhcDjQunVr/PDDD+jE9XCJiCo1MUHjlrivO2eB3spZSuQ/jhbZMW1LEfYX2D22xaglmNsrDEPjeDOKiIgCi9cS93nz5lW7XRAEzJ49G7Nnz67yPZ07dy7vME9ERNfWVSdHfIgUpy6va21zActPm9GThUnycQ6XiI//KMGb+4phq+Re04R4Nd7pHoZwVtmJiCgA8duNiKgBEQTBY033nzNNXoqGqGZOGOwYuuoS5vzumbTrVBJ8NzAC/+4XwaSdiIgCFr/hiIgamIqJ+/ZcG3Is7CxPvsfpEvHJ4RL0WZ6H3y55To0f3UKNnWOiMaI5p8YTEVFg86mu8kREVPfiQ2XoFiV3S4TWXJKijxdjIqooq9iBR7cWYUeuzWNbuFLAB93DMDZeU8meREREgYcVdyKiBmhChYRn1SUZRLGS9txE9cwliph/tAS9ludVmrQPa6bCztExTNqJiKhBYeJORNQAjY1XQ3rV7PgskwSHCj2nIhPVpzNGB0avLcCsnQaYKqzzplUI+KxPOH4YGIEYjdRLERIREXkHE3ciogZIp5JiUKzSbWzC+gLMO1wCk4PLw1H9EkURX/9Zil7L8rD5otVj+5BYJXaMjsGkVhoIAvsxEBFRw8PEnYiogarYpC7H7MLs3QZ0WpSLjw4ZUWpnAk9173ypE+PWF2Dmdj1KKlTZQ+QC/tUrDGlDItEkiFV2IiJquJi4ExE1UHc2UyMh1DMZyjO78OJvxbhlYS7+edAIIxN4qgOiKOKHE6XosSwXG897Vtn7N1Fi++ho3Nc6iFV2IiJq8Ji4ExE1UCqZgPXDozA9KRhKiWdjugKrC6/8XoxbFubgvf3FMFRcQJvoBuWYnLh7YyGmb9Wj2Ob+by9IJuCDHlosTYlEXDAXvyEiIgKYuBMRNWgRKineSNZiRTczZnQIRpDMs7JZZBXxxj4jOi7MwZv7ilFkZQJPN0YURSzMNKH70lysybZ4bO/VSIFto6PxYNtgVtmJiIiuwlvZ/9/encdFVe//A38Ny8AAMwzrILIoieLC4op61RJTS819qfTmVcsytTQXtDITr4/S1LQyvJm23LxpIJqQZmYkkiSmAm75IxUSlUGQYR22mfP7w6+jODMwIDKjvJ6PB384c+ZzPp8X5+Hwnvc5Z4iICK5iYEVnZ7wW7ITos2X4z/lSlFTX7oQWVwlYk1aC6LOlmNnREa92doKbPa87bqzyDRsAAHlKJTwVCjPP5sG7odbgjRQV4rP1C3aJtQjvdJfh5U6OsGLBTkREpIeFOxER6bjZW+Pt7jLM6eKE6HOliD5Xqncqc0m1gHUZpdh8rgwzghwxp4sTPCUs4Buq+l//AgDkZ2bCJTDQvJN5wL7PUuONoyoUGDhbo5eHGJ/2l6Ods60ZZkZERPRw4KnyRESkR25nhaVdZTg9wQtvd5PBxU6/C1pWI+CjM6UIjVHizVQVcss1ZpgpWbKbFRrM+PUmpibe1Cva7ayBlT1k2D/MnUU7ERFRPVi4ExGRUc5iKywMlSJjghfe7S6Dm53+24ZaI+DTs2UIjc3Fot9VuFrGAp6AfX+r0XtPHnZdVus9183dFodHemJusBTWVjw1noiIqD4s3ImIqF5SWyvMC5EiY4ICK3vK4CnRf/uo1ABbzpeha2wu3jiqwt+lNWaYKZmbqlKLV5Ju4vlDN5Gnrt1lt7UClnWT4afhHgiSs8tORERkKhbuRERkMkdbK8ztIkX6eC+8H+6MVg76byNVWmDbhTJ0i1Xitd8KkVXCAr6l+DmnAn32KLHjon6XPdjVFonPeGJBqBQ27LITERE1CAt3IiJqMImNCK90csKpcV5Y29sZPo76N6erEYCv/185uu9S4tUjhbhYxAL+blZpabBKS4PD+fOwSksz93TuS3GVFq/9VojxBwtwvbx2l91GBESGSXFohAe6uLLLTkRE1Bi8qzwRETWavY0IL3Z0wgvtHfHtX+VYl1GCv0trX+OuEYD//VWOHRfLMb6tBAtCpejA06QhfeIJAECn//t3kUpltrncj8PXKjA7WYUcA/c26CS3waf9XRDmLjbDzIiIiB4d7LgTEdF9E1uLMLWDI06MU+CTfnK0lep34LUC8N0lNXrvzsP0X2/iXGG1GWZKTaW0WouFKSqMOlCgV7RbiYA3QpyQONKTRTsREVETYMediIiajK2VCFMCHfHsYw7YdVmNteklyLznFHkBQNxlNeIuq/GMvz0WhUoR4sbi7mHyW24lZicXIqtEv8se6GyD6P4u6OHB3ykREVFTYcediIianI2VCJMec8Dvoz2x9XEXBMkNf04cn12BAXtv4LmfC3Aqv6qZZ0kNVV6jxdJjKozYn69XtIsAzOnshKSRnizaiYiImhg77kRE9MBYW4kwLsABY9pKEJ9dgTVpxThbqH+Tuv1XKrD/SgWG+NhhUagMPT1Z+Fma1LxKvHpEhb+K9X9/baXW+LS/C/oo7MwwMyIiokcfO+5ERPTAWYlEGNVGgiOjPPFNhCtC3QzfnO6nnEoM/uEGxhzIR4qysplnSYZU1AhYfrwIT+3LN1i0z+zoiORRnizaiYiIHiB23ImIqNlYiUQY4S/BcD97/JRTiTVpxTiRr3+TusRrlUi8Von+XmIsDpOhn5cYIhG/+7u5ncqvwqwjhfhTpV+w+zlZ45N+LhjQigU7ERHRg8aOOxERNTuRSIShvvb4eYQHdg1xQ7iRU+OP5FbhmR/zMWx/PhKvVkAQhGaeactUpRHw75PFeDLhhsGifVoHB/w22pNFOxERUTNhx52IiMxGJBJhUGt7RHjbIel6FdakF+O3XP2b1KUoqzDmpwL09LDF4jAZnmxtxw78A5JRcKvLbuheBK0drPFxPzkiWtubYWZEREQtFzvuRERkdiKRCI972+GHpz2Q8LQ7HjfSyT1+oxoTDhYgIuEG9v+tZge+CVVrBaxJK0ZE/A2DRfvkwFtddhbtREREzY8ddyIisij9vOzQ7yk7HFNW4oP0Evx8Vf8mdafyq/HcoZsIdrXFolApRvjbw4od+EY7X1iNWUcKkVagf78BhcQKG/8hx1O+EjPMjIiIiAB23ImIyEKFK+wQO8Qdh0Z4YKiv4S7v6ZvVeCHxJvrtycPuy+XQaNmBb4garYANGSV4fG+ewaJ9YoAEv49RsGgnIiIyM3bciYjIonX3EGPnk25Iy6/CB+kl+OHvCr1tzqlqMO3XQnRwLsGCUCnGtpXAxood+LpkFt3qsv9xQ79gd7e3wod95XjGnwU7ERGRJWDHnYiIHgph7mJsH+SG5FGeGN1GAkNl+YWiGsxMKkT4biX+l1mGGnbg9Wi0Aj45U4L+3+cZLNpHt5Hg9zGeLNqJiIgsCDvuRET0UOniaosvB7rifGE11mWUIO6yGvfW5xeLNXg1WYU16SV4I0SKZx9zgNjasjrwVVOnAgCKiorg7OzcLPu8VFyD2cmFSFHq37nfxU6Edb3lGBvg0CxzISIiItOxcCcioodSRxdbfP64KyLDqrEuvQQxl9TQ3FPAZ5Vo8NpvKqxJu1XATw50gJ2FFPDqjRsBANmZmQgMDHyg+9IKAj4/X4Z3TxSjvEb/LIRhfvb4sI8cCgfrBzoPIiIiahyeKk9ERA+1QGdbbB7giuNjFZgS6AAbA3V5TpkGb6So0DU2F5+dK0WFgeL1UZVdUoPRBwqw+FiRXtHuLBZhc38XbI9wZdFORERkwVi4ExHRIyFAZoNP+rngxDgFpnVwgK2Bd7hr5VosPlaEsNhcbDpbivIabfNPtJkIgoAvL5ThH3vykHRd/yv1Bre2Q8poBZ5t5wARv0qPiIjIorFwJyKiR4q/1AYf9nXBqXEKvBTkCLGBd7pctRZvpRYhNEaJj06XoLT60Srgr5ZpMP5gAeYdVaH0ni671FaEj/4hx3eD3eDtyC47ERHRw4CFOxERPZJ8nGzwQR850sZ74ZVOjrA3UKPeqNDinT+KERKjxPqMEhRXPdwFvCAI2J5Zhj57lDh0Vb/L/oS3HY6O9sQL7R3ZZSciInqIsHAnIqJHmrejNd4PlyN9vBfmdnGCg4GL4G9WahF1ohghMblYnVYMVeXDV8Dnlmvw7KGbmJ2sQnFV7S67o40I6/o4Y/cQN/g68b60REREDxsW7kRE1CIoHKyxsqczMiYoMD/YCU4GCnhVlYD3TpUgJCYXq04Wo/ABFvDOcjmc5XL06NkTznJ5o8cRBAExF8vRe7cSB65U6D3/Dy8xfhvtiRlBTuyyExERPaRYuBMRUYvibm+N5T1uFfALQ6WQ2eoXs8XVAj5IL0Hwd7mIOlGEggqNGWZavxtqDV5IvImXkgqhuqfLLrEW4f1wZ8Q/5Y42UnbZiYiIHmYs3ImIqEVytbfG291kyJjghaVdpXAW6xfwpTUC1meUIiRGiWXHi5CntpwC/vssNXrvzkN8tn6XvZeHGEdGeeCVTk6wYpediIjoocfCnYiIWjS5nRUiw2Q4PcELy7rJ4GKnX+iW1Qj4+EwpQmOUWHpMhevl5ivgb1ZoMOPXm5iaeBMF95zKb2cNrOwhw/5h7mjnbGumGRIREVFTY+FOREQEQCa2woJQKTImeGFFDxnc7fXfItUaAdHnyhAWm4tFKSrklNY06xz3/a1G7z152HVZrfdcN3dbHB7pibnBUlhbsctORET0KGHhTkREdBeprRVeD5YifbwCq3o5QyHRf6us1ABb/ixD111KzD9aiOySB1vAqyq1eCXpJp4/dBN56tpddlsrYFk3GX4a7oEgObvsREREjyKzFe5btmxB37594evrC19fXwwePBgHDhzQPS8IAt577z0EBQXBy8sLw4cPx/nz5/XGOXToEAYPHoxWrVrBz88PI0eObM5lEBHRI8rR1gqzOzshbbwXVoc7w9tB/y2zWgt8caEc3XcpMTe5EJeLm76A/zmnAn32KLHjon6XPdjVFonPeGJBqBQ27LITERE9ssxWuHt7e2PFihU4fPgwEhMTMWDAAEyePBlnzpwBAGzcuBGbNm3C6tWr8csvv8DDwwNjxoxBSUmJboyEhARMnz4dkyZNQlJSEg4ePIgpU6aYa0lERPQIktiI8HInJ5wa74X1feTwcbTW26ZGAP6bWY4ecUq8knQTfxVV3/d+i6u0eO23Qow/WIDr5bW77DYiIDJMikMjPNDFlV12IiKiR53Zvh9m+PDhtf69bNkybN26FcePH0fnzp0RHR2NefPmYdSoUQCA6OhoBAYGIjY2FtOmTYNGo8GSJUsQFRWFqVOn6sbp0KFDs66DiIhaBjtrEaYHOWJKoAN2XCzHuvQSZJfWvkmdRgB2XFTju0tqjGsrwYJQaaNOXz98rQKzk1XIKdO/CV4nuQ0+7e+CMHdxo9dCREREDxeLuMZdo9Fg165dKCsrQ69evZCdnQ2lUomIiAjdNhKJBH379sWxY8cAAGlpacjJyYFYLMaAAQPQvn17jBkzBunp6eZaBhERtQBiaxFeaO+IP8Yp8Gk/OQKk+h14rQDEXFKjz+48/CvxJs7cNK0DX1qtxYIUFUYdKNAr2q1EwBshTkgc6cminYiIqIURqVQqwVw7P3v2LIYMGYKKigo4Ojpiy5YtGDp0KI4dO4ahQ4fi9OnT8PX11W0/e/ZsXL9+HXFxcdi1axdmzJgBHx8frFq1Cv7+/tiyZQv27t2L1NRUtGrVyuh+MzMzm2N5RETUAtQIwMEb1th2xRZZauOfhz/hVoMXfavRwenW226Pnj1rPf/ZzycQlSnG1Qr9MfwlWrzbvgpdpFq954iIiOjhFxgYWOfzZjtVHrg1uSNHjqCoqAh79+7FrFmzkJCQoHteJKp9ox1BEHSPabW3/nhZuHCh7nT6jRs34vDhw9i5cyfmzZtX534tXWZm5kMxz0cRszcfZm8+zP7+dGwPzNYK+D5LjbXpJTin0r9J3a8FNvi1wAZP+dpjcahU7/lXTtvj3k/SRQBmd3bCW91kkNjw5nNNjce9eTB382H25sPszedRyd6shbtYLEZAQAAAoGvXrjh58iQ+/fRTLFy4EACQl5cHHx8f3fb5+fnw8PAAACgUCgC1r2m3sbFBQEAAcnJymmsJREREAABrKxHGBjhgdFsJErIrsCa9xOAp8j9eqcCPVyr0ivR7/91Wao1P+7ugj8Lugc2ZiIiIHg4WcY37bVqtFlVVVfD394dCoUBiYqLuuYqKCqSkpCA8PBwAEBYWBjs7u1qnvWu1Wly+fLnW6fVERETNyUokwsg2EhwZ6YH/DXJFmFvDb043s6Mjkkd5smgnIiIiAGbsuL/77rsYMmQIWrdujdLSUsTGxiI5ORnfffcdRCIRZs2ahXXr1iEwMBDt2rXD2rVr4ejoiPHjxwMAZDIZpk2bhvfffx+tW7eGn58fPvvsMxQVFWHixInmWhYRERGAW5d7DfOT4Glfe/x8tRKr04rxx407HfgTPp30XuPnZI1P+rlgQCsW7ERERHSH2Qp3pVKJmTNnIi8vDzKZDJ07d0ZsbCwGDRoEAHj99dehVquxaNEiqFQqdO/eHXFxcZBK71wXuHLlSojFYsyaNQtqtRohISHYu3dvnTemIyIiak4ikQiDfezxZGs7/HqtEmvSS5CirEKPBTG1tpvWwQFRPZ0htbWok+GIiIjIApitcI+Ojq7zeZFIhKVLl2Lp0qVGt7G1tUVUVBSioqKaenpERERNSiQSYWBrezzhbYfk3Cp8kF6C5NxK+Npr8WF/D0S0tjf3FImIiMhCmfXmdERERC2NSCRC/1Z26N/KDhU1Av6+9Bfas2gnIiKiOvB8PCIiIjOxtxFBxG95IyIionqwcCciIiIiIiKyYCzciYiIiIiIiCwYr3EnIiIyA6fHHwcAdKyshL2dHUoPHzbzjIiIiMhSsXAnIiIyA+v0dACAo5nnQURERJaPp8oTERERERERWTAW7kREREREREQWjIU7ERERERERkQVj4U5ERERERERkwVi4ExEREREREVkwFu5EREREREREFoyFOxEREREREZEFY+FOREREREREZMFYuBMRERERERFZMBbuRERERERERBaMhTsRERERERGRBWPhTkRERERERGTBRCqVSjD3JIiIiIiIiIjIMHbciYiIiIiIiCwYC3ciIiIiIiIiC8bCnYiIiIiIiMiCsXAnIiIiIiIismAs3ImIiIiIiIgsWIsu3NevX4+BAwfC19cXjz32GCZNmoRz587V2kYQBLz33nsICgqCl5cXhg8fjvPnz9faZu3atRg6dCi8vb0hl8sN7uvw4cMYMmQIfHx80KFDByxfvhw1NTX1zjE5ORmPP/44FAoFQkNDsW3btgavwZDKykosWrQIAQEB8Pb2xrPPPourV68a3LagoAAdO3aEXC5HQUFBvWObgtnXnb1cLtf7uXf/jcXs6z/ud+7ciX79+kGhUCAgIAAvv/xyvWObgtkbz3779u0Gj3u5XI6TJ0/WO35dmHvdx/zJkycxatQo+Pv7w8/PDyNHjsSJEyfqHdsUzL7u7Bs7Z1O05Oy//PJLjBgxAn5+fpDL5cjOztbbRqVSYebMmfDz84Ofnx9mzpwJlUpV79imYPZ1Z2/KuhqL2RvPPjs7G3PmzEFoaCi8vLwQGhqKFStWQK1W1zu2KZi98ey1Wi2effZZdOnSBQqFAh06dMDMmTNx7dq1ese+W4su3JOTkzFjxgwcOHAAe/fuhY2NDUaPHo3CwkLdNhs3bsSmTZuwevVq/PLLL/Dw8MCYMWNQUlKi26ayshIjRozArFmzDO7nzJkzmDBhAgYOHIikpCRs3boV+/fvx7vvvlvn/LKysjBx4kT06tULSUlJeOONN7B48WJ8//33DVqDIUuXLkV8fDy2bt2Kffv2oaSkBJMmTYJGo9Hb9tVXX0VwcHCd4zUUs68/+48++ggXLlzQ/Tz33HN1jmsqZl939ps3b8Y777yDuXPnIiUlBfHx8Rg2bFid45qK2RvPfuzYsbWO9wsXLmDixInw9/dH165d64u2TszdeO6lpaUYN24cvLy88NNPP+HgwYPw8vLC2LFja629sZi98ewbO2dTteTsy8vLERERgSVLlhjd5sUXX0RGRgZiYmIQGxuLjIyMJvuQltnXnX1967ofzN549pmZmdBoNFi/fj1+//13rFmzBjt27Kjzd9UQzL7u437AgAH44osvcPz4cXz99dfIysrClClT6hz3Xvwe97uUlpbCz88P27dvx9NPPw1BEBAUFISXXnoJCxcuBACo1WoEBgZi5cqVmDZtWq3Xf//995g6dareJ7ZRUVE4ePAgjhw5onts//79mDZtGjIzMyGVSg3OZ/ny5YiPj6/VbZo7dy7+/PNPHDx40KQ1GFJUVIR27dph06ZNmDhxIgAgJycHwcHBiI2NxaBBg3TbRkdHY//+/ViwYAFGjRqFixcvws3NzViEjcbsa2cvl8vx1VdfYdSoUXXF1iSY/Z3sVSoVOnXqhO3bt2PgwIH1JHf/mL3+/zm3lZeXIygoCK+//joWLFhgcNzGYu53cj916hQGDhyItLQ0tGnTBsCtP27CwsKQmJh43x+a1Dfvlpx9Y+fcWC0l+7vdPr7T09Ph7++ve/zChQsIDw/Hjz/+iN69ewMAUlJS8PTTT+P48eMIDAysd+yGYPb+Brcxtq6mxOwNZ3/b559/jlWrVuHy5cv1jttQzL7u7Pft24fnn38eubm5sLe3r3dsoIV33O9VWloKrVarOy0jOzsbSqUSERERum0kEgn69u2LY8eOmTxuZWWl3i9EIpGgoqICaWlpRl+Xmppaa98AdH9oVVdXm7QGQ9LS0lBdXV1r7Nunmty9rvT0dGzcuBGbN2+GldWDPVSYfQe9dS1ZsgQBAQEYOHAgtm3bBq1Wa3Tc+8Hs72SfmJgIjUaDvLw8hIeHo2PHjpg8eTKysrLqW26jMHv94/623bt3o7y8HJMnTzY6bmMx9zu5t2vXDu7u7vjmm29QWVmJyspKfP311/Dx8UFQUFC9a24oZn8n+8bOubFaSvamSE1NhZOTE8LDw3WP9e7dG46Ojg1au6mYvfkw+7qVlJQ8sN8pszeusLAQMTEx6NGjh8lFO8DCvZYlS5YgODgYvXr1AgAolUoAgIeHR63tPDw8kJeXZ/K4gwYNwh9//IEdO3agpqYG165dw+rVq2vtw5C8vDyD+66pqTF6rfm9azA2rrW1tV7n/O51lZWV4cUXX8Tq1avh7e1t0jrvB7Ovva4333wT27Ztw549ezB27Fi8/fbbWLduXb3rbQxmf2ddWVlZ0Gq1WLt2LVatWoVvvvkGNTU1GDFiBMrLy01ad0Mwe+Pr+uqrrzB06FB4eXkZHbexmPuddUmlUiQkJCAuLg6tWrVCq1atEBcXhz179kAikZi07oZg9nfW1dg5N1ZLyd4UeXl5cHNzg0gk0j0mEong7u7eoLWbitmbD7M37sqVK/j4448xY8aMJh33Nmavb/ny5fD29kbbtm2Rk5ODnTt3Nuj1LNz/z5tvvonff/8d//3vf2FtbV3rubv/Ywdu3Vjh3sfqEhERgZUrV2Lx4sVQKBTo0aMHhgwZAgC6fbVu3Vr3M3/+/Dr3behxY2tYt25drbGvXLlidJ53rysyMhLh4eHNcqo2s9df1+LFi9GnTx+EhIRg7ty5iIyMxMcff2zyuk3F7GuvS6vVorq6GqtXr8aTTz6J7t2747PPPkN+fj5+/PFHk9duCmZvfF3nz59Hamoqpk6davKaTcXca69LrVZjzpw56NmzJ37++WccOHAAISEheP7551FWVmby2k3B7Guvy5Q5NxVmr8/QPhq6dlMwe/Nh9sbl5eVh3LhxGDhwIGbPnt3g19eH2Rv22muvISkpCbt374a1tTVmzpypm4MpbBq0t0fU0qVLERcXh/j4eN01fgCgUCgA3Dq4fXx8dI/n5+frfWJTnzlz5mD27NnIzc2FXC7H33//jRUrVuiuf7j7Oo3b12Z4enrqfQKVn58PGxsbuLq6mrSG6dOnY8yYMbp/t2rVCp6entBoNCgoKIC7u3utsfv27Qvg1t0ar169im+//RbAnQO7ffv2mDdvHpYtW9ag9RvD7O+MfTt7Q7p3747i4mLk5eXB09OzQes3htnfGft29rfX3qFDB93zzs7O8PLyQk5OToPWXhdmf2dsQ8f9l19+CR8fHzz55JMNWnN9mPudsW/nHhMTg8uXL+PAgQO6P0w+//xztGnTBgkJCZg0aVKD1m8Ms78z9t3HfH1zbgotLXtTeHp6Ij8/v1bBIAgCCgoKGrz2ujB782H2ximVSowcORIdO3bEf/7znyb/sIrZG+fm5gY3Nze0a9cO7du3R+fOnZGSklJnDXC3Fl+4R0ZGIi4uDgkJCWjfvn2t5/z9/aFQKJCYmIhu3boBACoqKpCSkoKoqKgG70skEul+wbGxsfDx8UFoaCgAICAgQG/7Xr164Ycffqj12O2bBdna2pq0BhcXF7i4uNR6LCwsDLa2tkhMTMSECRMAAFevXtXdrAW4dX1pVVWV7jUnT57EnDlzkJCQtcTEKwAABDRJREFUgMcee6zBazeE2RvO3pDTp0/D3t4ezs7ODVi1cczecPa3b1L0119/oXXr1gBuXd+kVCrh6+vb4LUbwuzrPu4rKiqwc+dOvPzyy016bw3mbjh3tVoNkUhUK2srKyuIRKImu68Gs6/7mK9rzverJWZvil69eqG0tBSpqam630dqairKysrqfC9uCGZvPszeuNzcXDzzzDMICgrC1q1bYWPTtKUgszfd7ffYu+ut+lgvWbLk3SbZ+0No4cKF2LFjh667U1ZWpjs1UCwWQyQSQaPR4MMPP0S7du2g0Wjw1ltvQalUYsOGDbCzswNw6xqR7OxsZGRkIDExEcOGDYNSqYSjoyPEYjGAW1/t5eTkhIKCAnzxxRdYv349Pvnkkzpv/tO2bVts2LABN27cgK+vL/bt24d169bh3//+t+519a3BEHt7e+Tm5mLLli3o0qULioqKMH/+fMhkMqxYsQJWVlZwdXWFh4eH7qeoqAjffvstoqKimuTTaGZvPPv9+/fj6NGjEIvFKC0tRXx8PKKiojBlyhQ89dRTzP4BZu/q6oqMjAzExsaiS5cuKC0txdKlS1FUVIT333+/1n/szL5ps79t165diIuLQ3R0dJN9UMXcjecuk8mwefNmXL9+HW3atMGNGzewbNkyXLp0CStXroRMJmP2D/CYb8ycmX3d2QO3OoqXLl1CZmYm4uPjERERgbKyMojFYkgkEri7u+OPP/5AbGwsQkJCcPXqVcyfPx/dunVrkq+EY/bGszd1Xcy+6bO/fv06RowYAYVCgQ0bNqCyslI3tkQiue8Py5m98exTU1Oxb98+iMViVFZWIi0tDYsWLYK1tTVWrFhh+gcoKpVKaKk/AAz+REZG6rYpLCwUIiMjBYVCIdjZ2Ql9+/YVjh49Wmuc5557zuA48fHxum369+8vyGQywd7eXujRo4cQExNj0hwTEhKEkJAQQSwWC35+fsL69esbvAZDP7m5ucJLL70kuLi4CBKJRBg6dKhw5swZo9vHx8cLAISLFy8y+wecfWxsrBAcHCw4OTkJDg4OQqdOnYT33ntPyM/PZ/bNcNxfuXJF+Oc//ynI5XLB2dlZGDp0qHDq1Clm3wzZq1QqoW/fvsLgwYObJG/mblruu3fvFnr37i3IZDLB2dlZ6Nevn3DgwAFm3wzZN3bOzL7u7CMjIw2+btOmTbptLl++LEycOFGQSqWCVCoVJk6cKGRlZTH7ZsjelHUx+6bPftOmTUbHTk9PZ/YPMPukpCShX79+gouLi27f06dPF86ePdugjPk97kREREREREQWjHeVJyIiIiIiIrJgLNyJiIiIiIiILBgLdyIiIiIiIiILxsKdiIiIiIiIyIKxcCciIiIiIiKyYCzciYiIiIiIiCwYC3ciIiIiIiIiC8bCnYiIiIiIiMiCsXAnIiIiIiIismD/H4X1DyY4lRcPAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1101289621537808384\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-23\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1187114871231377408\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-04-04\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/981581215344939008\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-08\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1049324111367815169\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2016-10-20\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/789019145853513729\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-03-03\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1102147486909526017\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-10\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1182089226826813440\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-07-01\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1145805587969478657\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2019-10-28\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1188889708266315776\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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cVUkR1rXzVR5pzleFOndlrnZTNg4AOj0SdwBHZVdhtZ7dai3/9sfBkeoTyRM4ANAco7sF67PzE3TpgIZ7g3yeValT38nW6zsoGwcAnRmJO4CjMjvDpco61Yt6hDl085AI+wICgHYsKsihBafFavH4OMUG1ysbV2Xq/9bk6+pV+cqnbBwAdEok7gCaLX1vuVbstpYtuvfkaIUH8k8KAByL8/vWlI2b0LPhXiHv/FhTNi59L2XjAKCz4Vs2gGap9phKW28t/zYyPki/SQ61KSIA6Fi6hzm1ZGIXPTIqWiH1ysb9UurRhR/l6fYvKRsHAJ0JiTuAZvnnthJtK7BulPTwqGgZBuXfAKClGIahmYMitPq8BJ3YJbDB+X98V6Jxy7K1KbfShugAAG2NxB2Azw6Uu/XgRmv5t8sGhOmkeGoNA0BrGBgTqI+nxOuWX0XIUW9+dLurWhPfz9Fj/6NsHAB0dCTuAHz20MYiFVTWfjmMCDB0z3DKvwFAawpyGrp7eLRWTO6qPo2UjZv7daGmrszVj0WUjQOAjorEHYBPvs2v0j+3l1jabj0xUt3CnE28AgDQkk5JDNaa8xM0I6Vh2bgvsip12rvZeiWzhLJxANABkbgDOCLTNJW2ziV3ne+C/SKduiGV8m8A0Jaighyaf2qsXhwfp7hg69e4oipTv19boCvSDyiv3G1ThACA1kDiDuCIVuwu1+pfKixt94+IVrCTDekAwA7n9Q3V5xckaGIjZeOW/1Su0e9k65OfKRsHAB0FiTuAw6pwm5qVYS3/Nq5HsM7pHWJTRAAASeoW5tQbE7vo0VOiFVpvIjWrzKNLPs7TbV8UqLTaY1OEAICWQuIO4LAWbC3Wj0W1Sy4dhvTgSMq/AYA/MAxD150QoU/Pj9ewrg3Lxi3cVqJxy3IoGwcA7RyJO4Am7S9169HNRZa2aweGa1Bswy+HANBeFK1apaJVq/Ttiy+qaNUqu8NpESnRgfpoSrxuPTGyQdm4713VOvO9HD26mbJxANBe2Za4L1y4UKNHj1ZSUpKSkpI0ceJEffjhh5KkqqoqzZkzR6NHj1aPHj00cOBAXXfdddqzZ4+lj4qKCt12221KTk5Wjx49NH36dO3du9eOjwN0SHO/LlRxde2XvJggQ2nDIm2MCACOnWfoUHmGDlXpCSfIM3So3eG0mECHodknRWnlOV3VL9Ja8aPalO7fUKhzPqBsHAC0R7Yl7j169NB9992n1atXKz09XWPHjtWMGTO0ZcsWlZaWavPmzbr11lu1evVqvfrqq9q7d68uueQSVVfX/p9NWlqali9frkWLFmnFihUqKirStGnT5HazkypwrDbkVOrVHaWWtruGRSkuhPJvAODPRibUlI274riGZePWZVfq1Hey9dL3lI0DgPYkwK43njJliuX47rvv1qJFi5SRkaHBgwfrnXfesZx//PHHdcopp2j79u1KTU2Vy+XSSy+9pPnz52v8+PGSpOeff15DhgzRqlWrNGHChDb7LEBHY5qm7lhXYGk7ISZA1xwfblNEAIDmiAh06KkxsTqrV4hu+qxAeRW1G9QVV5v642cFWrmnXE+OiVFXJmQBwO/5xTPubrdbS5cuVUlJiUaOHNnoNUVFNc/ZxsTESJI2bdqkqqoqnXHGGd5revXqpYEDB2rdunWtHzTQgb25q0wZOVWWtodGRSug/oOTAAC/NqVPqL64MEFn9WpYNu793TVl4z7aQ9k4APB3RkFBgW3rpLZu3apJkyapvLxc4eHhWrhwoc4666wG11VWVurcc89VbGysXn/9dUnSm2++qf/7v/9Tbm6uZXfrc889V/3799cTTzzR5PtmZma2/IcBOogyt3TJ1yHKrqyd1zs9rlqPDmJHYgBor0xTent/gB7/IVDlnoaTsBd3q9LN/arEzXcAsEdKSsphz9u2VF6qCW7NmjVyuVxatmyZbrjhBr333nsaNGiQ95rq6mrNnDlTLpdLr7322hH7NE3ziGWqjjQo/iAzM7NdxNkRdfaxf2BDobIra3eSD3JIj4/vqeSo1v/norOPvZ0Ye/sw9m0v8IUXJEnZWVlKSExU1VVX2RlOm7njOOniE6t0/af5+jrXuqpq6f5AbS4N1T/Gxuqk+KBWjYPfefsw9vZh7O3TUcbe1sQ9KChIycnJkqRhw4Zpw4YNevbZZ/XMM89Iqknar732Wn377bd67733FBcX531tQkKC3G638vLy1LVrV297bm6uRo8e3bYfBOggfiqq1tNbrOXfbkyNaJOkHQDaStjNN0uS+h48dnWSxF2SBkQHauWUeD26uaimPFyddZc7Cqs18f0c3TE0Un/5VSSPRwGAH/GLZ9wP8Xg8qqysWY5bVVWlq6++Wlu3btXy5cuVmJhouXbo0KEKDAxUenq6t23v3r3avn27Ro0a1aZxAx3FnK8KVV6nKENCqEO3nEj5NwDoSAIdhtKGRenDKfFKrlc2zm1KD24s0uQVOfqhkLJxAOAvbLuNdu+992rSpEnq2bOniouLtWTJEq1du1ZvvPGGqqurdeWVV2rjxo167bXXZBiGsrKyJElRUVEKDQ1VdHS0Lr/8ct1zzz2Kj49XbGysZs2apdTUVI0bN86ujwW0W2v3V+idH8ssbfcMj1JkoF/N7wEAWsjJ8UH69PwEzV7v0gvfW8t/ZuRU6dR3s/XQqGhdnhJ2xMcQAQCty7bEPSsrSzNnzlR2draioqKUmpqqJUuWaMKECfrpp5+0YsUKSWqQhM+fP18zZsyQJD344INyOp26+uqrVV5errFjx+q5556T08nOKkBzuD2m7lznsrQN7RKoywY0rAEMAOg4IgIdemJMrM5KCtEfPytQbnlt2biSalM3fVagD3aX66kxMYoP5fsVANjFtsR9wYIFTZ7r06ePCgoKmjx/SEhIiObNm6d58+a1ZGhAp/NSZqm2HLBuVPS3UdFycIcFADqFyb1D9UV8kLe+e10f7KkpG/f0qTE6OynUpggBoHNjDSzQyRVUePTXrwstbb9JDtWoxIY1fwEAHVd8qFOvTYjTk6NjFB5gnbjNKfdo+icHdPNn+Sqp8jTRAwCgtZC4A53cI5sLlVdR+yUsLMDQvSdH2xgRAMAuhmHoyoHhWnN+gk6OD2xw/oXvS3Xau9n6KqfShugAoPMicQc6sUxXlf7xbYml7eYhEeoZznOMANCZJUcFaOU58UobFilnvaemdhW5ddb7OXpoY6GqPWbjHQAAWhSJO9CJzVrvUnWd71y9wp3642DKvwEApACHoTuGRumjKfHqH9WwbNzfNhXprPdztNNF2TgAaG0k7kAn9dGecn30c4Wl7f4R0QoNYEM6AECt4fFB+vS8BF0zMLzBua9zq3Tasmy9sL1EpsnddwBoLSTuQCdU6TY1K8Na/u3XiUE6v2+ITREBAPxZeKBDj42O0b/P7KKEUOvXx9JqUzd/XqDp/zmg7DK3TRECQMdG4g50Qgu3lSizztJGQ9LDo6JlUP4NAHAYZyWF6PMLEnRO74YTvR8eLBu3YneZDZEBQMdG4g50Mjllbv1tk7X82xXHhenELkE2RQQAaE+6hjj1yhlxempMw7JxueUeXfafA7rps3wVUzYOAFoMiTvQyTywoVCFlbXPIUYFGpp9UpSNEQEA2hvDMHTFceFae36CRsY3nPh98WDZuPXZFY28GgDQXAF2BwCg7fwvr1KLvy+1tN0+NFLxoZR/A9B5lD7xhCQpOytLCYmJNkfTvvWLCtCKc7rq8f8V6W+biiyVSn4ocuvsFbm65VeRun1opAIdPI4FAEeLxB3oJEzT1J3rXKq75++AqADNPCHCtpgAwA5VV10lScrNzFRsSoq9wXQAAQ5Dtw2N0pm9QjTz03zLHioeU5q3uUj/2Vuu58fGKiU60MZIAaD9Yqk80Eks+6lcn2dVWtoeHBmtICd3QAAAx25Y1yCtPi9evzu+Ydm4DblVGvtujhZtKxZV4wCg+UjcgU6grNrU7Hrl3yb2DNakJMq/AQBaTliAQ/N+HaMlE7sosV7ZuDK3qVu+cOnP3wYrI7tSPxRWq6DCQ/13APABS+WBTuCZLUXaU1xbWzfAkB4YGW1jRACAjuzMXjVl427+vEDLfyq3nPss36mJ7+d4j52GFBPkUFyIQ3HBDsUG1/yMC65piz14ztIe7FBIACvGAHQeJO5AB7e3xK3Hvym2tP3uhHAdF8NzhgCA1tMlxKkXx8fp1R2luuNLl4qrG7+z7jalvAqP8iqaVz4u1GnUJPoh1oQ+LtihmGDDm/jXbY8OcsjJJnkA2iESd6CDu+8rl0rrfFnqEuzQHUMp/wag83Js2iRJCtu9W46SEnmGDrU5oo7LMAzNSAnXmG7B+r9P8/VlduWRX+SjMrepvaVu7S11H/niQ/FIig6yJvWH7uQ3uNNfpz08wJBhkPADsA+JO9CBrcuq0Bu7yixts0+KUkww21sA6Lwix42TJA06eOwqKLAtls6ib2SA3p/cVS9llurf3+WpxAjRgQqPCio8Td6Jbw2mpIJKUwWVbu0q8j3hD3LIm9THNrKkP7ZOwn/oODbYQQk8AC2GxB3ooDymqTvXWzekS40N0BXHhdkUEQCgM3M6DF01MFxjHPuUktLb217hNpVf4dGBQ/+Ve5Rf4bG2HTour/1zG+b7qvRI+8s82l/WvOX8UYFGTVJfL6GPq3d3v+65qEDu7gNoiMQd6KBe21GqjblVlraHR8XwbB8AwK8EOw11C3OqW5jT59eYpqmiKrM2oa+T8FsS/brnKj0qrGzbHewLq0wVVrn1U7Hvd/cDDFnu4NfduM9yh7/Oxn1xwQ4FU94V6NBI3IEOqKjKo7lfF1razu8botO6B9sUEQAALccwDEUFGYoKcqhvpO+vq/KYKmgkoc8vt97dP1BR05ZfWfPnCt/z7mNWbUo55R7llHsk15GvPyQ8wGj4vH693fhL8pz6MbRchiTDqKkLbRiSIePgT8lR76dhSA7DsLTp0J8No04f9V9rHLymzvWq7avu+3vf6+D52v4b6a9B7GKFAjoFEnegA3psc5Gy6iznC3ZKc0+m/BsAoHMLdBiKD3UqPrR5d/dLq03Lnfy6d/nr3+E/9LOgwlRb3t8vqTZVUu3WzyWHm2UIlr7La7OY2lKDiYN6EwXeSYe6EwZNTlgcbK8/iXGovwYTB41MStR7bXVFsHr/nKfE0JrVJYmhjpqVJqFOdQurmVhhAgKHQ+IOdDA/FFZr/lZr+bc/Do5Un0j+ugMA0FyGYSg80FB4oENJEb6/zu0x5aqsm9iblrv5TSX8pW358H4HYqqmtKD3wHLmcK9qK05tLCxv8mygQ0oMrUnoEw8m9Ilhjno/nYoPcSiAxx47Jb7JAx3M7AyXKuvsndMjzKE/D2nGNw0AAHDMnA5DcSFOxYX4fndfksrr3d2v/xz/Ae8dfWvy7ybfb9eqPNLPJYdWTFQ1eZ3DkOJDHAfv3Nf8rEn0rQl/YqiTfQ86GBJ3oANZta9c7++2zubOOTla4YGUfwMAoD0ICTDUI8CpHuG+J/we01Rhpdnobvx1n9f/Jb9YoWFh8pg195oP/TRNUx5Jpvf40Hmz3nWq89qDjwKY8r62tg+zkfc4/DmPTG8fqnf+0HtZ379t75f7C48pZZV5lFXm0f8OHP7a2GDDe6e+28Gl+XUT/kNL9vme2D6QuAMdRLXHVNo66y42I+ID9ZvkUJsiAgAAbcFhGIoJNhQT7FC/w1yXmZlnKcXXEZh1k3rVnXSwThIcSvqlOhMBh65r8NraCQup7oRBnf4avLY2joaTHaZ27P5ZgXHdtb/Urf1lbmWVerw/s8rcKqpq+WmI/ApT+RXV+q6g+rDXRQYaB+/cW5fm10/0o4MoVWgnEnegg/jX9pIG/zA/PCrGuzsrAABAR2Mc3BBOhtRwjYL/fAeKK/QopX9Yk+dLqmruou8vdSurzK39BxP6mkTfo6yDCX9+Rcsn+EVVpoqqqrWj8PDXhThluVPf8Fn8mjv7XUIcfP9sBSTuQAdwoNytBzZY/7W9dECYhscH2RQRAAAAfBUe6FByoEPJUYdPzyrcprIsd+xrE/u6CX9Ouce7YqCllLuln4rd+qn48PURAwx57+A3tjT/0J38hFA22mLB3HAAACAASURBVGsOEnegA3hoU5EKKmv/dY4IMDRneJSNEQEAAKClBTsN9Y4IUO8j7Dtc7TGVW+5pdGn+oYS/5ll5t6o8h++ruapNaW+pW3tLD7/RniGpa8ihsngNN9erm/Cz0R6JO9DufZdfpX9uK7G03XJipLqFNW8XWwAAAHQMAQ6jJiE+wvdBj1mzqWHdpfmHluzXT/jLWrh0gSkpp9yjnHKPvjnCtTFBhvdOfWKYQ92b2E0/ogNvtEfiDrRjpmnqrvUuSwmYvpFO3TCI8m8AAAA4PIdhqEuIU11CnEpVYJPXmaapwirTsjS/7uZ63oS/zK3CypZ/Dr+g0lRBZbW2HWGjvYgAo84d+5ql+WOCDKW0eERtj8QdaMc+2FOu9H0Vlrb7R0QrJIDlRADQlMorr5QkuVwuRUdH2xwNAPg/wzAUHWQoOsih42IOf21ptafRpfn1E/68ihZeoy+puNpUcaFbOwtrn8Pvd3zHuAtP4g60UxVuU7PWW8u/nd49WFN6h9gUEQC0D2VPPilJ+ikzUykpHeE+DAD4j7AAh/pFOdTvCBvtVbpNZZdZl+YfWrJfN9HPPsaN9roGtfwKADuQuAPt1HPfFuuHotrZRIchPTgymvqaAAAA8HtBTkO9IgLU6whPeLoPbbTXyOZ6h8rn/VLqUXaZW5WN3MSPJ3EHYJesUrfmbSqytF0zMFypcU0/mwQAAAC0N06HocSwms3o1KXp68xDG+15l+TX/OwSVNp2wbYiEnegHZq7oVDF1bWzhzFBhu4aFmljRAAAAIB9DMNQXIhTcSFODYqtvZmVmbnfxqhaTsd4Uh/oRDbkVOqVTOvMYdqwKMWFUP4NAAAA6IhI3IF2xDRN3bnOuiHd8TEBuub4cJsiAgAAANDaWCoPtCNLdpVpfU6lpe2hkdEKdLAhHQD4KjqmppbRyQePXQUF9gUDAIAPuOMOtBMlVR7N+cp6t31yUojG96T8GwAAANCRkbgD7cSTW4q1r7S2xkWgQ3pgZLSNEQEAAABoCyTuQDuwu7haT31jLf9246AIJUfxtAsAAADQ0ZG4A+3AnIxClbtrjxNCHbrlRMq/AQAAAJ0BiTvg5z7bX6G3fyyztN19UpSigvjrCwAAAHQGfPMH/Jjb07D829AugZqREmZTRAAAAADaGok74MdezizVNweqLG0Pj4qWw6D8GwAAANBZkLgDfqqgwqO/bii0tF2SHKpTEoNtiggAAACAHUjcAT81b3ORcstry7+FOg3dOzzKxogAAAAA2MG2xH3hwoUaPXq0kpKSlJSUpIkTJ+rDDz/0nl+2bJkuuugi9e/fXzExMVqzZk2DPioqKnTbbbcpOTlZPXr00PTp07V37962/BhAq8h0Ven5b4stbTf/KkK9Iij/BgAAAHQ2tiXuPXr00H333afVq1crPT1dY8eO1YwZM7RlyxZJUmlpqUaOHKkHHnigyT7S0tK0fPlyLVq0SCtWrFBRUZGmTZsmt9vd5GuA9mD2epeqzdrjXuFO/XFwhH0BAQAAALCNbbfvpkyZYjm+++67tWjRImVkZGjw4MGaPn26JCkvL6/R17tcLr300kuaP3++xo8fL0l6/vnnNWTIEK1atUoTJkxo3Q8AtJKPfy7Xhz9XWNr+OiJKYQE82QIAAAB0Rn6RCbjdbi1dulQlJSUaOXKkT6/ZtGmTqqqqdMYZZ3jbevXqpYEDB2rdunWtFSrQqqo8pu5aby3/9uvEIF3QN9SmiAAAAADYzdYHZrdu3apJkyapvLxc4eHhevnll5WamurTa7Ozs+V0OtWlSxdLe3x8vLKzsw/72szMzKOOuS21lzg7IrvG/tW9Acp0BXmPDZm6sbtLO3YU2BKPHfi9tw9jbx/Gvm2dcPzxlmPGv+0x5vZh7O3D2NunPYx9SkrKYc/bmrinpKRozZo1crlcWrZsmW644Qa99957GjRo0FH3aZqmjCPUuD7SoPiDzMzMdhFnR2TX2OeWu7VofZak2ofbLz8uXOcO69XmsdiF33v7MPb2YezbXvWXX0qqHXtGv23xO28fxt4+jL19OsrY27pUPigoSMnJyRo2bJjmzJmjIUOG6Nlnn/XptQkJCXK73Q2egc/NzVV8fHxrhAu0qgc2FKqwsjZpjwo0NPskyr8BAAAAnZ1fPON+iMfjUWVlpU/XDh06VIGBgUpPT/e27d27V9u3b9eoUaNaK0SgVfwvr1IvbC+1tN02NFIJoU6bIgIAAADgL2xbKn/vvfdq0qRJ6tmzp4qLi7VkyRKtXbtWb7zxhiQpPz9fe/bskctVs1HXDz/8oOjoaCUmJioxMVHR0dG6/PLLdc899yg+Pl6xsbGaNWuWUlNTNW7cOLs+FtBspmkqbb2rzgJ5qX+UU9efQPk3AAAAADYm7llZWZo5c6ays7MVFRWl1NRULVmyxFvGbcWKFfr973/vvf6mm26SJN1xxx1KS0uTJD344INyOp26+uqrVV5errFjx+q5556T08ldSrQfy34q12f7rStNHhwZoyDn4fdqAAAAANA52Ja4L1iw4LDnZ8yYoRkzZhz2mpCQEM2bN0/z5s1rydCANlNWberuDGv5tzN7BmtSr2CbIgIAAADgb2zdVR7o7OZvLdbuYrf3OMCQHhgZfcTKCACAoxdx+umSpBMqKhQSHKzi1attjggAgMMjcQdssq/Ercf+V2Rpu+6EcA2MCbQpIgDoHJybN0uSwm2OAwAAX/nVrvJAZ3Lv1y6VVtduSRcX7NCdQyn/BgAAAMCKxB2wwfrsCr2xs8zSNvukKMUE81cSAAAAgBVZAtDGPKapO9dZN6RLjQ3QlceF2RQRAAAAAH9G4g60sdd3lGpDbpWl7aFRMXI62JAOAAAAQEMk7kAbKqry6L6vCy1t5/UJ0djulH8DAAAA0DgSd6ANPba5SFllHu9xsFOaOyLaxogAAAAA+DsSd6CN/FhUrflbiy1tf0yNVN9IqjICAAAAaBqJO9BGZq93qbL2Zru6hzl0868i7AsIAAAAQLtA4g60gdX7yvXe7nJL25zh0YoI5K8gAAAAgMMjawBaWbXHVFq98m8nxwfqt/1DbYoIAAAAQHtC4g60she2l+jbgmpL28OjYuQwKP8GAAAA4MhI3IFWlF/h0QMbreXfpvcP1cnxQTZFBAAAAKC9IXEHWtFDGwuVX2F6j8MDDM05mfJvAAAAAHxHHSqglXyXX6VF20osbbecGKnuYU6bIgIASJKroECSlJmZqZSUFJujAQDgyLjjDrQC0zR113qX3LU329UnwqkbB1H+DQAAAEDzNPuO+5dffqlPP/1UOTk5uv766zVgwACVlJRo27ZtSklJUVRUVGvECbQrH+wpV/q+Ckvb/SOjFRLAhnQAAAAAmsfnxL2yslLXXHONVqxYIdM0ZRiGpk6dqgEDBsjpdOqSSy7R73//e916662tGS/g9yrcpmavt5Z/G9s9WFN7h9gUEQAAAID2zOel8g899JA+/PBDzZs3TxkZGTLN2jXAISEhuuCCC/TBBx+0SpBAe/L8t8XaVeT2HjsM6aGR0TIo/wYAAADgKPicuL/55pu66qqrdO211youLq7B+ZSUFP34448tGRvQ7mSVujVvc5Gl7eqB4UqNC7QpIgAAAADtnc9L5XNycjRkyJAmzwcHB6ukpKTJ80Bn8NcNhSqqql2NEh1k6K5hkTZGBACoL/RPf5Ik9XG5FBodrbInn7Q5IgAADs/nxD0xMfGwd9S//vpr9enTpyViAtqljbmVeiWz1NKWNixKXUIo/wYA/iRo8WJJUvzBYxJ3AIC/83mp/Hnnnad//etf2rFjh7ft0DO7H3zwgd58801ddNFFLR8h0A6Ypqk717lUp/qbBkYH6Nrjw22LCQAAAEDH4HPifscddygpKUmnn366rrvuOhmGoccee0xnnnmmZsyYoaFDh+pPB5eeAZ3N0h/KtC670tL24KhoBTrYkA4AAADAsfE5cY+MjNRHH32kv/zlL8rJyVFISIi+/PJLlZSUKC0tTcuXL1dICOWu0PmUVHk0J6PQ0nZ2Uogm9OTvAwAAAIBj5/Mz7lJN2bdbbrlFt9xyS2vFA7Q7T24p1t7S2vJvgQ7pgRHRNkYEAAAAoCPx+Y57SUmJ9uzZ0+T5PXv2qLS0tMnzQEe0p7haT31jLf92w6AI9Y9u1pwYAAAAADTJ58T9rrvu0mWXXdbk+RkzZujuu+9ukaCA9mLOV4Uqr73ZrvgQh249kfJvAAAAAFqOz4l7enq6pk6d2uT5qVOn6j//+U+LBAW0B5/vr9BbP5RZ2u4eHqWoIJ//WgEAAADAEfmcYWRlZalbt25Nnk9MTNT+/ftbJCjA37k9NeXf6jqxS6BmDAizKSIAAAAAHZXPiXvXrl313XffNXn+u+++U3Q0G3Khc3hlR6n+d6DK0vbwqGg5Kf8GAAAAoIX5nLhPnDhRixcv1rp16xqcy8jI0OLFizVx4sQWDQ7wR65Kj+Z+bS3/dnG/UP06MdimiAAAAAB0ZD5vfZ2WlqaPP/5Y55xzjs4880wNGjRIhmFo69at+uSTT5SYmKhZs2a1ZqyAX5i3qUi55R7vcajT0L0nR9kYEQAAAICOzOfEPTExUenp6ZozZ47ef/99ffTRR5KkyMhITZs2TXPmzFFiYmKrBQr4g0xXlZ77ttjS9qchEUqKoPwbAAAAgNbRrGwjISFBCxYskGmays3NlWmaio+Pl2HwXC86h9nrXao2a497hTt105AI+wICAAAA0OEd1W1CwzAUHx/f0rEAfu2Tn8v14c8Vlra5J0cpLIDybwDQnhStWiVJ2rN7t5J697Y3GAAAfNBk4v7aa69JkqZPny7DMLzHR3LppZe2TGSAH6nymLprvbX8268Tg3Rhv1CbIgIAHC3P0KGSpNLwcHlSUmyOBgCAI2sycb/xxhtlGIYuvvhiBQUF6cYbbzxiZ4ZhkLijQ/r/vyvR965q77Eh6aGR0TwmAgAAAKDVNZm4b968WZIUFBRkOQY6m9xytx7aZC3/9v+lhGlo1yCbIgIAAADQmTSZuPeu88yXx+ORYRiKiIhQbGxsmwQG+IsHNxSpsLJ2R7rIQEN3D6f8GwAAAIC24dOuWm63W8OGDdMrr7zS2vEAfuWbA1V64fsSS9vtJ0YqIdRpU0QAAAAAOhufdpUPDAxUt27deJ4XnYppmkpbVyBPnfJv/aOcun4Q5d8AoD0LfOEFSVLXrCwFJiaq6qqr7AwHAIAj8rkc3BVXXKFXX31V1157rUJCQlozJsAvLPupXGv3V1raHhgZrSAnE1gA0J6F3XyzJKnvwWMXiTsAwM/5nLj369dPpmlqxIgRuvTSS9W3b1+FhjYshXXhhRe2aICAHcqrTd2dYS3/NqFnsM7qxaQVAAAAgLblc+I+c+ZM75/nzZvX6DWGYZC4o0OYv7VYu4vd3mOnIT1I+TcAAAAANvA5cV++fHmLvvHChQv1r3/9S3v27JEkHX/88br11lt11llnSap5vvjhhx/W4sWLVVBQoOHDh+vRRx/VCSec4O2joKBAt99+u1auXClJOvvss/XII48oJiamRWNF55JdYeix/xVZ2q47PlwDYwJtiggAAABAZ+Zz4n7qqae26Bv36NFD9913n/r37y+Px6PXXntNM2bM0KpVqzR48GA9+eSTmj9/vubPn6+UlBQ98sgjuvDCC5WRkaHIyEhJ0nXXXaeff/5Zb775pgzD0E033aTrr79e//73v1s0VnQu838MVEl17Y50ccEOpQ2j/BsAAAAAe/icuNe1ZcsW753ypKQkpaamNnsJ8ZQpUyzHd999txYtWqSMjAylpqZqwYIFuvnmm3X++edLkhYsWKCUlBQtWbJEV199tbZv365PPvlEK1eu1KhRoyRJjz/+uCZPnqzMzEylpKQczUdDJ5eRXakVOda/FrNOilRMsE+VEwEAAACgxTUrG1m6dKkGDx6ssWPHasaMGbrssss0duxYDRkyRG+++eZRB+F2u7V06VKVlJRo5MiR+umnn5SVlaUzzjjDe01oaKhGjx6tdevWSZLWr1+viIgIb9IuSaeccorCw8O91wDN4TFN3bmuwNI2KDZAVx4XblNEAAAAANCMO+6vvPKK/vCHPyglJUX33XefBgwYINM0tXPnTr344ou6/vrrVVlZqRkzZvj85lu3btWkSZNUXl6u8PBwvfzyy0pNTfUm3vHx8Zbr4+Pj9csvv0iSsrOz1aVLF8udfsMw1LVrV2VnZx/2fTMzM32O0U7tJc6O4v0sp77ODba0/aFnsX7YWWhTRJ0Tv/f2Yeztw9i3rZPrHTP+bY8xtw9jbx/G3j7tYeyPtGLc58T9scce0/Dhw/Xee+81qOP+u9/9Tuecc44ee+yxZiXuKSkpWrNmjVwul5YtW6YbbrhB7733nvd8/eX3pmk2SNTrq39NU+/r71ju37aqPaYWbsiSVLuT/Ll9QnTZiJ72BdUJ8XtvH8bePoy9/Rj/tsXvvH0Ye/sw9vbpKGPv81L5vXv36je/+U2DpF2SQkJCNG3aNO3bt69Zbx4UFKTk5GQNGzZMc+bM0ZAhQ/Tss88qMTFRkhrcOc/NzfXehU9ISFBubq5Ms3YTMdM0lZeX1+BOPXAk6fsqtLe0NmkPdkp/HRFtY0QAAAAAUMPnxP3444/3LlNvzL59+zRw4MBjCsbj8aiyslJ9+vRRYmKi0tPTvefKy8v1xRdfeJ9pHzlypIqLi7V+/XrvNevXr1dJSYnluXfAF//eWWo5/k1ymPpGHtXejQAAAADQonzOTObOnasrr7xSJ554oi688ELLuaVLl+rFF1/Uiy++6PMb33vvvZo0aZJ69uyp4uJiLVmyRGvXrtUbb7whwzB0ww036O9//7tSUlI0YMAAPfroowoPD9cll1wiSRo4cKDOPPNM/fnPf9aTTz4p0zT15z//WWeddVaHWAqBtlNY6dF7P5VZ2qYPCLMpGgAAAACw8jlxf/rpp9WlSxdde+21uvPOO9WvXz8ZhqFdu3YpJydH/fv311NPPaWnnnrK+xrDMPTGG2802l9WVpZmzpyp7OxsRUVFKTU1VUuWLNGECRMkSX/6059UVlam2267TQUFBRo+fLjeeustbw13SVq4cKHuuOMOXXTRRZKkyZMn65FHHjmqgUDnteynMpXXrpJX92CPRicG2RcQAAAAANThc+K+bds2GYahXr16SZL3efbg4GD16tVLFRUV2r59u+U1h9skbsGCBYd9P8MwlJaWprS0tCaviY2N1T/+8Q9fPwLQqNd3WJfJT05wy3GEDQ4BAAAAoK34nLh/8803rRkHYIvdxdVau7/S0jY5vtqmaAAAbaH0iSckSdlZWUo4uCEuAAD+jN230Km9udP6bPvwroHqG1baxNUAgI6g6qqrJEm5mZmKZV8cAEA74POu8kBHY5pmg93k2ZQOAAAAgL8hcUentTG3St+7apfFBxjSRf1CbYwIAAAAABoicUen9Xq9u+2TkkLUJcRpUzQAAAAA0DgSd3RKVR5TS3dZn2+f1p9l8gAAAAD8D5vToVP65Ody5VV4vMfRQYbOTgqxMSIAQFtxbNokSQrbvVuOkhJ5hg61OSIAAA6v2Yl7WVmZNm7cqJycHI0ZM0Zdu3ZtjbiAVlV/mfxF/UIV7KR2OwB0BpHjxkmSBh08dhUU2BYLAAC+aNZS+eeee04DBw7U1KlTdfXVV2vr1q2SpLy8PPXu3VsvvvhiqwQJtKSCCo9W7im3tE1nmTwAAAAAP+Vz4v7KK68oLS1NZ555pp5++mmZpuk916VLF40fP15vv/12qwQJtKR3fixThbv2uF+kUyMTguwLCAAAAAAOw+fEff78+TrrrLP0z3/+U5MnT25wfujQodq+fXuLBge0hvq126f1D5NhsEweAAAAgH/yOXHfuXOnzjrrrCbPd+nSRXl5eS0SFNBafiyq1hdZlZY2dpMHAAAA4M98TtwjIyPlcrmaPL9z5042qoPfq3+3/ZSEIPWLorgCAAAAAP/lc+I+duxYvfLKK6qoqGhwbu/evVq8eLHOPPPMFg0OaEmmaer1HQ2XyQMAAACAP/M5cZ89e7Zyc3M1btw4LVy4UIZh6OOPP9a9996rMWPGKDAwULfffntrxgock4ycSv1QVLsrXZBDurBfqI0RAQAAAMCR+Zy4Jycna+XKlerWrZv+9re/yTRNzZ8/X08++aROPPFErVy5Uj179mzNWIFj8vqOMsvx2UkhigluVkVEAAAAAGhzzXq4d+DAgXr77bdVUFCgXbt2yePxqG/fvjzbDr9X4Tb11g/WZfLTB7BMHgAAAID/O6pduWJiYnTSSSdJqnluuKSkROHh4S0aGNCSPtxTroJK03scF+zQmT1DbIwIAAAAAHzj8zrhZcuWac6cOZa2J554Qj169FBSUpIuvfRSlZaWNvFqwF71d5O/ODlUQU5qtwMAAADwfz4n7vPnz1dOTo73eOPGjZo7d66GDx+uq666Sp988omefPLJVgkSOBYHyt366OdyS9t0dpMHAAAA0E74vFR+x44duvDCC73HS5YsUVxcnJYuXarg4GAFBATorbfeUlpaWqsEChytt34oU5Wn9jglOkAndQ20LyAAAAAAaAafE/fS0lKFhdXepfzvf/+rCRMmKDg4WJI0ZMgQvfzyyy0fIXCMXt/ZsHa7YbBMHgA6q8orr5QkuVwuRUdH2xwNAABH5nPi3rNnT23cuFFXXHGFdu7cqW3btunmm2/2nj9w4IBCQtjsC/5lh6tKX+VUWdp+25/a7QDQmZUdfLTvp8xMpaSk2BwNAABH5nPiPm3aND300EP65ZdftG3bNsXExOjss8/2nt+wYYMGDBjQKkECR+v1ndba7WO6Bal3xFEVUwAAAAAAW/icwfzlL39RRUWFPvroI/Xs2VPPPPOMd3lZfn6+Pv/8c914442tFijQXB7T1Bv1lsmzKR0AAACA9sbnxN3pdGr27NmaPXt2g3OxsbHKzMxs0cCAY/VFVqV2F7u9xyFO6fy+LJMHAAAA0L4c1Zphl8uln3/+WZLUq1cvNnaBX6pfu31K71BFBflcAREAAAAA/EKzspgNGzZo8uTJSk5O1mmnnabTTjtNycnJOuecc7Rhw4bWihFotrJqU+/8YH2+fRrL5AEAAAC0Qz7fcf/66681ZcoUBQYG6oorrtDAgQNlmqa+//57LVmyRFOmTNH777+vk046qTXjBXyyck+ZCqtM73F8iENn9Ay2MSIAgL+IjomRJJ188NhVUGBfMAAA+MDnxP3+++9XfHy8PvroI3Xv3t1y7vbbb9ekSZN0//3366233mrxIIHmen2HdZn8JcmhCnBQux0AAABA++PzUvmvvvpK11xzTYOkXZK6d++ua665RhkZGS0aHHA0csrc+mRvhaVt+gCWyQMAAABon3xO3E3TlNPpbLojh0OmaTZ5HmgrS3aVyV3nV/GEmAD9Ki7QvoAAAAAA4Bj4nLgPGzZML7zwgvLz8xucy8/P1+LFi3m+HX6h/m7y0weEyTBYJg8AAACgffL5Gfe77rpLF1xwgU4++WRddtllSklJkSR9//33ev3111VUVKRnn3221QIFfLGtoEqb8qq8x4akS5JZJg8AAACg/fI5cf/1r3+tt956S7NmzdIzzzxjOTd06FA98MADOuWUU1o8QKA5/l1vU7rTewSrZ3jTj3gAAAAAgL/zOXGXpDFjxmjVqlXKzs7W7t27JUm9e/dWQkJCqwQHNIfHNPXGTmq3AwAAAOhYmpW4H5KQkECyDr+z5pdK7S11e4/DAgyd2yfExogAAAAA4Ng1mbh/9tlnR9XhmDFjjjoY4Fi8Xm9Tuql9QhQR6PP+iwAAAADgl5pM3KdOndqsnbhN05RhGDpw4ECLBAY0R0mVR8t/tC6Tv5Rl8gAAAAA6gCYT9+XLl7dlHMAxeX93uYqra4u3dw9zaGz3YBsjAgAAAICW0WTifuqpp7ZlHMAxqV+7/TfJYXI6qN0OAAAAoP3z+QHgkpIS7dmzp8nze/bsUWlpaZPngdayv9St9H0VljZ2kwcAAADQUfi8q/xdd92lDRs2aM2aNY2enzFjhkaMGKG///3vLRYc4Is3d5XKU7tKXkPiApUaF2hfQAAAv+Y+8URJUnlFhUKCeawKAOD/fE7c09PTNWPGjCbPT506Va+++mqLBAU0x+s7rCs9pvUPtSkSAEB7ULx6tSQpMzNTKSkpNkcDAMCR+bxUPisrS926dWvyfGJiovbv398iQQG++uZAlbbmV3uPHUbN8+0AAAAA0FH4nLh37dpV3333XZPnv/vuO0VHR7dIUICv/l3vbvsZPYKVGOa0KRoAAAAAaHk+J+4TJ07U4sWLtW7dugbnMjIytHjxYk2cOLFFgwMOp9pj6s1d1sR9+gDutgMAAADoWHxO3NPS0hQXF6dzzjlH06ZN03333ae5c+dq2rRpOvvssxUbG6tZs2b5/MaPPfaYxo8fr6SkJPXv31/Tpk3Tt99+a7kmOztbN9xwg44//nh1795dF198sXbu3Gm5pqKiQrfddpuSk5PVo0cPTZ8+XXv37vU5DrRfq3+pUFaZx3scGWjonN4hNkYEAAAAAC3P58Q9MTFR6enp+u1vf6svvvhCTzzxhB5//HF98cUXmjZtmtLT09W9e3ef33jt2rW69tpr9eGHH2rZsmUKCAjQBRdcoPz8fEmSaZqaMWOGdu3apVdeeUWffvqpkpKSdP7556ukpMTbT1pampYvX65FixZpxYoVKioq0rRp0+R2u5sxDGiP6i+TP69vqMICfP6VBgAAAIB2wedd5SUpISFBCxYskGmays3NlWmaio+Pl2EYzX7jt956y3L8/PPPq3fv3vryyy81efJk7dy5UxkZGVqzZo2GDBkiqeYu/XHHHaelS5fqiiuukMvl0ksvvaT58+dr/Pjx3n6GDBmiVatWacKECc2OZKDefwAAIABJREFUC+1DUZVHy38qt7RRux0A4IuI00+XJJ1wsBzcoV3mAQDwV0d1e9IwDMXHxyshIeGokvbGFBcXy+PxKCYmRlLNEnhJCgmpXfrscDgUHBysL774QpK0adMmVVVV6YwzzvBe06tXLw0cOLDRZ/HRcSz/sUxl7tri7b3CnTq1W5CNEQEA2gvn5s1ybt6s8G3b5Ny82e5wAAA4ombdcW9Nd955p4YMGaKRI0dKko477jglJSVp7ty5euqppxQeHq5nn31We/fuVVZWlqSaZ+CdTqe6dOli6Ss+Pl7Z2dlNvldmZmbrfZAW1F7itMM/vwmWVLt7/Jmx5dq5Y0eL9c/Y24extw9jbx/Gvm2dXO+Y8W97jLl9GHv7MPb2aQ9jn5KSctjzfpG433XXXfryyy+1cuVKOZ01yVhgYKBeeukl/eEPf1C/fv3kdDo1btw4n3auN03zsCsBjjQo/iAzM7NdxGmHn4ur9fXaLEvbDSN6KiUmsEX6Z+ztw9jbh7G3D2NvP8a/bfE7bx/G3j6MvX06ytjbvpNXWlqali5dqmXLlqlv376Wc0OHDtXatWv1008/afv27Vq6dKkOHDigPn36SKp55t7tdisvL8/yutzcXMXHx7fVR0Abe3NXmcw6x8O6BmpgCyXtAAAAAOBvbE3c77jjDi1ZskTLli3Tcccd1+R10dHR6tq1q3bu3KmNGzfqnHPOkVST2AcGBio9Pd177f9r787Dq6jP//+/TvYNkgAhLFkgC6iAYEWgbLIVishmgcSNTQv61aIWkEWrVetWhEr7QcFilaKVsClBEbeGTTatAq78AoQdEgNJTCD7md8fyonnZDuBJHOS83xcV67L98wwuefOCLnP3PN+nzp1SgcPHlTPnj3rPH7UP8MwlHTYYe12JqUDAAAA0IiZ1io/a9YsJSUl6Y033lBISIjtvfXAwEAFBQVJkt555x01a9ZMUVFR+uabbzR37lyNGDHCNhldcHCw7rzzTj322GMKCwuzrSXfqVMnDRgwwKxLQx3af65Y32eX2MZeFul3Mf4mRgQAAAAAdavSwv3EiROXdcLIyEinjlu+fLkkafTo0Xbb58yZo3nz5kmSzp49q0ceeUQZGRkKDw9XYmKiHn74Ybvjn3nmGXl6emrKlCkqKChQ//79tXTpUtu78mhcVjk8bR8S4acWfvysAQAAADRelRbu11577WUt9Xb+/HmnjsvOzq72mHvuuUf33HNPlcf4+flpwYIFWrBggVPfFw1XsdXQ2iP5dttokwcAAADQ2FVauP/f//2fXeFuGIaWLl2q48ePa8KECYqLi5NhGDp06JDWrl2rqKgoTZ8+vV6Chnv676lCZRZYbeOmPhb9NtLPxIgAAAAAoO5VWrjffvvtduMXX3xRFy9e1JdffqlmzZrZ7Zs7d66GDh1abnZ3oDatOmTfJj+2nb/8vGreFQIAAAAADYnTs8ovX75ckydPLle0S1KLFi00adIk/fOf/6zV4IBLsgut2nTCoU0+jjZ5AAAAAI2f04V7ZmamiouLK91fUlKizMzMWgkKcJR8LF+FpWXj6CBP9WrpY15AAAAAAFBPnC7cr732Wi1fvlzHjh0rt+/o0aNavny5rr322loNDrjEsU0+IS7gsiZPBAAAAICGxul13J9++mmNHTtWPXr00PDhwxUXFydJSk1N1ebNm+Xl5aW//OUvdRYo3Nex3BLtTC+y25YQQ5s8AAAAAPfgdOF+ww036JNPPtFf/vIXffTRR9qwYYMkKSAgQEOHDtX8+fN19dVX11mgcF+rHdZu7xHmo9hgp29dAADs5Py8JG1qaqri4+NNjgYAgOrVqPrp2LGjVq5cKavVqszMTBmGobCwMHl4ON1xD9SIYRhaddixTd7fpGgAAAAAoP5d1mNLwzDk5eWlpk2bUrSjTv0vs1iHfyyblc7bQ7qlPW3yAAAAANxHjaruL774QmPGjFGbNm0UFxenTz/9VJJ07tw5TZgwQVu3bq2TIOG+HCelGxbhp1BfPiwCAAAA4D6croD27t2rm266SWlpaUpMTJRhGLZ9zZs3V15enlauXFknQcI9FZUaWpdmX7izdjsAAAAAd+N04f7UU08pNjZWe/bs0WOPPVZuf79+/fT555/XanBwbx+eLFBWYdkHRKG+Fg2N8DMxIgAAAACof06/4/7FF1/o0UcflZ+fny5evFhuf9u2bZWenl6rwcG9JTlMSve79gHy8WTtdgDAlfF/4AFJUnROjvyDg5W/eLHJEQEAUDWnC3cPD48qJ6JLT0+Xvz+zfaN2ZBVatflEgd22hFja5AEAV85nxQpJUtjPYwp3AICrc7pVvlu3btq8eXOF+4qKirRmzRr16NGj1gKDe3s7LV/F1rJxbFNPdQ/zNi8gAAAAADCJ04X7H//4R23btk3333+/vvrqK0nS2bNn9fHHH2vUqFFKS0vTzJkz6yxQuBfH2eQTYgNksdAmDwAAAMD9ON0qP3DgQC1btkyzZ8/Wf/7zH0nSvffeK8MwFBwcrOXLl+uGG26os0DhPo78WKK9PxTZbZtAmzwAAAAAN+V04S5J48aN00033aSUlBQdPnxYVqtV7du31+DBgxUUFFRXMcLNrHKYlO7X4T5q16RGtyoAAAAANBpOV0OffvqpOnbsqBYtWmjEiBHl9p87d07ff/+9+vTpU6sBwr0YhqEkhzb5W1m7HQAAAIAbc/od95EjRyolJaXS/Vu3btXIkSNrJSi4r90ZRTqWV2ob+3pKo6JZrQAAAACA+3K6cDcMo8r9RUVFVS4XBzjD8Wn7TZH+CvHlvgIAAADgvqpslf/xxx+Vk5NjG58/f14nTpwod1x2drbWrVun1q1b136EcBsFJYbWH82325YQx9N2AAAAAO6tysL9pZde0l//+ldJksVi0bx58zRv3rwKjzUMQ3/6059qP0K4jQ9OFujHorLOjhZ+Hhrc1s/EiAAAAADAfFUW7gMGDJCfn58Mw9CTTz6pW265RV26dLE7xmKxKCAgQNddd526d+9ep8GicXvLoU3+d+395e3B2u0AAAAA3FuVhXuvXr3Uq1cvSVJhYaFGjhypTp061UtgcC+ZBaX6+GSB3TZmkwcAAACAGiwHN3fu3Aq3nz17VtnZ2brqqqtqLSi4n3VH8lXyi/kPOwZ7qWtzb/MCAgAAAAAX4fR03a+//rqmT59ut23mzJm65ppr1Lt3b/Xr10/nzp2r9QDhHpIO27fJJ8YFyGKhTR4AAAAAalS4N2nSxDbetm2b/vWvf2ncuHF67LHHlJaWphdeeKFOgkTj9v9lF+uLzGLb2CJpfAyzyQMA6kbuli3K3bJF3/7738rdssXscAAAqJbTrfLHjh3THXfcYRu/8847atu2rZYuXSoPDw/l5OTo7bff1rPPPlsngaLxcnza3q+1ryKCnL41AQCoEWu3bpKki4GBssbHmxwNAADVc/qJe1FRkby9y945TklJ0ZAhQ+Th8dMpYmJidPbs2dqPEI2a1TCUdNhh7fZYnrYDAAAAwCVOF+7R0dHa8nM72RdffKGjR49q0KBBtv0ZGRl2rfSAMz49W6STF0ptY39Pi0a1o3AHAAAAgEuc7keeOnWqZs+erYMHD+r06dNq27atfvOb39j27969m5nlUWOrHNrkb472UxNvpz9PAgAAAIBGz+nC/e6775aPj48+/PBDde3aVQ8++KD8/X96MpqVlaUffvhBU6dOrbNA0fhcLLEq+ah9m3wia7cDAAAAgJ0azQA2ceJETZw4sdz20NBQWxs94KxNxwuUW1y2eHu4v4dubO1rYkQAAHfg/frrkqQW6enyDg9X8eTJZoYDAEC1mLobpkk6ZN8mPz4mQF4erN0OAKhbAQ8+KElq9/M4h8IdAODinC7cR44cWe0xFotFycnJVxQQ3EP6xVJ9crrQblsCbfIAAAAAUI7ThbvVapXFYv80tLS0VCdOnNCpU6cUExOj1q1b13qAaJzWpuXLWtYlr06hXurSzLvyPwAAAAAAbsrpwv29996rct9DDz2k1157rVaCQuO3yqFNPjGWp+0AAAAAUJFaWXdrxIgRGjdunObPn18bp0Mj9835Yn11vtg29rBI4yjcAQAAAKBCtbZgdocOHfTFF1/U1unQiCU5rN0+oLWvWgd4mhQNAAAAALi2WivcP/roIzVt2rS2TodGqtRqaM0RhzZ5JqUDAAAAgEo5/Y77888/X+H2nJwc7dixQ1999ZVmzZpVa4Ghcdp2plBnLlpt40Avi0ZE+ZkYEQAAAAC4NqcL9+eee67C7SEhIYqJidHf//533XHHHbUWGBqnVQ5t8qPa+SvQu9YaPwAAAACg0XG6cM/KyqrLOOAG8oqt2niswG5bYqy/SdEAAAAAQMPAo07Um3ePFehiSdni7W0DPNW3la+JEQEAAACA66NwR71xbJMfH+svTw+LSdEAAAAAQMNQaat8aGioPDw8dObMGfn4+Cg0NFQWS/VFlqenp5o3b64bb7xRTz/9tFq0aFGrAaNhOn2hVFtPF9ptS2DtdgAAAACoVqWF+8MPPyyLxSIvLy+7cXVKS0t19uxZbdiwQbm5ufrPf/5T4XGLFi3Sxo0bdejQIfn4+Kh79+56/PHHdc0119iOycvL0xNPPKH33ntP58+fV0REhKZMmaL77rvPdkxhYaEeffRRrVu3TgUFBerfv78WLlyotm3bOp0E1L01Ry7K+MW4a3NvXR3qbVo8AAAAANBQVFq4z5s3r8pxdTp06KAFCxZUun/Hjh2666679Ktf/UqGYeiZZ57RmDFjtGfPHoWGhkqSHnnkEW3ZskVLly5VdHS0du7cqQceeEDNmzdXYmKiLa5Nmzbp1VdfVWhoqB555BElJCRo69at8vT0rFHMqBuGYWjVIYe123naDgAwycUXX5QkZaSnq2V4uMnRAABQPadnla+pkSNHqnnz5pXuX79+vd142bJlioqK0u7duzV8+HBJ0t69e5WQkKD+/ftLkqKjo7Vy5Ur973//U2JionJycrRy5UotWbJEAwcOtJ2nS5cu2rJliwYPHlxHV4eaOHC+WN9ll9jGnhZpXAyzyQMAzFE8ebIkKTM1VaHx8eYGAwCAEyot3N96663LOuGtt94qSWrXrp3atWvn9J/Ly8uT1WpVSEiIbVuvXr20efNmTZw4UREREdqzZ4++/vprzZgxQ5K0b98+FRcXa9CgQbY/ExERoY4dO2rPnj0U7i4iyWFSuiFtfRXmTzcEAAAAADjDkp2dbVS041K7ut3BP7/jbhhGhdsl6fz585cVyOTJk3X48GFt2bLF1uJeVFSkhx56SG+++abtXfu//vWvmjp1qiRpzZo1uueee5SZmWkXw8iRIxUbG6sXf26Fc5SamnpZMaLmSgxpxF5/nS8u+/k83bFQQ8NKTYwKAAAAAFxHfDUdYJU+cd+/f7/dODc3V/fcc4+aNGmi6dOnKy4uToZh6NChQ1q2bJkuXLigpUuXXlaQ8+fP1+7du7V582a799KXLVumPXv26K233lJkZKR27typP/3pT4qKitKQIUMqPZ9hGFVOpFddUlxBampqg4izOh+dLND54nO2cVNvi6b2aC9/L9ddBq6x5L4hIvfmIffmIffmIffmIO/mIffmIffmaSy5r7Rwj4qKshvPmDFDoaGh2rBhg11R3LlzZ40aNUqjR4/WsmXLtHjx4hoFMG/ePK1fv14bN260a63Pz8/Xk08+qddff932znvnzp311Vdf6R//+IeGDBmili1bqrS0VOfOnbNbdi4zM1O9e/euURyoG46T0o1u5+/SRTsAAAAAuBoPZw/cuHGjRo4cWeGTbA8PD40aNUobN26s0TefM2eO1q5dq+TkZHXo0MFuX3FxsYqLi8vNDO/p6Smr1SpJ6tatm7y9vZWSkmLbf+rUKR08eFA9e/asUSyofT8WWfXe8Xy7bYlxzCYPADCXx7598ti3TwHffSePffvMDgcAgGo5Pat8SUmJjh8/Xun+o0ePqri42OlvPGvWLCUlJemNN95QSEiI0tPTJUmBgYEKCgpS06ZN1adPHz3xxBMKDAxUZGSkPv30U61atUpPPPGEJCk4OFh33nmnHnvsMYWFhdmWg+vUqZMGDBjgdCyoGxuO5qvgF6+yRwZ56tfhPuYFBACApCY//45wzc/jnOxs02IBAMAZThfugwYN0iuvvKJrr71W48aNs5uobs2aNVq+fLmtpd0Zy5cvlySNHj3abvucOXNsa8b/61//0hNPPKFp06YpKytLkZGReuSRRzRt2jTb8c8884w8PT01ZcoUFRQUqH///lq6dClruLsAx9nkE2ID5FHF3AMAAAAAgPKcLtz/+te/6vvvv9f06dP16KOPqn379rJYLDpy5IgyMjIUHx+v5557zulvnO3Ep9vh4eF66aWXqjzGz89PCxYs0IIFC5z+3qh7x/NKtONskd22xFjWbgcAAACAmnK6cA8PD9e2bdv0+uuv68MPP9SJEydkGIY6d+6soUOHatKkSfLz86vLWNGArDls/2579zBvxQV7mxQNAAAAADRcThfukuTr66vp06dr+vTpFe7/9ttvdc0111S4D+7DMAytqqBNHgAAAABQc07PKl+Zs2fP6h//+If69eunvn371kZMaOC+zCxWak6JbeztId3SnjZ5AAAAALgcNXrifkleXp6Sk5O1evVq7dixQ6Wlpbr66qv14IMP1nZ8aIDecnja/psIPzX3Y7JAAAAAALgcThfupaWl+vjjj7V69Wq9//77ys/Pl8Vi0d1336377rtP0dHRdRknGoiiUkPrjzis3U6bPAAAAABctmoL988//1xJSUl6++23de7cOV199dWaOXOmunfvrjFjxmjAgAEU7bD5+FSBzhVabeMQH4uGRTJpIQAAAABcrioL9+uvv15paWmKiIjQnXfeqXHjxqlTp06SpOPHj9dLgGhYHNduv6V9gHw9WbsdAAAAAC5XlYX7kSNHFB0drUcffVQ33XSTAgJoeUblsgutev94gd22BNZuBwAAAIArUuWs8kuWLFH79u01ffp0dejQQXfddZc2bdqk4uLi+ooPDcg7R/NVVNYlr/ZNPNWjpY95AQEAAABAI1DlE/fbbrtNt912m9LT07V69WqtXr1at99+u5o2baq+ffvKYrHIYqENGj9Zdaj82u3cHwAAAABwZZxaxz08PFx/+MMftH37du3cuVNTpkzR/v37ZRiG7r//ft17771KTk7WhQsX6jpeuKi0H0u0O6PIbltiHK9WAAAAAMCVqvE67ldffbX+/Oc/689//rO2b9+upKQkJScna9WqVfLz89OZM2fqIk64OMdJ6Xq19FG7JjW+vQAAqHNFkyZJknJychQcHGxyNAAAVO+KKqt+/fqpX79+WrhwoTZt2qTVq1fXVlxoQAzDKFe487QdAOCq8hcvliQdS01VfHy8ydEAAFC9Wnkk6uvrq7Fjx2rs2LG1cTo0MHszipSWW2ob+3hIY9oxmzwAAAAA1Aan3nEHqpJ0ON9uPDzKTyG+3FoAAAAAUBuornBFCksNrU8rP5s8AAAAAKB2ULjjinxwokDZRYZt3NzXQ0Pa+pkYEQAAAAA0LhTuuCKrHCaluyXGXz6erN0OAAAAALWF9bpw2c4VlOqjkwV2226lTR4A4OKCQ0IkSd1/HudkZ5sXDAAATuCJOy7b+rR8FVvLxvHBXrquhbd5AQEAAABAI0ThjstWbu322ABZLLTJAwAAAEBtonDHZUnNKdbnPxTbbRsfy9rtAAAAAFDbKNxxWRzXbu/bykdRQUyZAAAAAAC1jcIdNWY1jHJt8qzdDgAAAAB1g8IdNbYrvUgn8kptYz9PaXQ72uQBAAAAoC5QuKPGVh2yf9o+IspfTX24lQAAAACgLlBtoUbySwxtOGr/fntiHG3yAAAAAFBXKNxRI+8fz9ePxYZt3NLfQwPb+JoYEQAAAAA0bhTuqBHHSenGxfjLy4O12wEAAACgrlC4w2kZ+aX6+FSh3TZmkwcAAACAukXhDqetO5Kv0rIueV0T4qVrm3mbFxAAAAAAuAEKdzhtlePa7XEBslhokwcAAACAuuRldgBoGL7LKtb+c8W2sUXS+Bja5AEADU9p166SpILCQvn5MsEqAMD1UbjDKY6T0t3YxldtAj1NigYAgMuXt3WrJCk1NVXx8fEmRwMAQPVolUe1Sq2G1hx2WLudSekAAAAAoF5QuKNaO84W6tTFUts4wMuim6P9TIwIAAAAANwHhTuqtcrhafvIaD8FeXPrAAAAAEB9oPpClS4UW5V8lDZ5AAAAADALhTuq9N7xAl0oKVu8vXWAh/q3ZgZeAAAAAKgvzCqPKq06ZD+b/PiYAHl6sHY7AKDhCrrxRknS1T8vB3dplnkAAFwVhTsqdeZiqbacKbTblhhHmzwAoGHz3L9fkhRochwAADiLVnlUau3hi7KWdcmrSzNvXRPqbV5AAAAAAOCGKNxRqVWH7dvkedoOAAAAAPWPwh0V+up8sb7JKrGNPSzSuPb+JkYEAAAAAO6Jwh0VSnKYlG5wG1+FB3iaFA0AAAAAuC8Kd5RTYjW05oh94Z5AmzwAAAAAmILCHeVsPVOo9HyrbdzE26KbovxMjAgAAAAA3JdphfuiRYs0cOBARUZGKjY2VgkJCfr222/tjgkJCanwa9asWbZjDMPQs88+q6uuukqtWrXSiBEj9N1339X35TQqjmu3j2rnrwAvPuMBAAAAADOYVo3t2LFDd911lz744AMlJyfLy8tLY8aMUVZWlu2YgwcP2n2tWrVKkjRmzBjbMYsXL9aSJUv0/PPP67///a/CwsI0duxY5ebm1vs1NQa5xVa9e6zAbltiLG3yAAAAAGAWL7O+8fr16+3Gy5YtU1RUlHbv3q3hw4dLksLDw+2O2bRpk+Li4tS3b19JPz1tf/nll/Xggw9q9OjRkqSXX35Z8fHxWrt2raZMmVIPV9K4JB/NV35p2eLtEYGe6tPKx8SIAAAAAMC9uUz/c15enqxWq0JCQircn5ubq/Xr12vSpEm2bceOHVN6eroGDRpk2+bv76/evXtrz549dR5zY5R0ON9unBDrLw+LxaRoAAAAAACmPXF3NHfuXHXp0kU9evSocP+6detUWFioW2+91bYtPT1dkhQWFmZ3bFhYmM6cOVPp90pNTa2FiOtefcd5ttCi7Wf8JJUV6r28flBqaka9xuEKGso90hiRe/OQe/OQ+/rV3WFM/usfOTcPuTcPuTdPQ8h9fHx8lftdonCfP3++du/erc2bN8vTs+K1wlesWKERI0aoRYsW5fZZHJ4IG4ZRbtsvVZcUV5Camlrvcb57IFeGfrSNf9XCW7/p2rZeY3AFZuQePyH35iH35iH35iP/9Yt73jzk3jzk3jyNJfemt8rPmzdP69atU3Jystq1a1fhMQcOHNCXX35p1yYvlb0Dn5Fh/0Q4MzOz3FN4VM0wjHKzyScwKR0AAAAAmM7Uwn3OnDlau3atkpOT1aFDh0qPW7FihaKiojRgwAC77dHR0QoPD1dKSoptW0FBgXbt2qWePXvWVdiN0v5zxTqYU2Ibe1mk38X4mxgRAAB1Iyc7WznZ2fr8s8+Uk51tdjgAAFTLtFb5WbNmKSkpSW+88YZCQkJs76sHBgYqKCjIdtzFixe1Zs0azZgxo1z7u8Vi0b333quFCxcqPj5ecXFxeuGFFxQYGKhx48bV6/U0dG85PG0fEuGnFn4Vv7YAAAAAAKg/phXuy5cvlyTbMm6XzJkzR/PmzbON169frwsXLuj222+v8DwPPPCA8vPzNXv2bGVnZ+v666/X+vXr1aRJk7oLvpEpthpal2Y/m/ytcbTJAwAAAIArMK1wz3ayNe2OO+7QHXfcUel+i8WiefPm2RX7qJlPThUos8BqGzf1sWhYhJ+JEQEAAAAALjF9cjqYL+mQ/dP2W9r5y8+LtdsBAAAAwBVQuLu57EKrNp2wL9wTaJMHAAAAAJfhEuu4wzzJx/JVWFo2jg7yVK+WPuYFBABAHfN/4AFJUnROjvyDg5W/eLHJEQEAUDUKdzfnOJt8QlxAudn7AQBoTHxWrJAkhf08pnAHALg6WuXd2NHcEu1KL7LblhhLmzwAAAAAuBIKdze2+rD90/YeYT6KaUoTBgAAAAC4Egp3N2UYhpIcCvdEJqUDAAAAAJdD4e6mPv+hWId/LJuVzsdDGtve38SIAAAAAAAVoXB3U45P24dF+inUl9sBAAAAAFwNlZobKio1tC7NYTZ5JqUDAAAAAJdE4e6GPjxZoKxCwzYO9bVoaISfiREBAAAAACpD4e6GVjms3f679gHy8WTtdgAAAABwRRTubiar0KoPThbYbWM2eQAAAABwXRTubmZ92kUVW8vGsU09dX0Lb/MCAgAAAABUicLdzSQdyrcbJ8YGyGKhTR4AAAAAXBWFuxs5nFOivT8U2W2bwGzyAAAAAODSKNzdSNIR+0npeof7KLqJl0nRAAAAAACcQdXmJgzDUJLDbPJMSgcAcEe5W7ZIkk4cP67IqChzgwEAwAkU7m5id0aRjuWV2sa+ntLodv4mRgQAgDms3bpJki4GBsoaH29yNAAAVI9WeTfhuHb7TZH+Cvbhxw8AAAAAro7KzQ0UlBh6+6jDbPK0yQMAAABAg0Dh7gY2nyjQj0WGbdzCz0OD2vqaGBEAAAAAwFkU7m5g1WH7NvlxMf7y9mDtdgAAAABoCJicrpHLLCjVxycL7LYlsnY7AMCNeb/+uiSpRXq6vMPDVTx5spnhAABQLQr3Rm7dkXyVlHXJ66oQL3Vt7m1eQAAAmCzgwQclSe1+HudQuAMAXByt8o2cY5t8QmyALBba5AEAAACgoaBwb8QOZhfry8xi29giaXwMa7cDAAAAQENC4d6IJTk8be/X2lcRQbwdAQAAAAANCYV7I2U1DK0+7LB2eyxP2wEAAABoI+unAAAZLElEQVSgoaFwb6R2nC3SyQultrG/p0Uj21G4AwAAAEBDQ+HeSDm2yY+M9lMTb37cAAAAANDQUMk1QhdLrNqQZt8mnxDH2u0AAAAA0BBRuDdCm44XKO8Xi7e38vfQja19TYwIAAAAAHC5KNwboVWH7Nvkx8UEyMuDtdsBAAAAoCGicG9k0i+W6r+nC+22JdImDwAAAAANFoV7I7PmyEVZy7rk1SnUS52beZsXEAAAAADgilC4NzJJjmu387QdAAAAABo0CvdG5JvzxfrqfLFt7GGRxsdQuAMAAABAQ+ZldgCoPY5rtw9s46tWAZ4mRQMAgGu6+OKLkqSM9HS1DA83ORoAAKpH4d5IlFoNrTliX7gnxPK0HQAAR8WTJ0uSMlNTFRofb24wAAA4gVb5RmLbmUKduWi1jYO8LBoR5WdiRAAAAACA2kDh3ki85dAmP7KdvwK9+fECAAAAQENHZdcI5BVb9e6xArttibTJAwAAAECjQOHeCGw8VqCLJWWLt7cN8FS/1j4mRgQAAAAAqC1MTtcIOM4mPyHWXx4Wi0nRAADg2jz27ZMkBRw/Lo8LF2Tt1s3kiAAAqBqFewN36kKptp4utNuWEEebPAAAlWkyYIAk6ZqfxznZ2abFAgCAM0xrlV+0aJEGDhyoyMhIxcbGKiEhQd9++2254w4dOqQ77rhDUVFRat26tfr376+DBw/a9hcWFmr27NmKiYlRmzZtlJiYqFOnTtXnpZhq7ZGLMn4x7tbcW1eFeJsWDwAAAACgdplWuO/YsUN33XWXPvjgAyUnJ8vLy0tjxoxRVlaW7ZijR49q2LBhio6OVnJysnbt2qVHH31UgYGBtmPmzZunjRs36tVXX9WmTZuUm5urhIQElZaWmnFZ9cowDK06xNrtAAAAANCYmdYqv379ervxsmXLFBUVpd27d2v48OGSpL/85S8aNGiQnn76adtx7dq1s/13Tk6OVq5cqSVLlmjgwIG283Tp0kVbtmzR4MGD6/5CTHTgfLG+yy6xjT0t0rgYfxMjAgAAAADUNpeZVT4vL09Wq1UhISGSJKvVqs2bN6tjx4763e9+p9jYWA0cONCu4N+3b5+Ki4s1aNAg27aIiAh17NhRe/bsqfdrqG+OT9uHtPVVmL+nSdEAAAAAAOqCy0xON3fuXHXp0kU9evSQJP3www/Ky8vTokWLNH/+fD3++OPatm2bfv/73ysgIEC//e1vlZGRIU9PTzVv3tzuXGFhYcrIyKj0e6WmptbptdSWquIsMaSkVH9JZbPH3xj4o1JTsyr9M3BeQ7lHGiNybx5ybx5yX7+6O4zJf/0j5+Yh9+Yh9+ZpCLmPj4+vcr9LFO7z58/X7t27tXnzZnl6/vTE2Gq1SpJuuukm3X///ZKka6+9Vvv27dPy5cv129/+ttLzGYYhSxXLoVWXFFeQmppaZZwfnijQ+eJztnFTb4um9Ggvfy+WgbtS1eUedYfcm4fcm4fcm4/81y/uefOQe/OQe/M0ltyb3io/b948rVu3TsnJyXbvrzdv3lxeXl7q2LGj3fEdOnTQyZMnJUktW7ZUaWmpzp07Z3dMZmamwsLC6jx2Mzmu3T6mvT9FOwAAAAA0QqYW7nPmzNHatWuVnJysDh062O3z8fHRr371q3JtDYcOHVJkZKQkqVu3bvL29lZKSopt/6lTp3Tw4EH17Nmz7i/AJDlFVr13PN9uG7PJAwAAAEDjZFqr/KxZs5SUlKQ33nhDISEhSk9PlyQFBgYqKChIkjRjxgxNmTJFvXv3Vv/+/bV9+3atX79eb775piQpODhYd955px577DGFhYUpNDRUjzzyiDp16qQBAwaYdWl1Lvlovgp+sdpdVJCnfh3uY15AAAAAAIA6Y1rhvnz5cknS6NGj7bbPmTNH8+bNkyTdfPPNevHFF7Vo0SLNnTtXMTExWrp0qYYNG2Y7/plnnpGnp6emTJmigoIC9e/fX0uXLrW9K98YrXJok58QGyCPKt7pBwAAAAA0XKYV7tnZ2U4dd/vtt+v222+vdL+fn58WLFigBQsW1FZoLu14Xok+PVtkty0xlrXbAQAAAKCxMn1yOtTM6sP277Z3D/NWXLC3SdEAAAAAAOoahXsDYhhGudnkE5mUDgAAAAAaNZdYxx3O+SKzWKk5Jbaxt4d0S3va5AEAqImiSZMkSTk5OQoODjY5GgAAqkfh3oA4Tko3NMJPzfwa7yR8AADUhfzFiyVJx1JTFR8fb3I0AABUj1b5BqKo1NC6I6zdDgAAAADuhsK9gfj4VIHOF1pt4xAfi4ZF+pkYEQAAAACgPlC4NxCrDtm3yd/SPkC+nqzdDgAAAACNHYV7A5BdaNXmEwV22xLjmJQOAAAAANwBhXsD8HZavorKuuQV08RTN4T5mBcQAAAAAKDeMKt8A+C4dntCXIAsFtrkAQC4HMEhIZKk7j+Pc7KzzQsGAAAn8MTdxaX9WKLdGUV225hNHgAAAADcB4W7i3N82v7rcB+1a0KjBAAAAAC4Cwp3F2YYRvk2eZ62AwAAAIBboXB3YXszipSWW2ob+3pKY9oxmzwAAAAAuBMKdxe2yuFp+28j/RTiy48MAAAAANwJVaCLKrJK69Py7bYl0iYPAAAAAG6Hwt1F7TjvqZwiwzZu7uuhIRF+JkYEAAAAADADhbuLei/D0278uxh/eXuwdjsAAAAAuBsKdxd0rqBUn2bZF+60yQMAAACAe6Jwd0HrjuSr1Ch7ut4h2EvXtfA2MSIAAAAAgFko3F1QRWu3Wyy0yQMAAACAO6JwdzGpOcX6X2ax3bYJsazdDgAAAADuisLdxSQdsl8Crm8rH0UGeZkUDQAAAADAbFSELibE16I2AR46fdEqSUqMY1I6AABqU2nXrpKkgsJC+fn6mhwNAADVo3B3Mfd3bqJ7rwnSqv8d0c7CZhoVTZs8AAC1KW/rVklSamqq4uPjTY4GAIDqUbi7IE8Pi3qEWHV7fKjZoQAAAAAATMY77gAAAAAAuDAKdwAAAAAAXBiFOwAAAAAALozCHQAAAAAAF8bkdAAAwK0E3XijJOnqn5eDuzTLPAAArorCHQAAuBXP/fslSYEmxwEAgLNolQcAAAAAwIVRuAMAAAAA4MIo3AEAAAAAcGEU7gAAAAAAuDAKdwAAAAAAXBiFOwAAAAAALozCHQAAAAAAF0bhDgAAAACAC6NwBwAAAADAhVG4AwAAAADgwijcAQAAAABwYRTuAAAAAAC4MEt2drZhdhAAAAAAAKBiPHEHAAAAAMCFUbgDAAAAAODCKNwBAAAAAHBhFO4AAAAAALgwCncAAAAAAFyYWxfuixYt0sCBAxUZGanY2FglJCTo22+/tTvGMAw9++yzuuqqq9SqVSuNGDFC3333nd0xL7zwgoYNG6Y2bdooJCSkwu+1detWDR06VBEREerYsaMef/xxlZSUVBnf2bNndffdd+uGG25Qs2bNdO+991Z43IYNG9SzZ0+1bNlSPXv21MaNG6s8b1ZWlmbPnq0bbrhBrVq1UqdOnfTHP/5R58+ftx1jtVqVmJiozp07Kzw8XB07dtS0adN0+vTpKs/tLHJfee5/qaCgQH369FFISIi+/PLLKs/tLHJfde67dOmikJAQu68///nPVZ7bWeS++vv+k08+0W9+8xu1bt1aUVFRGjVqVJXndgZ5rzzv27dvL3e/X/p65513qjy/M8h91ff8oUOHdNtttykmJkYREREaMmSIPv744yrP7SxyX3Xu9+3bpzFjxigqKkrt27fXAw88oLy8vCrP7Sx3zb0kzZgxQ926dVOrVq0UGxurW2+9VQcPHrQ7Jjs7W9OmTVNUVJSioqI0bdo0ZWdnV3tuZ5D7qnPvzHVdrsaQ+++++04TJ05U165dFRISomeffdapa6+t66qOWxfuO3bs0F133aUPPvhAycnJ8vLy0pgxY5SVlWU7ZvHixVqyZImef/55/fe//1VYWJjGjh2r3Nxc2zGFhYW6+eabK/2f7+uvv9b48eM1cOBAbdu2Ta+++qref//9aouBwsJCNWvWTA8++KC6d+9e4TF79+7V1KlTNX78eG3fvl3jx4/X5MmT9fnnn1d63jNnzujMmTN64okntHPnTi1btkw7d+7UXXfdZXdc//799dprr+mzzz7Tv//9bx09elR33HFHlTE7i9xXnftL/vSnP6lt27ZVxlpT5L763D/88MM6ePCg7WvWrFlVxuwscl917t99911NnTpVCQkJ2rZtmz766KNa+TuHvFee9549e9rd6wcPHtQf//hHBQUFaciQIVXG7QxyX/U9n5CQoMLCQm3YsEHbtm1Tr169dNtttyktLa3KuJ1B7ivP/ZkzZzRmzBi1a9dOn3zyidatW6fvv/9e/+///b8qY3aWu+Zekq677jq99NJL2rNnj9atWyfDMDRmzBgVFxfbjrn77rt14MABrVmzRmvXrtWBAwc0ffr0Ks/rLHJfde6ru64r0Rhyn5+fr6ioKD366KOKjo52+tpr47qcwTruv5CXl6eoqCi9+eabGj58uAzD0FVXXaXf//73tl/c8/PzFR8fr6eeekpTpkyx+/MbNmzQpEmTyn1q+OSTT+qjjz7S9u3bbdvef/99TZkyRampqWrSpEm1sSUkJKhZs2Z6+eWX7bZPmTJFWVlZdk9GRo8erRYtWujVV191+to//PBDJSQk6NixY2ratGmFx2zatEm33Xabzp49Kz8/P6fP7QxyXz737733np566imtWLFCPXv2VEpKiq677jqnz+sscm+f+y5dumjatGn6wx/+4PR5Lhe5L8t9aWmpunbtqtmzZ2vSpElOn+dykPeq/67v3r27+vTpo8WLFzt9XmeR+7Lcnzt3TrGxsUpOTlb//v0lSSUlJWrZsqVee+01jR492ulzO4Pcl+X+9ddf15NPPqnU1FR5enpKkr755hv16dNHX3zxhWJiYpw+tzPcOfdff/21+vbtq88++0zx8fE6ePCgevbsqc2bN6tXr16SpF27dmn48OG2Y2oTue9bYV4ru67a1BBz/0u//vWvNWrUKM2bN6/Kc9XWdTnDrZ+4O8rLy5PVarW1Lxw7dkzp6ekaNGiQ7Rh/f3/17t1be/bscfq8hYWF5Qpdf39/FRQUaN++fVcU82effWYXnyQNHjy4RvFJUm5urnx9fRUQEFDh/qysLK1Zs0bdu3ev9aJdIveOuT916pRmzpypV155pU7y/Uvkvvx9/49//EPt27dX37599cILL6ioqOiK4q0MuS/L/b59+3Ty5En5+Piof//+6tChg8aOHav9+/dfUbwVIe+V/12/fft2HTp0SJMnT77cUKtE7sty36xZM3Xs2FFJSUnKy8tTaWmpXn/9dQUFBalnz55XFHNFyH1Z7gsLC+Xt7W0r2i/FLP1URNY2d839hQsX9OabbyoiIkJRUVGSfnqa7HiP9+rVS4GBgTX+uTqD3Jflvr41xNxfjtq6LmdQuP/C3Llz1aVLF/Xo0UOSlJ6eLkkKCwuzOy4sLEwZGRlOn3fw4MH6/PPPtWrVKpWUlOj06dN6/vnn7b7H5UpPT7/i+LKzs/X0009r4sSJ8vLystv3+OOPq02bNmrfvr1OnjyppKSkK4q3MuS+LPelpaX6/e9/r/vuu0/XXnvtFcXoDHJvf99Pnz5dy5cv18aNGzVt2jS99NJLmjlz5hXFWxlyX5b7o0ePSpKefvppzZw5U6tXr1abNm10880368yZM1cUsyPyXv7v+ktWrFihzp0710l3j0Tuf5l7i8Wit99+W999950iIyPVsmVLPffcc1q7dq1atWp1RTFXhNyX5b5///46d+6c/va3v6moqEjZ2dm2Ntsrjbki7pb75cuXq23btmrbtq0+/vhjJScny9fXV5KUkZGh5s2by2Kx2I63WCxq0aJFja7dWeS+LPf1rSHm/nLU1nU5g8L9Z/Pnz9fu3bu1cuVKu09gJdn95SL91BLhuK0qgwYN0lNPPaWHH35Y4eHh6t69u4YOHSpJtu916X+ytm3b6qGHHqpR7FXFt3DhQrtznzhxwu7YCxcu6NZbb1Xr1q315JNPljv3jBkztG3bNr399tvy9PTUtGnTZBi1+3YFubfP/cKFC+Xt7a3777+/RrFcDnJf/r6///771b9/f3Xu3FkTJ07UwoULtXLlykonELxc5N4+91arVZI0a9YsjR49Wt26ddPixYsVHBxcqx8YkveK/66XpPPnz2vjxo119rSd3Nvn3jAMzZw5U82aNdP777+vTz75RKNHj9bEiRNrbSLYS8i9fe6vvvpqvfzyy3r55ZfVunVrdejQQdHR0WrZsmW5/Fwpd8z9+PHjtW3bNr333nuKjY3VpEmTdPHixUrP63ju2kLuy+e+vjTk3Fdl9erVdufeuXOnbd+VXpczKv7I3c3MmzdP69ev18aNG9WuXTvb9vDwcEk/fToYERFh256ZmVnuU5Xq3H///brvvvt09uxZhYSE6Pjx43riiSdsEx/88j0NZ97N+GWMjp/m/DK+qVOnauzYsbZ9rVu3tv13Xl6exo8fL0lKSkqqsCW7efPmat68ueLi4tShQwd16tRJu3btUu/evZ2OsSrkvnzut27dql27dqlFixZ25x4yZIhuueUW/fOf/3Q6xqqQ+8rv+1+6/vrrJUlHjhxRs2bNnI6xKuS+fO4vXXvHjh1t27y8vBQTE6OTJ086HV9VyHvV9/xbb70lDw8P27G1idyXz/22bdu0efNmpaWl2VpJu3XrppSUFL355puaPXu20zFWhdxXfN+PHz9e48ePV0ZGhgICAmSxWLRkyZIaTUhVHXfNfXBwsIKDgxUbG6sbbrhB7dq1U3JyshITE9WyZUtlZmbaFTWGYejcuXM1vvaqkPvyua8vDTn31Rk+fLjdxHatW7e2PXGvjeuqjts/cZ8zZ47Wrl2r5ORkdejQwW5fdHS0wsPDlZKSYttWUFCgXbt2Xdb7ZxaLRa1bt5a/v7/Wrl2riIgIde3aVZIUExNj+6rJD/mGG26wi0+SUlJSbPGFhobanftSm1hubq7GjRsnq9Wq1atXKygoqNrvdemJWG2970vuK879kiVLtGPHDm3fvl3bt2/XmjVrJEn//Oc/a21ZMnLv/H3/1VdfSSr7B+dKkfuKc9+tWzf5+voqNTXVts1qtSotLU2RkZE1vnZH5L36e37lypUaM2aMgoODa3rJVSL3Fef+0lMwDw/7X8U8PDxs/95eKXJf/X3fsmVLBQUFaf369fLz89OAAQNqeOUVc9fcOzIMQ4Zh2H537NGjh/Ly8rR3717bMXv37tWFCxdqbW4Hcv8Tx9zXh4ae++o0adLE7tz+/v61fl1Vcesn7rNmzVJSUpLeeOMNhYSE2D4xCQwMVFBQkCwWi+69914tXLhQ8fHxiouL0wsvvKDAwECNGzfOdp4TJ04oKytLx48flyQdOHBA0k83zaV/LP7+979r8ODB8vDw0MaNG/Xiiy/qtddeq7Yl69K5fvzxR1ksFh04cEA+Pj666qqrJEn33HOPbrrpJi1atEg333yz3n33XW3fvl2bN2+u9Jy5ubm65ZZblJubqzfffFMXL160/QIRGhoqHx8f7d27V/v371evXr0UHBystLQ0PfPMM4qKirLNAnolyH3luf/lp5OXciJJ7du3r5Wl4ch91ff9Z599pn79+qlp06b68ssvNX/+fA0fPrxWikdyX3numzZtqilTpui5555T27ZtFRUVpVdeeUU5OTmaMGHC5aTbhrxXnvdLdu3ape+//14vvvhijXJbHXJfee579Oih0NBQ3XfffXr44Yfl7++vFStW6OjRoxo2bNjlpNsOua/6vn/llVfUo0cPBQUFKSUlRY899pgef/zxWlnb2l1zf+TIESUnJ2vAgAFq3ry5Tp8+rb/97W/y8fGx3dMdO3bUkCFD9NBDD2nx4sUyDEMPPfSQhg0bViszypP7ynPv7HVdrsaQ+6KiIn3//feSfiq+MzIydODAAQUFBVW62kRtXle1srOzDXf9klTh15w5c2zHZGVlGXPmzDHCw8MNX19fo3fv3sbOnTvtznPrrbdWeJ6NGzfajunXr5/RtGlTw8/Pz+jevbuxZs2ay44xMjLS7pgVK1YY8fHxhre3t9GhQwfj3//+d5Xn3LhxY6XXfinmbdu2GX379jVCQ0MNHx8fIyoqypg6darxzTffkPs6zr3j1/79+w1JRkpKCrmv49xv2bLF6N69uy3m+Ph4Y86cOcbp06fJfT3c9z/88IMxY8YMo2XLlkaTJk2MPn36GFu2bCHvdZz37OxsIzEx0ejYsWOt3Ofk3vncp6SkGIMGDTJCQ0ONJk2aGNdff72RlJRE7ush9wkJCbbfcTp16mQsXbqU+/4Kc//1118bQ4YMMVq0aGF4e3sbbdu2NcaPH2/s3bvX7ri0tDRjwoQJRpMmTYwmTZoYEyZMMI4ePUru6yH3zlyXO+f+0u/cjl99+vSp8ry1dV3VfbGOOwAAAAAALszt33EHAAAAAMCVUbgDAAAAAODCKNwBAAAAAHBhFO4AAAAAALgwCncAAAAAAFwYhTsAAAAAAC6Mwh0AAAAAABdG4Q4AAAAAgAujcAcAAAAAwIX9/yP5pPkHLqbhAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2017-05-22\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/866470387248316416\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----\n",
+      "Date of tweet : 2018-10-05\n",
+      "Link to the tweet : https://twitter.com/elonmusk/status/1048114562694696966\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ploting_delta(top_200_TSLA_tweets_interactions)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# PART 2 - Tweet Analysis & Business Intelligence conclusions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As stated above, the overall correlation between tweet activity & the stock price is hard to measure, the stock evolution being possibly influence by many factors.\n",
+    "\n",
+    "I Selected a list of tweets, all issued from the top influential ones, which have represented important steps in Tesla history, to measure specifically whether those events may have had a clear impact\n",
+    "\n",
+    "Natural Language Processing was envisaged to analyze Musk's tweet but was not an efficient solution, due to the fact that the tweets which may be considered negative were often regarding Stock issues, and would not have been necessarily considered negative by the word tonality."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Hypothesis & Methodology"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The idea is to check on several tweet to analyze their content\n",
+    "- It is assumed that each Product & feature launchs would have a positive impact on the stock trend on the following day\n",
+    "- Controversies & joke/negative contents on the contrary would have negative impact on the stock trend on the following day\n",
+    "\n",
+    "\n",
+    "Overall, the top tweets gathered belong to three categories :\n",
+    "- product announcement, launching & event promotion\n",
+    "- controversies over prices\n",
+    "- specific technical discussion\n",
+    "\n",
+    "Hereafter all 3 categories will be discussed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_200_TSLA_tweets_interactions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2 - 1 - Product & feature launching"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "List of important product launch during the study period :\n",
+    "    - Model X (September 2015)\n",
+    "    - Model 3 (July 2017)\n",
+    "    - Tesla Semi (presented in November 2017 but yet not produced)\n",
+    "    - Tesla Roadster (presented in November 2017 but yet not produced)\n",
+    "    - CyberTruck (November 2019)\n",
+    "    \n",
+    "Top tweets related to those events will be analysed, sorted descendingly in terms of interactions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**CyberTruck**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The CyberTruck launched in November 2019 generated **7 tweets among the Top 20 in terms Interaction** ;\n",
+    "Both the grand exposure gave by Twitter, and the important impact of the event, generated important positive visibility to the brand."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Last product to be launched, this product generated the most attention on Twitter, due to the originality of the product (both design & technological).\n",
+    "\n",
+    "Nonetheless, the stock reacted negatively to the product launch - negative trends keeping on, indepently of the social media \"buzz\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<blockquote class='twitter-tweet'><a href=https://twitter.com/elonmusk/status/1198723473708699648></a></blockquote> <script async src='https://platform.twitter.com/widgets.js' charset='utf-8'></script>1"
+      ],
+      "text/plain": [
+       "<__main__.Tweet at 0x2a2de3ae908>"
+      ]
+     },
+     "execution_count": 179,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "url20191124 = create_Twitter_link('https://twitter.com/elonmusk/status/1198723473708699648')\n",
+    "\n",
+    "Tweet(url20191124)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2019-11-24.png>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Tesla Semi**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<blockquote class='twitter-tweet'><a href=https://twitter.com/elonmusk/status/1112106548363292672></a></blockquote> <script async src='https://platform.twitter.com/widgets.js' charset='utf-8'></script>1"
+      ],
+      "text/plain": [
+       "<__main__.Tweet at 0x2a2de311f98>"
+      ]
+     },
+     "execution_count": 180,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#8 in terms of Top Interactions\n",
+    "\n",
+    "url20190330 = create_Twitter_link('https://twitter.com/elonmusk/status/1112106548363292672')\n",
+    "\n",
+    "Tweet(url20190330)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2019-03-30.png>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Features launch\n",
+    "\n",
+    "- April 23rd : presentation of AutoPilot through a video"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<blockquote class='twitter-tweet'><a href=https://twitter.com/elonmusk/status/1120479950828703745></a></blockquote> <script async src='https://platform.twitter.com/widgets.js' charset='utf-8'></script>1"
+      ],
+      "text/plain": [
+       "<__main__.Tweet at 0x2a2de1af6d8>"
+      ]
+     },
+     "execution_count": 181,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "url2304= create_Twitter_link('https://twitter.com/elonmusk/status/1120479950828703745')\n",
+    "\n",
+    "Tweet(url2304)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2019-04-23.png>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url2304bis = create_Twitter_link('https://twitter.com/elonmusk/status/1120801643115663360')\n",
+    "\n",
+    "Tweet(url2304bis)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Gigafactory**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "3 tweets mentions the Gigafactory in the top 200 Twitter interactions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Rank 3\n",
+    "\n",
+    "url20200107 = create_Twitter_link('https://twitter.com/elonmusk/status/1214483582363693057')\n",
+    "\n",
+    "Tweet(url20200107)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The launch of Gigafactory would be considered a positive impact on the stock price, due to the increase of production capacity.\n",
+    "\n",
+    "But the stock began to increase before, either by anticipation of the increased production, or due to outside influence"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2020-01-07.png>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Model 3**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "2 main events for Model 3 :\n",
+    "- product unveil in February 2016\n",
+    "- product launch in July 2017\n",
+    "\n",
+    "\n",
+    "Model 3 production has been harsh, so-called \"Production Hell\", due to factory unpreparation, and has been highly criticized for not deliverying on time from 2017 to late 2018.\n",
+    "\n",
+    "It has harmed the company reputation and has made stock decreased.\n",
+    "\n",
+    "The hypothesis here is to check whether positive anouncement from Musk on the production had positive impact."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 184,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Creating a specific DF for Model 3 to check its volume\n",
+    "\n",
+    "dfModel3 = top_200_TSLA_tweets_interactions[top_200_TSLA_tweets_interactions['text'].str.contains(pat=\"Model 3|Model3\") == True]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>text</th>\n",
+       "      <th>retweets</th>\n",
+       "      <th>replies</th>\n",
+       "      <th>favorites</th>\n",
+       "      <th>tweet_interactions</th>\n",
+       "      <th>permalink</th>\n",
+       "      <th>to</th>\n",
+       "      <th>hashtags</th>\n",
+       "      <th>mentions</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>2018-04-01</td>\n",
+       "      <td>Elon was found passed out against a Tesla Model 3, surrounded by \"Teslaquilla\" bottles, the trac...</td>\n",
+       "      <td>18887</td>\n",
+       "      <td>3293</td>\n",
+       "      <td>113590</td>\n",
+       "      <td>135770</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/980566116614291456</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>2017-10-06</td>\n",
+       "      <td>Tesla Semi unveil now Nov 16. Diverting resources to fix Model 3 bottlenecks &amp; increase battery ...</td>\n",
+       "      <td>9175</td>\n",
+       "      <td>2027</td>\n",
+       "      <td>52098</td>\n",
+       "      <td>63300</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/916395155120205825</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>2018-10-18</td>\n",
+       "      <td>Just released lower cost, mid-range Tesla Model 3 &amp; super simple new order page</td>\n",
+       "      <td>5505</td>\n",
+       "      <td>3380</td>\n",
+       "      <td>47660</td>\n",
+       "      <td>56545</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1053060766771761152</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>2018-06-16</td>\n",
+       "      <td>Amazing work by Tesla team. Built entire new general assembly line in 3 weeks w minimal resource...</td>\n",
+       "      <td>4458</td>\n",
+       "      <td>1463</td>\n",
+       "      <td>47826</td>\n",
+       "      <td>53747</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1008081295090450432</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>2019-02-09</td>\n",
+       "      <td>Just left Zeebrugge, now Tilburg, then Tesla HQ in Amsterdam &amp; Oslo tonight to review service in...</td>\n",
+       "      <td>2655</td>\n",
+       "      <td>2169</td>\n",
+       "      <td>46254</td>\n",
+       "      <td>51078</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1094232094912512000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>2018-05-20</td>\n",
+       "      <td>Tesla dual motor, all-wheel drive performance Model 3: 3.5 sec 0-60mph 155 mph Top Speed 310 mil...</td>\n",
+       "      <td>4624</td>\n",
+       "      <td>1083</td>\n",
+       "      <td>39589</td>\n",
+       "      <td>45296</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/998084314200862720</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>2019-03-03</td>\n",
+       "      <td>Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more &amp; have slig...</td>\n",
+       "      <td>1972</td>\n",
+       "      <td>688</td>\n",
+       "      <td>31507</td>\n",
+       "      <td>34167</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1102338251497431040</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>2019-03-01</td>\n",
+       "      <td>Exact Tesla Model 3 in my profile pic costs $35k before incentives &amp; takes 1 minute to buy onlin...</td>\n",
+       "      <td>2910</td>\n",
+       "      <td>1716</td>\n",
+       "      <td>28220</td>\n",
+       "      <td>32846</td>\n",
+       "      <td>https://twitter.com/elonmusk/status/1101289621537808384</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date  \\\n",
+       "33   2018-04-01   \n",
+       "78   2017-10-06   \n",
+       "89   2018-10-18   \n",
+       "103  2018-06-16   \n",
+       "110  2019-02-09   \n",
+       "132  2018-05-20   \n",
+       "181  2019-03-03   \n",
+       "189  2019-03-01   \n",
+       "\n",
+       "                                                                                                    text  \\\n",
+       "33   Elon was found passed out against a Tesla Model 3, surrounded by \"Teslaquilla\" bottles, the trac...   \n",
+       "78   Tesla Semi unveil now Nov 16. Diverting resources to fix Model 3 bottlenecks & increase battery ...   \n",
+       "89                       Just released lower cost, mid-range Tesla Model 3 & super simple new order page   \n",
+       "103  Amazing work by Tesla team. Built entire new general assembly line in 3 weeks w minimal resource...   \n",
+       "110  Just left Zeebrugge, now Tilburg, then Tesla HQ in Amsterdam & Oslo tonight to review service in...   \n",
+       "132  Tesla dual motor, all-wheel drive performance Model 3: 3.5 sec 0-60mph 155 mph Top Speed 310 mil...   \n",
+       "181  Model Y, being an SUV, is about 10% bigger than Model 3, so will cost about 10% more & have slig...   \n",
+       "189  Exact Tesla Model 3 in my profile pic costs $35k before incentives & takes 1 minute to buy onlin...   \n",
+       "\n",
+       "     retweets  replies  favorites  tweet_interactions  \\\n",
+       "33      18887     3293     113590              135770   \n",
+       "78       9175     2027      52098               63300   \n",
+       "89       5505     3380      47660               56545   \n",
+       "103      4458     1463      47826               53747   \n",
+       "110      2655     2169      46254               51078   \n",
+       "132      4624     1083      39589               45296   \n",
+       "181      1972      688      31507               34167   \n",
+       "189      2910     1716      28220               32846   \n",
+       "\n",
+       "                                                   permalink   to  hashtags  \\\n",
+       "33    https://twitter.com/elonmusk/status/980566116614291456  NaN       NaN   \n",
+       "78    https://twitter.com/elonmusk/status/916395155120205825  NaN       NaN   \n",
+       "89   https://twitter.com/elonmusk/status/1053060766771761152  NaN       NaN   \n",
+       "103  https://twitter.com/elonmusk/status/1008081295090450432  NaN       NaN   \n",
+       "110  https://twitter.com/elonmusk/status/1094232094912512000  NaN       NaN   \n",
+       "132   https://twitter.com/elonmusk/status/998084314200862720  NaN       NaN   \n",
+       "181  https://twitter.com/elonmusk/status/1102338251497431040  NaN       NaN   \n",
+       "189  https://twitter.com/elonmusk/status/1101289621537808384  NaN       NaN   \n",
+       "\n",
+       "    mentions  \n",
+       "33       NaN  \n",
+       "78       NaN  \n",
+       "89       NaN  \n",
+       "103      NaN  \n",
+       "110      NaN  \n",
+       "132      NaN  \n",
+       "181      NaN  \n",
+       "189      NaN  "
+      ]
+     },
+     "execution_count": 185,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dfModel3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- The top Model 3 tweet in terms of interaction is the controversial April's Fool day joke and will be discussed later on\n",
+    "\n",
+    "- The "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<blockquote class='twitter-tweet'><a href=https://twitter.com/elonmusk/status/1053060766771761152></a></blockquote> <script async src='https://platform.twitter.com/widgets.js' charset='utf-8'></script>1"
+      ],
+      "text/plain": [
+       "<__main__.Tweet at 0x2a2de18d710>"
+      ]
+     },
+     "execution_count": 182,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "url201808 = create_Twitter_link('https://twitter.com/elonmusk/status/1053060766771761152')\n",
+    "\n",
+    "Tweet(url201808)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 183,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<blockquote class='twitter-tweet'><a href=https://twitter.com/elonmusk/status/1008081295090450432></a></blockquote> <script async src='https://platform.twitter.com/widgets.js' charset='utf-8'></script>1"
+      ],
+      "text/plain": [
+       "<__main__.Tweet at 0x2a2de19d400>"
+      ]
+     },
+     "execution_count": 183,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Rank 3\n",
+    "\n",
+    "url201808 = create_Twitter_link('https://twitter.com/elonmusk/status/1008081295090450432')\n",
+    "\n",
+    "Tweet(url201808)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2018-10-18.png>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Overall no positive impact."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Starman and the Roadster sent to space**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "3 tweets mention and the launch of the Roadster into space through a Space X rocket\n",
+    "\n",
+    "This important event of 2018, February is considered to have a positive impact on the stock for being a massive technological achievment as well as an important marketing & advertisment operations\n",
+    "\n",
+    "The plot hereafter illustrates on the contrary an important drop in the stocks following the Space X rocket launch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "url20200207 = create_Twitter_link('https://twitter.com/elonmusk/status/961359174230773765')\n",
+    "\n",
+    "Tweet(url20200207)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2018-02-07.png>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2 - 2 - Controversies"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Negative tone tweets\n",
+    "\n",
+    "Hereafter are analysed a list of tweets among the top Interactions which content may be considered negative and might have had negative impact on the stock evolution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "During 2018 & 2019, several  controversies launched on Twitter generated stock turbulences, Musk being accused of stock manipulation by the SEC :\n",
+    "- **2018, August, 7th** : most famous case, Musk announces on Twitter that Tesla's private funding is secured and that the company should go private, once the $420 cap per action is reached\n",
+    "- **2018, April 1st & 2nd** : several jokes about Tesla going bankrupt (\"so bankrupt\") and posting pictures of him looking drunk on a Tesla car "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### What is the Lowest point reached after a top tweet ?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lowest point reached in the stock reached on 2019-06-03. \n",
+    "\n",
+    "Closest tweet before that was published on May, 31st : Content mentioning New Summon Feature (\"Automated\" chauffeur of car summoning) released.\n",
+    "\n",
+    "No major impact on the stock"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url20190531 = create_Twitter_link('https://twitter.com/elonmusk/status/1134578076661141504')\n",
+    "\n",
+    "Tweet(url20190531)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2019-05-31.png>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**2018, August,7th**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Most important controversies : Musk annouced his will to go private once Tesla reached a $420 stock value :\n",
+    "- **opposite happened** : clearly illustrated by the Delta plot\n",
+    "- **important negative** impact, the stock value droping \n",
+    "\n",
+    "In this case a direct correlation made by made regarding the influence of tweets towards the stocks"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Rank number 42 in terms of top Twitter interactions\n",
+    "\n",
+    "url20180807 = create_Twitter_link('https://twitter.com/elonmusk/status/1026872652290379776')\n",
+    "\n",
+    "Tweet(url20180807)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2018-08-07.png>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**2018, April Fool's Joke on Banrkupcy**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Several Tweets joking on the imminent bankrupcy of Tesla, which should have negative impact on the stock, but did not, with an important positive rebound of the stock price on the following day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Top25 in terms of Twitter interactions\n",
+    "\n",
+    "url20180401 = create_Twitter_link('https://twitter.com/elonmusk/status/980566101124722688')\n",
+    "\n",
+    "Tweet(url20180401)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2018-04-01.png >"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Controveries over Production rate**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On February 2019, Musk tweeted about Tesla production evolution, reaching \"around\" 500K units in 2019.\n",
+    "\n",
+    "It has been considered a stock manipulation by the SEC, for giving vague production figures in order of hoping seeing the stock rise.\n",
+    "\n",
+    "The following plot might seem to validate the negative trend."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Top25 in terms of Twitter interactions\n",
+    "\n",
+    "url500k = create_Twitter_link('https://twitter.com/elonmusk/status/1098013283372589056')\n",
+    "\n",
+    "Tweet(url500k)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=https://raw.githubusercontent.com/Binardino/Project-Week-8-Final-Project/master/DataSets/Top_tweets_stock_impact_plot/2019-02-20.png >"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Banrkupcy mentioned**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On December 2019, following important raise of the stock, Musk mentions hypothetical bankrupcy for its companies, which might be considered a negative message sent to the investors ;\n",
+    "Yet no major inflexion over the evolution of stock prices."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<blockquote class='twitter-tweet'><a href=https://twitter.com/elonmusk/status/1208831048026509312></a></blockquote> <script async src='https://platform.twitter.com/widgets.js' charset='utf-8'></script>1"
+      ],
+      "text/plain": [
+       "<__main__.Tweet at 0x2a2de1fb1d0>"
+      ]
+     },
+     "execution_count": 186,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Top257 in terms of Twitter interactions\n",
+    "\n",
+    "urlbank = create_Twitter_link('https://twitter.com/elonmusk/status/1208831048026509312')\n",
+    "\n",
+    "Tweet(urlbank)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\"/DataSets/Top_tweets_stock_impact_plot/2019-12-22.png\" alt=\"tweet stock impact\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Conclusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- After analyzing most of top interaction Tesla tweets, one may assert that there is not any clear correlation between Musk's Twitter activity and the overall Tesla's stock activity\n",
+    "\n",
+    "- Only on some specific Controvery cases, discussed above, may a direct correlation be found between tweet posts and the immediate stock market reaction.\n",
+    "But those cases are too few to allow any generalisations.\n",
+    "\n",
+    "- the extraodinary trend of Tesla stock from 2018 onwards may be mainly explained by the massive production of Model 3 as a whole from 2017 onwards\n",
+    "\n",
+    "- Any generic correlation is hard to demonstrate ; the stock may have been influenced by many factors : \n",
+    "        - external general stock or business situation\n",
+    "        - anticipation of a particular anouncement (the markets would anticipate on important product launch or events)\n",
+    "        - seasonal volatility\n",
+    "        - general NASDAQ trend"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Notebooks/TSLA_stock_prediction_Facebook_Prophet_tool.ipynb b/Notebooks/TSLA_stock_prediction_Facebook_Prophet_tool.ipynb
new file mode 100644
index 00000000..6107e696
--- /dev/null
+++ b/Notebooks/TSLA_stock_prediction_Facebook_Prophet_tool.ipynb
@@ -0,0 +1,4473 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Importing plotly failed. Interactive plots will not work.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import pandas_datareader as web\n",
+    "from pandas.plotting import scatter_matrix\n",
+    "import matplotlib.pyplot as plt\n",
+    "from datetime import datetime as dt\n",
+    "from pandas.plotting import lag_plot\n",
+    "\n",
+    "# from mpl_finance import candlestick_ohlc\n",
+    "\n",
+    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+    "from statsmodels.tsa.arima_model import ARIMA\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "from sklearn import preprocessing\n",
+    "\n",
+    "from fbprophet import Prophet\n",
+    "from fbprophet.plot import add_changepoints_to_plot\n",
+    "\n",
+    "plt.style.use('fivethirtyeight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Hypothesis & Goals of the Notebook"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Was the important spike of the stock price from mid-2019 onwards predictible ?\n",
+    "What are potential predictions of the future stock price ?\n",
+    "\n",
+    "- Tesla stock price evolution has grown constantly on a 1.5% basis from 2010 to 2018, up to 7% from mid-2019 onwards.\n",
+    "How will this difference plot out in the prediction ?\n",
+    "\n",
+    "- Using Facebook developed tool Prophet in order to model stock prediction in a 2-3 year period\n",
+    "Will Prophet be able to get realistic predictions ?\n",
+    "\n",
+    "Facebook Prophet has been chosen for its easy usage and its recommendations by professionals to predict long-term trends."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing Tesla daily stock exchange values from 2010 IPO onwards"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Measuring & comparing average growth from 2010 to 2019 & from 2019 onwards\n",
+    "\n",
+    "Creating 2 different dataframes to measure it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA = pd.read_csv('../DataSets/Stocks_raw_data/TSLA_stocks_rate_2010-01-01_to_2020-03-08.csv')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### DataWrangling\n",
+    "\n",
+    "Adding PCT indicator & reseting index to be divide dataframe on Dates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA['PCT_change'] = df_TSLA['Adj Close'].pct_change(fill_method='ffill')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA.reset_index(drop=False , inplace=True)\n",
+    "df_TSLA['Date'] = pd.to_datetime(df_TSLA['Date'])\n",
+    "# df_TSLA.set_index('Date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2.439000e+03</td>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2439.000000</td>\n",
+       "      <td>2438.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1219.000000</td>\n",
+       "      <td>195.485543</td>\n",
+       "      <td>188.333460</td>\n",
+       "      <td>191.944125</td>\n",
+       "      <td>192.041558</td>\n",
+       "      <td>5.729509e+06</td>\n",
+       "      <td>192.041558</td>\n",
+       "      <td>191.909502</td>\n",
+       "      <td>0.001936</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>704.222976</td>\n",
+       "      <td>134.876723</td>\n",
+       "      <td>129.066800</td>\n",
+       "      <td>131.914886</td>\n",
+       "      <td>132.077043</td>\n",
+       "      <td>5.349071e+06</td>\n",
+       "      <td>132.077043</td>\n",
+       "      <td>131.938077</td>\n",
+       "      <td>0.033244</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>1.185000e+05</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "      <td>-0.193274</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>609.500000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>33.805000</td>\n",
+       "      <td>34.500000</td>\n",
+       "      <td>34.455000</td>\n",
+       "      <td>1.948650e+06</td>\n",
+       "      <td>34.455000</td>\n",
+       "      <td>34.355000</td>\n",
+       "      <td>-0.014345</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1219.000000</td>\n",
+       "      <td>217.929993</td>\n",
+       "      <td>209.809998</td>\n",
+       "      <td>214.190002</td>\n",
+       "      <td>214.360001</td>\n",
+       "      <td>4.625700e+06</td>\n",
+       "      <td>214.360001</td>\n",
+       "      <td>213.495003</td>\n",
+       "      <td>0.000864</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1828.500000</td>\n",
+       "      <td>273.949997</td>\n",
+       "      <td>265.434998</td>\n",
+       "      <td>269.740005</td>\n",
+       "      <td>269.215012</td>\n",
+       "      <td>7.465700e+06</td>\n",
+       "      <td>269.215012</td>\n",
+       "      <td>269.334999</td>\n",
+       "      <td>0.018129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2438.000000</td>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>6.093880e+07</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "      <td>0.243951</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             index         High          Low         Open        Close  \\\n",
+       "count  2439.000000  2439.000000  2439.000000  2439.000000  2439.000000   \n",
+       "mean   1219.000000   195.485543   188.333460   191.944125   192.041558   \n",
+       "std     704.222976   134.876723   129.066800   131.914886   132.077043   \n",
+       "min       0.000000    16.629999    14.980000    16.139999    15.800000   \n",
+       "25%     609.500000    35.000000    33.805000    34.500000    34.455000   \n",
+       "50%    1219.000000   217.929993   209.809998   214.190002   214.360001   \n",
+       "75%    1828.500000   273.949997   265.434998   269.740005   269.215012   \n",
+       "max    2438.000000   968.989990   901.020020   923.500000   917.419983   \n",
+       "\n",
+       "             Volume    Adj Close    avg_price   PCT_change  \n",
+       "count  2.439000e+03  2439.000000  2439.000000  2438.000000  \n",
+       "mean   5.729509e+06   192.041558   191.909502     0.001936  \n",
+       "std    5.349071e+06   132.077043   131.938077     0.033244  \n",
+       "min    1.185000e+05    15.800000    15.804999    -0.193274  \n",
+       "25%    1.948650e+06    34.455000    34.355000    -0.014345  \n",
+       "50%    4.625700e+06   214.360001   213.495003     0.000864  \n",
+       "75%    7.465700e+06   269.215012   269.334999     0.018129  \n",
+       "max    6.093880e+07   917.419983   922.900024     0.243951  "
+      ]
+     },
+     "execution_count": 172,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_2010_2019 = df_TSLA[df_TSLA.Date < '2019-06-01']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>2.246000e+03</td>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>2245.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1122.500000</td>\n",
+       "      <td>180.444403</td>\n",
+       "      <td>174.093139</td>\n",
+       "      <td>177.370022</td>\n",
+       "      <td>177.355922</td>\n",
+       "      <td>5.223830e+06</td>\n",
+       "      <td>177.355922</td>\n",
+       "      <td>177.268771</td>\n",
+       "      <td>0.001437</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>648.508674</td>\n",
+       "      <td>116.598688</td>\n",
+       "      <td>112.918082</td>\n",
+       "      <td>114.829989</td>\n",
+       "      <td>114.828533</td>\n",
+       "      <td>4.663578e+06</td>\n",
+       "      <td>114.828533</td>\n",
+       "      <td>114.743684</td>\n",
+       "      <td>0.032541</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>1.185000e+05</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "      <td>-0.193274</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>561.250000</td>\n",
+       "      <td>34.174998</td>\n",
+       "      <td>32.854999</td>\n",
+       "      <td>33.449999</td>\n",
+       "      <td>33.544999</td>\n",
+       "      <td>1.651150e+06</td>\n",
+       "      <td>33.544999</td>\n",
+       "      <td>33.462500</td>\n",
+       "      <td>-0.014893</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1122.500000</td>\n",
+       "      <td>209.850006</td>\n",
+       "      <td>203.000000</td>\n",
+       "      <td>206.629997</td>\n",
+       "      <td>206.680000</td>\n",
+       "      <td>4.270650e+06</td>\n",
+       "      <td>206.680000</td>\n",
+       "      <td>206.837502</td>\n",
+       "      <td>0.000460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1683.750000</td>\n",
+       "      <td>266.529991</td>\n",
+       "      <td>258.459999</td>\n",
+       "      <td>262.474991</td>\n",
+       "      <td>262.539993</td>\n",
+       "      <td>7.019075e+06</td>\n",
+       "      <td>262.539993</td>\n",
+       "      <td>262.062504</td>\n",
+       "      <td>0.017704</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2245.000000</td>\n",
+       "      <td>389.609985</td>\n",
+       "      <td>379.350006</td>\n",
+       "      <td>386.690002</td>\n",
+       "      <td>385.000000</td>\n",
+       "      <td>3.716390e+07</td>\n",
+       "      <td>385.000000</td>\n",
+       "      <td>383.644989</td>\n",
+       "      <td>0.243951</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             index         High          Low         Open        Close  \\\n",
+       "count  2246.000000  2246.000000  2246.000000  2246.000000  2246.000000   \n",
+       "mean   1122.500000   180.444403   174.093139   177.370022   177.355922   \n",
+       "std     648.508674   116.598688   112.918082   114.829989   114.828533   \n",
+       "min       0.000000    16.629999    14.980000    16.139999    15.800000   \n",
+       "25%     561.250000    34.174998    32.854999    33.449999    33.544999   \n",
+       "50%    1122.500000   209.850006   203.000000   206.629997   206.680000   \n",
+       "75%    1683.750000   266.529991   258.459999   262.474991   262.539993   \n",
+       "max    2245.000000   389.609985   379.350006   386.690002   385.000000   \n",
+       "\n",
+       "             Volume    Adj Close    avg_price   PCT_change  \n",
+       "count  2.246000e+03  2246.000000  2246.000000  2245.000000  \n",
+       "mean   5.223830e+06   177.355922   177.268771     0.001437  \n",
+       "std    4.663578e+06   114.828533   114.743684     0.032541  \n",
+       "min    1.185000e+05    15.800000    15.804999    -0.193274  \n",
+       "25%    1.651150e+06    33.544999    33.462500    -0.014893  \n",
+       "50%    4.270650e+06   206.680000   206.837502     0.000460  \n",
+       "75%    7.019075e+06   262.539993   262.062504     0.017704  \n",
+       "max    3.716390e+07   385.000000   383.644989     0.243951  "
+      ]
+     },
+     "execution_count": 179,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_2010_2019.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_2019_2020 = df_TSLA[df_TSLA.Date > '2019-06-01']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "      <th>PCT_change</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>1.930000e+02</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "      <td>193.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2342.000000</td>\n",
+       "      <td>370.523886</td>\n",
+       "      <td>354.052436</td>\n",
+       "      <td>361.547410</td>\n",
+       "      <td>362.942798</td>\n",
+       "      <td>1.161425e+07</td>\n",
+       "      <td>362.942798</td>\n",
+       "      <td>362.288161</td>\n",
+       "      <td>0.007735</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>55.858452</td>\n",
+       "      <td>196.436385</td>\n",
+       "      <td>180.164189</td>\n",
+       "      <td>188.107132</td>\n",
+       "      <td>188.279958</td>\n",
+       "      <td>8.438821e+06</td>\n",
+       "      <td>188.279958</td>\n",
+       "      <td>188.164575</td>\n",
+       "      <td>0.040188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2246.000000</td>\n",
+       "      <td>186.679993</td>\n",
+       "      <td>176.990005</td>\n",
+       "      <td>181.100006</td>\n",
+       "      <td>178.970001</td>\n",
+       "      <td>2.465600e+06</td>\n",
+       "      <td>178.970001</td>\n",
+       "      <td>181.834999</td>\n",
+       "      <td>-0.171758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2294.000000</td>\n",
+       "      <td>234.740005</td>\n",
+       "      <td>227.279999</td>\n",
+       "      <td>230.800003</td>\n",
+       "      <td>231.429993</td>\n",
+       "      <td>6.190800e+06</td>\n",
+       "      <td>231.429993</td>\n",
+       "      <td>230.985001</td>\n",
+       "      <td>-0.007041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2342.000000</td>\n",
+       "      <td>262.100006</td>\n",
+       "      <td>254.619995</td>\n",
+       "      <td>258.329987</td>\n",
+       "      <td>258.179993</td>\n",
+       "      <td>8.787000e+06</td>\n",
+       "      <td>258.179993</td>\n",
+       "      <td>258.169998</td>\n",
+       "      <td>0.005977</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2390.000000</td>\n",
+       "      <td>425.470001</td>\n",
+       "      <td>410.000000</td>\n",
+       "      <td>418.359985</td>\n",
+       "      <td>419.220001</td>\n",
+       "      <td>1.412100e+07</td>\n",
+       "      <td>419.220001</td>\n",
+       "      <td>419.080002</td>\n",
+       "      <td>0.020907</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2438.000000</td>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>6.093880e+07</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "      <td>0.198949</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             index        High         Low        Open       Close  \\\n",
+       "count   193.000000  193.000000  193.000000  193.000000  193.000000   \n",
+       "mean   2342.000000  370.523886  354.052436  361.547410  362.942798   \n",
+       "std      55.858452  196.436385  180.164189  188.107132  188.279958   \n",
+       "min    2246.000000  186.679993  176.990005  181.100006  178.970001   \n",
+       "25%    2294.000000  234.740005  227.279999  230.800003  231.429993   \n",
+       "50%    2342.000000  262.100006  254.619995  258.329987  258.179993   \n",
+       "75%    2390.000000  425.470001  410.000000  418.359985  419.220001   \n",
+       "max    2438.000000  968.989990  901.020020  923.500000  917.419983   \n",
+       "\n",
+       "             Volume   Adj Close   avg_price  PCT_change  \n",
+       "count  1.930000e+02  193.000000  193.000000  193.000000  \n",
+       "mean   1.161425e+07  362.942798  362.288161    0.007735  \n",
+       "std    8.438821e+06  188.279958  188.164575    0.040188  \n",
+       "min    2.465600e+06  178.970001  181.834999   -0.171758  \n",
+       "25%    6.190800e+06  231.429993  230.985001   -0.007041  \n",
+       "50%    8.787000e+06  258.179993  258.169998    0.005977  \n",
+       "75%    1.412100e+07  419.220001  419.080002    0.020907  \n",
+       "max    6.093880e+07  917.419983  922.900024    0.198949  "
+      ]
+     },
+     "execution_count": 181,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_2019_2020.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x21dc4defda0>"
+      ]
+     },
+     "execution_count": 156,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_TSLA['Adj Close'].plot(figsize=(20,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Part 1 - Analyzing past tendencies"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Measuring Tesla stock volatility from 2010 onwards"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Rolling Tesla Values"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Creating Rolling values over several classical financal timeframe analysis :\n",
+    "- 7-day rolling\n",
+    "- 50-day rolling\n",
+    "- 100-day rolling\n",
+    "- 200-day rolling\n",
+    "\n",
+    "Those 4 classic day rolling periods aim at smoothen daily volatility in order to evaluate long-time trends"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA['7D_roll'] = df_TSLA['Adj Close'].rolling(7).mean()\n",
+    "\n",
+    "df_TSLA['50D_roll'] = df_TSLA['Adj Close'].rolling(50).mean()\n",
+    "\n",
+    "df_TSLA['100D_roll'] = df_TSLA['Adj Close'].rolling(100).mean()\n",
+    "\n",
+    "df_TSLA['200D_roll'] = df_TSLA['Adj Close'].rolling(200).mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2a2793120b8>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 3600x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_TSLA[['Adj Close', '7D_roll', '50D_roll', '100D_roll', '200D_roll']].plot(figsize=(50,20))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The higher the roll, the less the trend is influenced by daily volatility and the overall trend can be drawn"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Part 2 - Stock Prediction through Prophet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2 - 1 Testing out Prophet over 2019 based on pre-2018 data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "###### Splitting dataframe into a train set (up to March 2018) & a test set (from March 2018 onwards)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_train_2018, df_TSLA_test_2018 = df_TSLA_pred[0:int(len(df_TSLA_pred)*0.75)], df_TSLA_pred[int(len(df_TSLA_pred)*0.25):]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_train_2018.columns = ['ds', 'y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_test_2018.columns = ['ds', 'y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ds</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2010-08-04</td>\n",
+       "      <td>21.260000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2010-08-05</td>\n",
+       "      <td>20.450001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2010-08-06</td>\n",
+       "      <td>19.590000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2010-08-09</td>\n",
+       "      <td>19.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2010-08-10</td>\n",
+       "      <td>19.030001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1799</th>\n",
+       "      <td>2017-08-21</td>\n",
+       "      <td>337.859985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1800</th>\n",
+       "      <td>2017-08-22</td>\n",
+       "      <td>341.350006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1801</th>\n",
+       "      <td>2017-08-23</td>\n",
+       "      <td>352.769989</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1802</th>\n",
+       "      <td>2017-08-24</td>\n",
+       "      <td>352.929993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1803</th>\n",
+       "      <td>2017-08-25</td>\n",
+       "      <td>348.049988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1804</th>\n",
+       "      <td>2017-08-28</td>\n",
+       "      <td>345.660004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1805</th>\n",
+       "      <td>2017-08-29</td>\n",
+       "      <td>347.359985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1806</th>\n",
+       "      <td>2017-08-30</td>\n",
+       "      <td>353.179993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1807</th>\n",
+       "      <td>2017-08-31</td>\n",
+       "      <td>355.899994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1808</th>\n",
+       "      <td>2017-09-01</td>\n",
+       "      <td>355.399994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1809</th>\n",
+       "      <td>2017-09-05</td>\n",
+       "      <td>349.589996</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1810</th>\n",
+       "      <td>2017-09-06</td>\n",
+       "      <td>344.529999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1811</th>\n",
+       "      <td>2017-09-07</td>\n",
+       "      <td>350.609985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1812</th>\n",
+       "      <td>2017-09-08</td>\n",
+       "      <td>343.399994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1813</th>\n",
+       "      <td>2017-09-11</td>\n",
+       "      <td>363.690002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1814</th>\n",
+       "      <td>2017-09-12</td>\n",
+       "      <td>362.750000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1815</th>\n",
+       "      <td>2017-09-13</td>\n",
+       "      <td>366.230011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1816</th>\n",
+       "      <td>2017-09-14</td>\n",
+       "      <td>377.640015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1817</th>\n",
+       "      <td>2017-09-15</td>\n",
+       "      <td>379.809998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1818</th>\n",
+       "      <td>2017-09-18</td>\n",
+       "      <td>385.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1819</th>\n",
+       "      <td>2017-09-19</td>\n",
+       "      <td>375.100006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1820</th>\n",
+       "      <td>2017-09-20</td>\n",
+       "      <td>373.910004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1821</th>\n",
+       "      <td>2017-09-21</td>\n",
+       "      <td>366.480011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1822</th>\n",
+       "      <td>2017-09-22</td>\n",
+       "      <td>351.089996</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1823</th>\n",
+       "      <td>2017-09-25</td>\n",
+       "      <td>344.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1824</th>\n",
+       "      <td>2017-09-26</td>\n",
+       "      <td>345.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1825</th>\n",
+       "      <td>2017-09-27</td>\n",
+       "      <td>340.970001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1826</th>\n",
+       "      <td>2017-09-28</td>\n",
+       "      <td>339.600006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1827</th>\n",
+       "      <td>2017-09-29</td>\n",
+       "      <td>341.100006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1828</th>\n",
+       "      <td>2017-10-02</td>\n",
+       "      <td>341.529999</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1829 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              ds           y\n",
+       "0     2010-06-29   23.889999\n",
+       "1     2010-06-30   23.830000\n",
+       "2     2010-07-01   21.959999\n",
+       "3     2010-07-02   19.200001\n",
+       "4     2010-07-06   16.110001\n",
+       "5     2010-07-07   15.800000\n",
+       "6     2010-07-08   17.459999\n",
+       "7     2010-07-09   17.400000\n",
+       "8     2010-07-12   17.049999\n",
+       "9     2010-07-13   18.139999\n",
+       "10    2010-07-14   19.840000\n",
+       "11    2010-07-15   19.889999\n",
+       "12    2010-07-16   20.639999\n",
+       "13    2010-07-19   21.910000\n",
+       "14    2010-07-20   20.299999\n",
+       "15    2010-07-21   20.219999\n",
+       "16    2010-07-22   21.000000\n",
+       "17    2010-07-23   21.290001\n",
+       "18    2010-07-26   20.950001\n",
+       "19    2010-07-27   20.549999\n",
+       "20    2010-07-28   20.719999\n",
+       "21    2010-07-29   20.350000\n",
+       "22    2010-07-30   19.940001\n",
+       "23    2010-08-02   20.920000\n",
+       "24    2010-08-03   21.950001\n",
+       "25    2010-08-04   21.260000\n",
+       "26    2010-08-05   20.450001\n",
+       "27    2010-08-06   19.590000\n",
+       "28    2010-08-09   19.600000\n",
+       "29    2010-08-10   19.030001\n",
+       "...          ...         ...\n",
+       "1799  2017-08-21  337.859985\n",
+       "1800  2017-08-22  341.350006\n",
+       "1801  2017-08-23  352.769989\n",
+       "1802  2017-08-24  352.929993\n",
+       "1803  2017-08-25  348.049988\n",
+       "1804  2017-08-28  345.660004\n",
+       "1805  2017-08-29  347.359985\n",
+       "1806  2017-08-30  353.179993\n",
+       "1807  2017-08-31  355.899994\n",
+       "1808  2017-09-01  355.399994\n",
+       "1809  2017-09-05  349.589996\n",
+       "1810  2017-09-06  344.529999\n",
+       "1811  2017-09-07  350.609985\n",
+       "1812  2017-09-08  343.399994\n",
+       "1813  2017-09-11  363.690002\n",
+       "1814  2017-09-12  362.750000\n",
+       "1815  2017-09-13  366.230011\n",
+       "1816  2017-09-14  377.640015\n",
+       "1817  2017-09-15  379.809998\n",
+       "1818  2017-09-18  385.000000\n",
+       "1819  2017-09-19  375.100006\n",
+       "1820  2017-09-20  373.910004\n",
+       "1821  2017-09-21  366.480011\n",
+       "1822  2017-09-22  351.089996\n",
+       "1823  2017-09-25  344.989990\n",
+       "1824  2017-09-26  345.250000\n",
+       "1825  2017-09-27  340.970001\n",
+       "1826  2017-09-28  339.600006\n",
+       "1827  2017-09-29  341.100006\n",
+       "1828  2017-10-02  341.529999\n",
+       "\n",
+       "[1829 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_train_2018"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Setting out a Prophet instance to measure prediction over a 2.5 year period , i.e 910 days, in order to compare it to actual data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proph_2018 = Prophet(interval_width=0.95)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<fbprophet.forecaster.Prophet at 0x21dcd4f2390>"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "proph_2018.fit(df_TSLA_train_2018)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "future_data_2018  = proph_2018.make_future_dataframe(periods=910, freq = 'd')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "forecast_2018 = proph_2018.predict(future_data_2018)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tsla_forecast_2018 = forecast_2018[['ds', 'yhat', 'yhat_lower', 'yhat_upper']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\langl\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4025: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  return super(DataFrame, self).rename(**kwargs)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# tsla_forecast_2018.rename(columns={'ds':'date', 'yhat':'Adj_Close'}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "proph_2018.plot(tsla_forecast_2018, uncertainty=True, xlabel='year',ylabel='stock price - hundred dollars')\n",
+    "plt.savefig('../DataSets/Stock_prediction_PNG/Prophet_stock_prediction_2018-2020.png')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Evaluating tipping points in the Stock evolution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[<matplotlib.lines.Line2D at 0x21dcfa142b0>],\n",
+       " <matplotlib.lines.Line2D at 0x21dcfa04a58>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcfa049e8>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcfa04ba8>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf9fb198>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf9fb630>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf9fbac8>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf9fbf60>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcfa04630>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcfa04358>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcfa0b588>,\n",
+       " <matplotlib.lines.Line2D at 0x21dd04f1cc0>,\n",
+       " <matplotlib.lines.Line2D at 0x21dd04f8198>,\n",
+       " <matplotlib.lines.Line2D at 0x21dd04f8630>]"
+      ]
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig_2018 = proph_2018.plot(forecast_2018)\n",
+    "add_changepoints_to_plot(fig_2018.gca(), proph_2018, forecast_2018)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Testing Seasonal Decomposition"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- No strong seasonality in the stock price evolution, trend overall constantly growing, with no particular seasonal peak\n",
+    "- Highest evolution year over year during Autumn & Winter seasons"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x648 with 3 Axes>"
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x648 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "proph_2018.plot_components(forecast_2018)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA.set_index('Date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>Adj Close</th>\n",
+       "      <th>avg_price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2010-06-29</th>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>17.540001</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>18766300.0</td>\n",
+       "      <td>23.889999</td>\n",
+       "      <td>21.270000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-06-30</th>\n",
+       "      <td>30.420000</td>\n",
+       "      <td>23.299999</td>\n",
+       "      <td>25.790001</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>17187100.0</td>\n",
+       "      <td>23.830000</td>\n",
+       "      <td>26.860000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-01</th>\n",
+       "      <td>25.920000</td>\n",
+       "      <td>20.270000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>8218800.0</td>\n",
+       "      <td>21.959999</td>\n",
+       "      <td>23.095000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-02</th>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>18.709999</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>5139800.0</td>\n",
+       "      <td>19.200001</td>\n",
+       "      <td>20.905000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-06</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>15.830000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>6866900.0</td>\n",
+       "      <td>16.110001</td>\n",
+       "      <td>17.915000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-07</th>\n",
+       "      <td>16.629999</td>\n",
+       "      <td>14.980000</td>\n",
+       "      <td>16.400000</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>6921700.0</td>\n",
+       "      <td>15.800000</td>\n",
+       "      <td>15.804999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-08</th>\n",
+       "      <td>17.520000</td>\n",
+       "      <td>15.570000</td>\n",
+       "      <td>16.139999</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>7711400.0</td>\n",
+       "      <td>17.459999</td>\n",
+       "      <td>16.545000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-09</th>\n",
+       "      <td>17.900000</td>\n",
+       "      <td>16.549999</td>\n",
+       "      <td>17.580000</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>4050600.0</td>\n",
+       "      <td>17.400000</td>\n",
+       "      <td>17.224999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-12</th>\n",
+       "      <td>18.070000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>17.950001</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>2202500.0</td>\n",
+       "      <td>17.049999</td>\n",
+       "      <td>17.535000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-13</th>\n",
+       "      <td>18.639999</td>\n",
+       "      <td>16.900000</td>\n",
+       "      <td>17.389999</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>2680100.0</td>\n",
+       "      <td>18.139999</td>\n",
+       "      <td>17.770000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-14</th>\n",
+       "      <td>20.150000</td>\n",
+       "      <td>17.760000</td>\n",
+       "      <td>17.940001</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>4195200.0</td>\n",
+       "      <td>19.840000</td>\n",
+       "      <td>18.955000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-15</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>3739800.0</td>\n",
+       "      <td>19.889999</td>\n",
+       "      <td>20.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-16</th>\n",
+       "      <td>21.299999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>20.700001</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>2621300.0</td>\n",
+       "      <td>20.639999</td>\n",
+       "      <td>20.674999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-19</th>\n",
+       "      <td>22.250000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>21.370001</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>2486500.0</td>\n",
+       "      <td>21.910000</td>\n",
+       "      <td>21.585000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-20</th>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.850000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>1825300.0</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>20.950000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-21</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>19.500000</td>\n",
+       "      <td>20.660000</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>1252500.0</td>\n",
+       "      <td>20.219999</td>\n",
+       "      <td>20.200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-22</th>\n",
+       "      <td>21.250000</td>\n",
+       "      <td>20.370001</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>957800.0</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>20.810000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-23</th>\n",
+       "      <td>21.559999</td>\n",
+       "      <td>21.059999</td>\n",
+       "      <td>21.190001</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>653600.0</td>\n",
+       "      <td>21.290001</td>\n",
+       "      <td>21.309999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-26</th>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.299999</td>\n",
+       "      <td>21.500000</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>922200.0</td>\n",
+       "      <td>20.950001</td>\n",
+       "      <td>20.900000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-27</th>\n",
+       "      <td>21.180000</td>\n",
+       "      <td>20.260000</td>\n",
+       "      <td>20.910000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>619700.0</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.720000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-28</th>\n",
+       "      <td>20.900000</td>\n",
+       "      <td>20.510000</td>\n",
+       "      <td>20.549999</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>467200.0</td>\n",
+       "      <td>20.719999</td>\n",
+       "      <td>20.705000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-29</th>\n",
+       "      <td>20.879999</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>20.770000</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>616000.0</td>\n",
+       "      <td>20.350000</td>\n",
+       "      <td>20.440000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-07-30</th>\n",
+       "      <td>20.440001</td>\n",
+       "      <td>19.549999</td>\n",
+       "      <td>20.200001</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>426900.0</td>\n",
+       "      <td>19.940001</td>\n",
+       "      <td>19.995000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-02</th>\n",
+       "      <td>20.969999</td>\n",
+       "      <td>20.330000</td>\n",
+       "      <td>20.500000</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>718100.0</td>\n",
+       "      <td>20.920000</td>\n",
+       "      <td>20.650000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-03</th>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>1230500.0</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.385000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-04</th>\n",
+       "      <td>22.180000</td>\n",
+       "      <td>20.850000</td>\n",
+       "      <td>21.950001</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>913000.0</td>\n",
+       "      <td>21.260000</td>\n",
+       "      <td>21.515000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-05</th>\n",
+       "      <td>21.549999</td>\n",
+       "      <td>20.049999</td>\n",
+       "      <td>21.540001</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>796200.0</td>\n",
+       "      <td>20.450001</td>\n",
+       "      <td>20.799999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-06</th>\n",
+       "      <td>20.160000</td>\n",
+       "      <td>19.520000</td>\n",
+       "      <td>20.100000</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>741900.0</td>\n",
+       "      <td>19.590000</td>\n",
+       "      <td>19.840000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-09</th>\n",
+       "      <td>19.980000</td>\n",
+       "      <td>19.450001</td>\n",
+       "      <td>19.900000</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>812700.0</td>\n",
+       "      <td>19.600000</td>\n",
+       "      <td>19.715000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2010-08-10</th>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>18.820000</td>\n",
+       "      <td>19.650000</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>1281300.0</td>\n",
+       "      <td>19.030001</td>\n",
+       "      <td>19.235000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-24</th>\n",
+       "      <td>573.859985</td>\n",
+       "      <td>554.260010</td>\n",
+       "      <td>570.630005</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>14353600.0</td>\n",
+       "      <td>564.820007</td>\n",
+       "      <td>564.059998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-27</th>\n",
+       "      <td>564.440002</td>\n",
+       "      <td>539.280029</td>\n",
+       "      <td>541.989990</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>13608100.0</td>\n",
+       "      <td>558.020020</td>\n",
+       "      <td>551.860016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-28</th>\n",
+       "      <td>576.809998</td>\n",
+       "      <td>558.080017</td>\n",
+       "      <td>568.489990</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>11788500.0</td>\n",
+       "      <td>566.900024</td>\n",
+       "      <td>567.445007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-29</th>\n",
+       "      <td>589.799988</td>\n",
+       "      <td>567.429993</td>\n",
+       "      <td>575.690002</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>17801500.0</td>\n",
+       "      <td>580.989990</td>\n",
+       "      <td>578.614990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-30</th>\n",
+       "      <td>650.880005</td>\n",
+       "      <td>618.000000</td>\n",
+       "      <td>632.419983</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>29005700.0</td>\n",
+       "      <td>640.809998</td>\n",
+       "      <td>634.440002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-31</th>\n",
+       "      <td>653.000000</td>\n",
+       "      <td>632.520020</td>\n",
+       "      <td>640.000000</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>15719300.0</td>\n",
+       "      <td>650.570007</td>\n",
+       "      <td>642.760010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-03</th>\n",
+       "      <td>786.140015</td>\n",
+       "      <td>673.520020</td>\n",
+       "      <td>673.690002</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>47233500.0</td>\n",
+       "      <td>780.000000</td>\n",
+       "      <td>729.830017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-04</th>\n",
+       "      <td>968.989990</td>\n",
+       "      <td>833.880005</td>\n",
+       "      <td>882.960022</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>60938800.0</td>\n",
+       "      <td>887.059998</td>\n",
+       "      <td>901.434998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-05</th>\n",
+       "      <td>845.979980</td>\n",
+       "      <td>704.109985</td>\n",
+       "      <td>823.260010</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>48423800.0</td>\n",
+       "      <td>734.700012</td>\n",
+       "      <td>775.044983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-06</th>\n",
+       "      <td>795.830017</td>\n",
+       "      <td>687.000000</td>\n",
+       "      <td>699.919983</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>39880800.0</td>\n",
+       "      <td>748.960022</td>\n",
+       "      <td>741.415009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-07</th>\n",
+       "      <td>769.750000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>730.549988</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>17063500.0</td>\n",
+       "      <td>748.070007</td>\n",
+       "      <td>749.875000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-10</th>\n",
+       "      <td>819.989990</td>\n",
+       "      <td>752.400024</td>\n",
+       "      <td>800.000000</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>24689200.0</td>\n",
+       "      <td>771.280029</td>\n",
+       "      <td>786.195007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-11</th>\n",
+       "      <td>783.510010</td>\n",
+       "      <td>758.000000</td>\n",
+       "      <td>768.789978</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>11697500.0</td>\n",
+       "      <td>774.380005</td>\n",
+       "      <td>770.755005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-12</th>\n",
+       "      <td>789.750000</td>\n",
+       "      <td>763.369995</td>\n",
+       "      <td>777.869995</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>12022500.0</td>\n",
+       "      <td>767.289978</td>\n",
+       "      <td>776.559998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-13</th>\n",
+       "      <td>818.000000</td>\n",
+       "      <td>735.000000</td>\n",
+       "      <td>741.840027</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>26289300.0</td>\n",
+       "      <td>804.000000</td>\n",
+       "      <td>776.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-14</th>\n",
+       "      <td>812.969971</td>\n",
+       "      <td>785.500000</td>\n",
+       "      <td>787.219971</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>15693700.0</td>\n",
+       "      <td>800.030029</td>\n",
+       "      <td>799.234985</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-18</th>\n",
+       "      <td>860.000000</td>\n",
+       "      <td>832.359985</td>\n",
+       "      <td>841.599976</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>16381700.0</td>\n",
+       "      <td>858.400024</td>\n",
+       "      <td>846.179993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-19</th>\n",
+       "      <td>944.780029</td>\n",
+       "      <td>901.020020</td>\n",
+       "      <td>923.500000</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>25423000.0</td>\n",
+       "      <td>917.419983</td>\n",
+       "      <td>922.900024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-20</th>\n",
+       "      <td>912.000000</td>\n",
+       "      <td>859.940002</td>\n",
+       "      <td>911.950012</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>17634900.0</td>\n",
+       "      <td>899.409973</td>\n",
+       "      <td>885.970001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-21</th>\n",
+       "      <td>913.059998</td>\n",
+       "      <td>880.450012</td>\n",
+       "      <td>906.979980</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>14314800.0</td>\n",
+       "      <td>901.000000</td>\n",
+       "      <td>896.755005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-24</th>\n",
+       "      <td>863.500000</td>\n",
+       "      <td>822.200012</td>\n",
+       "      <td>839.000000</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>15192200.0</td>\n",
+       "      <td>833.789978</td>\n",
+       "      <td>842.850006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-25</th>\n",
+       "      <td>856.599976</td>\n",
+       "      <td>787.000000</td>\n",
+       "      <td>849.000000</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>17290500.0</td>\n",
+       "      <td>799.909973</td>\n",
+       "      <td>821.799988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-26</th>\n",
+       "      <td>813.309998</td>\n",
+       "      <td>776.109985</td>\n",
+       "      <td>782.500000</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>14085500.0</td>\n",
+       "      <td>778.799988</td>\n",
+       "      <td>794.709991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-27</th>\n",
+       "      <td>739.770020</td>\n",
+       "      <td>669.000000</td>\n",
+       "      <td>730.000000</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>24277200.0</td>\n",
+       "      <td>679.000000</td>\n",
+       "      <td>704.385010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-28</th>\n",
+       "      <td>690.520020</td>\n",
+       "      <td>611.520020</td>\n",
+       "      <td>629.700012</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>24564200.0</td>\n",
+       "      <td>667.989990</td>\n",
+       "      <td>651.020020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-02</th>\n",
+       "      <td>743.690002</td>\n",
+       "      <td>686.669983</td>\n",
+       "      <td>711.260010</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>20195000.0</td>\n",
+       "      <td>743.619995</td>\n",
+       "      <td>715.179993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-03</th>\n",
+       "      <td>806.979980</td>\n",
+       "      <td>716.109985</td>\n",
+       "      <td>805.000000</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>25784000.0</td>\n",
+       "      <td>745.510010</td>\n",
+       "      <td>761.544983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-04</th>\n",
+       "      <td>766.520020</td>\n",
+       "      <td>724.729980</td>\n",
+       "      <td>763.960022</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>15049000.0</td>\n",
+       "      <td>749.500000</td>\n",
+       "      <td>745.625000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-05</th>\n",
+       "      <td>745.750000</td>\n",
+       "      <td>718.070007</td>\n",
+       "      <td>723.770020</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>10852700.0</td>\n",
+       "      <td>724.539978</td>\n",
+       "      <td>731.910004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-06</th>\n",
+       "      <td>707.000000</td>\n",
+       "      <td>684.270020</td>\n",
+       "      <td>690.000000</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>12635500.0</td>\n",
+       "      <td>703.479980</td>\n",
+       "      <td>695.635010</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  High         Low        Open       Close      Volume  \\\n",
+       "Date                                                                     \n",
+       "2010-06-29   25.000000   17.540001   19.000000   23.889999  18766300.0   \n",
+       "2010-06-30   30.420000   23.299999   25.790001   23.830000  17187100.0   \n",
+       "2010-07-01   25.920000   20.270000   25.000000   21.959999   8218800.0   \n",
+       "2010-07-02   23.100000   18.709999   23.000000   19.200001   5139800.0   \n",
+       "2010-07-06   20.000000   15.830000   20.000000   16.110001   6866900.0   \n",
+       "2010-07-07   16.629999   14.980000   16.400000   15.800000   6921700.0   \n",
+       "2010-07-08   17.520000   15.570000   16.139999   17.459999   7711400.0   \n",
+       "2010-07-09   17.900000   16.549999   17.580000   17.400000   4050600.0   \n",
+       "2010-07-12   18.070000   17.000000   17.950001   17.049999   2202500.0   \n",
+       "2010-07-13   18.639999   16.900000   17.389999   18.139999   2680100.0   \n",
+       "2010-07-14   20.150000   17.760000   17.940001   19.840000   4195200.0   \n",
+       "2010-07-15   21.500000   19.000000   19.940001   19.889999   3739800.0   \n",
+       "2010-07-16   21.299999   20.049999   20.700001   20.639999   2621300.0   \n",
+       "2010-07-19   22.250000   20.920000   21.370001   21.910000   2486500.0   \n",
+       "2010-07-20   21.850000   20.049999   21.850000   20.299999   1825300.0   \n",
+       "2010-07-21   20.900000   19.500000   20.660000   20.219999   1252500.0   \n",
+       "2010-07-22   21.250000   20.370001   20.500000   21.000000    957800.0   \n",
+       "2010-07-23   21.559999   21.059999   21.190001   21.290001    653600.0   \n",
+       "2010-07-26   21.500000   20.299999   21.500000   20.950001    922200.0   \n",
+       "2010-07-27   21.180000   20.260000   20.910000   20.549999    619700.0   \n",
+       "2010-07-28   20.900000   20.510000   20.549999   20.719999    467200.0   \n",
+       "2010-07-29   20.879999   20.000000   20.770000   20.350000    616000.0   \n",
+       "2010-07-30   20.440001   19.549999   20.200001   19.940001    426900.0   \n",
+       "2010-08-02   20.969999   20.330000   20.500000   20.920000    718100.0   \n",
+       "2010-08-03   21.950001   20.820000   21.000000   21.950001   1230500.0   \n",
+       "2010-08-04   22.180000   20.850000   21.950001   21.260000    913000.0   \n",
+       "2010-08-05   21.549999   20.049999   21.540001   20.450001    796200.0   \n",
+       "2010-08-06   20.160000   19.520000   20.100000   19.590000    741900.0   \n",
+       "2010-08-09   19.980000   19.450001   19.900000   19.600000    812700.0   \n",
+       "2010-08-10   19.650000   18.820000   19.650000   19.030001   1281300.0   \n",
+       "...                ...         ...         ...         ...         ...   \n",
+       "2020-01-24  573.859985  554.260010  570.630005  564.820007  14353600.0   \n",
+       "2020-01-27  564.440002  539.280029  541.989990  558.020020  13608100.0   \n",
+       "2020-01-28  576.809998  558.080017  568.489990  566.900024  11788500.0   \n",
+       "2020-01-29  589.799988  567.429993  575.690002  580.989990  17801500.0   \n",
+       "2020-01-30  650.880005  618.000000  632.419983  640.809998  29005700.0   \n",
+       "2020-01-31  653.000000  632.520020  640.000000  650.570007  15719300.0   \n",
+       "2020-02-03  786.140015  673.520020  673.690002  780.000000  47233500.0   \n",
+       "2020-02-04  968.989990  833.880005  882.960022  887.059998  60938800.0   \n",
+       "2020-02-05  845.979980  704.109985  823.260010  734.700012  48423800.0   \n",
+       "2020-02-06  795.830017  687.000000  699.919983  748.960022  39880800.0   \n",
+       "2020-02-07  769.750000  730.000000  730.549988  748.070007  17063500.0   \n",
+       "2020-02-10  819.989990  752.400024  800.000000  771.280029  24689200.0   \n",
+       "2020-02-11  783.510010  758.000000  768.789978  774.380005  11697500.0   \n",
+       "2020-02-12  789.750000  763.369995  777.869995  767.289978  12022500.0   \n",
+       "2020-02-13  818.000000  735.000000  741.840027  804.000000  26289300.0   \n",
+       "2020-02-14  812.969971  785.500000  787.219971  800.030029  15693700.0   \n",
+       "2020-02-18  860.000000  832.359985  841.599976  858.400024  16381700.0   \n",
+       "2020-02-19  944.780029  901.020020  923.500000  917.419983  25423000.0   \n",
+       "2020-02-20  912.000000  859.940002  911.950012  899.409973  17634900.0   \n",
+       "2020-02-21  913.059998  880.450012  906.979980  901.000000  14314800.0   \n",
+       "2020-02-24  863.500000  822.200012  839.000000  833.789978  15192200.0   \n",
+       "2020-02-25  856.599976  787.000000  849.000000  799.909973  17290500.0   \n",
+       "2020-02-26  813.309998  776.109985  782.500000  778.799988  14085500.0   \n",
+       "2020-02-27  739.770020  669.000000  730.000000  679.000000  24277200.0   \n",
+       "2020-02-28  690.520020  611.520020  629.700012  667.989990  24564200.0   \n",
+       "2020-03-02  743.690002  686.669983  711.260010  743.619995  20195000.0   \n",
+       "2020-03-03  806.979980  716.109985  805.000000  745.510010  25784000.0   \n",
+       "2020-03-04  766.520020  724.729980  763.960022  749.500000  15049000.0   \n",
+       "2020-03-05  745.750000  718.070007  723.770020  724.539978  10852700.0   \n",
+       "2020-03-06  707.000000  684.270020  690.000000  703.479980  12635500.0   \n",
+       "\n",
+       "             Adj Close   avg_price  \n",
+       "Date                                \n",
+       "2010-06-29   23.889999   21.270000  \n",
+       "2010-06-30   23.830000   26.860000  \n",
+       "2010-07-01   21.959999   23.095000  \n",
+       "2010-07-02   19.200001   20.905000  \n",
+       "2010-07-06   16.110001   17.915000  \n",
+       "2010-07-07   15.800000   15.804999  \n",
+       "2010-07-08   17.459999   16.545000  \n",
+       "2010-07-09   17.400000   17.224999  \n",
+       "2010-07-12   17.049999   17.535000  \n",
+       "2010-07-13   18.139999   17.770000  \n",
+       "2010-07-14   19.840000   18.955000  \n",
+       "2010-07-15   19.889999   20.250000  \n",
+       "2010-07-16   20.639999   20.674999  \n",
+       "2010-07-19   21.910000   21.585000  \n",
+       "2010-07-20   20.299999   20.950000  \n",
+       "2010-07-21   20.219999   20.200000  \n",
+       "2010-07-22   21.000000   20.810000  \n",
+       "2010-07-23   21.290001   21.309999  \n",
+       "2010-07-26   20.950001   20.900000  \n",
+       "2010-07-27   20.549999   20.720000  \n",
+       "2010-07-28   20.719999   20.705000  \n",
+       "2010-07-29   20.350000   20.440000  \n",
+       "2010-07-30   19.940001   19.995000  \n",
+       "2010-08-02   20.920000   20.650000  \n",
+       "2010-08-03   21.950001   21.385000  \n",
+       "2010-08-04   21.260000   21.515000  \n",
+       "2010-08-05   20.450001   20.799999  \n",
+       "2010-08-06   19.590000   19.840000  \n",
+       "2010-08-09   19.600000   19.715000  \n",
+       "2010-08-10   19.030001   19.235000  \n",
+       "...                ...         ...  \n",
+       "2020-01-24  564.820007  564.059998  \n",
+       "2020-01-27  558.020020  551.860016  \n",
+       "2020-01-28  566.900024  567.445007  \n",
+       "2020-01-29  580.989990  578.614990  \n",
+       "2020-01-30  640.809998  634.440002  \n",
+       "2020-01-31  650.570007  642.760010  \n",
+       "2020-02-03  780.000000  729.830017  \n",
+       "2020-02-04  887.059998  901.434998  \n",
+       "2020-02-05  734.700012  775.044983  \n",
+       "2020-02-06  748.960022  741.415009  \n",
+       "2020-02-07  748.070007  749.875000  \n",
+       "2020-02-10  771.280029  786.195007  \n",
+       "2020-02-11  774.380005  770.755005  \n",
+       "2020-02-12  767.289978  776.559998  \n",
+       "2020-02-13  804.000000  776.500000  \n",
+       "2020-02-14  800.030029  799.234985  \n",
+       "2020-02-18  858.400024  846.179993  \n",
+       "2020-02-19  917.419983  922.900024  \n",
+       "2020-02-20  899.409973  885.970001  \n",
+       "2020-02-21  901.000000  896.755005  \n",
+       "2020-02-24  833.789978  842.850006  \n",
+       "2020-02-25  799.909973  821.799988  \n",
+       "2020-02-26  778.799988  794.709991  \n",
+       "2020-02-27  679.000000  704.385010  \n",
+       "2020-02-28  667.989990  651.020020  \n",
+       "2020-03-02  743.619995  715.179993  \n",
+       "2020-03-03  745.510010  761.544983  \n",
+       "2020-03-04  749.500000  745.625000  \n",
+       "2020-03-05  724.539978  731.910004  \n",
+       "2020-03-06  703.479980  695.635010  \n",
+       "\n",
+       "[2439 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proph = Prophet()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_pred =  df_TSLA['Adj Close'].reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2010-08-04</td>\n",
+       "      <td>21.260000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2010-08-05</td>\n",
+       "      <td>20.450001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2010-08-06</td>\n",
+       "      <td>19.590000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2010-08-09</td>\n",
+       "      <td>19.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2010-08-10</td>\n",
+       "      <td>19.030001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2409</th>\n",
+       "      <td>2020-01-24</td>\n",
+       "      <td>564.820007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2410</th>\n",
+       "      <td>2020-01-27</td>\n",
+       "      <td>558.020020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2411</th>\n",
+       "      <td>2020-01-28</td>\n",
+       "      <td>566.900024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2412</th>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>580.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2413</th>\n",
+       "      <td>2020-01-30</td>\n",
+       "      <td>640.809998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Date   Adj Close\n",
+       "0     2010-06-29   23.889999\n",
+       "1     2010-06-30   23.830000\n",
+       "2     2010-07-01   21.959999\n",
+       "3     2010-07-02   19.200001\n",
+       "4     2010-07-06   16.110001\n",
+       "5     2010-07-07   15.800000\n",
+       "6     2010-07-08   17.459999\n",
+       "7     2010-07-09   17.400000\n",
+       "8     2010-07-12   17.049999\n",
+       "9     2010-07-13   18.139999\n",
+       "10    2010-07-14   19.840000\n",
+       "11    2010-07-15   19.889999\n",
+       "12    2010-07-16   20.639999\n",
+       "13    2010-07-19   21.910000\n",
+       "14    2010-07-20   20.299999\n",
+       "15    2010-07-21   20.219999\n",
+       "16    2010-07-22   21.000000\n",
+       "17    2010-07-23   21.290001\n",
+       "18    2010-07-26   20.950001\n",
+       "19    2010-07-27   20.549999\n",
+       "20    2010-07-28   20.719999\n",
+       "21    2010-07-29   20.350000\n",
+       "22    2010-07-30   19.940001\n",
+       "23    2010-08-02   20.920000\n",
+       "24    2010-08-03   21.950001\n",
+       "25    2010-08-04   21.260000\n",
+       "26    2010-08-05   20.450001\n",
+       "27    2010-08-06   19.590000\n",
+       "28    2010-08-09   19.600000\n",
+       "29    2010-08-10   19.030001\n",
+       "...          ...         ...\n",
+       "2409  2020-01-24  564.820007\n",
+       "2410  2020-01-27  558.020020\n",
+       "2411  2020-01-28  566.900024\n",
+       "2412  2020-01-29  580.989990\n",
+       "2413  2020-01-30  640.809998\n",
+       "2414  2020-01-31  650.570007\n",
+       "2415  2020-02-03  780.000000\n",
+       "2416  2020-02-04  887.059998\n",
+       "2417  2020-02-05  734.700012\n",
+       "2418  2020-02-06  748.960022\n",
+       "2419  2020-02-07  748.070007\n",
+       "2420  2020-02-10  771.280029\n",
+       "2421  2020-02-11  774.380005\n",
+       "2422  2020-02-12  767.289978\n",
+       "2423  2020-02-13  804.000000\n",
+       "2424  2020-02-14  800.030029\n",
+       "2425  2020-02-18  858.400024\n",
+       "2426  2020-02-19  917.419983\n",
+       "2427  2020-02-20  899.409973\n",
+       "2428  2020-02-21  901.000000\n",
+       "2429  2020-02-24  833.789978\n",
+       "2430  2020-02-25  799.909973\n",
+       "2431  2020-02-26  778.799988\n",
+       "2432  2020-02-27  679.000000\n",
+       "2433  2020-02-28  667.989990\n",
+       "2434  2020-03-02  743.619995\n",
+       "2435  2020-03-03  745.510010\n",
+       "2436  2020-03-04  749.500000\n",
+       "2437  2020-03-05  724.539978\n",
+       "2438  2020-03-06  703.479980\n",
+       "\n",
+       "[2439 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_pred.columns = ['ds', 'y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ds</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2010-08-04</td>\n",
+       "      <td>21.260000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2010-08-05</td>\n",
+       "      <td>20.450001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2010-08-06</td>\n",
+       "      <td>19.590000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2010-08-09</td>\n",
+       "      <td>19.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2010-08-10</td>\n",
+       "      <td>19.030001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2409</th>\n",
+       "      <td>2020-01-24</td>\n",
+       "      <td>564.820007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2410</th>\n",
+       "      <td>2020-01-27</td>\n",
+       "      <td>558.020020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2411</th>\n",
+       "      <td>2020-01-28</td>\n",
+       "      <td>566.900024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2412</th>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>580.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2413</th>\n",
+       "      <td>2020-01-30</td>\n",
+       "      <td>640.809998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              ds           y\n",
+       "0     2010-06-29   23.889999\n",
+       "1     2010-06-30   23.830000\n",
+       "2     2010-07-01   21.959999\n",
+       "3     2010-07-02   19.200001\n",
+       "4     2010-07-06   16.110001\n",
+       "5     2010-07-07   15.800000\n",
+       "6     2010-07-08   17.459999\n",
+       "7     2010-07-09   17.400000\n",
+       "8     2010-07-12   17.049999\n",
+       "9     2010-07-13   18.139999\n",
+       "10    2010-07-14   19.840000\n",
+       "11    2010-07-15   19.889999\n",
+       "12    2010-07-16   20.639999\n",
+       "13    2010-07-19   21.910000\n",
+       "14    2010-07-20   20.299999\n",
+       "15    2010-07-21   20.219999\n",
+       "16    2010-07-22   21.000000\n",
+       "17    2010-07-23   21.290001\n",
+       "18    2010-07-26   20.950001\n",
+       "19    2010-07-27   20.549999\n",
+       "20    2010-07-28   20.719999\n",
+       "21    2010-07-29   20.350000\n",
+       "22    2010-07-30   19.940001\n",
+       "23    2010-08-02   20.920000\n",
+       "24    2010-08-03   21.950001\n",
+       "25    2010-08-04   21.260000\n",
+       "26    2010-08-05   20.450001\n",
+       "27    2010-08-06   19.590000\n",
+       "28    2010-08-09   19.600000\n",
+       "29    2010-08-10   19.030001\n",
+       "...          ...         ...\n",
+       "2409  2020-01-24  564.820007\n",
+       "2410  2020-01-27  558.020020\n",
+       "2411  2020-01-28  566.900024\n",
+       "2412  2020-01-29  580.989990\n",
+       "2413  2020-01-30  640.809998\n",
+       "2414  2020-01-31  650.570007\n",
+       "2415  2020-02-03  780.000000\n",
+       "2416  2020-02-04  887.059998\n",
+       "2417  2020-02-05  734.700012\n",
+       "2418  2020-02-06  748.960022\n",
+       "2419  2020-02-07  748.070007\n",
+       "2420  2020-02-10  771.280029\n",
+       "2421  2020-02-11  774.380005\n",
+       "2422  2020-02-12  767.289978\n",
+       "2423  2020-02-13  804.000000\n",
+       "2424  2020-02-14  800.030029\n",
+       "2425  2020-02-18  858.400024\n",
+       "2426  2020-02-19  917.419983\n",
+       "2427  2020-02-20  899.409973\n",
+       "2428  2020-02-21  901.000000\n",
+       "2429  2020-02-24  833.789978\n",
+       "2430  2020-02-25  799.909973\n",
+       "2431  2020-02-26  778.799988\n",
+       "2432  2020-02-27  679.000000\n",
+       "2433  2020-02-28  667.989990\n",
+       "2434  2020-03-02  743.619995\n",
+       "2435  2020-03-03  745.510010\n",
+       "2436  2020-03-04  749.500000\n",
+       "2437  2020-03-05  724.539978\n",
+       "2438  2020-03-06  703.479980\n",
+       "\n",
+       "[2439 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "ename": "Exception",
+     "evalue": "Prophet object can only be fit once. Instantiate a new object.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mException\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-66-143e3904bb21>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mproph\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_TSLA_pred\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\fbprophet\\forecaster.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, df, **kwargs)\u001b[0m\n\u001b[0;32m   1076\u001b[0m         \"\"\"\n\u001b[0;32m   1077\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhistory\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1078\u001b[1;33m             raise Exception('Prophet object can only be fit once. '\n\u001b[0m\u001b[0;32m   1079\u001b[0m                             'Instantiate a new object.')\n\u001b[0;32m   1080\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'ds'\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'y'\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mException\u001b[0m: Prophet object can only be fit once. Instantiate a new object."
+     ]
+    }
+   ],
+   "source": [
+    "proph.fit(df_TSLA_pred)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "future_data  = proph.make_future_dataframe(periods=365*2, freq = 'd')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "forecast = proph.predict(future_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# forecast"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tsla_forecast = forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "proph.plot(tsla_forecast)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Test Prophet 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_pred =  df_TSLA['Adj Close'].reset_index()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Setting out trend from the overall real data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_pred = df_TSLA['Adj Close'].reset_index(drop=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2010-08-04</td>\n",
+       "      <td>21.260000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2010-08-05</td>\n",
+       "      <td>20.450001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2010-08-06</td>\n",
+       "      <td>19.590000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2010-08-09</td>\n",
+       "      <td>19.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2010-08-10</td>\n",
+       "      <td>19.030001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2409</th>\n",
+       "      <td>2020-01-24</td>\n",
+       "      <td>564.820007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2410</th>\n",
+       "      <td>2020-01-27</td>\n",
+       "      <td>558.020020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2411</th>\n",
+       "      <td>2020-01-28</td>\n",
+       "      <td>566.900024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2412</th>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>580.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2413</th>\n",
+       "      <td>2020-01-30</td>\n",
+       "      <td>640.809998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Date   Adj Close\n",
+       "0     2010-06-29   23.889999\n",
+       "1     2010-06-30   23.830000\n",
+       "2     2010-07-01   21.959999\n",
+       "3     2010-07-02   19.200001\n",
+       "4     2010-07-06   16.110001\n",
+       "5     2010-07-07   15.800000\n",
+       "6     2010-07-08   17.459999\n",
+       "7     2010-07-09   17.400000\n",
+       "8     2010-07-12   17.049999\n",
+       "9     2010-07-13   18.139999\n",
+       "10    2010-07-14   19.840000\n",
+       "11    2010-07-15   19.889999\n",
+       "12    2010-07-16   20.639999\n",
+       "13    2010-07-19   21.910000\n",
+       "14    2010-07-20   20.299999\n",
+       "15    2010-07-21   20.219999\n",
+       "16    2010-07-22   21.000000\n",
+       "17    2010-07-23   21.290001\n",
+       "18    2010-07-26   20.950001\n",
+       "19    2010-07-27   20.549999\n",
+       "20    2010-07-28   20.719999\n",
+       "21    2010-07-29   20.350000\n",
+       "22    2010-07-30   19.940001\n",
+       "23    2010-08-02   20.920000\n",
+       "24    2010-08-03   21.950001\n",
+       "25    2010-08-04   21.260000\n",
+       "26    2010-08-05   20.450001\n",
+       "27    2010-08-06   19.590000\n",
+       "28    2010-08-09   19.600000\n",
+       "29    2010-08-10   19.030001\n",
+       "...          ...         ...\n",
+       "2409  2020-01-24  564.820007\n",
+       "2410  2020-01-27  558.020020\n",
+       "2411  2020-01-28  566.900024\n",
+       "2412  2020-01-29  580.989990\n",
+       "2413  2020-01-30  640.809998\n",
+       "2414  2020-01-31  650.570007\n",
+       "2415  2020-02-03  780.000000\n",
+       "2416  2020-02-04  887.059998\n",
+       "2417  2020-02-05  734.700012\n",
+       "2418  2020-02-06  748.960022\n",
+       "2419  2020-02-07  748.070007\n",
+       "2420  2020-02-10  771.280029\n",
+       "2421  2020-02-11  774.380005\n",
+       "2422  2020-02-12  767.289978\n",
+       "2423  2020-02-13  804.000000\n",
+       "2424  2020-02-14  800.030029\n",
+       "2425  2020-02-18  858.400024\n",
+       "2426  2020-02-19  917.419983\n",
+       "2427  2020-02-20  899.409973\n",
+       "2428  2020-02-21  901.000000\n",
+       "2429  2020-02-24  833.789978\n",
+       "2430  2020-02-25  799.909973\n",
+       "2431  2020-02-26  778.799988\n",
+       "2432  2020-02-27  679.000000\n",
+       "2433  2020-02-28  667.989990\n",
+       "2434  2020-03-02  743.619995\n",
+       "2435  2020-03-03  745.510010\n",
+       "2436  2020-03-04  749.500000\n",
+       "2437  2020-03-05  724.539978\n",
+       "2438  2020-03-06  703.479980\n",
+       "\n",
+       "[2439 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_adj_close_dateless"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_TSLA_dateless.reset_index(drop=True, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "MinMaxScaler = preprocessing.MinMaxScaler(feature_range=(0,1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "could not convert string to float: '2010-06-29'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-56-6f536c6ddf35>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m#feeding the original DF Tesla with\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf_TSLA\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'y'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mMinMaxScaler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_TSLA_adj_close_dateless\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\base.py\u001b[0m in \u001b[0;36mfit_transform\u001b[1;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[0;32m    551\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0my\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    552\u001b[0m             \u001b[1;31m# fit method of arity 1 (unsupervised transformation)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 553\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    554\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    555\u001b[0m             \u001b[1;31m# fit method of arity 2 (supervised transformation)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y)\u001b[0m\n\u001b[0;32m    323\u001b[0m         \u001b[1;31m# Reset internal state before fitting\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    324\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 325\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpartial_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    326\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    327\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mpartial_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py\u001b[0m in \u001b[0;36mpartial_fit\u001b[1;34m(self, X, y)\u001b[0m\n\u001b[0;32m    351\u001b[0m         X = check_array(X, copy=self.copy,\n\u001b[0;32m    352\u001b[0m                         \u001b[0mestimator\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mFLOAT_DTYPES\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 353\u001b[1;33m                         force_all_finite=\"allow-nan\")\n\u001b[0m\u001b[0;32m    354\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    355\u001b[0m         \u001b[0mdata_min\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnanmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[1;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[0;32m    494\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    495\u001b[0m                 \u001b[0mwarnings\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msimplefilter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'error'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mComplexWarning\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 496\u001b[1;33m                 \u001b[0marray\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    497\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mComplexWarning\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    498\u001b[0m                 raise ValueError(\"Complex data not supported\\n\"\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\numeric.py\u001b[0m in \u001b[0;36masarray\u001b[1;34m(a, dtype, order)\u001b[0m\n\u001b[0;32m    536\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    537\u001b[0m     \"\"\"\n\u001b[1;32m--> 538\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    539\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    540\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: could not convert string to float: '2010-06-29'"
+     ]
+    }
+   ],
+   "source": [
+    "#feeding the original DF Tesla with \n",
+    "df_TSLA['y'] = MinMaxScaler.fit_transform(df_TSLA_adj_close_dateless)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'y'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2656\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2657\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2658\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'y'",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-57-34490d54c5b0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_TSLA_prophet\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_TSLA\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'y'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2925\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2926\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2927\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2928\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2929\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   2657\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2658\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2659\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2660\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2661\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msize\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'y'"
+     ]
+    }
+   ],
+   "source": [
+    "df_TSLA_prophet = df_TSLA['y'].reset_index(drop=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'df_TSLA_prophet' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-58-af0c393ed6cd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_TSLA_prophet\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'df_TSLA_prophet' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "df_TSLA_prophet"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# #creating a Prophet value\n",
+    "df_TSLA_adj_close_dateless.columns = ['ds','y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_TSLA_train_2018_minmax, df_TSLA_test_2018_minmax = df_TSLA_adj_close_dateless[0:int(len(df_TSLA_adj_close_dateless)*0.75)], df_TSLA_adj_close_dateless[int(len(df_TSLA_adj_close_dateless)*0.25):]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_TSLA_train_2018_minmax, df_TSLA_test_2018_minmax = df_TSLA_prophet[0:int(len(df_TSLA_prophet)*0.75)], df_TSLA_prophet[int(len(df_TSLA_prophet)*0.25):]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#df_TSLA_train_2018_minmax.columns = ['ds','y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 377,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_TSLA_train_2018_minmax.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Setting out trend from the overall real data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_TSLA_pred = df_TSLA['Adj Close'].reset_index(drop=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Adj Close</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-06-29</td>\n",
+       "      <td>23.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-06-30</td>\n",
+       "      <td>23.830000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-01</td>\n",
+       "      <td>21.959999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-02</td>\n",
+       "      <td>19.200001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-06</td>\n",
+       "      <td>16.110001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2010-07-07</td>\n",
+       "      <td>15.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2010-07-08</td>\n",
+       "      <td>17.459999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2010-07-09</td>\n",
+       "      <td>17.400000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2010-07-12</td>\n",
+       "      <td>17.049999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2010-07-13</td>\n",
+       "      <td>18.139999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2010-07-14</td>\n",
+       "      <td>19.840000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>2010-07-15</td>\n",
+       "      <td>19.889999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>2010-07-16</td>\n",
+       "      <td>20.639999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2010-07-19</td>\n",
+       "      <td>21.910000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>2010-07-20</td>\n",
+       "      <td>20.299999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>2010-07-21</td>\n",
+       "      <td>20.219999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>2010-07-22</td>\n",
+       "      <td>21.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>2010-07-23</td>\n",
+       "      <td>21.290001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2010-07-26</td>\n",
+       "      <td>20.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2010-07-27</td>\n",
+       "      <td>20.549999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>2010-07-28</td>\n",
+       "      <td>20.719999</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>2010-07-29</td>\n",
+       "      <td>20.350000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2010-07-30</td>\n",
+       "      <td>19.940001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2010-08-02</td>\n",
+       "      <td>20.920000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>2010-08-03</td>\n",
+       "      <td>21.950001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2010-08-04</td>\n",
+       "      <td>21.260000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2010-08-05</td>\n",
+       "      <td>20.450001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2010-08-06</td>\n",
+       "      <td>19.590000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>2010-08-09</td>\n",
+       "      <td>19.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2010-08-10</td>\n",
+       "      <td>19.030001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2409</th>\n",
+       "      <td>2020-01-24</td>\n",
+       "      <td>564.820007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2410</th>\n",
+       "      <td>2020-01-27</td>\n",
+       "      <td>558.020020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2411</th>\n",
+       "      <td>2020-01-28</td>\n",
+       "      <td>566.900024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2412</th>\n",
+       "      <td>2020-01-29</td>\n",
+       "      <td>580.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2413</th>\n",
+       "      <td>2020-01-30</td>\n",
+       "      <td>640.809998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2414</th>\n",
+       "      <td>2020-01-31</td>\n",
+       "      <td>650.570007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2415</th>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>780.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2416</th>\n",
+       "      <td>2020-02-04</td>\n",
+       "      <td>887.059998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2417</th>\n",
+       "      <td>2020-02-05</td>\n",
+       "      <td>734.700012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2418</th>\n",
+       "      <td>2020-02-06</td>\n",
+       "      <td>748.960022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2419</th>\n",
+       "      <td>2020-02-07</td>\n",
+       "      <td>748.070007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2420</th>\n",
+       "      <td>2020-02-10</td>\n",
+       "      <td>771.280029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2421</th>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>774.380005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2422</th>\n",
+       "      <td>2020-02-12</td>\n",
+       "      <td>767.289978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2423</th>\n",
+       "      <td>2020-02-13</td>\n",
+       "      <td>804.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2424</th>\n",
+       "      <td>2020-02-14</td>\n",
+       "      <td>800.030029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2425</th>\n",
+       "      <td>2020-02-18</td>\n",
+       "      <td>858.400024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2426</th>\n",
+       "      <td>2020-02-19</td>\n",
+       "      <td>917.419983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2427</th>\n",
+       "      <td>2020-02-20</td>\n",
+       "      <td>899.409973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2428</th>\n",
+       "      <td>2020-02-21</td>\n",
+       "      <td>901.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429</th>\n",
+       "      <td>2020-02-24</td>\n",
+       "      <td>833.789978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2430</th>\n",
+       "      <td>2020-02-25</td>\n",
+       "      <td>799.909973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2431</th>\n",
+       "      <td>2020-02-26</td>\n",
+       "      <td>778.799988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2432</th>\n",
+       "      <td>2020-02-27</td>\n",
+       "      <td>679.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2433</th>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>667.989990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2434</th>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>743.619995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2435</th>\n",
+       "      <td>2020-03-03</td>\n",
+       "      <td>745.510010</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2436</th>\n",
+       "      <td>2020-03-04</td>\n",
+       "      <td>749.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437</th>\n",
+       "      <td>2020-03-05</td>\n",
+       "      <td>724.539978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2438</th>\n",
+       "      <td>2020-03-06</td>\n",
+       "      <td>703.479980</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2439 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Date   Adj Close\n",
+       "0     2010-06-29   23.889999\n",
+       "1     2010-06-30   23.830000\n",
+       "2     2010-07-01   21.959999\n",
+       "3     2010-07-02   19.200001\n",
+       "4     2010-07-06   16.110001\n",
+       "5     2010-07-07   15.800000\n",
+       "6     2010-07-08   17.459999\n",
+       "7     2010-07-09   17.400000\n",
+       "8     2010-07-12   17.049999\n",
+       "9     2010-07-13   18.139999\n",
+       "10    2010-07-14   19.840000\n",
+       "11    2010-07-15   19.889999\n",
+       "12    2010-07-16   20.639999\n",
+       "13    2010-07-19   21.910000\n",
+       "14    2010-07-20   20.299999\n",
+       "15    2010-07-21   20.219999\n",
+       "16    2010-07-22   21.000000\n",
+       "17    2010-07-23   21.290001\n",
+       "18    2010-07-26   20.950001\n",
+       "19    2010-07-27   20.549999\n",
+       "20    2010-07-28   20.719999\n",
+       "21    2010-07-29   20.350000\n",
+       "22    2010-07-30   19.940001\n",
+       "23    2010-08-02   20.920000\n",
+       "24    2010-08-03   21.950001\n",
+       "25    2010-08-04   21.260000\n",
+       "26    2010-08-05   20.450001\n",
+       "27    2010-08-06   19.590000\n",
+       "28    2010-08-09   19.600000\n",
+       "29    2010-08-10   19.030001\n",
+       "...          ...         ...\n",
+       "2409  2020-01-24  564.820007\n",
+       "2410  2020-01-27  558.020020\n",
+       "2411  2020-01-28  566.900024\n",
+       "2412  2020-01-29  580.989990\n",
+       "2413  2020-01-30  640.809998\n",
+       "2414  2020-01-31  650.570007\n",
+       "2415  2020-02-03  780.000000\n",
+       "2416  2020-02-04  887.059998\n",
+       "2417  2020-02-05  734.700012\n",
+       "2418  2020-02-06  748.960022\n",
+       "2419  2020-02-07  748.070007\n",
+       "2420  2020-02-10  771.280029\n",
+       "2421  2020-02-11  774.380005\n",
+       "2422  2020-02-12  767.289978\n",
+       "2423  2020-02-13  804.000000\n",
+       "2424  2020-02-14  800.030029\n",
+       "2425  2020-02-18  858.400024\n",
+       "2426  2020-02-19  917.419983\n",
+       "2427  2020-02-20  899.409973\n",
+       "2428  2020-02-21  901.000000\n",
+       "2429  2020-02-24  833.789978\n",
+       "2430  2020-02-25  799.909973\n",
+       "2431  2020-02-26  778.799988\n",
+       "2432  2020-02-27  679.000000\n",
+       "2433  2020-02-28  667.989990\n",
+       "2434  2020-03-02  743.619995\n",
+       "2435  2020-03-03  745.510010\n",
+       "2436  2020-03-04  749.500000\n",
+       "2437  2020-03-05  724.539978\n",
+       "2438  2020-03-06  703.479980\n",
+       "\n",
+       "[2439 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_TSLA_pred"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Prophet 3 MinMax"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "proph_2020 = Prophet(interval_width=0.95)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<fbprophet.forecaster.Prophet at 0x21dcf946588>"
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "proph_2020.fit(df_TSLA_adj_close_dateless)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "future_data_2020  = proph_2020.make_future_dataframe(periods=365, freq = 'd')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "forecast_2020 = proph_2020.predict(future_data_2020)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tsla_forecast_2020 = forecast_2020[['ds', 'yhat', 'yhat_lower', 'yhat_upper']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "proph_2020.plot(tsla_forecast_2020, uncertainty=True, xlabel='year',ylabel='stock price - hundred dollars')\n",
+    "plt.savefig('../DataSets/Stock_prediction_PNG/Prophet_stock_prediction_2020_2022.png')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[<matplotlib.lines.Line2D at 0x21dcf928470>],\n",
+       " <matplotlib.lines.Line2D at 0x21dcf841128>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf841550>,\n",
+       " <matplotlib.lines.Line2D at 0x21dd0108400>,\n",
+       " <matplotlib.lines.Line2D at 0x21dd01085c0>,\n",
+       " <matplotlib.lines.Line2D at 0x21dd0108c18>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf85d160>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf85d780>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf87a550>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf8418d0>,\n",
+       " <matplotlib.lines.Line2D at 0x21dcf85d668>]"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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PoL29HdOnTwcATJ8+HceOHQMAtLa2Yvbs2dnXz5o1C62trdnnnqyrq2v03wSNGjfFT954Y97xsfb2opyjlAw1fm66thMtRgM53f/+3BJnN8V4tNcynBi66bpQhpt+Bk40dXV1/X5NkVLK0V7Ali1bsGTJErz22mtYvHgx7rjjDlRXV+PBBx9EOBzOPq+mpgbd3d245ppr8K1vfQuNjY0AgKVLl+JHP/oRFi1alH1uJBLJ/rm9vX3AN0nuxviVNsavtDF+pY8xLG2MnzsEAoG84zEpsZg1axZmzZqFxYsXAwCWL1+Ot956C3V1ddnSiaNHj2Lq1KnZ5x8+fDj7+paWFsyYMWMslkpEREREoyxtOwin7WIvo19jkiBPmzYNs2fPxu7duwEAGzduxPz583H99dfjkUceAQA88sgjWLZsGQDg+uuvx6OPPgopJTZv3oxAINBveQURERERlZaUJfBBZxJtMaPYSyloTGqQAeDBBx/ELbfcAtM0MXfuXPz617+G4zi48cYbsXr1atTX1+PJJ58EAFx99dV49tlnMW/ePJSXl+PXv/71WC2TiIiIqChCoRCamprQ2NiIhoaGYi9ndEmJpOWgJWJgWpWv2KvpY8wS5IULF2LLli19Ht+4cWOfxxRFwb//+7+PxbKIiIiIii4UCmHZsmUwTRNerxfr168f10myhIKU5UBVgLgpUOnVir2kPJykR0RERFRkTU1NME0TQgiYpommpqZiL2lUfdCVgmELRNI2WiPpYi+njzHbQSYqBYFgMO84ktNlZSzPMR656doyRqPHLXF2U4y5FhqK2tpaKIoCVVXh9XqznbzGI8N2YAgH5V4N4ZQNUzjFXlIfTJCJiIiIiigUCuGee+6BbdvQNA333nvvuC6vsB2JlOlgUrmOMk2FV3NXeQXAEgsiIiKiolqzZg0MI9PNQQiBv/zlL0Ve0ehypETMtKEqCsq9GoR0MAZjOYaFCTIRERGRi/zpT39CKBQq9jJGjWE7mFTmyR4fiZowBBNkIiIiIupxwQUX5B1LKcf1TXqmkCj3nEhBo4YN4TBBJiIiIqIeXV1dUBQle6woyri9Sa87ZWFfdwpqzvut9GowbHfdqMcEmYiIiKiIGhsb4fGcKDlQ1fGZnglH4oOuFGKGgKaeSJBr/DrSTJCJiIiIqFdDQwNuueWW7C6y4zjjssRiW1sMppCIGyLv8dzdc7dggkxERERUZDfffDP8fj80TRu3fZAdB4ilbUyr9Az+5CJjH2QiIiIiF1ixYgWATLI83vogH0+YsB0Jv66iyuf+9NP9KyQiIiIax0KhEJYtWwbTNOH1enHzzTcXe0mn1b7OJLrSNizhQLis33F/WGJBREREVERNTU0wTRNCCJimOe7qjw0hYQuJmClQIvkxE2QiIiKiYqqtrYWiKFBVddzVHwtHIm07SNkCppAo00sj9SyNVRIRERGNQ2+//Ta+9a1vwXEcqKqKe++9d1zVHx+JGkiYArbI9Dsu92rFXtKQsAaZKIc4aZpRsc4xHrnp2jJGo8ctcXZTjLkWGkgoFIJpmnAcB4qioKurq9hLOmVSymzrtkORNGzHQcIS8JfI7jHABJkoT/zll11xjvHITdeWMRo9bomzm2LMtdBAGhoa4PV6szfolXp5hZQS77TFcd60SuzrSiFpZpLjaZVeyFIpQAYTZCIiIqKiGk/t3SQA05FwJNCdsmEKB5aQJbV7DDBBJiIiIiqKUCiE2267DZZlFWzvFk5ZCJa5f6hGro6EiaQpsKM9AcuRsBwHc2v8xV7WsJVWOk9EREQ0TgzW3m1PRxJxU/Tz6uI6uVzCkZluFXs7U0haDqKGjWjahqaq0FT3jZIeDBNkIiIioiJobGyE1+uFqqpQFAW1tbXZrxm2A0dKbD4UgWE7RVwlcDCc7vPYruMJ7OtMImEKHIkaeOtIDJ1JC2nbgWk7sISDpOWgwlOaqWZprpqIiIioxDU0NOCf//mfoSgKhBD4x3/8R4RCIQDAmy1RxEwHmqLAOU03tw3lPJ1JK+/4YHcKHQmzz/PStoPjSRvb2+I4FE4j2ZMoG7YDQ0goUHBmjR+1JVYi0os1yEQ5Kj/2sbzjkdzxfTrOMR656doyRqPHLXF2U4y5FhrIu+++CyEyZRSmaWLNmjVoaGhA2nYwpdyDhOXgdPV+2H40joUzqgZ8zoHuFCaVexBJW9BVFe1xC4UqJKQEUpaNuOHAq6uwHQdOz0LPrPFDL8GyilxMkIlyaNu2ueIc45Gbri1jNHrcEmc3xZhroYF0dHTkHR87dgztcRNpq7esQmYTz1Ml+tlBPtidgq4q8GoKHAkc6k6jK21hVrUPhnDgUZW83saWcGBLibjhAIpEyspMyQMyw0BKPTkGmCATERERFc3kyZPzjqdOnYqWSBqBskyKpgDYfTyBi2ZUZRPUkXLkiSEe3SkL1T4dh8JpdOSUVZjCQWvMgKYq+KArjZTlALqCD7pSSNsOast0tERMJC2BCp+GKq+G9riJaZVeRAyBat/4SC1Zg0xERERUJDfccAN8Ph8URYHP58PNN98MS0h4e3ZhvZqKYwkL9iluI0fSNgzhZM9zJGrAciSOxk2YwoFwJKKGjaTpZG4KlEB3yoItHJiOREskjXDKxv7uNBKWjaSVOZeuKphZ7YNPVzG1ojTrjQsZH2k+ERERUQm68MILsWHDBjQ1NaGxsRFT5p2Hg+EUqryZFE1XlVPuYpG0BHYfTyJtOdjWFsfFM6thOxLRtA3LdpCyHfh0BSkzU+9s2IBPV2EKCY8KpCwHtuOgsmdNhu3AchxUeLVTffuuxQSZiIiIqIgaGhqyE/SaDoSRtBwE/SfKKYJ+HUeiBubUlI3o/DvaEj27wwKaCtiOhOVIHOhOI2k70BUgbggIKVFb5sHxhAXTdlAf8CFpCbTGDNRX+9GRtOBICduRUBUFgXFSTlEISyyIiIiIiuTtt9/GqlWrsu3dhJTQ1fz0zHYk2uJWoZcPypEyUxJhCqRtiaSZ6VEcM2yE0zYShkCFV4MlJKRUUOHJ3GQX8GeS33KPhrNqy+HTVSRMB2lbwqupmBMsvel4wzF+U38iIiIiF8sdNe3xePDAw49jzvwL+uzMSgnEDHvI5+29ES9lCeiqgpTlQEigpkxDJC2Qth0kTQdp28HcWj8UALVlOo6nbCgK+k1+P1TrR9ISUE/xZsFSwB1kIiIioiLIGzVtWXitqalgS7eaMh1VvqHX++5sT8CREu8dT2B7Wxxp24GmAhVeDdOqvGg+GoPtSAT9OlRFgaIoCJZ5UOlRB0x+NVVBlU8f17XHvZggExERERVB76hpTdOg6x7MX7QE5Z6+yafe04dY5vQxPnkqniNl9jFDOJAScBwgaQoEfTqqvBq8mopyj4rjcRuOlPDp+Wng9CrfKLzL0sQSCyIiIqIiaGhowP9zzz/hpZdewoLGK3D+RRf3+9xjcQtxU6Cqp/zi/c4Uqn0ayr0a9nQk4dNUBPw66oN+mEJmb6aLmQK1ZR74c5LhsyeX5Q3+oL6YIBMREVHJcWRmgptHU+HVSu8X4ofDabTs2oZ7f/gDCNvGptdfx7nz5+PcCwsnyYY4sWN8LG6gM2khkrYxs9qHhCGg+jMT8YJlOmzh4O0jcaRtgYTpYEZV3+vD5Hhgpfc3ioiIiCa8t4/EsPlwFPs6U8VeSkGRtJ1XEpHLkRKtMQO//e//hm1ZkFLCtkz8ef3v+j3f7IAPO9sTkFLiYNiAJRzETRvHEyaStoNoWiBqCOxoT8B0JLpSFiJpgQ/Vju9uE6OFCTIRERGVnLTtQFUUtMVNHIsbxV5OH/u7UxD9DL8TjoQtZN8b8gbY1NVVBccTJqyeHsZRQ6A7ZeNIzETCEOhIWrAcia6khbTlIG0LKAomRMeJ0cAEmYiIiEpOynJQpquImwJHYmaxl9OHIyVEgZYUcVNkklzh4OIrroem90zM0z24atnyfs+nqwomVXiwvS0OwxbwaSrqA37U+nXMDvgws8oL25EweibjeTQVwXE8yGO08coR5YiEw644x3jkpmvLGI0et8TZTTHmWk4/4UikbQeTyz0o92hIW6c2ivlU9Hezm3CA1oiBmjINxxMWzp5SAcN28G57AraUiBg2TAGgp82aog6+0+tTVcQMG5G0wJyAD4qiQM95nUdVYDsStX4dteWe0/k2JxzuIBMREVFJMYWT7crg0TLlFv3V+46WSNpGyhJoiRgIpwpPuWtLmNjRnkDEEACAhCmQsgQ6ExamVnjxVuh1SCEgpYQQAs2hTQN+T01VYAoJn6YUTMrnBP34UG1ZSSTH+7pSeOKdY9jTkSz2UgpigkxEREQlZeexBLxaJkGs8uowbKfggI3hMEX/SXahUomupImYYSNhCTgSfV4bNWyYdqZO2Op5/e6OJJK2k2nP5tHwscZG6B4PVE2Dx+PBwoZLBl3n1Apvyfcrfvq9Dnzp97vw8zda8dWndmPzoUixl9QHSyyIiIiopBi2g9yiClNkxiafyoS39piBaVU+eLT8nVlHSjQfjaHCq8GrKpg7qTzzOBTEDIHOpAUFmdri+pwRzZaQMKREbbkHQjh4py2OlJXZQZ7Ss8N77oUX47sP/Bf279qJhQ2XYMHCRSNef6noTFpY9drhvMf+T9MhfObcqUVaUWFMkImIiMYpSzjQVGXcdTJI2w68ObW3VT4d7x1P4OKZ1SM637G4iSMxEylbYka1L5PEVngBAB0JEx0JCzFDoMyjocpvIpK20RYz4VEVpCwH4bRAV8pGfdAPw3bQHjdh9+wal3tUHEtYsKWJGn9mol1u3fCHz70Al37046dwNUrLs7s7+zwWSQt0JCzMqHbPzjhLLIiIiMapQ+E0oj31r6XuUDjT77gtZiDg07MT5XpZ/fVUG4TtSBxPWOhO2TgUTiNlCRwOZ9rGGbaD97vSKPNkbo5rixl4syWKloiB7pSFpCWgKpkkOmEKvHUkiu1tcbzfmZlsJxwJVVFQ5dNQ5dWhKAo8OUNNdjZvxe9/sxo7m7eO8KqUnreOxAo+/rPNLWO8koFxB5koR9kdd+Qdpx54oCjnGI/cdG0Zo9Hjlji7KcbFXIs4qS7WTddlOIQj0ZGwUOnVcDBswHFk3i6s5Uh4RliE/H5nEu1xAwlTIOjXsetYEoqKbF2saQuU6RpsR8J2AAUK0oqDSeUeGELCrylI2w4SpkCFV4Pds2vv0xRMLs+kWRWevqUfO5u34u4vrYBlmlj3yENY9au1477EwhQO3j4aL/i1Npe16lPkWN/2eZpEIicKutvb21FXV1fE1dCpcFP8AsFg3vFIWiKdjnOUkqHGz03XdqLFaCCn+9+fW+LsphiP9lr6i6EjJZqPxDC5woP6YNmYrGW0GLaDHe1xRNI2dFVBlVfL6+IgHAmvruK8aZXDPvc77XHsOZ7EmTV+qIqClC0QTQsIKRHw64ikbUyt8OJAdxqzAz4oCpC0HAT9meS3t99x1BCImQIVHg0VXhXlBZLiXI899DOs/rcfw3EEVE3D7f/3N3HLV//XsNdfSn634xge3Nxa8GuzAz68c8fiMV7RCYFAIO+YJRZERETjkCkkulI2DkXcN2VuuAxbAFDg11WYom/fYU1V4Ixgvy9uCjiOxNye5BgAJJRscqwqCgI+D3RVQW2ZDp+uwqup2eQYyEyq82gqAn4dUgIVvqHdKLiw4RJoeibR1zRtSB0sSt3BcP9/F1ujBgy7eP2sT8YEmYiIaBxqjxmIGjZihhjzHsGnW9x0YNgCCvofnZy0nGEnyS3hNCJpOy/hLtdVzKjyocKjwZESqpI552C9hTUFkJDwKIBXY3pVyJbWaL9fc2RmPLdbMIJERETjTDhl4UB3GtMqvAj49FPuEVxscTPT5aDMo6G2rPDtU90pC2nb6emJLOFIidZoGge7U/igM4md7XEkrcwNi46UsB2JtHAw0KalYTtDTnYVRcGZQT88mppXH92f5tAmCHvoQ0JK3c72RJ+R4GfktMXzaApaXfTbDt6kR0RENM4c6E6jO21jeqUXQkqYwkGZOvIewcWWtAQwSM5p2A4sIXE0YaDKp6M7ZaE9bqLSqyFq2FCg4HjCwqVzAjCFxJaWKFQF2XZshQR7yiyGqmv5rq8AACAASURBVNB0u/4sbLgEHq8HlokhDwkpZY+/0553PH9qOc6eXI4D4TSqfBp+fv2HcemcQD+vHntMkImIiMYR25EIp21MqfDAp6tIWiKTIA9y01ixSNm3prjXB51JTKvyoTtpoT7gL/icXl5dxfa2ODyqgiqfjg+6UvDpKmKmQMJ0ICVgSwdvH4ljXq0fnUkLPk1FbXn/qdBo9o/et2cXps2YDeEI3HTbV8d1BwvbkXjlQP60vGqfjsWzqhE6HMUPr5yLRTOrXPV3lAkyERHRGGqJpDFrkGTvVBi2g+6UlR10oSoKhHvufeqjNWrkXQ9HSkTTNqr9Oo5EDezvTqPaP3jiNLPKh5ghEDcFhCNR5dUQNwUmVfnQnbQhIVHh1dAaTUM4DuYE/ZBS5vUlHisbnngMP/nuP2WPH/j+/8bcsz8ybpPkb/95X5/H/ueSmZhV7cO5dR92VWLcizXIREREo6Qj0be3a8LMZKvdydHp+2oJB5PLPSj3ZH7Eqwrwfpd7bn46WbxnkElv7bBwJN7vTCGcshFO25hc7oFXHVq6kvkwIJG2BTyairSdKZ84o8YPCQVTK7yYW1OGtrgJXVWKkhwDwLO/W5t3bNvWuK1B3tORxBst+TfnzZtUhtkBPxRF6TPwxS2YIBMR0YQknMyNXKPZ4aEtXigJlgN8bWR2tGWGL3QmLZgic2NZb3mAriqIG/aI2qCdit7r25+kldnpbY+bsISTnfrnSPRMpYuhpmzgzhF9zmlndpAPhNPwaQq8+okSibk1/pw/lw3/DZ0mO5u3Ys97O/Ie0/XxW4P81ad293nsKxdPL8JKhocJMhERTUhHYgbeO5ZAa3R07py3HVlw/HHKdiClRHfKRmfSQmeBXebhMnpqKA50pxDuGabRS1Uy/YNPpZOFYTvoTFpoiaQLfr0tZsAUDg7mtOk6Ek1jS0sMUhZOlN89lkDz0RhStgNTSEgApu2gK2lBSIkav45K7/B+9T65TMesah+6U5nWbTOrfMN6/VhoDm2C45yoeZkybQYeePTJPuUV7x5L4NUDYcQMe6yXeNr8+NVDBR9fPLMKFe/txKxf/yfO/R+3otqFo7bdua9NREQ02iTQnbJPS/2jYTtImjZqyr3Zx7pTVratWK6OhIXdx5NIWQ72d6WgKEC5V4NfVzOji/Xh7105EoimLZhC4lDYwOQ+PXuVU9opj6RttMdN+PpZW3fKRpVPx/GEBUVRUO3XAShIWja2HolhUpkHZ9bm79raPR8e0raDra1R1JR5cDCcQtQQKNdVaENolXYyRVGgqYP3LC6m6mANZE6C3NVxrM9zHt/ejl+EjgDI7Hw/cO1Zri1F6M+xuIlndndmDqTEvPBRLD20Dd/GAUxr3AxPuDv73Mh5C2F89NIirbSw0rraREREp0l7wkTSEoimT32Hbkd7HGUeDXHTwaRyHUIClpAFJ4M5EmiJGhCO7Nk9dZAwBVRFQWfCxMycG9baYgaEA9RVeQfsrSsciV3Hk0iYot9d11PZQRaOhCEceLXMGqKGjeqehO1Y3ITlZHaAbUdib2cSc4J+JEyBlC0RMwzYQuYlyLuPJ7Lt1UxbQlUUHI2ZUBXAr6un9KFFVxUEXZxMRsPdyPSsy7x/YdtoDm3K7iCHUxZ+ueVo9vn7utP4cdNhfG/pmUVY7ch0pyzc8ctXcMuh7Vh6eDuWHtqG+lhHv8+veeM1tI3h+obCvX+DiIiIRlHKFAj6dZyOytyUlSkTaIkYmBPMdFOwHIl0gQQ56NcQSduoLdORsh1E0zbipsD+7jQmnbTzeShsIGkJ6BpQV9l/uYAE0JG0kLQcTCowSMOREi2RNKaO9P3ZAnFDIGbY+PCUCnQlLVR6NcQNgb2dSUiZSXo7EhbSwkGFx0J32gYkMLXCCwcSh8NpzA76IRyJSDrTes4UEmfW+KCrCo4lTMyo8o1oB72U9I6YFvaJD2bVwZrsn5/e1QnrpE8zL+8PoyNhYXKFe3fG9UgYgdAm7H7yWcx/dwuOdLUM+bWBbW+jPZkAqt1TEsMEmYiIJpxw2kbalvDrmbrXUyGlRMLMJMReTUXcFDAdCdMW8BTY9fVqarYFm0dTUeHR0JG0EE7ZCPozP5YTpsDhSBpJSyBpCUgJdCVNBPweCClxNGqgPujH4Ugae4+noJd7Ue7VUFvmKdhT2HEkjkQNXDTC99gazSTqHlWFIyUOhdOIGTa6UjZiaQGvnnm80qehzuOB4WR2z3VVgaIAXlVFa9TAsYSJMk9mcIdwJCaV6dlOEtU+fdwnxwCwYOEiXPPZFXj68d8CABRF7dlVzvjL+10FX/fusQQ+emZwTNY4FGoqhcDbbyK4+TUENzeh6t0dUBwH5w7x9XZVNcJ/swTdSxrRufhSBMrKR3W9wzXkBPnuu+/GrbfeioULF474mwkhcPHFF2PmzJl45plnsH//fqxYsQJdXV246KKL8Jvf/AZerxeGYeDWW2/F1q1bMWnSJDz++OM444wzRvx9iYYq9tJLrjjHeOSma8sYjR63xHmwc5i2QMKyUVOmQzgO2mIGpo3whi5HApqqIGkJzKr2IW07SFmZHdf6gA9bn/zjgK/XVAVHYwbStoO2uIlpVV7s7kjCsB3EDQEhJYSU2HU8hUUzq+FIiY6khUqfhn1dKbRELVQpFs4M+vsduFHds1Ne6Lrs70piVsBfsOVZb92yR1UxuVyF5Ujs6Ugibma6Tfh1Fd6KzDCSlJVpL6cqQHcqU3s9s8oLRclcm6gh4NdVhNM2Imkbc2vy19u3bnr8qqisgqKqgJTweE90sGiLmTjcz7jlYifIimWhasc2BDc3IbjpNVQ1b4VuW0N+vfD5EL2oAd2LL0V4yd8iNv88QM+kobYjERjFoSwjMeQE2bIsXHXVVZgyZQq+8IUv4JZbbsGsWbOG9c0eeOABnHPOOYhGM/3w7rnnHtx1111YsWIFvva1r2H16tX4+te/jtWrV6Ompgbvv/8+1q5di3vuuQePP/748N4Z0Qg4p/AB8HSeYzxy07VljEaPW+I82DkcCShSgQJAVRXs7UyNOEFO2w7KPRpSVmYn2nIkImkbdRWZ5DC+4PxBzzG1wgvbkYiZAqGWKMo8GhKmg0q/hu6e0omk5eBwOI2utI2kKbC1NY4yj4Ip5TqmD5Ac97KEU/C6xE0BIYHc9NR2Mu3vImkb3SkbluOgyqsjZdk42J1GwnSgKQq8uopyXUXZSTu/kyt0WELLrqnco8GRme+VtjMfJIYzlnk82fDEY1iz+hfZ46uXfz5bf3xyv+BcO48lRn1tuYQt8EHTFsx+6w0s2rMVNVvegJ4c+hpsRcWb087Ca2cuxBVf+QwiCy+C9I3egJzTbci/y3jwwQdx5MgR3HfffWhubsY555yDT3ziE3j00UcRj8cHfX1LSwv++Mc/4stf/jKAzKfSF154AcuXLwcArFy5Ek899RQAYP369Vi5ciUAYPny5di4ceOo9qkkIqKJxXaAmQEfNFWBX1Ph0Ube5eGdtjhStsDsQCbBrvJqEA5QMYwWZZqqwKer6M0ZwykLhu0g6Mvc8PdBZxK6quB40kJbzICuKfBrCmwhoWvKkJJNW6JguzXR83ju+z8aNXAsbkECOJYwe+8nQ7VPw9QKD2rLdNiORHk/JRGqovTpeOHXVVR4VUyt8PbbDWMieOXPz+Yd79+7K/vnNw5HTn561u6OZPbGxtNpX1cKP9vcgl9sbkH03T2Y/sRjmPGNr+DcxRfgK99Yjk/+8v9gyisvDCk53j55Du6/8Dpct+w7qP3Gf+O1R36Pv/nljxFefGlJJcfAMGuQNU3Dtddei2uvvRY7d+7E5z//edx22234xje+gRUrVuB73/seZs6cWfC1d955J370ox8hFosBADo7OxEMBqH3bK/PmjULra2tAIDW1lbMnj07s0BdRyAQQGdnJyZPnjziN0pERAQArdF0ph1ZzmPdSbvPyOPBJC2B9piBjoSFqZX55QEfqh1ZMuDRMr92V3QN/p4hF8KRmFzuRcIUiBkC9b1r9ADHkxa0Ie7ESimx+3gS50ytOOnxzI7xge4UzqzN1IFajoRPAwAFkZTIvr/eRDzg16GZfVvYDURXFVR5eevTR6+8Gm++/kr2+JLLPgEAMIWDt470v+FoConWqIE5weH93TKFg1cPhBFO2fj43JpsC7yYYePL//EKLj+0HZ88tA1LD2/HGdG+LecGsi9Qh42zL8DG+vPx4uzzcKzixM2GL96+sKR/SzCsv6nRaBRPPvkkfvvb32L79u347Gc/i5///Oeor6/HT37yE3zqU5/C9u3b+7zumWeewdSpU7Fo0SK81FP/VOiTeu+FHOhrhXR1FS5op9LA+JU2xq+0TcT4bTua6brg00/svB6PmWhTk/CkvYO8+oRwWmB/2EBX0kaZGPrrhirV81+NIhEJpyGlRNQQ0IwTP7oVKRGN9f9r+VxRw0aHoqDCKoNXU5C2JXy6gj0tCShJH46lbLS2Kzir1o+OiAGPqqAjJSBsibBVeJe6M3ma3uwEMmnaDDT8X5ejq/MYPnHtp7H4sivQ2dWFbe2pvK4ntX4NM6s8eOf4ieEs2w4dR6VTUei0/frs7w9m//zoS7vxT3Ifrm/bgcmvvIa2zsPDOld7eQAvzD4fG+szSfGBwLSCz3vy0/Xo6u4u+LVCbEfCa+rQUmNbh15XV9fv14acIC9fvhzPP/88PvrRj+JrX/sabrjhBvh8J+q1Vq1ahUAgUPC1r732Gp5++mk8++yzSKfTiEajuPPOOxEOh2HbNnRdR0tLC2bMmAEgs5t8+PBhzJo1C7ZtIxKJoLa2tt+11dbWDvgmyf0Yv9LG+JW2iRa/WU4MR2MmJleeSGql30Ld5HLUDWN3zpO0cMyJY8EkbURDLUYkafVpBacoCiYN8DOyl98S6E7amDy1BlIC+47G4FNUVAV0xD06bGEjoSjwBapRq1uIGgKqYmH2MMc9U/92Nm/F9+78KizTgsfrwXkLF6G6OoBJtbXYuTu/Ldolc4Io96h5CfKRlDqkWPf6u0e2YunB7bj88HYsPbQdF7e/D00OvWtL1FuGl2adh431maR456R6YIANy2qfhvV/d96wd45tR2JytQ91pdjmbcmSJfjZz36GadMKf1pQVRXt7e0Fv3bvvffi3nvvBQC89NJL+PGPf4zHHnsMn/vc57Bu3TqsWLECjzzyCJYtWwYAuP766/HII4/gkksuwbp163D55ZeX9DY9lQ7Pww/nHVu33VaUc4xHbrq2jNHocUucBzqHrqmoq8zf8Q36dSSH2O5t29EYJld44NNUpGyJKt/AP5+mP/FY3vHRG28Z0vcpRNdG/rOwwqOhbsNv4QmWwXYcBLpS6Lz5C6jyaggnbUyv8iJmCuzvSqHCqyFu2P3WGNPINIc2wTItOI6AZWWOP1l/JlKWwPr38gdpLJldja5kfpeIPYNt2ds2qnZuR82mJlRvasLet7bAL4beaSKtefDajHPwQv352Dj7fGyZdhaE2n8t/YPXnoXzplUO+fylRJFjfPdbb4L8zDPPYN++fdk2bxdeeCF++9vfwufzIZ1O4wtf+ALefvtt1NbWYu3atZg7d27eeSKRE4Xs7e3tE24HZDxxU/wCwfwWOpFwuCjnKCVDjZ+bru1Ei9FATve/P7fEub9zNB+NQVeV7JjjXo6U6E7ZWDqvts/jbTEDXk2FqgBlHg2bDkUwqdyDKp+OHW1x1Af92PDEY3jlz8/io1dejetOSoA/Nn923vHL72Z+rb2zeSuaQ5uwsOGSbBeDkejs6hryruLJa1nzxvuYXO7B4YiBD/VMuosYNlRkbt6r9GoDTvCj4dnZvBV3f2kFLMuCx+PBql+txbT6M/HTrWE0HTyR11R6NTx58wK0Rg18+Q+7s4/XlOn4wy3nnTihlKjYuwvBN17PtF978w3o8diQ1yMUFVvq5mV3iF+f/hGkPSd2cX//+XOxrS2O771woODrX/ryhUN/8wOwHYkZ1T7MKOIO8slVEGNeLX/ZZZfhsssuAwDMnTsXoVCoz3P8fj+efPLJMV4ZERGNd7G0jaoCY4hVRUHA3/fxHe1xmLaE7UiE05ldVsOWaIuZ6E7Z8Ooq/vMnP8y27eq9+erkJPlkO5u34s7bboRtWdA9Htz/8BOnlCSPlEdT4NXU7IASIDMiO207CPg1DCU3Pl2J/kSwYOEi/K9/+m72w9SChYvw9oG2vOQYAG44ZzLKPBrOqCnLfKDr6V7RnbJh79uPWW9tRs3mJgTfeB3ezv5HOBeyY1I9NtZfgBdmn4eXZ52LiL8SL335Qvxtz9ellHm/tf/43Bp80JnCb7flVwn85YsXDP8ClBDeTkpENEKWcLC1NYaLZlbBW2DIArlL0jox/rnQxDZxUgutI1EDlpAQPa/xqAq6UhY0VUHCFHAAdL3/Dtb++j/zXvfs79YOmiA/v34dLNMEAFimiefXrytKcjmlPFNqklvXXOFV4R1ix4nsjmhPTe2qX6095fcxnhPunc1b8W8//H9hWxaat2zGnLM+gm9vzy9h0FUFn14wJfvnhWoSH3r3TSw9tB1LD2/D3FWFy1n7c6B6KjbOPh++Ky7HN1Mz0Z7TaWJyuQcvfT5/9l2hktYv/80MfGbBFHzzufdx5Vm1uPG8qVDHeekrE2QiohE6EjXREjXwkSnl8JaNzwS5O2mhzKuV/AjgcNrC+x0paKqC/n6s9/YCNoVE0hI4HDF6kmYJTVVQ6dUQN21MrfCg1XGQtgWaQ5sgnfza5b3v7cTO5q0DJnddHcfzjndue+sU3+HpU6ZrKBtidlCopvZUktqhJtxxU+A/3mhFqCWKL188A1eeNfQb14rp+afyPxg9tHEbksH8MoUb5/hx9hsvZUc4v7l3d6FT9StdMwlPTZ2PF2afh431F2BfYBqgKHjx9oVYA2BHewLNR+O49sOTsi3fhqK23INfffacYa2llDFBJiIaASkzfWNnVfsQMwWC4/RO/0ORNOYE/SWfICdNB3HTBoB+h1RIAB90pjC5woOD3WnETRtlugqfpiJmCuiqgqA/E+eZVT5IKfHnAi3WhLAHTRRrJ03JO/5g17vY8MRjg+48F8NAO7oLGy6Bx+uBZQEez4mRySM11IT7/3thP0ItmVrbe18+iBnVXpxbVwI3i+V+OquowY7ghfDZJi45sgtLD2/HVS3bsahtL1Qx9B7TMU8ZXp61INt6bcfkOZBK/t/xzy6YAkXJfDg8f1olzh+nN9adTkyQiYhGwBQSUcPGLJ8Pu48nMXsYAyZKxf7uFI4nrHHx3oTjoCtlD7hjZggH3WkbadtBR9JCOG0jEPRDU5W8Gt1eiqLg9Rf/2udxKSWqgzV9Hs911Q3LseHJx/L6/r/y52ddlyAPtqNbqKb2VAwl4d52NJ5NjoHMB5tfbT2KVVefdUrfeyxctWw5nv/94zhf9WLphddi6br/jb9tfQ9lwhzyOQxNx+vTz8EL9Zkd4jfrzoKtDZzOff4Cd9wIX0qYIBMRDVMkbeNwOI1J5R4oioIKj9rnxpZSJ6XEB50pRA0bphh631S3EhI4I+gfsG7Sr6lImDaiRuau+g/V+AeM6c7mrTi4//2CX4uGBx6SsGDhInzimhvwl2f+kH3so1dePci7GHuD7ejubN6Kn933XVimhe1vhTD37I+cUpK8b88u1NRORjqdwqc+fWPBc/31g77Dbd46EsehcBr1w5wyNyakRPkHexHc/BoWbG7CSs2DinQCaPrN0F6uKNgy9UPZHeLXZsxHyjP0bg81fr1P72waHBNkIqJh2tuZRCRto7ZnV1FCgSkyU8nGCyGBco+Kap8PeztTmFblngb+I7G/O4Vgge4Vufy6iq6UDUdKqErhyXG5mkObMtuXJ9H1EzufO5u34mMFXrvhicfw12fXZ481Tcfcsz8y6PsYa707uqaZ+QB48s746axB3vDEY/jJd/8pe7xm9S8wY/acvF11KSU2HSo8OfC94wnXJMi+1pZMl4nNryH4xuvwdQxvhHNi7lkIL7kU3Uv+FpG/uQSNT+4f8VoeXj5x6oZPJybIRETDIKVEwhCwRO6OsYQpnH5rW0tR5ua0zPszhjhAw82iaYEa/8C7aIqiwKeriBo25tYMnmgtbLgEqqbCOale1MmZVPb8U+vwjZNe94N//HtsfO7pvJv7hJO54Q+Aqzo49JZQ3P/978BxHPzsvu/m7RKfzhrkdb9Z3eexk8tO9nam0JEsPPhiT0cKVxWpysLT1dnTi/g11GxuQtnhg4O/KEeibjpilzSie0kjwksuhTk1fyjbsnMm9xkkAgD3fLQenzp7EtK2g82HIvjuSf2K1960oGD7QhocrxoR0TBIAGnbyesPqykKdrYnsKQ+0O/rSomUEo7MdG9QlfGR9Jd7h/Y+yjwqTDG05+7bs6tPcgwAjhBY88tf4Ps/+yUKtcx47aW/9Hmdoih4751mPPzzn0LYwlUt09549UUIO3ODo2VZebvECxYuwqpfrcXzT60r+F6Hs86D+/qWq5xcdvL6oUif5/Ta3THIlLnTSEvEUf3mZmgvv4y6Nzdh8r7hdZro8Ffhxdnn4aU556Pxlqswo2HRgCOcP3fulIIJ8qfOngQg89uPy+bW4KW5A9e+09AxQSYiGqLDkTQqvRosR2JKTk2fqgAJa+h3nbvd4YiBTHqc6cNa5e1/1KzbRNIWKgr07+3t9zuYCo+GCs/Q3u+zv1vb79c6j2d61Z51zrl9vpaMx/MfUBQoUNC08fnsQ5YpR1SukJsQA+hzg12hco+BbHjisbx1qYpacJf4uaeegG1ZeO4PTwx76MmGJx7Do794ADhpsO8V1366z02LAyXI73emIJxMS77T6VjCxO/fasEFh97DTZ3vofaN11C5vRmasId8jrjHj1dmLshOrNs+5QzITWtwXW0cvrPmDpgcA8CsgB+3XTQND7/Vln3sj7eeP+L3RINjgkxENEQpy4FpOwj69bxyClVRYNgFilFLlO042NeVRm1PM1xDODjYncKcmrIir2xwO9oSuGhm1Zh8L4+v/7rs3iTyjVdeHPAcVcEaVFRUoK21Je9xx3EG7YSRa2fzVvznT+7FO29lptN6fT5ctWw5DMMApIRpONkSjuF45c/P5h1XVlX3ec6a1b8Y0dCTDU88hnWPrsbBfXsLfv2MeWfnHXckLOzpSPV7vrTt4HAkjTOG+ffUkRJ7OlLY15XCktnVmU4nQsDzznb89Zd/wJIP3sbq1ndRbg+904Sp6tg8/eyeG+suQGjaWbC0nBKfp74P7AtBmfN3Qz7nbRdNx8oLp42rm4HdjAkyEdEQqUqmL7A86XfJmqoMq+G+m0UNG6YtUe5Rsx0fLCHRGjVcmSCf3D1E9Az6GAvVgWDe8Yc+PB/79u4CpMTvH/s1GpdehcMH9w14jli4G7F+Ol688eqLQ2r7tnvHNnznf34xr2zDSKdx4P292V1ZKSXiBXo2D+ajV16dHZ8NAOHuTtx5243ZXeL//MkP83aYM99s8POefEPeyVRVzX5A2Nm8Fc8/tQ4HKuYCNRdnn3POlHJUejW82Xqi5du+ruElyLYj8b2N+/HqgTA+3N2K+KFtuNv8APXb34QnGsGlQzyPAwVvT52b3SFumjkfSU8/deyv/BrYF4Kue3DVsuVDXitQeModjQ4myEQ0LkTTFso8GjynceSzcCQkMiOl32lLoMyjIm1LlBfoViEcB7YjoZ/mX++Otb0dSRxLWHklJG7+obyjPYEFdRXZZN4UEns6kqgf5e+7s3kr3nj1xO6wputYsPAi7N+7G450YFkWnn9qHVoOjrz7QOexoY0UfulPGwrWQrccyv/er/zluWGv4bobb8FTax/FB7vezT5mmSaaQ5uwb88urFn9iz6vOWt+37KSkz32Xz8b8Ou9NwQCwP3f/06mBvqmfwVyNtUvqQ8gZth5CfLBcHrQ793Ld/QIPnj8j/jKq69gzaHtmJno2z5uILtqZuKF+vOxcfYFeGn2uegq67u7jr2vA7teARZeA6RjwMu/AqKZjhZLPnY5FixchM6u4X1fGhtMkIlyJO+/3xXnGI9G+9pGDQGPpmIo5aP9nSe3frEtZuBQOA1NVVAf8KErZaFG6pheWbiWVYGCra0xLJ5d4IdkCbGERMrKvwmxtkyH7QxtV3a4cQ6nLOiaisqcOuehnCNhCng1BZZwsPt4EvMmlaEjaSFqZAZ97PnufcNax3A1hzZB2JmkVFEUXPOZFZkhEOvXZTs6HNi3F8K28dURfo/+OkJseOKx7GCO6268BeHOzoLP6zqe31qs9dABfF3TcNNtX8WM2XOGtIYNTzyGfbvf6/N4dbCmT/kFkLkWg/WA3vDEY31KSgqxLAvP/m5tJjme+zfAzPx2ZZedGcT2tvx67kMDJMh6uBvBN17Ptl8rP7gfSwZdxQktlZOyO8QvzD4frVWTAQCzAz50RYzCL/rTA4CVyiTKJzl5miK5CxNkohzWbbe54hzjxbvtcczvGf96Oq5L+taVAFDwJpyU7cCR+Unu8YSJSq+GspOy5t61nPzr+W1tMVw0oxpSShyOGLCEhCOBPZ2ZukfTkeiv6tSnq+hKFW4/dbo4MlPcMVo7uuGUhbQtML3S02eghhhigjzcOEcNG+UeLS9BHso52mIGyr0akpaDzqSNKp+GlqiBSq8Gw3ZwdJQn0i1suCQbB1XVcNUNy7MdHZpDmxCPRbO7q/+FTMmA4wy9XZ6iKAXrfXNLE3pLH4KTJvU9wRkXAUu/DkgH2PIHYPufAAD/IQSOxGK4ewjXZ2fzVtz//e/kTfvr9carL/YpvwAAVdMGbfVWKLE+maqq8Hg8mDS1ZwLcJ/Kb5V08swr1QT/C6fwb5XJ3kNVEAsGtIQR7EuLK3e9CKfBe+tPlq8SLszPT6q78yqcRn3MmvvL73bB6/i384Iq5+Ns5rC/FgAAAIABJREFUAbTHTfyPp3b3Wcu09zagzTpRM107eQoi4W4I24am67jqhuGVV9DYYoJMRKNCSonUaeyfm7IEDDtTxjC5IrOL6/TUm3pUBSlT4HAkjbghcPGsTGJxMJyG4wANs6txNGpgevWJ9PZ4woQpHNRV+nA8YWJyuQfCAbqSJhKmA8uREFJCOpkkbkq5Z9Dyif6mVaVtB8KRqOinG4QjJd49lkCFR8XkCi+qcgZa2I6EJRyUeTQci5swbAfTqnzZmwQ7k9ZpmZKVsgQ2H45CVxUE/X3XKXrWOdAkusG0x03UnbQD70j0tJQbHtsBWiIGwmkbqgLs6UhCUxRMKvOc9i4GhTz1349A9HQxEMJG08bnsWDhoux/X7/purznVwdqEO4uvNNbiAQK1gyve3R1n+OaySftRE45E1j2HaB3/PAnvgG0v5/5DxhyO7bm0CY4/UxR7DzWjutuvAVvvPpiXg3yUD4EFEqsTzZ9Vj1WfOlrAIAmayZQmf8h4Ib5md3bOTmDQTzCwpydO1F/5FnUvvEaqra/DdUeeqeJhO7DqzPnZ2+s2zblDDiqhsdunI+aah9qAPzlSwv7vK6u0oufXjMPX/zdruxjX2uYgQ/2dKAt53k1k6egu7Nvq7aJLGbYef+/cxN3roqISp5E5v6gQ+E0kpbAR6ZUnNL5drYnML3ah6Qlsglya8TA4agBIRyYTiZRVhQFW1ujmFLhRcoUMJ1MT9/DEQM+XUWwTIeqKLCEhGE72NIShQPAoyoQjsTxhI2kZSNuCOgqoKtATZlnSLXNUeNEHWhLJI1ZgcwP75hhI2U6/SbI+7pSaItldrs7k3Y2wQcypQQtkTTOmVqBhClwPGFBOMDcSWXY8f+zd95hUtXnHv+cNnX7svSlV0FcRcGCBRETazQaBYmaaGyJ11hyk2i8EY2xJBGjMUWTGK/GEq7GgmKwCwgirC7I0kFgKdvr9FN+948zM7uzM7OV7nyeZ57d037nTDvzPe953+9b6SNoWCkFshCCsClwpWheopsWlhA4Vft4avwRVu/1YVkCp5b6eVqWYHdTmOIediqr9oXZ1RTGo8l4HUpcaMfs5CBZgLe9GxCIGLg1JR61NYXAHzHJddpRZMMSmKS+u7CvKS8r5d23XkuYt/jdt7nhjrvi0/HIZ2y6X78EgSzLCkJYKaOzAAiRspNcOJzo4lBTtTfZBeK4b7WK4xgl58Gix1AUtcuFYSVTTsLhdBCJRBKamsSWAcy+9iaWffRePAdaWBaLXuvYxWLEmHG2rVkHF0a7K3Yw7767cPcfBpc+nLDMq8mcMiQXLItB29bzP2WvcfLWLzh19zq8RppUhxTossKK/mPiLZz/+45L+Ml7O+N3jACeuWQcg3I67yI5PN/NRz84Nj69YP7zCW3EgYQ8btMwuuz2caSy1xcmpNsNlg7FKoeMQM6QIcN+QQhoChtETIusFL603SVkWmytCxDULXTTYnyRlz0tEQIRk6BuAhJFWRpNQQPTsoiYguawiQA+2NqALNkRx4hpR2B102J7QwgJCQtBU9jAsAQh3cQXNgFBtkNFtwTuLnbIawjoREwLhyJT5YuQ59bwajINQR1nBwJ7d1MYX8TEtGyB2Bw27MiqJVhX48etyny+p4X6gIEq276sA3McBA2ToG6xtspHjlNhSF5r9b4pYNXuZsYUehBC0K9Nq+hNtQHy3RoDcxQ21IYYoBgEDYsij4aS5pdKtyy21gd6LJDXVQfwaAoNQTuiF4saCWFHkbfXB6ny65wwODsukldXtlAyIJuQYfFllZ/iXBcD42JFIIQg26XRHA5T4Fbx6wem45/dYjpR3J0285z4/+VlpezdVZGw3JuVjSTJCGEhyTLnXzqbfgMHJaRiAGTl5OBrbo0cL3zlpQSBPGrchIT83VCone2Z6oBRKTJrR04FWUno8tcZsS56qazYYi4dE0omc/IZZyU6WXSidl78+59TimNJlhkyfKTdMETY72/g+MtBjb7nQjCmYTePmKuZcNufyFuxDK2pke5IzIphYxBnnMEvzSG8nDsav8P+zpwyNJecbA9PXTwuKfWqJ3QljaQrbh9HMoFo0GBXc7jTNvAHg0PviDJkyHBEIAB/2KTQrbGnJczE/t4e357fUOPHHzYxLLulc51fpyHLoC4QwanIDIiKv4hpETRMIqaEqshIEuS5VEQ0Nzmgm1T7oX+2k6BhockSumVHkisawxiWHZUMmxZDotHfLvaMAMClyfE0AkvAl5U+8l0qtUGdgdmpi/t00yJkWAzLc9ESNmgMmWyuDSAAwxQ0BQ18skTYsJAliaAQNIcNdrfY+9AtQSBiEdKtBIFsCUFzyGB7Q4jmsIFDlcl3a/Fl9UGdPl6NsCnY2xKmuJMoWb5Lo8oXSRIPXRUTvoiJQKBbGuurA0wpzom7hFiWoD5k0BI2CBtWPGfctOwUktLdLeimRZ5Lo3R3M3kuO0c6L9pCV1OkA9rQpGTKSThdLsKhEEgSM8+7KB49XjD/eR65984kAaiHwzicDnRdR9O0eM4ywMDiofGiOyDB/mzz+nLKy0rj6049dXpiSkN794rRp4DTk3zQriwYdBSi4stOI7wxystKeeKhufbzbEfbjnqzr72JFUs+xNB1VK1j67LyslI++fDdpPmyonDb//yaEWPGcctVl9qFecOOY2C/McxY9wEzdq7mzJ1fUuzrXorC5rwB8Qjxh8WTqEvlNIHdyjlGb8VxeVmp7T/dCV/3HGSvQ8Glyng1Gf0AWTN2h4xAzpChDXJZWcK0VZKcb3YgxjgSaAzqOKKR15BhIkq/QG4Tie3O6+KLmFhCULxtHXUBAyFLVHo0nKOPQsL2J5YlibAJmiLbxXqmIM+locp2K+iagI5fN9FNi7qlK9CbdQZoEjV+ncbRR+HWFCwhcGsKfb09y+ktcGtUNIWpaolgWoKmkEFTtHCnUTVYW+ljfF9vQhqAL2Lii5j0w46qZjtVdjWFyfOoNAYNCjwqVS06w/KcWALChsUeXwTdtOLR14hlYZiCkGHFUyrWVfmJmBb1QR3dsrCihUUR08K0YHtjMN7cpCVsktuFCE62U8GwBFo0zNwQiFDRFGZMkRdNlmgI6vTdvC5hG6ukBNMSFLg1mkI6DQGdgG6/n1/sacESdhtoSwh0U7C+OoBn7WqKvBpen06LKhEcMBoB1AUiNIdN6gIGBW41nhPe15t88ZFVviZh2jeh913HYn68SPDtOd9ny/ryuJNEbPm8++5KEsfHASfm5nHv3fezsfxLCi64OEGgXnDZnIQo8esvPcuW6O14S1hxIRoTrB3hOuFC0vo4FA3nuIov2fN/L1A9qYQRY8d3+LqUfbYcPZJceCpJEoqiULV3d1y8//6Z+V1qaV322XJEioJPIQSL31nI+IGD+Nu3Z+FfspIZTVWM++v3O3y+7dnjLUhwmqjI6dwpYmieixP2UXOZ8rJSbv3eZfHGKenoP3Dw1za9oiVamOtUJbwOBSFAtw69TqQZgZwhQxuyzzgjYbqpsfGgjHEksKe59Qei0K1RcPKZCcu7+rroph3pHZDt5NQrLkxY9v7anTSHzXhk2qPKeLIc6Jagxq/T1yvHc4e9mkxtQEeWJEac/w1GtBnno/Kd1AUN8l1qr3yUVdkW4l5NRpIkArqJhITXIVPpi+BWFfoGIvh1i4HZTjRForzaT/s6KEPYEeEcp4JHVRiSa4+nSHaU2qFI+MImuiVwKhL1fp1cl8qe5jAjCuwoctgUdhqDAK+m2m4RDoXyKj/1QYNheS78EXuMSJpCrFTolohH1SuaIwSiKS9rKwPIMoxM8fkvr7KtuHJcKrUB3Y4aC/BFDDRFprLFIBjNRaxoCnHV5ecDxN+j8uVb0E0rHuEHOwreP43lHsDk75yXMP3xuoo0a3aNBfOfZ959dyXk4kqyzJrPP2PEmHFMKJkcFX/Jr2UpwNKP7Afw8f/c3+F+trTJVZVozfdNJ1izcnIpHjqc0y+ew1P+kelv3RcU28ciLLj7J/axdPC6lEw5Cc2hoeu2KB4zfiIlU06i4qttLPvoXd741z8TWktv27SBJx6cS2Hffsy+9qaUAjA+ZlRAeoBTgTMtixnLFnPsssV05xuo5+Syt2QKv1GG8/6QY9hQMLjTts3tue6EAfvMGabss+UYeuduNnOuv3mf7O9wpNKnk+sSeB0yJwzOoXR3M4eifXxGIGfIkGG/EDJM8qO3wJ1dzOFNxZpKH1W+CAOzk1MAVFmKt0OG1lujDkXCqcoJYjfbqVLl02kJJ0cqbPEp7ZMmI4ZpEcT2Ex6e54ofU0vEJKRb7GoOIyNR69fxRexiwBEFrnZjQEi3cMi2Em0bcZYliSG5Low2udGGKZAkOxVlRIGbisaQnQst2xEa3RRsrA2yqymMU1MIGyag4dFkWmSpy4VtpiVYV+Xn+ME5tIQNdNMioJusrrQL/FxqCvcLS1Ab0HFpCl5VodavYwnB9oYgTSGTvlkyOU6FPh6NgG4mvJ8xinOd8VQOTzTSfyAbssQiw+3Fr7CshFSDkiknIclySpHcFikcQjhT53IvfOWlhGnTtNi2aQOLXnuZ+roaFFXB0q2EKLWvuYltmzcwqWA0lq/9iG0oLO74ibZjQslkvj3n+yx+921Om3kON9xxF+VlpfxozsXx/cdaS2/btCEhNWTZh+/xh3++kiSSJ06YxEt33kvo5ReZVF3JuLo61G5ED3WHg48Ng/eEYLGmceWfnsaSFF5YFaRB6n4h8DdHFzBtaF7nK3aRkiknoWpaQgRZURSQJEzDQJIkZl1zY5c6JB6pxE4TsVSqIXku1lf7D+IRpSYjkDNkyLDP2VQbIGhY8dv2jl4IT90U+CPdL77qk8LZweuQ01oK5acQZj3B9ki1yHGqCVEptyqjSHZedsgQZDsVNFmmj0dOEns5LoWgbsVTGVLRdpt8t0pjyCTPpRHUTar9ETuKTVT8R9NMQoagJRIhVkUlSRKaLNE/t2uFd05VpinaiGNDTYD6gC12G0MGfb0OjBSFVyt3NRMyLAqi+c/9shyossS6qgDZTgW1zYWJp4OE79hraT/vAxtuWvTay2lFr9LG93dCyWRu/+UDrUJRkvnm6T+Aj55K2OakKRPwlxxH4wkn0XTCiTQfcyyWy478t3e/AJEgPCVJZujwUeza8VXcZg7s1tIf7PCD1CZVYM1/YNI3W6e7KZAXzH8+XkAYc9R4981Xk1JI6mtqWFyRWJRmWSYv/v3P3P/YU3g3ro8358hbtQIlGOjyMRiSzGc5ffmwpYYJd83lncZG/vLHR+0LJsNAefopli9+H7PkAjgtOR3jrasmJbjHrKn0ccubdsHhT6YVc/64Pknb9IZYuskDP7+V3Tu32zMliVvvvp/mxoZOU1C+DiiShBC26xBAkdfBRqnrn4kDRUYgZ8iQYZ/TENQJGxZpu2qkoTls/+DnREVsY1CnOWwyIr9nzgntGZAiCr2vGZLrYntDiNzcxNOrKkuoskJtIBJPv8h1qimjt6lyajtCkiTy3SqWECz+qhEBZDuUuDCIeRvvbYnQN8uR0vqtKzgUmaCus2pXMwI7AlQfjJClKYRNC4dIfi57WhKLlWL7Ls51HNQW1kIIllc0s67Kz7RheYwrSi5sKy8rpeyz5Wxvb6PWCZIkMUAIfj9gDN9pJ44BND1C3spPyVv5KQBhRaVxYgmhk07mv6eczBfvLyJdPE0Iix3bNiPJ7d7DCTOokdrl0a56FcafAVr0++PqXp5t+2j2wldeSnLnACgoKmL0+Ilxb+ORwAzgW198zjEnTiLP19St/a7uMyxeWLdk52paPn8DWZa51ufDFwwgok4cwrL45MN3bKu81W/DlO/YxYhRrjthQJK14qT+WQl2bPuDpe8vahXH2JZum9et5fa5D+7X/R4uSEhRD/rW81zIsDpy/TsoZARyhgwZ9jmmZZ/wuoIvYuJUpLjrhRk9S6qyxLKdTRiWQJF73wjjQKHKUlrHCrDFvy9i4lTlfe7ZK0sShR6NnU12g5S24kBTZAbnOnvV6APAHbWt0xSZXKeChETfLAc1fp0WI/lW+aBsJxUp2vAeTHEM8NTKPby4xm7F/Mq6Gv5y4ViGtrkQ62qxldEmxaK8rJTH77uL/xKC+yWZ7D0bOtw2htM06Ld6FaxexVCgSZZZYVl8BHwMfAJJgjkhon3aNXD8RYkrbFkBjXuhfhf0G9Wl42hPkpdz337U1FQmruT0UuceS/anVTw9YQZnfrWKoYGoIK6v6dJ+tub2jxfWfVh8NDWeaMrD45eCEX39JYmcvHz+9vhvE7aN+0jrIeSX7+b4Hz+KNyefs0YVcMrQ3G49331Fe/9j4EDf9DikkQCnqtC3jUDun+XA6EanyQNBRiBnyJBhn+KPGIDo1DYMbEeGHQ1B8t0au5rC9M92UOWLUNkSwRKQ51TZ4+tYoByKeDqwG3MoMgXu3uc6p0ON5hT3y0q+qOitOAbiaTOqZOd5xzqZ5bkUdCv5eTlVGU09tNRB6e6WuDgGCOoW/1xdyS/OGBaft+i1lzsVx2ALNF/WQC59YS3Dt25hReFQjq35yi6E6yGKZXEycDJwF2BgF/p9hC2YlwItsZWPOTdZHAsLVvzL/r+uokOB3NZCLhYxj6UBzL72JpZ//D6mpxDp1Kv4dNRUjLp/kFv5FmcAM7wFzHB6OeqZ/+nW86v05MUjxB8UT2JHbqIQH5kl+Oqhy7GM1tdfkiRWLPkwfaqLqnLrD6/ngouP69ax7A8GFg+ltqr1QkKSpC43Z2lPXVAn36Xuk+/uoUDYsFPH3O0aEuW7VSKHmNVbRiBnyJBhn7K9IYQvbHWYTxpjU22A2kCEkGHh1w3qAxJB3SRiChQZchwqh1hQ4bBgaBdzinuCKtvtnNujKXJaz+j9eTw94d/rkiObi79q5LZTzPjntr6ua9FP8gbwn7pC7l/2ODeu/g9yF7o/DL/2KU7fVc4ZFV9y+q61DG+u7nB9FZgaffwMu+335548Ph5/Bh8PnsiSkI+mNqkFE5rWUB5rK92wK3nANtxy1aXcevf9Cf7Diqry+LO2V/K9f3uZh1aFOHHvRmYse5EZezdyHBIKAvz19qMTmhwePiqeyPvFdgvndYXFHTpN/P7iSewc9xJPPDiX9V/atplCCCq+2pZ2m8uuvu6QKXy74fY7ueXKSzFNA0mSuf2eB3qUd2wJEfdwlzuoRzhcaA4Z1AZ1CtxaUo2IIktIKez/DiYZgZwhQ4Z9ioTtYAEdp0XYVcuC+oDdNS6oW6iy7Qns0RR8YZN8l5Tk8JAhQ28wLUHZ3mSrh7ApWFHRzPQR+ZSXlbLso/e6NN4VE2Yw739/RL9Acp5tk8PDXdOu5I8fPJkwf3tuf7bn9ud/J8wAoLi5htN3reX0XWuZvmstIxv3drhPBTgh0MgJpa/xk9LXsJAo6zucjwdPZPWoEqbNGM3NL7jQdR25uRKjg7FMw+CRe++kT79+dnMOAMNg+X138c2Z5zJ9wTv8pGIdTrOjURIJKRpLBx0VjxCX9huFKae+enr03FEcMyCLXU1h8t1qvIh2Qslkbr5zLrd+7zIMXbdTcjrQiGWfLe/y8R0IzrtkFkjwjW9d2uOivKBhMa7Iy+q9LRR5tV4VOx8s2raPrw3qeDUFpypT6EmUn3kpLroPNhmBnCFDhn2KhW3L1Rn10ZNl/ywHphD4LEGNP4Imy3g0Od4l7UDaeWU48tlSH4x7KbdnXbWf6SPyWfTay8kd6toxBviTw8OMT/6ZcvmLY0/l9tOvpTKrIEkgty0S21IX4PrX4J850/nnUdMBGNhSFxfMZ+xay9iG3R0ei4zguOptHFe9DT5/A+bDRUOGsbqgkKqTTuLHgSZqPenzcSUhGFBZyXexi+tOA3I2rIMN6xL8wtNhSjIr+42Kp00sGziesBrNL331Phg1FY7+RtJ2eS6VYwfahYNDOmhhLoTANAx2bE1fLBnRD41UrPKyUm6/ZhZ6REdzdNxVsDM8mkLfLI2SgdlUNKZt/3LI0hjUqQ7o9MtyIglBjlPFodjOOUVZib8RPS0c3p9kBHKGDBn2CbuaQoR0i52NoZSexe2RsEVyrlPFsARDcu1Ocfu6cC1DhrZ8sacl7bLNdUGAtK4VmsPBwMIirtm7m58BzkiyNdXmvAH8cMaNvDfUFsHzZ0+AeemPZ1ShhzNH5PPe1ob4vD3Zhbw4/nReHH86AP199Zy2u9wWzBVrOaq+86YnfXZuZ8bO7VBWyhXA2sIhfDx4YtJ6LwJnAn07HTGRLwuH2hHiIZP4OH8wzc/8EKo2w5blMPJE2LgEmqvslXeuTimQ7xybXtSWl5XyzBPzMIyuRa63bljHk488EG/5fbCINXOxLBNdJ17A2R1MS6BEawkcikxWtNPkwWJHU6hHaVI1AQMJifqAjqZI9MtyYFoiKXp8qHJ4HGWGDBkOeXY1hdFNq8vFJELYjg5Km0YVR0CaXYZDnFTpFTG21AURQtBUnzqvdnokwp8q9zAyxbKworLssh9Qc9N/UbSthR84FGZP6telC77rTxjI4u2NqYuUwgEqswqYP/ZU5o89FYCiQCOn7WoVzEfX7eh0HxPrdjKxbmfS/FmdbmnzVU5fNkw8gWfzxvFB8SSqvfmtCx+9CBBMm26L4GUf/RurbfGAqcNjl8C0K2GyXVAo/e0H/DLSzLynX0oSkLEobCQcQQgLKeqb2x5V0xK61sW8mi+4bE5SweGBom33QU3T4h7Z3WFrQxBZkhjbx7YeVGSZg1mKETHSi/NItOV9+2ZQdjMfu2OmU5XIdqqUDMji8z0tDC9ItlQ8FMkI5AwZMuwTwoZFwLAY0EH737bIspRJn8hwQDEswZrK9ALZFzGp9EUoHj6CHW2iyAOwg8CzIKlJBsC7Q47h9rN/yO9u+Sb9VJkb+uR067j6Zjm4aeogHluWWFAn/fsetNptRK5/LmF+Q1Y+Nzz4QzRZol6SeHPbVoZt20TeyhXkfbYc76b1SL2MOFapTj4YOYUPim37tfpsL69dfyoz60O89GrUvu7tebD+IwBkWWH2D+z20gvmP89fH32I5qY27eRNHT5+GmnxPxBCIICILKeMsMaisEJYSLLM8SdOAwlWfrI4Yb1ULZ0fufdOFr+7kM9XLMOyLBwOR0oRvr+YUDKZeU+/1CtxLiPh0ewOk2A3GWoKGmR1ofC5t8Q6VsZoCRuosv3dSXW+bomYCQJZCEHEFOxqDuNUZAxh0T/bQbbDduI4nM74GYGcIUOGXtMUMgh20+jdvR9zzg5W9CjDoc2m2gABvTUWl+9SGZzr5MuqVpfhLXXBuL2ZMAx+JEk8pKp4UoixSk8et51xLS+NPY1zxxb2Ko/y4qOKmNjPy21vbcEXMfnV0RY7rbOjn+FjqfXrVPsjDM93xVv0xojk5VN31jnUnXUOAGpTI7mln5G78lPyVn2Kd105cie2c80ONx8Pnmj7EYf8rJ0wA9rYrxVv/wBJOo2Rhe54DvWTTeN5ccPHIARKtH9weVkpTzw0l3AoMWdWkiQkWUaKtlwG28s5Jy+f9rSPwn7v5tsp+2x5gkCWJNs7PemkI0TCepFwuEdpDr1hQsnkXu1PkW07yKH57ui0RHGeC6sXLg+BiEmVX2d4iqZLVb4IYdOi0K3RGDLIcSpkORQMS9AYNnAoMjX+CH29joQ7IptqgxR4VCKmRbU/Et++KWTg1mQcikzEtOtIRvfxYAmB0r7BzSFMRiBnyJChx8Rue4YNk5BhMjjn4DtOtG3wICsKt/3Prw8Z+6fukBH5+57lOxOdJkoGZFHg0RIE8ua6INdMnsyLcx/ihMd/x7DqSmgnjoUk8edJ53DXKd+N26udOSJZ6HWX0YUe3rxqUuuMqa3vex+vRh9v1yr9jdw86s48m7ozzwagdP0u3n9uIafvWstPVyU2sfjFKd/lg+JJrOw/Oq3TBEaEC44emDQ7KzsHWZKxhIlpmnEniUg4Obd4yPBRnH3ht6nau5sF//cCwrKQZZnmxoakdVNFYbdtSmy6ctZ5F7H4vbcJh8Mpo/oxhBApRfihjCxJSRdbHk2muiXSocd6R+zxRUh1w860BCHDQpEk9voiqDI0haHarzM4x4kmyyiShC9i8FVjiFEF7oRjihgWYUtgWXausmWBQ7GPX4t2D20Jm/HnNam/t0fHfzDICOQMGdoQufrqQ2KMw4XVe31U1QbJyXXidSgdpkzs+c4VgO2FmePq2aknNkZHLHq9tcGDZZo8MvfnjBgzLkFkdmWcg0F5WSmLXnuZ+roaViz5ENMw0RzaAb1F3Fv2xWu7v8ZYsiNRIH8x/wnGTpgEnlZRuqeimlFv/5HTXnw2ZZpCWf9RXHfmTazqPzo+rzjXyXGD0rdxPtift+LiviwccQILR5xAXtgff15Cknhg6mWdD7D5EyZceXrS7HT5tpIsIdqZgOQWFAAwevxEHA4Huq53mKPbPgrb3NiAJMnxtItho8Zw0RVX88wT8+ItrlMhSVJKEX4o41RltHaWbgOynVT1sGmSaQkk7OY+YOcNxyzjdjaFyHaqmJbAoaoYli2WDRl2t4TJcqhoikQfjxZNp7BTMKp8EVyajBAgywKvQ6ElbKCbAremkOWwz/GyRILncfvndSiTEcgZMrQh+Nhjh8QYhwshw6IpZOLOhiJPx7nHm+99GLAjOlU97AoVG6Mj6muSGzw8+ciDPP7cy90a50CTrrVxTyvhDxb74rXdH2PsbAyxvaHNbX/LpHHlQlZsWAlXPgZCcPnGJTy2+O/08yULqmaHm1+cciV/OuYcrHaR1suP7tthcerB/rwVeTUG5TjZ3Rzmhpk3d29jXx0sfoaysY6kz2CqSG95WWlyQZ0ksX7NF6z9fBWKqjD11OkU9CnqlkdwyZSTcDgThfWEksl87+bbWbl8SdoosiTLh00EOSY++2Vr6acWAAAgAElEQVQ54vnHMeSObaA7JGxaeB0KlhB81RDEsKB/lkaWQ8GtKngcCiHdxK0pGJZM2LBwqwqyJOFx2IK20KNhtURoDBtIAlrCJgNzHCiyjG5aDM5xsqNRoLgkhIDJg7JRZImQYaUssDwcyAjkDBkydBvTEkgS6KaFS5WSTuYdIe3vlqkpht/51ZZ9vpvS3S0s2FDL4FwnV5b0T6ri7i5lny1PWXSkKEqPKuEzJPL2prrEGRVfQsgHkRCjanfwp4/+xsydq1Nu+68x07jtjGvZm1WYtCzfpTJzVMH+OOR9hiRJnDumgL+uSm5A4l3yFP49X8HJs6F4UvLGr/8aJdTS5Uhv2WfLk9pBF/XtT11NNZZlYkVMPvngHRxOZ7c8gtMVv23btKHDFAvLNJl3753sqdhx0C3gOmNLfYiheU6KvA6Gt0llADsPucqvMzyv+ykWFnY6hCxJhBQLX8SgyqcTclmoUV9iU5ZwKHb7eNMSuLXWv7IkMa7Ii0OWWV/jJ2hYZDkVJCRKBmSxptJHUZaD2oCOLNuuF7Fc5UPR37irZARyhgwZus3ne1oYlOMkqAu0Q8ybraBPUdK8IcNH7dN97GgM8fN3tqJHbbnWVwd46BsjenX7sGTKSaialhhBjl5MbNu0IZOP3AuqfRFeXNOunfOmT3ACP7MM7vznbbisZL/drbn9+eGMG3ln2HFpx77quN5fHB0IzhtbyDNfVMY/swDypqXceN40Hrt/Ecb/3Y0sy+T37UtdSIKsAti7CUydMUeXdCvSq6hqa1c+4KzzL+Lfz/+DSNiOJgohiEQi3b4zkqr4bfE7CzvdTgiRYAF3qCJJ4NctBqT4OMmSLWS7S11QpyFoMCjHiUORoqcUu7DOFFDgUujr1djbIhhZ6EGRoLzKT7bT7ng3NM8VD2oML3ABgg21AXJcKpYQOFXbbcPrUBiQ4ySkmzSk+C4djhz63+oMGTIcUkRMi5BhNwRRVemQa386evxEpDaV0pIsc8Mdd+7TfbywuipBaJTuaeH19bW9GnPp+4twOJ04nE6ycqI2YUKgRyI8+qtf8PfHf8ft18yivKy0V/v5OvKH5Yn2aXkulSvq1rEGuBeSxHFEVrlv6uVMvOoPHYrjG04YyMVHJV+QHYrkuTXuPG0o2dG7PZIw+WZWFSPGjOOxZ/+P6279GX/457855fSzoHEv7Cq3rdmAcy/pqluyLWIff/Zlpp35DcYfXcIdcx/ihjvuYt7TL3HK9LPj66VzsOgup559TpfXXfjKS73e3/7EpcpIgiSXErBTLFyqnc4Qw7Dsi43GUHpB2hI20WSJMYVuxhZ5cakyeW4VpyozOFo7MiTPxchCN25VJtup4lBkhuS5GFHgRlPkeG2JJEkML3CT5VBwyBL50fbQY4vswrt+WQ76ZzsZlsIp43AkE0HOkCFDh+imFY+M6qZFtU9HNy0CEUG2QyF4kI+vLTGLKQTIisLJZ5zF7Gtv2qdR17qAzgfbknNUl2xv4tKJ3e1HZvPkIw/w4t//HJ+OhMMJy2Ntj1PlI+8PtwshBE+X7mXBhjoKPRpXlvTjjHYuDYeLy8b2hmBCcd6gllqeXfhHztyTuhvdB8VH88MZN7GxYHB83i0nDSbLoXDqsNyU4uVw4cyR+Uwfkccb81/g8V/fzduWxfuv/Yt5T7/EnOtbc5PffnU+eiSCJEnMuubGbkddJ5RM5v4n/hafjn1WCoqKkGS5QweL7nLy+ZcjIfGPJx6hvja5/qAthX37dbi8PQf6M+51yAgEuSmKmGVJItdlF9PFSt621YeQJNsWLi9N4bMi2ekZboeCBGQ5FMb08bBkeyODsh3s9dnvc5G3tYZElu1tUuXVS5KEW1NQZBhflNjwQ5UlVIcdTT4SyAjkDBkydMiaSh+TB9kRTd0SREwT3RQEDZN+WY5DRiAvmP88Lz39l7j/qjABAc88MY/Tzj53n91a/bSiOSF6HGNdjT+hOrw7LPi/57u0noSUkAv65CMP8OLTfwEh0BwOfv/M/H3yQ/7e1gaeK7PbBDeGDOZ+sJ1HXSrHDrSdGmKdzvSIfsi7bLyw2n4eqmlw6+dvcM+nL5Glh5LWq/Lkcvvp1/LCuNPjqS0Ac4ZafHvC4REl7grrVn/O47++O54CobdLdZhQMpnfPzO/18IwJi5z8vJ54qG5tvWbBEQL0RRV3We59RdcNofF7yzsVCC73V3v4NbTz3hPRbUQgoHZTmoDetpUrXFFHr5s0+hGkW3Hi7buQdsagvTLcuCJpv3ExKwnemE3po8HSZJwqQpZTpWBKUSwLNFh0akiQ8mA7P1fT3KQyQjkDBnakJuXlzDd1NiYZs39O8ahwu7mELop2N4QZFi+m4hhsac5QtAw0c3Ot2/L6UcVJ0x/vC51BK8nY7SPwMZY+sEiAFYuW8zidxeyp2Inp808hxfarXv9rT/r8g/aZ7uaU87XTcGOhhCj+3SvjeqC+c/ja049Znuc7tZblwvmP5/wnPVIhEWvvbxPhOrCjXVJ8/6zuT4ukGOdzizLTIpq78/3uSdjxMzJ1hYOSdlq2QKekmTuueoxqj2JxXaKMPnemelTLLp7LDF68nz2FT+84iJ+2GZaleUkodrbRhdtxaUkS5imaRfStbmuNHSdbZs29Go/jWGDWO+M084+t0O7N4B333yVScdP7dLF8qLXX45fbOsR0aV86ZgTjaHrqJrW5QtW0xKYArwOlZCRvqFLTDhXNIUoznWhyrbfsCLDVw1BTAtUBWr8Opawrd2KvI4EAR0TtccNykaVJfLcyWI8S1NSeibHGJTjOuLFMWRykDNkyNABzSGDkGFS2RKhMagTMiyawwaaLDOq4NDIMysvK00pjtuz8pPF7N65PeW6f3vst9xy1aUsmN9xJNewBKt2t6Rdvrmu+/H05//6RJfXDfh88eNMlU+5vU175J5SF9Ap25vcjvmzXc1xu6aSKSchtclLPBxcNlKJ45XA2bl5PD5xEuGKVUnLh21eeFj5tvaEW+++f59H/9teQFmWlVJMCSF49L67epVT3xw0cKsSO5tCXHDZHGaef3HC8j79+ydt8+yfH+t0n+VlpbzV5vtldTFfOubBLqK1Ax2dlywhCOomu5vDCCCgWxS4FSb1z0q7jUORUCSJsCloDOl4o+kMmiKT79bIc9v5w4oEWQ6VfLdKjktlQHayBWdHnvUjCj0d3gnrl9WxpeeRwpH9zc+QIUOv0BQZhyoTMkzWVvvZWGO36h2U4+xyBGHB/OeZddb+E1Cx7l29QQgL0zD4/f13d/jj+fmeFvyR9KHzzXWBbu13wfznqdy9q/MV2xA7Ts3pTFrWVF/frbFSsXxnE6lMsxqCBpXRRgXbNm2I36I3DYN7br+Rmy6/oNMLjAOG0XEVfQNwI3Ai8H5TI+u/LKPp7b+A1ea9/exlLjp+5P48yiOWWAMRWVFwOBzM+v4NCWkrMSzL6vH31xKCHJfCuCIPXodCQDcZNmpMvEBXlmUunnU1k46fmrBdTdXeTotdyz5bnuDCAbB5/dpOj6l89ecJ00vfX5R2PxFTsLslgiTBoCwVjybjcagdnldlScKlyagy1AcNnIpts+aQZbwOhTyXGi3C08h22ikUQhBvWZ2he2QEcoYMGVJiWoKIYeFRFYK6RVPIwKnKCa1GO2PB/Od5ZO7PqdzTPRHYHdJFdmS5+6c3q0273FS8vzWxqKi9/3N3IsgL5j/PX3736+4dYBTLNPG3JEeyi4eP6NF4bVnWrh1zW9ZX2xcA7a21aisrWf9lGY/M/Xmv999bsld/zsgLv5l2+T+AscCT2OkVcSwDfn8x/OEyeOJyWPrs/j3QQ4TOLgp7Qsyz+Nr/+gnznn6JG+64i2lnnp20nqqm76TXGdU+HbemkufW4lHXkikn4XA4kBUFzeGgZMpJ3HD7nShK4vc0lnedjrKVKZZ1oddFc0Ny0eH/PvVHgm3y0YK6yZ7mMI0hg4HZDgo9GvlulUkD0keO2+LRFBRJwqMpuKMPWYZRhW5KBmbj1hTyXAqaIjG+yHvI2XAeTmRykDNkyJBEY1CnOWywoynMgOjttEHZyRHLzuiKR2lvSVcJ33fAwG5HZ4UQbN+yKeWyoG6ydHtiPvmNUwbxmyWtt+631gexhOiwwGXB/Oe7VHHf2XFu3bguaX441LuSyZBhdZhCsqHGz5kj8xk1fkKn+Z4HGrWhnhHzHmRAGiuvcpeX60N+lnU2UJsCvoWvvHRI++buC0Q0iruv0yza5zEXD0u8eBs0dBh3Pfj7Hu83YJicUJiDpsgUuDVASttM5KQzzmLp+4taN+4kLWjj2jVJ846ecWHCdHlZKcs+WUpefgERXxNHH38iRx8/lQ/eei1hvcbaauoCBv2y7K5y9UG7HXP/bAeTBth5wE11oS4X9/bPdrCnJUyhW2NM1EWiyOuIW65pskQfj4Nsl4pDkShwZ2ReT8m8chkyfM1pDOrUB3SGFbjjwq7SF6GyJRyPfAzogTgGDoiQ8rUkF7gpisKc625OGdGUFQXM9GkS7775Kn369U/quvWjNzbh11tjjvlulbNHF/DHFbvjaRdB3aI2oNPXmzpHL10xYVskWQYhkBUFWZYxTRNJkhBCxO3e0rHyk8X893Vz+O1fe5bqsGxHE5EUDh0xNkUj5H5fehF9wLEs+r/yEiPmPYjWlL4gdtaoUaxdm7pTXjoKi7pnC3Y4Eou07m+2rC9PmB44aEivRLlDkcmK2okpskRjSMetOpKEeXlZKSuWfJiwbWcx1bETJ7Hyk9bz1vGnnMa4ScfGp1eu/Iy7b5gTL+ID+7wirOTvzrmXzKJvloOIZZ8bJElCU+xUCSXqbZz+nk0y2U6VEQVuWsJmXFQPzWutB8l3qwzIaT1f9+/huTtDJsUiQ4avPWur/dQGDJqCrW2Oa/06EUPEo8c9JVUawL6m/Q/voCHDePy5V7jgsjkUFCX7El/+ves7HfPdN19NmH5hdRXbGhKtwc4dU4gqSwzJTfwBqmhM9DCOUV5WyktP/6XD/cqywu2/fIAf/PinPP7sy/z+mfmcf8nsLonjGCs/WdzjW+b/2ZzoXnFicU7CdEVT9DXowu3mA0HWui859oqLGHvPzzoUx0C3xbGiqsz+wU29ObzDggNl0Xfa2ed2ON1dPJocb2dsTyuk0KfRFu6J+cSmabLotZdTjlteVsqa0s/i00NHjEZYsPiNfwGwtyXMF58tTxDHYKc9CdF6AZ2bX8ht9zzINy65gvF9PdT4I2Q7VXJddmHd+CJvjz21nR2kTYws7J6LTob0ZARyhgxfU3Y02NFA0xL4IgZrqwO0hA0qW8L4IiYWqTs6dYt9mP6WTvTlFRQmTM+65sb4D/73f3R70voVX23rdF8Di4fG/99UG+CplXsS9+lSmX2MHV0c3E4g72pK9tgF+4c65gKRCk9WFn/4py3s51x/czwSVl9b02VxHCPdj397Fsx/nvtuv5EF85+nyhdJSq/4/uQBtP0trgsYrFpVaqeHHESbJ6W5iVH3382xl51Pzpovkpavb9PkIx2SJDFtxjeQpOSfQZfbw+PP7hvLvEOdA/UcL7hsDnfMfYgTTj6NO+Y+1OPUFX/ExLQEw/JdCU4M2U6FsJlskdbWcaUt9XWJKU71QZ2gbrJ4yZKERj07tm2mdPli/vrg3fz2wV8RNCyOPv7ETo+z36BifvKj6+Pd6VyqwqT+XlyqEnef6CkSUoc2bBn2DZkUiwwZvqbU+HUCukXEsNAtQSBi8VV9EEmSCBtWh3m0XeUb37qUt155KakiHGzB29Uf5/KyUm6e8+0E/1awBV7baO/M8y9O+OG94LI5vPbSs2zd0JqvW7aq46p5SZK54Xa7NbU/YnLvB9uT1rmypF/89m5xbqLd3c6m1BHkjmyiFEXht0/9M+XrUVdT1eHx9unfn9rKKhLCumneurZNDLZt2hBPQVm96jNoPiph3ZEFbsb28TA418WOxlbR/7O778bcaVf0S7LMiDHj2L19O6FQagePzhondKuxghD0e+MVRvzu1zjqklt7+1Un9504i0cnX0jksUvSDjNq3FHc9ssHAFj5ycdJ0cCLr7j6ayGODzQXXDan1znde1siFOc649+/GFlOhb0tkXhDjBgTSiYzfPTYhHNAKkKGRciw2PXVlrQXsm899xTFQ4Zy6RVX0r94KJUVO9KON/qYKTgUiWOixXe2KFZRJIlBOb27MyfLEo5M8d1+JyOQM2T4mmBYAl/YdqJoChmYQlAb0DEsQdiw8DoUKn06DkViUI6TnWkioV3l/76s5u9lKp7bX8FaOA/Wfpyw/MW//TmhHW1HPHrfXQm3L2PEiwA9eaA6qI9VkZsmWlMjWkM93xk4mA0b1lEE9AH6pGjK8TLgAwKSRG7xEEa98hLOFSt4c3ML0y0Nn+bCr7nwOVzkF+QwJycfs6Yay+NhSLaWMFZbMRmjvKyU559K9jueef7FDBs1hqKJJ/FWcx8+/HQX10wekPAjXzLlJNZ/WZb2tSkq6k9dVXX8R12SZb7xrUttf+i//Zm6mirOvWQWAPPuuwthWUiyjKa2Oe4bn0sa9+Kj+gAwPD9RIJs5A4Co5ZUQnPnNC8jJy0/rYNFR44TudCvzbN7A6Pt+QV6b299t+feoE7n1jOuoyOm8691RxxwX30+sqGv7lk2sW/MFp808Jyn//HCmOWyQ7VCOmMYOmiJR0RRmfN/EVAKXIqf09i0vK+WrzRuT5je3ScmxhCBiCsxd61m26I0O9//Xh37JkDwXNXt3d7heUWFegof22D5uPJqMLMOg3N55yLs1GYfy9fAiPphkBHKGDF8T9jSHWVPpY0I/L3tbIpiWoCGgk+9RyXOpKLJEtV9HN+0UguKcnhd3bK0L8ufPdmMJCCEhz7wtSSCvLVvVpShyeVkpWzasgwHjYO+GhGW3BXR8E8+mT7CZPqFmitZtpmjyBApCLUhRwXhCF443HmsUAnZutx/AMek2+FPrv9OA/1Yd+DQ3fs1JyOlm0P8WYLo9mB4P9eEQm5Yv5adC4McW4n7AVdSX70+fSWmz4G+L1uHXnPgcbuau3cKD3z4GNcuLcDjwZudA/9EgyVC9FUwDkJAkUDWNcy+ZxZaN69AjtkexIits27SB39/f2k64vcAWlkUkEo10l5wHrkSLqXFFHs4ZY6euDMt3wVdtFvZpTT9p6wagqhqGodOe2HHpkQiLXk9MW3hy3oPx6G04ZPLkIw/y+HPJ6SEjfvMrBj/3d6QUqSZbcvvzX2fewH+Gt47701OHwLykVdu8AK3/9rZr3KFM7KIpoFu9uqV/KDEox0nItHCqic+nOM9FtT/581f22XKsFKkXa1atYMH857ngsjnUBnT6eDRefPPfHaZBgZ2//MpLLyTcFVMUxe4WGEVVNa44/6yE7fpm2efTfZEa0T5KnmH/kBHIGTIcgVT7IvRtV2DXHDZAwM6GEJIEphD08Wg41NbIS65LwRH1D+5NB7GFm+oSCmasFHmejfV13H7NrE6LhBa+9ir8+BVclgV/+E7CstllvW8Ssi/wGBE8RgRiLms1rbde+wBjUm1UUw13/JCjgCvbL4uKO0NRmaQ6uUdz2VHswqH49BCBxj3kDComb/govOvXMXXkGNasX2uLb0On8eH7OM8wEgR57K8fiCdDjD8Dzrwh6dBuO6U4XgA1vH2TgcIh8X+FZbH0/UVkZedgWelb5OLwwLQrWaUNQjctNEXmv6+bw5pVKxJWW1O6gicfeSDeHjpG8TNPJQ0ZUjQenHIpD59wCWG19bP++PmjO+xGJkky37jo0vTHegQRMQVFXo2v6kNHjEB2qDKjCt041cRziizZaQft9W3JlJNQVCVlmtfidxZywWVzyHGqyJUbWfLRB106hr179yZMm+0u3KaeNp0pU6ak3LaPJxP5PVzICOQMGY5AdjaG6JvlwLAELWGDQMRiR0OIwblOtjUEccgy/bK0JBGc7ej9KSFiWiza3LWObpGoYX9HAvlTaSizNi/joSVfj8YNbVFNg3zTID/sT164a6f9AIYBCZcOwY47+llAQHPh21GG/+/X29HraAR80IACCjflYXq8mG43ebID3xafnWKiufCbRoLY3vbay9x070O8pqk06gLaC+WB45Euf5CsSAgpEuDHj7zJtG1vkPvJYr4N5BQfTfbIE8mJBOzHiy92+rq8Nfx4bpl+HdvyBuBSZd67ahKmJZJEUyrcHs8RGzFujykEWU4VSbZtAg/nNIuWiEG2Q8WpSOS5tZTraIpMxEj8/E0omcytd9+fcEclRl5BIRHT4tnHH+aFv/2JrrJnz54Ol48aMjDtsiF5vUuvyHDgyAjkDBmOQHRLIISdc7y2yo8/YlLosX9URuS79+uP5frqAL4O2jG3RVhWh8VrYtly3vroRaZWbe72cTQ4vdS4c6l150Qf2fHp3y55JmHd75z/U7x6mKxIEK8exquHyNJDrX83L2PMoIEMzi9EDgYwGxqQ/C24TRMtnLoo71BGBrKizy2JnYmTxXSQagJQVwM3X8vVaRY31XxFzqMXpd++4kv70QV2ZBfx4+nX8frIqXEXjQfOHoEqSynzT1NxyvSZXVrvyEDCqyl4VBlTgHr46mNq/DqKJNEnjcc42E4WlWEj6cL/zItnMWjEaH77izvYW7E9Pr+6tpYX//lct8RxZ2iaxpwrrthn42U4eGQEcoYMbTCP6VAKHLAxekJ9IMK2+hDD8l0YpsW2+iBhw44gG6bA1Sa6tj8jSasrfSnnl/YdiRZuRm9KtFdasfhDmhsbElwMXDu3M2LeQxS981bKsQxJpt6VxR+OPZ9adw41lkXt7vXUnngZNe4c6l3ZGEr609usjUsSpl8eMy15peUvwhcLIFocOHPScfziN4/b7bPvvROEQJJlLrxsDnnHX8DbW8O2yNaDCX8TxHbE/nuMfzOOvGLqahsThXhMpBv2XzVFYeLhRk4qEd5NIrLK746/iF9PvYyA1hqBG1/k4dg0LXqrh42gYnuipd/4o0v4xW8e7/XxdJeWo44+4Pus9EVwazJ5bpUxfTxRD2vpoBxLbwgZFk7Fbq28tyXCxH7etOtmOxV2WYJYim7IsAgbFpoi0X/sMZxzxQ94+uG74+ufeOY3ee/1+WnHk2W549ShdkyePJkHH3wwbXpFhsOLjEDOkKENvo8/7nylAzBGT9haH6I+oOPWZHRLUOmLYFgCjyaTl536luT+oGxv6uYgx3/3UbKq1+P7588S5i/9YBGffPQuqqpy6XkX8dNImEmLFiKnKviSFZ4oOY9fTb2cBne2PXP7F/Dve5BlhcfvuQNp4DheLq9mWJ6LyyfZXsXX/nsDu5tbI73Hf/dR+x9fPad7ku3CePJ74E9ME3lv4etMOn5qXByDHQF/ff7zaB8vQ5/zWFdenrRcfWx/avw6CzdFm3UIgcM08OohbpmUx5frvmJnnS24k0S3EUqIgHcm0t1mpFfHeiB5v3gSP5pxIxtTeBt/77j+aS/2rpt6Mm+0FciSxM13zt1PR9kxn7+8/1uut0eVJfplOZAlCbcmx2sCDsax9JS6oI4Qdv6816HgUuUOvdkdikxMzhqWoCGkIyHhcWjkuzUuuPwKBLDyw/8w/Rvn0m/YGLZvKE85lqqq/O53v6O+vp733nuPZctSNymXZRlJknA4HBlxfISREcgZMhxkLCH2iedwxLSQJdtmTJEkLGFP5zgP3Nc8YlqUV6XIl40tz0vdwEGxLG6IRLjn1fn0SbPtq6NO5FGzniVr3wU9DMUTYcmz0FKD5nAkWIhN6Dc8Yds7Tx/Cj9/cTPsuytpbD3LZbx/m3pJjCegm9/73j1nxzusp9y8sy7aVS1HlbtTsIFuEaJF6ll+oyRLfGt+HAo/GlOJs5r6/HSSJiKrxv3OOYUC2kz0bF/PvN/4O1z+dsO2pQ3NZsqM7zWpBtkxbOEf8eF+ZS1Z9BV5g5mln8p1LZqEE/MjBAErAfmzcUcO2itr0oruN+JbTtNnzaS6aHR6aHW5aHO7o/x6anW5aNDfNTk98nr3czZa8gawrLGbuWcPt16QNeS6VqcW5aZ/j9q3t0nKE6DTffX8jhEC3RLxF8P7ErckMyLbTERyqjNWJO8OhRiBiEjYs3JqCEPYdMEWWOiweVmUJKWoCHjYFblVGt2zniD4eFb8uM2rsOMItjeQNHsWGLz7FNJOL9wCuvPJKvve97wFQWpq6SZEkScybN4/6+nqmTZuWEcdHGBmBnCHDQSSom3y+p4VjB2b3yrpnZ0MI3RQYwi5U8odNZEnC61T2ZTO7TtlQEyDcRoU6rTBhoUA03SHiyEZyZyOCrVHmC4DfAmPTjLmq3yhuP/0apGnTmFK/jCVzfw5fLrIfUc656LIOhc/Eflnce9Zw7n631a/sW9Zqzv7tw/HtPJpCv7zsjp9gmhdTWBbHuJpYGm4nkDd9AhuXwgU/S71hlDNH5lMQzRE/Y3g+H/0gOS+7ZMpJOP/yGJHfX4Qsy9x69/1ccNkcdNPipjc2saUumLRNOixZoeXPc2ixEnPFfQE/02eek7T++j0t3LZwS+cDC4HLiODd8BFZngKsomFxQWxtWwnrPoALkz2Gf1diccrxk/nNU8+xUJ7YuqC5hltyNrDx3/+B19+Gq+z0iNOdlcyd8820h1FeVprkkCHLctyS7mBgWAJLCPy6mSCQ93U9wFcNQfp6HThVmVyX/ZlyqfJB7XzYHSKmRdi0COkWkiRR4FYZmO1ElkhbnBfDocgIIQgZFhJQ4NEIG3YAYnQfL+8vXcZ9P/wuuq6jqhrfueqalOM4nU5mz54dn+7bN7llPUBhYWFcRGc48sgI5AwZDiKlu1uoD+isrfQzpTinx+PsbAphWII+bg1VljAtaAkbDHb13Mu4J6zem5h/HN64HIqGJ3jnivzBEFzPscAjwPQ0Y1V4C7jz1Kt5Yb4xMgUAACAASURBVPzpCElmWvkHXPDjawH4xxOP2O2OAc3h6JJt17SheXz0g2MxLYEsgSQdm7SONztRIDsczla/YKId59KQu3UJk46/mjWVbSLo7/wBIgGYdyFMnAln/1fSdpoi8eOTO2+NPKFkcrypRdt8bU2Rue3kYm5esBHRXsGveg0W/wNO+S5MtX0upjmrKNj6MXxnNvW1NSx9v/VCo603bFvkyk0QCYOjneVbeySJkOYkdPQ3qGu/7NN/2T7OT14NN/wvAFMDa3jov66KC8TzphzF29+9CNEm7/MvTmdr6995FwJQfXQJ0pXJQj7Gi3//c9K8k6fPPKjR48aQEXfaMCz7ndItwa7mEKMKPJ1u31UsAVV+nZEFrRdrsiThOkQr9FoiBl7NvpCXJImQYdEQNFBlCY/Dfq36eDUEdOlOm24JwqYgyyEzqX+2XawcLRpe/dmnGLqOZZpETJOP/7MgafuTTz6ZuXPnJkSDZ8+ezQsvvEC4XUHumDEpDRwzHCHs//s8QEVFBdOnT2f8+PFMmDCBxx6zc/Xq6+uZOXMmo0ePZubMmTREu2AJIbjlllsYNWoUkyZN4vPPPz8Qh5khwwHHpclELEF9UMe0enYLtDlsEDIscp0KmiLHoy7DDoKdUFk7gcyutVCb2I51YG4//gGsIrU4bgF+MfJExl7zJM8fNR0hyRBoYunf7o+Lt38v/pw/vvAa1936s6TubJ2hyFLaiF3ZZ4m+ym3FMUAknL7g7K35zzEzsJLHzx/NibUfw6MX2eI4xtp3OWX1n+iXlRgF+8e3x3X57sGEksnMuf7mpOc7oZ+Xbx2VooPc4n8AAj55DuZdyB0567j/ym9y+9wHuf2eB5l97U20D4s/MvfnLJj/fMK8v//+Qdi5pkvHmIoxahN9pOiFg78B5l3IyLd+zsO3XJ3wXkwomcys7yf6MkdSuITs2LaF86Ycxa9/ekvK/W1JyiuVos/14BHUTRRZQrcsGkMGuiVoCOqA1OPvfnt2NYVRZJClxKJcgEKPts/20xFmtDNnWwxLEEnRrCNiWggk/BGLHdEW7aos4XUoFHkd5DhVdNOOsHc1Dc2lyuimFV9fkiSyo2lm06ZNS/i87aqoSNj26KOPZuHChUmpElOmTGHBggV8//vfR476xCuKwty5c7t0TBkOTw5IBFlVVR555BGOO+44WlpamDx5MjNnzuSZZ55hxowZ/PznP+ehhx7ioYce4uGHH+btt99m8+bNbN68mRUrVnDTTTexYsWKzneUIcNhRNiwaAkZFHk0IqZFxLRwy91Ps2gK6uQ6FQwhiEmvrlpe7UvChsXaqnYCueJLcEfzRIXgxjVv87uNS0lVh25KMn+feBa/PHkOVd52KQbl74Fp8PxTT8Sjm/ujA1ph33692FrwyNyfM+n4V9m87su4+0Vb6qsr+desifvFZu/Wk4spkauZ+8TTsOMLqEv88ZdlmebGhoR5E0omM3jYcHa1c3t49Fe/YMSYcfHXd9um9bCjBkZNTVjv1KG53HfWcOZ+sJ2Pv2okFYoEv7z4JJpK/sItV12KaRgoqsrt9zyQcv0b7riL2qpK3n3z1bTPNeC3P2fvvvkqjQ11/PavrYK+vKyUyj2JbYBHjhuf8rNiWvbt+IBhUrSfGjhYQqCbAq9DYWiei51NIWQkqv0RshwKYdOi0hdBkSX6Z/X8GIQQKIpElqoSNuzi3LY4FRlTCPZH0pVhCRTJFqNb6+1GRKMKXLToFl5Vxq+bNAR1+noceNo0LNnbEmFkoZv6gI5LldnVFKZ/joMRBW4E0BwyaA53zTIyxogCFw1Bk1GFyXc7pkyZwjHHHJM2p3jIkCEp58e2nTJlCrNnz2bp0qWZnOOvAQdEIA8YMIABAwYAkJ2dzfjx49m9ezevv/46H330EQBXX301Z5xxBg8//DCvv/46V11l33Y78cQTaWxsZO/evfExMmTYX2SdntjDqyeOFF0ZQwhBtT9CfdBgZIGbgG7aArkHecgRyxbEWopudQeSZTubEvKPaamFxr1Qt5OsSIAdf/0BBeHUFnCLhh7LT077PmuLhiUvNA1YY6cBvF21l5GXnhtf1NOK/OPajNF2nNnX3sQnH7yT0G7W7fESDKQvPGxP+9zXtpx7ySxg/9nsnXHiZP7ogicfeZA1bQSyLMtoDkfKHNzjTzk9SSBbpsmi1+y20OVlpfhaWqC5GRb+P3tnHiZXVeb/z13r1tbVa7qTdHYCJCEQCATBCCoowhBAgQgiLgOIjDvoyDijqOPAOAqioz8HRlRQBowoIggqLoBsApEASQgQkpC9O+mlurqq7n5+f9zqSldX9b6kO97P8+RJ3+3UuXWr6n7ve97zfb8JZ32WRMdW/uP97+SYgsXaV04LJkWe+aX/5S+PlUafv3PjXTSnIvzmj7+rWM2sLxvWreWGB+7lht59HGD/Z594jA3r1rLl1U089vsHiUSjIATP9don1bKXXRWOtVyffTknkIyjzHKwPZ83Oi0W9hJmluvjCsFJ7z0bTZGIKDILXZ8n736AiCujSBK6IuN4QYTVcv2yYie9xWdvfCFwe0348wTURTVcIVDl8qIpQX5u/5/9obA7YzMjWS7it6dNmhI6XZaHqgSpEDu7LKKaQnvOIaErGKrC7m6bqCozs1DGPhlREAJmpwy2dZpEozIL66KkDA0hBNPiOi/sreyK0x/TEhGm9V9IkUsvvbRfgdxfrnFveoRyyKHPhOcgb9u2jeeff54TTzyRlpaWouidPn06ra2tAOzatYtZs2YVj2lubmbXrl39CuT29qFV7QqZnEym65d64YWS5ZaWlnFpw3J9nm/JE5El2trz2J5gu5dlWnx4X0lfCF7alSMZGV0Z2VfWv8CG559jybHHc8RRw/Nx7uoKHBR++Fyf6lKvPgHAkj2vcM+d11QUx+vrZvPZUz7M7+YNEAl+/teQ3gvAMs+DjQeKSrSN8LOT3FhamKKnnabZ8zj3fR/iV3f+qLjthJVv5bF+/JiH/HpVKS756Cc5+fQzR9znodI0ex7XffvW4jVNplJk0mmWHHs8TbPnlb2+olae+PSbX97Nm97+TjY8/xxFY4pNj8Gmv/CF/7md5ohd1tYXTz+M5fe8XrLu3HkR7v7xrSV5wZ7rct+aO2maXeo2AnDfz+7kn4Z5zv/+uU+yd1dphZOST1RHOy9WeN/zrk9X3kMC9jhZdGVkDy6uL8g5Pq4naGs/MFlyW9oiqsqctWl9cZ0GqGYXM1SJrWmbnhQLz4cNnWnmpEoF6La0hSpJQeVLWaLb8ohqMvvzLnnXpzGm4eQz7Ms6HDc9St4JItbdHTlE9sDvQsZy2d9u9/vZHwo50+PVtKAuphb7ltIVbF+w1wwEeNbxUeXAOcJTZVwfZF/B9wSS45PxBK2Ogu0KmpMaUi6H58hIpoNlgqmbmL1MWRoQtLQMfQLqYJx55pmsX7+eBx54gJaWluLDsKqqnHHGGSP6zR8tk+ke+PdGY2P/o4YTKpC7u7s5//zzufnmm6mq6n9CkqhgRzNQxKW2tnbAkwyZ/EzW6zcW/arUhun6SOk2mgt5wp4v6PJ8ljZWD6vtrO2hdLRTlxp5vvGGdWv54sf/sTj0/Z077hl26kKHMNjR1ce3+OU/cynwP7lOYrny4fePnnYVP1j6TryB0ko2/hntr3cRr63jzHevhj6Tr+pqa4fVz/7o3U5DwzQkWUb4PrIsc8Tio9i9fSubN20sOWbR0mXksll2bNuC71ceBq6qruaKT19bNultIjj5lLdx8in9TYE8wPKTVnLvT2/D90rPwXNdtm7aQOuuHdDLuu3iyz7ab7uV1tfV1vLoQ+WToQw9UvH6GSOYWNpXHFei72v5QuDnXGoNn9pYELGMj9BJJmO5mHmX5qiKIgdR4ba8w/T6OEm9vM1jFsxEU2TmWS4xXWFzWx4h4PX2HNVxHaWQIuX6gkbVxvcFiq5QF9OQTZeILNEl21QVose6BJFoklnTa1BkCUWSim30ELc9Xs2Xfw+H8h1yPB8BpGokdqUtVEMlosrMMTy6bZeaQq7w0sYEWzvyWJ6PIkkkIgrT4jqzqw1e3JMpjjBZrkfEh2XzD6RSNdoerd02jbWDTAQdJc888ww/+clPyibcnXHGGbzrXf07o4w3k/Ue+PfMhI3JOo7D+eefzyWXXMJ73vMeIPhA7NmzB4A9e/YUhzeam5vZ0St5fufOncyY0X9t85CQqYYQAq1XtEqRg4kqQ+Xl1m48X7BuT4bRzru55aYbikPfnutWdAAYjJueKM13NVo2c2vrFu6g/5HrW445s1wcP3UX3H8DPPw9uP1j8NtvceZ5F/Krx9dx5TXl9mDjwbIVJ6HrOrKioOk63ZmuiuL4+z+7n9sf+BNnX3hxPy1BV2flvNzJxBFHHcNnvvgfFW3Atm1+tSwXOJEcvttK39xuSZL6dR4549zBHUnGAq9gu3bS7BTHTk8U/XNHQs+EsLq4TkfepSPvYrs+1VGtJOe2hx4v30RERZYkFtRGMTQJQ1XYnjaxXJ+867M/51ATDcRozvbwCu4XPmAoMvGITMpQSFseMU1GU2R0RS4TxxDkgo/UC7nb8ck5HookEVFlTM9nX9amJqqS0FWOm5GkIa5RG1OZXW2gKzJxXSGuycwuBAFqYzrzagxUOZg0N72q9EEookjURMc/ZnfXXXeViWMYWnpFyN8XEyKQhRBcdtllLFq0iKuvvrq4/pxzzuH22wO7n9tvv51zzz23uP6OO+5ACMHTTz9NKpUK849DDil8AVVG6dB2QldwK6jd9Xu7+dvuLtqyNjnHY+2uLtKmxyv7s3RbHnNG4VaxYd1aXlxbal3W1jq8IcbtaZuNrQfcGhZ07Gbd777BFUNt4K7PId18Hitf+B6JDb+B154KPI4LObQTJZh66LFTu+wTn+WmH97N5pfLK231FomD9e+eO24b8z6ONatWX8LF//jRsvXPPvlY2bqq6nKP5sG4+LKrUAupHLIsc/V1N/Q7SlFpvaIoXPPl/2Tl289AVkaXTtTDzozN4mlxqg21IFhH8aQpSUxL6FQbQZQ3qsnUxTQMRR7ShFlFloiqMhFVojaqsafbwvMFKUNl8bQ4VYWIbafp4gpB2nKJ6jIxTSWqK9QaKoumxQd8LUOVyxxUhkpEkTl2RlVB3CpEFIl5tVGmxXVqoio1UY0ZyQiKLCFLwZyIpU0J4r0eDpqSOjVRrbj98PrSR2dNkakZxOd4POntexwSAhOUYvHEE0/wk5/8hKVLl7Js2TIArr/+eq699lpWr17NbbfdxuzZs/n5z38OwFlnncWDDz7IYYcdRiwW40c/+tFAzf/d4/miYsQgZPLSkXfRyh5PBXnHK1oS9ZC2XBRJosN02dVlkXd88o5Ph+nSFB/dDeV3991TVhlu5/ZtfHDV27ng0suGlBqwZtOBhMH3vPokP/z9t0nZpTmDjqajOeXljRdXCd783vOKk8d6e/ICLDhy8UHxru3tkHHKO88qE4qnvPOskn0PO3JxWZR5qlEpMmwY5cPdr728vmzdYCxZtpxv3/HzMg/nofKdn/yCJcuWs2r1JWxYt5Yvf+Yq9rXsGXY/ehNRJKZXBaLOF2JUhTTa8zZH1MWojenENIVX9+dpTGjMqjbYme7fGrA3UU1Bk2UiCvgE3r21UY2qiMox0xM8s6OLLtMlUSj+E9cUmpI6DXGNTjlHY2Lg1BRJkkoEa1/6c1YJ8qs9NEUipsmoskp9XKcqoqArcvFt64kIR9TgocBQZWZXH/j89Ij32phGR37wyZrjxcUXXxxqipAhMSECeeXKlRXzigH++Mc/lq2TJInvfe97492tQ4YdaZO5NeObt3WwqDSr+1CgLWeXlZtVpGACTm+B3Jl3MF0fXZZwPJ+8K8g7QaUp1/eRpNFZU5WV4wUy6U4y6U5u/PK1AAOK5J1pi6d25dA8h6//5XY+87dfl+3TUl3Djh/9jOPf/c6ybZ95+5EsrD8OgJu+8i99tkpc/aXKVmATSc/533PHbSBR8cHhM1+6nk9eekHFsrUXfOCyCennaFm24iQUVS1xmnjbmavKU25GGGgdjS1f7+OWLFvOB676VPHzOVJimkJPlpMsSUgjPDHXF1QbGoc3BOaFhipTbdjMKfwm9xaJA2GoMofXR0lEVHZ3mbR2O0hSEF1W/CC1IWkoxDQVXfFYNC1Oygh+KzJDDJAMVKZ5a6fFvOpImUjenbFoTOhEVZkFdeUJU8195j80xHVMt/90seaqCMYIJ0OOBStWrGD16tWsWbOmZP3jjz8eulOElBBW0jsE2NVlMaMqUia4pjq+EDy7q4u51UbZj/BURgjBvqxNfR/fVVWWeL0jX4zECCF4rS1P3vHJ+AJFlnH9IBcwoSu0m0PPWe6P1j2VzK8O8OAv7qars6PfqN8961tpzuxjzQP/xUl7Xinbvgb43ar38IEjFpVte98xjSzsNczaUxmvh6OPX3FQK5/1ZtXqSwZ8UFiybDnf+ck9/O5X9/DQr9bgOA6SJHHRh688KBP0RsKSZcv5h/Mv4tc/+ykQpELs2LoliKwWAhyKqg6pauF40/OefvtrX8R1nUH2Lidre8ytMUrEoCCIJA+1IAUE31HbEyxtKnX27hHLw0FTZKqjwW/47Ooo05ORYgU4CAS0rkg0xHWaU5Fh9bOHSikY29MmM5MRFAksT+ALH72QGiKEQJNlpifLhfNANA7g5yxJEg2DRLvHm1tvvZX9+/fzpz/9qbiudowm/IYcOoQCeYrz3M4uTNfH9gQDjJ5NSRxP4PmCbR0mKUMtSz2Yqry6P0dMLz8XRZYwTZ/NbTmSERVfCNKmi+8L5qQiZB0fSZKwfR/bk5g/ykp5G9atpWXP7gH32bT+RTZteBFd17nph3eXCNadaRP7t7/n+d/cSL1Z6lVqA9cA3wVOqBClBvjICaUTb2vrSivBzZ2/cMjnMhnoiZCecd4FI04lONicce4FPHTvGhzbRgBP/Pn3JSk4J5162qQ5p1WrL2H3jjdGNKm0JWuXidp5NQbbO0wig5Rk3pE2mVV4YN+fc6mOKlQbY587G+TkBoI5ososbUrQbbm4/vBEfG8qhVBqohrb0yZRTWFH2iKiStRFNXblHDRFRgjBrNTwBO1UCNasXLmSRx55BL/gVhNarYX05dBQHH+nCCHoslzyzugjiZMRxw+M8DO2x8utOY6bmTwoFeLGCtvz2Zuxea0tT3NV5RuOKknszzpYrk+X5ZGzPSgUCUjoChnLY07KGPUN6P41d3L3D/8H4Q/82RHCBwGObbPumaeK4sh3XbZ8+l+5/68/R+4zNP0GsBromfp32KIlQ+rTGeddwEO/WoPrOKiaNikilSNhPCr8TSR+4TNR6bPR9yHmYNPjbPLYww9xyjvOZMasOTz2+weDHPEBUjDimlL2kJrQFbosj4YKKV0tWZvGeBAV7bEqyzseNTGVifpJUmWJ6lFOYqsUBdZkiYSuIkmgKVJhvoNDRJXxfMHMquFFj6cKK1euJBKJYNs2uq6zcuXKg92lkElGKJCnMBtasliewDxEBbLpeMhIVEdVuiy3YFE0dX+oM6bL9s7Awqk/IpqE6wfDtpoMVYZaUjJ2tAVBAP7jnz85YBnfSkiyXJxIp7W24H3wMr74xgtl+z0AfADoXdB4qLZgS5Yt5+Yfr5ly0dfxKBt9sFj3zFNlfsg9TJb0ir5cec0XSiwAiykt/Qjk1qxNU1Ive9jWlb6PegGW65OxPAzFJWWoqDJ0mA6deZcFdbGKzjOTlUqpv4osYagSWmHCXcpQ2ZW2iGkSNjBvnH2JDxYrVqzgvvvuC8tGh/RLKJCnMN12EGGsi6l4vg8cWjkWr7XlkWWIqjKtWXvUfr8Hmw7TxXR96mL9R4EsV2C7fpD/B1QbY/sVvX/NncMXx5LEp//tayxZtpzUs08x91NXUd3ZVrKPJ0n8qxD8F6VzuPorb9wfUy366vmCHV0Wc0eZ7jJZWLbiJFRNw7HLHUfe/q5VU+raVMJ0g/zauTXl1yuiysypjtBteUVXIF8I9nbbGKpcHNGKKDKmK4jrKhLB5NqpwowKI1eKDDNSERriOhtbsiyfkaQ959KcMjBdvzgR8FAkLBsdMhCTP1EopF9M16c+phHTFF7ZN3alOCcD3bZHxnJJRYLKVI0JfcQm95OB/VmbLe0mpuMPKHolCSKajE/lipKj5Uffu2nYxxx/8ltYdcHFzPrf73H0hy8qE8d74jWcVt3E1+ktjiVWnnYGN/94zZQXVQPRM6bhTfWntwI9UfyVbz8DTS+daLXxxecPUq/GjtZuG1WWSPWTMyxJEls7Dtiybe0waUzoNFdFSOgK2zpNqgyVpK6QjCjENJmjGoc/Ie9gUWmk48iGwAs6pik0JXQkSSKmy9RGVWYPM/c4JORQ4tB9NDzE6cgHFZaECKIc2UMszWJjS5ZUr0l5EmA5HrERloI92MhSkIPsDJLzm4qoxSpa+hjb221Yt5b2fa39bpckCUmWgxzUXuJ88xOPMefS85n7/HNlx/y5eSn/vmIlj/7ywESpppnNfPEb3z2khXEPvhAYqozl+hUrpk1Vnn3y0bIo8invOPMg9WbsEDBgzrAExHulMVVFVI6bmWRbR56aqIrpeqQiKs2pCK1Zm/m10SmfXhPTlOLv6txCOsXcaoNERMU4BC02Q0KGSiiQpyivt+eRCfw7ZUkaMK91KpK1PSLagRuPKku8sj/Pm2aPzvf3YCCEwPWhIaahD8H/M6LK+AiiY3xzWvfMUwNuv+gfP0oiWcVfH3+EF5/7KwAnEFi1VRLHXztxNQ+ceDJiXan38Yo3v/XvQhwD2K4grivszdrM1w+NXM11zzyFYx+wToslEpz73ksnrNT3eNGWczBUeUAv4PqYSlsuuC0KIdAVCV2RaUzoVEVUHF9QG9WoLvw7VDmUbDVDQkZKKJCnIEIIPD+ottQjuCzXL0SVp/6Pti8EMU0uKRCiyUElufEm3dk5Zm283pZjR9pkRluevRmLiCIPOdoUVcc2Gnn/mjv5/a9/2e/2iy+7qiiAlq04iY+97zw+BtwE9H0kaTOSvP/Mq/md1Y34788gSxKKouD7/oDuE49u3DHq8xiLNsaqHV8Imqp0FEmiLTd8L97JSlAwRMEvePDals2xK08f8vGT5Tr3baOzPU9DXCOu9y+Qa2I6Md0mZ3vkexUp6knJaE4ZI3LSGYvflbFiMvUlJGQyEwrkKYjtCcxC6c+eUV0B7MtOfYFsuj7P7epC7SMkJUnCdP1hG/mPlk7THfFEOV+A6Qpaum0ylkcscXCG4O9fc2dZ1TFJklh14SU0zphZ5hhx9MIjeHLeAk7a+npZW083Hc7qsz/PDlWHH/8TCFHMDT/syMV85kvX/91Ej01XcHgyEgzLH0LpFUuWLefMd68uFgzxXIdn//okK06cupOZbM+nOqoS1RSmD1DEAkBXJDK+QAKW9skvDlMOQkL+fgi/7VMQ2/PpMN2S2dPNVZFxmdQ10ViuR0fOqWidZKjyhDtZbGnP9bsta1e2wwJwPJ+c6yETTDgM7KEOTq7iY79/sGydEIKFi4/iko98vETQxl99meMu/IeK4vjmY1dxyntvYEdVA/zpFuhTHGTzpo386v9uH/sTmIR4vkCIYGQjospURw+tWMOenduLfwshyHVnBth78tOR9zi8LsYRDTFqYgML5KakTnveIaErh0xxopCQkOETCuQphBCCjS3dvNyaozGulaQgQBBZnuqsb8mSMjQsrzyn2lCVcXWyyDnlgncgQb69s3/nkO2dJrvSFpoq4fmCxEGMMPZXqOO1jetLlhvvXcOxF51DbNuWkvVdepQLzv48n3nbFTiKBpufhlcfr9jmww/cy4Z1a8em45OY1pyN6QajOKocVB6byi4rvbl/zZ08+8RjJet2bn75IPVm9OxIm8gSNKciVA1B8EYUmaqIymG9yqCHhIT8/REK5CmC7fns6rLYk7FpzzsVJ5pMJcP63vREvnOOR9p0Seoy1f3cyDa3jczOrtN0eWVfFtP1ae0OZudbro8Qgt1dJkIINrRk2d1llgidgTRP2vSwXB/H8/F8wf5s0K7rC3amLaoiKkldndCUkL5sWLeWX975o4rb2tv2ASDn8xz+b5/lyH+9BsU0S/ZZ1zCP4y75Fr84/M3Bikdvg19fP+Br/u5X94y+45MYIQQxTSFlHLi2hipPSI78RFBpxGHu4YunlJWd6wv2ZoLvo+MLkhFlyPn/shQUJxprD/KQkJCpRfgLMEWwXJ+tHSbVhsrWTpPGeHmu8XjdwDbvzxHVZGaO08zmbWmbFpHBcgXVUQ1JkipWfIpp8ojdOra052nttumyAhF++mG17M1Y1Md1dqZtUoZGZ97F8wVdlsecaoOopuCLIF3CE0FuYm+xK0nQ0m3xRqdFMqLg+YL6uM7aXRmyjkdDTEOVJWYkD57zxrpnnsKyrIrbausaMLa+zpyPXUHTttfKtv/vUe/kk2+7AjPdAjedQ219A+379w3+olPb9WpQnEL53d4VLDVFImN51E3xOQAAp7zzLJ59sjSC3Dytlg7TpX6AIjeTibTpkXU82vIOST2wahsqmiIxp+bQcCQJCQkZOaFAngJ4vqAt59BteyR1hQU1RsVoiC8Eni+KVaCGw54uC1mWyFoe8+tKbw6dlsv+nKAj7yLLsHhaAoCOnI2qyIPm6QkhyDl+yUQmzxe0dFs0JSPkHIHbU71qEI3fN88653jIkoQmSwOed0JX2O74gQgWArPg+tGWdzBdj/UtWWQJDr/u80iAq0ioURXns//O2l0ZHM9nTnWU5upIUSRrssQLe7oBiYzlMi2hI4Tg8C/9M5brB2WhJYnXvvL1gU9qHOnOdPUTBpe4qHY6i959JlV2aVQ+p+pcddpV3LHktGDF724GGJo4BhYuOqry+us++Ho3zwAAIABJREFUX7I8kvdlLNoYTTsZO6iGOKMqUiIWI6o8ZT26+7Jq9SVse2Mbv7z9VhACwzA46/RTkYZ4fpPhOqsynPrNL6IrcqGgh0L+298e0rGyJI159Dj6qU+VLA+1L+PBZOpLSMhkRhJTdGZXOp0u/t3S0kJjY+NB7E2A1csWaDhsacuRNFQa4kGkUQhBxnKpMjRsz6fb8tjSnmdH2mTeAJGNbZ15mqsMjpuZHPaw/l93dOF4PoYms3havHiz39jSTbcdFLgIIrsSK5qTSJLEjnQwHD8rZWB7Pjs6TWamjLKZ3qbrs73T5PBCTt/ejMXOLot9WYekrtDW3o4cTVJlqOiyTFTr/z10fcHxzVXF5Tc68oEdkyKTMlRq+0S49mQsNFni5dYsLd0OsiShq8ENMO8EZVTTpkvO8aiPa5x1zNyS4+9+5nU8LxDUTVU6h9dFqTI02rI2e7tttrabKIqEEIKmhI7rC1YdO6+kjbGyJhsuG9at5ePvfw+iT3ESDbglVcuH0+1lx2yqmcmFZ3+e9Q1zgxWtW+Cnnx7wdVac8jaeffxRhO8jyzKXffJzXPKRj5ftd+riWSXLI3lfxqKNkbbTlneChydfcPKc6rK88r/t6jqo6TQjpa29nbra2pJ1e7stku2b+euTT7Jy5UqOO/4E/ri5naSuDFoQ5WBfZ88XdNku5x03v2T9wbQ3S1VXlyyPdV+Gcw8c776EDJ/JomH+3kmlUiXLYQR5FAghipFcx/P52+4MJ86qQpYkWjIW0wplOwdjX86lw3RpiOt0FvIYW7sdZFlme2eerO2TtT0aB7EnqolqOL7g9bYc06uM4g08a7vEtIFz8DJW8Lqdpku35bKwLk5DQqPb9nGFwPcFtu9juT7P7cowu9rAK+T51UY1WjI2Wcdja3uORYUIc2u3ha7IvN6epy3nMisVwReCV/fn8EUwEt+Rd7FcQXNMw1DlQQVGa9amPRdUEXyj0yycn4cl+7TnnRKBLIRgW4dJRJEwXYGuSsxIRuiyXDryDhFVxnQ9ImpQVrVSBDprecypjiBJEnsyNl5tEG1vzQZOG/NrDYQ4EPj2RP/OFhPJhnVr+fF3byoTx7MJCn+cWEEc33XEW/jIOz5Gt95rctLa+/p9DUmSuPq6G6hrmsELzzyF4zhomsayFSeV7Nf7ezJVCR5aPWoMFVWViFd4iOs0XWoMdcqfa8/D+ZtOPJE3v+lNQDA6lTTUSemUY3s+3bZHbVQLrCB9EeYPh4SEjJrwV2SEvLIviyTBvJoomiLz/O5uMpZHxvLYk7HYm7GpjmpE1IFvlkIILNdDKhSG6Mw7dJkuacsrTPxysVyfrOPSXDVwDnAqEog8zz+QipCxXJ7Z2UW1obJ8ZhB53ZE2mdUrnzhjudiuj6bKTIsHN5kNrVkO96MFZwcBSERVhVREZWdXIEw936fL8nl+TwbhC6oMlX1Zh8N9gQBe3JvFF+D6wSS2Le15ZElif85hWlwvRlw3dPpDHp52PYHjC7Z25NmXdaiPaWQsD9cXpAyFl/ZmqIlqNKcM0pZHRz6onmV7PrML51wb1RCA7wepHxFF7jc9I6oFlbeEEDTEg4j+q/tzKLKEKkNc00pybpP6wf9KbVi3lk9+4AI8t3TS2FkzFvGTth3UWt0l6y1F5TOnXs73jzkzSKwusHhajKNPPpK7X36EnkeA2voG9EiEw45cwsWXXcWSZctpa2/nph/ezbpnnirzVAbY0mGyoHb8czq3p01mVUUqCtTdGYsZyciI296fd4iqMj7gOH7F14hpSpAGNcbWYG+kTeZMQGUz1xeocvAwubwxWvKwKksSixtibGjt3/bwYLGry0aRoNpQyTkebTmXU+elBj8wJCQkZAAO/t18ipG1PZ7b2VXIOZTZ0m7SnIrQbbuYjsfzu7tQZRnT8dmZtmjLOcR1mfm1USzXLylP6vqC1/YHItIrCNqdaQtNkcnaHqos0W27uH5QqngoPrpuIQdZEER9XtmfI2t5RDWleANs6baZlTKKkb2XWrI4vkD2BLoioysyiuSxO2PTbXvF/aYnFBQ5iMLmHY+cE0RudFnFDqpikHN89mQsFDnIy01GVGzPR5Yk2vMu7bnAX7QnDqXKEjMTQ5/4Y/uCPRkriLBLoCsyeccnokq4flBO1nIFri/Yl3XI2T6GqpQVUElFVHZnLGKaQs0AHrY9UXtJkjBUiW0dJnnXR4IBjzuY3PTVL5SIY6XpcL46+2i+8Ey5u8TWqmlcePbnWfyulbCupWTb598yhznnfIGZs+Zw41f+BYQo5iG/7V2rSoTwkmXL+y0QMlH+z7Yr2J62mFMdiElfCCzXJ6op5OyBi8wMFOW2PB/PD/LYa2MqGbPyKEF9TGNja3bEAtlygxGaqj7Rz96Tb8czGt9hujTENKoiCrUVvIJ1VWbQSQIHgYgaeFG7fvD7FdOC37CQkJCQ0TA57/CTHMsTeMLD8nws16bbdsk7Po0Jnb3dNqrsoysyOcdjX9ZmZ5dP3vXpyLm8eW4KXZHxfMGzu7pI511qoipZ2+Olvd102x6a4mO6Hm5WIMswPaGztaOyE0FZ31wfVZbozDu8ui9He97F9oIo9Rsd+UKEKLA3e2FvN/NqDOKajJrUS8RDRJXZkTaZU23QlnNLUhA0WaLNCezNeiYMZmyXLtPD9nz2Zx26nSAlJKYpdOZdDqsz2JE2mVkVQZWlkqHa4dzwawwV1xc4no9VyJmuMhQiioztBQ8SXZZLtx1YsM2tCVJBRJ+XUGWJWVUROvsRO733600qopKKqHSYzpA8VSea+9fcyeubNhaXmw47ibvMDG+tII5/PX8FH3zXp7lh9XEsmhZn1ZH13L9pPwtqo6ycW10899c2ri+b6Hf3j25h5WlnDKlqXk1h6Hu8aOm2EYAslwTAcTyBK6DLdFEVibwriGuVP2utWYeqiEK0MJKxJ2MxvRBx9vyg9HnKUIlpCkfUxyu2cVh9jNZRlJzenrbQFKlMIOtyIPYyVvAAOliq1UjxfUGX5aL2Iy4lYE/G5rAJGA3oj56H/B5aum2MwgTJlm6HhfVRZqUiYYGPkJCQURP+ioyAiBpYOlVFVGoKk708EYjKpoSO7fsYiszejIUnRJCWkA4E7t6MVRSc+7ptkhG1mHvbmg1+7LO2hxAS9QmtOOFtTvXQhoc9EaQ3bGzNIVEQgqkIGdtjRzqwI+vMu6Qtl24rcG+oiqgVIy6CYGi1oY+lnCRJZG2vZDg7qatkbR9FyGRsj6ztBS4OQH3h+GREKd7cRhoFS0YUui0XXZVI6hqJXqkZEuD5Mo4fRA5tL3hY6C+CKUnSiKPANcbktLv60fduKv59qpHk7t0bacqlS/ZxJZl/WfkBbjz+PD5x8mwWTQsE37SEzmXHzyhrc8OLfytbJ3yfdc88NUSBrLK5bXyG5m3PxxMC34eErmI6Ho7nk7Y8opqMKsPOTDCKIw0Q/bQ8ny6LokDutn3254IUHkWSWDI9jixJxDRlQLcU2/XRJCr6lPeHEIJ200WRgyh12nRJ6EohXUqgKsFojC+oWEAHgomw/ZVBHkp59jc6TRRZQvEEilT5fZKkIK1oNAzUlx4HnnyFgj0927ssl9rCaNDebpuYFqRHzUxFWFAXpS6mTcmJkiEhIZOPUCCPAFkC0/FJRYIbYWvWoqmQJhBRZSKF+isNcZ39uSAyVRsN/Iszlkdn3i16qfYIU0OVMNTA51eSIK4pJcJuyO4YAtJ5h7gmo0gSUU1GkiRyjh9MwLM9UobCGx0m+3N2sVJcvE8OsCpLxZzdSsytNsqEZ11UJW165J3AeaNHfPZMmKkeA1GpKzI7uyzmVZdb3SmyBJLAEz5ZxzvU7XjLuH/NnbTva0UCrgX+3exG6SMKd8dree8/fI7Hm5dw3/uXkhrCZKaujo6ydZIsl03G64vlBp+5ebXRMRnybsuXR2eFgKqIiun6pAwFU5PJuT452yOmKXTkHZIRhbiuDCicFCkYWfGFYHfGJhEJUpLSVjDxLjXEz24iomC5Pj1fp4zl4vpBdDsVUWkrpBj1/j67vqDb8tALTixvdJp0mC5zqw06LRddkeg0XVwB9VENIQQ9RTN7voM70ha6KjG7Qg52e96hfpDyyhKQ0GVmVEUG9BpXRiE+O/IuacthbnVpBHpze56aqIokgvcvU6GE+66MRZWu0G15JHQFXQkm2E5P6qiyRHM/uechISEhIyVM1BoBkiSR0JVihLQnF7YS9TENTQlEqucHESbH88mYbsVjFDmwUhtp3qYkQXs+yP2N6QecK2qiKtPiGjMLqRSmG/gST0/o/UbEBupDpW2aIhPXZXKOy/xag8g45QFWEsc9RAo51M1VEcZxVH9SsGHdWu689btsWLcWIQT/9+TL1J7xKR5QdK6HMnH859lHs/WhP/C1L7+fRy4/dkjiGOD0s88rW3fRh68cNHoc5MEHEx1HYn/Yl0oR0g7TpS6uBVULIyqKBN2WR0xXcHyfmqhWfPh0Cm4HlQrqVEdVUoZC1glGHRKazDHTE2RMj+gwyoQfNyNJrpfAa806QdpH4SU9/8B8gx4cASlDJWWozK8xqDZUkhGFnOPheIKIKhdHq+bVGrRmnSC/2gtyltvzLqocpJT0bjlbSDPq+a50mA6W6xfmNAR7ikI7UU0hrqtMT0YGfBgYicd6T188ISqWi5el4GHKB/Zm7Iq23Y7n0+34xHQFt/B0oMkys1IGSxoToTgOCQkZc8II8giQgKZe1dGmD3F2fENcw/EhFdXYm7Go5HqoylKZv+pwiGkKs1KVxUiPU4RWyENuGCSqNBKimsKMZGRchzkHuhn2TDIEmJ0auWvBRLG9MLQ9s2p4fd2wbi1X/+NFOLaDGk/iXnE7J9QuYc1v/ovZnl2yr4/Ef5x4ISff+nVcbfhf+Suv+QIAD/7yZ0RjMS654uOsWn3JoMf5IrDWa4jr7OmyB91/IPZ0V3ahsF2faXGNhphGW86hPq4jgLgm05iIkDRUtrbnSeoKLVmwXY+dXeX5/Cuaq3ij02Rn2iKuyURUhWlxnUShyMRQCcoUBwIzVxDbsiRhe0HKj4coKQnv+oL2nENTQi/6ey+ojWK6PpvbcqiKHKRgacFnpCGusaPTxNAUcDw8EQjMiCrj+7Ct02R+wSs9bQWVIaOaws6uYOJsRBZ4BPnGCV3hjbRFOusyr0piejKYMzBQtF+TB37QqWQD90anWSzdnLFd3ug0qYtpRNXAIUaXgwcApKDAh1rhNWoMDVWR8EUwUVdxfaqjKonIoVGcJSQkZPIRCuQJpNpQMT0fScC0CqWix4rBxGkwPDl+s9EnywzysYhajhdCCL71xE5+vWk/AO8/ppHLTyjP/+2Pdc88hWVagMA+4b188m/3843Hfozul1q77TeSXHLWNaz6+HtRRyCOe7jymi8UhfJQacu5HNEQw1Bl6mOj+6mxXL9i9LIhoSMEJCMqgmBCYLWhsj9nFz2xo5rM3NooAkFtLFqofliKpsjMq4myN2OjKzKzqiMossTsaoO4PrzPUVSTsV2ftpxNXFeQJFEc2UloMmnLw/WCiaNJXSEVUThmeqJ4/LzaKC+3dhPVFBK6wtKmBJoslT4YiiBiXBdT2ZcTGKqMJIGZ6zVsIiRSRlAuPaHLdNvBNk2S2Jm1cH2NlKFQVaXx5jnVyFLw8NlflNhQZY6cFmNvl1WSY93bWWNrp8Vb+xwnELieYEFTlA0Fl4+mZIQt7Tka4zqNSZ0jG2JkbQ9ZCtJFyt9ThZSh0Gl6dNpBJLw+rk2a35qQkJBDj/DXZYIxlGC4+WDPsq4KIy8HlXV7uoviGOCnL7SwaV92yMd3Z7oAQTJew5rtL/LtR35QJo6fmHEkx156My/NWcDSpkTlhsYVUbRcm18XG2Tf/nF9QUxTK+aUz0pFMLQgp7chHuSjTkvoTIvrRFQZTZGKqT7zamOkDK04yasvshSkECxujBfLSDcmtLL8/MHotjy2dJjoilw8/7imkDKCNJCqiBLYIhLkUB9eHyub1NeYiBDTFebXGuiFFK0eDE0m7/osrI8yrzbGsukJdFWmucoomUQnECQjKroqUx8PUqksX9CU1IioMqoscUxTArkgioeSptCU0OkwXXJukEZiuj6b282gkIrtUklb64qMIAgQnDw7RVVEJaErzKwy2NxuIksURfO0RKTo196buTUGRzTEUeVg9C5lqBxWd/DcNEJCQg59QoEcEnIQ+L8XWsrW3bZ2z5CP3/zyBo4G1voeF25+qmz7jcvP5a0XXs/OZAPXLk+OpqsjIijcoo4qii+EoNN02dZhMq/GqGhvliyIrb7UF8q2y5JUkg4F/efWS5KEpgQpTj2CNa6rw3Kk6Glfk4NUi/m1URriOgtqgxLs82qDwkKuLwLbtG67Yunm2phGTJWZlihPKzmyIc4x0xNMS0SKD9uGIpMyFDRZZnunRdp0kaRAWNZGVWqjGlFVQohAsNZGtaCkvK5iKENPh9IKRXW6TI+c49FpulQbKi1Zh27bp1JTmiwX50PIBT/xaQmd+rhGMqLQNIQUtWmFax+cexJVloY8cTIkJCRkJIQpFiEhE0yX6fLcrkzZ+nV7unE8f3BBJgSXyzKXAtF8V8mmtKLxoVM+zK+OPZuFopVPLK/n6GMHt2Iba2zP54iGkUeNATwRTCwztMBdIV5BSPZnbdabvu/nQIHSRQ2VPY6Hw1FNCTpNlyWNcRRZ4shCm/VxHccXRFWZ2dUGLRmbakOpeF5ASdpFb6IVItqSBNVRjVRUxfV8UsaBlJP9WQdFloIJcgh0Jcg3ro0FjhhVxvAi5PNrouzqsmjPudTHNabFNbanTaoMjY4KTiOGKhHvdZ2WNgWT6iKKTLWhMiM59LkQPe9VWEo6JCRkvAl/ZUJCJpgX9nZXdOR1PMHr7SZHDiAs5Xyehs9cyamPP1K27W8N87mwfQdb/nwrK6U3+Np3fzB2nR420ohs/fKOVxSAnh+4HmhyENmtxEgi1IcNkO7Rn1gdDhFFqhjZlgp2FqoscXhDjPacw5ENsX7nDAzHmcFQg8mpixrivNGRZ26NwZ5MMDFybk1gybgrbZGKqqiKzJyaAxUi64bpBV4TVemZR7doWrzowFEX13lye2fZ/s3VBvNqDqRD9HbWOb65akQOFIfVj+7hKyQkJGQwQoEcEtKLtT//zbi3sa7CJLEeXt6X7VcgR7e+zuJPX0nitVfKtt2y9Aw+NWMR1u9uRlYULr78quF1eozJu16ZeG3/w594vT1XURD2pBy0Zh3mVAcWZwhQpaB4Rk9aROaRR0bdN0WWxqSd/pAkiZlVlaOimiyxsCDuaqPakNILhsKSxiDaXBfTyFgu1VGtWJGvJ4J+zPQEpusNO2WkL4mIiizB9FkRtMJ1qSuktDQldPY9/Ec2tHQTUYO866Z+Kv9JkoTajzYei+szntd4uIR9CQmZeoQCOSSkF91Ljh73Nl7Y279A3rSvcsW5hod+zeFf/GfUXOlEvqwa4crT/4k7F78N7r+BphnNfPGb3x1ShbvxwhdBGkFflOOPI7e7NLVkR9rE9QVxXaHGUInrCt22x96MzYwqHZBYWphIBuAvWzY2fRyjdvqjuZ8iO5IkESmowsWNo0/nqMSswmv3fRBRZIm4PvqffFWWqOpndGBmlYF2/HFUtefJOT56Uq+YEjIYY3F9xvsaD4ewLyEhU49QIIeETCBdpsvrbfl+t29sLRXAkm2x4OtfZeZdd5TvWzuLC1Z9npfrZoNjwrbn+eLtdx9UcQxBasTcmsoOAz2TunqQCKzILFdgeQJNlui2PSJqUP0xGVGGlGc8FRlpMaDBGGkxj7GgZ9RgQV2srCBISEhIyFTi0LzzhIRMUl5sKc0/nlGll9iX7UxbxVK/kV07WPb+91QUx3c2L2XF+74ZiGMg1fE635sE4jjv+nSYLkY/Y+ezUpGicLJcn0REocoIhuw78y6GplBtqEX3hkXT4gdV8IWMHLngWhESEhIyFQkFckjIBNI3//ikWakS+zJBIJLr/vwwy88/k6r1L5bsbykqHz3tKt5/4dfI6geitFdffPZBF8cAqiThiSBPtRIRNShc4fmCfVmHxoTOEfUxoppMPCJzRH2UxoTOibOqqIqoQy6HHRISEhISMpaEd5+QkAnk+d2lAnnZ9AQ70iZ7uwPHAcX3WHjzDRz1ix+VHbsl1cgFZ1/L840LStbPTkV485zU+HV6iLTnXaoNhVRE7bfCWUKXac87xDWF6qhKfVwLyqtHVBxPUB3ViqWaDx+lTVxISEhISMhICQVyyKRECMEdz+/lN6+0kTJU/vkts4uz/8eT6WvuLFnes/qSMWtjT8bi9fbS/OOjmxK8tLebZ3ZmmN7dxt2/+QZv2bWxrM17F7yJD5/xSdJGuTfu1StnjVs+61BpzdrkHZ/lM5Nsbqs80VD78Y+p9X3m7cujKRD5yOU0xHWEEMyvjSL65KxW8rrVfvzjkmXnQx8aUX/Hqp2QcsbivZ0sbYwVYV9CQqYekuh7V5oipNPp4t8tLS00NjZOyOtmbY91ezLDLj87XgghRuQjOploa2+nrra2ZN0961v57tO7istNCZ2frl487kLw1MWzSpYf3bhjzNr46bq9/OC5A9XyljbG+e9Vh/PH19t54vZf838PfpPGXLrkWFeS+fxbPshNy8+rWOHizXNS/Mc75g+7j2NJW3s7aSlKTVTlzXOqacs6TK8qty9LVVeXLLfsbx/2BLy+baQ7y313J7KdQ4Gx/v0ci/d2srQxVox3X4ZzDSfT+xISMJEaJqR/UqnSkdgwgjxF6cg7XPfHrby4N0tMk7n2lDmcMq968AOnAFnbKyu7vLfb5ukdaVbOmZrn6PmCX27YV7LubfNrwPe54P4f8eV7vo3cp3zIzkQd7/2Hz/HkzMXlDf7lDj5x1gmc/473jWe3h4Tl+uiGzJzqKLoiVxTHlRhGheOQkJCQkJAJJRTIU5Sbn9zJi3sDS7Cc4/P1x97g+OYksUkS2R4Nz+7qIu/4Zesf3do5ZQXyUzvStOfd4rIEvKPGZ+lHP0Dt44+W7f/7Ocu45Mxr2B8LnmjPX9KA9tJD/OzbX0MIH0mWMd+8oOy4g0HO9alSZGLa8KLBoy1YERISEhISMl6EAnkK0mm6PL6tdFgs6/j8dUdXEJWc4jy9vavi+qe2d+ELMeWso4QQ/NvDW0vWfdDexunvvxJjb2mk3EfiKyddxNdOXI0vBw87nz65mfMWN7Ahehz3RnQcx0HTNJatOGnCzqE/MraLBBiqRCQMCYeEhISEHCKEAnkK8siWDrwKmePP7cpMeYHsC8Ffd1QWyAcqrI1Ned6J4qne5yMEn/nbfXzj8TtQPLdkv9ZoikvOupo/zDm2uG5BbZRzF9UXl8845wKQ4IxzL5gUtm6OJ/B8iGkKsTGo0hYSEhISEjIZCO9oU5C/bEtXXP/SACWMpwqv7MvRYbr9bt/SkZ9yAvk/H30DgJTZzQ9//x3es/npsn1aj17OsSd+nN3JupL1ly2fjiRJ3L/mTr711S/g+z6SJBFPJCeFQK6KqDiGwtHTE/1au4WEhISEhEw1wjvaFCNre7zQjxDenrbozDsT3KOx5el+osc9bGk3J6gnY0eX5bGs9XXW3nl1RXG848NXsuknP6f2sNkl649pSnDS7Co2rFvLTV/5F3w/yMsWQnDXbd/n/j52chON6wviusKSeiMUxyEhISEhhxThXW2K8dyuDK7fvzPfpv2VPWinAkIIHt1amlu9ZFq8ZHlrHx/hqcAVL/6Wp+76Zxak95asd5NVrP/vH7Dlc/+G0DRu/oeFVBsqqixx+oIavnL6PCRJ4ltf/UKZRzDAY79/cKJOoQxfCN7oNInpMlqYexwSEhIScogRplhMMR5/Y2DPyu2dFm+aNeAuk5YX92bZ1nkgQixLcNHR0/jiHw5McNvSMfUiyLf+4f+VrcssWcrGm76POWtOcZ0qS/zq/UtL9rvlxuvZvKm8cAjAKe88a2w7Ogim69NpuniFiZKGKlNtqJjWhHYjJCQkJCRk3AkF8hQiZ3tl+ccnz67iyV6uD9umoIDs4Z71rSXLK+dUc9yMZMm6HWkTy/WJDLPAxGRi10WX8vrnv4SIGP3uc/+aO3nwF3fz8kvrKm5/x9nvZtUIqvwNF9vzcX2BrsjszlgkdZWs7XFkQ4z9WQdDVZi6n7iQkJCQkJDKhAJ5CvHnrZ2Y7gF/4GlxjXMW1ZcI5K0dUy8FAeCaBzezdnemZN25i+qJ6wqNCZ2WbhsAX8D2TnNCyk4Piu9j7NpB/NVNxF/bFPz/6iv97u4YMTZ/9T9pPfvdbFi3lnXPPEVVdQ1dnR0sW3FScdLd/Wvu5MYvX9tvOxdfdhVXXvOFMT+dSuQdn4zt4fkCQ5XxhaAupjGvNsqiafEpZ7kXEhISEhIyFEKBPEXI2h7f+Mv2knVnLKxlQW20ZN3WDnPKeQX/+Y3uMnG8sC7KcTMSAMyvMYoCGeC2/1vDujtuwPc8Tn3HWfzrf31n0Ndoyzk8s7OLlXNSJCPD/9hr7W0HhPBrrxT+fgUlP7Sc7zemz6X11h/yrV/9nF988XPYVp+8BElCkWUkWUb45UVSenjH2e+eMHGctT1yjocsgaxIJHWFpU0JdnZZh0RBmpCQkJCQkP4IBfIk4ZYbr+feu26vKPqEEFzxq00l+0vAuw6voz6mkYwoZCwPCPJE92RsZk4SK7QN69Zyy403sGfndk4/+zwAHnv4IU55x5lcec0XSJsu313bVnKMLME/nzKbW2+6gXvvuh3z2PPhxAuL25/e+DrkAmH68AP38uQjf+Dkt57OqxvXgwQXXHpZSfrBn7d08JU/bQPgm77Hu2otjsts4C/3/4LGmloWvvUC9lgGXt7k1D79X3Dpe4m/tomarvYRvwd3zD+Bf9rxItlzToMKk+38ppgsAAAgAElEQVQAEALP88Dz+m1n0dJlQ3oYGCtM18fxBFWGii8EUV2hOqpRHdUmrA8hISEhISEHg1AgTwI+d8UlPPvEY8Xlhx+4l4cfuBdV05i7YCHye29gd6Y0Inzu4vqiCJ5fEy2xftvSnh+2QH7o1TbueH4vFx3dWFKYYjTccuP13HXb94vLPX+rwP23fZ/W9S/wytGXsdC1MVwbw3UwPJslUZuH37EaTJPVgLH5KaKaHmx3bYz2HUQBo+dfdwbjgXsPrPvytSSv/xKGL4hIEotVg2tch6hroYoK0dmnHu/3HJrXPjnq9+GD+7eDM7qZbE0zmvn+z+4fdV+GihAC0/VRFYmYpuAJwZEN8cEPDAkJCQkJOQQIBfJBpq847o3rOGzuEpApT5e4/PgZxb/n1xolAnlrh0ltZ5Dj2pPb2jPpa9++vXS1taMpCobvobku2tmfx6ibTYNr88SrL7F2z6sYj/yAKAJDMzCWvB2jbg6GZzNLF5w3L4nm2siWBfk8VjZH3HfJ729lx8aXkEwTA/gX4CtQKmbp9aH765PBv8Fo2Rz8Gw72gZQMHLv//UZJeyTBS/Vzgn8Nc3mpfg4n7H2NvKoHO/zpFuhqGXH7kiRx/Mlv4Rv/O/6exz32gaosFSs1JnWF5TOTtOdsEvro0ipyN9882i6OSRtj2U5IOZPlOk+maxz2JSRk6iGJSgarU4B0+oCbQ0tLC42NjRPyulnbY92eDPE+OZhCCKTh5P0Kwdc/9wmeePC+EvFo0EtQ1s/DOPlioq5VjK4arkNyw++ZbUjUxhPovkesfja7OgvRVc+hQbLxXn+BSKU2C//CDNLhYSoaG+tmFcTwXNbXzeal+rnsTtRCpev+15/DEz8Z1WvW1jfwy8f+Nqo2hsLebpus7SEEVBkqmhKUkFZkiZlVkUEjxxP5/QsZe8LrN/UJr+HUJrx+k4NUKlWyHEaQh8n/XfVRsn/8A0cuWMiCWXN4dcd+2rwYRmEI3/AcVtTrJIWLb5q0tHQgWRbVvonhmEQBzXORTItTGeTZZP9W+PX1g3fqtf6dE0JK8SSZvKpjKhpmr//zql6ynNUMXqmZyfr6QAhvrp6OJw/xsSLdMqA4rqqu5opPX8uq1Zdw/5o7ufVb/0muO0NNQwORiEFnWxsnv/X0cc837si7JHQZAST0II3CFwLbBcv1qU/oHDEZ3EJCQkJCQkImmFAgD4PrrruO2vt+zXWuBWufgbXPcHylHV878GfdRHVuCtEjUgOhqmOqGmamjbxnY0LxXx6wJYnDjjuBTU6cVr3mgJBVNUylXNgW2/zdtzHP/UKvfTTMx36MWz8XllUosPG9i0HV4crbS9fnOuG+6+G9N1Q+mf3b4Y6Pgx6DeA2Gm+Hdqy/hyo07AIp2bt2ZLja/vIFT3nlWyQTCVasvmRA/4774QiAQ7OyyqI9pxHUFAeQcn4zlUhvTmFdjDG9UJCQkJCQk5BAhFMhDpNv2uO0Vm08c/254+u6D3Z1R4xCkDeT1WFFslonOwUSoeiAKm1cjJe3k1ciBKG2f5ZJI7B++Dy8+VNY/SZI4/R/O41//6zvYwNMvtHDrs7uHfoIf+l7pspVjenYr//r5j3JnaxVP7Sh4R+/cAGu+AAiwsnDTOYAEsVQgjnv688KDiGNXlb/O3Z/jsCMX85kvXV/0Me7NkmXLK64/2NiFFIqErqIpMkc1JdAVmfUt3aiyhARMT04OJ5SQkJCQkJCJJhTIQ0SVJewFJ2Ou//OYtWnL6iAitEdg6uRfexLT98oirMXlY1eRn7mostDt3Y6qYyka7HwRb/axJf2J/PabTDvxLHbULC7t6Lbn4ZfXBX+/70ZoWnhgW7YD9rwCh71pWOd+9hF1fPYts+HyW/nSpz/KXx5+kJ50+EVLl5U5NhzVODoHhfOPm8MnPvYHAHrHgjes87nl9RVFG7reHsM90d+eiY7v/ulLdJjugXPwX+LMH981KQVwb3re110Zi+Yqgz3dFsKXSERkEhEFVZbQlaAy4bS4RnNVhHSv8wwJCQkJCfl7I5ykNwxu//3T3HPP3zhv81/LRWjXPsyGueXR036iq5ai4g+S0/rm2SmuO21uUbzccuP1PPzAveRzWbLd3dAzMVCS4Pj3IFZ+YMTnNrMqwk8uXIQsSTy3s4vP/vZ1FtQafOW0eaS3buCuH3yfzZs20NHehuvYqJEIrmUhyTJvedd5PDHvAmw1Wtbu+45p5NR51Vz5qwN50l89bR6nzKsuLre1t7N3+9YSMdoXIQQfuOdldqRL7dJOaE6ytDHBD9fuGfD8fvG+o6iLDe7fm9jwYsly95KjS5ZzjofjCVJG/8+Wg7Ux0bTnHYSALstFUyQkJFKGSkxX8IWgOqJy2ChyjYf6/ZPXlZbN9pctG/ZrjUUbY9nOocBY/35Olus8ma7xePdlONdwMr0vIQHhJL3JQd9JeqFAHibHX/EVNs96W+nK+2+A154K/p59DFzw7we23fcf0HgYvOm9w3qd/zn38GH5zm5oyfKx+18d1mv05uo3z+KcUfgfP7a1ky/9cWvJOgn47YeOIaLKAx7b1t5OXW3toK/xp9c7+Oqft5Wse+iDRxMtOIrsSJtc+vOXy477r3ctYEVz1aDtA5y6eFbJ8qOFXOLhMBZtjCWdpsv+nIOhylRFFFRFZlpcY0FtlP05h/qYNqpc46F+/1LV1SXL6c7OfvYc3zbGsp1DgbH+/Zws13kyXePx7stwruFkel9CAkKBPDkIXSxGyaPf+zcu+seP8OR+FcPL8pGzVnLufWu45cbrCxXiTubKy3ulLlx+D64v+PAvyqOfAF85bR4nNCe58fEdPLOzi7fMSfGpk2cNKir7smhajMProrzali9Zf96iej60fDrn/fSlfo9tSuisOnJ00wlPmVfNJcc0cucLBzx/f37xUcM+j4F4+4IaNEXi0a2dHNEQY9WR9Ri92p+VMnjk8mPZtC/LR+8LHhb+97wjWPh37MSQczy6TJdqQ0WVJQxVYcWsAw8LDXH9IPYuJCQkJCRkcjJpI8i//e1v+dSnPoXneVx++eVce+21Jdsnmw/yYLyyP1eSZgBgqDIPffDoMXMKeG1/jit6vcbb5ldz3dvnFZc9X3DhXetpz5fml/784iUHVSgNNYI8EUzVCHJPkY+c41EVOfDcm7Y8LNdnybQYHabLtLjOtMTYXuswgjy1CSPI408YQQ4ZiDCCPDmYEhFkz/P42Mc+xsMPP0xzczMnnHAC55xzDosXLx784EnKEfUx/vvshXzigdeYUaXzljnVXHXizDF9jYX1Me6/dCn3rN/HMdMTHDcjWbJdkSV+eclS8o7HX7al6bJcVh1ZP6ZR3pDhk3M8YsN84OpL3vX5/+3dWWxdV70G8G+tPZ75eI6nDK7d1EmTkOaG0upWiEgtIlQpSlORXgoFEoR4qxDlAQFPiJQhQBFvqEIVIOUFRKBBPBB6ARVKRJvb6vYK1DZJEw9xk3g80x7XfdiOcxwPieNjn3Ps7/dS2T1ZXnv/4/jzOv+9VhCGKPoKvvJhTx8R7QUhTA3ozNjQpFPxcExERLQW1WRAPnPmDHp7e9HT0wMAOHz4ME6ePFnXARkAdmxI4r+P7r71C5chZen43J72RV8TMzQ80lcbK7br3eWcC1uXuI3nBxelCSAUAs1xHQU3QKCidwyEAHQZ/QK0gdu2ERER3ZaaDMiDg4Po7r7xNnVXVxf+8Y9/LPj60dHR1ZgWgOgghbHREkoGV10rZXJy4tYvqpJrFfi7tdgYo3kPHUkD1wrL+xpFP4BQAtKWuDzlw9YFroRAT9ZErhhiZGRu/3ul3O73X+amj0dGRuZ93UqPUclx1oJK//tZK3WupRqv9FyWUsNaui8UWc0MQ7Mt1tpSkwF5vrboxfp0GxsbV7UHeShYeg8yLa5WepBvVol5LTaGsj20pEwMTDpoW0Yf+PmxIvpbEwiVgpEIkHMDxAyJD2zK3voPV8CdfP9V4nu2Ut/3673/byWvv1bqXEs1Xom53OmYtXRf1jPWofbU5DJoV1cXLl268WDTwMAAOjo6qjgjosoregF0GR1C4wcK4TKel7V0ibsaY0gaOtqSJmxdYlvL+t29g4iIaDlqMiDv3bsXb7/9Ns6fPw/XdXHixAkcOHCg2tMiqqi8F8DSNWhSoCluwAvuLCD7oULC0CCEQFfWwuYGG5Yu0RDnA3lERER3oiZbLHRdx09+8hN89KMfRRAE+PznP4/t27dXe1pEFSWFQENMx6asjbakiTcv53Anj9E5foi+5hg0caMVqa9p7qmGREREdHtqMiADwP79+7F///5qT4NoxehSwA8VDE0iVIDAne2H7SuF9pQ1q08/G1vmthhERETrWE22WBCtB1IITJ/vAUMTAJbeYqGUWvZR0URERDQbAzJRFbhBCD8M0TK9AbIUAkUvXPI4BS9EnFsOEhERVRR/shKtspIf4lrRw4akhfb0ja7jW51yN+X4UErNHCsNAJoEtjRytwoiIqJKqtkeZKJqGHriv1Z8DD9UcHyFDambArFSUErN2y7hhwoTpQAQwOUpD72NNt4bd9B+8xg1zH366ZoYo5Lj0Fy1UudaqjHnQlR/hJrvVI46MDFx4/S1kZGRVT0o5H+GeVBIJV0bHV3wMI2hKQcda+yI5IIbYMoN8JG7GmBqN97EGZhwcG60gLQ1+/fWkh9i0vERNzWM5j0oAE0JA3knQNrW8cDGm8/GWl2r+f1Hlcf61T/WsL6xfrUhk5n9s5QryFSzQqVm+nKv5F20LOOkuVqiBJCx9VnhGAASpoRx0+emHB/56XvQljDhByG8ABgv+NjRnoSl8eE8IiKiSmMP8hpQ3pO6lgShgqVLXM65GC8F1Z5ORbUk5m7D1hAz5jxwd63oQxMCG5ImOtIWbF3DBzqSSFoaNmVtbFhjq+tERES1gAG5zjl+iPGSX+1prAg/VIgZEjFdwlwjK6VBqFBwQ2xpnP8gD03euE4/VGiK6UhaGjozFhJmdOpeSyI6SpqIiIhWBn/K1rmRnDtz4MRaM5xzkbF1xAwNCVNDnbbLz+IGIZoTBuQC+xYnTW2mlmMlHylLR0vCgDEdnGPTwXh3R2p1JkxERLQOsQe5jpX8EO1pC1IAfqCgy7WxygoAXhAiZerob0lgYKKEkh8gVEA9LySX/BCalNjVnlzwNSlLx+UpF6FSiBsSO9uT8EMFbTpQ37sh+rMWV5CJiIhWDANyHRMC2NOZwmTJx/+O5LGWulG9UCFj67B1ia0tCUw5AZwgRFyu7O4hH97WPevjP//fpYqNMen4yMb0BVePgWgFWQqBkh/gP7rSkEKsmfaSTDY76+OJ8fGqjFHJcWiuWqlzLdWYcyGqP1yGqlPRDg8BpBDQpIATLP0UttomsDFrzfTkdqQtAPUbFL0gRNELb7k9oKVLZGwdbqDm7HJBREREq4M/geuUFyj0NiUARKuOliYRrKE+ZCkU2spOlmtPmZCiPq/PDUK8N+EgbWvoa771qXdJU6Izba2plhkiIqJ6woBch6YcH74CGmJRh4wQAnc1xRCsgYfYACDnBjB1bdaJckII6LI+/7o6foi0pWNba2LmYbvFtCRNdGfWUsMMERFRfanPxLHOjeQ8TJa8WQ9qxQ25ZnaykAII57mWnBvU5U4WQghsarDQlrTmPUb6ZqYmkbT4eAAREVG1MCDXIV2LVlPL34K3dQ313KMLRH26eS+AG4RIWHN7dbc02AjqLx9jyg2wtTlR7WkQERHRbWJArjN5L4AmAFufHYZNTdRtj+51vgLybojE9PZuN4sZtd9nHc6zwt0U42owERFRPWFAriNeEMINQli6Bvum3RCEENDqtEcXiE6YixsSoVK4u3n+U+Z0KXGn8Xg57SehUphc5LTCgheg6EftH++NO3P+/6asfcdfm4iIiFZf/SaqdSYIFXJegJSlw9IEtrXOXWE1JFBwg2V9HccPUfCWN8adGHd8TLkBUpaG2AJboWly7grt7fYknxstYcoNUFpgO7zhnIP3xktzPj/h+BicdPB+3pv3a/mhwuWcC9dXGC/5Mw9OlmtL8YE7IiKiesKAXEEr+ZBczguQd0Ls2pBENqbPe3hEoIAJd+GVzsUMTblQSqHohyj5s0OkF4QYK80fEK+br7XgVsrHC0OFjpQJQ8oF9//VpETBmz23qwUf40UPVwveol9L14DJko+pUoArZa+dcnyMlXwoBRjz3FM/VNN7TQOhAq4VPThl92ei5CNt6fBCBQjc1i4VREREVNsYkCvE8UNcyXvwVuDAjiBUUAqwDQlDk9iUtWEsECLj86y+BqFC/hYry0op5NwAEyUfocJMr69SChcnHOScAG6gECqFkbw78/+LXoC8G2Bo0l1w9dq5KXD7oYLjhzg/5sAPFZRSCBTQmbYRNxf+K2nrEi1xY9bnpARCRKfUjRbnD8njRQ+2LpE0NWRjOmK6RMELEIQKVwoevEAhZelImnPvXUfKwpbG6H6HSsHxFYJQoTB93ZYhETMkDCmQNNlrTEREtBYwIC9TECqMFT1cmnAgRLSiefNKchAquHcQnK+H0LwbIFQKWTsKYNmYMe/rLV3Oe7iEH6pbrrA2xHWMl3zEDQ19TTEMTrko+SHOjZWQMDU0xAxczrm4MF6CFygEKmr5mHICjORdSCkwNOXOCeKTjo9LEw6KXnQNOTdAwQsw5QZI2xqGpxwU/BAJQ0IK4N625IJz1KVA2tahVBSw375WRMkLMVHyYWoSjj//KvZoyZ85oU6TArvak5h0Aow70epva8JAQ0zH/d2ZOX92S2MM7SkLGVvHpUkHugSKQYihKRdJU8N/bsrinpYELF1ia0scgivIREREdY8B+Q4MT7kAogD77mgJYyUfCTMKp14Qwp1eMb0elAt+sGBAHZh04AThrFB9teDhvfESBiYdjBV9THkB0paOHRsWDo8AcHdzfNYq6ITj41ohagmQUizYIlH0AjTGDDzS14R7NyTQnDAhoOAFITK2jrakgT2dKWRsHaaU2Nxg42rBw2TJhxOEiBkagjCErUsM56J7c2GsBHf6eGVDE5hwohXXnBsgZmhImhpSlo7GuAEooDVpLbgqXs7SJQIV3VtbFxACaIgZMDWJQClcyXuYKPlwgxBKRb+8xAwNXWkLH+hIYWPGQsLU0JwwYOkScVODoUXHdZfvK32dAJC1dfxHZwotCRO6FAhCIG3pSNnRvY4bEt0ZC2lLZ4sFERHRGsD3hJdICECXUUC7MF5C3JCwdAlTjwKopUc7LbhBiJwb7eubMiW603YU2oBZq7xSAAU3hKkL6FLDpBNMv07B0jWYusCko9Dfmpg3wJUzNQk3iFoWTE1CQGC8FAXzmCFxfryEnoa5O0SMOwE2N8Zg6RLtKQsFL4CpSeTcAA9uysKQQMzQsL0tgXeuFXFPSwI5J4AXhDB1DUUvQFvWhuMHuHh9FwcBXJxw0JowoABkbB1Tjo+WhAGlgLStoTluYNIJIItRCL8dpiZmfgHRNYmNGQtSClzNudClhpzjY9JR0KSAHypoAmiMGTPHVjcnov9unT7y+eK4g3ta4nAWWOE3NAEhBGKGhvu70zg7lEOoFBSAnsb49L3V0JmJwvKWBu5YQUREVO8YkJdICgFTk3g/F73FHtMlrh+OZukaNBHtAjGVD9AY02FrEhnbgILCSN5DTBdomG6R8EOFlKnBCRQKboiSFwXouCEhhUDS0tDTGEPRC3G7C5NeqOD74XRAVogZEqGKQrmlSbx9rYiGmI6iF84cZxyECrGy8C2FQMrSsLsjNWtHiZaEiat5D7oU6M7aSJoSF8cdCEStCOdGCzB1idGij4ShIVAKmxtsXJ7yICUQNzVsytoYnHSwrTVaDc/GQliOuWDbyM2Slo73Cx6ylgZLE9jelsR40YMpBYanXDTEdOS9cLpvO/pFoa85Pmf8lKUj7waQAtCkQFxG1xns2jWn3teZmsT2tgRcP8CV/PwPQzYnzDljUKQS96VS95Y1Wjm1UudaqjHnQlR/GJCXSJ9+K74xpiPvhuhMm3AChaSp4/KUA01GIfDSpIPmhImreReaBPqa4hgt+khOnxBX9EIM5xxszNowQwU/jEJyW9JEwQvQ02jNvL2fsvRZQW0xliZwNRdACMANFeKGBgUFAYG+ZhvvXiui4AYIoTA45aDB1pE05awgrAnA0OS82631T28v15mOwnVPYxSsbV2iK21hvBRgZMpBa9JEqICN2Ri6MjbGiz7eHS1ClwLZsq3QTE3OuyPHQmxdIm1pGHcCNCei0JuNGcjGotVoTQDZmMDlnAulovB7/XU3ixtReC6X+/OfF/36SVNDDoClL/zQ463GWK8qcV8qdW9Zo5VTK3WupRpzLkT1hwF5iXQpcH93GkU3RN6NWhPevVZANqZjsuQhZkhsbIjB0CQUFHRhIm5oEEKgKa7D0CRG8x4KftTfu6Mtif97P489nUn8c2ASUgLNcQMbyw6XuL87fdvzu6spjrGij4lSgKQlYes3AmxseicHNwhhahqKXogJJ0DLdD/udYYmsfMW/c7XJcp6ntO2gcR0y8nGjI3381E/shQCjXEDUgC2oS0pEM+nJWHCNgKkbzqOOmNr6GmMI1QKQRjics5DytIX3DZOCAH9DqaSNDUkzfkPMyEiIqL6x4B8B5KmjqQJtEx/3BQ3EDcktpXtwNCWinpdy1d+t7Um4QQhzo0WsbnBxmQpgKVHYVSTAroUuKclgeXkx6Sp4Z6WOC5NRL3A7SkTJT9amQ5ChW1tCbx5OYfNWRuvDU4hpkvs6UjNGedW/c4LuaspjinHR8yQ2NM5O9jfaHNY3rOhvU0xxAxtzoEmG7NRaJVCwDY0NMYUOtLsCSYiIqKlYUCugPn6Z+dridCkgKEEEoaGba1JvDY4OfN5AEhb2rzbtC2FLgW6MjayMQO2LqEJQJXNxwtCbMpYaIzp6M7a2NJgQ9xm+8btSJoaTE3eccC+HddbP27e87n83pmaQDZmIG1xoxYiIiJaGgbkVWZMP+gFAB9on71ye3fL3OOj71T5dm/l8dfQJFqTFixd4r55Vo4rYVd7atlBf7kap39pifPwDiIiIloipocquL7VmFalELmSq7urMf7tuN1dMYiIiIhuxoBMVCb54Q/P+vhOnviuxBhrUS3dW9Zo5dRKnWupxpwLUf1hQCYqo73xRk2MsRbV0r1ljVZOrdS5lmrMuRDVn+q/F05EREREVEMYkImIiIiIyjAgExERERGVYUAmIiIiIirDgExEREREVIYBmYiIiIioDAMyEREREVEZBmQiIiIiojIMyEREREREZRiQiYiIiIjKMCATEREREZVhQCYiIiIiKiOUUqrak7gTExMT1Z4CEREREa0BmUxm1sdcQSYiIiIiKsOATERERERUpm5bLIiIiIiIVgJXkImIiIiIyjAgExERERGVqcmAfOnSJXzkIx9Bf38/tm/fjueffx4AMDo6iocffhh9fX14+OGHMTY2BgD417/+hQceeACWZeH73//+rLH+8Ic/YOvWrejt7cVzzz236teyHlWqfguNQyurkt9/ABAEAXbv3o1HH310Va9jvapk/cbHx3Ho0CHcc8896O/vx9///vdVv571qJI1/OEPf4jt27fj3nvvxZNPPolSqbTq17PeLLV+v/zlL7Fz507s3LkTDz74IN54442ZsZhhqkjVoKGhIfXaa68ppZSanJxUfX196q233lLPPvusOnbsmFJKqWPHjqmvfvWrSimlRkZG1JkzZ9TXvvY19b3vfW9mHN/3VU9Pj3r33XeV4zhq586d6q233lr9C1pnKlW/hcahlVWp+l13/Phx9eSTT6qPf/zjq3cR61gl6/eZz3xG/fSnP1VKKeU4jhobG1vFK1m/KlXDgYEBtXnzZlUoFJRSSj3xxBPqZz/72epezDq01Pq98soranR0VCml1O9//3v1wQ9+UCnFDFNtNbmC3N7ejvvuuw8AkEql0N/fj8HBQZw8eRJPP/00AODpp5/Gb37zGwBAa2sr9u7dC8MwZo1z5swZ9Pb2oqenB6Zp4vDhwzh58uTqXsw6VKn6LTQOraxK1Q8ABgYGcOrUKRw9enT1LmCdq1T9Jicn8Ze//AVHjhwBAJimiWw2u4pXsn5V8nvQ930Ui0X4vo9CoYCOjo7Vu5B1aqn1e/DBB9HQ0AAA+NCHPoSBgQEAzDDVVpMBudyFCxdw9uxZ3H///RgZGUF7ezuA6C/g+++/v+ifHRwcRHd398zHXV1dDFirbDn1W2gcWj3Lrd8zzzyD7373u5Cy5v+pWZOWU79z586hpaUFn/vc57B7924cPXoU+Xx+NaZNZZZTw87OTnzlK1/Bxo0b0d7ejkwmg0ceeWQ1pk3Tllq/F154AR/72McAMMNUW03/1Mrlcnj88cfxox/9COl0esl/Xs2zg50QohJTo9uw3PpVehxamuXe95deegmtra3Ys2fPCsyObmW59fN9H6+//jq+9KUv4ezZs0gkEuyBXGXLreHY2BhOnjyJ8+fPY2hoCPl8Hr/4xS9WYKY0n6XW7+WXX8YLL7yA73znOwCYYaqtZgOy53l4/PHH8alPfQoHDx4EALS1tWF4eBgAMDw8jNbW1kXH6OrqwqVLl2Y+HhgY4NtLq6QS9VtoHFp5lajfK6+8gt/+9rfYvHkzDh8+jD/96U946qmnVnzuVLl/P7u6umbetTl06BBef/31lZ04zahEDf/4xz9iy5YtaGlpgWEYOHjwIP72t7+t+Nxp6fV78803cfToUZw8eRJNTU0AmGGqrSYDslIKR44cQX9/P7785S/PfP7AgQN48cUXAQAvvvgiHnvssUXH2bt3L95++22cP38eruvixIkTOHDgwIrOnSpXv4XGoZVVqfodO3YMAwMDuHDhAk6cOIF9+/Zx9WoVVKp+GzZsQHd3N/79738DAB7v03sAAAMRSURBVE6fPo1t27at3MRpRqVquHHjRrz66qsoFApQSuH06dPo7+9f0bnT0ut38eJFHDx4ED//+c9x9913z7yeGabKqvV04GL++te/KgBqx44dateuXWrXrl3q1KlT6urVq2rfvn2qt7dX7du3T127dk0ppdTw8LDq7OxUqVRKZTIZ1dnZqSYmJpRSSp06dUr19fWpnp4e9a1vfaual7VuVKp+C41DK6uS33/Xvfzyy9zFYpVUsn5nz55Ve/bsUTt27FCPPfbYzJP2tLIqWcNvfvObauvWrWr79u3qqaeeUqVSqZqXti4stX5HjhxR2Wx25rV79uyZGYsZpnp41DQRERERUZmabLEgIiIiIqoWBmQiIiIiojIMyEREREREZRiQiYiIiIjKMCATEREREZVhQCYiWoM++9nP4utf/3q1p0FEVJcYkImIiIiIyjAgExERERGVYUAmIloDzp49i/vuuw+pVAqf/OQnUSqVAABXr17Fo48+imw2i8bGRjz00EMIw7DKsyUiqm0MyEREdc51XXziE5/Apz/9aYyOjuKJJ57Ar371KwDA8ePH0dXVhStXrmBkZATf/va3IYSo8oyJiGobAzIRUZ179dVX4XkennnmGRiGgUOHDmHv3r0AAMMwMDw8jPfeew+GYeChhx5iQCYiugUGZCKiOjc0NITOzs5ZwXfTpk0AgGeffRa9vb145JFH0NPTg+eee65a0yQiqhsMyEREda69vR2Dg4NQSs187uLFiwCAVCqF48eP49y5c/jd736HH/zgBzh9+nS1pkpEVBcYkImI6twDDzwAXdfx4x//GL7v49e//jXOnDkDAHjppZfwzjvvQCmFdDoNTdOgaVqVZ0xEVNuEKl9yICKiuvTPf/4TX/jCF/DOO+9g//79AIC+vj40NTXh+eefx5UrV9DQ0IAvfvGL+MY3vlHl2RIR1TYGZCIiIiKiMmyxICIiIiIqw4BMRERERFSGAZmIiIiIqAwDMhERERFRGQZkIiIiIqIyDMhERERERGUYkImIiIiIyjAgExERERGV+X9HwSXKz+5U4wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig_2020 = proph_2020.plot(forecast_2020)\n",
+    "add_changepoints_to_plot(fig_2020.gca(), proph_2020, forecast_2020)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x648 with 3 Axes>"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x648 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "proph_2020.plot_components(forecast_2020)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Conclusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Tesla incredible stock evolution from mid-2019 onwards is quite hard to predict. Overall linear trend from 2010 to 2018 remains the overall long-term trend which has been developed by Prophet\n",
+    "\n",
+    "- Prophet tool generates smoothened trends which may seem rather accurate ; the Machine Learning algorithm, fed by 2010-2020 data has generated long-term trend, miscalculating the stock drop in 2019 and the important spike in the stock price in 2020.\n",
+    "\n",
+    "- the stock growth trend remains positive for the 2 years predicted, even if, obviously, the further away the prediction is being made, the less accurate it gets, due to high rate of uncertainty (impossible to predict long-term market dynamic, coronavirus crisis etc.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Presentation/TSLA_stock_presentation.pdf b/Presentation/TSLA_stock_presentation.pdf
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+<img src="https://bit.ly/2VnXWr2" alt="Ironhack Logo" width="100"/>
+
+# TESLA Stock Projection - Past analysis & future prediction - Based on Twitter Analysis & Car Production
+*[Robin Langlois]*
+
+*[DAFT BARCELONA - Jan-Mar 2020]*
+
+## Content
+- [Project Description](#project-description)
+- [Hypotheses / Questions](#hypotheses-questions)
+- [Dataset](#dataset)
+- [Cleaning](#cleaning)
+- [Analysis](#analysis)
+- [Model Training and Evaluation](#model-training-and-evaluation)
+- [Conclusion](#conclusion)
+- [Future Work](#future-work)
+- [Workflow](#workflow)
+- [Organization](#organization)
+- [Links](#links)
+
+## Project Description
+This project aims at analyzing Tesla stock evolution from 2010 onwards (IPO on January 2010).
+Tesla stock value has evolved following an unusual trend, slow growth from 2010-2018, and sudden spike from 2018 to 2020.
+Tesla stock has known very high volatilty, and has been the one [most-shorted US stock]('https://markets.businessinsider.com/news/stocks/tesla-stock-most-shorted-companies-us-traders-betting-against-apple-2020-2-1028873641'), meaning that many investors bet against it.
+
+The project has 3 chapters analyzing the evolution of the stock on 3 metrics :
+- Elon Musk's past tweets habits and how they may have had a strong impact on Tesla's stock value
+- Tesla car production history and future previsions on its stock evolution
+- General trends of stocks & competitors from 2010 onwards
+
+## Hypotheses / Questions
+* My original project was to measure the impact of past Musk tweets, especially from 2018 onwards, to measure their impact on the actual stock value :
+	* Do the stock markets react strongly to Musk tweets ?
+	* Do Musk tweet promises to deliver new innovative products impact positively the stocks ?
+	* Does Musk influence greatly the stock prices when tweeting - general or Tesla related - information ?
+	* Do his Twitter controversies harm badly Tesla's stock evolution ?
+	* Did investors reacted strongly to Musk's controversial tweets in 2018-2019 ?
+
+* Second hypothesis : from 2010 to 2018, Tesla has produced a small amount of cars and could not deliver on its ambitious promises.
+My hypothesis is that, for many years, investors shorted Tesla, not believing on its delivery capabilities. 
+But the progressive success of Model 3 from late 2017 onwards should greatly impact positively the stock evolution and would be the main reason for important spike 
+	* did the hard launch of Model 3 in 2017, and its important production rise in 2018 impacted positively the stocks ?
+
+* To measure various potential influences over the stock price evolution, other KPIs were taken into account :
+	* Car production history from 2010 onwards
+	* general stock market environment evolution
+
+* What is the context for the question and the possible scientific or business application?
+
+* What are the hypotheses you would like to test in order to answer your question?  
+Frame your hypothesis with statistical/data languages (i.e. define Null and Alternative Hypothesis). You can use formulas if you want but that is not required.
+
+## Dataset
+Each Dataset creation & its scraping are detailed in their respective Notebooks.
+
+I used 3 distinct datasets to measure my various metrics :
+- Musk's Twitter database from Twitter scraping - based on [GetOldTweet3 Python script]('https://github.com/Jefferson-Henrique/GetOldTweets-python')	
+	* 8797 tweets gathered - 1 row per tweet - 8 columns :
+														date
+														text
+														retweets
+														replies
+														favorites
+														tweet_interactions
+														permalink
+														to
+														hashtags
+														mentions
+
+	* Divided into 4 datasets :
+		- general topic unique tweets (8797 tweets) & groupby days
+		- Tesla related tweets (1100 tweets) & groupby days
+
+- Tesla car history sales, based on scraping (Pandas function pd.read_html) & download of existing datasets (Kaggle & DataWorld)
+
+- Stocks database for several Tech & Car companies from web data scraping  based on web.DataReader scraping of Yahoo Finance! data
+	* dataset for each company - 7 columns from scraping :
+								High (highest price of the day)
+								Low (lowest price of the day)
+								Open (Opening price)
+								Close (Closing price)
+								Volume (Volume of stock sold a day)
+								Adj Close (Adjusted Closing price)
+								avg_price (Average price of the day)
+
+	* Car stock values merged into one Car Company dataset
+	* Tech stock values merged into one Tech company dataset
+
+## Cleaning
+Describe your full process of data wrangling and cleaning. Document why you chose to fill missing values, extract outliers, or create the variables you did as well as your reasoning behind the process.
+
+### Custom variable created #### 
+
+- Twitter interactions : sum of all interactions over a tweet (retweets, replies, favourites) - asumption that tweet generating an important amount of interactions convey important piece of information (business related, funny original content, controversies etc. )
+- Scaled Adjusted Close / Scaled Twitter interactions : to plot both evolution of stocks values & Twitter interactions, both variables have been MinMaxScaled to be comparable
+
+## Workflow
+My workflow consisted on working sucessively on my 3 chapters to measure, for each part, the correlation and the potential impact on the stock.
+Each Workflow is detailed in its respective Notebooks.
+
+**1 - the stock evolution analysis was the most straighforward** : clear & efficent data scraper to gather all needed data. I  gather the data from a range of Tech & Car making companies, to then compare them to Tesla stock.
+Applying same methodology for each financial sets : gathering data, grouping together, measuring the correlation)
+
+**2 - car making history** : collecting & cleaning the data took some time, due to the various range of data structure I gathered. Important phase of datawrangling in order to create a clean dataset of the history of car from 2010 onwards.
+I then plot the evolution of car making to Tesla's stock evolution to measure correlation.
+Finally I applied Facebook Prophet to create car making prediction for a 2-year period/
+
+**3 - Twitter analysis** was the longest one to do : scraping the data, cleaning it and dividing it into several dataframes, creating several indicators.
+I went through several test phases, by plotting several periods and making some research about the potentially interesting tweets to study.
+
+Creation of the Twitter interactions indicators and the Function ploting_delta in order to plot, for each Top influential tweet, the 10 day delta to measure its potential influence over stock evolution.
+
+## Analysis
+* Overview the general steps you went through to analyze your data in order to test your hypothesis.
+* Document each step of your data exploration and analysis.
+* Include charts to demonstrate the effect of your work.
+* If you used Machine Learning in your final project, describe your feature selection process.
+
+#### Part 1 - Twitter Quantitative & Content Analysis #### 
+Musk is an influent Twitter user (over 32M followers), and a very active one (8797 tweets gathered for the studied period). Would he message have strong influence over his company's stock price ?
+
+After analyzing its 8797 tweets as a whole, this study will focus mainly over Tesla related tweets (1100 tweets) and, among those, over the top 200 tweets in terms of interactions (i.e. sum of retweets, replies & favorites).
+
+**Plotting Musk Twitter Habits**
+what are his Twitter habits ?
+is there any kind of seasonality in his tweet publications ?
+do the amount of tweets evolve over time ?
+
+<img src="/DataSets/Twitter_data/Twitter Analytics PNG/evolution_daily_tweets_Musk.png" alt="evolution_daily_tweets_Musk figure"/>
+
+<img src="/DataSets/Twitter_data/Twitter Analytics PNG/twitter_seasonality.png" alt="Twitter seasonality"/>
+
+The amount of tweets grows constantly from 2012 onwards ; peaks of Twitter activity in 2017, mid 2018 & late 2019
+
+Raise of Twitter interactions may be explained by two reasons :
+
+- important raise of daily tweet posts generate more interactions per tweet
+- important raise in the number of Twitter followers may generate more organic interactions per tweet (currently Musk has 32M followers, six months ago he had "only" 28M - therefore the more followers, the more interactions each can generate. Unfortunately, no historic data available for the evolution of Twitter followers
+
+##### Focus on positive tweets #####
+
+- 2019-11-23 'CyberTruck launch & sales figure' case 
+![CyberTruck launch](https://bitcoinbuss.com/elon-musk-stretches-truth-bragging-about-146k-tesla-cybertruck-orders/ "CyberTruck launch")
+
+<img src="/DataSets/Top_tweets_stock_impact_plot/2019-11-24.png" alt="CyberTruck figure"/>
+
+
+- Model 3 Launch
+![Tesla goes private](https://image.cnbcfm.com/api/v1/image/105381277-musktweet2.png?v=1533661283&w=678&h=381 "Tesla goes private")
+
+<img src="/DataSets/Top_tweets_stock_impact_plot/2018-10-18.png" alt="tweet stock impact" >
+
+
+- 2018-02-07 StarMan Space Launch
+![StarMan Space Launch](https://miro.medium.com/max/1548/1*jtcf9uVon9YW1bvg0gWpDg.png "StarMan Space Launch")
+
+<img src="/DataSets/Top_tweets_stock_impact_plot/2018-02-07.png" alt="StarMan stock impact"/>
+
+##### Focus on negative tweets #####
+- 2018-07-08 'Tesla goes private' case 
+![Tesla goes private](https://image.cnbcfm.com/api/v1/image/105381277-musktweet2.png?v=1533661283&w=678&h=381 "Tesla goes private")
+
+<img src="/DataSets/Top_tweets_stock_impact_plot/2018-08-07.png" alt="tweet stock impact"/>
+
+- 2018-04-01 'April's Fool Day Bankrupcy Joke' case
+
+Following tensions with investors and short-sellers, Musk published two tweets stating that Tesla is going bankrupt.
+Even if it has been made in a fun fashion, it is a kind of abysmal message for potential investors ;
+yet the stock did not present any specific trend evolution  
+![Tesla goes bankrupt](https://pbs.twimg.com/media/DZwK4dNVoAE6LHi.jpg "Tesla goes bankrupt")
+
+![Tesla goes bankrupt2](https://images.indianexpress.com/2018/04/elon-musk_tw_759.jpg')
+
+<img src="/DataSets/Top_tweets_stock_impact_plot/2018-04-01.png" alt="tweet stock impact"/>
+
+#### Part 2 - Car Production History 2010-2020 #### 
+Tesla production has been mainly divided into two phase:
+- production of Luxury model for premium audience : Model S from 2012 onwards & Model S from 2015 onwards
+- production of mass market Model 3 car from 2017 onwards
+
+* Until 2016, car production relatively low in terms of amount of unit produced = stock grow slowly based 
+* Starting 2018 Q1, Model 3 production started to grow - but did not generated immediate stock spike important spkie in
+
+![Prophet Stock Prediction 2018-2020](https://github.com/Binardino/Project-Week-8-Final-Project/blob/master/DataSets/Tesla_car_sales/car_production_stock_history.png "Car Production History 2010-2020")
+
+
+## Model Training and Evaluation
+Stock prediction based on [Facebook Prophet]('https://facebook.github.io/prophet/docs/saturating_forecasts.html#forecasting-growth') growth prediction model . 
+cf. two detailed articles on Medium used during the research phase: 
+	- [Using Facebook’s Prophet to Predict Mongolian Stocks]('https://medium.com/mongolian-data-stories/using-facebooks-prophet-to-predict-mongolian-stocks-cdf4feabd558')
+	- [Forecasting Stock Prices using Prophet]('https://towardsdatascience.com/forecasting-stock-prices-using-prophet-652b31fb564e')
+
+#### 2 Prediction Models developed ####
+To compare Prophet predictions, two Models based on different datasets have been developed :
+   * Evolution of Car production VS. Stock price for 2020-2022
+   * Evolution of Stock price for 2020-2022 based on previous values
+
+- Stock Price Model Training & Evaluation based on 2010-2018 stock value to compare them with actual results from 2019-2020
+	* overall growth trend well predicted, even if Tesla last year very important spike in stock value has not been predicted. May be considered an anomaly and is rather hard to predict
+
+### Model 1 Stock Prediction based on previous value ###
+
+
+#### Prophet Stock Prediction 2018-2020 #### 
+![Prophet Stock Prediction 2018-2020](https://github.com/Binardino/Project-Week-8-Final-Project/blob/master/DataSets/Stock_prediction_PNG/Prophet_stock_prediction_2018-2020.png "Prophet Stock Prediction 2018-2020")
+
+
+#### Prophet Stock Prediction 2020-2022 #### 
+![Prophet Stock Prediction 2020-2022](https://github.com/Binardino/Project-Week-8-Final-Project/blob/master/DataSets/Stock_prediction_PNG/Prophet_stock_prediction_2020_2022.png "Prophet Stock Prediction 2020-2022")
+
+- Tesla incredible stock evolution from mid-2019 onwards is quite hard to predict. Overall linear trend from 2010 to 2018 remains the overall long-term trend which has been developed by Prophet 
+
+- Prophet tool generates smoothened trends which may seem rather accurate ; the Machine Learning algorithm, fed by 2010-2020 data has generated long-term trend, miscalculating the stock drop in 2019 and the important spike in the stock price in 2020. 
+
+- the stock growth trend remains positive for the 2 years predicted, even if, obviously, the further away the prediction is being made, the less accurate it gets, due to high rate of uncertainty (impossible to predict long-term market dynamic, coronavirus crisis etc.)
+
+
+### Model 2 Stock Prediction based on Car production prediction ###
+Using Prophet to predict the future Tesla Car productions, based on the current production of Luxury Models & Model 3 and then the future of Stocks productions, based on the current quarterly trend.
+Since we are working on a Quarterly based Dataframe, the prediction should be different from the dayly stock price prediction made in the other Notebook
+
+Prophet takes only two variables : 'ds' (for Date - here Quarters from 2010 onwards) and 'y' (for the desired measure)
+
+#### Car Production VS. Stock prediction 2020-2022 #### 
+![Prophet Car production & Stock Prediction 2020-2022](https://github.com/Binardino/Project-Week-8-Final-Project/blob/master/DataSets/Tesla_car_sales/car_production_stock_evolution.png "Prophet Car production & Stock Prediction 2020-2022")
+
+## Conclusion
+* Summarize your results. What do they mean?
+
+* What can you say about your hypotheses?
+
+* Interpret your findings in terms of the questions you try to answer.
+
+## Future Work
+- Develop function to measure precise Stock price value on several timedelta over a Tweet date to measure its impact
+
+- Test other Machine Learning Model to do stock prediction (notably ARIMA models)
+
+- Scrap Twitter follower data to measure evolution of Musk's follower amounts and their impact over global Twitter interaction KPI
+
+- Import data from Space X (history of success and failed launches) to measure their impact on Tesla's stock price
+
+## Organization
+- Repo structure :
+1. Datasets (i.e. rawa data in CSV & exported PNGs)
+	* Stock_raw_data
+		* List of CSV and stocks for studied car & tech companies
+	* Tesla_car_sales
+		* Datasets of car sales (2 CSVs & an imported ZIP)
+		* plot PNGs from Notebook 
+	* Top_tweets_stock_impact_plot
+		* 200 PNGs of stock evolution on delta 10-day period around tweet publication date
+	* Twitter data
+	* Stock_prediction_PNG :
+		* Prophet_stock_prediction_2018-2020.png
+		* Prophet_stock_prediction_2020-2022.png
+
+2. Notebooks
+    * *Folder* Scraping & Dataframe creations notebooks
+    	- TSLA_Car_Tech_global_Stock_values_Scraping = scraping & creation of stock values df
+    	- Twitter_Import_Elon_Musk_tweets		  	 = scraping & creation of tweets df
+    	- Tesla_sales_car_dataframe 			  	 = creation of car sales df
+
+   	* TSLA_Stock_Twitter_Analytics				    = analysis of Musk tweets VS. Stock
+
+    * TSLA_Stock_Analysis_Car_production_prediction = analysis & prediction of car production VS. stocks
+
+   	* TSLA_Stock_Analysis_Competitor_stock_analysis = analysis & comparison of stock VS. competitors
+
+   	* TSLA_stock_prediction_Facebook_Prophet_tool   = contains futre stock prediction using Facebook Prophet
+
+3. Presentation
+	PDF format of original PPT presentation
+
+4. README file
+5. .gitignore file
+6  Original Kick-Off instructions
+
+- cf. Trello for organization
+
+## Links
+[Repository](https://github.com/Binardino/Project-Week-8-Final-Project)  
+[Slides](https://github.com/Binardino/Project-Week-8-Final-Project/blob/master/Presentation/TSLA_stock_presentation.pdf)  
+[Trello](https://trello.com/b/QR7DdjqV/tslafinaleproject)  
diff --git a/your-project/README.md b/your-project/README.md
deleted file mode 100644
index 9563cd70..00000000
--- a/your-project/README.md
+++ /dev/null
@@ -1,72 +0,0 @@
-<img src="https://bit.ly/2VnXWr2" alt="Ironhack Logo" width="100"/>
-
-# Title of My Project
-*[Your Name]*
-
-*[Your Cohort, Campus & Date]*
-
-## Content
-- [Project Description](#project-description)
-- [Hypotheses / Questions](#hypotheses-questions)
-- [Dataset](#dataset)
-- [Cleaning](#cleaning)
-- [Analysis](#analysis)
-- [Model Training and Evaluation](#model-training-and-evaluation)
-- [Conclusion](#conclusion)
-- [Future Work](#future-work)
-- [Workflow](#workflow)
-- [Organization](#organization)
-- [Links](#links)
-
-## Project Description
-Write a short description of your project: 3-5 sentences about what your project is about, why you chose this topic (if relevant), and what you are trying to show.
-
-## Hypotheses / Questions
-* What data/business/research/personal question you would like to answer?
-* What is the context for the question and the possible scientific or business application?
-* What are the hypotheses you would like to test in order to answer your question?  
-Frame your hypothesis with statistical/data languages (i.e. define Null and Alternative Hypothesis). You can use formulas if you want but that is not required.
-
-## Dataset
-* Where did you get your data? If you downloaded a dataset (either public or private), describe where you downloaded it and include the command to load the dataset.
-* Did you build your own datset? If so, did you use an API or a web scraper? PRovide the relevant scripts in your repo.
-* For all types of datasets, provide a description of the size, complexity, and data types included in your dataset, as well as a schema of the tables if necessary.
-* If the question cannot be answered with the available data, why not? What data would you need to answer it better?
-
-## Cleaning
-Describe your full process of data wrangling and cleaning. Document why you chose to fill missing values, extract outliers, or create the variables you did as well as your reasoning behind the process.
-
-## Analysis
-* Overview the general steps you went through to analyze your data in order to test your hypothesis.
-* Document each step of your data exploration and analysis.
-* Include charts to demonstrate the effect of your work.
-* If you used Machine Learning in your final project, describe your feature selection process.
-
-## Model Training and Evaluation
-*Include this section only if you chose to include ML in your project.*
-* Describe how you trained your model, the results you obtained, and how you evaluated those results.
-
-## Conclusion
-* Summarize your results. What do they mean?
-* What can you say about your hypotheses?
-* Interpret your findings in terms of the questions you try to answer.
-
-## Future Work
-Address any questions you were unable to answer, or any next steps or future extensions to your project.
-
-## Workflow
-Outline the workflow you used in your project. What were the steps?
-How did you test the accuracy of your analysis and/or machine learning algorithm?
-
-## Organization
-How did you organize your work? Did you use any tools like a trello or kanban board?
-
-What does your repository look like? Explain your folder and file structure.
-
-## Links
-Include links to your repository, slides and trello/kanban board. Feel free to include any other links associated with your project.
-
-
-[Repository](https://github.com/)  
-[Slides](https://slides.com/)  
-[Trello](https://trello.com/en)