From 1afb2d4803b8b05c296c63ff7cedef436416ea55 Mon Sep 17 00:00:00 2001 From: francescobasana Date: Tue, 23 Feb 2021 17:47:24 +0100 Subject: [PATCH] SCG and BCG ipynb --- BCG.ipynb | 1443 +++++++++++++++++++++++++++++++++++++++ SCG.ipynb | 1965 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 3408 insertions(+) create mode 100644 BCG.ipynb create mode 100644 SCG.ipynb diff --git a/BCG.ipynb b/BCG.ipynb new file mode 100644 index 0000000..f67e6d9 --- /dev/null +++ b/BCG.ipynb @@ -0,0 +1,1443 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "MR51Kt0yEj13" + }, + "source": [ + "# HEART RATE ESTIMATION\n", + "\n", + "\n", + "### 1) Data preparation:\n", + "\n", + "* 1.1. Load the txt file and select only the columns you are interesting in, in order to do a complete data analysis (e.g. Log Freq, AccX, ... )\n", + "\n", + "* 1.2. Plot selected data in function of time and choose a properly time window over which to perform the analysis. Pay attention on time rappresentation and the measurament unit.\n", + "\n", + "* 1.3. In order to make an appropiate work, decide if take care about some particular axis or some combination of them as well as derived features for the next step of the task. Motivate your choice.\n", + "\n", + "### 2) Time and frequency analysis:\n", + "\n", + "* 2.1. Statistical analysis: provide a statistical description of the chosen dataset. Statistical descriptors includes for example mean, median, variance, standard deviation, 25th and 75th percentiles, and correlation coefficients. Investigate what could be the most interesting descriptors for this type of data, motivating the choices.\n", + "\n", + "* 2.2. Fourier Analysis: Perform a frequency analysis of the data. Look at the spectrum and explain what you see. Use this step in order to properly design the filters in the following step.\n", + "\n", + "### 3) Filter:\n", + "\n", + "Implement your own filter, trying to extrapolate heart rate signal. \n", + "\n", + "Hint:\n", + "\n", + "* (a) Directly from Fourier Analysis, antitrasform data looking for the most interesting frequency band.\n", + "\n", + "* (b) Choose the appropriate Lowpass/Bandpass/Highpass filter.\n", + "\n", + "* (c) Wavelet trasform (a powerfull instrument that make a time and frequency analysis of signal).\n", + "\n", + "* (d) Find another method by yourselves.\n", + "\n", + "Motivate your choice.\n", + "\n", + "### 4) Metrics:\n", + "\n", + "* 4.1. Heart Beat Per Minute(BPM): extrapolate BPM, make an histogram of the result. Does it follow a partiular distribution?\n", + "\n", + "* 4.2. Heart Rate Variability(HRV): extrapolate HRV, explain why this parameter is important, and plot the results.\n", + "\n", + "* (OPTIONAL) Algorithm: Elaborate a simple algorithm to extrapolate heart beat even when filter failed (e.g. look at particular threshold...).\n", + "\n", + "\n", + "### 5) Conclusion:\n", + "\n", + "Summarise the obtained results, in particular making a comparison between the two files analysed. Highlight limitation and critical issues encountered during the work, motivating the most relevant contribution given by your solution." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "id": "V3eITVq-PXTK" + }, + "outputs": [], + "source": [ + "center_sternum = 'center_sternum.txt'\n", + "stave_supine_static = '1_Stave_supine_static.txt'\n", + "mattress_supine = '2_Mattress_supine.txt'\n", + "subject_sitting_chair = '3_Subject_sitting_chair.txt'\n", + "chest_sweater = '4_Chest_sweater.txt'\n", + "under_chair = '5_Under_chair'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "t9K35syGIbBh" + }, + "source": [ + "**EXTERNAL LIBRARIES**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "wH4pt-fyJJBS" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import math as m\n", + "import scipy as sc\n", + "import numpy as np\n", + "from statistics import mean\n", + "import matplotlib.pyplot as plt\n", + "from scipy.signal import iirfilter, filtfilt, argrelextrema\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sHD8gEsqFBET" + }, + "source": [ + "# 1. Data preparation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "blJknBnNJRUT" + }, + "source": [ + "## 1.1 IMPORT DATA" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "NxuSiKBGJVym" + }, + "outputs": [], + "source": [ + "data = mattress_supine #add to data path the name of the file that you want to analyse\n", + "\n", + "data_read = pd.read_table(data)\n", + "\n", + "# Full data as dataframe\n", + "data = pd.DataFrame(data_read)\n", + "\n", + "# Frequency\n", + "log_freq = data['Log Freq'][1] \n", + "\n", + "# Reconstructing Real_Time\n", + "time_stamp = data[['Timestamp']] \n", + "data_time = pd.DataFrame(np.asarray(range(len(time_stamp)))*(1/log_freq), columns=['Time'])\n", + "\n", + "# Acc & Gyro data on the three axis\n", + "data_acc_gyr = pd.concat([data_time,data[['AccX','AccY','AccZ']], data[['GyroX','GyroY','GyroZ']], data[['MagnX','MagnY','MagnZ']],data[['qw', 'qi', 'qj', 'qk']]],axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NCEb6CANT32-" + }, + "source": [ + "## 1.2 PLOT DATA IN FUNCTION OF TIME" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 638 + }, + "id": "fsAoA-w5T_9O", + "outputId": "ff32daa6-af19-43aa-ac98-d13d38efe885" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig1, axs = plt.subplots(2,2,figsize = (15,10))\n", + "\n", + "# Accelerometer Plot\n", + "axs[0,0].plot(data_acc_gyr['Time'], data_acc_gyr['AccX'], color='darkorange', label='AccX')\n", + "axs[0,0].plot(data_acc_gyr['Time'], data_acc_gyr['AccY'], color='limegreen', label='AccY')\n", + "axs[0,0].plot(data_acc_gyr['Time'], data_acc_gyr['AccZ'], color='royalblue', label='AccZ')\n", + "axs[0,0].set_title( \"Accelerometer\")\n", + "axs[0,0].set_ylabel(\"Acceleration []\") # measurement unit = m/s^2???\n", + "axs[0,0].set_xlabel('Time [s]')\n", + "axs[0,0].legend(loc='best')\n", + "\n", + "# Gyroscope Plot\n", + "axs[0,1].plot(data_acc_gyr['Time'], data_acc_gyr['GyroX'], color='darkorange', label='GyroX')\n", + "axs[0,1].plot(data_acc_gyr['Time'], data_acc_gyr['GyroY'], color='limegreen', label='GyroY')\n", + "axs[0,1].plot(data_acc_gyr['Time'], data_acc_gyr['GyroZ'], color='royalblue', label='GyroZ')\n", + "axs[0,1].set_title( \"Gyroscope\")\n", + "axs[0,1].set_ylabel(\"Angular velocity []\") # measurement unit = rps???\n", + "axs[0,1].set_xlabel('Time [s]')\n", + "axs[0,1].legend(loc='best')\n", + "\n", + "# Accelerometer Zoomed Plot\n", + "axs[1,0].plot(data_acc_gyr['Time'],data_acc_gyr['AccX'], color='darkorange', label='AccX')\n", + "axs[1,0].plot(data_acc_gyr['Time'],data_acc_gyr['AccY'], color='limegreen', label='AccY')\n", + "axs[1,0].plot(data_acc_gyr['Time'],data_acc_gyr['AccZ'], color='royalblue', label='AccZ')\n", + "axs[1,0].set_title( \"Zoom on Accelerometer\")\n", + "axs[1,0].set_ylabel(\"Acceleration []\") # measurement unit = m/s^2???\n", + "axs[1,0].set_xlabel('Time [s]')\n", + "axs[1,0].set_ylim([875,1050])\n", + "axs[1,0].set_xlim([9, 10])\n", + "axs[1,0].legend(loc='best')\n", + "\n", + "# Gyroscope Zoomed Plot\n", + "axs[1,1].plot(data_acc_gyr['Time'],data_acc_gyr['GyroX'], color='darkorange', label='GyroX')\n", + "axs[1,1].plot(data_acc_gyr['Time'],data_acc_gyr['GyroY'], color='limegreen', label='GyroY')\n", + "axs[1,1].plot(data_acc_gyr['Time'],data_acc_gyr['GyroZ'], color='royalblue', label='GyroZ')\n", + "axs[1,1].set_title( \"Zoom on Gyroscope\")\n", + "axs[1,1].set_ylabel(\"Angular velocity []\") # measurement unit = rps???\n", + "axs[1,1].set_xlabel('Time [s]')\n", + "axs[1,1].set_ylim([-4,3])\n", + "axs[1,1].set_xlim([16,18])\n", + "axs[1,1].legend(loc='best')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ppjrZfRAHeOz" + }, + "source": [ + "# 2. Time and frequency analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0ts3kBDXHrOq" + }, + "source": [ + "## 2.1 Statistical Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "id": "VeAKthL0BhUh" + }, + "outputs": [], + "source": [ + "refined_data = data_acc_gyr[(data_acc_gyr['Time'] >= 40) & (data_acc_gyr['Time'] < 100)]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "id": "g93ioWCiBlRq" + }, + "outputs": [], + "source": [ + "# statistic analysis on data selected for the analysis\n", + "\n", + "import statistics as stat\n", + "\n", + "# variance\n", + "var_accX = stat.variance(refined_data['AccX'])\n", + "var_accY = stat.variance(refined_data['AccY'])\n", + "var_accZ = stat.variance(refined_data['AccZ'])\n", + "var_gyroX = stat.variance(refined_data['GyroX'])\n", + "var_gyroY = stat.variance(refined_data['GyroY'])\n", + "var_gyroZ = stat.variance(refined_data['GyroZ'])\n", + "var_magnX = stat.variance(refined_data['MagnX'])\n", + "var_magnY = stat.variance(refined_data['MagnY'])\n", + "var_magnZ = stat.variance(refined_data['MagnZ'])\n", + "var_qw = stat.variance(refined_data['qw'])\n", + "var_qi = stat.variance(refined_data['qi'])\n", + "var_qj = stat.variance(refined_data['qj'])\n", + "var_qk = stat.variance(refined_data['qk'])\n", + "variance = [var_accX, var_accY, var_accZ, var_gyroX, var_gyroY, var_gyroZ, var_magnX, var_magnY, var_magnZ, var_qi, var_qj, var_qk, var_qw] \n", + "# print('Variance:')\n", + "# print(var_accX, var_accY, var_accZ, var_gyroX, var_gyroY, var_gyroZ, var_magnX, var_magnY, var_magnZ, var_qi, var_qj, var_qk, var_qw, '\\n')\n", + "\n", + "columns = ['AccX', 'AccY', 'AccZ', 'GyroX', 'GyroY', 'GyroZ', 'MagnX', 'MagnY', 'MagnZ', 'qw', 'qi', 'qj', 'qk']\n", + "\n", + "# correlation coefficient\n", + "corr_coeff = []\n", + "for v in columns:\n", + " corr_coeff.append(np.corrcoef(refined_data[v], refined_data['Time'])[0,1])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 297 + }, + "id": "IVbbVXse9skN", + "outputId": "b97cbc38-534d-4228-c181-5f1ca6457fd4" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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AccX [mg]AccY [mg]AccZ [mg]GyroX [rad/s]GyroY [rad/s]GyroZ [rad/s]MagnXMagnYMagnZqwqiqjqk
count6000.06000.06000.06000.06000.06000.06000.06000.06000.06000.06000.06000.06000.0
mean223.3-181.3982.0-2.71.70.3-437.3410.2-341.10.5-0.10.0-0.9
std4.83.010.30.20.20.20.90.81.20.00.00.00.0
min204.8-192.2946.2-3.40.9-0.2-441.0407.0-352.00.5-0.10.0-0.9
25%220.3-183.2976.5-2.81.60.2-438.0410.0-342.00.5-0.10.0-0.9
50%223.3-181.3982.0-2.71.70.2-437.0410.0-341.00.5-0.10.0-0.9
75%226.2-179.3987.7-2.71.80.4-437.0411.0-340.00.5-0.10.0-0.9
max241.5-168.41017.0-2.22.30.9-434.0414.0-338.00.5-0.10.0-0.9
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AccX [mg]AccY [mg]AccZ [mg]GyroX [rad/s]GyroY [rad/s]GyroZ [rad/s]MagnXMagnYMagnZqwqiqjqk
variance23.199.02105.650.030.040.020.840.581.410.000.000.000.00
corr_coeff0.05-0.09-0.020.010.010.01-0.160.200.03-0.73-0.390.23-0.42
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" + ], + "text/plain": [ + " AccX [mg] AccY [mg] AccZ [mg] GyroX [rad/s] GyroY [rad/s] \\\n", + "variance 23.19 9.02 105.65 0.03 0.04 \n", + "corr_coeff 0.05 -0.09 -0.02 0.01 0.01 \n", + "\n", + " GyroZ [rad/s] MagnX MagnY MagnZ qw qi qj qk \n", + "variance 0.02 0.84 0.58 1.41 0.00 0.00 0.00 0.00 \n", + "corr_coeff 0.01 -0.16 0.20 0.03 -0.73 -0.39 0.23 -0.42 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 = pd.DataFrame([variance, corr_coeff], columns=[\"AccX [mg]\", \"AccY [mg]\", \"AccZ [mg]\", \"GyroX [rad/s]\", \"GyroY [rad/s]\", \"GyroZ [rad/s]\",\"MagnX\",\"MagnY\", \"MagnZ\",\"qw\", \"qi\", \"qj\", \"qk\"])\n", + "df2.index = ['variance','corr_coeff']\n", + "df2 = df2.iloc[:,:].round(2)\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 359 + }, + "id": "9JGSQW_qBvRe", + "outputId": "d89060e2-6d63-4b84-b9f9-a1c3d5d3f1df" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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AccX [mg]AccY [mg]AccZ [mg]GyroX [rad/s]GyroY [rad/s]GyroZ [rad/s]
count6000.006000.006000.006000.006000.006000.00
mean223.30-181.30982.00-2.701.700.30
std4.803.0010.300.200.200.20
min204.80-192.20946.20-3.400.90-0.20
25%220.30-183.20976.50-2.801.600.20
50%223.30-181.30982.00-2.701.700.20
75%226.20-179.30987.70-2.701.800.40
max241.50-168.401017.00-2.202.300.90
variance23.199.02105.650.030.040.02
corr_coeff0.05-0.09-0.020.010.010.01
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" + ], + "text/plain": [ + " AccX [mg] AccY [mg] AccZ [mg] GyroX [rad/s] GyroY [rad/s] \\\n", + "count 6000.00 6000.00 6000.00 6000.00 6000.00 \n", + "mean 223.30 -181.30 982.00 -2.70 1.70 \n", + "std 4.80 3.00 10.30 0.20 0.20 \n", + "min 204.80 -192.20 946.20 -3.40 0.90 \n", + "25% 220.30 -183.20 976.50 -2.80 1.60 \n", + "50% 223.30 -181.30 982.00 -2.70 1.70 \n", + "75% 226.20 -179.30 987.70 -2.70 1.80 \n", + "max 241.50 -168.40 1017.00 -2.20 2.30 \n", + "variance 23.19 9.02 105.65 0.03 0.04 \n", + "corr_coeff 0.05 -0.09 -0.02 0.01 0.01 \n", + "\n", + " GyroZ [rad/s] \n", + "count 6000.00 \n", + "mean 0.30 \n", + "std 0.20 \n", + "min -0.20 \n", + "25% 0.20 \n", + "50% 0.20 \n", + "75% 0.40 \n", + "max 0.90 \n", + "variance 0.02 \n", + "corr_coeff 0.01 " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_descr = df_descr.append(df2)\n", + "df_descr2 = df_descr.drop([\"MagnX\",\"MagnY\", \"MagnZ\",\"qw\", \"qi\", \"qj\", \"qk\"], axis=1)\n", + "columns = ['AccX', 'AccY', 'AccZ', 'GyroX', 'GyroY', 'GyroZ', 'MagnX', 'MagnY', 'MagnZ']\n", + "df_descr2" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Re26dNsLLwTv" + }, + "source": [ + "## 2.2 Fourier Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 910 + }, + "id": "qgC4sRk4L2gh", + "outputId": "3d4d9112-2d87-429a-ea92-2033b7e9cb13" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Computing the fft of the data\n", + "\n", + "N = len(refined_data)\n", + "\n", + "fft_data = pd.DataFrame(columns=['freq', 'AccX', 'AccY', 'AccZ', 'GyroX', 'GyroY', 'GyroZ', 'MagnX', 'MagnY', 'MagnZ'])\n", + "\n", + "for data in columns:\n", + " fft_data[data] = np.abs(np.fft.fft(refined_data[data])/N)\n", + "\n", + "fft_data['freq'] = np.arange(N)*(log_freq)/N\n", + "\n", + "\n", + "\n", + "fig2, axs = plt.subplots(3, 3, figsize = (30,15))\n", + "\n", + "#Plotting the accelerometer\n", + "axs[0,0].plot(fft_data['freq'], fft_data['AccX'], color='darkorange')\n", + "axs[0,0].set_title( \"Accelerometer's x-axis frequency spectrum in dB\")\n", + "axs[0,0].set_ylabel(\"Acceleration [dB]\")\n", + "axs[0,0].set_xlabel('Frequency [Hz]')\n", + "axs[0,0].set_ylim([0,1])\n", + "\n", + "axs[1,0].plot(fft_data['freq'], fft_data['AccY'], color='limegreen')\n", + "axs[1,0].set_title( \"Accelerometer's y-axis frequency spectrum in dB\")\n", + "axs[1,0].set_ylabel(\"Acceleration [dB]\")\n", + "axs[1,0].set_xlabel('Frequency [Hz]')\n", + "axs[1,0].set_ylim([0,1])\n", + "\n", + "axs[2,0].plot(fft_data['freq'], fft_data['AccZ'], color='royalblue')\n", + "axs[2,0].set_title( \"Accelerometer's z-axis frequency spectrum in dB\")\n", + "axs[2,0].set_ylabel(\"Acceleration [dB]\")\n", + "axs[2,0].set_xlabel('Frequency [Hz]')\n", + "axs[2,0].set_ylim([0,1])\n", + "\n", + "\n", + "#Plotting the gyroscope\n", + "axs[0,1].plot(fft_data['freq'], fft_data['GyroX'], color='darkorange')\n", + "axs[0,1].set_title( \"Gyroscope's x-axis frequency spectrum in dB\")\n", + "axs[0,1].set_ylabel(\"Angular velocity [dB]\")\n", + "axs[0,1].set_xlabel('Frequency [Hz]')\n", + "axs[0,1].set_ylim([0,1])\n", + "\n", + "axs[1,1].plot(fft_data['freq'], fft_data['GyroY'], color='limegreen')\n", + "axs[1,1].set_title( \"Gyroscope's y-axis frequency spectrum in dB\")\n", + "axs[1,1].set_ylabel(\"Angular velocity [dB]\")\n", + "axs[1,1].set_xlabel('Frequency [Hz]')\n", + "axs[1,1].set_ylim([0,1])\n", + "\n", + "axs[2,1].plot(fft_data['freq'], fft_data['GyroZ'], color='royalblue')\n", + "axs[2,1].set_title( \"Gyroscope's z-axis frequency spectrum in dB\")\n", + "axs[2,1].set_ylabel(\"Angular velocity [dB]\")\n", + "axs[2,1].set_xlabel('Frequency [Hz]')\n", + "axs[2,1].set_ylim([0,1])\n", + "\n", + "\n", + "#Plotting the magnetometer\n", + "axs[0,2].plot(fft_data['freq'], fft_data['MagnX'], color='darkorange')\n", + "axs[0,2].set_title( \"Magnetometer's x-axis frequency spectrum in dB\")\n", + "axs[0,2].set_ylabel(\"Magnetic field [dB]\")\n", + "axs[0,2].set_xlabel('Frequency [Hz]')\n", + "axs[0,2].set_ylim([0,1])\n", + "\n", + "axs[1,2].plot(fft_data['freq'], fft_data['MagnY'], color='limegreen')\n", + "axs[1,2].set_title( \"Magnetometer's y-axis frequency spectrum in dB\")\n", + "axs[1,2].set_ylabel(\"Magnetic field [dB]\")\n", + "axs[1,2].set_xlabel('Frequency [Hz]')\n", + "axs[1,2].set_ylim([0,1])\n", + "\n", + "axs[2,2].plot(fft_data['freq'], fft_data['MagnZ'], color='royalblue')\n", + "axs[2,2].set_title( \"Magnetometer's z-axis frequency spectrum in dB\")\n", + "axs[2,2].set_ylabel(\"Magnetic field [dB]\")\n", + "axs[2,2].set_xlabel('Frequency [Hz]')\n", + "axs[2,2].set_ylim([0,1])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CDJvzZmPLqw8" + }, + "source": [ + "# 3. Filter" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 893 + }, + "id": "eARLwgVNL-J7", + "outputId": "11a5b007-c96f-47ad-8c10-8d39b952debd" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "b, a = iirfilter(4, [20,25] , btype='bandpass', ftype='butter', fs=log_freq)\n", + "filtered_Acc = filtfilt(b, a, refined_data['AccZ']) + refined_data['AccZ'].mean()\n", + "\n", + "\n", + "fig3, axs = plt.subplots(2, 1, figsize = (20,15))\n", + "\n", + "axs[0].plot(refined_data['Time'], refined_data['AccZ'], color='limegreen', label='original signal')\n", + "axs[0].plot(refined_data['Time'], filtered_Acc, color='red', label='filtered signal between 20 and 30 Hz')\n", + "axs[0].set_xlabel('Time [s]')\n", + "axs[0].set_title('Accelerometer Z-axis')\n", + "axs[0].legend(loc='lower left')\n", + "\n", + "\n", + "axs[1].plot(refined_data['Time'], refined_data['AccZ'], color='limegreen', label='original signal')\n", + "axs[1].plot(refined_data['Time'], filtered_Acc, color='red', label='filtered signal between 20 and 30 Hz')\n", + "axs[1].set_xlabel('Time [s]')\n", + "axs[1].set_title('Accelerometer Z-axis')\n", + "axs[1].legend(loc='lower left')\n", + "axs[1].set_xlim(50, 58)\n", + "\n", + "M = len(filtered_Acc)\n", + "\n", + "x_peaks = [0,]\n", + "y_peaks = [filtered_Acc[0],]\n", + "\n", + "for i in range(1,M-1):\n", + " if (np.sign(filtered_Acc[i]-filtered_Acc[i-1])==1) & (np.sign(filtered_Acc[i]-filtered_Acc[i+1])==1):\n", + " x_peaks.append(i)\n", + " y_peaks.append(filtered_Acc[i])\n", + "\n", + "x_peaks.append(M-1)\n", + "y_peaks.append(filtered_Acc[-1])\n", + "\n", + "envelope = sc.interpolate.interp1d(x_peaks, y_peaks, 'cubic')\n", + "\n", + "x = np.arange(M)\n", + "upper_envelope = envelope(x)\n", + "time = x/100+20" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475 + }, + "id": "j_QOm5u4XvE_", + "outputId": "5065f90a-f581-4da3-e418-5f86ab8da234" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(50.0, 58.0)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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QQggh4k0CRUKIWO3Zs4fy5cuTLFkyiI6GyEgaNmyIoii25WeHDx/mypUrNK1RgxbOZUuWLHl8gxZCCCGEEEIIkSASKBJC2IqIiODgwYNUrlxZW+BwQGQkmTNnpmLFiqxfv97y71auXImiKLz28svkAiq9+KJHza+FEEIIIYQQQjxZHgWKFEXppyjKMUVRjiuK0t+5rIyiKDsVRTmqKMpKRVHSGu4/XFGUc4qinFYUpWESjV0IkcQOHz5MREQElSpV0hY4HFpWkcNBnTp12L17N0FBQTH+buXKlVSuXJmsadIAUCFXLo4dO4aqqo9z+EIIIYQQQggh4inOQJGiKCWB7kAloAzwuqIoBYGfgGGqqpYClgIfOO9fHGgLlAAaAT8oiuKdNMMXQiSlPXv2ALhnFAFERlK3bl2ioqLYunWr29/cuXOHffv20bhxY4iMBKB4lizcv3+fa9euPbaxCyGEEEIIIYSIP08yiooBu1VVDVFVNQrYArQECgN/Oe+zHnjD+XMz4DdVVcNVVb0InEMLMgkhnjG7d+8mW7Zs5M6dW1tgCBRVrVqV5MmTs2nTJre/+fPPP1FVlfr167sCRZkzA3Dy5MnHNnYhhBBCCCGEEPHnSaDoGFBDUZRMiqL4Aa8CuYHjaEEhgNbOZQC5gCuGv7/qXOZGUZQeiqLsUxRl361btxI6fiFEEtqzZw+VK1dGURRtgR4oiojAz8+PqlWrsnHjRre/2bBhA2nSpKFixYoPA0XFMmYE4MSJE49t7EIIIYQQQggh4i/OQJGqqieBccA6YC1wCHAAXYF3FUXZD6QBIuLzxKqqTlNVtYKqqhWyZMkS33ELIZJYQEAAp0+fdvUnAq0/ETwMANWtW5dDhw65lZRt3LiRmjVr4uPj8/B+2VKkIEOGDJJRJIQQQgghhBBPOY+aWauqOkNV1fKqqr4C3APOqKp6SlXVBqqqlgf8gfPOu/+DK7sI4AXnMiHEM2Tv3r2AoT8RuJWeAbzxxhuoqsqiRYsAuHTpEufOnaNevXpu91OioylWrJhkFAkhhBBCCCHEU87TWc+yOv9/Ea0/0TzDMi/gY+BH591XAG0VRfFVFCUfUAjYk9gDF0IkLb2RdYUKFVwLDaVnAMWKFaN06dLMnz8f4OH/DRs6Jzt0BopwOChevLhkFAkhhBBCCCHEU86jQBGwWFGUE8BKoI+qqgFAO0VRzgCngGvATABVVY8DC4ATaKVqfVRVdST2wIUQSWv37t0UKVKE9OnTuxaaMooA3nzzTXbs2MGFCxf47rvvqFOnDkWLFnW/X1QUxYoV49atW0hPMiGEEEIIIYR4enlaelZDVdXiqqqWUVV1o3PZRFVVCzv/DVNVVTXcf7SqqgVUVS2iquqapBq8ECJpqKr6sJG1G5tAkZeXF9UrVuTq1av079/fdX9DRpEePDp79mwSjlwIIYQQQgghxKPwNKNICPEfcvnMGf79918qlS3rfoNFoKhA5swsB6Lu3qVYypS89tprrvsbAkX58+cH4OLFi0k3cCGEEEIIIYQQj8TnSQ9ACPH02TNvHgCVU6Z0v8HUowiA4GBej47mPBCVPz9eXob4s6H0LG/evABcuHAhaQYthBBCCCGEEOKRSaBICBHDnuPH8QVKv/ii+w3R0dr/howifVkaAC9TkqIhoyhFihTkzJlTMoqEEEIIIYQQ4ikmpWdCiBh2nzrFS0ByRXG/waL07GHwyHi7zhAoAsiXL59kFAkhhBBCCCHEU0wCRUIIN1FRUew/d45KEDPwY1V6ZryPMWgEMQJF+fPnl0CREEIIIYQQQjzFJFAkhHBz/PhxQsLDqQwQFeV+Y1wZRXaBIufj5MuXj6tXrxJhDDQJIYQQQgghhHhqSKBICOFmz549AFpGUWIFigwZRaqqcunSpcQbsBBCCCGEEEKIRCOBIiGEm927d5MhVSoKgGelZ3pwyMcn5v31+xl6FAHS0FoIIYQQQgghnlISKBJCuNmxYwcv58+PAp5lFOnLkiWLs/Qsf/78ANKnSAghhBBCCCGeUhIoEkI8dPfuXU6ePEk1Z+ZPjECRHgiyKj3z8Ymz9CxnzpwkT55cMoqEEEIIIYQQ4iklgSIhxEM7duwAoFqePNoCu4wiu9KzOAJFXl5e5M2bVzKKhBBCCCGEEOIpJYEiIcRD27dvx8fHh4q5cmkL7HoUWWUUJUsW8/6m0jPQ+hRJRpEQQgghhBBCPJ0kUCSEeGj79u2UK1cOP0XRFhgziozZQvHtUWQIIOXPn18yioQQQgghhBDiKSWBIiEEAOHh4ezdu5dq1apZZgK5ZQslsPQMtIyie/fuERAQkHiDF0IIIYQQQgiRKCRQJIQAYOfOnYSFhVGzZk1XgMgYHDL+/AilZ/rMZ1J+Jsxu3LjB6tWrObRxI6qqPunhCCGEEEII8Z8kgSIhBADr16/H29ubWrVqxZ1RlMBZz0DLKAIJFAl3s2bNokiRIrz22mu8VK8evd94A4c58CiEEEIIIYRIchIoEkIAWqCocuXKpEuXzjpQlIg9igDpUyQemjNnDl26dOGll15i08SJDAKmLl1Kz549n/TQhBBCCCGE+M+RQJEQgrt377Jv3z7q16+vLYir9Cy+PYoMAaf06dOTPn16ySgSAOzfv59u3bpRq1Yt1q9fT+3SpfkKGN60KTNmzGDBggVPeohCCCGEEEL8p0igSAjBpk2bUFXVFShKSOlZbD2KTMtl5jMBEBkZSZcuXcicOTMLFy4kmWEd+vy116hUqRI9e/bkypUrT3ikQgghhBBC/HdIoEgIwZIlS8iUKROVKlXSFugBoiToUQRanyLJKBIT+vTh6NGj/PDDD2TOnFlb6FznkkVFMXfuXCIjI+nUqRPR5nXL6e7du/z29ddMGzqU06dPP66hiydIVVVOnz7N+YMHQZqeCyGEEEIkOgkUCfEfFxwczPLly2nVqpWW0QFxZxQZS8/i2aMIIH/mzFw8f9725F88/65cucIXP/3EGzly0LRpU9cN+joXGkrBggWZOHEif/75Jx999JHb3wcGBjJs2DBy5sxJu8GD6Tl+PEWLFmXkyJEyY9pzLDIykhYtWlC0aFEKlivHyLffftJDEkIIIYR47kigSIj/uFWrVhESEkK7du1cC60CPJ5kFNmVnhkDTkD+v/8mIiqK69evP+LoxbNq+PDhRANfFyjgfoO+DoWGAtC1a1d69OjBl19+yftNmrB582bGjRtHoUKFGDduHG3atGFXuXKcyZOHjh07MmLECD799NPH+2KAy6dP0yRXLj7u14/Lly8/9uf/L1BVlS5durB8+XI+efdd3gA+9/dn69atT3poQgghhBDPFQkUCfEfN+/LL8mZKRPVq1d3LUxI6VmyZFoZiDGbw670zM8PgAtSKvSftG/fPubOncugDBnI4+3tfqO+zoWFAaAoClOmTKFHwYJMXrWK2rVrM2zYMEqUKMG+ffv45ZdfqKyqFPL2ZtasWXTs2JGxY8dy5MiRx/Z67t+/z+uvv86Ga9f4cvJk6tWrR4Qx604kCn9/f+bOncvnn3/OyB49mAnky5SJnj17ShaZEEIIIUQikkCREP9hx48fZ+WhQ3TOnBlv4wm7VSaQsUzMbtYz8ChQlD91agAuSqDoP+njjz8mU6ZMDE2Txn1dghgZRQBeXl5MLVeO68DyBQu4fPkyf/75J+XLl9fuEBAAUVEoisK3335LhgwZ6NWr12MLHgwdOpQTFy+yAlj5wQecPXuWiRMnPpbn/q+4ceMG77//PlWqVNHKEENDSQN8Ur8+J0+eZPPmzU96iEIIIYQQzw0JFAnxHzZixAhSKwoD8+VzvyEhpWd6fyNjQMmm9OzFlClRgAtnziR88OKZtHXrVv744w+GDRtGWocjZqDI0KPIjcNBdqBp6dLkzp3b/baAgIfrZ8aMGfniiy/YuXMnf/31V5K8BqM7d+4we/ZsujRoQH2gcYkSNGnShJEjR3Lv3r0kf/7/AlVV6d27N8HBwcycOVMLajvXjzYlS5IxY0a+//77JzxKIYQQQojnhwSKhHhOXb9+nUOHDtmWwKxdu5bFixczMFUqMnmZdgXxKT0zNrO2u58po8hXVXkBZOaz/6DPP/+c7Nmz8+6772rrV3i4+x1iCRQB8Pff7stVFQID3dbVDh06kD59en788cfEHbyFGTNmEBoaSt/XX9cWREby6aefEhQUxJIlS5L8+f8L5s2bx7Jlyxg1ahRFixbVFjrXj5SKwjvvvMOyZcu4du3aExylEEIIIcTzQwJFQjxnrl27Ro1s2ciZMycvvfQSadOmpU2bNvzxxx84HA5UVWXdunW0atWKMmXKMChZshgZP/Ga9cxcemZVomZuch0VRT7gwqVLCX6d4tmzd+9eNm7cyMCBA/Hz89PWM7vSM2ePohjLzYGioCBtnTOsY35+fnTq1InFixfzbxIGD6Kjo/n++++pXbs2pXLk0BZGRlK+fHkKFiyIv79/kj338+j+/fsMGzaMevXq0aVLFxYuXMi3H39M586dqVq1KgMHDnTdWV8/IiPp3r07DodD3m8hhBDiPyoyMlIyuROZBIqEeMpdP3aM1f/7H8HBwXHe9++//6Za1aocunmTMbVq4e/vT7du3di4cSONGjUia8qU5MmTh4YNG5ItWzbWrFlDmvDw+AeK7GY9M/5u9zjOx8oPXLh6Nc7XJJ4fY8eOJX369PTq1UtbYBUoim9GUWCg++1Ovdq3JzIykrlDhz76wG3s2LGDy5cv061bN1fgwtkrqV27dvz555/cuHEjyZ7/eTNw4EAmTJhAYGAgS5cupU2bNgwcPZraRYuyZs0a9z5q+voRGUmhQoWoWLEic+fOfTIDF0IIIcQTs379eooXL06uXLmYNGmSTHCRSCRQJMRT7NChQ5SrUoXXBgwge/bsLF++3Pa+YWFhtGzZknv37rEJGF6pEm3btmXy5Mlcu3aN+Z060TIykmrlyjFlyhSOHj1Kjhw5tNIfcyBH/z2xehTZZBRdu32bMHPmiHguXbhwgWXLltGnTx/SpEmjLYwto8jTQFFAgPa/aR0umjUrpYAVO3c+6tBtLVy4EF9fX5o0aeIqoXOu823btiU6OppFixYl2fM/TzYtWMCMGTMYPHgwe/fu5d9//+XAmjXsAVa3aEHatGnd/0BfP5yf+1tvvcXBgwc5efLk4x24EEIIIZ6Y8+fP89prr+Hl5UWNGjXo168f06ZNe9LDei5IoEiIp9T9+/epX78+yRSF+UDRokVp27YtO21OfN9//30OHjzIr19/TUVwO3H29fWlTdGiTAf8J02iV69eWumPw6H9e5SMogT0KCIqivzOH/82n/iL59LUqVPx8vKid+/eroWxZRTZlZ6ZyxX1QJF5HQsNpQmw7eJF7t69+yhDt6QHgRo3bqwFvkyBouLFi1OwYEH++OOPRH/u59GYfv3Ikzw5n332GaDts14qVoyKgM+dOzH/wJBRBFpgzsvLi3nz5j2eAQshhBDiifvkk09IliwZmzdvZu3atVSvXp2RI0cSar7gKOJNAkVCPKUmTZrE7du3WdKgAW2A1UuXkitXLlq0aBGjaevMmTP56aefGD58OE0qVtQWmoM/htKYh0wntw9ZBYqMmUOe9iiyKz1zZhSBlmkinm9hoaHM+OknmjVrRq5cubSFqqqtF56WnunLPSw9IyyMpoAjOpo1a9Y86kuIYceOHVy7do02bdo8fD7AbVuqW7cuW7ZsIcq8/gs3Dx484K9//+VNPz9SpkzpukF/327ejPlHpoyi7NmzU7duXebNmycp50IIIcR/wOF16/D392dA377kyJEDRVH44osvuHbtGj8MG/akh/fMk0CREE+hwMBAvv76a5o0aUKFDBkAyJI6NcuXLycoKIjWrVsTFBQEwIYNG3j33XepU6cOI0eOhAcPtAexOHEG3INCeqAoPqVnKVJ41qPI4dCCAVZjiYqikPPHs2fP2rwL4nmx6OOPuXP3Lu++/bZrob5OxLf07Pp192wjm9IzwsKoCGRLnZoVK1Y8yvAt6WVnr+uznVlsS3Xq1OHBgwfs27cv0Z//ebJx40YiVZXGyZO73xBboMhif9a+fXsuXLjArl27kmikQgghhHhazJwwAV9gcMuWD5fVrFmTmmnS8ONPP8mFo0ckgSIhnkKzZs0iICCAESNGuE6EQkMpUaIEM2fOZNeuXVQpVYo+Xbrw6quvUqhQIfz9/fHx8XEFiuKTURSf0jO7QJG59Ey/j6LEDBQ5HGQBMvn5cfz48VjfC/Hs+2HpUgoDdUqWdC3U14/4lp4BXL7s+tlYemY8IAgNxQtoXKAAGzZsINqY6faIYpSdgWV2Xu3atQEtECLsrVmzhjTe3lQz3+BJRpHh/W7RogUpUqSQptZCCCHEcy46OprF+/bREEhvzEYG3kqXjnMhIRw9evTJDO45IYEiIZ5Cv/zyC+XLl6d8+fJugSKA1q1b88cff3Dr0iV+mTuXV199lS1btpA1a1btfvfva/+bgz8WJ1YJDhQZT+7NPYr0E3L9MVKmjHkSHxWFAhTPlIkTJ07YvxHimXfw4EF2XrxIb0Axrnv6z6ap7WOd9Uxfx4yll3rpmf5YOmegqXbu3Ny9ezdRDxZilJ0Zns+4fWXJkoUyRYqwacGCRHvu542qqqxZs4Z6adOSzFwCG4/SM4C0adPSpGRJ5k+dKk3yhRBCiOfYnj17uBoQQCuI0UKjuZ8fXsDixYufxNCeGxIoEuIpc+zYMQ4cOEDHjh21BaZAEUC9evW4pijcf+klli1bRgZneRqQOBlFiVF6ZgwUGZcbHr9E+vQcP35cUkOfY1OmTCFlsmR0Avf1xvizVeDRKlCUIoX2s3F91TOKjH8LrkBRzpwA/Pnnnwkav5WFc+a4l52Bbb+vWj4+7DhyhEhzEOQpFx0Rwc1Ll5J827x48SJXrlyhgZ+f6z3U6Z/z3bsx+6hZBb6BnnnycDsqCn/JKhJCCCGeW4sXLyaZtzdNIMaxQFZVpYafnwSKHpEEioR4yvz666/4+PjQtm1bbYFFoAhVxTs6GuXIkZhBnidVemYXKNJP7i2yRoqnTk1AQAA3btxAPH9CQ0P57bffaFO8OBnAPSBkFyiKrfRM72FjXJfsAkXO7SV3ypQUKFCAzZs3J/BVuIuOjmbRrFk0zpTJVXYGttvSyxkyEAYcOXIkUZ7/cbh69SpV8ucnW9685MqVK1GDbGb79+8HoJK5ST64v5fmmc8sMooA6mTPTmng22++kQC0EEII8ZxauXIldfLkIT3EPH6IjOQNX1+OHz/OuXPnnsDong8SKBLiKaKqKvPnz6dBgwauUjL9hNp44qyfEIeFwcmT7g+SkNIzu5IPq1nPzKVncfUossoC0TOKnLdJn6Ln08qVK3nw4AEdihXTFngSKDJmFBlP9O0CRcbSM+M6ZigFq127Nlu2bMFh7pWVADt27OBaeDit06Vzv8GqWTxQJX16gGemwfLt27epUqUKp27e5PPkyUmbNi1vvPEG58+fT5Ln27dvH8mTJ6ckaJ+fReYhELP8zCajSImKoj9w9MQJ1q1blwQjFkIIIcSTdPXqVU6fPk2DF17QFpjPYyIiaKQoAHIs8AgkUCTEU+Tw4cNcunSJlobu/ZYZRcYT3gMH3B8kqTOKUqZ03yHH1aPIKqPI+XNxZxaS9Cl6Ps2ZM4ecOXNSK1s2bYFxvTGuW1YZRaoaM4AUn4wiw/peq1YtAgICEiWrZ+HChfgCTcyBIpug64s+PuQAdu3Y8cjPndRUVaVHjx7cunWLP2vW5FNF4ffff0dRFLp06ZIkz7l//35Kly5Ncqvm5rEFimwCc0RF8RaQJ2dOhg8fnqhNzIUQQgjx5OmThNTLnl1bYD4WiIykYEQEefPmZf369Y95dM8PCRQJ8RRZtmwZXl5eNGnSxLXQKlBkPIFylm48ZJdRlJBAUWL2KLIoPcsWGUnGjBklo+g5dPv2bdasWcNbb72Ft37yH5/SM4iZRRdXRpFF6RmRkdSoUQOAbdu2JeCVuERHR7No4UIaA2nMN9oEipSoKKrwbGQU+fv7s3TpUr744gvKJ08OEREUKFCATz/9lK1btyb6a1BVlf3792tN+/X3z9NAkU3pGZGR+AKju3Xj4MGDzJs3L1HHLIQQQogna+PGjWTJkoWS+jmGRemZEhZG/fr12bRpE1HmYwXhEQkUCfEUWbZwIdWqVXOVnUHcgSK7jCJzmU18Zj2zKj0zBoocDldA6BF6FCnBwZQoUYJjx44hni8LFy4kKiqKt99+2zoIEFfpGcTMoosro8im9OzFF18kd+7cjxwo2rlzJ9euX6e1+bmMz2cRuKgCnLtwgdu3bz/S8z+K8PDwWLNr7t27x4ABA6hUqRIDBw6EoCAtq8vh4J133iF9+vR89dVXiTqmCxcuEBAQQIUKFRIeKLK4igjQrlIlypUrx0cffSQzoAkhhBDPCVVV2bBhA3Xq1MHLLrs4MhKiomhQpw73799nz549j3+gzwEJFAnxlLi4bx+HT5ygeaFC7jfEVXp26pT7/R9H6ZnxPo/Qo4jgYF566SUOHz6cKP1jxNNjzpw5lCxZktKlS1uXCXmSUeRpoMhZh26XUQRQrVo1tm3b9kgNjhcuXIhv8uTaDBvmbcau31dEBFWcP+7evTvBz/0o/li8mEwpUpDC15cWLVpwX886NBg2bBi3b9/mxx9/xNvbG4KDtRsiI0mdOjW9e/dmyZIlXLlyJdHGtW/fPgD3jCLjzGcJzCgC8AoKYsKECVy+fJnvvvsu0cYshBBCiCfn1KlTXL9+nXr16sV50ahOlSooiiLlZwkkgSIhnhLLFi4EoFn+/O43xJZR5CwPcRNX6ZknGUWxlZ75+lrfx65HUSylZwQFUa5cOYKDgzl79izi+XDhwgV27NjB22+/jaIoCc8o8rT0LEMG7WerjCLnsurVq3Pt2jUuXbqUoNcUHR3NwoULaVSmjFZ25mmgKDKScoCiKA8DI4/T7t27afH22xQAeteowapVq6hevbpbwGfx4sVMmzaNQYMG8dJLL2kLg4K0/52fTefOnVFVlaVLlyba2A4dOkSyZMkoUby4ax1IpIwiAgOpU6cOr776KqNHj+aOedY0IYQQQjxz9P5EdevWdR0LGI8dDD0uM6ZMSYUKFaShdQJJoEiIp8Sy9espBRRIm9b9htgCRXoZmFFCMorMPYf0YI9d6Rm4dsoJKT3Tfw4Oply5cgAcMJfQiWfW3LlzAWjXrp22QF/34tujKK6MorAw7V+mTO7Ljc/pfJ7q1asDsH379ni/HnCWnV27RpvixWOO0+L5HoqIIDVQNG/eh1PBPy6qqtKvXz8yp0/PBmDi66+zZs0aLl26ROXKlVm+fDmLFi3inXfeoVKlSnzxxReuP9YDRc7XU7hwYUqWLMmSJUsSbXxHjx6laNGiJDcutMoo8vaOf6DIGTAfN24cDx48YPTo0Yk2bjt37txh6pgxjGzUiAf6flgIIYQQiWbDhg3kz5+ffPnyWR8LmLLLGzRowO7duwk09rQUHpFAkRBPgVu3brHt8GFagGVDNsA9u0I/gfL1jXnCahcosirV0E/KHA7XVORWJWLgCgDZlZ7pgaL4lJ4FBVGsWDFSpEghgaLnhKqqzJ07l5o1a/Liiy9qC60CknHNegYxA0V6Npu+jum3p0njvtx4m/M5S5YsSdq0aRPcp2jhwoX4+vrSRO8fFo+MIoDyhQo99kDRpk2b2L17Nx926kQWgNBQ6tWrx/bt2/H19aV58+a0bt2afPnyMX/+fJInN4Rs9NIzw2fTsmVLtm7dyk1z0CaBjh49SqlSpdyDQ1bZZdmz2896ZpcN6QwUlSxZki5dujB58mQuXLiQKOO2cuXKFUqVKkWvjz5ixB9/UKl8eS5evJhkzyfEs+TEpk00yJ2bokWKSCmoECLBoqKi2Lx5s5ZNBNaBIuPPoaHUr18fh8PBn3/++fgG+pyQQJEQT4FVq1YRHR1Nc3A/aYLYexT5+sbMKIpP6Zm5tMd8e2wZRXY9iuJTehYejg9QunRpCRQ9J/bv38/p06e1Jta6+GQU2ZWeRUW5Mor09cdcDmnTzBrA29ubl19+OUEZRdHR0SxatIhGjRqR5t69mM8FcZZxls+Xj2vXrnH9+vV4P39CjRkzhhw5ctC5QQNtQUgIoAVPzpw5w4qmTfkF2LtoEXnz5nX9oarGyCgCLVAUHR3N8m++eeSx3b9/n8uXL1OyZEn7QJH+XqZL574ugMcZRQCff/45Pj4+jBo16pHHbSU4OJimTZsSFBTE9m7d2ARc//dfOnToEGsDcSH+CyIjI2nfpQv7r14lra8vffv2Zc6cOU96WEKIZ9CBAwcIDAzU+hNB3MeXISG8/PLLpEqVSvoUJYAEioR4CixdupQXs2ShLNhnFFmVnumBImOD3oSUnhmXWwWHjD+bA0V2PYr01xHLrGfAw/KzAwcOPFKjYfF0mDNnDsmTJ6dVq1auhfHpURSf0jPjdmBcDpbre7Vq1Th27BgBxpnSPLBr1y7++ecfWrduDTduxByn8fksSs8AKjizqx5XVtH58+fZtGkT77//Pin0hYb3M1myZDTJnZsOgM+hQ+5/HBHhen2G11O6ZElyA+uWLXvk8ekzHcbIKLLaJ1llTto1s9Z/NwSKcuXKRefOnZk3bx439M8vEX3xxRccOnSI+fPnUzVbNmoDE4cOZfv27fzwww+J/nxCPEu+/vprDl2+zHRg608/UatWLXr06JFomYlCiP+ODRs2AFC7dm1tgQcZRcmTJ6dWrVrSpygBJFAkxBMWFBTEunXraF6uHAp4llFk7FEE7tlAVgGhyEjrjCGrk7K4Mor0DKH49igyl555OXc/zkBRYGAg58+fRzy7oqKi8J88mSYlSpA+fXrXDXHNemZcD63Kx/Tl5kCROaMoltIz0PoUqarKzp07PX9RwIIFC7SysyZN4N9/tYXxLD0rmz37Y21oPXfuXBRF0TK79LE5M4rMY8M8Jr3sDNyCeEpEBLWBzZcuPXKmzNGjRwGLQJFV0DBFipj7In3sHmQUAfTv35+IiAimJHLg5vTp03z99dd06tSJxo0bPxx/x7p1qV+/Ph999BG3bt1K1OcU4lkRFhbGhAkTeL1YMVoCvg4HU6dOJSwsjK+//vpJD0+IBImOjOToxo38888/T3oo/zmrV6+mfPnyZMmSRVtgFSgyHkc4b2/QoAHnzp3j77//fjwDfU5IoEiIJ2zdunWEh4fTonRpbYEnGUV2J8jGBqqxlfDoYgsUeXnFr/TMrkeRVemZw6GVkwAEBVGlijaB+K5duxDPro3r1nHT4eDtF15wvyG+GUX6eh3XrGfxKD0DqFSpEt7e3vHqU2QsO0ubNm38M4qcv6dWVYoVK/ZYMopUVWXOnDnUqlWL3Llzxz9QpJedGe8DEB5OHeB2WNjDjKCEOnbsGGnSpNH6WMUVKDKX2Br3hbHMemZUuHBhXi9WjCljxhBp/psEUlWV999/Hz8/P8aNG6ctdL4WJTiYiRMnEhwczMiRIxPl+YR41ixevJi7d+/Sr3JlbUFYGIULF+bNN9/k+++/l9kIxTMnKiqKN2vUoHS9erzwwgv06dNHsuEfkzt37rBz505ee+0110KrWc9MGUUA9evXB5Dys3iSQJEQT9iyZcvImDEj1XPl0hbEJ6PIfIJsDBRZnTSblxufS38e/faUKT0rPYuO1oJKeoaQJ7OeRUW5AkXBwRQvXpy0adOyY8cOxLNrzuzZpAca6+uyLr6znunNqT3NKDIvNz6n4XlSpUpFuXLl4tWnyK3sTFXtA0V2PYr01xYSQvny5R9LRtHevXs5e/asq0+UPjbj+wmuse7b516+agwUGT+b8HCcyd6P3BTy6NGjlCxZEkVR4l96Zrc/A9uMIoDuOXNyy+FItPTzJUuWsH79ekaNGkW2bNm0hfr75WzU3717d6ZMmcKJEycsH0N6GInn2dSpUylQoAB1cuTQFjj3QR9++CHBwcHMnDnzCY5OiPh77733WLR7Nx8CPd96ix9++MF9xlCRZNauXUt0dLR1oCiW0jOAokWLkitXLik/iycJFAnxBEVERLBy5UqaNGmCj36CEZ8eReYgjH5ylCyZfa8XT0vPrMo9jM+pj9Ph0KavtgsU6RlF5tIzvTQpKAhvb2+qVKmS4KnLxZMXFBTEkpUraYNWXuAmPrOeORyQOrX2c3wDRVbrvCmQUK1YMXbv2EGEeTuz8XC2syZN4N497TX4+MS79IzQUCpUqMCNGze4du2aR8+dUEuXLsXHx4cWLVq4j80uoyggAIxln8bSM9P+4kWggJ8fmzZtSvD4VFV1zXhmHB/Yl55ZZRR5eXlcegbQKE0aMqKV5T2q+wEBDOjQgdIFCtC7d2/XDfprcQbtR44cSbp06ejevbtbUCgiIoJhw4aRIkUKMvj6MqFt20cekxBPk9OnT7N161Z69OiBlx7cdf5fqlQpqlSpwsyZMyUbQzwzdu7cydSpUxn08suMBqZ88glvvfUWn3/+OadPn37Sw3vu/b5iBVmzZqVChQraguho62MvUzNrAEVRaNCgARs3bsRhPkYVtiRQJMQTtHHjRgICArTGv/rJj11GkdVVdLuMoowZ459RFFegSD/JMT+nOaPIk9IzU0YRQNWqVTl69Cj3LU7wxNNv2bJlhISG0h5iBjvjm1EU30BRbM2sTYGE6g8eEBYZyUEPSsD0srOGDRtqZWd6r5ls2WJuG3Y9c/TXFhpK+fLlgaRvaL18+XJeeeUVMmTIoC2ILVCkKNrPhw+7lsdSegZQO316tmzZkuBsmOvXr3P37l1txjPj+Mw/22UU6etF2rTxyihK/uABbdDW1QfG7MsE6Pfuu/wTGsrUunXx0ctujeN3vodZsmTh22+/ZceOHYwZMwZVVfnnn3+oUaMG48aN44033qB8dDRD589n8+bNjzQmYe/06dP06tyZcqlTM2XMGMnkegzmzp2Ll5cXHTp0cG2zhn16ly5dOHHiBHv37n1CIxTCc9HR0QwYMIAcOXLwWcWKACjh4fzvf//Dz8+P4cOHP5Ex3b55k3t678TnWFhoKGsWLaLxCy/gpZ9v2F1kssgoAqhfrRr37t1j74oVSTzap09CA/ISKBLiCVqwYAHp0qXTamf1kzjjzk5VXSdCnvQo0k+OMmSwDxTFlVEUV+mZeXYzPVDk7e2+3NPSM+cJVbVq1VBVld27dyOePbNnzyZ/zpxUh5jBkvj0KDJmFHnao8iq9Mxm+vRqmTIBsG3Lljhf0+7du7l69Spt2rRxfx2pU8ddwmn+PSSEsmXL4uXllaTlZ2fPnuXkyZM0a9bMtdAQrIoxNv29NmYRxVJ6BlDDz4/AwECOHz+eoDG6zXhmeNwYz2fXzFp/HWnSxCujiMBA2gOhoaEse4SZ23777Tdm+fvzIVBFb6hpHr/hPezQoQNt2rThk08+oXrBgpQqVYoTJ06wePFi/P39WQYUTJ2ajh07epzpJjx3+vRpatSowZz584kKDubdjz6iQ4cOksmShFRVZe7cudSpU4ccOXK49uWGffqbb75JymTJmDls2BMapRCeW7JkCbt37+aLL74gtb6fDg8nS5YsDBkyhKVLl7Jnz57HMpbw8HDGjRtHzpw5yZItG5myZ6dmzZr89ddfj+X5n4RFP/xAQHQ0HYw9MO2qJSyaWQM0evFFfIE5/8FG+rtWr07Q33kUKFIUpZ+iKMcURTmuKEp/57KyiqLsUhTlkKIo+xRFqeRcXktRlEDn8kOKonyaoJGJZ1pkZCQTOnbklZdeokCBAjRt2pTffvtN0v0MIiIiWLZsGc2aNcPX19c6o8gmKh5nRpE5UGT1t+bn8rT0zHxS7mmPIv2xVFW7j6kPTeXKlfHy8opXo2HxdLh8+TIbN26kU+3a2peKOdgZ16xn5uBAsmTauq2vt/o6FZ/SM5uMouyKQgHwaD1bunQpyZIl4/XXX3d/fH3b0E80rbYj0G43lJ6lSpUqyRtar5w1C0ArldPFllFkVRpqV3rmfE9rODNotm7dmqAx6jOeWWYUxaf0LG1a+0BRUJD73wAEBFAVyJ0rFwsWLEjQ2Pfu3UuXLl2oWqYMn5jHbvzdEChSFAV/f39GAHcvXODVhg3ZtWsXLVu2hPBwUkdF8b8SJbhy5cojBbBETIGBgTRo0ABFUTg4YQKHgU/eeIN58+YlSgnis+DA4sWc8iAwnph2797NhQsXaN++vbbAIqMoXbp0NE+dmgVbt0qA9CkRFhbGd999R+3atWnatClTp06V43bA4XDw6aefUrRoUTp16uT6jnR+J/br1480adLw3XffJflYbt26Rd26dRk2bBhly5ZlYs2afAJc+vtvatWqxYcffvhcBsGn/fQTBYHaej9AsA8U2Zw7ZUiZklbAnD17CDVfOHuOORwOPujePUF/G2egSFGUkkB3oBJQBnhdUZSCwHjgc1VVywKfOn/XbVVVtazzn0z38R9z/fp1qlWrxpBffyXs8mUqVKjAsWPHaNeuHS+99BJHjhx50kN8KmzYsIGAgABXtkJCAkXmIIx+cpI+/aOXnqVM6QrqgH1Gkac9iswn96YT1DRp0vDSSy89cpNc8fj98ssvqKpKx0qVtAWeZA7FFijy9tbWD32dtwtSelJ6Zi5NCg6mGrB9165YD6ZUVWXp0qXUqVOHdHr2mzHbDlzrul3GnsPhCiY5gzR6Q+ukOpBbPnUqpfz8yJcvn2uhXaAoKsr1WozjjiOjKG9kJDlz5kxwUPfo0aNkz56dzJkz2z7Hw/GBfelZmjQxP1/j7+byssBAvIDWjRvzxx9/cO/evXiN+59//qFZs2Zky5aNpZ98QnLzeI2/G99DwGv/fj4DTgJzpk2jRIkSbvdrmDYtefLkYerUqfEak4jdhx9+yNWrV1mxYgWFUqVCAUY0aUL16tXp06cPt/Ry0udQUFAQb775JuVbtaJ4rVp0796dKPP2kkR+/fVXUqRIoQVDwbXNGveVwFtp0nA3KkpmInoKhIWF0bx5c/r27cudO3e0cs1evahXr95zvZ14Yt68eZw8eZKRI0fi7e3t2r871+c0adLQqVMnFixYwM2bN5NsHPfv36dOnTrs37+fBQsWsHbtWvoWLcrnwPE//6Rr166MHTs2Rk+8Z93x48fZeuoUPQAvu4vgdseXxuOeyEjeAQIjI1myeHFSDfeJCAwMpFezZvh5eZEta1befvtt/vzzTwIDA/nsk0/Yfv16gh7Xk4yiYsBuVVVDVFWNArYALQEVSOu8TzogabtzimdCYGAgjRs35sSJEyzw82NPtWrMnz+fc+fOMX/+fG5ev07FMmX45qOPnqudWEK4lZ2BdemZXaDI7gRZv7+fn/VJs/kxY5v1zByEiqv0zK5Hkbn0zPz4hvHUrVuXXbt2EWzMaBBPNVVVmTVrFrVr1yavHsgxrsPGdc/T0jMfH2390P/WvO49QukZISFUB27ducPZs2dtX9fJkyc5d+4czZs3dy202zb07ShlyjivalWoUIF///03SRpa37lzh2137tDMz8/9BrtZz+wyiuLoUaSEhFCjRo0EB4qOHTvmKjszjg9iBg0VRft8rQLfeumZMegWGant/yBm+VlgIABvNmhAZGRkvLJ3QkJCaNasGQ8ePGDlypVk1Xs7mQNFFqVnAIwda/0anffzDg+nR48ebNq0iTNnzng8LmFv586dTJkyhffff5/KlSs//Py9IyKYPn06QUFBfPXVV094lEmnf//+LFq0iM9SpaJfvnz89NNPjBs3LsmfNyQkhDlz5tCqVSuttxvYBooa+PqSQVGYN29eko9LxO6dihX5448/+Omnnzhy5AinTp1i5syZ7Nq1i1dffZUg8z7tP+LevXsMGTKEcuXK8cYbb2gL9ffCsP9/9913iYiIYMaAAUkyDofDQdsaNTh58iQrV67UZmKFh9tUKud+7aOPPmLGjBlPpGdSUvnwww9J7e1NZ7A/L/Igo4jISGoCBYFvx49/bs5D79+/T9WqVZm+ciVtVJXGr7zCypUrqVOnDunTp+eLsWNpmcDH9iRQdAyooShKJkVR/IBXgdxAf2CCoihXgK8A4xr5sqIohxVFWaMoSgmrB1UUpYezZG3ffz1S/bxQVZX27dtz/PhxlixcSOuQkIc7MC8vL9q0acPR//2PxsCgMWNo1qzZf/aLRy87a968Ocn1k9zEKD2L73TScZWeQcyTcvPJuqc9isxjNC9HCxRFRkYmuKRFPH7bt2/n/PnzdO7c2XVibpch4smsZ1FRWqDIKqPIx0cLHJiDjlYN1vXHtAgUVTOM3c5y57TNTZs2jTl+u0BR6tT2ATBDRhEkTUPr1atXEw001cen86T0zC6jyCqwHBJC9erVuXLlCpcuXYrXGB0OB8ePH/c8UOTjo/2zKz0D1z5HH6+eqWQMFIWFPXzsioUKkS9fPubPn+/RmKOjo+nUqRMHDhzgt99+08YeEOB6XCPTrGcPGftSGd9T/X6hoXTp0gUvL6//TElUUoqMjKRHjx7kypWLUaNGaQv19SEsjKJFi9KuXTsmT56cpBkAT8qyZcuYMWMGQ4cOZURUFN/mz0/btm357LPPOHjwYJI+94IFC7h//z7djaUOFqVnAMkjImitqixfvjxRLxAFBgbyxciRVM+YkalDhyba4z6vNm7cyLxjx/gsWzbeeecdQCuZ7dy5MwsWLODA/v28Xb78c1nSFBtVVRn89tvcunWL6dOnu5oom0rPAIoVK0YdPz9+XLo0Scr1po0Zw5ojR/iubVvq1avnukEfw717KIrCqFGj6N27N+PHj2fGjBmJPo7Hbf369axYsYKPvbzIAo8cKPICPgb2Hz3KwoULk2bQj5F+fHL69GnWtG/PLGDW55/zzz//sGzZMj799FM21ahBQl9pnIEiVVVPAuOAdcBa4BDgAHoDA1RVzQ0MAPS18QCQR1XVMsB3wDKbx52mqmoFVVUrZDE3gxTPpClTpvD777/zzTff0KBKFW2h6aAgS4oULAW+e/NNVq9ezSuvvJLkU0U/jdavX09gYKCr7Axc75VV1oWPT+yBInMwx675q/ExIe5m1sbfPc0oiquZdSwZRdWrVyd58uRs3LgR8WyYNWsWqVOn1q60Oa/YW/W1AazX7ZQpPS898/HRbosroyi25tIhIRQFMqZLF2tGzLLp06mULBk5M2Z0HxvEDBTpr9Hc5NriYCUpG1ovX76cnF5elDcfzMeWUaRn39j1KLIK+gUHU716dcCzXk9G50+eJCwsjJJFi8Z8XPPPeqDI29u+9Ex/HcbX5GxY7hYo0gM7aDPVtGnThg0bNnD79u04xzx27FgWLVrEV199xWuvveb+eJ5mFEVEaK/FeB/j/cLCyJEjB9WqVWPp0qVxjknE7uuvv+bYsWNMnjyZNPp6ou+fnOvPp59+SlhYGP/73/+ezCCTSFhYGP369aN06dJ8Nny4to6GhfH999+TPn16hiVh82hVVZn62WcUyZOHGjVquG6wySgiIoJ2QHBwMCtXrkyUMTgcDlq3bs0nI0Zw9d49eo0fz8cff5woj/08ioqKol+/fuRLnpyh+nepQZMmTfgqWzaWnznDtGnTnsAIH4979+6xc+dOjh07xqVLl9i/fz9vt2rFz6tXM7hKFcqVK+e6s0VGEcC7fn5cDg3l999/T9Sx3bhxg+Hjx1MH6OWcce0hfZtyficpisKkSZNo0KABvXr1YtPatYk6lsfp2rVrdOvWjfwvvEB/q5ll7Y4vbZpZ63/7NlA6UyaGDx/+zPcq+vXXX1m2bBkTJkyggR5PCQ4mderUNGvWjM8//5zat28nePYyj/5OVdUZqqqWV1X1FeAecAboBCxx3mUhWg8jVFW9r6pqkPPn1UAyRVEyJ3B84hlx+fJlBg8eTKNGjXjvvfdcB9HmDTAsDAV4r2hRVq1axdmzZ6lcuTInTpx43EN+ohZ89hnpU6RwvyqgX+23OslNl846Kyi2bB1PM4r0Egq7jCJjlga4TnaMJ+tWgSL9hF/PNLIKZpnG4+fnx8ulSrHRwyv94skKDg5mwYIFtG7dmlSpUsWdUeRJoEgvPfPxible6+uTXY8i8wyB5u0AICQEL6BqqVK2GUX//PMPewIDaR4ZCVOmuG6wC6LaZRRZ1Mn7+flRvHjxRM8oCgsLY+3atTTx8sLLrm9OeHjM2QcTklEUFUWpokVJmzZtvANFh/39AShtzAKyW0eM64Kx35M5o8guUKQHBsw/h4Xx5ptv4nA4WLJkCbE5cuQIn332GW3btmWAsaTALlBk06PILShn9V4799EtWrTg6NGjnD9/PtZxCXunTp3is88+o0WLFu6z/+nrgPO9Lly4ME2bNmXatGnP/MmC0Xfffcfly5f59ttvSa5/94eGkjFjRoYMGcK6devYsWNHkjz32pUr2XXpEu/lyYOiH1uA6xjE/D5HRFADyJU1K/7OfcOjGjNmDOvXr2faqFGcBzqVKcOYMWOSdBKB+AoPD+enn37iox49mPb++4+td5SVxYsXc/z4ccZnzkwKQ0DdqJ/DQf00aRgwYADnzp17vANMYuHh4XSrUIHs2bJRtWpVSpUqRd68ealQoQL+S5cyGhijX/zWmfbbumaKQq5kyfj+++8TdYyDBg0iNCyMH9AudLgxZBTpfHx8WLBgAYUzZqTVa69x8eLFRB3P46C3Mrl79y4L33sPX9COBR4xowjAO1kyvilYkIsXLzJkyJAkGf/jEBQUxPDhw6lUqRL9+vVzHYObs8cjIlwz3MaTp7OeZXX+/yJaf6J5aD2JajrvUgc467xPdsX57eCcCc0LuJOg0Ylnhr6hTZ06VTs4sEvL13+/cYPGjRuzbds2HA4HderU4fTp049vwE/Q/fv3WXTgAK39/FxlZxB7RlGaNNrt+omSXY+iuErPzFfmw8NjZhTEVnpmDPwYM4qsAkL6cnNgye5k26m+onDwyhVu3LiBeLr9+uuvPHjw4GGq+sMTMbseReYvcn12M6tyI6uAkL4+xdXM2tzDxsiZLVO9ZElOnz5t2aRzxYoVADQHGDPG9aUbV48iPVCkb6c2V7WSoqH1n3/+SXBwME2jouyzXEzjiLVHkZ45aBP08w4Lo2rVqvEuEz1w6BA+QMkcOWI+rpeXdUaRvg/R9znmjCJj1qOqWmcUmQJFZcuWpVChQrHOfhYVGUnXmjXJmDo1kydPdj/xTUigKFUq7Wfje6qXnjnXWb0nlsx+ljCOqCi6tGiBn58fP/zwg/uNpkAR8LBx72+//fYYR5l07ty5w+jRo2ncuDF16tSJkUX17rvvkjlzZj7//PNEf+6oqCg+GDyYgkCPQoXcb7TLKAoPxxtoW7Mma9as4e7du480hkuXLjFq1Cjatm1Lt0aN8AYmvvIKmTNnZsCAAU9F6dShQ4coXbo03bt358uffqLn5MlUrlyZq1evPpHx/O9//6NgwYK09PbW9kfmoFV0NF537jAzWzaSJ09Ot27dnpveLhEREbRu3ZoZ+/fzTuHCrFy5koULFzJjxgwWLlzIxTp1+BDwsjmOMK/PPuHh9EyVinXr1sXaAzE+Nm7cyLx58xjWuDFFLJ7TnFGkS5cuHSsqViQ6OprWrVsTbv6ueopFRETQsmVLTpw4weLFiymXM6d2g/mYTt+vmANIxvMYUzNrAFKnpm66dAwYMIDJkyezfPnypHsxSWjs2LFcv36diRMnamWR+v7eXMab1IEiYLGiKCeAlUAfVVUD0GZC+1pRlMPAGKCH876tgGPO5ZOAturTsGcWSWbr1q3Mnz+foUOH8uKLL2oL9ci2+eqRvqNyBgHKlCnDpk2bAKhTp85zd6XCyoIFCwiJjuYd/Wq4LrYeRfp9DVf0gZiZFMZsneho6xMrc4aAfvLiSemZcXYzc48ic0aRnmmkB5DsehSZvoBfd77W1atWkViCAgO570GJifCcqqpMmjSJcuXKUbVqVW1hfDOKfHy0sjFzFold5pDdcnPpmTFQZNwO4OFBQ3Vn6ZPVlfXly5dTKHlyigLcvg1//+0aM9iXnumBC3NDd8PzgtbQ+ubNm/zzzz8xnjuhVqxYQapUqahjHI/O+BmYA0VW22FwMOgld3alqs6G1sePH4/Xyd2Bs2cpCfhaZRSlTm0fNNR/N74+c+mZMbBuvB/ECBQpisKbb77Jn3/+aVv+/M348ewPCGBy1apk0oNPOruLIbGVnun7WquMIufnki9fPsqUKfPMB4qioqIYNGgQmTNnpmS6dGycPj3Jn1NVVfp37MiuU6f4rn17smfP7n4Hi0BRrVq1KJk1K5P69XsqggiPavTo0Tx48IDx450TEev7ZOf6lSpVKgYNGsS6desSvVfR5MmTOX72LGOB5OZgg02PIn17affSS0RGRsaZ4ReXzz77DC8vLyZMmIDi3LbSRUXxxRdfsHXr1kQvCYqvo0ePUq9ePUJCQlizZg1RTZuyKHlyzp49S4sWLR57ZtuuXbvYtWsX/fr1w8sm4MDduxAdTa6oKL766iu2bNnCTz/99FjHmVRGjBjBypUr+QH4oUQJXn/9dVq1akXXrl1p1bgxefSsY+P3EtiWnhEaSjdVxdvbm+mJsM8LCwujd+/eFChQgOH6rLIeZBTpCgQEMButJ+KAJGqyndiio6Pp0qULmzZt4ueff6ZBgwau9z9VKutAUdq01hfZ06Wzzjry84OICMaOHUu5cuXo1KnTM3f+efHiRb7++mvat29PFT3j7UllFKmqWkNV1eKqqpZRVXWjc9k2ZzlaGVVVK6uqut+5fLKqqiWcy6uoqpo0+a3iqeBwOOjXrx+5c+fmgw8+cN0QV0aRYZq+okWLsmHDBiLCw6lTtixXn/MZX2bMmEFxoJLx6jTEPuuZeeaQuErPYsuwMGcU6TsP88mW1axndhlFdoEiq0wjuyCXU+mICF4AVjmzOh7F5s2bKVu2LGnSpydT1qw0btyYw4cPP/LjCljv78/Jkyfp16+fK9Mirh5FVhlF5kCRVQNjTwNF5tIzq9Ikval0njwkT548RulUYGAgmzZtonnq1Ch6JktcMwIaAx3G5frfJUsWI6MISLQ+RaqqsmLFChpWr04K/XntSrvMV9eSJXMv8wPtIDhDBvfXYPE4ep8iT8tYVFXlwNWrlIOYwUQvr4cHbw/p5avmrES7jCLjQaB57MaTH+c62aVLF1RVjZl5Apw+fZpPR42iBdDKPIuc8fEeNaPIooShSZMm7Nix45GzK54Uh8NBixYt+Oabb3ilfHnC79+ndf/+XLhwIUmf99tvv2Wyvz+DgPb6hQ4ji0CRoii8nysXhx48iLW5/bPgwoULTJ48mc6dO1OyZEltocVr7tWrF6lTp07UGd+OHTvGsGHDaFKiBG9AzBNrq4wiVX14v3KpU1O4cOFHmv3sxIkT/PLLL/Tp04cXXnjBla0XHEyXLl3IkycPX375ZYIf/1GdOnWKevXqkSJFCjZv3kyjRo1QgoJ4IyKCObNns2/fvsd+Mv/tt9+SLl06bTIK/bvBHHDQs25DQ3nnnXeoXbs2gwcPfmIZUInlwIEDTJgwga4dOtAbXK9Tt2mTa301rs/R0dYZRQ4HREaSIyiI5s2b8/PPPz9yFs/48eM5e/YsP/zwg6ss0MOMIgD++YdmwOB+/ZgyZcozMbvg8NatmTdvHmPHjqVDhw7aQv273C5QlC6d9UQidoGiVKkgIgJfX18WL16Mt7c3LVu2JMQcYHmKDRkyBG9vb/d9mh4ossoo0o8/4imhvY2EAGDm6NEcPHiQCRMm4Gc8mLbrUWTKKNKVLFmS9QMHEhAcTLOmTZ/b6dEPHz7Mrl27eAdQ7A6kYssoMgeK7ErPzCfO+hdJqlQxA0XmjKK4AkV2mUNWmUaxBYqSJYtZCgcot2/zOrB+06ZH+pIdP348tWvX5sGDB4wqVoyByZNz4MABKlasyIQJE56Lq8dP0tghQ8juzMp4KLaMIqum1XalZ/p6Y86Ui6tHkVVgVH9MnfNAIEV0NBUrVozROH3hwoVERkbSKmXKmAEHTwNF+v2NByuGA5AypUrhDexPpJ4c+/fv59q1azTTM7uMYzL/bDwQ0j+DZMliZrnogSK77LDgYCpWrEiyZMk8Lj+7evUqt0NDtUCReXy+vto/u2bW+u/6/b29Y2ZD6bdbBYpMGUUA+fPnp1mzZvz4449uV/Kjo6Pp1q0bfilS8D2gGC5sPBRXoMg465me1aaPK5bSM4DXXnuN6Oho/vjjj5jP+wwYO3Ysq1atYuLEiSwZN461gBodzdtvv51k+93FixczePBgWtWowXgAq2wZi6AJQPssWUgPTPr22yQZ2+MQFRVF586dSZ48OSNHjnTdYCo9A0ifPj09OnRgvr8/l44cSZTn7tixI+nSpeOnypVRwDLTwjwO4/ap3L5Nu3bt2Lx5c4InOPnkk09IlSqVa1pwQ6AoWbJkDBo0iO3bt8e7r1piOHfuHHXq1EFRFDZu3EiBAgW0G5zfmU1r1WLgwIFMnTqVPXv2PJYxXb58mcWLF9O9e3dSp0rlUaBIURSmT59OVFQUvXr1emaPo1RVpXfv3mTJkoWvPvlEW2jOOtf3+ylS2JdvG/cl+jrvcNCzUyfu3LnzSLNqnT17ljFjxtC2bVstq0Yfn12gyPy5RUeDM2t5zNChVKtWjd69e3PlypUEjymp/f7774xfsoRehQsz1Dhbof7++/nZZxRZlZ6lTWsfKHL+nDdvXubNm8exY8fo0anTM7FOb9myhUWLFjF06FAtKK6zyygyJgXEkwSKRIIFBgby4ahRVM+UyX32Loi1mTWgBYpMG2NZb2/8gYNnztCpU6fnpgba6JtvviFVypR0AfsDKU8yiuya+OrBHPMU9qGh2pdd8uQxsz3iKj0z9yiKKyBkDiDp2QDmk349a8Rc+337Nq8BQcHBbN68mYSYPHkyQ4cO5c033+To0aN8/MILjAsP58SRIzRt2pQhQ4bQtm3b5zYgmdT+/PNPNv/zD8NUFV9jn63YehSlSRNz3bbKKNIbGD9K6Zm+nZgDN9HRbgHZ1q1bc/DgQY4ePfrw6WfPnk3RokWpqCgxS4XsyjKNs54Z72+T/uwHFAf2J1IGw4oVK/Dy8uLV0qVdC60OYCHmQZNVRlFwsHVGkfExQ0JImTIlFStW9PjE68CBAwD2gaLYssv0362Wm99vDwNFAP379+fOnTtMnTr14bLJkyezbds2vh0+nBwAVieu8Zn1zNAXIca49PtFRT18fRUrViRz5sysXr065vM+5Xbt2sVnn33GW2+9xfvvvw/371MAGFO9Ojt37kzwPj02Z86coUOHDrz88sv80q+fdmB76FCMY4yHB9GmE61UUVF0A5YsX/5MZkk4HA6GtGzJ1q1b+fHHH8mVK5frRlPpma7/yy+jqCrffvrpIz//xIkTOXjwIN9//z1Z9XJa43YRHe363W6/dOsW7dq1Q1VV5idgMou9W7eyZMmSh+WOgFugCOCdd94hc+bMjBs3Lt6P/yguHjhAnRo1iIyMZOPGjRQpUsR1o/753L/PiBEjyJEjB3369Hksx7+TJ08G0LbT8HDX9mIOONy8qf3vXIcKFCjA6NGj+f3335/Z3l7Lly9nz549jB49mgz6cbQ5o0jfl5tLoo37dpvv1rrlylG4cGEmTpyYoMCDqqr06dMHX19fvvnmG/fxeZpRdPv2w++aZA4Hv/zyCw6Hg3feeeepDIbcvHmTrl27UlpR+F/mzO49AePKKLIrPbMLFJmylxs2bMjIPn2Yu2gR/mPHJuKrSnwOh4P+/fuTO3duBg8e7H5jbBlF+oXTeHomA0WqqrJlyxY++vBD+lSvzvQJE/j333+f9LD+c0aNGsXtqCgmZsjgvkGDe+mZcYek71QjImJ+GV25wmvAV127snjxYj777LMkGvmTce3aNfz9/elaty4ZIOYJRmyznsUno8hYqmE8kU2RIuYJYXwziow9h+IqPYsro8g8s5V+nzt3qAukSZUqQVdjDh8+zIABA2jatClz5szRMt2cX+yZFIWFCxcybtw4Fi1axMsvvxyjFC0qKorTp0+zcuVKDhw4QIQ58+sZc/XqVc6ePZtovQ9UVeXTTz8lp7e31pjO+KUdW0aRuT9WXKVn8QkUmQOm+oGTufTM+B6Eh9O+fXuSJUvGzJkzATh//jzbtm2jU6dOKMZSoUTOKCIigvLAvhs3EuWAbcWKFVSrVg236UXtTsjMpWc+PtYZRWnSaNu0XemZ3hS8enX27t3r0fp14MABvIDSEHMdiS2jyKohvj5u/Xf99YD1TG42gaJXXnmFhg0bMmzYMLZv3cq8efMYOHAgr776Kh0bNtTudO1azKCDXRmA8TtOf43G/grm12486XA+lre3N40aNWLN77/jMM5S95QLCwujS5cu5MqViylTpmjHBc59Qpe8ecmWLVuil/44HA46d+6Mr68vCxcuJKX+Od2+/fBq+kMW2TX67++iZZJNMc5y+JQLCQlhzpw5VK5cmW9XrqSXlxdvO3uvPWQM3huCD7lTpaId8NPatdyz6G3iqRs3bvDpp5/SpEkT3njjDdD7fBi3Y+M2Yjed9e3bFClShHLlyjF37tx4jUFVVYa8+SaZfHzcS7f0QJFhxsm+ffuyatUqt4sDSWnv3r28XKMGQf/+y/o//qBEiRLud9DH+OABadOm5csvv2Tfvn1J3lw3KCiIadOm0bJlS623qHGbsMsoiox8uA/u27cvlStXpm+PHvz7jM2o5XA4+OSTTyhcuDAdO3Z0vfbbt63PV1Kndl+fLfbZ5p+9HjxgwIAB7Nu3L0EZbPPnz2f9+vWMGTOGHPrED3EFisyfmzHoHRpK/vz5GT9+POvXr3/qStBUVaVbt24EBgYyF/DV+0Lq7HoUGY/17DKKrJpZO0vPjD4sW5bywAdff02QuXT8KTJt0CAOHTrE+E8/da/kAdf+3viao6O1Y6T/SkbR6dOnqVy5MrVq1WLc+PHM2b6dHkOGUKBAAcaPH/9MHVTZOXbsGBuWLuXC7t1Peii2zpw5w6RJk+iaIgXlLLKD3HZYdgcM5lmtnDu1AQ0b0rVrV0aNGvXMpt5b+eabb4iKiqKfVUM64xW32DKK9Pcvth5FVlfgw8K0kydzBk98AkV64CehzaytAkXJkrkHiu7eBVUlJdC8enUWL14cr/KzyMhIunTpQsaMGfn555/x0d8Hfad/5w6KojBkyBDWrFnDP//8Q9myZamRLx+tWrWibNmypE6dmqJFi9K0aVPKly9PgfTpWbp0qcdjeFr8Pm8eJdOmJXfu3BQuXJiMGTPSs2fPR26gvGDBArZt28Yn0dGkBPf1OLYeRfHJKNKDnZ6WnsXWzNo4HuOXZ3g4mTNnplmzZvz666+EhoYyfvx4FEXh7bffdq/pjmvbsAsUGTOKoqJcv4eHUwG45XBw9RFne/z77785fPiwNg248YqiOWNHH7MnGUVBQdprMX82FgGn6tWrExkZyd69e+Mc6549eyjm7U0qq/HFllFkLj3Ts870QJEnGUUBAa71xNSjZk5gINnDw6n+yiu0b9+el19+md9++w3FWA5sPgi3yijSD8jSp9d+16/qxTYuY4masfwsXz7u3LvH3mdo3/Ppp59y6tQppk+fTlr9O8sZKEoREsKAAQNYt24dRxKh3Ek3c+ZMdu7cyaRJk8iZM6f7MYax/Cwy0rX9m0+0QkPJBzQtX55p06YRZr79KbRp0yZKlChBhw4duH37Nr9ly8YP0dHQsqVHAVJCQhgMBIeHP1JwbMqUKYSGhvL111+jREW5Gv/bHfeZgvUPOU+Cu3Tpwv79+9m5c6fHY1i0aBGbr1/ni9SpXesdxMgoAujTpw+pUqVifCJkUnkyrpo1a+Ln5cU2VaWsVa8zQ0YRwFtvvfUwYycpsz5mzZpFYGCgK7Bm/G60yyiCh5+ft7c3Mz74gKCgIFo1bPhMXVD77bffOHbsGCNHjtSOEY3H1cbtRX9N5mMXDwJF3L9Px44dyZgxI19//XW8xnfz5k3ef/99KlasSK9evVw3xDejyHis5/zcevXqRcWKFRk8eDD3jbOCPmHTp09n5cqVjBs9mpKqql2cMe4rYis98/bWzm+sAkWx9SgyVTN4nTnDJODa3buMfYSsoqtXr9K3b1+KFStGmjRpyJIlCzULFeLTLl0euUfqlStXGDp1KnWBN0uVcr8xOtpyn+f2mhPgmQoUrVmzhnLlynHhwgWmT5/O/X37CAAOd+1K3bp1GTp0KM2bN+eB8cDrGXLq1Cnq169PqVKlqN+yJYWqVKFXr15PZXnMoEGDSJEiBaMVRdtpmptuWjQOBdwPDGwCRUpoKJMnT6ZEiRJ06tSJm8YvqWfU5cuXmTx5Mh07dqSA8SqzfiBg7CHkcMScNSmu0jPjibNdoChFCvfATHS0e4NVT0vP4sooMpekWZWNgOs2487aUCPermpVAgICWLduHZ766quvHqbAu81SpO8T7tx5uKhBgwacO3eOTwsWJPraNY4ePUrOnDnp27cvs2fPZufOnfgXKkRGh4OWLVvSs2dPy6BVWFgYEyZMoFy5cmTPnp0eNWvy7/nzHo85sUVHR9OvXz9eb98e9cEDvu7Rg9mzZ9O+fXtmz55NmVKlWJvAE4MHDx4wcOBAypUoQXd93dXfk/DwmBkUxtutAkVWs57FJ6PIrieXXbNj48Gwc5t79913uX37NqWKFWPatGkMGDBAq/mOjPS8R5G59MwcWDJvv86MIoB9jzjLz8qVKwFo2rSp/UlheLirlMyTHkXBwdp+wbzcIqOoWrVqAHFeNXU4HOzYsYPq+meXmKVnds2sjcGvwEDIlk372dSANPOuXWwGvvX1Zdq0aaxZs4Y0adK4v1fG8rOoKNc+xWpWP33fo59QmA/U7E46DAe0DXLmxAv4/RkJFK1YsYIJEybQs2dPrZ+GTl8nHzyge/fu+Drf48SgqirffPMNL730khbcBftAkfGkyCJQBPB+pUrcvn0b/0TqHZZUDh8+TMOGDUmWLBnr1q3jwoULvOnjo/UGunLF7XvO7XUbT5hCQigNNMybl0mTJiUoOBYWFsaUKVN4/fXXKVSoEFy65No3e9LTxXgf50lw586dSZ8+Pd962C/q/v37DBo0iDJeXnTXj010FidNGTNmpGfFivgvW8YxD5vwx5eqqowdO5bWrVtTtmxZdtWsSXEAc++h6GjX9u8cq4+PD8OHD2f//v1JdqE0OjqaiRMnUrlyZV5++WVtYWyBImNJluGzLJE9Oz8D286epVu3bs9Eu4jIyEhGjBhBmTJlaN26tbbQuH4aX6sxi8W4rhrPyezKuu/ff5jBtnz5cnZ7eOFfVVV6Os9jZ86cibdxnX6UjCLnfby8vPj+++/598YNxuiv/wk7c+YMAwYMoH79+rz/zjuuG4xZRZGR2jmGr2/MQFHKlDGPHeJqZm2eOAPg9GmqAh2qVuWrr77ifAKO42cOH06RfPmYNm0aBQoUoHv37rRs2ZLwixcZPXu2dmG6Rg0WL15MlHlmyDjoZYMOh4PpgGIuiTceS5gy2IHnP6No9aRJNG/WjKJFi3LkyBGt0WRUFApQ2suL5cuX88MPP7BmzRoaNWr0THUuB1i3bh2VK1d+2Bh6c5kyvJcqFdOnT+f1119/qoJFf/zxB6tWreLTTz4hm74BmtMEjYEiu4MEc4NQvcFaaCgpU6bE39+fgIAAunbt+lTW08bHxx9/DKA1mTRG+fUNWF9f9SvR+nJPS8+MJ1BWwRm9R5Exc8C88/B01jNzQMgugJSQjCLDl3S9QoXImDGjx2noJ3//nc8//ZQ3atSg1RtvuN+o70BNzQozZMjA5+nTs93Xl9OnT7N69WrGjx9Px44dqVKlCm3Dw9mXPj3Dhg1j2rRp1KhRg8uXLz/8+zVr1lCyZEmGDBlCypQpqVmuHL/+9RdN6td/7NPcgvZF0qVLFyZNmkS/evU4AAxs0ICOHTvy008/cfjwYXJFR9Pk3XdZtWpVvB9/wIABXL9+nR+6dePh4Yt+oKSfEKZLZ9+jyNPSM7vMoYQ2s7bJKAKoXbs2ixYu5NqlS9TNk8fVv8JqOnO7HkXGYJjx/saDFXDrj1QGtIbWj9izZfny5RQrVkw7UbMLFEVEuPYtnsx6FhJiffBlkVGUMWNGSpQoEWdD6yNHjnD//n1qGMdkfNxHKT0z77vsSs8yZNBek8XFi7ze3vR3OLTGrvo+0fheGffb+sm3l5d103BzoMhceuZBRlFGLy+qAquT6GQ2Ma1btYoOLVpQLl8+/ve//7nfaMiYyJgxI61atWLOnDmJcoz2xx9/cPLkSQYMGOAqf9ffwwwZwFheZLdtGH6vkyYNJUqUYNKkSU/tMUdUZCTvdO1KxowZ2blzJ/Xr18fLy0t7DXqA1Pj6jK/b+J3k/HlIoUL8+++//Prrr/Eei7+/P7du3aJ///7aAr3sLEMG6xNoHx/rjKLUqR9+96dOnZoe77zD4kWLOO9B/5s+ffrwzz//MCU6Gm/zhRyrq+vAh2XKkA54r0ePRP+c9SbJH374Ie3atWPTpk1k1Y+JzFmXxhM7Q0CvQ4cO5M6dmy+++CJJ1sPlY8Zw7tw5BnTu7FoYW+mZRUYRACEhtANGvvgiv/76K3379n1qtxvdrOHDOX/+PF988YW23UDsgSIfn5jNrD3JKHJudwMHDiRr1qx8MHCgR+/NuE8/ZdnOnYyuU8e9TDE01HqmNVV1bUceZBQBVCxblvbApI0buW41UcNjFB4ezttvv02KFCmYNWsWXsb32ThLZkSE9t1tPibRA0Xmi1r6z2nSaPfR33vjMYK5P+qpUwB82awZyZIli/cMhN988w1dv/ySqlFRnDpwgFWrVvHNN98wdepUdnl5caNmTb755huuXr1Kq1atKFasGP7+/h4HWD/++GPWr1/P/+rWJR/E7J1ovChgFcx8ngNFx48fp83AgZTy8mLDhg1aejG4vgScJ3+9e/fmt99+Y9euXbRq1eqZSYVctWoVr7/+Onnz5uXAgQMMHjyYmqrKxOhofv31V/766y9atWoV7+hjUggLC+O9996jUKFC9O3e3XWDp4Gi8HDImlX72ZhRFB4eo2FeqVKlmDBhAr///jvfmxt2JbFoh4M/V6+mb9++tGvXjt69ezNr1ixOnjwZ76smK1eu5Ndff2XgwIFaLbhx561vwPp7pJ/M6cvjChTpwRzzCZS5VMOYUWQofwHssyDsAkWe9igy3998cm/VzNoQyEkWFsbbb7/NkiVLuGHOPjNxOBy807UrqaKimLx1K2zZ4n4HQ+lZDLduafsS8/YVHQ3Xr5MsKIixY8eydOlSTp8+TfHixWlVoQJVypTh1VdfxcfHh/Xr17N9+3bmjxjBb8C+v/+mT58+sY45senND3/55RdGjRrFt/Xr4wtuJ6JFihRh60sv8ZKi8MYbb7B+/XqPH3/hwoXMmDGD4cOHU1k/cQfXeqR/SWXJon3G+nqg325uNqhns9g1s/bxSfxAkc2VwDdq1uQSsKZuXS0VXZ+2Ob49isz3N6Y/g1ugKCVQAth//DgJdefOHTZv3qyVnYH7SaE5gKHvW8xX16x6FNllGoWHu4IwhveyRoUK7Ni8GUcs31F6IOlhoOhRSs/MAXHz+60Hv8yBonTptM/OqhQmY0a3htKAfUaR/v2WNat1hkTGjNr/+rbnaUaR8bGCg3kNOPD330/8YN7O4cOHeeedd2jcrBl5oqNZ6uVFCmNze3DtF5zvRffu3QkMDGTRokWP/Pzf9e5NjtSp3Wde1N/DnDndD5z1bUNRbDOKlBs36NevH4cOHeKvv/565PElhV8GD2b/gQN8N26ce9ZsWJhrP2PctuwyqZzrdm0vL8qVK8dXX30V72ObxYsXkz9/fmrXrq0t0L9fc+e2DhRlyGC9veTKpf2t8/n71qpFClWlX7t2qLGU7UyfPp05c+YwokMHXjY+j87Uo0iXCRgDbDl+/GF/usTyUZ8+TJ06lSFDhjB37lxSpEjhGpc5UGQMEhs+p+TJk/PBBx+wffv2RF8Po6OjGTFhAoWAN4ylKwnIKNJ//vjOHQYNHMj333/Phx9+mKjjTUxhYWGMnDqVKsBrr77qusH4mowXE8PDrYMT+j5bD9BaPY7z80yTJg2f9+rF1h07mB5HueOcOXMY/sUXtAMGmr9LjeOyqtJIlkz7XjJuw6YeRcbxfwZERkczZsyYWMeUlKKjo+nSpQt79+5l+vTpMUuHrQJF5mOS2AJFPj5a8Dw62v3iu9VxZ2QkODOIcvr68sknn7By5UrWrFnj0WuZPXs2gwYNonWePPwO5NUb6utjj4wky717DBgwgHPnzrF48WL8/Px46623KFewIKtnzIg1kPjNN9/w5Zdf0qNHD7rnz68tjC1QZJVR9Lw2sw4ICKBFixakURSWp0tHBj19HmIEigBatWrFjz/+yJo1a+jcvj3RT3nPojVr1vDGG29QunRptmzZogUSQCvlCg3lrZYt+fHHH1m7di2DBg16soMFxjivRPzwww8kN+7IzIEi4xeNOeKeNat2sG48+beJfL/33ns0zpSJIf/7H2fOnEmcFxGHmzdv8mr58tR57TVmzJjB/v378ff3p0uXLhQvXpzMqVLRpEkTxo0bx/bt22PtoXPhwgW6dOlC2bJlGTFihLYwtkCRfqBnzijSN/C4MopiKz3TexTZndzGd9YzT5tZ25WeWTWzNh6QBAXRp08fIiMj4yxVmDx5Mjtv3uR/QHZwL4WMinKtg3aBIrCfMSIkBBwOmjdvzr59+3iraVN27d+P95EjfNWiBUeOHKFevXoPH6MZMLhiRWbOnPnI9cjx8fHHHzN16lSGDRvGxx9/jKK/VlMdetrwcNaqKkULFqRZs2YeTW1+8OBBunTpQuXKlbUm8/qVY3Ctq/qJmP4Fqa+7nvQospsSPb49iuxKz2LJKALg/HmyAMnMASG7wI9V6VmyZK7t0S5QpD+/832o6OXF7n//TXDK/ooVK3A4HFoTWYi99MycUaRP2W7OKHI4tECZXaBID4IY3staisL9sDD2rFhhO9Zt27bxYtasvGh8LOPPekZRbKVnnjaztgp+BQRo74E5UKT/rL8uixMhwD5QZJwtyC6jyBwoMjcON2fDAAQHo5/KeHqw+rjs3LmTmjVrUrZsWX777Td6t2vHTuDF8+fh99/d76yvk8790CuvvELhwoWZPn36I40hMDCQ9X//zdtp05LcGJzS38N06az7p2XKZBso4vp13n77bTJlyhQzM+opMXvlSooCrcuXdy1UVe01WAWK7DKKnNuvcusWAwcO5MyZM/z5558ejyMsLIxNmzbx6quvxszmMr/3xkCRVUbRCy9o27bzuDFX2rSMAn4HFthkOi1atIhevXrRsGFDPtTfC4cjZq81iDkDUGgo3YBafn706dOHQ4cOefy6Y7NiyhTGTplCj8aN+fLLL13vi76vPHjQff9m/G42tczo1q0bWdOm5YuuXRNlbLpFP//M0fv3GQH4GPdDcQWK9H2w1ToUHMyEXr3o2bMnX3755RMNPsTmxx9/5GpQEGPQxvyQcX9gziiy+l7S/zZjRvteXIbtrnvFijQE3hs7li3mi5hoE6iMGTOGDh06UKtiRWYAyo4d7t8TxnFZfX9lz67tB4zr0T//uI5VjH8TFEQBoGumTEybNi3OC7FJ4f79+3SsWRN/f3/GjB5Ny5YtY47TGCjSjxftAkVWgZ9kyVxZlvp6axcounDB7XhuwIABFC5cmH79+sXZJ3Xjxo1069aNunXrMqdQIZKD+wUg/TNxTrrl7e1Ny5YtOXjwIHN/+YUHFy/yWrduvPLKKzFK+B88eECfPn0YNGgQrVq14rvvvnM9nt1kDeC+z3ueS88cDgft27fn4sWLLPL2Jpf5y90iUATaFasvP/4Y/0WL+EBf+Z5Cf0yZQotmzShRogTr1q0jvX4gD64d9b17dO/enQEDBjBp0iR+/PHHJzJW0Hooffnll7z99tvaibFxRbTKKNJPGM0HBilSaFkHxh2fTeRbURR+ypEDX7Qmh0ndrPz06dNUrFiRzceOMRG4tXcvZ86c4e7du5w4cYIZ6dPTMmNGzp49y7Bhw6hevTrp0qXjlezZGfPJJxw5cgRVVVFVlQ1z5lC1QgWio6Px9/fHVz+JvHbNtfPWd0Dm0jNzRpH5BMNutidPSs/MGUXxmfUstmbWVplDj1B6RlAQhQsXplGjRkyZMsV2Z33hwgU+/PBDXs2albetSkaM66lpX0FIiOu+5oMj44mhc6dfqFAhpn3yCVeB7cCgixfdT1KcJ5DDixQhffr0fPTRR5ZjTmxff/01Y8aMoXv37q6DNP21mnu2hYSQEVg/fjx58uThtddeY9++fbaPfe7wYV6vWpWMadKwdOlSkiVL5h4oMmcU6du9/uVkzFzzpPTMmImWWBlFVj2KjOuTeaYeu1Kh2DKKfH1jbnexlJ4B1EifnnsOBydOnCAhFi9eTJ48eSivnyjF1hvO3KNIH6P54MuYlWNVepYunRbYMGxXjfLmJRmwzKbfkqqqbN26lRoFCrgWWpWexRY0NI45rmbWVgeUnmQUGX83vleKYh0o0nsemUsN9ceyKz0zvvYHD1yBJdNzl0KbnWpFLAG4x0lVVYa/9hpVq1bl3LlzfPXVV1y9epXJH3xAKv1O333n/kemjCJFUejWrRvbtm1L8HoPsHbtWiKBZuYMprAwbX1Jlco6YJItm32Pj+vXSZkyJb169WL58uVcMJ6oPAUuX77MXxcv0h5cFwJA2y6ioxMUKOLmTVq2bEn69OmZMWOGx2P566+/CA0NpVGjRq6FxuzR+GQUZcmi/a9/V4WF0ReoBHQ+epTfDcHH8LAwPu/ZkzZt2lClShUWL16Mz9mzrsc0Pr7h8TAeO4aG4g3MDwkhU4YMNGnS5JE/64CAAHp/9BGlgcnNmrnPBBwSou2PIiLcyyGNgSLTBZ2UKVIwyMeHDRcuxPr9HB+hoaEMHzaM4kBbbYHxRu1/X1/r0rMXXnC/n+ln5fBhfvjhB9q3b89HH32kndA+RQIDAxk9ejR1M2emNthXPRiPEe3KnfT9ujnobGpmrfOOiMAfyJs+PfXq1WPEiBGcOHGCs8eOMXPKFCpWrMhHH31E27ZtWfvtt9okIcHB7j3W9GNj8/5LH7s+M5rxs7t6FfTvXFNGEcAHikJkZCTff/89SeXOnTvs3r2b1TNmMGf2bCZNmkTfvn0pVKgQ/tu3MxIY1qWL6w/im1FkVS0BruNL/YK3VaDIeH/jpCJhYSRPnpzvvvuOs2fPMmrUKNvXd/ToUVq2bEnRokVZvHgxyfXPyRgo0n++dcst48vLy4u3KlXiJPBDpUqcO3eOGjVqULx4cTq3a8ebZcuSJ08epkyZQv/+/fH399fON/R1yy6jyMfHOqPoeWxm/dlnn7F69WomjR5NtfBwbcMxpmbpXwLGk0unIZUq8T7wzYoVTzS4Ysff358m771HUYeD9WvWkFE/sATtQ9UPwp0b/YQJE3j11Vd577332LRp02Mfr6qq9OzZk9SpU7s6+BtXRKtAkb7jMu9IfX21jde43BgoMqUJ5wwO5jtfX3bs2MHEiRMTNPZr588TZDxgsrBv3z6qV69OWFgY25s2pS/g59yReHl5UaxYMbo6HPyUNSunTp3i5s2bLF26lPdee42Qf//loy++oEyZMmTMmJHMmTNTv0MHUty7x/boaIrqAYzQUO0zzZdP+92u9MycUWTuiRIVpZ286CdKds2sjSfO5mbWsQWKvLxiXq03B37MJWZ2GUV2gSK7ZtZp0mjLnTvXQYMGcePGDSZNmoSZPqWmj48PUwsWRLEKThoDJeaMIuO+w3xwZIzWGx9DXz+NKeU658FHhqAghg4dyu+//55oB3lWVFVl1ODBDB48mNatW7umpAb7QJFz35L1wQM2bNhA5syZadCggWVm0eHDh3mlVi0iwsL4vUcP1zSt5865rtSYexSZA0VhYdrnmTJl3LOeqWrszaztlptnPbMrBbNoZg08TDmOESjytJm1HuiwC1yYM4qcz/OK8wQpIeUFgYGBrFu3jlatWrk+88BAV9DMLqPIeMAEMTOKzIFcc0ZRihTa+2J4L9OpKrWA5TYZCYcPH+bGjRvU0svG/fxiNoG2OiC3y5CMrcm1/po8DRQZe9qA+zqi//zii9aBouzZ3R9Df036NmDOKLKa9SwoyHV/U0aRAjTPlo0//vjjqehTOGTIEL5cvZpuqVJx+vRpBg0apGV5Gy90XLrk/kemWZ0AOnXqRLJkyfjpp58SPJbly5eTBahiFfRJkSJmFoD+/Nmyue+3HQ7X5+Es8Xv33Xfx9vZ+6k529Smt3wL37zL9PTBfaALtdev7H4vSM27eJGWKFA/LvO+ZvwdtrFmzBl9fX1fZmfHx7QJF5vJOc0mEYWIEH+D3dOkonjIlr7/+OvXq1aNDhw7ky5aNz6ZN4+0GDVi/fj2pUqWKcZL3kNX3tj4eHx+yAr/37UtISAi1a9fmnPECSDwNGTKEGwEB/IxWNu8mJASKFNF+Nh4rG8dn/p4+cIBed++SHh5pBiajsWPHcuHOHb7z8dF6DFrt63LmdM/Idji0dS1PHu13q2AjwMGDeHl5MWvWLJo1a0b//v3Z/Ij99xLTqFGjuHPnDuNz59YW2AVQjceEcZWemQNFxscxPn5ICBmAXY0a0bJlS0aOHEmJEiUoXKoUXd99l6CgIBYuXMi8efPwNQY0jdlH+vFc7tzW31/6sZkxAHb9OuhlShaBooJ37tCsaVOmTJmSqH19Q0JCGDduHEWKFCFz5sxUqVKF17p1o0PnzvTr14+pU6dSvXp1trVsySeAYpUo4OsbM6MoPqVnERHuWd7Gi+/68YHxM3X2JzKWJjdo0IAuXbowZswY1ltMKnH8+HHq1atH6tSpWb16NenSpXuYNWQZKHI4Yk78dPw4yYHeOXNy7tw5Jk+eTM6cOflz/Xp2HT5Mk9Kl2blzJ99++61rFmd9X2EXKMqe/b+RUbRkyRK++OILunbtSq9atbSFDkfMK3GgvfGmTBPl4EG+AV4tVIj33nvvqZlmPSoqiqFDh/LWW2/xcrp0bI6OJlNsZVvOn729vfH396do0aK0atWKMydPPr5BA1MHDOCvv/5i/BdfkFXvMaSviMmTw8WLrjtHRmq36Tsuq4wic9NSvZG1zcl3+9BQmjZpwkcffcQpfYOOw+XLl+nbty+ZMmUiV8GCpEmfnhIlSjB+/PgYqZYrV66kdu3apE6dmm3btlFeD3YYr/I4HNo65/wiyZIlC82bN+erdu3YB1wbMoQZM2bw1ltv8cYbb/BryZIcB4oFBrreH/3gLlcu1/thfI/sMoqsAkV2J0pWGUX6TtbT0jP95NG4XA/82GUUWfUo8vKKf+lZlizaDs25c61Xrx5NmjRh5MiRMXp1fPvtt/z5559MmDCBF6Kjra/MG3fY5oyi2AJFxp2w1QFn5swxgpoPH+PuXd59911Sp06dZCcbN27coFnt2nz69dd0rF+fefPmuc+QEUegiL//JleuXFqzzaxZqVevHp8PG8a1S5e4fPkyI0eOpFKlShAWxmaglDGYfe2a6wBEX4/059E/A2NGkTFIaWwqaA4U6euOvg5bBRftAkiKYl8+GVfpWVwZReYArTmTz3jwYXw+/XH0HmOm0rO8WbLwAgkLFK0cPZrIyEhaVazoWmic2ctc2pUypTZufQx2ZVpxZRT5+mrvi/FAJCSEZsDpa9cs98+LFy/Gy8uLZlmzauPIlMm+9CwxmllbBYpCQrRx22UU6YEiqxOhAgVizygyzvwH8Z/1TM+oMAWKAFr4+REWFvbEj2F+++03vvrqK95Nl45piuJq+A2x7xP179DQ0IfbS9asWWlWpgyzJ04kJAGzmkZGRrJ69WpeB7zNF4CMgSKrzJrs2a0//1SptH1mRAQ5c+bkzTffZMaMGU/VFNILFizg5cyZyQ/WPUusAkLGfYJVNkhEBNy/zzvvvEN4eDi/edBAGmDtzJnULFwYP+OU78ZxWE1ooG9j5sCqRaAIIHPGjPyZPz8jR47kypUrbNu8mbLBwawFZvfs6Xru06dd5Zt2F4mM+6vQUC34C5RJkYL169cTHBxMtWrVOGjM4vDQpk2bmD59OoPz59dms7TI4n24T7DJOjFnFLFgAWmB9xSFJUuWcPIRj/mPHDnCuHHjeCtLFuroAW6rfV2uXO7HQnfvat/LelsMq3UoTx44dgzQZm2bM2cOhQoVol3Tptwyn988AadPn2bixIl07dqVcvp3iFX2bcqU1qVn5u9BT0rPLGYbzHjjBvPnz+fcuXPMnDmTX0uXZq+vL2dOn3Zd8NHfU0VxDxTp4zL3/zKWnoH7ZxccbP3doq+f0dEM6tKFO3fuMHv2bBLDsfXrqVCqFMOGDSN79uxMmDCBFdOmsRM43a0bt2/fJiQkhMWLF/Oyvt3r53/GcRYp4n5eqQd+7DKK7ErPrI4R9GOb6GjXMcW5c9p7pTe/dpo8eTLF06enZatWLF68+GHFyG+//MIrZcrgHRXFpk2byJ07t/Z4VhlFxv2B+ftOz6p98IBUqVLRp08fNmzYwKXPP+cSMDtNGipXruz+N3alZ/o6lyOHdT9O4746Hp7KQNGJEyfo1KkTlSpV4vvvv0cxXqGyevNVNeZJ3oED+AC/NWxIiRIlaN26daLVISfUtWvXqFOnDuPHj6dXr178Ubgw6QE2bHC/ozHiaHhdadOmZeXKlXgHB1O3XDn2mKfaTCKHDh2i/+TJNAS61q/vukH/YilaVLtKop8AGg/IIOasZ1YnBFevagcXWbK43z86GgICUICp48bh5+dHmzZtYr26GhkZybhx4yhatCg//vgjjRs04DtgVKlSZMyYkaFDh/LCCy9Qp04d3nv3Xeq8+CJNmzYlf/78bN++XZs9SI8KG3f2+rp386Z7ZptzeY5//qFr1658//33TJs2jbfTpSOV+eq++YDOrvQsrowiPYvH7gTKKlBkbh4dWzNrq5MzT5tZGwNIdrOkgX3pmSlQBFojt4iICFq1asUD53a/cuVKPvjgA1q0aEH37t3dD8bsAkWJkVGkP7bVSZF+8HH3LmnTpqVTp0789ttv3EzAyZAdVVXx9/enRIkSrN+5k6+BmcWKua426PQTCfMBqL7tOPerefPmZefGjTT18uKzcePIlTcvefLkYcSIEbzWsCGH0Zoux9iOzUFN89VhY48i/WDLuFxfz4xf8ObMIU97FJmX6wFT80GCMbjtSaDIKqMotgwXu8CF/p6YyvGUDBl4BS1QFN/ZYhbPn08uoJJ+IAj2U8DrgRg/v7gzimILtuifpSmjiNBQmjp/XLhwYcyxLl5MzZo1yRIUpPX1Me//Y2tmbdzn2AXKPWlmrWctxadHUUiI9jcvvOA+S6excbs+fv05wHVCHFfpmaq6B4qMz+1cV2tERJApUyaWWlzRfFyuXLlC7969qVKlChODg1GCgtwvzunbVaZMMS/0GAM5hv1ovwIFuBsdzc/dusV7PNu3bycwMJAmoD2f+cQptkCRXemGHvh2fvf379+fBw8ePHIvpcRy/fp1Dh48SFN9PY0tUGR+3VaBIuP2e/MmZcuWpUiRIiyxKR81CggI4FRgIDXNDXeNgR+70jPjeM2BdHO5crp0pI2I4JNPPuH06dNcbNaM1Q4HDQHFuM1dvuwqsTGfEOvZn+aMIv1YISSEcuXKsW3bNnx9falZsyab/f3jfA90ISEhdO/enYIFC/KZvr8xHnPoz211bKJvDz4+7t/TqgoLFgDQV1VJmTKlazbOBAgJCaFdu3ZkyJCBb7Nls24LEVugCKxLz/S/yZ3bbTtPnTo1C4YN486DB3xgnFntCXA4HHTu3Jk0adIwevRo1zGaVenZiy96Xnrm5xezMsKYUWfKKAIeHnMVKFCAzp0783b69FQID0cxHofq982Txz078+5dLXhkDnTbZRRFR2vfk+ayd338TtVy56ZSpUp8++23Ce6VqDtz5gy1mzTh3qVLrFu3ji1btjB48GCaVKxIFaBwaCiZMmVyXdDUvzesAkXZsrlXEdmVnhkDSHp/RXC/OA5xX9QLCtLeK9Nn6ufnxx+ZM1PC25tWrVqRN29ecuTIQbtOnSjgcPBX164U0bMF79xxfS8az1GN+wP93FJnCBS50X9fs8a9ny+49hUBAe77NWOgyKr0TD8fjaenLlB0584dmjdvjp+fH4sXL9ZmDDBGpI1vvvGNNWcKHDgAQJqwMFatWkX69Olp0KABp40pqo/R4l9+oUyZMuzfv585c+YwZcoUUuivxTzzkEVGkS7fzZusj4jAJyqK6tWr8+GHHyZpSvr9+/dp06YNmXx8+BXwMq7w+vMWKaL9rO+g9DFblZ4ZM4qMy69d076gUqaM+UXq3PCzJ0+Ov78/x48fp2PHjkSapzYEdq9aRfmiRRk2bBiNGjXi3LlzzJ00ifeAj/382Lp1K6dOnWLw4MEEBgby688/8++VK3xZqxZ79+51zainb5hWs6ZERloHkMxXfEJDY5582B3QJTSjyK53R2wnsnHN1KRnFFk9tic9iswZRYqi/W/Vo8iq9MwiUFSwYEHmzZvH7t27KV++PE1KlaJp06aUKVOGX3/9VbsSExJifbKnP06WLDEDRcYATmJkFOnbgPN53nvvPSIiIhLtZOPu3bu0bt2at956i0KFCnFw7FgGAl5Ws5dZZRSpqltGkS5DZCQLw8I4AEzOnp1vv/2W06dPs6RjR7Lo66z+nuqlGuZ12Jzeas4o0gNF+nKrWc+M60Z8ehTpQVO7wI25R5F5+ma70jOrZtZ225fx4MMcdDEHCAy9i15BOwmMT9nDg4AA1ly+zBuAl3E/GhAQM1DkcGj/kifX9iNx9SiKq/RMDxSZrtDnBhrkyMGUKVPcZhw9efIkJ0+e1BpuBwVp64e5LMjTZtbmzEm799v8mvRZ+KwCRbH1KAoN1V5rqlTWTXjN24A5Q8Ic8DevT6Gh2risSs+cn5PP7ds0adKElStXxtlUMylER0fTqVMnIiMjmfPVV/jo77XxWEBfp6wCRTYNe6unT0814KvffyfSapKBWKxbtw5vb2/q6gvMTdz1/Y05YJIihassSj+h0N9zPVDkDAhWqFCBunXrMmHChEQty0iotWvXAtBYP9i3Kj0zr4/R0dp7HlsGCTz8HmzRogWbN2+Os/zswK5dAJQ3n9zogeQUKdzfY7usPbuMImMpnXGbuH3bdbKjP0ZQkPY8VsebxtduyoAkXTptH+J8H4oWLcqOHTt4IUUKGr71FkucgZq4fPrpp1y4cIGfJk0i5eXLruc1iiujKGdO978JCtK+n3PnJgvQo0MH5s6dyyVzWacHVFWld+/enDhxgl9++YWsERGu/Y05eAbacbhxFti49o/Jk2ufn2kbKZ0qFR8As7dseaIzCI4bN45du3bx/fffky1bNte+wqr0LHdu+9Iz475E/x7T13Pz42TLZplRxOXL7rOS6ftQY+aMfl+r/kd62bdVoEiv9NCfVx+X1Wynhn23cuMGgwYN4uzZs6xcuZKECggI0PqVORxsSZmS+sakArsMGH0cVoEiq4l99ECRqrqO/eLKHIoto8j4+PpnbXEhKdeFC2xJkYIpU6ZQpUoVGjRowOw332QnUFA/NwP3IFACMorc6L87HGDO8nzwwDV+4wUsfZ3OmtW69Mzcz89DT1Wg6Obff1PnlVe4fPkyixYt4gU9gm0XKDJuiMZA0a1brhXvwQNy5879cBroV155hYPOL7nH4d69e7zdqBGtOnUiT5Ys7Nu3j/bt2z8cGwA7dri/LpuMIgBGjaIssD9jRtq1a8fYsWMpWrRookw1a6aqKj169OD8+fP8lioVWcB6+j19B6XviPSTZavSM7uMouBg7cvGHCgyBc0aNGjAN998w5IlS2hUsSInDh4kOjqaY8eO0bNnT15u0oS7Fy+ybOlSlixZos0ip4/ZWe9apEgRvvzyS/b/8guB0dEcB4aWLu1qSqyq1hlFxp+NXyb6Z3fqlPuXgDFwEVdGUVyznsVVembOpLA7kTUGZuyaVtudDNtlFNn1KNKXg3UZkV1GUebMMQJFAG+88QbLly8np68v+48dY2izZmzZskXrUQDa+62fhFp9KebJE7/Ss3/+cX3J2AWKQkPds8sMGUWgHXzWr1+fH374wTKwGR+3b9+mTp06rFixgrFjx7Jt2zaK6gfYJ0+6f9lGRblej3HskZGuz8F40Ol8TS+lSEGfFCno378/hQsXhv37tc/J+J7anSTbBYr0bV5/L2ObpjS+mUOxLbfKODEGivRtMTDQtR540szak5455tIzc6DIcBBXS/uJDebM0lisnjSJcKCV8TXpr8VcDmW8mmTMBPIkoyi20jOL/hYDs2Xj+vXrbuUrP/74I15eXrRo0cLVTyC2jCJPSs88bWZt7oWSkIwiP7+Yf2Ns2mt8DPOJr3lc+n5cH48xiG18HHB9r9y9S9vWrQkMDGT16tU8bnp578SJEylgvMHqirkeKDLuE+/fd723xu/Q4GCGeXlxKTqaX4cOjdeY1q9fz8tFi5JWX2CeZdUuo0jvUQUxv3v1i0SGTIMRI0bw77//Mu2HH+I1Pl20w8Gv335LqVKlyJkzJ3Xq1GGveYp0D61du5YcOXJQWl93rDKKzBea9CCKVZah/n0JD09emjdvTlRUlFvzaCv7d+wAoPyNG+7f38bjO3APiELM4yFzFqpFRlGMoK55O7XLVnI4tNeov3Zz6ZmfX4zMyBdeeIGtDRtSDmjdrh0zZ86M9X3Qe4f06tWLmlYzMuvvQVSU9f5Fv1+uXNbH1s5j6EEdO6IoSoKyisaNG8cvv/zCiBEjaNCggfbYcWUUgWs7iKuHW8qUMTNMAf79l4+APGnT8v777yf5RDRWFi1axMcff0zbtm1p27atdmxqzMbQOXtWkT2756VneqDI6rvEGJAC95JzY3aIvk4aA0VWxyj6Y6dIYf+csV208PKKMevZQ9ev07JlS/LkyfNIMz3279+fy5cvsyJnTgoHBblfYNLfc3OgSH/9eoDV+Hr071bjcYxV4Md4wdG43NNAkfFYTQ9yG7eLEyfA4cA3JIRePXsyf/58fvnlFzo6HFqfL+N+xS5QZJdR5HC4eiOZA0VBQdr+PEMG915NoL2fhQppPxsvaN+/r62X5sDt8xIoWrVqFS+VLMnZEydYNXAgNWrUcN1o3Ig8ySjSa4y9vB6uoEWKFOGvv/4iRWQkNapW5efvvot3qn98/fHHH5QqVYrf1q3jM2Dnp59SrFgx1x3u39eaGkdGPsyAAuwDRbdva1PPJk9OxqAgZs+ezfbt28mSJQutW7emT/v2RJib6D2CqVOnMn/+fL4YPpwa+pisvszMV0r0z0UPINllFJnTxfUm13bTdDp/7tevH7MnTGDb4cOUKFeOZMmSUapUKWbOnMl7hQpxQlVpVqeO6+/0HfatW+7rzObNrp2GeaPWdxSeBIr0vw0JiTl7mznd2HyCoW/Acc16ZlUCE1tJht1y48mTMaPAfKJo7FFkLj2zalpt1aNILz0D9zKi2JpZ37unvWcWgSKA1157jc0NG3IN+LJxY9LoB5j6e6inA1sdjOXN66q319265ZoZwdxk7to1Vzq7XaAI3Ndv48GV8359+/bl2rVrj1Q6Eh4eTuPChTl9/DirVq1i2LBhWqmZcZ1ct8718717rpM108kZoL1mY7moXZaUfjJhLFmK68DEKqPIrvRM/8LWZ+2x618VW4mZfn/zcqtAQkiIttxYGqFnE/n4xD3boF3/rrhKz8yPYzgRKgzkz5MnXkGABXPnkg2oCu77lvDwmCeF+nPZlZ7F1qMotowii6vRDcLCKFGiBKNHjyYwMJBTp07xww8/0KNHDy1bUw8UmQNCsZWexbY/s0ortxq7/n9sGUWxnQhZBba8vWM2dNfHnjKllklpziDTr07r49H3K7EFioC6ZcqQPXt2frWZKjypHDlyhA8//JDmzZvTtWtX94t2doEiVY3ZRFq/6GfqGfNatmxUAT5euJAgi/29ldu3b7N//34aGI+lzP1GrI4x9OCAebroWDImatSoQa0cORj30UeEmjOl4qCqKu++/jodBw7E2+Hg1Vdf5eTJk1SuXDles4uB1tty3bp1NGrUCEV/rZ70KDKW25leGyEh2nciPAwUVaxYkRw5csT5XbV/3z5eBDJHRbmvE8bjO/134/N6mlEUn0CROZBhzDQyvnZzoEgPcJgy8jPdv88GtG2ua9eutpPh3Lt3j3bt2vHiiy9qARxnj54Yxy7m42TjZ3D/vrY/yJzZOgPFeQydO00aunXrxrRp0zzu0QnaMfzw4cN58803GTFihOt9sAuK+/i49kX6sXdsmSk2ATcAbt7ED5hQtixHjhxh1qxZHo/bSmBgILN//JGuZcrQrk0bBg0ahL+/P/+aS3nQtr3J48fTvnVrqpYowc8//6xlnRsqFGLsM1Km1N4X4zlHbKVnqVLFrIzQf86SxfrzBPcLdFaBIuO2Yn5sPZDhcLi+8+I6HtPPq+x6d12/jo+PDz179mTz5s2cOXOG+Fq9ejWzZ89m+PDhvKyv+8aMR+MsXcbz7thKz8wXzY2lZ2AfEDLe35NMI/Nxqrmc8MgR7X9zj+Tdu91fA7gHAT0JFF24oD1v2rTWGUVp0sTcn0RHa78XLar9bgy+6RMX6D0kjWV78GwHik6ePEmTJk3I4OXFNqDe2LGuDwe0LyJ9pTGnc+lppcYvTb0XUZkybhtr0aJF2dmkCZVUlXf69qVOnTrs2LEj0QNGQUFB9O7dm0aNGpE2bVp2Zc3KCCCZuQTkwQNXurNxp6LvqLy8rMvQ8uTRdsoOB1WrVmXPnj180Ls3P8ybR8fatR+5zhS0WWr69+9Pw4YNGWqc1cLqpNP8BWj3xa3fZpVRpB9gmHdoxp254b3oWKUKl4DJTZowbNgwfvzxR/755x8mvfiidpXRuDEax2zcIRsPJOyiwlalZ2CdUQSu6DBYl0IlVumZXYmZJ7MEmU+qzMvtToY9LT0zBpb0+9qd3JubWevrgU2gCAB9ZiVzuYJdoEh/nLx5tbGaP8esWbV11ar0TN8ZxxYosgtsOgNPjRs3Jn/+/I/U1Prjjz5i3717zCtSRLsqqDPO5GNsfKi/N15e1g09ixTR3iN9vxlboChlSvf31G4dNmcUGXsUWZWeWV3ZiatpdUJLz4yBIj8/9/2PfuCWP3/MK912GUWxBWKN94+r9Cx9ehTgtVdeYePGjR6djN6+fZuVZ8/Szs/PfeYaY9oxWAeKjIF4u4wi4/YZj2bWoKWxT5w4kYsXL1K3bl1a1qiBX7JkjBw50jUmPfBiV3oWGek6wEmsZtb6cyVLlvCMImM2nnG8xvfY+F4b3zvzuMwZRbFd4Qd8nCelq1at4q45oJ1EwsLCaN++PRkyZGDatGnaiVZcgSLz64iI0N5fPUvBtB9VsmfnG+D6/fseZ0ts3LgRVVVpoAc5wLNAkf6ZmQNF+v+GnjVGI1SVGxER8Z6h7ZNPPmHq2rUMBQ5MnsxPP/3EqVOnqF+/Pj179mRtPB5vz549BAQE0LhxY9dr9aRHkfH7AWKe5OsNip2BIi8vL1577TU2btwYawbI/qNHtabNEHPGMWOgSF/P4+pRZFd6Fp+MIv3YyXzBUj9HMAe27TJhbt4kFbCiY0deffVVevfuzfDhw4kyHKcEBwfTtm1b/vnnH+bPn0/atGm1Y78UKaB4cevjhdSptW3fXHqWJk3ME0X9b/TPLSiIzz//nFSpUjF48GA8MfvLL+nVqxev1q3L7NmzXTNj6tkw5ouyxjJb/XeI/Xg+jowigFY+PlStWpWPP/74YX/J+FBVlcmTJ5M/f3469+7NyiNH2Lt9Oz/88ANvvfUW2bNn56WCBenTuDFjxozhgw8+oHjx4rw/dCj1gBVvvklK/fjZuM8yl56lTGmdOWoMFOnfS7GVniVPrr1XVvtHcA8UxVZ6ljGj9UV2u/2XedvXl1tlyejPmy7dw9Klzp074+3tHe/9XGRkJAMGDKBIkSJ8MmyY64Kr8RxJ/9yDg63PIWMLFBnPhTwJFBmXx3Z/q9Iz/b2yChQZx3vtmmvMdueOVkktadK4l57p54sVKriyP41/kzq1tj1aBZ30cxNzRlHatNr2qKoxj0ue5UCRw+FgypQp7C9fnnL6RqCnoqmqdnBSsqT2u/nN16cZN35p6nXMxrIjp5yRkawHJvv4cOzIEapVq0aFChX4+eef433FyMry5cspXrw4U6dOZeDAgeyfNo0K+spjPJgJD9cOdvXyLOOKoG9ouXK5Zzno99H/xrny+fj4ML5TJ8YB83ftYtiwYY/0Gh48eECbNm3ImDEjv/zyC17Hj7tutMoosiuvsroCEVtGkV5/G0vp2UO3b5Md6JMvH6NHj6Znz55kyZLFtR4YN1jjDtuYwhccrF31zZLFPuJrl1Fk3NiDglwHRsZAkfGgxtPSM6tm1lazLJlPWOMqPbNqZh1bRpFd/yOrXkSeZBQZS8/smlnrGSXJk9sHiu7edWUMGreNqCjtPYstUKRP72ouU82SJWagKCJC+4z1JnVWB3FWJxYBAa6dsTNY4+3tTZ8+fdi2bVuCGupv3bqVr77+mt5AC/ON+lUH877COJWqVaBIvxqvH7SYA0XGTCPze2rOijMGihTFlWVh/gKOrfRMX25uZp3Q0jO7HkXBwTEDRcbP0yozxPj3njazNpY8eXvHLMUwXaV99eWXCQ0NZYsx2GfD39+fSFWli56loY9f/1/vvWEVvDAe0Nv1KHqEjCICAqj78svMmTOHI0eOkDwggFnFi2v7Zv1+cZWe6e+bPkZPMorMYzdnScVWehZbDw5joMj4XpqDDub1xtx001zOZ256a9W/JDjYVQ516xYdOnTQ+gTNmcPj0L9/f44dO8bPP//s+vzsAkXGWYAgZkauvq6aTxLSp+dlX1/eKlaMcePGebR/XLt2LenTp6eCfkILsZee6fsy82dmDjRYff63blHzxg1qAF9++SVhHmZsb9y4kdGjR/POCy8wFvByji9dunQsWrSIkilT0qF3b26bS6FtrFmzBm9vb+pXr+5a1zzpUWTOKDKXnumlDYbjmdq1axMYGMjhw4ctxxIYGMi5q1etA0Xm7dh4fKNncuq/G2+PrfTM3OsoTRptf2AXyLALFNllFFkEigBSXLrEsmXL6NmzJ19++SXly5dn+vTpzJ09m1oFC7JhwwamTp2qzQwK2jqYMaM2ZuOxiz5OfT9izuxIm1Z7TVbH1vp2FxRElixZ+OSTT/j999/jzCycM2cOXT/8kHrA4vffx9d4/BgRoZ18mo+TjBdRjO+j8bMwzsoV1/voPI5Wrl/nm2++4caNG4wfPz7WcZuFhobSrl073n//fV566SV29OrFTeDct9/y4MED9u7dy5gxY0h/5w5z163jo48+YuLEiWTOnJnZAwawCsho/NyN52Dm0jPj95K5gbL5+NsYKAoLc+93ljKl9pmaP0/92D6ujCJPSs/0343/x5VRZC49S5nSbZKGHDly0LRpU2bNmuXWYzAu06ZN48yZM0yYMIHkdlU+xvfCmAGjv/7r12P2xLK6EBmfUrL4lp7Z9SiyChTp2UReXjEDRXovSHNwR1G0i9XG80t9HcyfXzt2NX9GekaRVdApd27tdRjPRQMDtXVP/27U/+55aGZdsmRJevXqha9xSnX9TQ4M1FYcPXpmfsOyZtV2UsaVUo+YW6VzBQTgnSEDfaKiuDByJN9//z1hYWG88847vJAjB0Pq1OGicaP10JmjR2leogTNmzcnXbp0bNv2//bOPM6Oomr/T8+Smclk30MSshFCSCAhCQlbAgiyyyaCbAaQNSxuCG6gr+jvRQEFVERUVkWRTXZeRdlVIIGgEJA1QEISsu/rpH9/1Jz06XOr+vadmcxMJs/388nnTvre27e6u7q66qnnnHoO11xzDWoefzxxYeiGSWcnt8e1ZIlrVLp3T3eA5JxI59EIF18HMHXgQFx11VVFY8yzmDp1Kt555x384Q9/QK9evYD//Cd5kPvUYCuG2BwmPvtkVuhZDkfRZrXaZoOXeqC36zJroUjso/ZGLNVRtHKla3C7dk2Eojj2O4pCg+zVq11DIm4MraJXViZJofMOWLNm4H3OgTyOoqxVzEI5irSjKPS7vsFcSCh65pnkoayFEXm45hGKdAc7JBTJZwYOLHTlyLXyhaosXZqI16p8Z5xxBtq3b1+yq2jjxo04//zzsX3PnrgKKMyxJDOS9nzJ5wYP9gtF0obIe1oo2rQpPRMsM215HEUy+yb/l89rR5FNDK0/b+tGqY6i0Op/PkeRT9j25fWxeb1KyVGUZXNW53DfkSNRU1ODhx9+GMW45ZZbMLamBruKo8JeF7tYQB6XS95Vz4o4igAAc+fi+OOPx+oVKzBj0yYcowf0vtCzTZvcb2iHjhWK8iazLiZ+lZqjSGbZfc4hXd6851oEJOso6tTJvWeFIrnGCxZgt912w1577YXrrrtui+f7uPnSS/GrX/0Kl156KQ477LDkjVmzkgGPnTGvqSl0I1ihyLZF9c/f6/fcEz169MApp5ySKcbU1dXhkUcewWGHHYZy3V6HHEU66WnIUZQlFE2bhgjA9+BWrf3pT38aLJuwZMkSTJkyBcOHD8f1GzYgAlLPgo4dO+KObt2wdONGXPL1rxfdH+CEoj322MOtkgu448jjKNKDrrIyvzDQvXvqmbjvvvsCQFC0frk+TcJmoUiHqlhHkXY3+Aa5IUfRunXuPpH6pNtq6zxvjFBkc60BycDrnXdQWVmJX/7yl7j33nuxfPlynH322TjltNPw0bx5uOess1w4piCiT4cO/oklX99EHAAhR5G4Q+vf+8pXvoLJkyfjvLPOwuue67Np0yb88Ic/xKmnnorJ/fvjzwCqdT2R/dbWFk7Kyj1sr5FcE7l+vjokQpF2RMh5nDsXEydOxEknnYSrr74aH2n3SAZz587Ffvvthz/96U/48Y9/7PKSyf20YAEqKiowfvx4fPOb38STfftiSYcOWLVqFdatW4dnn30WXxg50n1WH3/IUWTrrc1bY/s0WljSIfNr1iQJ81esSNqeNWsS57oIRevXJ7+jBfg1a5LJmI0bk32Hnjny2qGD65fmCT0TEaJPn1Qy5LPOOgsLFizAAw884L8ohrVr1+KKK67AfvvthyOOOCItWuQRilaudOdr06bEGdNUoWchocgKTnr/1n0Vx8CrrybjMp2PFgBGjiwcO/bq5c6tjX7q0MGdb32O5Lsi5Os2IBR6JudSnEO+9kQma3VuLGDrdhRtZsWKQqFIXn2NvZzIHj0KQ4FqawtVXcANButdAh3XrMHUqVPx2muv4cknn8SnunfHT558EkOHDsXRRx+Np556qmhY2ocffogzzzwTO48Zg7/OnIkfnXwyXn75Zey1117uA//9L7DDDoUDUakQPqFo8WL3efudIkJRBOAnZWUYPXo0TjvtNG/sbjEeeugh/O53v8Nll122ucOAmTOBsWNdx9yq5DKoBwobLjvAlAFoyBbuCz3LcBQBSIs6cezfLmUuLy8Uijp0KLwR5bvdu/sdReXlhfWtQwfXQEiHa8MGd7zWDp2l/vss29LYAYU5W7RzKJTE1yf+hELPQgl78+YoEmuzDknTOYqKhZ7lEYqefdadp512Sgs+tjOmO3+yRK7M2lvBzycUyf0oieFsJ04PiuS34tgNWCSvkSpfl/btceoBB+D3d9yBhTahXwY33HAD/vOf/+CnBx2EWsDVbx1aKg+GYkKRfMfOVFo3inVJaUdRnjrsE4pCApLUSf3AtqFnxXIUyas43fKEntXWpi3jdvZal9G3IlgoN47v90LHrlY9A4CaOMbhhx+Ou+66K3M271//+hdeeeUVnFFb665VWVlyrbRQpMUQK14Uc9/kCT3zhS2I+F3f4atYsiSdPFQ+J+2cPRc+J0Jzhp6FchT58trkDT3z/b7eLs86G94JuDZIxO36581Xv/pVvPfee3ggxxLmALBs7lzc99vf4sorr8Ttt9+OdyUfVwa/+93vcNaPf4xPl5fjB1dckX5z1ixg113rd26EImkn5P/6Mz5HkXynY0d037ABN998M15//XV8+9vfDpbthRdewIIFC/CZz3zGta/SLwwJRUDYBRYSivT1r088/SkAxxx4IH7wgx/gQ5141SArTM2fPx+/u/ZatJe+hAkX3GXpUlwM4JZbb8U/6hNDh/jkk08wffp0F3Ymz6ihQ9251GI8EHYV+PpWcv6N6NuvXz8MHTo0KBRNnz4dADAWcDPhWaFnWrCSOq7LG8pRpPOx6M/7QoRC+Y9CY4c4DufWWb06+V79vRJFEY499li89957eOutt/DSYYdhDoBjRMQRZDzi6y8A/uXU5TuyEp91uarQM8C5k39//fWoXbcO+xx8MB588EFs2rQJcRzjxRdfxKc+9Sl85zvfwUknnYTHx4xxfQYdmiLnwNdPso4iG8Lkq0PaUSSroQo6kmL1avzv//4vAODCCy8sOq6aMWMGJkyYgNdeew33338/vv71r7vQOem/25Wj5s1DtHw52kdREmInk8U+oaiiIuwo0sce6tOEHKVS/22qFOkz6mTZci1qa10EjRaVfIJdMUeRdepagc/Wuw4d3PhTCUUHHXQQtt9+e9x0003Iw+2334758+fj8ssvd+c9JBTp+8E6isS1LwKilNNOpksoWanOodDkXeia6nt05Up3HKNHJ+WV7eXlrh9thaI+fQr74yLM9e7tD0+TNsoKRb7QM/lMp07+PkNtbdhR1CaEouXLC4UTeZVGOSQUWUeRForsqkT9+7vKU//wjqII++23H+7edVfMAvDNvn3x3HPPYf/998duu+2Gq666Ci+//DJW16vV77zzDm699VYceeSRGDJkCO644w5c0KMH3gNwye67o1IqLJDYUbt0STdMdrZDVwT5TjGhSFeq+spXNWsW/nDrrVi+fDkuvPBC/3kOsHLpUpx/9tkYNWpUurO2YIH7TSu8SRiHffiHBix6QGBje/VMkXVoRJG7/j5Hkc0yL/v0hZ7ttFNh6FlIKIoi1xmzMxBR5OqPdRTJDS31U3cO8roxfAOPkFCUFZIRWvUsNCC0KwSF9q1XMdPL3YtQBLj3fY4i36pn4gjIEopsh2LWLNc57du3NEdRx46Fwg7gHmxZQlFtrb/jJ51MIH1t169PhCJdvh/+EBc+9BDWbdiAay+4AHmYP38+LrvsMhx00EFJyFldXbpOilBkHR5aKNLHI68hocjmXfKFnpXqKLIzQVYE1XW1IaFnIlLmTWZtQ890x6RYCFFDklmHbM5lZYnIvmYNzjjjDCxcuDDTVXTVVVeha9eumAK4eqkHOlagDx1LYx1F0q7r9nv1ajchAiQDE+mAWqEo1KEtJfQsJIgXE4qyQs98odKhwVNIKMpzrrX4FiqXOFIlh0z98+boo4/GkA4d8IOzzkrlTPFx++23Y9gOO+CzZ56Jb37zm5gyZQp22GEH7LXXXvjlL39ZkOto0aJFmDp1Kk499VTsW1GBP9fVObFP2LTJzYZLpzlLKLKOIl+OIumn1bevhxxyCKZOnYqf/OQn+Pvf/+49poceeggVFRVuGebFi91+q6r8QpEVHfVAQD6nX32OIrVC2U/PPBNxHOOcc84J5oG84447cNddd+F//ud/MF6/oc/12rXA8uX4DoDtunXDV77ylcy8kv/3f/8HAOn8RLLijexXuwrKywuPzZenRE94GFfNfvvth2eeecZbrunTp6N/p07oBQATJ/pDz0JCkQ37s3nt9KDNNyjWgpN9HhXLUaQHTZs2+UOmpF/XvbsTipRzL4oiDBs4EOP/8Q+XG85O+ITcvaG+oHxHQs90ma2jSO2vfxThXwD6lZXhqKOOQp8+fdC3b19MnDgRM2bMwG9/+1v87ne/Q5VERviEIl/omYhnIUeRz5miBTddbsD1o0W8mzsX22+/Pa644go88MADqVUxLQ/86lfYZ+xYYO1aPP/88zjqqKOSN6X/bpewl3ZKLxXuE4rk/hkwwC8U+UKJs/o0PtFG6pU+Hzr/k+2L7byzez5IfdJ5IfW+i+VYsxPwxRxFHTq4/p5qm8rLy/HFL34RTzzxBN575x1kUbdxI67+/vcxfvx47Lfffm6jvi7WUSSTkHKcEgYp0UJaKAo9W/Mkpw45h3QfIdQnszmKrGCrr50IMlYo6t27MEpFznevXn6hyOco0qFnPqFIVgnX91yo/rUpoUgnp5YTY4Uie8I6dnSDHp9Q1LGjqxy6Q7t0qWu8unUrXOVo3jz0b9cOP/z4Y3x0xx349a9/jcrKSlxyySUYN24cajt0QHV1NYYNG4bTTz8d06ZNw8UXX4x37r8f137yCXoD6UYZcL/hE32kA9WzZ2GcYwMdRQCAOMaI8nJ897vfxd13313SSkv/79RT8dG8efjV5Zenxa6lS92gsHPnwhlBmZ0HCsOrQhbhrESTPkdRly6FqxH4Qsx0HbCOoqoql5fFF3rmu9m7d3e/aR1FnTq5uuhzFOkOV2gWKRR6Fpq5yCsUhUJufKExcZyEe8h+ffsOJbMG0oKQForKyvKvehYKPauqcudz06b0gA5w99d22xXY5VPn29oxpZG2jefate69xgpFsj8dbwykyzd7NkZ26oTjAVz76KP4xM6IebjkkkuwZs0a/OxnP0Ok84TZB3DIUdS+feEDqFShKKtjbsMkRews5qoJPeC1zbqUZNY6D1ax0CRfjiItfEl+giyhKMuxVyyhom/2qv48H3TQQejXrx9u/uUv4eOtt97C/fffj6lTp6LDqlWJUGRzrRQLPQsJxaF8OlJmHSLmS+IpAql0BKXTru8dX+iZPtelhJ4VcxTZkEH5DV9eCREWdO4TIDscwzejnCfMzydg2Q6q5Ovq1Mm1TfX3fHl5Oa7s2ROvLFuGn11zDXxs2LABU6dOxZQpUzCsXTs8BWDZu+9i5syZ+NGPfoQVK1Zg6tSp6NOrFw4cPBhTpkzBQQcdhO222w433ngjvnrmmXh040a0B9JhRUuWuHIPGeKOweYoksEnUCgU9ejhjs9ONJn29cc//jGGDx+Ok08+GfNMWHkcx3jwwQcxadIkdOnSxbWv3bu7/kEoR5G9Nr7BnZS1tta9r8MOXnwRGOeCrAaWleHqq6/G448/7s218p///AfnnnsuJk+ejEsvvTRZVKVDh3Rfs77trwXw//bfHy+++CLuuuuugv0Jf/7zn9GnTx+MGTMmOU4RZeVZkMdVoPshsoKPPMd0/+eRR7Dv3/+OJUuW4D+PP15QnunTp2Ncz55uf0OHuvvc3kvFhCJ9H+lrksf9ZZ9H1lFkhaIePdLOS+3is8cuz+U993Tnx4pBTz7pnvPl5YXv6XxDeUPPtKNIl1k+Y0LPAADz52MwgJfWr8edt9yCww47DEcccQRuvPFGfPDBBzjjjDMQxXGymqcek9jQM9/CFVlChM+V5huYrlrl/o0Z4/5f/yz4yle+gokTJ+Lcc8/FK5Jrsp66ujr84Ac/wDHnnYeRcYwXlyzBGH2O169PxATd/9Z9fZ9QpD8rbdbAgYXJrH31NhR6FgoDk/3YMZHPvSf9NckXKccWEuyKOYpKFYq0CKEmZM/Yay+UAfjNueciiz9fdhnenjMHlx52WOLikvunrCx93pcvT0LvpD7KeZDJTOkv2zZEP0OzJhx9Y6dSV0mTtkhfNyDpL+tr5xs7SoSCzwXUoYN7Vq1Zk+6PVlUlIrdP37CiU1bomQ6p1eWVurDVC0Vx7E5St27uYKxQ1L27mzWW/2/Y4A5eGllfB0QaX7uimCTw8whFqFdGa95/H2eeeSZeeuklzJo1C3+cOBH/W1GBKwDccvrpeOWVVzB79mxceeWVGPC3v7mL3bNnoVC0ZIn7rZCjyOcGKOYoEteVFYpksP7mm/j617+O0aNHY+rUqVhiV3Py8OGHH+Knjz2GkwHspQfncewa1C5dXFlt5zDUoAGFDZRuuPIms166NLlePkfR0qXJfkJC0bJlbhC43XbpB0lW6Fnv3oX1SgblPXsWJrOWB69cR90ZaayjSG5uGx5WXu7uibKycEjaxo3uGvpyqGTlKAqFtWlHkc85ZLf7Qs+0ayQr9EzOrWbOHHcdrdBbzFHkE4rk2nbu7OrXihXpZIVAOPTMJxRJ/ezb15VBl2/pUmDAAFxRXY21GzbgChvSYfjb3/6G22+/HV/72tew49ChwBtvuJknoNDSGxKKuncvzC3WlI4iOygJzb5lPcizHEVa1MwjFPkcRaXkKOrYMblXspIS58lRpOt0ZaW7T60oKkkPAWDNGpSXl2PK6NF47Ikn8PoNN8Dy7W9/G1VVVbjwvPOSpK56RilP6JnP5eK7/4FCUcO23zIzL+d1u+3cNZB6bx1FEvJhVz3T57rU0LNSHUUSeqa3Sece8OftyBN6VkyUs8doc1VJXZD9aKHaPIeO27QJRwC47Hvfw0vK8QIAixcvxiGHHIJf/vKXuOSSS/BM167YF0Cnjz/GiBEjcMkll+Df//43XnngAVwYRVj+wQf4+9//jsWLF+Occ87Bq6++imsOOwzVssO33052Ls/+rl1dm1mKo8g3gJb+g9peW1uLu+++G8uWLMFJe++dysX07LPPYubMmTj++OPdBi0UNUXomXU0L1ninvMHHOD+/8knOO+883DCCSfgW9/6Virf3JtvvonPfOYz6NKlC+666y6Ul5c7oWjgQPdPPwtU3+TUykqMHTsW3/jGN+BbTGXJkiV4+OGH8fnPfx5lOs9lSCjKO1jUCZZt//OGG7BXfXjdvx58MFWeZcuW4e2338Y4eWaGcgjZQZ4NPdOOojyhPXkcRTb0TM+8h/pmViyRfp2kjrChmk884cp14IGFfX0derZhQ3IsWaFn1lEk94teKKa8PP1srxdAaurqcOLAgbj11lvxm9/8Bueccw46S79y7tzkOPM6irLck0BpjiI5j7vtlipDeXk57r77bnTp1AkH77UX/nDDDZg3bx4ef/xxTJ48GZdddhlOHDsWTwHo26kTcMstyW998EHyvNEihBaU8zqKBg4sbDN8oWe2ftrtodAz6wbSIXpaTAMKo2iyQs9C4W5A4bjKugl1vZM+sfR5pEwrV6L/hRfiUAC3/vOfQddqHMf40c03YyiAY/TqkwsWuPo6cGBhP1UWXRHxz674qfsxIdGuFEdRQ5JZ29CzkFCkzQE+51Ao9MwKOPoZKOdJn7Os0DOfo0jXM13+NuMoWrXKVVg5mVYoshdFnyx7sUJC0dq1rjKIo0gLD3HsGpZRo9xgVzU+AwcOxAlRhG/stRe+A+C0gQMxZswY9+AGgHfecVbgYcPCQlHXrn6hyGctE0eRLI+o4yUBv6No/vwkd8Cbb6KyshI333wzFixYgK/nSJj4ne98B3Ec4/8BbhZNkHAaEYqyHEUhu3NI+dZJ4HQDq0UMff58jiI5diB5eHTsWOgokoexVs916JnPPmiPVwSnnj3DoWfFHEWh+FuZWcvKUaTDtCT0AigekmZXGZPtekCYJ6wtK/TMt71Y6JlNrl1MKNq0yXUEtFCkV+fS5zuPUKQ7TdLJlHs0j6PI5uOQ74oDTg8O6uvxjv364ZwddsAvfvELPPvss/CxatUqnHXWWRg2bBguv/xy54Jbt26ziO11FNk2cPny5J4FijuK1qxx10o6mtYynccZWCxHkZ7BEUHGCkW6bmi3XF5Hkc3VFQo9szmK9EzdunUNcxRlhZ4BaZHG4ygCgC/vvDM6AbjowgsRqxnXh++/H/fccw8uu+wy9JbORij0zIaGFctRFHIU2VBVvR+f2NK+fbrNlE675N6Q6+4TGOVcl7LqmeRLKysLH5OvbQmFCwDhgVBThp5lhcTZmUzpRKp2MFq6FDcC6FVVhQMOOAC33HIL3nvvPdzx4x9j1113xXPPPYdbb70VP7riCpRL4lTlDIqiCGN+8hNcs3EjXoxjfPSvf2HatGm4/vrrscsuuwDTpycTBdpRJO2buIvzCEXyGbuyk4ixnvZ1l112wQ1Dh+LJ997Dd1UI/FVXXYUePXpgypQpbsPixU0jFGnhWwuFUqahQ53Qu2ABoijCLbfcgqOOOgoXXXQRJk+ejDOOPx577LIL1qxahQcffBB9xBU/e7ZzX9lngfRNevZE2cyZuOaaa/Dhhx/i2muvheXuu+/G+vXrccopp7gN1lGkZ+GBwns/5AbR9cs+O5Ytw5CRI9EDwAvG9SEukHFVVe6ZaZ+pco59q56Fklnrfk9WjqJNm5K22id62cVT9GSPPsY8QtGee7pX7UAHXC6Z7bd3dcLnKJL+vPxfn5tQ6JnPUaSdP6EcmoDL2ehDwoYGDAjnKPK5EbImfktxFEkZxVGkyjBgwAD89cIL0XPtWpx0/vno27cvDj30ULz//vu47bbb8LsDDkBNZaVLFKxd2XItbP9bi0P6b50fTPoFy5a54+jVq2lzFNlniW0HsxxFNq1K1uREyFFUVZWsjpxH4BMRwgoUf/oT8OabOLOmBnNXr8Zjjz0GH08//TRe+uQTXAygXF+LTz5xwk/v3v5+qhaKbF9U389Zol1TCUUhl7cv9MwnFPkcRWqBBq+jyApFMoa2bcbGja4MPtdXMUdRdXXbXPUMQKFwYuM47UXJIxRZlT5rILd8ubsw/fq5SmETQctDv3dv97dGBq/bbZdulCWfiDiKfKFndpAXx+lwNSD5nk6gpfcBuBt00CCn5NZnZB87diwuvvhi/Pa3v8Xf/vY3hHj55Zfxu9/9Dl/p1AnbA8nSf/qcde4czlEUshOXlWU7imTbxo2uE+AZOGU6isSuJ9dKGqadd/Y7ijp2dL+jkx1KvVq/PrmZpAOa5ShasCAtOIUcRbZzIOegffv0EtbW4po3RxFQOHC2A1nrHJLtIUdBKP9HKBdR1vZSQs/07LpPKFq40H1XQs82bEgnC5TzGnoo5hGKpI5lCUWhWTTdvtjQOKnHffrgR336YPDgwfjCF75QEIK2adMmnHnmmXj//ffxm9/8BjU1NYkleffdk/Mg6LwIehZT6nYo94HPUSQdGbs9NINrhaJiuYj0DI4VKQF/6Bng6qMVkEKOorzJrO3Mm22TdKiSzd9Vao4iOW6bm8Y4igCgZ10dflhRgb9v2oQfff3riOMY0156CWccfzxGdu+Oiy++uHCmPHRd8jqKsnIU+dwv1kkj11OEIhEH9LNwxYpsJ5qcHyuU+xyS+nxLOa1QJGGHIUFGny/tKNIzdDLTmuUo8oXMVFS49jAUehY6p7qDGmp/Nm4Eli1DPwDPbr89hg4dijPOOANDhw7FFy69FL3atcNzzz3nxBQ9A6/zyKxYATz9dOKasIPh6dPdIG3IEL+jqEuXhjmK9MpOeiBs29eFC3Haf/+LMwD88Ec/wrXXXouH7rgDDz/8MC6YOtW1iXV1rk2VfpK0veJaywojsWEhWjjQ11+eLdJfrG+ra2pqcM899+Dqq6/GggUL8NCjj2L/jRvxwrHHYvz48clxSD+uW7f0s0D6JvvvD7z5Jvbbe28cffTR+MEPfoC3tDAH4I5rrsGIHXbA2LFj3YZijiLrKgjVLzlGCVPQ/eelSxENGYIJ5eV4weQp2bziWVmZXygKiXShAbTcR9LeW/Fef17eCz2PJHTQHqMdoOvrbfMzyfNYJl1tiPjs2S5H5XbbuevrE33kmVusb1JX597T37GOopqawlXU5s1z+9p1V7cKrA+5bpMnu/omz0t93/mSWfvy9Kxblzhi8zqKpI6PGOGuiRZwAOz47rv4D4CHampwwzXX4P7778esWbPwhS98AZGMp2xKEWmn9tgjv6OoXbtkTAUkYwFZ4dQ+A6xDNBR6FspRFBJEdUiQHdva/Dd5HUXWxQdkh536Jk9t/7D+uh2+zz7oXVGB3/zmN/Dxv5ddhp6Ay5Wox1oLFjjhy+YNFud7t27Jc0OOt1MnV27bhuQJJaurc9fX51gv5kDKEv8aIhRt2OD++YQibSbw7cdeB/mu9O0lVFh/xjqKtGPb5yiSBV8aQOsViqyjqCFCkVXpZRDoE4qksenTx/3Tjc/Gja4B6t/fKfR2ece5c5190ApFckNkJbO2DqqVK12lEBeNLrc4YOxxAe6B1qsXsOOOyUMCwHe/+10MGzYMZ33hC1ilP19PHMe4+OKL0b17d3xj+XJ3A82YkTQyevAbchT5kkNKg+sLu7INsp2xAJLvZDmKRo1yf1uhaNQov6PIig/aJgiklf6OHd0DZdWq9GyEOIrWrUt/PpTM2tepCan/Iq5VVBQ2dkBYKCoWNuYblPsG6yHXRCj0zJfMOhSSFlr1rBRHkdxb4igCknvYdoB88dhyfhsrFBXLUeTLgSZCUd++6LBgAX7/+99j/vz52H///TGrfmnUtWvX4kuHHII//vGPuPLKKzF58mT3XekU2dCzOC6s27ZO2geQvC/nwwpFNkF3VuiZTyjSnSobZqUFpJB4aZNZA9mOopBgaoUb7VzUg6k4LhzciIsScOX23RuSQDsUemYTKsq+fDZnfb6XLcM5PXvimKoqfPNvf8MOO+yAffbZB7UbN+LenXdGu3btwh2FvKFnxXIU5Qk9051VPfDyOYoAt01/LpTQOW/oWchRKaGBUeQXkEpxFEloXSmrnkldl/NnhSqpk75jD4We6fZH2phevdDvtdfw8hNP4Nlnn8VNZ56JpwC8dMIJ2F0EZQmbiaK0M0ja0U9/2r1qoSiOnVA0bpzrSzTWUbRqlbsvq6vTjiJ9fHYg/MADQF0dfg7giIkT8ZWvfAVHfuELGArg/EmT3GeWLHFltTmKZNKp1NAzeWb6HEUdOxbkJSwvL8fXvvY1vPHGG1hw5JG4H8CgP/whfU60UORzFH3qU+76v/8+fvazn6G6uhonnngi1tWX964vfxnPvfUWztpuuyQHyNKlroziWtJCkdwnvrBa6yoo4ihCly6Y2K0b3li8GMvUMU2bNg39+vVD71Wrsh1FoXPfrp2rj9ZRBBQKqFntjM9RZNu9NWuSZ74WhHyOIpn0++QT99lu3dx1t0LRRx+5MYAkZ9euyQ0b0s9in6NI3+M2/E9vW7066SPaQee8eU5cmDAhyYNleftt185MnOjaSt9KW8VCz6wQEUWlO4p693ZjI+u+ev55lA0ZgiPWrMF5cYyjjz7aPduAJA+lFRvee8+VY9ddnfAq/cx581zZevdOrseqVe78S6Jk2Y/0w8R9JnU7b+iZuGJD9bwUR5F11BQTirIcRfJ7eURiIJ2jSP4PuHa0XTtU7rgjzigvx8MPP4y39WQB3MqTf3nuOVwMoKZ9+/RYWRaHsddOT2javqjNl1VK6Jl16sp2ec1yIIX6qdXVyaRlHqFI3LF6DGLbVHEb5hWK5FWPT+UayTi9qir9vNKObZ+jqIFhZ0BrFYp8oWdyk8l2+/l165JOZCj0TA/krPCQJRSJIt+/v/unHUWbNrnPilC0fHlSRukcyO9pBdtWBDlOnTdFHDNSbhn8lZe745PP1tW5m7JXL1cOVfaa8nL8ZsgQzPr4Y1xw2GEFy1LeeeedePLJJ/Hdc89F502bgCOOcDeOPID0LKJPKNKdaD2Q1DO0vgGLbgSyhCJJPt61qyuLOIJWrXKznkA6FrmiwnVwV69OrsOyZf6VJXScqfxf3vcJcjIo1/Wqrs6V34ae6U6ADT2TY7cJXX3bQ46iUMiNLzTGCjOh7Q1NZh3KUWQdRVYoElHMN+ufJRT165cIRTJTmyf0LIr8MeL6WvsGMnlXPdOiqh1IieDZpw8wdy722GMPPPbYY/jggw8wbNgw7Lfffthxxx3x87/+FRdVVOASCTUAks7q4MGujsgDeM0ad47FlajPl9RtX44ieajqcxESv7JyQoQcRXlyFFk3C1DoKPIJSHlDz7SgI2WQ39btz/r1/o5JsdAz+T0rUEgolN6eJ/RMzuny5Sjv3Bn3jhyJ60eMwOjRo3H27rvjnwCGh3Jv+AZAWaFnxXIU6e3t2iV5zkLtt7738gpFOvTYnmspg86t5gs98zmKxPFlt/tyFPkcRbrjpY8rNPCV37ICkhyPvQeiyJ+7SDrzWmCR39btj/QpDjgAiGNEb7+NffbZB2f17o19AZTXu4kBJBNGdmUqaUf33NPVVS0ULV7sBpWjRrlQ+nfeSdpzac98QpF21co5lXPYvr07bn0c9vi0tf7uu4GuXVED4MEpU3DLLbfghgkT8DqAHnL80u7b0DPfZFQeocgnFOrQJZuXUPPii845sWIF8Otfu23aGd69e6FQ1LGj66cAwJw56N+/P37729/i5ZdfxuTJk3HTVVfh3Ouvx0QAF8okBpA8R6qrXX2S81nMVZBHKJLzXz8htsfgwYiBzXmw4jjG008/jb322ivJ9ZnXUSTnXsQP6yiy5fa5J6xQVCw0St/XPkeRPO902yYTroB71de8rs7dO/37J0KRCCC6TQ65eK273JZDf9beNzb0rE8ft6z4okVpt5rwzjvOEThggPu/TSAs92op+diAQkeUToiu9y/nrVcvV1Y9cbtkCfD668Dpp7scRja8yQpFUi/ff99FTPTq5dokuafmzXOf3X775Jkjv7fLLu5V+kzaUST/B/zhTiI6W6eruFjyOIr0/WZDHYuFntmxkNxbpTqKSgk9k/ZlwAB8ad06tGvXriBx/xVXXIHu7dphar9+bgVMfW3l/vEJRTaXphUt8whFto9QTCiyk+N6u524tFEta9cW5u70mQNku538aIyjyOobsg95r2PHRLi1E4U+4VaMCA2kdQpFDQk905+VsIuQUCSOomXLko6nFop6904LRSIM+RxFixYl4TCSO0gaKxGiJPRMb1u+3B2nzHbYuFXfTSyVTY5bjkvU9d69E5FLGterrsLk//s/XFZWhlufew6/VCvqfPTRRzj//POx11574TxJOnfqqe5V8hQVCz2rrU068r6GK2uACST5K4BEIQXSjiIJPZPE2tIAiVCkcxT16JHMtsn25ctd+e1Mj9QTLUpIUnWfeKBD2GQ/9sErHS7tKLKhZ6FGXW7kqip/jqKs0LOssDGfe0M3sr5ktg3NUeRbujyr7MWSWWuBRjuKZKlN6yjSQpHcA/q+8T2ofQ11Y3IU2Xtl06YkIXzfvu7vNWuw7777YubMmZg6dSrWrVuHXfv0wV8AXLdxI6LvfCf5vQUL3EOhW7f0A1iHdfjccj5Xpdyz9lz4hCIdUqTPaUNzFOkZnJBQVKqjqFjomXWW+JJQ2g5YllAkgpCUsZhwEZoxl+1y7+lQnU6dEA0YgAvLy3Hffffh+ooK9AGSWeGGhp75jkXKK0JxHIc7X3kcRXplTAkhkDJboUjKZsP85PdEoMhKZi3lDAlzeULPQo4iO8DT37EDXzsglt/Kk6sqihLXjbW82/ZH2jtZol76IrIq4syZ2Mw777jvT57s/pZzJ4PbQYNcf0YLRfVJjDFwoBMy1qxJPl9K6JltV+RYrONWjk8mXADgueeAE08E2rVDNGsWTjvtNJy3ejWqgMQlJeehe/ck9My2TaHQAp8DWl9/KVuGo2gzCxe6Mp12mstbM326275qlbvmsnrqmjVJvfrkk8RpAWx+rh199NG4++678d///hfnXHIJ2scxfjd0KCr0xKQ4IuTc2cEVUFgfRXQPiRS1te5ek0HwihVA586YUB9+9UJ9KoI333wTH3/8MT796U8nE3jFhCJ77m35bPtoQ89C7Yw9FrkXbU5Mua46LYDum1mBY/78tFCkB8EyYTxgQNKuZQlFOvRMJuN87YuvHBLSBfhDz/r0SdwyWgQW3nnHhSdKOa1QJPeqLxGutFNatPP1560zSx/T/PmunlZVFeYU+uc/3eveezshx5b/44/dvdGjh2vX5XmyYIG7b8TdIfuU89G3bzL2kvGbRB3oxW+6dCmchPcJRaHceb7noD1Xuo2RkCC512SCT66F1Dc7OddUoWdWKJKJuiJCUW8AZxxzDG677Ta8//77AIB77rkHjzzyCL7Wsyc6jBrlrocNPRNHkUzox3F6RcBVq9zx6/63z1FkXVwbN2YLRaEJSusq901chvo2UiZxb/scRfJ/KxStWZOIilYo0pPVtbWJQ0j33+V3fY4iuW66/2dDamX/coxbvVC0aVPSGGSFnmkBKSQU2SSJ+rM29AxIGgqfo0gGmlYoWr48Ka80wOIo0tu0UGST5YoqCKSPN69QpAeiWr3v3dsdv3Ti/v1vYNgwXH7YYTi0thbnn38+vvGNb+DPt9+OyZMnY+PGjbj99ttRLrOPn/qU+13pPNrQszVrChPDAoWhDjr0rKGOIglLs2F4MlAeMMB1WLWjSBKpAWmhSDuKJLxPnED6Rly71r2nEwzKebb7WbGiMGGizE5lOYp8jXpeR1HI2aAHUNaNYZPTynYbeuYbZPtWVAPCOYryOIp02Igv9KyqqtAaDCSdsj59wqFnerAi51DfNz7rrxUL5b2qKlfOjh3TOaxkdqiszF1L+e1ly5K6rQfMK1a4eiFCEbC5zm6//fa47rrr8M9//hMP77orPt2xI3DBBcBtt6UF0O7d3TksJhTpYwuFnuUVimyeLRERdOx73hxFdrtPKNLhkA0VikJCghVurFAdchT5wrJKEYr0/esLPQPSnTgRtfv3d/V9yRI3cC4v9wtFeULP9H0lZbCCUChUNSQU+RxFEnq2bFmyOMTw4clx6RARHWIWchT56oINsZX3Q4JMntCzUI4iOzCV8sqrHIN2b9nQMysMShlsfbSD3FBolrR3kkNF+iavveZe3303KYsMFocPd78nia214D5kSFgoGjYs2Q+Q9AU6dcofeiZtpRyLr+3VbdTate69fv1cGd5/3+3rjTfcZ6Ss4qKQsP4NG9xvNdZRpDve+tlu3SWCTKhNmJBeVVWuk4SeAUl/UBbLsBOLAI477ji8+9BDeAvAR1/9KnY44IDkmsg+pC/kG1zJsYcG+b78PVqkkHrWuTO67LgjdgHw+COPAACeeOIJAMCB+++f5N7MG3qmndQhYVVPkJUSeqYFIRt65qt7WQJHlqNIRFntKJJ7yfcs1kvdayHSF3oWchQB4dAzaVut0BLHYaEoFKIvg25xMYX6876BaSgMX+qpFYqef9612RMmOLFr9uy0+2rZssRRBCT9HVnlUIQiuTZz5xYXiqyjSPqXS5emk6T7JotsjiJfTj0rTtrcWjYkSEc8dO3qnhWNCT3zjSl02KlcTxEtgGyhqH9/AMAlhx2GmpoaHH744bj3T3/CWWedhQkTJuDiFStc/dKminXr3PkVoUjOuwgmMraXiXTt6LcTXrb9Dk1e+cY2eZNZ64lL6+yVcoRyueURimS7hLbKxJ5s1/uR85AVeqa1DxmbhkJwKyvT5g09vmwArUMo2rixcLl4O2CTcKtiQpG+WMVCz4C0fbGyMgkP0WKLForqb6DN26Rh0kKRDGizHEVaKPIdl76JbU4dOU/yWSsUAckg8/33gUGDUL733rh/1SpM+fzn8aMf/QjHTJmCuoUL8be//Q1Dhw51D5vevV0Dqh+Q1m6uy6gruZ3JKcVRZOPoAXdzaZFKC0Xy0BFRSOco0kKRiH0+R5F1qsnx6EZU158NG9xxFHMUyX5CjqKsDlMxR5END8tyUuRJZm3DfEKOn1COomJCUZ5BvAzy4jj9ALY5gwDX2enZ070vjiIbeqYf0qtXu98SQRDwh56FkslJvfBZyeVa64GlxH0DiZAbx+l2QNxuJrkjFi8G/vxnF/p52GFJZw9IZmkAv1Dks6dK+aur3bnXSTLzCkW+cyoCLpB0lKzYacOHGhp61pBVz0LCjViLZVbKtj92cGNzyvhCm+zvhQQKn3CQJRR16uSeM0uWAH/5izvGgw5Krkko9Gzt2sRBFQo9CwnFoc5Xnlk3PWCQer94sfuOTyjSM7e2452n3ZLXYsJc3tCz0PPKF3rmGzxlOYp87bgvF4v8thWKbGiWtCVDhrj3Zs925Xz3XXeu6+qSBNRaKAKSAeWcOYnzISQUbb99ImrL83XZMteOVlQkQri09dJ+SBJxG3oG+IUiOT7A1WsdUjZoEDBrlhPB5H63QpGEngGuvxDqY0gbIveAzpNjhcJQ6NnixUn9E1580T3zxo9PpyzQQpad1BDXirTbOq/lgw+i+1lnYViXLij79rfddViwoNBhbc9nlqvA187YARDg9qX7e4MG4TgAz/3zn5g9ezaeeOIJDBkyBIPleLp2LZyk3bixUAi25Qg5inzl1s6MPCFmVijSoWehHEX6fOhnrRWK9Digc2f33byOIj2hmuUo8glFOvRswwZXt/r0caHolZWFQtH8+e56DBvm+sJRlHYUlZUl7n2ZSNRtuD2Pus9azBEl2+Q5BhQu/jJzpmuTamsLXVHSLwoJRT16ZDuKFixwxyNtlkQd6BxFNq2H1DnrKNJO3DzPQaAw9Mw+H+1YVUQ567a0LlZxW+t+Skgo8k3M19S4tnrDhmy3igh89ePcgRs24MEHH8R7b76J4044AZWVlbjzF79A5fLl7tnSp08SVSNtXq9e6WsUcr6XkqMoNJmUFXpWLJm1nrjU11r3dUO53IoJRaExpS/0TN/neULPrKPI164BhZOFbcJRFAo90wObUoWi9u1do2iFos6dC2d5pLGRpGiyDXAzCdXV7jsS85slFFlHkV7BzOcossms9XnQx6oHryFHkQxEpeyzZrkO1557ogrALaecgv9edhn+CuDVjRsxUVbPeOONpEOpH5DWUQSkB516wOxruGzYlWzzNcjWUaTFQ5+jqGfPdOdMHvI6LGn1atfAWkeRvnl146XPvz7eUGMXagRCCQxt6Jmecc7jKLIhZqHteUPPJKdK3rA2X+iZzVFUaugZkFjf5fg7dXK/pXM7SOw6UCj0rl6dNP66DulZC7keWUKRFqjzCEU2lE0LuRs3ujLoe8g4igAAP/iBa3MWLQK+8AU3kw4kDoCQUKTvDz3rsGmTK5PkZbK5QbKEIi2y+VxaIhRVVxeG3Wh3hIgics2zQs+0eKFDz0rNUVRMjNSuEt3ZCnVM9LHkcfKFXHI+R5F+cPuEIpmxfvhhV4aDDnL/X7AgO/RMXxdfh9En1tlzXUromXZP6tAzeQYWE4ryOopKSWbtc2BmhZ6FctTkCT2T8+GbucsrYGlnkv1taZs2bnS/qUOu+vd3fZM33nCDsM99zr03c6Y7P++/7zrzgwa57SICffxxUr+GDHFtkfzeBx+4cvTsWTggk0EW4F5ldlruc90XKCYU2eMDXL3Wxzd4sDsGWaJ9r72S0DMtFFlHsJzL0KCvWIhSKPQsjtP5YBYvBu64w4UBduiQ7ov4HEVaKJIBfN++yb3yxhvAUUe59vvOO9335Fkg127hwuS6hBxFuj4WG+TbwasWigYOxAn1h3rzzTfjqaeewoEHHph+nmmBINS/k9dShFUbZqND97IcRaHtoQGVDQXRThgJNxQxVPr8Awa4a7fddn6hyJfM2vaTJRxJyiYTJiFHkexLBJfevd3nZZJXI0LxDju4/fbsmU7yXFub5DfxnVug8BoVCz2z51GPb3r2dO2d9KE//DCp1yNGuFfJrabdjlooimP3qh1Fci60UAS4+0sSXA8Y4M6fTWat+3t5nkshR5F+DuqFMXxigz1P+lro0Eifo0jfW6WEnumJI9m3z4xgHUXyfJg9G/vuthueA/DXKMKHzz2HofIMFkdRHLtrIedYwm1lf7qfmjXJbkPvfH2VUkPP2rVL+odZjqI8k2Dy/NL962KOopUr0+c7lKMISPfTs8Q86yiSkOE2LxRJXDTgDz3TQlEombV8Vg8MoyjtvFmyJLnR7MNbGhugUGyRJTGjKHEUiQ1VC0WdOrkKJY2dTmZtY2K14q6FsYaEnukVBrSjaNUqdwMPHuyW1i4vR/SPf2DHe+/FgQMHouvatcCNN7pK9MorblYMSFtFly5NBt/WYSNWVaDQquqzO1srpHxWd+50jiJ9LkKOIl1WcRTpz+qOTyhkTA+y9U3tE4pCjiK7/Hoonj6rUW9MjiIbeqZDNXzOAdmeJ6xNvq+dQzb0LBSSFhrEy3ZdHtuZ16vZAOkBTlWVu++1o0h3xoC0UOQTR+yDKor8goq+3hLamkcoAly90R1r6yi6+WbgssuAo48Gpk0DDjmkUCiSlSSAfDmKJJeQz32oZzB8QlF5uTu3NvTMCkXFXHHS6bchXEBaQMpyuTXEURSqY9peHMpR5BOK5PtaiCgWepYVClWKowgAHn/cDQYGD3b/9wlFuoPlm1n3OYqyZuN0e+GbSdXnStuzxVGk89pI+JJv1TN9ruW6lBJ6lsdR5Mt/ltXR1sKbz1HkG+Ba91ZWTirfdl+YdsjtKH2KLl2ShTUk7Oyzn3Vt2MyZbvv69a7u9Onjzp/0WbTgPmSIe63PQYEPP3QuFsmJFkXJ81XCNoB0aLAWfYBsoUju/dDxaQFo8GDX1j33nPu9T33KHcP69e48lJe77br/V0wo0udaD3h9QsPKlckgTsKRZAKtrs7lUfroI+DnP3fb+vTZnH8uJRRp96s4QqSfpsPVJHfLww8Dhx7q/t5+++S6yGBZBtB6cJnVr/BN2uURigYNwnAAo3v0wHe/+12sWrUKJ510Utoh6xOKfKFnDXEUZeUoqqlxn5HFTUKOomJCkc3Jt3p1Urdt0uTZs9Njh379kr5+XkeRDou3Azv7PJbtejykU2QAToi3QpE4kWUSuFu35JqF+klazLDn0YqNInT5JpJCjiIgaUekjQFc+1RRkYSWaqFIf0/6Xt27J/V/wQJXX9etSwtFc+e689Szp9t3jx7uszIp1K1b2qWhQ3Z8QpGeYLFtiX4OimvZOrB9IXriNLEpEXSCcF339djJOiKLuQm1KLh2rX/sY4WiqipX/z/6CPjnPzE+jnFgHKP61luT+jV0aNpUIf3SHj3S412bVkbOu5RDzkseR1HI/Wy3S24gOVfSR5BcR6XkKBKXrFwj/bzLIxRp0ccKRdoI43MUhULPpI3xOf1997DulzSA1iUURVFy8sVqbYUifbIkAVToYgHppM96tsAXelZMKAJcAxZFyezCxx+7m6Kmxm3XDw8tTBULPZM4Tn0TS6MQCj3TjqLy8nRoy7x5yUBz0CB3I44dC/y//+c6kt/9rhuU/uIXTiRauxbYYw/3eRt61rlzIrrJNts5DIVX6Y5XMUeRthpnCUULFzrBomvXZNZn40Z3LXv2TJKDLVmSz/aoHxohR5F0oEI5imyjsXp1MrNvxbJQh6kUR1GxXCk+ocjnKPK5IGz+j1DomU5mHQo908JSyO0h5dGDOaBwWWE9wAHSq8kUE4p84oi2YUdRWKDW19tatG1OC6lj0tlcvjzdse7Z0/3m3LmuLlxwgVvB6M473ZLUgPvd7t3TjiIZqPTokYRA6Lrtq8O+NrCYo0hvzwo9C+XZsmFWeiYoT+hZUyezlt+w9cu2P1lCUR4RtaHJrOX8SoJLmS2S583Chc6xYDvNZWXpAZPkXNOdBN1hlPOWJ6F4KO4/JPTrAY+0mTKrPWRIIsDmCT0r5ijKCi2U71mhyOZj0rOr8tpYR1HIIVHMUaQ7cPLb0u+R37ZCUefO7thFKPr3v91vjhrlzvfMmenBYnm5azelzzJnTtKODh3qXuXzehBXXu7aIS0UST/GJxTlcRQB6X5aKPSsW7fECfWnP7mV23bYwd0jH37oPte1a9JnlP2WIhSFHGXaFSETjnI/SujbT3/qwkJ//nPndALSi2hoZ5SelJRzqYUi6S9On+7OhQzwgbRQJDmYZKAcSmZt733fID8UDqMTlvfsCdTU4PyFC9EXwF8A7Cv9KqBQKNLnPm/oWbHtWUKRbM+To8gnFNlQa+18AArFwY8+SiaMAXd+fJM2NTWuffY5inTbY++b0PNYJwCWSWEtFL3zTjok8p13XPsgE056VUD7/Jey2HGTrUN64hcovB42X6N2Pehn1+rV7pxJva6sdG1QMUeRFpDbtXPtz4IFyRitb99CoUjOkUyu6XqrB996gJ0n9Cw06eATnOxEim0D9djWTjDrc63HTj5HZJ6wU6BwXFVR4d5buTJZdEXGWvJ8efZZ9yw44ADgN79xCydEkRPytTGhmFDkG4PV1Lh963ZXjkciHdat8/cj7aRWSECS19DnQ9dU7lGZRBb9IRRiVkwoso4icSbpfnqWEUaHnsm9pe/hbcZRJA/lDh0SZdUnFEkWdS20AH6hSAsqesUI6yiShGhAtlDUrp27ObSjSBooIP3g14kHraPIJrMGCvNPyHvFVj0TS2ZZmTuu8nJ3486a5d6XDtfttwPf/z5w4YVuNuz00135r77avb/nnu5VW271OdPCiR2Ahxqu6mp3HTdtSg80fDmKrGUzy1Ekx9uzp3uIzJ3r6oWED3bt6q5tKY4iaxPUwlgxochmtJdOijTqWixrKkdRlpgjK+no5LS+ZNaliFCNSWadFTYnv2mFoq5dk4f7+vWuTmuhqFs3v6MoqwNkhSKx/gLpey0kFGV17nyOomXL0o6i8vIkAeC0aa6MF16YXAdh0CAnFNXVJQIokHSeFi8OJ7O24XalhJ4ByUM7y1EUEorsIFnPBOURKULhRqWGnvkSpoeEojyOojw5ihqbzFqebTr0DPALRbI8qq7rvvATSa4v232urqxOVsieneUoAhKhqE+f5Bkc6pDnEYrKytzxykxhloNLXwe5Nvo3dF2WY9ADId+AUsqwdm06342cjyyxVMrly1FkBUPJI7FqVXJd9KyvLLkOuD7Jxx87x8348a6Mo0YB//lPoatAwtTiOO3MlNBAmdHXQhFQ6C7OchQ1RCjSnWqfowhw7eYNNyTup3ffTRLb2v2GhCLtDpD3fblsQsL/qFGu/s2Y4QZK3/42cMwxwFlnJedKhxVrN7nua4roIAMsCT2LYycUjR2bPEsBd52iyF0XPRCTsoZCz6Q+2rotuQB9g9fVq9P9pSgCLr4YZ116KeY89xw+FUXO7ST92169wkJRFCX1PO/94gs90+6J0CA6T46i9u3ddnEgyX60w0MfuxwfkFyz2bOT1BNyHWwYuLTLui/hm8SyxyNl1G2PDj0TcU/GJFJ/JFH9I48k/a533nH9B2kHtTNbP/99YebyXlb4ov2Ory+k86joZ5eMm/R5HDEiLRTJxHqHDq5OaKFI6n6fPkmImfw/JBSJoKeFoqoqd5+tWuWfwFi7Nhx6FgrB1vVfJiDtAN7mrrGOIl9ZtFvE52LV9dze+/rz8lk9GQ4kdVUWoZCx1oABbgz57LPAbrsBl1ziruGNN7r3qqvT4nhIKPK57SQaw9cX1W2WTJrnyVEUmoiUV5t+IBRWr+9RX+h0HqFIizt6TCnPdH2t5bM2mbX073yhZ9ZRpPvrPgdpm0pmbYUTUR31iZQ4UK1Y5xWKdCJALTxs2OAeBtLQSBb6+fNd2ebMSTds22+fzPYXE4qkkyAV0Bd65kt8ZVVGvcSeHJespqTtyGVl7gE3b15iJxehaKedXJjL9de7SnTYYe71nntch0TEsF693HEvXRoWinyOolDoGVCoihcTiqxoJnHc4ijSCQeBZFlgeYCKyKAH09I4ZKm8VkAqK3PnQD9kdCOQlcxadw6kw5R3kF1KjqKQk0I+H8pFkscd0ZQ5ikL5XOQ4fUKRdLhlkCN1GXD1Ujp3DQ09k+1AWtFftSottAANE4ps6BngHq4ffeRW/wCSGWnNwIHuIb1okTtuKxQtXJjfUaRDz/QMxpZ0FEmnXz+YRcAsNZm1OI2iKC2AAtmhZ1ZICK1WIh0qvc0moS7mKAq58/KEnskDXV/P9u2TZ1RIKJJr5bsu8rp+fWHHS8qV1S5IeX0JH4vlKAKcUFRZmeSDaGzoGZC0RTIgsqGFUn59vmVf+jf04FbOnXUU6dAKEfylrlt3is0H5cu5kuUoks/rctmZRqBQKBowwNX3F18E9tnHbRszxoWivPqq268IQgMGuIHuwoXut0VwF1HyjTdcWebOTZwIQFooyusosuF7PqHIl6No5cq0UDRmDHDOOcBf/+pcByIUvfdeWigK5SgKhYvI+6EcNxLSZPukO+7o3Nc33ODq5K9+lUwyAOmw4sWLk3ZTHM6LF6fTBADuOqxe7foXr77qhCJNZaX7jE8o0g77UI4in6tA6pfUad1v0Xk8ATexeOWViPbe24mOb7zhhLJ27dw1kd+0oWfyGrpf8jqKtHsiNKGYN0eRbFu92p3X8vL0PZdHKJI+slyHRYvSOVZ1nyEr9KwUR5EWUm39+dSnXHtw9NGuH/H660kSe8E6ivJMqBXrz/scDFYo8jmKdLJ8Yaed3PNiwwb3vkRtRFEixun8N0CSH0rCNvv0SfJ++RxFCxakxVtxiOTJUaRDz0KrnmU5OkKirBVKbG5TCXmydd9en1IcRTJ2BgonEvUYBwD23tvd7888A0yaBBx4oAslX7IkqV/aUaTb7tpa10YWcxTp4w+l5wilMMgKPbNjCZunUu7/srLioWchoShPjiKdzkSP90PRT9YUYh2z2nUu5w3YxhxF1iFkK5M+YQ11FMlNUFHhvr94cbI6ljwEJKG1hG9t3JjkWgDSccFz56ZdDiIUyQol8ntA2iERKv/KlelcElJ5JLxAD0RFCdVCEZCo7bNmpVVfS4cOwMEHu78l7AxIPyB1XoIsR1EovMoXQ2kdRXlCz8QlJI4iOV55CP3nP+41SyjS51PXk6oq12jY0LOysmQ2Rq+YJx2MYo4iX1x6Vscoz6pnpSTVlYFsntCzxjqKim0vlsxaz/rL+dGx9dYdB7h6KdelKYQi697TAjXgF4q0AyEkFC1Zkg7d3Gcf4OmngYcecm2J1GHNwIGu7ZFOqk8o0uG3smKUFi9DjqJiHVMrFOV1FBXLUeTbble6ygo9K5a0upTQs1JzFJUSemaTKOcNPbNtlTyPRo92db2yslAo0oM/n1Ckj09fBy3WSYcUSHem7PZSHEXvvOOeI1LvG7vqmbxqd1mxZNa+Y6qoSHeurOOqffu0q0e2yTnVEx6+2d1Q6FmeehAKS9BCinUUCXvv7V7HjHHH9MADbiAvQr04iiR3lHas7bxzktcIKN1R5OsL+NoVe3wiVNjQMxFYqqrc7PUuu7j3+/Z15/rdd9PnoZijyA4EpKyh0EPZpttzObczZgB/+xuw776F7bZ2ouvyRZH77CefJAN96WNJ3/Fvf3Nll/BjzcCBjXMUhYRIEUBDOYosI0YkQtHw4e5ekllv6ygCkgkvPUFoy2fvC+nn1tWlxQk7ENIOibw5iuTY9XbdZ7Ptr+4Hr13r7h9xucl1ENf9ihWJ8xAIO4psueV4pIxZQtHKle5e1CFzgwa5uvGb37g2d+xY1xfWQlHXrul+knUU+USrvHVIb5Py19W5V5+jyCcUjR7t2snXXgNeftn9X59jG3oGJOMs7SiqqEgSd2eFnsl9KblhQzmKQqFnui3REQO2/ku91RMOWpTVk5E+R5HsK/TMySMU+QQ+PWYBwkLR177mUiMATiQqKwOmTnX/l/oluVklR5H0UyTHqBWKijmK6upcXbDHkyeZdbHQM7tQh+xP90HyCEWhdCOh0DMdjSLvi1Aox66vg5wfOVfSx9d9+yxHUZsVinyzN4A/jhNI7Fx5hKLu3Qsz3guSA0Uveyn06eMaIhGEdtwxeW+nndxDY/lyv6NozRpXORYvLhSKFi9OOt0+B5XtnMgDx97ceiBqhSIRuWbNcp0MPetl+exn3auEnQHpB6Q+ZzrvStYMhG649IMlNNDQDazuxNtjFvFHH688hCShpzwcRGTQyT9lX/Z8ilVYq7/2N20jagUnncxaZgb0DSvH1FSOIh16JgPkOPYvF15q6JkNDQvlKCoWepa1dLkvmXVW6JnOtyVsaUdRU4SeiaOoc+fkHH3xi+76Pv984gSwDBzoyi8hIVLP5VUcRfI7ug6XmqNI3Bv2mBoSepaVo0herQU4bzLrUIhZMQGpWI4iOR4troSEIp+4KvedT9DN4yTJEoq6dEmSC8vMqM9RZIUi275aoUiugXTqbI4iGQTmsdz7chS9/37yHMkSihriKLLbs863bFu/PjlWK65JmfSrz6IvglCWQyJP6FnIWaavpRZ0dfujXcq6vyKuxDFj3OvHHyf5hwDnKFqzJnlO6sktEQCkjfUJRXHcNMms9fFJ2K8VimQwaCkrcwN16ygKCUVZjiIrFNn+ik8o2m03d47++1+Xr8PSs6c7HisUAYkDwjpCpO/48MPu1ScUiYO9FEeRb7Coz39IwFu2LC2ka3be2YkRr7ziQvEEeV40xFGk+z0yQRYaFPtCz6yjqFShKMtR1L27u56ffAK89Zbr18hy60A6qbIOtQLSg75Q6FkpOYqARCiyAmVtretTzJzpVs3bsAHYddfkfRmw25yvuh3M6yjSdSUkdPkcFDU1iVAkuVwFmaR+7DFXv3bfPXmvmFA0d66rr9K/79vXtWXr1yf3WM+errziPpI+vDiK9DNA58Xx9RfsxIZ8TwtF1t0WygemJyNtjiI7OZHlKLKhZxs2uLpqXcvyWV/o2cqVhWOcsjIXffLmmy76BABOO82dVz1elNUeJQWKYIUiXzJr2xcNic15Qs98k2Ch0DObDkCLglZAzQo9s8Kf9GflOO1CSHKsPq1CVoy1eoh8ZuXKwj6idZQD/rZQT+I2gNYhFNXVpRtaa0/zPdD057OEIp1wbvHiQqFoyZJEKNKN1/DhrlP11lvu/1ookiUdH3jAXQD5P5B0wD7+uNBRJI2etkDa8tsKIoPXUoQi7SjSA2sfxxzjHjInnJBskw7+ggVpoUjskBKSBiTvhfLw2Ad6u3bJTKJ8VjcOYgksJhTZ0DOfo2jx4rQ1FQifT7kRbSOqhSLtCpGOgKyMYuOPfY4iO2iTDpPkDSglR5FveWgRaEKOIh3mIwMxnwui1NCzPMmsizmKQsmslyxx+5s1y+1LD44a4ijSec6yHEUhocg+yENCkR5IWYF69OhkhUFxAlgk/GPaNPfqcxQtWZKe+bV12M4YSTiNfTjbmY2GhJ5JHc7KUSSv1mmk64B2i1inkRaEAFcvssTIxiazzuPksy4ofexyTD4niRWK1q4t7ARccAHwv/+bTp66YIG7vr7QMzuzDhS2OVr4CYVphcSWYo4iHXpWV5e0xRL6uGZNIj6VIhRlCd9SxmKOIt2+SlJvX8fUhj5L0nA5bt/sbmj2Xa63JNPWndO6Old/Q46irNAznWwUcP0P6aAPHJi0NdpVIJ99+mn3qkPpd97Z/eYzz7j/W6Fo0SL3/oYNTZfMWh9fRYU7/3J8IaEIcOFneYWisjJ3zkNCkXbj+IRC2xcTEQ5wM+wWcTTMm1coeMkiJ/Pnu7LJfqW/eN997tzqfqYgrhFxTxRzFImgKW45OeZQ/8QKRT43EeDqWV2dOw4tmIQGeSGhyDrwdL9H9wfzCkW63dPOdrsdyCcUSftbXu7O9SefJKkNdt45OW49aePrt0t7HuqblOooWrEi3fe19OrlEr+//rrLPyp06eLaR1+4k5TF3sP6Guk2TU/ih4Qum2dVzpUIRdttl87JOHCge1b88pfu/z6haOHCJKoAcPfT+vXuukheUsAJRTNmuL+1owhIxnKyD+so0gPs0HPJJ2RaQcjWW/18DLlGpV+qP6v3YV15sl1yV+ncUrqcvtAzvdoYEHYUAe68Sh47wNWlOXOcYCQMHOgmhuw4VIQi7YKzY3v5v+RPk/68fuaGQs+sICQTXlnJrH3bGxp6Vlvr2ojq6sLoJ/18lHbAusfs2KRbN3cOli9P9/HkuzrfkW/VszbvKGps6JlOEGVPfo8eyYlfsiTpvMp78+b5HUXjxrkH4jPPuAqvbwARhm65xb3qsC0rFOlZJWksbULDPI4iG04iFXHxYtcp0Q+P3r1dh+TNN9NWWR8dOjjbqj522ZcNPdNLlutQLKDQUeSbJdUCUij0DEis6ytXuhtfO0wWLXL/rKNo5sx0QyQCz9y57rOyD3s+dXiR3IiyRLjsZ/HiZFAuwocWnGRm1M7Y+RxFvtAzabxKdRRpMScrJCO0elCpoWdaENIhZqHVzUpNZr1unduPfKdr10RdnzXLdQ50B6NLF/eerB6QlQdAd45kgJbXUSShoNpRpDt3a9Ykdmub10hCz7RQBDgLb3k5sN9+8BISimTwsXBhoZtROj62rdAD9Tgu7ChKB8HmGNGiWEh4kDos1zYrR5G8WtEmFG6kHUW2vsv2PI4iqXt5cxT5HEX63rD3oxUubGiRnb2S7cVCzw47DDj3XGxGnh9ZoWe2zQmFnvlCT/U10Mcin89yFFVVuXtXyg4kIr7OUVRdXehUCglFvvbMJueXYwoJ6/pYdUfJF86iX7WjRAYhoTAAnRNGXwMphyzMoe8BKZferp+Vuh+gZye1U6V7d3duJ09OjiuKEkFDC0UiDP3xj05s0ZNi0p+57jq3XU8u9ezp2gxZ7Uv6AjU17vxmCUXWqRgaJAHJYGXRonSfyTJ0qBvwrV6dtIV6VjevWKEH5SHhwBd6Brj+hITDWWR2PctRJLlUZDvgfutHP0onstbHvGGDc/KUl6cn7qRu+9yEdrs9//aY8whFgs9R5Dv3voF1lpNaf94OitesScJhQxMXodxTIUeRhA/p0DN9/LIC8Ouvu9/WKShsGLge2Gm3sxbldF9QciVJO6XDb9avT8qon/k67UKInXdO9illAdxzPu+Ems1zZeuQze2jy2+fY0ASemmT5QPu/O+xRzIOk0k0IO0okrQPQHLfvPxyOrVG377JYDokFMn1teFets3Q4UjiNMpyFMl+rLMyy1GUN/QsJJ7Kc1KHDAKFaS6sAF5bmx7LhIQiH3INhKFDXTiwTyhasiRp8+SctWvnDz0DEhNFVuiZ/H7IIdQYR1ExoWj9+uS+9gk/cjySC3HpUvd5SWViPy//B9KLHsh3BOnbhxxF2o3mc5216WTW9uRrlc5nzfKFXWghAUgLRZJraPZsdyPpG0QswI8+6j6nw7eGDnWNxpNPujJpxVUasPffd2XU+5SHjghF0pEONR5A2rmiz4109F5/3TUUNvRMOqHnnYeSkX3NmePKpAe5NhRLO4p8oWd2IKM7C0ChowhIBqq2o96tmzuvdXXpgbOsiqGvbbdu7iadPTs9mNYCjw5D0GE79jflePW11IKTXBMbepbXUaRtj3o7kE8osgNWG5Km83OEQs/sYDhP6JlPEAo5irLyx8g2q3rrhtPnjuvcOVHgfefbZ6m24R0+R1FdnTv/voFMaBZNtktdEPu+hJ7Zh+9pp7lOU0jIFaHopZfcq9yT1dXuNxYudGK0DiERsdMXelZXl+QasfVVHJd5cxRZwVcGJHLc8pqVo8gXc15K6JlveyhXl89RJMcjK31k5SgKue2yHC5ZIUeSAycUehYaqPmEomKhZ3YgZVcGyeso0gM4nbPBdqb04EA7ikQo0gM0fa7lt0oJPZPrbh1cWaFnQmhwazvU+lmc5ZDwhbvkOdc+x4cVKeRaf/yxq986981TTwE/+AFS+IQimQhauRI44oh0f0ZcEkuXAhddlB5kynNWVrGT530UuXqaJRTZ7VaokO1yjMVCzwAnckmHWM6DuL7yCEValFu9OlkcJY+jqHdv114fcohf0AHCQlG/fm7bhx+m+ykdO7rvHHVUegU1jVzHF15IVnsF0vUlFHbqC22Ufo4cm8yKi1BkJzUE3c/1OYoaEnrmcxSF7q/QddL3XHV18vzWYosdUMn/JcdSKD9T794u7G/mTHcd9GDLLiyh2z65N8S57OsL6nLo82hdy9LXnzPHH3pWDL0CVSj0zOco0kJRlqMoFHqm7x1ZSfmjjwqFIiAJZdpxx3T969EjWS1QtwvS77GTZfpvKxS9/ba7LvLcCDmwQ22GFTLt8zt0DvV5kokSn7vL59ISh5wvz5fdty6TjKvsdfOZEWRMZCf/8zJ0qLu2s2b5HUVaKJKy+JJZA8m4MhR6Js6hLOHH1+/M+/liQhGQjN+tG8yOJ3TonXX+62st35HzvnhxoXNQ6moxR5GO1mnzjiKpxMuWuQO1ituSJWGhSMcJAoXJjrX6vPPObj//+leyDKmw227u/+vWFdqBKyuTmYWJE9OdBmmo/vIX96pnYXr2dJVALy8qZQfCQpGvMZPG9uWX3au+QWX28Kqr0rHKeamocI2y7RwCiVBkQ8+kQZMZX1/Mv68z47MaS0iRPRc6KZ8cb3l58gDR17ZrV/eQfvPNQqFIhDctCOmHhq5XWhjTDajsR9R5OW8S0mA7L/oc2A6TTeIcClEJ5fkJzbQ3ZzJrX+iZdRSF3B5SHtuY6ZUJfUKR1D0ZrGTNlGkRBPALRXKvWUeOvJclFNncVoDrOPpCzwBX77TIY+na1YWFrljh6rcevMksm02kL3XYll/qs+QgkXY0j1AkD56s0DMgOf5iOYqyQs9KSWYd2p439Ewe3PLQr65OxKlScxSFHEWyjHtWIm8g6Wja0AdLllBkr0tInA4JQtZpGBI1JHRY6oUMePQATvbly1EUEoqkAygr4/mEolCoX5YwJ8dk2xbrmrMDSpmo0M+CkKNIh1r5RDl7rq2byjqKbD9AhDlZxVQLEGPHFjoMJk1yv6UH8336JPfJ4YenP9+jh/tXW1soVkj/6Z133Kvu8Mpg2IrxeYUin0hfTCjSeZf056T/V6qjKCv00PY/ABe69/Ofh8vXt2+y6pl1FAEuLEYPmgDnFLr77nAuSTnmd95JX2vrpAr1rYoJkfKehF+FhOraWjeBUVOTnuAo9dzLdmm/Swk9K9a+yasNYQk5iuQ9OXZJHCsceKDrYz/9dDrsDMh2FMm9IY5n3U8GkvvDVw573/To4dq6jz9umFAk/SgrFOm2zvaTbDhtyFHkc0SFHEUff+x3FAFJVIYOOwNcPtg4dpPyPqEIKHQU2e1yvt57L31PyuSwFUhsv9wmWw89v0OCuRb+RJhcuTLtQK+tTRZAku8CiUPO3hOh3/SF1APpVCW+sCZxFFVWpsXLPEj7tHhxaUKRTh+T5SgK9SN9wo8NVZPzkTf0TOdn8+UoAhomFOl7IY+jyLqzbOiZ7M+G1IoQKeewTQpFdrl4mQG3J3LRIr9Q5Bv82WTHusJKw//CC+nQK8DtWwQiX9z4Tju5Vx12JuXo3Bl4/HH3f22jlLJIglrpSGu11x5XKJl19+6uAk+f7v6vK9WRR7pVNC68sLDceenVq9CqCaSFk/btk8oXiqW1oWda9BAhbt06d8OK2CBJxn1CkaAflvK3vrby2ffe87sufB1VOf/2NyX0zCcUzZ+fXEc53pCjaNWqtIhmVwWxHSab9yUUviUD5DyhGta94ctzFMeF+47jQudQKEeRdiCFchRpAUm2hYSi+fPdbJrPUQQUF4q0UyGPUCSNcV5HEZCILbruSHI6X+hZMaIIuPde147cfnv6vR49nHC2fLk/9MwXgw4kK8flFYqkQ62dd8WEomI5ikpJZl0sR1Gx0DO7fLru4El8uSSX9dnObadk0yb3z94z2rHnO/bQOdGdvg0bkk6ibv81ffsmDrViq56FrleeHEW+0DOb80DO2bp16QGPzuNmcxTpz4XEEilL1qpnPmEuj6PIhp6V6igqJhRJvggbemaPMeQoygp76tgxmRTSTiEfxxzjnLQ6vKy83D0Ha2vdil2WqVOdM8nOJpciFIUcRXI+QjmK5Pjy5igSQkKRbjvsM9aGt1tR3V4Dey8OGBAWUoAkxGzdukJHEeDuX91fANyAVrvdLP36JeXW/Tw5f8uWuXbJiiV2sJg1IaldNVnHN2GCG8zr8JOQ6BY698UmyLJywFhHkQ25lVfrTNDX1Qo0MnaQmX8t2J18sntdtKhQKBKnrRXvAbcfET6BdIoGIDken6PI9jHKylzb/8477r2GOooWLHBtTshRJHm9pJxr1xa6X62jyCd02cEskOTuWrcuWWlZM368e14cemh6u+QC0+kmgOJCUWVlcs7le+vXp9s3mVhbutQdt3YUrV1bWv30XTfdDpaVpXPR+cQGIOmLhULP9L3scyCFQs/kWoh46ZsElTFO1uJHPvTzKI9QJKuNz5+ftIvFQs+sOJfXIWRd4XlCz/QkWGOFomXLCtvUYkKR5DG2QpEOPQtNFOr7Uedr087NBtA6hCK5UNZRZC+I3ORz5rgGLOQo8glFr7/uXnWFlRm3urpCoQhIws98QpE4hSZOLHxvu+1cA9StW2G8v5SloiJpwIs5itatSx588l4UOWVeErfpStWuHfCpT5V+w2t69UrC9axTRxxFutG1CQd9sbH6QS83o82hAeQTivTxSsfLJxRt2pTtKBL0INs6iurqXMfbJxTNnp1ODKpjja2jSGYuQmE79oEUUsUBf3hYseSv1r2RJ9+K7FtcQsUcRXZ7nkTDss3G0UrD+Z//uH1JOJagLdW60yJ5DEQo0u2BFYpsHQAK2x0gLBTJb8p3rKPIrtJXClHkOlWy4oTQo0fikAyJoDU1ybmXToIIRTa3h+2c6A6rHthHkd8VBxQ6irJyFG0pR5ENk9R12ApFEjpTilAk+86bo8jXuQl1NAFXlvbt0+4xzWmnuWtfV+cPPdMz7qGQtDw5irTYYt0Jup3WjiI94LHLS3fq5ESUBQuyHUWCXK+8q55pB6avbbGOHjk/OszDNwC1z4KQQ0IGBFKGYqFnIZEslIMRcH9LniDtUvYRRYViBOAS53/+8/5cBf/zP8CXv1y4XfbjcxeLULRwodunzXEWcnP6Qs8GDHBCWF1dtlCknSwhocjWUZ8oIdffTsDJtVu0yNVZ6ygqxtSpyQIFul+g22nrKCpGWVkya+9zFPkGV0DhYDHkWAOS81dMKPrtb90iLpqGhp7Z9tF+3pejyN6ntk8lr9aZkddRZN2c22+f5BHUDj1B3L16ohtIzqEsBy99R+2ECglW9r4BXP159dXkN0tB7lmJZAhNqOn+TmjiVzuKbBtlHUU2mTUAnH22f8XA2lonJIkwp783dqz7W9/vVVX+SALp6+s8YFr8sOkjxFHUpUvymWKhZ3kdRbbe6ugFaU9tVImdtAtNTticRsWEIsnrJY4iO8bctMnVj1LDzoC0y9MKRWvWuOe+dRT997+ufZU2UupiMaEoTyiZr80pJfRMfj8kFM2fn06Z0FhHkexfxjvvvuvOjZ0UyAo987Vrbc5RJB2/SZPcq74g+v/V1e6kSghFHqFITrZdFUvekwZMz74JWULRQQe57bIsrUY6BePHp8UaLRT17FkYax6KHwWSFS/0e9tvnzQUDRmIZtGrl6tcn/50eoUP7SjSnUa5sSV8wjdgsccmM9J2prp7d9dRyysUyXnVDwyf7RtIO7Sso2j58kK1XfZjhSLZz+zZaZFRD7LtA1k6NXaQLZ3VYrH6IVdOaABVauhZ1kpDMkgO5SIqtr1YMuus0DOZSQ85it5/3zWsuiMhD++QUBRKqAoUtjvyXpajyOb/AdzD4dVX3XUUB2JT0KNHUpds6FlIbAYKHUWhzonUYT2YE1dR3tCzrFhx29nKk8y6MaFn0s7YDl7nzkm7qu9JmU20yaytcyivUBRyFOmOJuDqXSjsDHCd4Ntuc3/LcywUehYSikrNUaTj9fM4ioBCR5E8W996KywUWUdRKPQs5CjKCj0LOYq0pd/nuijFUSSuaL2vYnmfQsmss+5hCRNrCH/4g1u4ohSkTZWBjc9R9Mkn6YFZTY17BkhfQI5L7nVf2/vZzyafzxKKamqSNk8/47VQpOuohCL4Qs82bEjaUeso8gn/eejf34UpvfIKcPzxyXbdvyxVKAL8QpGcvyyhKCv0zNd/LiYUdexY6I4NOYpCoWRVVe4etpOK7dr5t2cJRb5QHd/2PEKRzSUiyApietU7oUcPN8DWqxECyX7kmZvXUaTDj/R7/fol92BDHUUiWkmdltUfbYgNkC2KR1HibtDnK8tRdMghwEknAVdfXVrZgcSBZNsFaQd8QpHeptNTWEeRFoqErNCzLMdblrPSXmcxLsh9HZq0aypHEZCEgIeeLR99VLrzXfYr7ZK+RrKvOC50FIlDVYQiKb848PRkSymhZ1mTdLoPFwo984X2WUfsvHnpZ1dDchT58qdK3ZRIHl/omQ3rtEYMPUkidceuqt0AWodQBDi1XlbvqKx0B+Wb2e/WzS8UiXXWugS6dXOD13nz3Odt/KXMEvgcRaedBvz0p/48P/vu61RR342lhSKNqMfvvZee8dPJBH3xo0CyzLsVioSmFopGjXL7/93v0jmYQjl7QkKRrsi2gWoqR1FW6BlQ6Chav96VX+97wAD3wF+4sNBRBLibTV/rjh2ThlrXnVIdRUBy89sOk+1gycBUwsBCuTuylpMOJbMODXptWJsNPYvj5P/y6nMaZeVAkm2hZNbPP+9eddgBkFwPcb5p0aSYULR4cXoFMCCpDyIe+IQiyWNgB3c2TBZwjbnsS68S01h03behZ3olPl12IGk3Q44iK35JeKmQJRRJHS6Wo8gXeiZ1KhR6VopQJO43fX9Yx4eUpUuXsKNIr5Il94h0JkJCUd7Oii/fAFBcKAKcu+y114BTT3X/D+UpCYWe5clRpO9PPQNuO54hR5F0iuQZJ9Z0WTRCn5NShSJfMutiOYp8QlHIUaRdir4cRaHBE5AM2EPhdT5HkS+Z9ZIl7hh9bsemFJzzICEcH3/s2mM9SBWhyIZfa1cOkK4boU714Ycn5zpr1TMgeQ5YR5GEkfgGfT6hCChst6Xssj0UBpqFrDynnYFduiT3YEOEIrmHfI4iO7iSY1y1yrWHeULPamuTibIsochHllDkG4SFJhdC/SFfMmv5DSuS5RGKfAP3rPxMp57q0kX4nHw9ewLPPuvamAkTku0hoahYjiKgUCwAXN9G+lqlCkVSFklToSfcdAimdRTV1SWDWTmvZWVJjh3rwGrf3l0j6efqe2f0aOD3v2/Y/XTQQe7VjnFEfC0mFOnvWnF5zRp3/2QJRSGnv+4D+kJtJfTHCpPSBgKJUCTn/uOPkzxGQHFHUUOFIt8Y8+23S69bgk/I1udUPx86dEjGCDKGLTX0zPYjbY6iUhxFOvRMp1JZvjy9opwc4+uvp++Vrl3dPRsSinz3iTwDdVqHqir3fZ9Q1KlTIjpVVKSPq6KiMGJHjkFCR220Rom0HqFo6tS0+6ZDB//MfkgoCnVAysqSDoXvAS1xxz6hqFs3Z8cOrXARIiQUyU0Yx4XW8NraJHl3SO2VRlqQm0wqWFNy2WVO9bXllFAsqz6HXDNZjqIsoUiSAPtEm/bt0+chK/QMKBxMA678et+SNO+tt8LilA09E3xCkc9RZOPmi3WYbN6XUDJXGSCHBlbaCaEdPDZMQ5Rn3z6kYbchZna7FpBKCT3TyXKFmhp37LNnu+WIQ44iyfmlhSId/uATinzCTh5HkV3eWOrKnDnp/+vyAYX5DRpDKFZfh56FHEV6CfNiQtHChYUxz6EVdvI6inzby8rcv1DoWVaOIl+eLXt/SGfLJxSJkKcHGla8kP2IqFCqo0ifEyBxEDZEKALc5IYeRAGuA7Fpk39gFEqwHMpR1FSOInneaWu6fE5y1IVyFJUaelYsR1Eo9MwObvXKI77nVchRJN/R+7LuLV+OIn3skh/B52aRe7hY2NmWoF8/1+b89a/p628dRUIeoWjx4sL+w9FHu7+zHEWAE4rEXW73a8N88wpFNvSsoY6iEFGUDGyb2lEk57nYBFRlpbuHfM712trkGdZQoaiU0DOgsH9jt/tCz6wQbgWhPDmKrJgYEj6EKAoLtD16JG2IREQAYaFIjjG06hngv2/0c77UwXy7dm5fL77o/q+PRcQDK57ZiV993+t8KdZRBLjnWHV1dt6tUthrLyfW2dxGck50/7662o0H7HhO7hsbFQA4ccZGR4Ryh9rEx0DafaId0pKIesmSQkeJfE8ELdn22mtu0lpP1IQcRWvXJveKz6lr3ZWyuIovRxHgrqm0waXia5/0ubahZ4J1FM2e7V7leuQNPbM56fLmNNKOorKy9Hm39+GQIa5u6TxfgBPxP/rIXec8QpEkLl+0yO1b6x7duvmFon79XF368EO3L/0dPellhSKgMGKlAbQOoai2FjjllPS2LKFIHmh5hCLAH5okyADOF3rWUIYMcZXOZvCXpdyBQgGmQ4ckhth3E7/8sovP10kERSjq0aNx+Yh8yBKEFrn5P/jA7yiyrpk8jiI7ANHhXj7Rxj4oizmK9ENWuyv0DJAs/bppU+OEovbtkwFD3tAzXyJgoLCjl5VHKMsNFHIU+XKUyAPJhnuEHEV5BaSGJLMGknP+hS8U1vEsoSg0UxZKlA/kcxTZxHw6rEbvA0geDoMGNd2AA0geIDU1hR0QSYpsnU2Ae8iIwxIIC0V6oGcdRdYxmFWHrXMICDuNbOhjWVnDQs98gql0tnyhZzYHg+6YWMFBZu+K3Xe+lTT0q31wlyoUacrKXNntwKiYo0iuQbEcRcWEorVrC2PwO3VyzzrZR7duhaEXOkddqaFnVghsTOiZiH9Sro4dXT3yrayaFXoGFA5aQ0JVyFEURe6+lX6PzVEEtIxQ9Kc/uVAqyRUiSLL+efNKcxR9/LE7j3bVx/POc30nX6i/5qKLgGuvTW+T/p9NeltMKLKCkN3eEAdECDnexjiKdN/HCgvWVSP9B33P1da69t7mX6qtTVbVK3WlXC26aidoMaHIulBD/R6fM0MmvUKOIuvuExFWHBXaWTJggDv2YmF3PqSujRyZrnchoSiKEgGhmKPIhp7Z3yyFrl1de9a+fbq/Kou12H6SnHvbnwcS9549X1Jeid5oKtq1cwt62PZn4EBXB+z99OijwOWXp7fJfWNDzwA3zshyFPkmgCoqkn5UKMRMtlshXX53yJB03iLA9dH0xIp20+l7K5Q2wDqK9HWT9joUetaxI3DCCWgQPsejPqc29Axw96Ach5Rf+tFSRxsbepbXUWQdN/36JeMKnX5B8s9ZoSiO3bm1QlFdnasXPqHwk08KtYpu3QpX9gYSQW3mzMJ7Szv9fUKR9Nm3eqFop50KO8gDBiTqohWKpKNYqlDke0CfcALw7W8Du+3WuGPQTJkCTJtWqGqXlycPKCsUDR6cJKvzWc4/+KBwVkMLRc2FNLQbNuTLUSTiRMhRZJc3BZIZxQ0b/KKNPd7x410nTMQewN0wsk8tEOo6o5ME686p/ozuUOR1FNmkgcVCz0p1FPnyCPnEnKwcRb7QM6BQKAqFnokgFMpdZJNf501mbRszETZskkM5XzU1SZJXPbMkea5s0lQ7EPA5inz5wEJCkVz7N98s/I60ab4kmI1B6n/fvmnxTOcT8XUENm5M1+c8jiLb8cnristyFPlWQ9N1VZZIb2gyayswSMfc5ygSiiWzBhJRoTHJrPW5skLDqlWlC0WAu0Z2sBhyFOXJm+Nb9SwUerZuXeFS4F/8IvC976XLKJ1f3ZHRs39WKMorfMt+5Fz7nGBZoWc2OWQUuXZe2o5QTj05fn1MWaFnPqFozRrXTtpyiVDUWhxFI0b4HdedO7vyz51bmqNI8lPo9hoA9tzTJfIs1p8ZNw4455z0Nu0osklvfe6AkFC0pRxFQDLY9yUaL8Yee7j+yj77JNusK8q6CnxuEC1EWqFIPuvLu5lF+/bunly5Mv1bocSytnzFnFDSftsZc/08sqGjkqpBtks4j0wy677cqFGurs6Z03ChSNJmCFIOcfHq/qIWqX19E59QJCJjRUXD8sjId4YPT0dIdOvmzqFdhbCYo0jypejnldzPr73WsOdYqVx4IfDkk+mxA+DaB9u2ZDmKrLvR9gGkj6VzFOnzERKKqqvd562Qrh0qghUe9D7WrCn8TTvhmTf0bNmycOjZSSc1vL074wyXf0oL2SGhSH5DJ/uX+/T9990+ioWehYSfkOurmLBkoxl23DHRH/Q1FaFIn6dhw5K/9XXUbYl1FAF+oUjXT/0ck3P15puF91YxR5EV5BtA6xCKfJx4YhKTqy+U7pD6hCKbnwNIGgmfUNSjh1sWNrTSTEOoqgoLT3Ij2c7CyJHOvgb4ZxKBtBACtKxQZP+2seG+hrSU0DMhj6No4kT3kLfnoWtXty+9b9lf9+7p0MAOHZLOcB5HkXymrCwtRLVvn3QyZf+hFTqychT5tssAyhd6lsdppFeYsgNCeS2Wh0W2hxxFsl3KqB1FIiDlTWYNuE7ccccVPvgFGax06ZJuJHv1ctfBdoCyQs+KOYo2bXIdP92O9OzpzqsMfnxCUVPmJ5LfBApn5KW+zZ7td1EB6YePnAvbqZYH3OLFhQ+eYnVYC0WS68duFxFFu4Z03fa5XEpxFFk7ck2Nf7CoH+Q2XCJLKMoTeqbFMHtfW0eRtPGdOxcOgPPQoUPS5ujrEkVOCNF5SkLiRchRpGfAfY6iNWsKV8A84ADgggvSZZTOr65P0qmz9711l+VxcEm7Yld6AZJroR2y8kySgZCuC926uXsojgtXPcvjKPKF+fnqkw1BBNy92tpCz0Loc1aKo0hc7xOcHAAAVZBJREFUFqE2vSHkcRRpF0BIKJLwLN/iBI1lyBC3v4asLNS5M/DII+nwa2nXrfCWJRRpIdLm+AScEKXv0Tzo/CK6r1XMUST1Qy9LDoRzFGUJRfK78myUvrR17MjgT/cxZSJn48bSBQ6pa/vum94u94akaNATOuKQKsVRJM/6hkYPyKDdTjZLzlE7oVZMbPQlPhfHz1tvNa2jKETXrmnhNAufUGTdH0Io0kH3XXzuVHsO5drOnp1uH+V3tXNIfy/kKPKNY0JC0erV7plohaIFCwrz340cCRxxBPC1r6HBDBzovq/rppzTdu3S9cQnFEn57QrkeUPPijmKpE+RFXqmz5U2DuhrIyK6rjshociuEGo/s2CB31Ekv6l/V87V2rVhR5EvmTXQxoWiE05ILz8nFBOKZs9O32hAduhZcyMNhhWK9GDS10EECoUiuaFaSijyzcj7rKrt27vKavMvFQs9A9Kfb9/e1Ym8x9u1a2FnVM7nIYekw/iA5PxatV0+53MU9emTHoBIXe3SJQltk1kJG3pmBaQ8jqI49os5oRxFdrsdKFpnjy+8xrfvUIiZ3W5DzHx5ZYCwo+iPf3Sr9YSQOmhFk169XIc4lKMoj6PI996SJWmhqKzM/bY4YWwOD6DphSKp//aYd901ue/0faNnNH1C0ZIlrpMndeBTn3L3TRwXdnxCQpEvnEqHe9kHs87ZAhQ6ioCGhZ4BhZbx0AOzoY6irBxgsv88oWdy7vbcE7jlFrc4wiGHoGT69XNODH0ckiTRhmZY51CefD465Mo6ihYudNegWALikFBkE4dLWUIrMOq2SLYXywUk18jnKFq61B2ffl517Vq4QpA9D1J+fUzWUaSToNfVFTqKfLkDQo6iHXd0E0O6c93S6M6vbhOljZFcklYokuvX1EKRhFXo/oF2tVjBBPCLcnqypykHvJdcAvzjH6XnvAwhxyBuVqkbIccOUNxR5Fu6PG85rFAUul9CQpGdINPhZBLaUcxRJNdeBCHbDw05ioRSHUV77OGeu3plYL2furpCYVA7pHyOInGk67onbrSGJhsuJhQVcxRZkWLpUvcdLawNHJgca3M4ikohlMxa0NcoFBIdakt0++8TijZu9AtFIUeRFYp8+YaKOYqs2Aq4axKahHjoobTg0RRIndM5PeX3gPRiTPq+1s+4hoSe+SYFSw090+dCX9OxY93nrCZhVxLWxw/4HUUffVTY3sh+7Bi3T5+kv9NQR5E+vhJpvUJRjx5uJQwgv1AEuAfK/vun95UVetbcZDmKBF/oGVAoFFVVudUEmjq0JYuQw0YqqO/BUlPjn6Er1VEURa4jk3cWYccdCwfpIhYeeWTh5+X82t+U8thVz4BCS77Uw4MOSgaOMitvB9lyw8u5CcXwa6EISMLD7LLgodAzPZCVhG3r1qUHijocQv+Wz5UEFIaY2VXPfGUBCldVsqFntjGLouyOtTS0VjTp3ds9uJct83eAspJZv/uuuzYhwda2I9qJph+Ico+PHh0uf0PQoWeadu2c7VrKovGtKCSuEwA46qhke00N8J3vJH8LffokM7XFchTJCig+scTn8NCJqLUYCZQWegYUCqlyDHI/ye/qh3RjhCKfowhIRNdiTpKyMrfCZkOfTwMGFF4XIJ0vLeQo8gm2+v6U74ZyFIkbrZhLwhd6Jg6dpkhmDRSe12Krnm3c6NoBG8rRrVsiFFlHURyHk5GHHEWywo0V5WS7LZfUU/3b55/v2qWmEhmagpCjSAYAImDYFX8E22Y3htra5FkUCj3LEop0ubQg3pSOos6d3aIMTYWc13nzXJ2Ttj1rgLAlhCK9Wp8dmOplwxvjKJL9WweOuG90yG1NTWmOol69kjpTqsCx224uZYRNwF5dndzXtm0s5ih6/XX3HZv3rX37hk8K69Azjc5RlDeZdW1t0u7rNiCKEldRcziKSsGXo0jXf+so8j2XshxFQGFOR/0sLuYoyhKKAHcdrOALlBZ22rlzEqXTlO1aiJoa96yz/Rqfo0hPYuvtuj+m0xHoPoLenpWjSI+FfKFneRxFVVXAFVckq84KIiyVIhStWgV8+tPp/YSEovLy5HmZ5Shq0zmKQlx+uVsNTTfqIRFBZ5LXSYqBrVsositzWaZPTwZ1zUFeR5HtlDWFUAQAjz2WPzzjD38Abr01vW3YMBdD/bnPFX5ezq/9TTlmn6PICkXSqBx6aHq7L+GsFYpCSR11viegNEeRb2AlAz89ULSD22KDs1CIWUhAsgNRO7gPhZ4VI8tRBLhOkF0FUQuXvtCzDRuccKIHZfo+tM5EX8giAHzmM8BTTzXt4ABwndKdd3ZOFMvEie7VWlp9jiK9DKtd7eKLX3Tl1u3SHnsk17tYjiLZrzykfNbgLeUokvtD/q8fmDr8JOQoEtt2Y3IU+c5JlpOkMYRm5nyhGXlyFJXiKJJjKSYU+RxFtbXuXIeEIhtiq8VEvd2e7zxCkZRj7tzCWb2uXZN6ax1FQKEzrZijyApCIWFLzolgJyyaMjy+KQg5ivr2dffe7NnuHPgct+3bN+1gUp83X+iZnYTQQlFNTdpdLO+NG9ewfDDNhW6/BwxIRH8ruNgBpkw06fq1//7AsccWJgzOg06qrX9L+jci5ljHtNwvIUeRfE67c/T+99wzORbdrvToUXgvyt9yL+r2KoqSCcVSHUVZyL5s29ihg2uX16/3O4rmzEm7TaSMw4YVrvyaFymDHUN065aED/uSWYdcaeK6tudL6k9rcxR95jNugK8n7RoaehZyFPkW/xCKOYpCoWd6At73nPjkkyQPrJQd8N/7+po0h5AXRe685hGKgHRbJsjkzOrV7hiljdMOIf18KTVHkQ490/2DQYOS562+NgDw9a8XGg2kf1NK6BlQOA4NCUVAcl7svaVXI94mhaLddgN+8YvC5eMAd/H0w11O/t57F54QqahNaXVuKCGhqFs3v2JYU+MGNp07+5MgSuLX5qJjx2SglWfVM6C4o8g2vDqmuzHKtw0pEEaO9J8zeYjaG1GOU9/4Ui4rFHXv7q6JXcqzY8dC55A0Hg11FIUSTucRikKOorwrO4VCzKyAVMxRpLfbxjoPWY4iwYomWrjU71VUJPXluOPS38nrKNJUVhbmLmgKysvdrKNvhYo99vCXxecoAty5GDSoUMyqqnIzpRdfnGzTwpRdXUsECSsUSXtQSuhZMZdLXqHI5yjSnYqQo8gKPLKfvG476xwqlsy6seiOVTFHkTwv8uYoAtJL9FpHkZA39Ex3uiQpaqmrnvlyFAHh8+3rUOr8XFYMCC1aoDtelZXpVW+AcDJraVOL1Q9dLqB5Zn0bg35O6r5JeXnSJtpOtrS3NhF/Y8kSinyDO52rzp7nL34RuPRS4NlnC8PTWxty3HZwBYRzFAn6uPfdF7j33oaJkaHQMz0RppMCl+ooOuGEZAJED4ROPDH5W/+uDs/yOXaAwvaqOYWi7bf3u+10+QYPLtzfI48A11zTsLL07u2ugQ0vkrJZ0apYMmvp39m+cmsVirp0cRPq+n7OchSFQs98k1xaKA05inSfcfRoN9Gnr7GkLejRI33u9LjK5yiyC44UCz3zHfuW5MADXSoDjUxWWjFUjkOPqfSkiu0j2D6MfD60kEhW6Jl9PlRUJOWzzzAfpTiKZH8775ysui7kEYqsyNe+fbajqLlyFEVR9KUoil6Louj1KIq+XL9tTBRF/4qiaEYURdOiKJpQvz2Kouj6KIreiaLo31EUNWCKIgM5kfZkyQWyYWeAS9T1i1+kkxe3FHvt5RoKn2gls/d2JrFDB2cZbU5BKERZWXIDlJKjqBRHUVlZ8gBrzs7yfvsBV11VGG/etaurb7oT1bWrK7O18p51FvDCC4XXd+LEROCRY7VCkZ1x9uUoAvxL2IdWQ/NtF4eAb3WjvDmKQsms7WpoPkeRDi/KmvXPg9RBe759MziCNKy+9zp0cNf6oIPS2xsiFLUEIhTZDq88qKxFft99nWvT17bYbbvtVhgOIA80yavgE4p00urmCD2z94d+YOr6ZTuH8mqFooaGnlnHSJaTpDFoR5EV6K2jKIrSQozvPtQCsnxXHEU2Wa1QzFHUpw9www1uZRWhQwc3w98Uq54BpYeeAX6hKORo1QNw34xy3tCzhjiKWiPSxpSVFXZspU6GhKKmDDvT+wXyhZ7JNfMtfvKd7wBXXll6UueWwDe4KpaIWGgqV4HOdRcSiqwTEcgWiioqkna9Y0fg8cedMKRDNfbfP3kW69/VddH2QwV7z0vfuykFjpBQNHhw4cq49m87iAZcnqKGJEIH3Aph//xn4f0YSu6claMotLIT0HpDz3yEBvV6dUufUBRqS1asyOcoOvJIN9Fnn/+1tekVz6QsgOtHhXIUtWah6M47ga9+Nb3tgAOAhx9O+qqCnC+f6L1yZbpPEnIU6RxFIQeS/F8+L8KSvR4i/jRUKNL3hu9vX1RLYxxFoWTWzeEoiqJoFICzAEwAMBrAEVEU7QDgxwD+J47jMQAur/8/ABwKYFj9v7MB/LLBpfMREorEeutLBtq+vRsMtYb4/kMOAWbM8A8SZFbD3sR9+jR9npPG4AvFKuYokoYrtNywPR9ynZuzs1xZ6RwUtoPYp0+hOFBbC/znP8CZZ6a3d+yY5InRaPHJhp5JnoRijiJp3GyOoqyE09qNoWf0ioWe2fxHeZNZ29CzUhxFDRGKQo6iLKFI7Nu77FLY8Ro0yM1gWifa1iIUDRgAPPigy3mjCTmK7r7bWWnzoHMgaVdcu3ZJ7gedowhw7YGvs+VzFIlI0VShZ1YoWrYsLBTpxKlNJRQVCznaEqFnxRxF8rvFHEV5cxQJxRxFAHDeeemy1tb6HUW6LuiyFUtm3ZDQM1+OolAeCy04hpKZ6v8XczplOYp0WFFrRdreHj0KnTdyne2zVDuKmhJ9nUKrnuVx1mxt+MI15Jzb/D3AlhEi9YpFRxyRbM8jFOkFIHTome0PduniBp06P2V5OXD88e5vn6OsvNzvIuzcubC+HnGECzffddeih5ubLKFICDmKfEJRY8viCyvUZfMJDr5UEr6VXYUddgAmTSoUAVojWaFngHt+23rrcxqFrqHenicJea9ehQ6TkKNIrsHq1fmFIt/KYy1BebnLP2wnIkOhZ4B7tvtcx6HQMyv85Ak9s22O5CnK8xw+5BCXEkWP/aqqkjqg75MBA4C77kq79QW5H0t1FC1b5sZcPkdR3jySGeTxmY4A8EIcx6sBIIqipwEcCyAGIEffGUC9RI6jANwex3EM4F9RFHWJoqhvHMdzG1xKTUgo2mMPN1hp6pmq5uT0013lso3v//1f01piG4svFMuu4JWnUxZyFAHh69wSXHFFMvulsep/FjpJpB7I1NQk+26ooyhP6Jlv4FdK6Jld2alYjqKQo0iWLw8ls26qHEVazLEN/RNPuHrnq1tPPZV+8Ajy2YqKwga3NQlFgIvHt/hyFDWEPfd0K/doh0qvXolQ5MtRZGeC5EHucxTpB7auM3V1yXYtFPlEx6zQM12/pE0Vlw3gfkNEThsqlDcsMyQIyX6aYBWKFKHQs5oa/4ywr5PVkBxFdqWwUpHQM6BpklmH2sus0DMg21EUCj0rxVFkQ8+yBEMZvNTWto6JrSxqa9018YXEF3MUNbVQlOUoqqtz16AtCkW+0DNJIPvOO+7/W/q4ZZ/duzvniqBzFPmciIsWpReA0IPCvG3jd7/rXPq6/ZFBlhUppZy+tmrAAODPf873m3kJCUWh3DT6HPlCz7YEoVXAGuooKisDnnmmacu4pSgmFFlxonNnN74JOYoA//WsrS2crPTxyCOF57NY6Jn9TVmsppijqDWMqyxyHLLCH5AdehZyFPlyDuUJPbPn5MAD3dg7T9+mWzfgxhsLt3fpUhjWCSQCt28/QGmOoiFDkkkBn1AkffNGrI6epyfyGoBJURR1j6KoPYDDAAwA8GUAV0VR9BGAqwF8s/7z/QB8pL4/u35biiiKzq4PWZu2QEJv8hASEKJo6xaJAOdw+N//LVRaBw1qlBrY5HTtml5yG0ivTAGEG9K8QpF09lpDJ65//8Y7uoYMSZws+lj1SgQNzVEUmmmX7T6HgOQoKjX0TBrYYjmKshxFPidDQ0PPpJ7YXFGdOiX7sg/pdu3CD8raWn8Z5PO9ehUO4FqbUOSjqYSiQw9150cP9PRA0Rd6Zh1FvmvtE4qk7ogIap1Doe2h0LOQo6i62p8TLW8yayuiFktmLc+7phL/e/RIO6KE0CDEF98vdVqEmLzJrGV/DXG/ZIWehRxFWcmss3IUZc0C53UU6XY5y1FkE4fb0LOsWV85j625LRGiyLWzvkVCQkKR/H9LhZ516lQ4cAD8M9LSXmwN5zqEL/QMcEuVZw3ytZOnsfTo4dqPb3wj/VzN4yjytbfz5+dfBr57d+Dzn09vk++WIhRtCUp1FMlCG0DTO4pCFHMUhXIUCa1pArtUysuTe8MnFNmJpe7d3TNwyZLSHEU+Id3HkCGF/bMxY1w7u2FDOITU1vOqKv91a4nQs1Jo3z7JpSU0NPTMOopsX61YjiIAOOwwFyLYGOd3ly7uvOdNGzNsmDMVTJ5c+J48U+09Z1csFqRuz5njXhvR9y8qFMVx/AaAHwH4C4DHAcwAUAfgPABfieN4AICvAPhtKT8cx/FNcRyPj+N4fM+8DwXAVaasgR7Z8nTtmk44DbiGp3v3JL5cCxNZjiJZhrI1hJ5tSaIocRWF7KB5Z8ht6JmINnbAWsxR5HP25A2vCa1uZnMU5RWKxFFUauf1pJOA++9Ph7QA7nzLACbPbE4xpB76BkV9+rjjb811VToJeUKEsjjgANcJySsUWUeRFiR9eWl8QlFjQ89CjiI5J7rOXXghcNllbhW4SZOSsgH+eyOOk8SJeXPmzJvn6kpThZ5FUTLbVGx2U8pncxTp3EU+YXn16sLOquyzW7eG5c/bUsmsS8lRBBR2vEI5ikKOIknUK+2XtIW2Hkh55PdkmXKfo6g1tyWa7bbzr8TUUo4iO2saEvd0aN/Wcq59+BxFgBOKBN8AUzt5Gkvv3sDbbwNf+1p6u7SvGzf6haL16/1CbF1d4/KJSh2wk49yvRv7DMyLiA++ZNZy7n1CallZYX9mS1EsR1Fo5TyhtSWtLpUOHVy/wbfim83/o/Mx5nEUlSoU+Rg4MEkGra9BRUVhX0uXv9iqZ62xzevf37+oClAo9EsfxicUbdrk718CSR9O+op6MqephHNN586l3SO1tS7iQa82LIwdC/zqV+nwXsCFK0qOpJBQpHMLN4Bc3uY4jn8bx/G4OI4nA1gC4C0AUwDcV/+Ru+FyGAHAHDjHkdC/flvTEEVOkKBQ1HIceSRw6qnpbWVlLu4UKLzhsoQiuXFDoWetsUFrKN/6FvCb36QHYTJoqKoKL29rhSI7EJZXGbD6klnr3xSBLk/oWSjcI5TMOktAAgqT5TY29Kxjx8Kl3QV5QDeFUFRR4RrhPn387x11lLPAt1a6dXPXorGOIqDwXhXxTC/hLefcOor0g7lY6FlDk1mHchT5Og+1tenj6dMH+P73nfgoy9Ta3GD2vrPbQzlo5HXevKYfrMjAwoaeCcVCz4D0rJt1FPlmKOXvhs7Q19Ymq3Vk2cQbGnomx7BunRP08oaeyfFUVRWeB6BQKIqi5FxbQQ5I2lTtdOrSJZnp21odRYBLSvqjHxVuF+GipYUivXR1qF+ytZxrHyFHkRYafPWrqfvPQ4YUCk/6N3ztBuAXigBg990bXpaGhJ5tCUKOoqqqJLzGV8b+/ZtuEqEYuu3LWvVMl0euWWWlf1XhrYna2sJJby0UyUrIQNJ3WrQon6NIzk1jhCLApSTR5RKkzcsSinyT0q01/90vf+lWXtQ0JEcR4PpeNkcR4J7FOsm17jtsCaGoR4+m6XMDrsxnn104noki4Jhj3N++/t/y5Un/v4HkXfWsV/3r9nD5ie6Ey0kkaz9/CsDb9X8/COAL9auf7QFgWZPlJxJ+/ON0LDRpXk4+Gbj22sLtYoGzD49Q6FloIAO4pIIDB279DyLNkCFu6V2NqM1WLQdKy1Hk2y42TF8oyerVbvDU0FXPQqub2dxFoRWpbMjL2rVuf03ZQWpKoQhwjb7tkAv33QeccUbT/M6W4MwzXbz1lhgUyXkWZwWQdER8M0GAE4qKhZ7ZlfLyOorsfaDbGVu/Oncu3sbIfnyOIt/vhUKh5HXZsuYRirIcRevXFy6nqp08eYQi7ShqCFIXbV0Qd9maNekQoWI5oWyoX1mZ+2eTigP5Qs/sYFqO0zf7KPuz51M+r/8PuLZEhCKf02lrmQgbNMjfEQ45isaOdf/GjGnacoSEIskjOG9e2xSKamvdcVgxQjuKfG6Q5jjmkAgUEor0fdAUjqKQUNRcjqKQUAQk4Wc+R1FzhZ0Brm2VcvpcNbLalhZS5HOdO7eOlZgbgwhFGl0/ZYEhoDBJvrAlHUUAcOyxrg7ZdrZUoUieKU3pJmxKamsL3Te6L5U39AzwC0tA0qew220OpKbixz8Gbrqp6fdrOf54d031BIy+9o0UqyqKfwQAcG8URd0BbABwfhzHS6MoOgvAdVEUVQBYC7fCGQA8CpfH6B0AqwGc3qgS+jjllCbfJWkCDjrIVc6Q5beyMn0znnIK8MorwAMPFD4czzyzcEWxtoh2FAnaUVRRUZgQ2rfqGeAPuVmzxh96ZsMh5LqUEnrmy0UUEpDke3Z2XVwovsFcY2nK0DPAuUx8jqKtgW7d0ivvNSVaKBJ058X3IF+5Mh3Gp4UiuSfyOIo2bcq/6pktI+A6iVKHQ9hk1jZs0oqfxXLmAE0/WBkxwnWyQh1Y6yhauTJ9roG0o0i3FzU1haK1/ruhM/ShQaKsemZz1xVb9cy33Hxlpb9tyeMosoPpkSOdy+zdd8NCkT3PgF8o6t49STa8NYeehRDLvR2sDxsGTJ/e9L8n5812iPVAry0KRZ//vDunduCXJ/RsSyN5LO1sfSjXimwvKwN2263hv9tachT17+/aKJ97bsgQ4NlnC8v4pS81Xlgola5d3USAL0dRHBeGlkrd2drDzgB3LD6hRdChULptCT1LfJMzvnQFpVBT49pMW2/lOvjKL88cXWZZPGdrau9CCe4bKhSJo0iQ9sc6kJqKESOafp8+xo0DPvwwnQhcVn3csKF5hKI4jid5tj0HYJxnewzg/EaVimyddOgAHHww8N576e3yMPQtU37vvelB4LaGDNR8rovly/0z1KEQGBkgy7ls3941jOvXF4aeyaCqmKMoFO5hk1mHQs+smGUTAsvfVkBqCpraUTSuoLkjQHGhKBR6ZsWB1avTjiKpUyGhSEKTQoKpbC/mKJI6GSIrRxGQ7SiKokJBA2h6oejCC92skrYXZzmKZJUM3dkPdb58Kxbp7U0tFEk5rOMptLpjKEeRvGcFPiDbUVRT447Nt2DGSSe5VTDzOIpkBRqfUBWanW4L4oVw9dXp0I0tSchR1Lu36yRnhZ411fOhJTj0UPfPooUiX7vcXPWrU6fCQZ4vjAlIPjNyZONCY1pLjqJjjwVee80vFIUcReedt+XLZenaFZg1K30fSJ7RjRuBH/4w/XntKNra0asRC1IPoyi9XH2pjqKOHd296fuNUvGtgpflKALcCrVaOADc/bg1PVt03rIJE5LtNTVJ3kQ7tgFcX0A/10NCkVybON4yQlFz4ot2qK5256gRK54B+R1FhOTj179OwhSEYp2TbVUkAvwJdeXvTZsKM/cD+UPP5LyvWhV2FOUJPfMl7C2WoyjkKPIJRVvKUSQPybYw89WakRkz34AX8M/4ZIWeabeZDmW0QpHNydUQR9HIkc5en0VjhCJt29+SQlF1dXpwCGQ7inwrr4mTxxd6JvjaqYYeix6Y5BGKQmGwodAz2VcxR5FvwNOtm/95VUwosoPTyspkJVB9LLrj1hYdRQBw1lnN91vl5cBXv+oG55oocq6ip59um46iEBL6165dWjxu7vrVqZMLsdTnvqwsucd1OaTNaUx+IiBpj1raUVReHhZKDz4Y+OtfG+82aQrkfFjBtHNnlwLC3lNtyVH0//5f4TZpw4cMSZ+Trl1dexLH6TY7FO5dXg48+mjTllcjZfOtegYU5pEF3DXdmto7fZ51LtIuXVw/wK5kq/sC2pknbcvSpelrNGSIa29eemnrF4p8VFe7c9FMoWeE5KNXr0LrrDRkW1MD1Vz4Qs98y0MC4YFpVugZkISwCVmhZz6hSP+mfL5YjqJSHEXiJrHH3lhOPx3Yccfmm0HcVvE5iiS3TF1dOEeRrQO+ZUr1kujFhKJiyaxtGQEXP14sXr+YUGS3a6HI56YCmqdO5nEUaZGksrLw3Nnv+v5uCkeRL//AmjXp3yuWzLqU0DO9X99qIF27+p9XO+3kQjitpdznKJLf/PBD97deEr6Yo2hryVHUmrjmGv/2bVEo6tLFX4dkcNlc9cs3ESb/t0JRWRlw5ZVORGkMkiy+pXMUZbHHHsBzz7V0KRzSfltnymOP+ZOUtyVHkQ+pqzpsFXDPmy5dnPBvhc+qKvfsbM4k0VmOospK4IQTCr/jCwduzch57tED2HvvZLs8sxcsSIdGhpJTS1/hk08K+ysnnOCEouZKIN+cSD+HQhFp9bTlDllj8YWeSV6iYo6ikJNCh54BrtG0A784Tu8zr1CkHUW+ELNiOYpCoWcymGtKVb9jR+CQQ5puf8SPTyiSlTVWrPAnD7Szcr5k1kAiNvmEIlvfQ866srIkgbPtDORJ6tgYR5FPJAOaVygqL0/f/5WVSbJL6yjyhWkVCz1rbDJrwO8oWru20FFUqlAUcivKSmVr1viFossuC8+Y/+UvhfUmJBRVViYOW53fbFtwFLUWZMC3LQlFUeQchvPnp7e3ROgZ4BeKVq4sLMellzbN7+60U+ES883tKNpakPbbCg4hZ5dcs21NKAJcu71kSWE/oqam9QhFhxziRBXfc/mb30w/21s7ci0+85l0H0YLRbI0PFA8R9Enn6TDCQHgc58Dvv71tuGQs0gfjaFnpNVDR1EYn6MIcI2cL5kr0DBHkS9ppP6sFYryDL6zQs9ag6OINA+SPNReOxGKQmJJKULRxo1hR5ENwfS5Ympq/EJRHkJ1V7uj9Ofk/RUr0g/o5nYUhcKh9DmwOYp892ex0LOGDryyQs9k1bOs0DO53vp82zKGchQBrn5u3OifYfXNxgo+cbHYue7Vq3DVM/sZKRPAZ2VTIgM+3+AOaLvneuDAwrDalgg9A/xC0ZYsxxNPpNt/wA2ezz4bmDhxy/zm1kr//m7gnVdAkDrUFgfWgOvPRJG/nnTvDrz9tj/02IY1bWlCQtG3vx3+jg0jbO306+dyLZ1zTnq7jJvsamihtB3ymYULCyeGtt8eeOYZl4agrUFHEdlqYOc3jDxsbSe2qsqJMz5Rxw6EQwNk7SjSsz++lXmKOYp8v5mVzFocRVYo8glCofAQsnXQrp0TC0Iz9r4cRXa7iAO+0DNxFNn6bkPP5HtWuAGSJd4bUr9CjiLpqIljxIquVphqKUeRL2+OYB1F9hjt9/W12W47d7/rGb1SyHIU+YSiUDLrYjmKQiJ0TY0rf1MsFZwVegakw86AcOgZHUVNz8iR7hrbHCxtvV9y2mnAG2+kt20rQpEvQXmXLsCvfrVlfm9r5itfyRbGLeXlwA47FDoz2grbb+9WtrSrvQFJux0SnVuDUNSWaN8e+Mc/Crf7ElUD4f6WfGbTJv/E1j77NKqYrRY6ishWQ1ufuWsMWY4iu92uemZFGLs9K0eRYF0QecNrdJJh+X/W9pZIZk2aj169Cq+ddGRC4lBeR1HeHEVaGJV9CnIvbEmhyLe6mT0WSYbZko6ikFBUqqNo8GA3Q9fUq57J+bUCtw09s+c7lKNItvscb/bcNJRi5zokFOlV8QA3g3roocCkgoVmSUPp2hV46CFg/Pj09rYuFB13XOG2jh1dnfOFW24JWkooIvnp2BEYPry077z9dpK+oC3iW2UMSJwZocUMmlO0kXunLQtFIfIIRb6xE7BthZ7SUUS2Gtp6h6wx+HIUAUkjV8qqZyFH0cqV/iUkgXRy6vLyQkeR7NsOkq2jyOYoKjX0LDSYI1sHO+xQuHphKY4iSWa9fn3+HEUhoUjy7/jE0S0hFC1d6rb5VjezeXEqK125W9JRFAo9C+Uo0i4Z20FuTKcry1EEuOtoQ89kBUYR3fR3fW1IsdAzG57SUBrqKNKr4sn/t+RKOdsqhx9euG1b7Jd06gQ88ohLptxcvwdQKGqLNIUTc2ujNTqKtqbk1E1FSCgKLQpEoahRu6FQRLY8dBSFKcVRFArfsuFhduCsPwP4HUWyv7yrnhXLUVRqMmvmKNq6ue22wm1S//LmKJI60FqFIis4aEeRvY98f8v/m0soKuZyad8+fB/mCT1rLNXV/uWGdc4hG3oGuHbOJucGXNllIQD9Xsit2L9/03WySxWKpOPG9q7l2BaFIsA51poLCkWkLRFyFElbwtCz5sE6oQU6itIw9IxsNWyrHbI8ZOUo0q9AMjhatCj93WLJrPU2IFsosvlWGpKjSAtIeR1FDD3buvHNWPgcRVmhZz6hSMKNWjL0TNwr1lEk7VkpQpEcf2twFNlkpJ07A//+t/s7T+hZY4kidw5DK5T4HEWAE621ey3klpR9ichtr8Xvf990s+Klhp517ep+m+1dyyH1v60m5W0NUCgibYksR1EUNV0ocx62ZaGoutq1IevW5ctR5FsxbVugsSvT1kOhiGx56CgK0xBH0eLF7rVjR/caWi5cP0BCA7/QIN6GnvlyFPmcQyIglZqjSAb9TTkQJS1LMUeRrQNSx5rKUaTFhMY4iqSs9vd06FnoXvPd19XVzWMXL5bM2i5v3L9/IrI1h1AEZAtFGzb4RW3rKBLBxYYt6n3Zv4GmFQhKdRRVVPgTwJPm49RTXcLa5hBtt1UoFJG2hA4Z1tTUuOdtc4bjbctCEeAEn/nz6SjKorra9fMaGWJfVvwjhDSS7t2B448H9t+/pUvS+qipcTdxKY6ixYtdA+ALPYuiRJwJOYp8+wT8CnxWMmugMLGsCEilOIpCDT3ZuimWoyg047MlQs8a4yjS3y8rS+q+dNTWry8ULuyKXEK7ds03MC22ZLsVigYMSP5ujtAzIBkohgTEPKFn+vu2fJ/6VOFntgSlOooAN+hge9dydOkCfOYzLV2Ktg2FItKWCIUMi1DUnAwf7p43+rm9LSHOIOYoCnPoocCUKY3eDYUisuUpLwfuuguYMKGlS9L6iCKgb9/CwWPWqmdLlqRnw7XrRw+gGpKjyO4zK/QMSISiUI6ikFAUEgnYcWw7+BxFxRxsQMOFospKt5+mzlEEOPcBkAigQHoJ5pBw4Qs9a2Riwdw0xFFkP2O/39RCkW9lPJ/Ap7dnCUX2fH/nO8kExZYMC5BznddRBDihiI4i0pahUETaEmPGAEceCUycmN6+ww7uX3MyYYIL1+/bt3l/t7XgE4roKEpz4onAddc1ejcMPSOkpXnyycLBY5ajaNOmwtWKgMIBVB6hyNfIateEdRRp5xDgwkP0/0NJrrMcRWecAQwdChx7LDBwIEgboSkcRb4cRSHxUn5zSziKLr8c+PnP09vKy929ZAVa+Z3Vq7deR1FIKGpqsaUhjiLf+Zbv2AFpRQVwzz3Affdt2Y58VuhZWRnQq1fhdwYPLlwpkJC2BIUi0pbo1Al44IHC7f/zP8B3v9v85dkWV54TiglFdBQ1GRSKCGlphg4t3JaVowjwO4rWrUsPPCorE0dGKaFneh96cKaXpJbtViiyTqM8oWenneb+kbZFKauehezD5eWuLsVxcUeR/OaWcBT17AnccAPw9NPp7bW17t6w+W9CDpd+/VxelOZA7v+Qo8jm6MkTetbUoVLFhCKf+9Ems9bf9zl0unUDzjyz8WXNIiv0rE8fvyD0858ndZiQtshOOwHnnAMccEB6u9yn22p+FdK2iCKK/s1NsdCzkKNoW0pm3URQKCKkNZLlKALSbgA9gLIz7e3bu2SxeZJZ25xHdt/6s9ZRVMxplCUUkbZJsVXP8oae2TpWTCjy7bOxjiIAOO88909TW+tWIcybM+fPf26+DmUUuePO6ygKhZ7pc9fUM5ilOIoaEnrWXIQcRccfD+y+u/877LCStk67dsCNNxZur6py9woH14SQhiD9l1IcRTU1DPduABSKCGmNFBOK8oSeAa5hXLGitBxFIaFIb8/KUQSEB/eyBDqForaPL/9MntAzmyvLruaXRyjSSd2BxjuKQsgx5hUumjvUYtw4YNSo9LZQjqL27Z37ZvFiv7C8JTpYvjrSlMmsm4uQo+iEE5q/LIS0dg44gG46QkjD8TmKQu4i2c6wswZBoYiQ1khThJ4BycC5oUJRKC+IXfUsJBTRUbTt0lQ5imydySMU+QRT+5tNgQg/oZw5Lb2q1VNPFW4LCUWACz9bvNh/PbaECNMQR1EpOYqai44d3StzrhBSnM99zv0jhJCGIEKRXXG2stKNP3z9SwpFDYKrnhHSGpEBT0jUyeso8g2cQ7G7pTiKQoJQ3hxFLT2AJlseX44im0NLyAo9W7bM/S2DcalrpQhFrcVR1BoIhZ4BSfiZvTYVFc0nFBUTtVtj6NmeewK33gpMntwyv08IIYRsK/gcRYB/YouOokZBoYiQ1ojPUaQT5mmhSD6zcmWho0hm5BsbemYHZ6Fk1sVCz+go2nbwOYqiyD+ozxKKlixxf4tQJGFlWUJR6D5obqGoNcbDh5JZA0lCa3t/VldvWaEoZB/Pu+pZS5/v8nJgyhTmXCGEEEK2NCGhyNe/lM8wL2CDYOgZIa2RULhHRYVbxUwP8vr1c6+hZNbyPaEpchSVmsy6rMz9o1C07eBzFMn/16/P5yiqqACWLnV/i1AEuPpGR1HDyHIUNbdQdOyx7jrqkK08yaxLWfWMEEIIIW0HXzJrIFsooqOoQdBRREhrJDTwkcGSFoo6d04awFBulmJJ3vRvhnIU6c+Gkllbp5Ee0FVUJNspFLV9fI4i/f+8jiJJgN4Yoai5cxS1ZqEoK0fRzju7Y7Edqi0lFO28M/D976dXUwsJRSLKLV3a+nIUEUIIIaR5KOYoYuhZk0GhiJDWSJajCCgc5A0c6F7zJLOuqCjMHQQ0TY6i0PbQfknbJctRZLdnCUVCa3YU5ZnVai2MHu1WQtthh8L3jjoKeO89oHfv9PYtJRT58K24BiT5k9as2bqEOUIIIYQ0Hb16uVe7gIT0U3RfoKzMjZFGjmyesrUxOFojpDVSiqMIAAYNAmbMCDspfAPnVasansy6WI4im8xa76uiIu0gIG2T4cOBww8HJk5Mb5d6lmdZ0yyhaN0697eul8WEoqZ2soVCz1rLqmc+Ro0C/vMf/3tRlISfaWpqWkYo0o4iEYqA1pejiBBCCCHNww47AP/3f8B++6W3h/oC77/fLMVqi1AoIqQ1UsxR5BOK9PtC1sB51ar0dhmg+QShTZv8jiIrCOVxFLXGwTNpemprgYcfLtxeSuiZ3t4YR9H++wNf/SowZkzu4udia0xm3RA6dUqf/y1JSCjq2NGVY/nytn++CSGEEBLmoIMKt4XcxZycbjAUighpjYQGPqEVi0oJPdP79YWe+VxA9u+QIFQsR5E+BrJt4nMUbenQs86dgWuuaXiZQ2yNOYoawi9/2XzHos+lFooA5yqaObOwnWvNDi5CCCGEbHlCk+ykwTBHESGtkaZyFGWFngH5Q8/s36Fk1qHV0PT3KRRt22TlKIoifz0DEveObC9FKNpSbI2rnjWEXXZxoYTNQShHEZCEn9FRRAghhBBNW+t7tQIoFBHSGmlIjiL9vhBaeUoGYDo0LGvVM7u9McmsKRRt22SFnlVVpS3CUv9qa9N1iUJR20XqR1lZYVtBoYgQQgghPtgXaHIoFBHSGmmoo8iGZGQ5imxS6WKOIj1oC4WYMfSMFCMr9CxU321+HApFbRepFzU1hXkFiglFPN+EEELItgn7Ak0OhSJCWiOTJwOnngrsuGN6e0WFG0zbAXWXLk48ypvMuqoqvKR3ntAzOopIQ8kKPbP1WkSgUoUiK5huKSRHUehe4qxW6WihyBISiuQ7PN+EEELItglzFDU5TGZNSGukf3/g9tsLt1dUFLqJhCFDCnN6ZK16FpqVb4ocRXY1NP19Kv3bNsVCzzRZQlEcpz8DtB5HEZMrNxw5d7YtAxKhyAqBFOYIIYSQbRs6ipocCkWEbE1UVoaFol//unCglBV6lsdRxBxFpKnJCj2zD/dQ6Nn22wPvvuv+bo1CETsrDUfOZSmOIgpFhBBCyLZNu3Zu3NFcfcBtAIaeEbI1keUoGj/erU6kyQo9a4yjKLS6GXMUkWL4hKJQ6FDIUbTnnoWfASgUtQXKy11uooYIRTzfhBBCyLZJVRX7AU0MJTdCtiY6dgwLRT5ksOVb9WxLhp5RKCIhKisLE6mXGnqmhSJdL5tbKJIcRXS4NC2VlX6hqEsXd415vgkhhBCi8eVwJY2CQhEhWxM33li4ElAWoYHzoEHA+++ntzVl6JkISD4xgELRtk27duEQs7xC0cSJhZ8B6ChqK1RW+nMURRFw3XWFzkkmsyaEEEK2bc48Exg3rqVL0aagUETI1sTgwaV9ftAgN+AaNCi9/YorEjFHKCYUaYHHhpj5HEVlZWmhSL5DoWjbphShKJSjqGfP5O+WFIpCOcAoFDWOkKMIcB1BC883IYQQsm0zZoz7R5oMCkWEtGX69wfWrCncXlERHtzqgXdZmfu3aVO+HEXymbVr04ms9XsUirZtOnRIQraEUh1Fvs8AzS8UlZUB3/oWcMQR6e1c9axxZAlFPhh6RgghhBDSpDCZNSHE4XMU6f/nyVEkg7tVqwqXsA6tbEW2LS69FLj33vS2hghFt9/uHHYiDgFhh8+W5Ic/TOdMAoCDDgLOPRfo16/5ytGWqKjwh56FoFBECCGEENKkUCgihDjEBWEH2dYtBIRzFGmhiI4i4qNfP2DChPS2hghFp54KvPdeYb30JWpvboYOBX75y0KxlORjn30K60gWdHARQgghhDQpDD0jhDhKcRSJCCTOIXlPhKKVK8OOIgpFxFJqjqIs2renQLO186c/lfb53XYDxo8HhgzZMuUhhBBCCNnGoFBECHE0JPRs5Up/6A+FIlIKjclRZOnQgSFI2xrDhwMvvdTSpSCEEEIIaTNQKCKEOEJCkW+1MnEUrVyZTjorotHKlWF3CIUiYmlKoei3v3VJ3AkhhBBCCCENgkIRIcTRUEdRly7JdhGNVq9OO4309ykUEYvUiaYIPTvwwKYpEyGEEEIIIdsoTGZNCHE0JEeRdRTpv0PJrJlwllia0lFECCGEEEIIaRQUigghjoY4ijZu9Oco0p+x+6GjiFhCQpHUlU6dmrc8hBBCCCGEbMMw9IwQ4iiWo8jnKALSQlF5udvP+vVhRxGFImKprASOPx6YPDm9/fjjnfjYq1fLlIsQQgghhJBtEApFhBBHQ0LPgLSLSP6/fj0dRSQ/UQTcdVfh9j59gLPOav7yEEIIIYQQsg3D0DNCiEOEopDA4ws9AwqTVotwRKGIEEIIIYQQQrY6KBQRQhy1tcAuuwCjRqW3i+CjBZ5ijiL7GYBCESGEEEIIIYRsBTD0jBDiqKgA/v1v/3b9CmQ7iuT/IUcRVz0jhBBCCCGEkFYLHUWEkGwakqPIfkZ/n44iQgghhBBCCGm1UCgihGTjW/WMOYoIIYQQQgghpE1CoYgQkg0dRYQQQgghhBCyzZBLKIqi6EtRFL0WRdHrURR9uX7bXVEUzaj/NyuKohn12wdFUbRGvXfjlis+IWSLU0woKjVHEYUiQgghhBBCCGm1FE1mHUXRKABnAZgAYD2Ax6MoejiO4xPUZ64BsEx97d04jsc0cVkJIS2BT+DRIlDIUWSFIt/qaYQQQgghhBBCWhV5HEUjALwQx/HqOI43AngawLHyZhRFEYDjAfxhyxSRENKi+HIUZTmKioWecdUzQgghhBBCCGm15BGKXgMwKYqi7lEUtQdwGIAB6v1JAObHcfy22jY4iqJXoih6OoqiSb6dRlF0dhRF06IomrZgwYIGHwAhZAvjCz1riKOIoWeEEEIIIYQQ0uopGnoWx/EbURT9CMBfAKwCMANAnfrIiUi7ieYC2D6O40VRFI0D8OcoikbGcbzc7PcmADcBwPjx4+NGHQUhZMvR0BxFTGZNCCGEEEIIIVsduZJZx3H82ziOx8VxPBnAEgBvAUAURRVwYWh3qc+ui+N4Uf3f0wG8C2DHpi44IaSZ8IWe0VFECCGEEEIIIW2SvKue9ap/3R5OGLqz/q0DAbwZx/Fs9dmeURSV1/89BMAwAO81ZaEJIc1IqY6iYjmKKBQRQgghhBBCSKulaOhZPfdGUdQdwAYA58dxvLR+++dRmMR6MoDvR1G0AcAmAOfGcby4KQpLCGkBiglFdBQRQgghhBBCSJshl1AUx7E3IXUcx6d5tt0L4N7GFYsQ0mrwCTxaBArlKKJQRAghhBBCCCFbHblCzwgh2zC+HEV5HEWh0LN27Zq2fIQQQgghhBBCmgwKRYSQbBqao8g6igYPBqqrgb59m76MhBBCCCGEEEKahLw5iggh2yo+oSiK3L84zu8omjABWL3afY8QQgghhBBCSKuEjiJCSDa+0DO9PW8ya4AiESGEEEIIIYS0cigUEUKy8TmKAOcYqqwsTE4toWjWUUQIIYQQQgghpNXD0DNCSDah1crKyvyJqbMcRYQQQgghhBBCWjWc8ieEZJMVemYTWQMUigghhBBCCCFkK4ZCESEkm6zQM5ufCAgnsyaEEEIIIYQQ0urhSI4Qkk1IKAo5imQbHUWEEEIIIYQQstVBoYgQkg0dRYQQQgghhBCyzcCRHCEkm6oq92qTWYccRdXVyfuEEEIIIYQQQrYquOoZISSbU08FBg0qFIVCjqIocmIRHUWEEEIIIYQQstXBkRwhJJvevYHjjivcXlbmdxQBbjsdRYQQQgghhBCy1UFHESGkYZSX+x1FAHD55cBuuzVveQghhBBCCCGENBoKRYSQhnHCCcDYsf73vvSl5i0LIYQQQgghhJAmgUIRIaRhXH11S5eAEEIIIYQQQkgTwxxFhBBCCCGEEEIIIQQAhSJCCCGEEEIIIYQQUg+FIkIIIYQQQgghhBACgEIRIYQQQgghhBBCCKmHQhEhhBBCCCGEEEIIAUChiBBCCCGEEEIIIYTUQ6GIEEIIIYQQQgghhACgUEQIIYQQQgghhBBC6qFQRAghhBBCCCGEEEIAUCgihBBCCCGEEEIIIfVQKCKEEEIIIYQQQgghACgUEUIIIYQQQgghhJB6KBQRQgghhBBCCCGEEAAUigghhBBCCCGEEEJIPRSKCCGEEEIIIYQQQggACkWEEEIIIYQQQgghpB4KRYQQQgghhBBCCCEEAIUiQgghhBBCCCGEEFIPhSJCCCGEEEIIIYQQAoBCESGEEEIIIYQQQgiph0IRIYQQQgghhBBCCAFAoYgQQgghhBBCCCGE1EOhiBBCCCGEEEIIIYQAoFBECCGEEEIIIYQQQuqhUEQIIYQQQgghhBBCAFAoIoQQQgghhBBCCCH1UCgihBBCCCGEEEIIIQAoFBFCCCGEEEIIIYSQeigUEUIIIYQQQgghhBAAFIoIIYQQQgghhBBCSD0UigghhBBCCCGEEEIIAApFhBBCCCGEEEIIIaQeCkWEEEIIIYQQQgghBACFIkIIIYQQQgghhBBSD4UiQgghhBBCCCGEEAKAQhEhhBBCCCGEEEIIqSeXUBRF0ZeiKHotiqLXoyj6cv22u6IomlH/b1YURTPU578ZRdE7URT9N4qig7dM0QkhhBBCCCGEEEJIU1JR7ANRFI0CcBaACQDWA3g8iqKH4zg+QX3mGgDL6v/eGcDnAYwEsB2AJ6Io2jGO47otUH5CCCGEEEIIIYQQ0kTkcRSNAPBCHMer4zjeCOBpAMfKm1EURQCOB/CH+k1HAfhjHMfr4jh+H8A7cCITIYQQQgghhBBCCGnF5BGKXgMwKYqi7lEUtQdwGIAB6v1JAObHcfx2/f/7AfhIvT+7fluKKIrOjqJoWhRF0xYsWNCw0hNCCCGEEEIIIYSQJqOoUBTH8RsAfgTgLwAeBzADgA4jOxGJmyg3cRzfFMfx+DiOx/fs2bPUrxNCCCGEEEIIIYSQJiZXMus4jn8bx/G4OI4nA1gC4C0AiKKoAi4M7S718TlIO476128jhBBCCCGEEEIIIa2YvKue9ap/3R5OGLqz/q0DAbwZx/Fs9fEHAXw+iqKqKIoGAxgG4MWmKzIhhBBCCCGEEEII2RIUXfWsnnujKOoOYAOA8+M4Xlq//fMwYWdxHL8eRdGfAMwEsLH+81zxjBBCCCGEEEIIIaSVk0soiuN4UmD7aYHtPwTww4YXixBCCCGEEEIIIYQ0N7lCzwghhBBCCCGEEEJI24dCESGEEEIIIYQQQggBQKGIEEIIIYQQQgghhNRDoYgQQgghhBBCCCGEAKBQRAghhBBCCCGEEELqoVBECCGEEEIIIYQQQgAAFS1dgBAbNmzA7NmzsXbt2pYuCiFtmurqavTv3x+VlZUtXRRCCCGEEEIIIS1MqxWKZs+ejY4dO2LQoEGIoqili0NImySOYyxatAizZ8/G4MGDW7o4hBBCCCGEEEJamFYberZ27Vp0796dIhEhW5AoitC9e3c69wghhBBCCCGEAGjFQhEAikSENAO8zwghhBBCCCGECK1aKCKEEEIIIYQQQgghzQeFogyuv/56jBgxAieffDIefPBBXHnllQCA733ve7j66qsBALfeeis+/vjjLfL7s2bNwqhRo3J//rDDDsPSpUubpQxPPfUUjjjiiJL2de2112L16tVNVbQG8dFHH2H//ffHzjvvjJEjR+K6667b/N7ixYvx6U9/GsOGDcOnP/1pLFmypMl/P3TeXnzxRYwZMwZjxozB6NGjcf/9929+7/HHH8fw4cOxww47bK6DltNOOw333HNPaluHDh2atvCEEEIIIYQQQto8FIoyuOGGG/DXv/4Vv//973HkkUfiG9/4RsFnGiIUbdy4samKmOLRRx9Fly5dtsi+m4LWIBRVVFTgmmuuwcyZM/Gvf/0Lv/jFLzBz5kwAwJVXXokDDjgAb7/9Ng444ICgKLMlGDVqFKZNm4YZM2bg8ccfxznnnIONGzeirq4O559/Ph577DHMnDkTf/jDHzaXlxBCCCGEEEIIaWq2DqHoy18G9tuvaf99+cuZP3nuuefivffew6GHHoqf/vSnuPXWW3HBBRekPnPPPfdg2rRpOPnkkzFmzBisWbMG06dPx7777otx48bh4IMPxty5cwEA++23H7785S9j/PjxuO6664Kfmz59OkaPHo3Ro0fjF7/4hbdsc+fOxeTJkzFmzBiMGjUKzz77LABg0KBBWLhwIQDgiiuuwPDhw7HPPvvgxBNP3OyA2m+//XDppZdiwoQJ2HHHHTd/d9asWZg0aRLGjh2LsWPH4h//+EfRy7J8+XIcfvjhGD58OM4991xs2rQJAPCXv/wFe+65J8aOHYvPfe5zWLlyJa6//np8/PHH2H///bH//vvj7rvvxle/+lUAwHXXXYchQ4YAAN577z3svffem8+F7xy9++67OOSQQzBu3DhMmjQJb775JgDnqrnooouw1157YciQIQUOGwDo27cvxo4dCwDo2LEjRowYgTlz5gAAHnjgAUyZMgUAMGXKFPz5z38u+H7oPD311FPYb7/9cNxxx2GnnXbCySefjDiOAThH0E477YSxY8fivvvu857L9u3bo6LCLUK4du3azXmDXnzxReywww4YMmQI2rVrh89//vN44IEHil4bzeWXX77ZrdSvXz+cfvrpJX2fEEIIIYQQQsi2w9YhFLUAN954I7bbbjs8+eST+MpXvuL9zHHHHYfx48fj97//PWbMmIGKigpceOGFuOeeezB9+nScccYZ+Pa3v7358+vXr8e0adNw0UUXBT93+umn42c/+xleffXVYNnuvPNOHHzwwZgxYwZeffVVjBkzJvX+Sy+9hHvvvRevvvoqHnvsMUybNi31/saNG/Hiiy/i2muvxf/8z/8AAHr16oW//vWvePnll3HXXXfhoosuKnqOXnzxRfzsZz/DzJkz8e677+K+++7DwoUL8YMf/ABPPPEEXn75ZYwfPx4/+clPcNFFF20+n08++SQmTZq0WaR69tln0b17d8yZMwfPPvssJk+ejA0bNgTP0dlnn42f/exnmD59Oq6++mpMnTp1c5nmzp2L5557Dg8//LDXAaaZNWsWXnnlFUycOBEAMH/+fPTt2xcA0KdPH8yfP7/gO1nn6ZVXXsG1116LmTNn4r333sPzzz+PtWvX4qyzzsJDDz2E6dOnY968ecHyvPDCCxg5ciR22WUX3HjjjaioqMCcOXMwYMCAzZ/p37//ZmHL8vWvf32zIKTrxPe//33MmDEDTz31FLp161YgeBJCCCGEEEIIIUJFSxcgF9de29IlyMV///tfvPbaa/j0pz8NAKirq9ssPADACSeckPm5pUuXYunSpZg8eTIA4NRTT8Vjjz1W8Du77747zjjjDGzYsAFHH310gVD0/PPP46ijjkJ1dTWqq6vxmc98JvX+scceCwAYN24cZs2aBQDYsGEDLrjgAsyYMQPl5eV46623ih7vhAkTNjuBTjzxRDz33HOorq7GzJkzN7uC1q9fjz333LPgu3369MHKlSuxYsUKfPTRRzjppJPwzDPP4Nlnn8Wxxx4bPEcrV67EP/7xD3zuc5/bvK9169Zt/vvoo49GWVkZdt55Z6/QI6xcuRKf/exnce2116JTp04F70dR5F0NLOs8TZgwAf379wcAjBkzBrNmzUKHDh0wePBgDBs2DABwyimn4KabbvKWaeLEiXj99dfxxhtvYMqUKTj00EOD5fdx1VVX4bjjjtv8f52jKI5jnHLKKfjqV7+KcePGlbRfQgghhBBCCCHbDluHULSVEMcxRo4ciX/+85/e92trazM/lzcR9eTJk/HMM8/gkUcewWmnnYavfvWr+MIXvpC7nFVVVQCA8vLyzfmSfvrTn6J379549dVXsWnTJlRXVxfdjxVSoihCHMf49Kc/jT/84Q9Fv7/XXnvhlltuwfDhwzFp0iTcfPPN+Oc//4lrrrkGH374ofccLV++HF26dMGMGTMyjw3A5tAvy4YNG/DZz34WJ5988mbRDAB69+6NuXPnom/fvpg7dy569epV8N2s86R/W5/bUhkxYgQ6dOiA1157Df369cNHH320+b3Zs2ejX79+Je/ze9/7Hvr378+wM0IIIYQQQgghmTD0rJF07NgRK1asAAAMHz4cCxYs2CxubNiwAa+//nrBd0Kf69KlC7p06YLnnnsOAPD73//e+5sffPABevfujbPOOgtnnnkmXn755dT7e++9Nx566CGsXbsWK1euxMMPP1z0OJYtW4a+ffuirKwMd9xxB+rq6op+58UXX8T777+PTZs24a677sI+++yDPfbYA88//zzeeecdAMCqVas2u270uQKASZMm4eqrr8bkyZOx22674cknn0RVVRU6d+4cPEedOnXC4MGDcffddwNwYlBWmJ4ljmN88YtfxIgRIzbnSBKOPPJI3HbbbQCA2267DUcddVSjz9NOO+2EWbNm4d133wWAoID2/vvvbxaWPvjgA7z55psYNGgQdt99d7z99tt4//33sX79evzxj3/EkUcemft4AeChhx7CE088geuvv76k7xFCCCGEEEII2fagUNRITjvtNJx77rkYM2YM6urqcM899+DSSy/F6NGjMWbMGG9S6Hbt2gU/d8stt+D888/HmDFjgo6Yp556CqNHj8Zuu+2Gu+66C1/60pdS7+++++448sgjseuuu+LQQw/FLrvsgs6dO2cex9SpU3Hbbbdh9OjRePPNNze7n7LYfffdccEFF2DEiBEYPHgwjjnmGPTs2RO33norTjzxROy6667Yc889NyebPvvss3HIIYdg//33B+CEoo8++giTJ09GeXk5BgwYgH322afoOfr973+P3/72txg9ejRGjhxZUnLn559/HnfccQf+/ve/b87l8+ijjwIAvvGNb+Cvf/0rhg0bhieeeMKb46jU81RdXY2bbroJhx9+OMaOHet1KQHAc889t/k4jznmGNxwww3o0aMHKioq8POf/xwHH3wwRowYgeOPPx4jR47MfbwA8JOf/ARz5szBhAkTMGbMGFx++eUlfZ8QQgghhBBCyLZDFBIjmpPx48fHNuHyG2+8gREjRrRQibZ+Vq5ciQ4dOmD16tWYPHkybrrpps2rfRFi4f1GCCGEEEIIIW2PKIqmx3E8vpTvMEdRG+Xss8/GzJkzsXbtWkyZMoUiESGEEEIIIYQQQopCoaiNcuedd7Z0EQghhBBCCCGEELKVwRxFhBBCCCGEEEIIIQQAhSJCCCGEEEIIIYQQUg+FIkIIIYQQQgghhBACgEIRIYQQQgghhBBCCKmHQlETcNhhh2Hp0qWZn7n88svxxBNPNGj/Tz31FI444ojcn99rr70a9DtNWQZCCCGEEEIIIYRsfXDVs0YQxzHiOMajjz5a9LPf//73m6FEjn/84x/N9luEEEIIIYQQQghpO2wVQtGXv/xlzJgxo0n3OWbMGFx77bWZn/nJT36Cm2++GQBw5pln4stf/jJmzZqFgw8+GBMnTsT06dPx6KOPYt9998W0adPQo0cPXHHFFfjd736Hnj17YsCAARg3bhwuvvhinHbaaTjiiCNw3HHHYdCgQZgyZQoeeughbNiwAXfffTd22mknvPjii/jSl76EtWvXoqamBrfccguGDx8eLN/rr7+O008/HevXr8emTZtw7733YtiwYejQoQNWrlyJTZs24YILLsDf//53DBgwAJWVlTjjjDOatAyEEEIIIYQQQghpOzD0LMD06dNxyy234IUXXsC//vUv/PrXv8Yrr7wCAHj77bcxdepUvP766xg4cODm77z00ku499578eqrr+Kxxx7DtGnTgvvv0aMHXn75ZZx33nm4+uqrAQA77bQTnn32Wbzyyiv4/ve/j29961uZZbzxxhvxpS99CTNmzMC0adPQv3//1Pv33XcfZs2ahZkzZ+KOO+7AP//5zyYvAyGEEEIIIYQQQtoOW4WjqJjzZ0vw3HPP4ZhjjkFtbS0A4Nhjj8Wzzz6LI488EgMHDsQee+xR8J3nn38eRx11FKqrq1FdXY3PfOYzwf0fe+yxAIBx48bhvvvuAwAsW7YMU6ZMwdtvv40oirBhw4bMMu6555744Q9/iNmzZ+PYY4/FsGHDCo7hc5/7HMrKytCnTx/sv//+TV4GQgghhBBCCCGEtB3oKGoAIh41hqqqKgBAeXk5Nm7cCAC47LLLsP/+++O1117DQw89hLVr12bu46STTsKDDz6ImpoaHHbYYfj73//e7GUghBBCCCGEEEJI24FCUYBJkybhz3/+M1avXo1Vq1bh/vvvx6RJkzK/s/fee28WV1auXImHH364pN9ctmwZ+vXrBwC49dZbi37+vffew5AhQ3DRRRfhqKOOwr///e+C8tx7773YtGkT5s+fj6eeeqrJy0AIIYQQQgghhJC2A4WiAGPHjsVpp52GCRMmYOLEiTjzzDOx2267ZX5n9913x5FHHoldd90Vhx56KHbZZRd07tw5929ecskl+OY3v4nddttts8Mniz/96U8YNWoUxowZg9deew1f+MIXUu9/9rOfRf/+/bHzzjvjlFNOwdixY4uWp9QyEEIIIYQQQgghpO0QxXHc0mXA+PHjY5v4+Y033sCIESNaqEQNZ+XKlejQoQNWr16NyZMn46abbsLYsWNbvDyLFi3ChAkT8Pzzz6NPnz4tVh7SOtla7zdCCCGEEEIIIWGiKJoex/H4Ur6zVSSz3po4++yzMXPmTKxduxZTpkxpUZEIAI444ggsXboU69evx2WXXUaRiBBCCCGEEEIIIUEoFDUxd955Z0sXIUWevESEEEIIIYQQQgghQCvPUdQawuIIaevwPiOEEEIIIYQQIrRaoai6uhqLFi3iIJaQLUgcx1i0aBGqq6tbuiiEEEIIIYQQQloBrTb0rH///pg9ezYWLFjQ0kUhpE1TXV2N/v37t3QxCCGEEEIIIYS0AlqtUFRZWYnBgwe3dDEIIYQQQgghhBBCthlabegZIYQQQgghhBBCCGleKBQRQgghhBBCCCGEEAAUigghhBBCCCGEEEJIPVFrWFUsiqIVAP7b0uUgWw09ACxs6UKQrQLWFVIKrC8kL6wrpBRYX0heWFdIKbC+kLwMj+O4YylfaC3JrP8bx/H4li4E2TqIomga6wvJA+sKKQXWF5IX1hVSCqwvJC+sK6QUWF9IXqIomlbqdxh6RgghhBBCCCGEEEIAUCgihBBCCCGEEEIIIfW0FqHoppYuANmqYH0heWFdIaXA+kLywrpCSoH1heSFdYWUAusLyUvJdaVVJLMmhBBCCCGEEEIIIS1Pa3EUEUIIIYQQQgghhJAWhkIRIYQQQgghhBBCCAEAVLTEj0ZRNAvACgB1ADbGcTw+iqJuAO4CMAjALADHx3G8pCXKR1oPgbryOQDfAzACwIQ4jkte7o+0TQL15SoAnwGwHsC7AE6P43hpixWStAoCdeUKAEcB2ATgEwCnxXH8ccuVkrQWfPVFvfc1AFcD6BnH8cKWKSFpLQTalu8BOAvAgvqPfSuO40dbpoSkNRFqW6IouhDA+fXbH4nj+JIWKyRpFQTalrsADK//SBcAS+M4HtMiBSStikB9GQPgRgDVADYCmBrH8YvBfbREjqL6go/XHaooin4MYHEcx1dGUfQNAF3jOL602QtHWhWBujICbiD3KwAXUygiQqC+HATg73Ecb4yi6EcAwLaFBOpKpziOl9f/fRGAneM4PreFikhaEb76Ur99AIDfANgJwDgKRSTQtnwPwMo4jq9uqXKR1kmgvuwP4NsADo/jeF0URb3iOP6kpcpIWgeh55B6/xoAy+I4/n6zFoy0SgJty18A/DSO48eiKDoMwCVxHO8X2kdrCj07CsBt9X/fBuDolisKac3EcfxGHMf/belykK2DOI7/Esfxxvr//gtA/5YsD2m9iEhUTy0ArvZAivFTAJeAdYUQ0nScB+DKOI7XAQBFIlKMKIoiAMcD+ENLl4W0amIAner/7gwg0zXfUkJRDOAvURRNj6Lo7PptveM4nlv/9zwAvVumaKSV4asrhIQoVl/OAPBYM5eJtE68dSWKoh9GUfQRgJMBXN5ipSOtjYL6EkXRUQDmxHH8assWjbQyQs+hC6Io+ncURTdHUdS1pQpHWh2++rIjgElRFL0QRdHTURTt3oLlI62HrD7uJADz4zh+uwXKRVonvvryZQBX1fdzrwbwzawdtEiOIgD7xHE8J4qiXgD+GkXRm/rNOI7jKIo4O0cAT12J4/iZli4UabUE60sURd+Gi8f9fYuWkLQWvHUljuNvA/h2FEXfBHABgO+2bDFJK8HXb/kWgINauFyk9eGrK78EcAVcx/0KANfATVwQ4qsvFQC6AdgDwO4A/hRF0ZC4JfKFkNZE1pjoRNBNRNL42pbjAHwljuN7oyg6HsBvARwY2kGLOIriOJ5T//oJgPsBTAAwP4qivgBQ/0qbJQnVFUK8hOpLFEWnATgCwMnsaBEgV9vyewCfbe5ykdaJp77sC2AwgFfr8wD0B/ByFEV9WqyQpFXga1viOJ4fx3FdHMebAPwa7MuQegLPotkA7osdL8Ll5ezRcqUkrYGMPm4FgGPhFoUiBECwvkwBcF/9R+5GkWdRswtFURTVRlHUUf6Gm417DcCDcIVH/esDzV020rrIqCuEFBCqL1EUHQKXQ+TIOI5Xt2QZSesgo64MUx87CsCbvu+TbYtAfXkpjuNecRwPiuN4ENzAbmwcx/NasKikhcloW/qqjx0D9mUIMvu5fwawf/32HQG0A8BE+dswRcZEBwJ4M47j2S1VPtK6yKgvH8NNdAHApwBkhiq2ROhZbwD3u5xbqABwZxzHj0dR9BKctfKLAD6AS8hFtm1CdeUYAD8D0BPAI1EUzYjj+OAWLCdpHYTqyzsAquBslwDwL65ktc0Tqiv3RlE0HG729gMArCcECNSXli0SaaWE2pY7IrcscQxgFoBzWqyEpDURqi/tANwcRdFrANYDmEI39DZP1nPo82DYGUkTaltWAriu3oW2FkBm/t+I7Q4hhBBCCCGEEEIIAVpu1TNCCCGEEEIIIYQQ0sqgUEQIIYQQQgghhBBCAFAoIoQQQgghhBBCCCH1UCgihBBCCCGEEEIIIQAoFBFCCCGEEEIIIYSQeigUEUIIIYQQQgghhBAAFIoIIYQQ0saJoqh7FEUz6v/Ni6JoTv3fK6MoumEL/N6tURS9H0XRuRmfmRRF0cwoil5r6t8nhBBCCGkMURzHLV0GQgghhJBmIYqi7wFYGcfx1VvwN24F8HAcx/cU+dyg+s+N2lJlIYQQQggpFTqKCCGEELJNEkXRflEUPVz/9/eiKLotiqJnoyj6IIqiY6Mo+nEURf+JoujxKIoq6z83Loqip6Momh5F0f9FUdQ3x+98Loqi16IoejWKome29HERQgghhDQGCkWEEEIIIY6hAD4F4EgAvwPwZBzHuwBYA+DwerHoZwCOi+N4HICbAfwwx34vB3BwHMej6/dNCCGEENJqqWjpAhBCCCGEtBIei+N4QxRF/wFQDuDx+u3/ATAIwHAAowD8NYoi1H9mbo79Pg/g1iiK/gTgvqYuNCGEEEJIU0KhiBBCCCHEsQ4A4jjeFEXRhjhJ5LgJrs8UAXg9juM9S9lpHMfnRlE0EcDhAKZHUTQujuNFTVlwQgghhJCmgqFnhBBCCCH5+C+AnlEU7QkAURRVRlE0stiXoigaGsfxC3EcXw5gAYABW7ichBBCCCENho4iQgghhJAcxHG8Poqi4wBcH0VRZ7h+1LUAXi/y1auiKBoG50j6G4BXt2hBCSGEEEIaQZS4qgkhhBBCSGOJouhWuGXv7ynyuUH1nxvVHOUihBBCCMkDQ88IIYQQQpqWZQCuiKLo3NAHoiiaBOAhAAubrVSEEEIIITmgo4gQQgghhBBCCCGEAKCjiBBCCCGEEEIIIYTUQ6GIEEIIIYQQQgghhACgUEQIIYQQQgghhBBC6qFQRAghhBBCCCGEEEIAAP8fCzzMd/MEqNEAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig4, axs = plt.subplots(1, 1, figsize = (20,7))\n", + "axs.plot(refined_data['Time'], filtered_Acc, color='red', label='filtered signal between 20 and 30 Hz')\n", + "axs.plot(refined_data['Time'], upper_envelope, color='black', label='original signal')\n", + "axs.set_xlabel('Time [s]')\n", + "axs.set_title('Accelerometer Z-axis')\n", + "axs.legend(loc='lower left')\n", + "axs.set_xlim(50, 58)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Fa0v_bjGL-nV" + }, + "source": [ + "#4 Metrics" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hlAewFNbMBF9" + }, + "source": [ + "## 4.1 Heart Beat Per Minute (BPM)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 812 + }, + "id": "7PamZwxQMLoD", + "outputId": "7711deed-f157-4dfc-bbfd-ab47e59dbd34" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([1., 0., 6., 1., 2.]),\n", + " array([40, 50, 60, 70, 80, 90]),\n", + " )" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Estimating the BPM\n", + "\n", + "envelope_df = pd.DataFrame({'Time': refined_data['Time'], 'Filtered': upper_envelope})\n", + "envelope_df['max'] = envelope_df.iloc[argrelextrema(envelope_df.Filtered.values, np.greater_equal, order=10)[0]]['Filtered']\n", + "\n", + "bpm = []\n", + "slices=12\n", + "\n", + "for i in range(slices):\n", + " n1 = i*100*60/slices\n", + " n2 = (i+1)*100*60/slices\n", + " temp_df = envelope_df[envelope_df['Time'] >= (n1+4000)/100]\n", + " temp_df = temp_df[temp_df['Time'] < (n2+4000)/100]\n", + " threshold = temp_df['Filtered'].mean() + temp_df['Filtered'].std()\n", + " bpm.append(slices*len(temp_df[temp_df['max'] >= threshold]))\n", + "\n", + "\n", + "fig4, axs = plt.subplots(1, 1, figsize = (20,7))\n", + "axs.plot(refined_data['Time'], filtered_Acc, color='red', label='filtered signal between 20 and 30 Hz')\n", + "axs.plot(refined_data['Time'], upper_envelope, color='black', label='original signal')\n", + "axs.plot(refined_data['Time'], envelope_df['max'], 'o', label='max points')\n", + "axs.set_xlabel('Time [s]')\n", + "axs.set_ylabel('Accelerometer [mg]')\n", + "# axs.axhline(threshold)\n", + "axs.set_title('Accelerometer Z-axis')\n", + "axs.legend(loc='lower left')\n", + "axs.set_xlim(60, 70)\n", + "\n", + "\n", + "fig5 = plt.figure(figsize=(5, 5))\n", + "plt.hist(bpm, bins=(40,50,60,70,80,90))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8m-od71wlu1P", + "outputId": "f716b231-95ad-4b8d-c508-32a6380e62cb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Averange BPM: 65.0\n" + ] + } + ], + "source": [ + "BPM_mean = np.mean(bpm)\n", + "\n", + "print('Averange BPM: ', BPM_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0_NSh1qZML40" + }, + "source": [ + "## 4.2 Heart Rate Variability (HRV)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 351 + }, + "id": "bPUfpeA7MRZR", + "outputId": "763e7bc6-c4ea-49bb-9872-9063e22a7d27" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'HRV [s]')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 1 method\n", + "\n", + "slices=12\n", + "peaks = []\n", + "timestamp = []\n", + "HRV = []\n", + "\n", + "for i in range(slices):\n", + " n1 = i*100*60/slices\n", + " n2 = (i+1)*100*60/slices\n", + " temp_df = envelope_df[envelope_df['Time'] >= (n1+4000)/100]\n", + " temp_df = temp_df[temp_df['Time'] < (n2+4000)/100]\n", + " threshold = temp_df['Filtered'].mean() + temp_df['Filtered'].std()\n", + " temp_df = temp_df[temp_df['max'] >= threshold]\n", + " for x in temp_df['Time']:\n", + " peaks.append(x)\n", + "\n", + "L = len(peaks)\n", + "for i in range(1,L):\n", + " HRV.append(peaks[i]-peaks[i-1])\n", + " timestamp.append((peaks[i]+peaks[i-1])/2)\n", + "\n", + "fig5, axs = plt.subplots(1, 1, figsize = (15,5))\n", + "axs.scatter(timestamp, HRV)\n", + "axs.set_xlabel('Time [s]')\n", + "axs.set_ylabel('HRV [s]')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bixmeu6sk6H9", + "outputId": "4f6bc062-535f-46c8-cf2a-447fc4b4ac51" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HRV averange: 0.9312500000000001\n", + "BPM averange: 64.42953020134227\n" + ] + } + ], + "source": [ + "HRV_avg = np.mean(HRV)\n", + "BPM_avg = 60/HRV_avg\n", + "\n", + "print('HRV averange: ', HRV_avg)\n", + "print('BPM averange: ', BPM_avg)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Npbzv8_3f2d6", + "outputId": "dd112c00-a523-4449-9074-2c0eab3628d3" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\francesco\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\pandas\\core\\frame.py:4164: 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: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " errors=errors,\n" + ] + } + ], + "source": [ + "# 2 method\n", + "\n", + "threshold2 = upper_envelope.mean() + upper_envelope.std()\n", + "df_max = envelope_df.copy()\n", + "\n", + "df_max.reset_index(inplace=True, drop=True)\n", + "df_max_threshold = df_max[df_max['max']>threshold2]\n", + "\n", + "index = []\n", + "for i in range(1,len(df_max_threshold)):\n", + " if df_max_threshold.index[i-1] not in index and df_max_threshold['Time'][df_max_threshold.index[i]]-df_max_threshold['Time'][df_max_threshold.index[i-1]]<0.5 and df_max_threshold['Time'][df_max_threshold.index[i+1]]-df_max_threshold['Time'][df_max_threshold.index[i-1]]<1.5:\n", + " index.append(df_max_threshold.index[i])\n", + "df_max_threshold.drop(index, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "id": "4CyWhUiaf9lO" + }, + "outputs": [], + "source": [ + "df_max_threshold_2 = df_max_threshold.diff()\n", + "\n", + "while df_max_threshold_2['Time'].max() > 1.5:\n", + " for i in range(len(df_max_threshold)-1):\n", + " if df_max_threshold['Time'][df_max_threshold.index[i+1]]-df_max_threshold['Time'][df_max_threshold.index[i]]>1.5:\n", + " if df_max_threshold.index[i]+1!=df_max_threshold.index[i+1]:\n", + " temp_df = df_max[:][df_max_threshold.index[i]+1:df_max_threshold.index[i+1]]\n", + " max_id = int(temp_df.idxmax()['max'])\n", + " max_val = df_max[:][max_id:max_id+1]\n", + " df_max_threshold = df_max_threshold.append(max_val)\n", + " df_max_threshold = df_max_threshold.sort_index(ascending=True)\n", + " df_max_threshold_2 = df_max_threshold.diff()\n", + "\n", + "df_max_threshold = df_max_threshold.sort_index(ascending=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 425 + }, + "id": "R2sUcxzBgAg3", + "outputId": "cedb12f3-ca37-412b-cc82-8ce18bfb47d5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df_max_threshold.reset_index(inplace=True, drop=True)\n", + "df_max_threshold_1 = df_max_threshold[['Time', 'max']]\n", + "df_max_threshold_1 = df_max_threshold_1[(df_max_threshold['max'] > 0)] \n", + "df_max_threshold_1 = df_max_threshold_1.diff()\n", + "df_max_threshold_1.dropna()\n", + "\n", + "x = np.linspace(0.2, max(df_max_threshold_1['Time'])+ 0.1 , 100)\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize=(12, 6), sharey = True)\n", + "\n", + "ax[0].scatter(df_max_threshold_1['Time'].values[:-1], df_max_threshold_1['Time'].values[1:], color = 'orange', label = \"times\")\n", + "ax[0].set_title(\"HRV for larger peaks\")\n", + "ax[0].set_xlabel(\"$\\Delta t (x_{t-1})$ [s]\")\n", + "ax[0].set_ylabel(\"$\\Delta t (x_{t})$ [s]\")\n", + "ax[0].plot(x,x, alpha=0.4)\n", + "ax[0].legend()\n", + "\n", + "\n", + "ax[1].scatter(np.arange(len(df_max_threshold_1['Time'].values)), df_max_threshold_1['Time'].values, color = 'lime', label = \"times\")\n", + "ax[1].set_title(\"Times distribution in time\")\n", + "ax[1].set_xlabel(\"index\")\n", + "ax[1].set_ylabel(\"$\\Delta t (x_{t})$ [s]\")\n", + "ax[1].axhline(df_max_threshold_1['Time'].mean(), color = 'red', alpha = 0.25, label = 'average')\n", + "ax[1].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Vq-2kB6hiYR4", + "outputId": "a896a602-2544-4f0f-b485-0cd8e35fbae0" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HRV averange: 0.8565000000000002\n", + "BPM averange: 70.0525394045534\n" + ] + } + ], + "source": [ + "HRV_avg = df_max_threshold_1['Time'].mean()\n", + "BPM_avg = 60/HRV_avg\n", + "\n", + "print('HRV averange: ', HRV_avg)\n", + "print('BPM averange: ', BPM_avg)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "BCG.ipynb", + "provenance": [] + }, + "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": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/SCG.ipynb b/SCG.ipynb new file mode 100644 index 0000000..28be361 --- /dev/null +++ b/SCG.ipynb @@ -0,0 +1,1965 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "MR51Kt0yEj13" + }, + "source": [ + "# HEART RATE ESTIMATION\n", + "\n", + "\n", + "### 1) Data preparation:\n", + "\n", + "* 1.1. Load the txt file and select only the columns you are interesting in, in order to do a complete data analysis (e.g. Log Freq, AccX, ... )\n", + "\n", + "* 1.2. Plot selected data in function of time and choose a properly time window over which to perform the analysis. Pay attention on time rappresentation and the measurament unit.\n", + "\n", + "* 1.3. In order to make an appropiate work, decide if take care about some particular axis or some combination of them as well as derived features for the next step of the task. Motivate your choice.\n", + "\n", + "### 2) Time and frequency analysis:\n", + "\n", + "* 2.1. Statistical analysis: provide a statistical description of the chosen dataset. Statistical descriptors includes for example mean, median, variance, standard deviation, 25th and 75th percentiles, and correlation coefficients. Investigate what could be the most interesting descriptors for this type of data, motivating the choices.\n", + "\n", + "* 2.2. Fourier Analysis: Perform a frequency analysis of the data. Look at the spectrum and explain what you see. Use this step in order to properly design the filters in the following step.\n", + "\n", + "### 3) Filter:\n", + "\n", + "Implement your own filter, trying to extrapolate heart rate signal. \n", + "\n", + "Hint:\n", + "\n", + "* (a) Directly from Fourier Analysis, antitrasform data looking for the most interesting frequency band.\n", + "\n", + "* (b) Choose the appropriate Lowpass/Bandpass/Highpass filter.\n", + "\n", + "* (c) Wavelet trasform (a powerfull instrument that make a time and frequency analysis of signal).\n", + "\n", + "* (d) Find another method by yourselves.\n", + "\n", + "Motivate your choice.\n", + "\n", + "### 4) Metrics:\n", + "\n", + "* 4.1. Heart Beat Per Minute(BPM): extrapolate BPM, make an histogram of the result. Does it follow a partiular distribution?\n", + "\n", + "* 4.2. Heart Rate Variability(HRV): extrapolate HRV, explain why this parameter is important, and plot the results.\n", + "\n", + "* (OPTIONAL) Algorithm: Elaborate a simple algorithm to extrapolate heart beat even when filter failed (e.g. look at particular threshold...).\n", + "\n", + "\n", + "### 5) Conclusion:\n", + "\n", + "Summarise the obtained results, in particular making a comparison between the two files analysed. Highlight limitation and critical issues encountered during the work, motivating the most relevant contribution given by your solution." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "id": "V3eITVq-PXTK" + }, + "outputs": [], + "source": [ + "center_sternum = 'center_sternum.txt'\n", + "stave_supine_static = '1_Stave_supine_static.txt'\n", + "mattress_supine = '2_Mattress_supine.txt'\n", + "subject_sitting_chair = '3_Subject_sitting_chair.txt'\n", + "chest_sweater = '4_Chest_sweater.txt'\n", + "under_chair = '5_Under_chair'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "t9K35syGIbBh" + }, + "source": [ + "**EXTERNAL LIBRARIES**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "id": "wH4pt-fyJJBS" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import math as m\n", + "import numpy as np\n", + "import statistics as stat\n", + "from statistics import mean\n", + "import matplotlib.pyplot as plt\n", + "import scipy as sc\n", + "from scipy.signal import argrelextrema, iirfilter, filtfilt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sHD8gEsqFBET" + }, + "source": [ + "# 1. Data preparation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "blJknBnNJRUT" + }, + "source": [ + "## 1.1 IMPORT DATA" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "id": "NxuSiKBGJVym" + }, + "outputs": [], + "source": [ + "data = center_sternum #add to data path the name of the file that you want to analyse\n", + "\n", + "data_read = pd.read_table(data)\n", + "\n", + "# Full data as dataframe\n", + "data = pd.DataFrame(data_read)\n", + "\n", + "# Frequency\n", + "log_freq = data['Log Freq'][1] \n", + "\n", + "# Reconstructing Real_Time\n", + "time_stamp = data[['Timestamp']] \n", + "data_time = pd.DataFrame(np.asarray(range(len(time_stamp)))*(1/log_freq), columns=['Time'])\n", + "\n", + "# Acc & Gyro data on the three axis\n", + "data_acc_gyr = pd.concat([data_time,data[['AccX','AccY','AccZ']], data[['GyroX','GyroY','GyroZ']], data[['MagnX','MagnY','MagnZ']],data[['qw', 'qi', 'qj', 'qk']]],axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NCEb6CANT32-" + }, + "source": [ + "## 1.2 PLOT DATA IN FUNCTION OF TIME" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 638 + }, + "id": "fsAoA-w5T_9O", + "outputId": "0db6bc0e-9139-422e-9a00-ce1defee2925" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ccsgh3HfffUyYMIFvvvnGumU3xhizd2JwHQQ46KCDeOONNyqmn3jiCbZv386wYcNIS0vjhBNOYNasWbz22mvMn185zG96enpY+7/++uu55557WLp0Kffccw8PPvhgxF9DsJh3oqOqflUdjDNu1QigfxSPZQMlG2NMPXr99dcZN24c69atY+3atWzYsIGePXsyaNAgnnrqqYqOAXJycjjggAPYvHkzc+fOBSAvLw+fz8eWLVt4+OGH+fvf/86YMWPo3LkzzzzzTCxfljHGGBO20aNHU1xczJNPPlkxr7CwsifqK664gokTJzJ8+HAyMzND7mPkyJEV/Qi88sorHHXUUQC8//77bNu2jUsuuYQ777yTN998kyVLlkTx1TSABLKcqubijGN1BO6AyO6iUAMis8eAyBXzQ2xjjDEmRqZOncrZZ59dZd65557L5s2b6datGwMHDmTQoEG8+uqrJCUlMX36dK677joGDRrECSecQHFxMTfeeCO33HIL5Tf+Hn30USZNmkROTk4sXpLZXzYMpTGmiRERZs6cyRdffEHPnj0ZMWIE48eP54EHHgBg6NChZGRkcNlll9W4j8cee4znnnuOgQMH8tJLL/HPf/6T4uJibrjhBiZPnoyIkJ6ezoMPPsi1114b3dcTy/GERaQtUKaquSKSCnyE0zHOeOCNoE50flLVySIyAThEVa92O9E5R1XPF5GDgFdxSjA7AZ8CfWvrRGfYsGE6b968qL220dc4PSPNnmxVZY0xsbN06VIOPPDAWIdRb0K9XhGZr6rDYhRS3In29ZHSfHisOSSmw8Tot9UxxjRt8XAd3LRpE8ceeyzLli3D44le+V6krpGxLoHsCHwmIj8Bc4GPVfUd9nJAZFVdDLwGLAE+ACZYD6zGGGNMA2YlkcYYw4svvshhhx3GpEmTopo8RlJMO9FR1Z+AQ0PMX02IXlRVtRg4r4Z9TQKiO2qmMcYYY/aPCOtSk/nbAV152F9Eqjc11hEZY0zMXHLJJVxyySWxDmOvxEeaa4wxxphG45E+Xfg+M525eXNjHYoxxpi9ZAmkMcYYY2JCsWqsxhgTbyyBNMYYY4wxxhgTFksgo+znVSWxDsEYY4xpOKzzHGOMiWuWQEbZxIe2xjoEY4yJuZkzZyIiLFu2bK+227ZtGz169GDLli0V8yZMmMD9998f6RBNPRK36qpVYTXGNBVbt27loosuolevXgwdOpQjjjiCGTNm7Nc+P/74Y4444gjKh2X0+/0ceuihfP3115EIuUaWQBpjjIm6qVOnMmrUKKZOnbpX27Vr147bbruNm2++GYAFCxbwv//9r2LaGGOMaehUlbPOOoujjz6a1atXM3/+fKZNm0ZWVlZY2/t8vpDzTzjhBLp3786zzzojHj722GMMGzaMkSNHRiz2UCyBNMYYE1X5+fnMmTOHZ599lmnTpgHOXdKbb76Zgw8+mIEDB/LYY48BMHfuXEaOHMmgQYMYMWIEeXl5XHXVVaxatYrPPvuMCRMm8Pjjj5OYmBjLl2SMMcaEbfbs2SQlJXH11VdXzOvevTvXXXcdRx99NAsXLqyYP2rUKH788Ufuvvtuxo0bx5FHHsm4ceNYu3Yto0ePZuDAgRx//PGsX78egEceeYT777+fxYsX8/jjj/PAAw9E/fXEdBxIY4wx9ecfG/7BiqIVEd1nv9R+3Ny19tLAWbNmMWbMGPr160fr1q2ZP38+33//PWvXrmXhwoUkJCSQk5NDaWkpF1xwAdOnT2f48OHs3r2b1NRUPB4PTz75JKNHj+aMM87g6KOPjuhrMPVMJNYRGGOaqFhdBxcvXsyQIUNCLrv88st5/vnnefTRR1mxYgXFxcUMGjSIGTNmsGTJEubMmUNqaiqnn34648ePZ/z48UyZMoWJEycyc+ZMOnbsyA033MARRxzBv/71L1q1ahXR1xeKlUAaY4yJqqlTpzJ27FgAxo4dy9SpU/nkk0/43e9+R0KCcx+zVatWLF++nI4dOzJ8+HAAMjIyKpYPHjyYgw8+mGuuuSY2L8IYY4yJkAkTJjBo0CCGDx/OeeedxzvvvENZWRlTpkzh0ksvrVjvjDPOIDU1FYBvvvmGiy66CIBx48YxZ86cKvvz+/1Vto0mK4E0xpgmoq47pNGQk5PD7NmzWbRoESKC3+9HRCqSxL3h8XjweOy+Z9xTRazvHGNMDMTiOghw0EEH8cYbb1RMP/HEE2zfvp1hw4aRlpbGCSecwKxZs3jttdeYP39+xXrp6elh7d/j8SD1WLvDrsTGGGOi5vXXX2fcuHGsW7eOtWvXsmHDBnr27MmgQYN46qmnKjoGyMnJ4YADDmDz5s3MnTsXgLy8vBo7DjDxTa0WqzGmCRk9ejTFxcU8+eSTFfMKCwsrnl9xxRVMnDiR4cOHk5mZGXIfI0eOrOhH4JVXXuGoo46KbtC1sATSGGNM1EydOpWzzz67yrxzzz2XzZs3061bNwYOHMigQYN49dVXSUpKYvr06Vx33XUMGjSIE044geLi4hhFbuqDYJmkMabxExFmzpzJF198Qc+ePRkxYgTjx4+v6PBm6NChZGRkcNlll9W4j8cee4znnnuOgQMH8tJLL/HPf/6zvsKvxqqwGmOMiZrPPvus2ryJEydWPH/44YerLBs+fDjffvttyH19/vnnEY0tHolICvAlkIxzDX9dVe8SkZ7ANKA1MB8Yp6qlIpIMvAgMBXYAF6jq2pgEb4wxTVjHjh0rShD3tGnTJgKBACeeeGLFvLvvvrvKOt27d2f27Nk17j8/Pz8icYbDSiCNMcaY+FECjFbVQcBgYIyIHA48ADyiqn2AncDl7vqXAzvd+Y+468WcWsmjMcYA8OKLL3LYYYcxadKkuGnnHx9RGmOMMQZ1lN9mTnQfCowGXnfnvwCc5T4/053GXX681GdPC3WwKqzGmKbukksuYcOGDZx33nmxDiVslkAaY4wxcUREvCKyENgGfAysAnJVtbzHoSygs/u8M7ABwF2+C6ea6577vEpE5onIvOzs7Gi/gOju3xhjTFRZAmmMMcbEEVX1q+pgoAswAugfgX0+rarDVHVY27Zt93d3dR0suvs3xhgTVZZAGmOMMXFIVXOBz4AjgJYiUt4xXhdgo/t8I9AVwF3eAqczHWOMMWafWAJpjDHGxAkRaSsiLd3nqcAJwFKcRPLX7mrjgVnu87fcadzls1VjXwQY8wCMMcbsM0sgjTHGRN3MmTMREZYtW7bX2/7pT39i8ODBFY9+/frh9XrrtcvyBqQj8JmI/ATMBT5W1XeAW4EbRWQlThvHZ931nwVau/NvBG6LQcw1s+aQxpgmYuvWrVx00UX06tWLoUOHcsQRRzBjxoz93u9JJ51U5RrZqVMnDjvssAhEXDMbB9IYY0zUTZ06lVGjRjF16lTuueeevdp20qRJTJo0qWL64osv5vzzz6dZs2aRDrPBU9WfgENDzF+N0x5yz/nFQPx07WeMMY2QqnLWWWcxfvx4Xn31VQDWrVvHW2+9Fdb2Pp+PhITQaduHH35Y8bygoIChQ4dy33337X/QtbASSGOMMVGVn5/PnDlzePbZZysGUfb7/dx8880cfPDBDBw4kMceewyAuXPnMnLkSAYNGsSIESPIy8ursq+XX36ZlStXVhtg2cQXtZJHY0wTMnv2bJKSkrj66qsr5nXv3p3rrruOo48+moULF1bMHzVqFD/++CN3330348aN48gjj2TcuHGsXbuW0aNHM3DgQI4//njWr19f7TjXX389p5xyCieccEJUX4+VQBpjTBPx+H93siqrNKL77N0liWvPy6x1nVmzZjFmzBj69etH69atmT9/Pt9//z1r165l4cKFJCQkkJOTQ2lpKRdccAHTp09n+PDh7N69m9TU1Ir9rF27lttuu43PP/+8xjuxxhhjTE1idR1cvHgxQ4YMCbns8ssv5/nnn+fRRx9lxYoVFBcXM2jQIGbMmMGSJUuYM2cOqampnH766YwfP57x48czZcoUJk6cyMyZMyv28+abbzJv3jy+++67SL68kKwE0hhjTFRNnTqVsWPHAjB27FimTp3KJ598wu9+97uKRLBVq1YsX76cjh07Mnz4cAAyMjIqlvv9fn7zm99w77330qdPn9i8EGOMMSYCJkyYwKBBgxg+fDjnnXce77zzDmVlZUyZMoVLL720Yr0zzjij4kbqN998w0UXXQTAuHHjmDNnTsV6Gzdu5Prrr+fVV18lOTk56vHbLVxjjGki6rpDGg05OTnMnj2bRYsWISL4/X5EpCJJDNd9991Hx44dueyyy6IUqYkFsV50jDH1KBbXQYCDDjqIN954o2L6iSeeYPv27QwbNoy0tDROOOEEZs2axWuvvcb8+fMr1ktPT69z36rK+PHjue222xgwYEBU4t+TlUAaY4yJmtdff51x48axbt061q5dy4YNG+jZsyeDBg3iqaeewufzAU6iecABB7B582bmzp0LQF5eHj6fj2+//Zbnn3+ep59+OpYvxRhjjNkno0ePpri4mCeffLJiXmFhYcXzK664gokTJzJ8+HAyM0MnuSNHjqzoR+CVV17hqKOOAuAf//gHKSkpTJgwIYqvoCorgTTGGBM1U6dO5dZbb60y79xzz2Xp0qV069aNgQMHkpiYyJVXXsm1117L9OnTue666ygqKiI1NZVPPvmEu+66i8LCQo477rgq+3njjTfo3bt3fb4cY4wxZq+JCDNnzuT3v/89f//732nbti3p6ek88MADAAwdOpSMjIxaa9k89thjXHbZZTz44IO0bduW5557DoA77riDLl26MHjw4Ip1MzMz+eyzz6L2eiyBNMYYEzWhLmATJ06seP7www9XWTZ8+HC+/fbbKvOCuyg3jYtVYTXGNBUdO3asKEHc06ZNmwgEApx44okV8/bsbbx79+7Mnj272rYlJSURjTMcVoXVGGOMMcYYY2LgxRdf5LDDDmPSpEl4PPGRmlkJpDHGGGOMMcbEwCWXXMIll1wS6zD2SnykucYYY/aZqsY6hHrRVF6nMcaYvWPXh8ieA0sgjTGmEUtJSWHHjh2N/uKpquzYsYOUlJRYh2LCUBwn1bSMMfGvqVwHaxPpa6RVYTXGmEasS5cuZGVlkZ2dHetQoi4lJYUuXbrEOgwThvmZzWMdgjGmiWhK18HaRPIaaQmkMcY0YomJifTs2TPWYRgTkvXCaoyJNrsORp7VITHGGGOMMcYYExZLII0xxhhTjyrbIVkJpDHGxB9LII0xxhgTE0rT7dTCGGPilSWQxhhjjDHGGGPCErMEUkS6ishnIrJERBaLyPXu/FYi8rGI/OL+zXTni4j8S0RWishPIjIkaF/j3fV/EZHxsXpNxhhjjAmfVWE1xpj4E8sSSB9wk6oOAA4HJojIAOA24FNV7Qt86k4DnAz0dR9XAU+Ck3ACdwGHASOAu8qTTmOMMcYYY4wxkROzBFJVN6vqAvd5HrAU6AycCbzgrvYCcJb7/EzgRXV8C7QUkY7AScDHqpqjqjuBj4Ex9fdKjDHGGGOMMaZpaBBtIEWkB3Ao8B3QXlU3u4u2AO3d552BDUGbZbnzapof6jhXicg8EZnX1AcTNcYYY2LOarAaY0zciXkCKSLNgDeAG1R1d/AyVVWIXBdtqvq0qg5T1WFt27aN1G6NMcaYehHJ/gNiRq3nVWOMiWcxTSBFJBEneXxFVd90Z291q6bi/t3mzt8IdA3avIs7r6b5xhhjTGMTkf4DjDHGmH0Vy15YBXgWWKqqDwctegso70l1PDAraP4l7t3Uw4FdblXXD4ETRSTTveN6ojvPGGOMaVQi2H+AMcaYSMvLgiUvxTqKqEuI4bGPBMYBi0RkoTvvj8DfgNdE5HJgHXC+u+w94BRgJVAIXAagqjkici8w113vL6qaUy+vwBhjjImR/ew/YHPQPETkKpwSSrp16xa9oI0xpjF77TjIXQl9z4XEtFhHEzUxSyBVdQ41N58/PsT6CkyoYV9TgCmRi84YY4xpuPbsP8Cp1ONQVRWRvWpoqKpPA08DDBs2rN4aKdo4kMaYRiV/k/NXA7GNI8pi3omOMcYYY8IXof4DjDHGRJo0jZtilkAaY4wxcSKC/QfEUOgCzq05Pt78LK+eYzHGmGiouSJHri+XO9feSYG/oB7jiSxLII0xxpj4Ud5/wGgRWeg+TsHpP+AEEfkF+JU7DU7/Aatx+g/4D3BNDGKuUXAV1tufyObx/+5kxy5/DCMyxpj94X6n1TJc0XNbnuO9nPd4c/ubNa7T0MWyEx1jjDGmURGRc8JYrVhV39uX/Uey/4CGJq/QaTMUCNg4kcaYOBVGFdYEcdKv0kBptKOJGksgjTHGmMj5D0710dp+RRyNUzJogjSRpkPGmCah5hthHrcCqNayTkNnCaQxxhgTOe+r6m9rW0FEXq6vYOJRLTW/jDGmgau7Cmt5r9nxnEBaG0hjjDEmQlT1N5FYpykqL4CM359UxhgTPksgjTHGGFNBRM4Tkebu8ztF5E0RGRLruBoaQfjqp0KKigNWhdUY0yR4GkH6Ff+vwBhjjGl47lTVPBEZhdO5zbPAkzGOqWEIqtq1dWsCd/57O/94NSeGARljTIRI3XUpynufDmigHgKKDksgjTHGmMgrH4viVOBpVX0XSIphPA1SSYnzQ2rzdl/FPGsDaYyJX3VXpbA2kMYYY4wJZaOIPAVcALwnIsnYNbd2VoXVGNNY1NaJjvtl979d/6uvaCLOLmbGGGNM5J0PfAicpKq5QCvgDzGNyBhjTHTtRRXW5UXL6yGg6LBhPIwxxpgIU9VCEVkLnCwiY4CvVPWjGIfV4JT/kFq2tpRE9xeJVWE1xsSvuofx8Ku/xmXxosYEUkRuDGP7AlV9KoLxGGOMMXFPRP4MnAe86c56TkT+q6r3xTCsBq3MV/c6xhgT73wa/192tZVA/gGnx7jaWiVcDVgCaYwxxlR1MTBIVYsBRORvwELAEsigql02dIcxpnGp+0utPIE8pdUp0Q4mampLIF9S1b/UtrGIpEc4HmOMMaYx2ASkAMXudDKwMXbhNCxSkEnywvPwH1t9mdVgNcbEv5q/yXw4CWQ8V2WtMYFU1Vvq2jicdYwxxpgmaBewWEQ+xvklcQLwvYj8C0BVJ8YyuFhL/fp3JK47jOUd82MdijHGRE4Y1SrKSyDjuSprnZ3o1NAWchcwX1UXRjwiY4wxJv7NcB/lPo9RHA2Tlnc0EWKR9aJjjIl7dXei0yhLIIMMcx9vu9OnAT8BV7sdAvw9WsEZY4wx8UhVX4h1DMYYY+pPQAP8t31zzl63g6RaboSVlzw29gSyCzBEVfMBROQu4F3gaGA+YAmkMcYYA4jIImq59ayqA+sxnIZLnFMU8kRZAaQxJg69n/M+f++ZyQ4p5ppa1qtIIGncCWQ7oCRougxor6pFIlJSwzbGGGNMU3Sa+3eC+/cl9+9vsNSoGgmjx0JjjIkHBYECAHYlJlBrJzpNpATyFeA7EZnlTp8OvOr2wLokapEZY4wxcUZV1wGIyAmqemjQoltFZAFwW2wia0BUK9pAWnNHY0xjo1Drl1uTSCBV9V4ReR840p11tarOc59fHLXIjDHGmPglInKkqn7lTowEPDGOqcEJ9Rsr31cAtKzvUIwxZr+EW6OiqVRhBVgFlJavLyJDVHVB1KIyxhhj4tvlwBQRaeFO5wK/jV04DVMgUP0H105fLpZAGmMaqyZRAiki9wKX4iSR5fcKFRgdvbCMMcaY+KWq84FB5Qmkqu6KcUgx9+5X+fTrlkTfNpXzNGB1WI0xjUN5CWQtXYQBTSSBBM4HeqtqabSDMcYYY+KZiJymqu+UT4dKHPdcp6l46JUcAGY/1KxiXmDHMmBolfUspTTGxKO9rcJa/jcehZNA/oxTl2RbdEMxxhhj4t6DIrIRav0l8VdgnxNIEZmC09vrNlU92J3XCpgO9ADWAuer6k4REeCfwClAIXBpg2iC4naiQ8H2UAvrNRRjjIkkFbFOdID7gR9E5GeChvNQ1TOiFpUxxhgTn7YCD9exzi/7eYzngceBF4Pm3QZ8qqp/E5Hb3OlbgZOBvu7jMOBJ928MVf6wCli/QsaYRsK5X7cXVVgbeSc6LwAPAIuAQHTDMcYY09R8/VMhmRleDuyRHOtQ9puqHlsPx/hSRHrsMftMoPzYLwCf4ySQZwIvqqoC34pISxHpqKqbox1nOFSrJ5A2tIcxpjFrKiWQhar6r6hHYowxpumY/wh0OhI6juCOfzvVGGdP7hbjoOJa+6CkcAvQ3n3eGdgQtF6WO69KAikiVwFXAXTrFvn3QWvICgOhEsiIH90YY+qPjQPp+J+I3A+8RdUqrLFvQ2GMMSY+fX6j8/cmSxciTVVVRPbqxKrq08DTAMOGDYv4mxLYo/5S4obh7nHD63TCGGMauqqd6NSdQG4s3RjliKInnATyUPfv4UHzbBgPY4wxpuHYWl41VUQ6Utnx3Uaga9B6Xdx59Wb91jIuvaeywLOkrPKHlYZqA2n3FIwxcWhve2EFp3ZGedvJeFJnAqmqx9VHIMYYY0xjISLzgSnAq6q6sx4O+RYwHvib+3dW0PxrRWQaTuc5u+q7/eNXPxZVmQ4ujQxVhdUYY+Jf3SWQ5c8TJbE+AoqoGr+5ReS0ujYOZx1jjDGmCboA6ATMFZFpInKSROg2s4hMBb4BDhCRLBG5HCdxPEFEfgF+5U4DvAesBlYC/wGuiUQMexdvzdOhOtExxph4pkJYbSABvs37th4iirzaSiCjPpaVMcYY0xip6krgTyJyJ86YjVMAv4g8B/xTVXP2Y98X1rDo+BDrKjBhX48VCdV+RAT9sLJOdIwxjcXetoEEeHzj4xzV4qgoRhUdtSWQ9TGWlTHGGNMoichA4DLgFOAN4BVgFDAbGBy7yOqRvwwKtwKhh2jREPeobRgPY0w8UyTsEsgTMk+oj5AirsYEsj7GsjLGGNMEbJkLH/4WLp4LCSlNIkNw20DmAs8Ct6lqeS/m34nIkTELrL59OgGZB3BHxaw6q7A2/o+HMaYRKm+loEH/huJTH0fIaXy/eRXtu7evcb2GLJxeWE1Ndq2BFj1jHYUxxjRMRTsAgVdGONP/TIVxP8B3f41pWPXkPFVdHTxDRHqq6hpVPSdWQdW7Ne8hnFzjYqvCaoxplOoogVw65VKaBbz4Rsyvx6AiJ6at10VkiohsE5Gfg+a1EpGPReQX92+mO19E5F8islJEfhKRIUHbjHfX/0VExtdL8MumwzO9YN0n9XI4Y4yJO5PbwOTWVee9dCis+G/t2+Wuhvx67Sg0Gl4Pc17jJiESxEBl9a2QCaRlkMaYOFalBDJ/M5RV9kStqvjxowEvULU6azyJdfdnzwNj9ph3G/CpqvYFPnWnAU4G+rqPq4AnwUk4gbtwuicfAdxVnnRG1Wa316Tti2DOHfBIUtQPaYwxjY6vpPq8Z3vDU53qP5YIEJH+InIu0EJEzgl6XAqkxDi8+hcigWTtR0EToRLM6IVjjDHRUtGJjlD5RfZUJ5hxSsU6eyaM8ZpAhlWFVURGAj2C11fVF/f34Kr6pYj02GP2mcCx7vMXgM+BW935L7o9yn0rIi3dwZKPBT4u79FORD7GSUqn7m98tcpZ5vzVAHw3KaqHMsaYRuufKcA657mvGBY9G9NwIuAAnF5XWwKnB83PA66MRUAxFbIEsjJDtBJIY0xjITUNXLHh84qnxVpcZVGjTSBF5CWgN7AQ8LuzFdjvBLIG7YMGOd4ClLcu7QxsCFovy51X0/xqROQqnNJLunXrtn9Rrv3A+fvFzfu3H2OMMY5/pladfkjggAvgtGmxiWcfqOosYJaIHKGq38Q6npgLVQJJ8DAe1gurMaZxUajxi6wkULXWjU99PPJqDqMGpzJ8QGrIbRqicEoghwED3JK/eqWqKiIRO66qPg08DTBs2DC7RBljTEO3fHpcJZAicouq/h24SESqjdeoqhNjEFbshEgg/UF1VMsC1Zt/WAJpjIlHXnHaNfpFqKk7sFAJ5Ntz8nl7Tj5jbp/GLV1viXaYERFOG8ifgQ7RDiTIVrdqKu7fbe78jUDXoPW6uPNqml//5j8Sk8MaY4xpMJa6f+cB80M8mpjqPzPOmHJixfMSX/U77qvWCflF1hDSGBNfvDgJZAA3gQzRoDtUAlluevb0qMYXSeEkkG2AJSLyoYi8Vf6IYkxvAeU9qY4HZgXNv8TtjfVwYJdb1fVD4EQRyXQ7zznRnRddnUIM4/X5jVE/rDHGNFo9T4HeZzjPe50ON5TATfFVHKWqb7t/Xwj1iHV89Wbxi7BtYQ1VWCuFagM5bZaHO/+dHaXAjDEmOjzu911AcKpSBKq3byzRmhPIPfnVz5hFY3g/5/2IxhkJ4VRhvTtaBxeRqTid4LQRkSyc3lT/BrwmIpfj9Kxwvrv6e8ApwEqgELgMQFVzROReYK673l/KO9SJqnPehcdbRv0wxhgTl8oK936bc96NfBwx4nbodp6q5rrTmcA0VT0ppoHVlw/c+8CtD2JTWc19DmQnhC5pXL6+NBpRGWNM1JRXYfW5VVhf/TCP9nln0Df5Zy69Zj1/v64t3q5VO9EpDZTVuL9CfyHZZdncv/5+Tm5V83i6sVBnAqmqX4hIe2C4O+t7Vd1W2zbhUtVq7UNcx4dYV4EJNexnCjAlEjGFLblFrYtFrB2HMaYJy1lafV5KKxj0f02l5+q25ckjgKruFJF2MYwnNsTDrN01D89cllRYww8Rq8JqjIkvFVVY3STgmXcKgMe4ua3TrvGj7wpotc0DzSq3Wfdj1yr7mLOwkKdm5PLcnzsScL8HCwIFlARKSPYk18vrCEedVVhF5Hzge+A8nNLA70Tk19EOzBhjTBzbc3zHM2bAhB0w6j448t7K+T0b1l3VCPKLSEXRm4h0p6ZeFRqz7YtqXazJBSHnFwUK2VCyIeQyY4xpiMqrsK5OTyH4617cRPCT7wt5bXomLZ6dUbEsf2d6lX089GoOG7N95BUGqlRvfWP7G1GMfO+F0wbyT8BwVR2vqpcAI4A7oxtWnDjmH7GOwBhjGqZtP1Q+H3QN9D2rcvrwOyqfD4+PHuf2wZ+AOSLykoi8DHwJ3B7jmOqdX721rxCo4WeIQK4vN+LxGGPMvlJV8n6aDDuWhFxenkBuTE3mm6LKm2eeWmpU+P1V7ysGAs60AGVaWb21oY0XGU4C6dmjyuqOMLdr/DyJsY7AGGMaps5uR2OjH4NfPVF9+WF/hHPeh67H1mtY9UVVPwCGANOBacBQVY1+B28NzJu7Lqt1udSYYGrNg3IbY0wMPLf1OY71PcuOVwaFXF5ehRXgl6zw+hv1B6omkOVTgZdH4AuqwREI0aNrLIXTic4HIvIhMNWdvgCnQxsz8CpYNQvWz662yNo/GmOatPIvwWZdQi8f1STaQY4Ejg6afidWgcTKLn9mrculuHno+aXNoHAVpIdcbIwx9e6JTc7N0JykBFqHWO4RD5Sk493dkdc+vLVifm1D2udlt6wyHXCvnYHdWZQtfKxiIMVAA2sXHk4nOn8QkXOB8nErnlbVGbVt02QkpMCYF+DprnWva4wxTYn6nb+eOqowNlIi8jeczudecWddLyIjVfWPMQyr3gXqqLDk3dmjxmXzPr2Yg8duinBExhizv0LXjvCpjxYvvQw4w0VUqiWBXFe1l+rye6/rk1PZmlCEFDdHxb8fsUZHOCWQqOobQMNqvdlQNK/h7roxxjRl5eNfecK6zDRGpwCDVZ16RyLyAvAD0PgTSFV+SWzDWk87AnW1gazF4x0HMl4VEavKaoyJoa/uqmyWAdzTvxsvh1htU8kmoHO1+etL+4R9qLJAGZDIVYf2R5tn0+IZp8wucGfDagFR461BEZnj/s0Tkd1BjzwR2V1/IRpjjIk75SWQ0jRLIF0tg57XPvZTo6JcmfUe9y95n10J+95XgPiSeXXbqxGMyxhj9sG3f4E3KofwXZqRzhk/n0G+P7/KapkJoavsv5p7bZ2H8LV3OuYpczvLEfVCoPL6Gdi2cG+jjqoaE0hVHeX+ba6qGUGP5qqaUX8hGmOMiTsVVVibbAnk/cAPIvK8W/o4H2gSDT8J+PHktwfg/WYH7PNu0j6/gUc2PgLAxpKNfL3764iEZ4wxeyoJlDB0wVB+s+w3IZfnJTjJnGd7LxJXHMfGoq28taNqRznFgeJ9D8Dr9riqTo2L5q89WSWB1LLd3Lb6NmZun7nvx4igcMaBfCmcecYYY0yF8iqsTbQEUlWnAocDb+I0ATlCVafHNqp6opXtdTzrjqxlxdp5d/RGUYoCRZyx+AyuW3kdJf/pVveGxhizl8oTx6WFS7l46cWUlRXCvIfBV0Jugpf/dmoDQPOZD5H25URaPPdfHsp6CA3qNbNY9z2BVBRPTjfEl1I5M1B5A3bqq7fw5aetuXfdvVWOGSvhDMdxUPCEiCQAQ6MTjjHGmEYh0DSrsIrIkPIH0BHIch+d3HmximuMiCwXkZUicltUDxbB7uYTsgYxauGoiumRQ9ty5PzhvLfhOT7I+YChC4byh9V/4NnNzzDyh5EMXTCUKR8dwZyVT7CyaCVDFwzlsY2P8cKWFzjmx2NYXbSaoQuGMnTBUH7I/4GhC4byUNZDlAZK+dVPv2LogqEsL1yOqjJiwQiGLhhKaaAUv/q5YsUVfLf7OwIaYHbubIYuGMqs7bPYXLqZoQuG8mP+j3yU8xHnLD6HRQWLeGnrSxz343G8uPVFblx1I+OXjWdu3ly2l21n6IKhPJz1MIX+QooDxQxdMJQ3t7+JT3341MeJP53I9G3TKfQX4lc/D2U9xLZSZ0S1zaWbeWDDAwQ0QHGgmBN/OpHJmyZTHCjmihVXcN3K61iQt4CTFp3Epcsv5eOdH/PUpqf42/q/sbhgMQDz8uYxdMFQCvwF+NXP/Lz5TN40uWLcuXd3vMv96+9ne9l2AP696d9M3jSZFYUr2FSyiaELhvLqtlcpDhTzyc5PmLhyIq9nv05RoIihC4ayMH8hAE9sfIIrV1xJUaCIskAZly6/lPXF6wH418Z/8eCGBynTMnaW7eTtHW+T68utOJ9Ttkxhp28nQxcM5ZbVt/Bzwc9kl2YzdMFQssuyAdhaupWhC4ay2+e0rHpvx3s8nPUwAQ2gqmwr3cYrW19hc+lmAKZvm87bO95mUcEitpVuY+zSsWwt3YqqcsvqW5i5fSbZZdkV7295FcUJv0zgL+v+QlmgDFXlsY2PsbFkIwBF/iKuWnEVO8p2UKZlrC1ey/Rt0ykKFAHwxzV/ZH7efADe2vEWf1rzJ1YXrSagAe5ddy+zc2ezs2wnz25+liN+OII1RWsAmLR+EmMWjanYz+zc2czaPqvi/8KULVOYmzeX0kApAQ3wf7/8HwvyFlAUKGJp4VLe2vEWu3272e3bzak/n8qmkk341c///fJ/PLjhQZYWLiWnLIejFx5dMebqhpIN3Lb6torPQXZpdkXs2aXZPJz1ML8U/YKqsrpoNTeuupGdZTsJaICRP4xkxvYZbCrZVPH5KlPnfP2Y/yO/Xf7bisQnuzSbL3O/rHgt96y7h/vX309RoIiiQBE3r7qZTSWbKA4U896O93h689MszF9IWaCMoQuG8uWuLynwF5Dvz2fogqGsKVqDT30UBYp4bONjFWMmbijZwMNZD1cc99GsR1lUsIhCfyEPbHiAa365hpVFK/lu93esLl5dEc+yomUcvugoHs16mCff6snxRw3iid7V2zYCDPthmPOdMn8ok9bveyWTxE2Daf7mP6vME19SxXNPcQtSfriApCUnM2zuSG5adRPf7P5mn4+3v6SmLFZEbsdp7J9KZWdCApTi9MQa1wMiDxs2TOfNmxeZnT0U1MD/Jud8jr5mfcWs2ZPtjqkxpolZ8z68eQpc+A10OrzWVcu/L6P1XSki81V1WFR2Xv1Yn9WyWFV1dH3EEUxEvMAK4AScZHYucKGqhhwNe3+vj/6i3ZxwU+4+bx+stPcXFB37KN6tB5I652pK+32Kv8NSNKGEQKv1IbeRgtYQ8KDNsyMSgzGmkQt4wJ8IXh+UJePJ64Cm7CJha39S5/wf+Wf9gUDKLkgurOjUBmDXJRdBYhGe3C40f+Mxyrp/S+K62q93e0PFX+NYuSWHzERK03ng0v4c2WLfa3rAvl0ja2ycoqr3A/eLyP3xnixG3ejHYXbdDWSNMabJePNU528TG8ZDVY+LdQwhjABWqupqABGZBpwJhEwg99eOXWUR21fSqmNIWnVMxXTq95dFbN/GGBOO5v+dDIA/s+pNqxYvVu3kK5LJI1Bj8giQvOgsAJptWBiTLtrqrMKqqreLSKaIjBCRo8sf9RFcPLNex40xjdXH3xWwZYev5hXKCqkY90rCaSnR+IhImojcISJPu9N9ReS0GIXTGdgQNJ3FHn3Ni8hVIjJPROZlZ+9fyV2ZP3IJpDHGNBTenQ2vRuHKZR1jctw6u8cTkSuA64EuwEKcTgG+Aeq9Gk7DFfvGrMYYUx9Ulftf2EGrDA+v/62GcXADQcllBNvDxZnncHpeHelObwT+C7wTs4hqoapPA0+DU4V1f/ZV6i+NSEy1ebLzaXyQdz49kpZzYMpC1pX2pXvSLxQF0vj9pv9WrNcjcTknZbxO58S1+DWBdM9uVpQcQv/kn9jm68hLOydyfPNZdE1czYayXiRLMalSQM/k5eT5W5LiKcSvXron/cL60j60S9hEQaA5md7tbCjrxbKSwXRJXEPHxPXs9LVB8ZAsRawr68uG0l4cnv4pv5QcQpIU0y5hM4rQLmETX+SfQu/kpXROXEuGZycrSw+iS+IadvtbclDKfH4uHkaylLArkMmByT+womQgnRPXkO3rSHPvLpKkhPmFo2ju3UUb7xZ2+Nvzc/EwmntyGZL6FevL+lAUSKNtwmaWlhxKQL30SV5MhmcnPZOWs93fnmxfJwII3RJXkSA+tvo6U6aJtE/YSKqnkN3+lpRoKr2SlrGw6AhSPfn8XDyMQ1Lm4RUfOb62FGk6bb2b2elvw/yiUYzL/Bc/FI2kT/IS5hcexcDU7ygOpJHt68Cg1G8pCDQnP9CCTO92AnjY7utAjr8t7ROy6Ju8mKJAOtt8HVlT2p/d/kxAyfRup33iRkoCKbT05jCv6CgOTF6IHy/9k3/ki/xTaZOwBSFAn+QllGoyRYE0SjWZzolr2el3Oj9J9+STJMXk+Nvx9u6LOKfF83jwk+Nvyy5/a9I8+ez2t6RL4hr8eMkq68X60j4MSv2WHF9bWidsI9ffmkNSvuf7wmPJ9G5nWclgTs6Yzqay7rRL2ERxIJUkKSXb3wEPAQJ4SPfkkSilLCoaTruETXRM3MCPRYdxcMp8SjWJtaX9aJWwjSQpIdvXES9+uiatBpRSTWFDaS86JG4gQXyoCkWaRruEzWzzdaRL4lpy/a1ok7CVHF9b0j157PC3d2NJ46fi4XRIyCLdk0cAL4qwsmQAB6XMZ6e/Ld0SVzGn4ET6JC+hlXcbAbdcKVmKaeHdSbGmssufSakmk+YpINvXka6JqynVJEBI9RQwt/AYeiUtZauvCx0T1pPrb023pFWsL+1NC28ObRM249NEfigaSauEbEo1iQOSF5Hrb82qkgPplLiOJCmhVUI2X+afzMEp88kPZNA1cRXb/R0o00TSPXm8setyTs94he8Lj+GA5EX4NIH+KT+S7etAmqeA0kAyHRKzWFB0JG0TNlMcSKN9QhYeCZAopZRpEl58bCzrQWGgGcmeItonbCTX34YdqX4eSj+d5MWnA/CrZm/ySf45YX0XXdXqrxyW9hlJnhLGrf+y7g0i6Kj09zn317+r12OWq7ENZMUKIouA4cC3qjpYRPoDf1XV8M5sA7W/bTzyfHksLVrKiOYj+GHBn9i56AlGb99V0Qby+AnrKT+1odr1fDavgO4dE+nVOanaMmOMaahUleMnOIVZNbZZLN4JT7Rynl/4NXQ6otZ9NqY2kEHHnKeqw0TkB1U91J33o6oOqs843OMeAdytqie507dDRVOVavb3+rh56zouvicy1XAyvdm8cX9HNj13DqmDLqblUdcSeCgRr/jh3I/gjROhzSGwfZGzwVUb2PjMqbQ56c8kf3cH5CyDK9fBf7o7y097Dd45HxKbQZk7httxj8KQ6yv7M3Cv41WmfcXwygg44i7ody68OAiyf4Lfl8HrJ8CGz+G63fBYRuU25dtftQGe7lo5/71xsPRlOPsd6H4C7FgKLw2GvufCGa9D0Q6Y3AbS2sHvNkLBVni6i7N+z1Ng7Ycw41S4ocS5WfPPVOgxBtoPhe8mQZuD4fQ34LkDoN2hMG5B9df2/nhY8iJcXwQJKUGxZoH64KWhULzDWT/gg0cSnWOf8y7Mngg/PAa/XQGZfavue/W7MOM0OOUV6D8WHvZWLlv1Dsw8HU54CnqcBP/pUbnskSQIlDnP370Ylr0KY+dAckt44WBoOxAu+RFeOQy2fA+XLYPMfvDOWFjxmjPd6oDKWK7ZAamtnO+h4p1V39MWveCKVc77uWUu/N4HhdvgqU6Q1h7+b0vNn4UbA1C6Gx5vCf1+DadOhf/9EeY9CKe8CgdeWHXbnOXwXH84YCycNrVy2Q0l8NEVsOQlOOtt6H1a7Z+/PWMQqTqd9QW8dhyc8DQMvLLqtp/fDPMfggu+hM6j4GFP5bLXT4R1H8O4H6DdYHj1cNj8nfO58CTC5NZQsqvq57n8/L1wCGz/2Vm27UfnM9zrNDj7bXimN+xa7Zxbj7d67A8nOL01B7+21DZwTXZlvBfPhQ7Dqr6WrP/B9KNhxO1w1F8rP1OnvQYHnFf52Tz/M+h6LExuC0XbnW03fg3TjoSDxsOY54Ni8sPDXt7q0Irm+akMzC2jdYLTYdVLfTZxWOJbXP3Oyezp5f4HklzUrGJdgAWFR3Lz5uiNXfvCnW0oysvn6ked3l5nP5oJSc33e7/7co0MJ4Gcq6rDRWQhcJiqlojIYlU9qNYNG7j9vUBeteIq5ufP54tBX3DMj077jLe++ZnOE0qAuhPIaP9gMsaYaAgrgVz7UeWgy7/bCM061brPRppAfg0cD3ylqkNEpDcwVVVH1GccbiwJOJ3oHI9TEjoXuEhVF4daf3+vj7m+XMa8eTdpn9+4z/sol+HJYebjg6vODPicqtHicX4UdjrcqTZdlA0telaup27y4010kq7E5tB5pPOjs+fJsOg/8Mn/VSYbaz9ykqkubiud3RsgpWXoH2gBP/iLITEdSnZD7kpoPwQ2fw8ludDjRFg0xUl82g9xEp0hNzjHL86Fxc87SWt5e5esOc7rKB83dedKaNEjvHFUc1ZA866QmApZX0K7IZDUDNbPho5HOPN/mekklpl9Ks9hyW7ndYOTJJTmQ/PQPU2SvxlSW4M3CfylTsLe3u2Qf/c6p7fl5m6NhNzV0LKX87xwu/MaU1s706X5Tmzl5xCcBKNwG+RvcpKY0nwnEe1/gbP8lzedRDupuZNcr/0ADrzYWeYrgZylznYAu9eDr8hJJsH5DGigsi32jqVOnEnNncQyZ3llJ1+LpkCvUyC9g3Ocwm3Q+kB3uyWQ2g7S2lTGLh7ntWnAuZlQHkNRDvgKK8/H5u+c98Sb6CRagTInMSrZBYuehaG/d/aTuwr8ZdC6v7NdXpZzjPLvz+Jc5/NQfv52rXFuMiSmV3+/SvOc156c4bxfaz+E3k7pGt/eBz1PhfaHOvtc+2HlufaVOAlXqM/Bth/hp6fgmAcrP/eFW52bCOAkdx0Pd15nWQHkbYRW/So/BwWbnP8P5VQrP//5myG5BSSmOfFu+tpJAMH5XCSkOf8XwXnPMvtVbhv8mdKA876ld3Cm/aXO+S4/Ryted157Yqrz3ZGc4fy/2L0evrgZjv47bPsB+pwJiHOMnOWMviO12un4tHd3BODA3zg3ST+dwA9FR3DTpmnOqWy3jIRt/aufx33UpcsGXvyj01lOpK+Z0UogZwCXATfgVFvdCSSq6in7GGeDsL8XyF/99Ct2+nby0gEvMW75uIr584c43R1bAmmMaYzCSiBXvgWzznSe31T9GqOq7PDtoE2i82OskSaQJwJ/AgYAHwFHApeq6uf1GUdQPKcAjwJeYIqq1tjf/P5eH3eU7eDEH06jxfP7P+zl4Wmf8Nd//Ha/92OMMfvqvinb+W5xEQVFzvVsYMq3PNrZTbrLr3G/zGDep59yy0+3AOBrv4SErQPC2r8/cx3end1rXadTxw28fGfDSSDD6UTnbFXNVdW7gTuBZ4Gz9inCRiRBnLuCwcmjMcYY6ixxfHnby5y06CRmbJ9R63rxTFU/As4BLgWmAsNilTy68bynqv1UtXdtyWMktExoybsDZ9W9YhjuaD8xIvsxxph9dcdv2/D2Q10rps9r+R/nSXnpK0Dfswn0Pa9iMqPbx1X2cX2bO2rcvyYW1RnDoYdU3tR77s6OvHpv7dfZaKs1gRQRr4gsK59W1S9U9S1VjX4L+Qau0F8YeoH1PmeMacTqqLTiCNT+PVg++PF96++LQEQNk4i8DZwIfK6q76jq9ljHVF+84qVDSjtOH9WsznX9zbfUujzNUxCpsIwxZr/8bUJbTsp4gyPTP3FmnPZaleV+caq6lnWdx5/9T3NJ5iMVy85s8RJ/ahf6htgBCZk1HvPQY3/DrivOpkf31RXzundMpEPrMKq3R1GtCaSq+oHlImL1LPdQEKjhorbm/foNxBhjYqDWoYrqSCC1afRc/Q/gKGCJiLwuIr8WkZRYB1Wfxp9W9+BkxSNeCDlfE4s4uNdTTps7Y4xpAEYclMqtHW6vnJHWvsry8l5skQBtyny09m6rsrxME0Pu975xbUPOL+u0kMyUtfscbzSFM0BXJrBYRD4VkbfKH9EOLG5lfR7rCIwxJupqLYksr4lxwRehtw1KIL/IDb1OvHNr7FwD9AKeAs4HttW+VePSKqNyEOwRB4XOnX09vg05v+CE+7mg9eMwbmE0QjPGmP3n8VaZ9GtlAinAic3fAKBvktNLdLonL+Ru2rep7KTnwpZPVDwvGfYqkt7O3WfDGmA+nPLPO6MeRSOyMzWDTMKs5mWMMY1ReQmkJ/Td1uDO225cfSMtaJxtIUUkFTgduAAYAoQubmsCbh/fmstfeo+cRXuMYlLDb6JBu3ZzZM7uyl4wjTGmIQge2zitXZVFATeBVI8fUJI9JbzQ9VjaJDhV9Uelf1htdwmUQmIrwBnF4dctnmVq7gRnoSiktAYaXguIcDrR+QJYi9Pz6hc43X8viHJccat02zyY/2iswzDGmKgIBF88a1ypMoG8duW1PLjhwSqLVxevDrFR4yIirwFLcXovfxzorarXxTaq2PF4hPS+S8Ne/9o1G+Hkl6IYkTHG7IMTn3H+praptsgfcO+IefyIe5+0a9IaUj1OJzki8PZ1i+nSuvIm6m9Hba4chsQ1LH02AOoN6nKmgZVM1ZlAisiVwOs4VXAAOgMzoxhTXPj4kI9Dzi/d8Al8/vt6jsYYY+rHi/87o+6VNn7l/PUk8s3ub5iWPa3K4hxfTsjNtpdtJ6ska39DbCiexUkar1bVz1TDybwbr+/yviGp2y9hr+8hAP3Oq3tFY4ypT+XjU3qTqy0KrsJak/QDTyYzaGhZccesvKrVX53l3jxuan8jhaMmE2i1vsZaGrEWThvICTjjV+0GUNVfgHa1btEEtEpsxf8G/Y+vBn/FzAEzK+YXe2p4p/97PMx9MPQyY4yJE8uKlte90twHKPR6+LLk573a90mLTuLMxc74kRtLNpJdlr0vITYIqvqh2xGdAW5dewulgfA7cBdRZxB1Y4xpSMRt9xhiuCq/ujmABJCLvqlxF8GFieqmYmMzn2J27+4kdRtJpieXsv4fu8sbpnDaQJaoaqm4jTdFJIGG+3rqVZo3DYBm3sqi5zKP80EQAhUfCoBXAj+zYtsqWm9MZkizIYB1bGuMiT8F3vLvtdovA2OHH8jG7IerzFtXvI5zlpxT5zFmbp/JvevvBWDagdPom9q3ji1MgycByjT8Ya48BCyBNMY0PM07wwn/gV6nhlhYeX2UlNZw5iyYfS3kbaiyVvDVM7P5HgVPp72GPNWh2p6lgRVFhvPt/IWI/BFIFZETgP8Cb0c3rPjiCbrIldRQAvlw3y6807E1L2x9getXXV9foRljTERtS3KGVVAUVeWW1bfw3e7vAKd95J/X3MGyZqlsTK1evefiZReHdYzy5BFg7NKxEYi6fomja91rNiESoDTEENKH5obulVAINLheB40xBoCBV0CzjtVma3mSV/7V1ecM6HJMiB1UfredOLRqT66ktcUTYpuGNvxVOAnkbUA2sAj4HfAecEc0g4o3Xql884s91U+pNrCGr8YYEyy7NJt3d7wb1rqrm1V2N16mZXya+ykTVzmDI68qWsW7O9/nt0MOqLbdRzkfURQoikzADZw6X/rvxTqOhiC5hZsgenz41FdteVKg8vq467LKNo9WAmmMiT/liWHQ7/6E6kMYBacFssdQIACeU6ZXLi9ft4HdUAunF9aAqv5HVc9T1V+7zy0jChKcQD7dM9QdCTtdxpiGa8LKCfx53Z/J84UuDQpF8HDp8ksBSBRnuI6b19wMQIm3+qXl9rW3V5sH8PqBr9d6nL/2+GvYMTUwC0RkeKyDiLWS0/9MwQl/BQndg++dy9aF3K4gkBHt0IwxJqJUgqqwlieTPU+pfSOpnkBKetsQO29YuUSNbSBFZBG1NHJR1YFRiSgOJUjlaTxkV8FebTtn1xxGtRgV6ZCMMSZsq4pXAZDrz6V5QvM61q603O1Qp/xCmeFpVtvqIfVM7QmsB2D+kPnk+fJo5m1Grj+XzITMvd5fA3IYcLGIrAMKcG5Na1O7du5KWQvd1wIQoHoC2bEkqF2kVP7kKNK0KEdmjDGRVa0KK0Dfs+HaXfB4i4pZgeDsKkQJZBUNq+CxQm2d6JxWb1HEuYSg07grsfop1R01j3311/V/5b1DrKaTMSb2tpdtp2tSZ/j+7zDoakhpWeO6GpQMFAeKySrJYuDuIpYk7l8M5QlsnCePACfFOoCGJuQYop7QHxgJkWwaY0zDVkO2l+zWqGg3BAB/8NdbiBLIeFBjFVZVXVf+cGf1dZ9vA0IP4tVEiQjpHudu6TsdW1dbrjtX1Ljt1rKtPJr1KLm+3GiFZ4wxFRYVLKpol/3ejvf4aOdHpHvSAWid0BrWfQxzbnd6jgtTgABnLj6TaYmhqyPuaWizoXsfeJwJun4W4dTmKX80WdvKtlWfedr0oInK0+OxBNIYE2fU77TzVglUzyUnFsJF3wJw3WlB32/lCeTBl0Nm9f4DGqo6h/EQkSuBq4BWQG+gC/Bv4PjohhZfvjjkM4b9eFjFdPCvhN9uvB0y0mvc9qVtL/HStpcqpmcdNIsuyV2iEaYxphari1bTPaV7lXbNjcVHOz/i9jWh2yG2TWxLQaAAP354Y4wzs3hn1GI5r+15zM+fH7X9NwQicgbwENAJ58Zrd2ApcFAs44olRfFnbMa7O6ivgBAdTABI0861jTFxqNahfxMrO6A7uFci4K5bXoX1pGdC7zNCsUVaOONATgBGAN8BqOovItIuqlHFkV35flo08yLeqqdSqbz5sLiW5DGUMxefyfwh1X9crS1eS+fkzqwoXMHm0s10SurEoxsf5aC0g7i609X8kP8DvVN6s61sG9/lfUeflD6ICNll2YzKGEXbxLbs9O2kVWIrAHzqI9+fT8uElgDk+fMoCZTQJrGN8xpUKR//069+PHgQEdYVr6N7SnfKAmVkl2WzpHAJR2YcSZInidJAKaneVMq0DC9e/PhJlES2lm5lbt5cTsw8kSRPEptLNrPLv4v+af0ByPXlIghp3jS8eMkuy6ZNYhu84qU0UEqpltLM24wyLcOnPlI9lf8RC/wFpHurn+MyLSOgARIlEY942Fq6lWbeZqR50igIFPBT/k8c0uwQvHjZULKBPH8ebRLbsKZ4Da0TWlMYKKQwUEivlF4szF9Iv9R+9EztSWmglHx/Pl7xklWSxS7fLpI9yXRO7kyBv4CtpVvpltyNd3PeZYdvB829zckpy+Hj3I85vuXxdEnuwk7fTtI96fRI6cHGko18m/ctp7c+nUObHcoXuV+wvmQ9mQmZHJZxGD/l/wTAkS2OZH7efN7JeYehzYZSFCiiZUJLpmdP594e99I1uSszts9g1o5ZnNbqNEa3HM3bO97mmJbHcEDqAeT583hk4yOc2+ZcDkw7kFe3vcq49uNIkRS2lW1jQf4Cmnubk+ZNo01CG4oCRWwv206aN40Xtr7ACS1PYETGCNomtuWxjY9xc5ebmZs3l+VFy+mS3IUWCS3om9KXHwp+4JC0QyjWYiatn8SBaQdyUNpBzNk1B494GJM5hvxAPm0S2uDHT++U3iR6Esnz5fHStpfokdyD1omtWVSwiObe5pzb5lzWlKxhe9l2/OqveJ2bSzdzcPrBHJx+ME9vfpp2ie24osMVvLH9DT7J/YQhzYawuGAxHZI60DGpI6NajKJ3Sm9uWHUDx7Y8lg93fkjrhNbs8O2gZUJL/Oonz+90IlM+v1y/1H6ke9P5pegXDkk/hFRPKrNzZ9MxqSPtEtshCAsLFtInpQ8tElqw07eTNcVrOKbFMXy9+2sSJZGCQAFXdLiCLslduHvd3fRN7csFbS8guywbnzo9VA5OH8zvV/+eZt5mZCZkkuJJYUDaAIoDxfxU8BPdkrvxXd53dE3uypBmQ8guy+br3V9zV/e7eHLTkxUlPN2TuzO23Vie2/IcvVJ68W3et7V+55SPz+cPvviV5de6zd64o9sd3Lf+PgCe7PMkg5sNjti+G7B7gcOBT1T1UBE5DvhNjGOKufxfX0uLKW/UuZ5HrATSGBNfqvSuWlvjxeadKW/7H69VWMNJIEtUtbQ8kRCRBBpuQlyvvv25iD9OzubuK9tw9KGVDf7f7tAKVu3fvocuCL+K1/z8+by47cX9O2A9uWvdXbEOIaY+zf20xmUPZT1Ubd607GkVz5/b+lzF8w0lVQelvXPtnVWm38l5h3dy3gHgs12fVVlW/kMe4N2c8IZuAHh6y9M8veXpiulPcj8Ja7tfin7hrR1vVUx/seuLsI8JVCmd39PiwsVMz3aqwG0o2cD8lZU3XhbkLwBgXck61pWsq5JEfbjzQ4CKJHHPKuTBySPAiqLKaujf7P6m4vnm0s1sLt1cMb2yeGWV7T7f9TlAxfh3z2ypvMP4S9EvVd4LgBd4AYB8fz75/vyK9YKPV/5agz8D96y7p8p+1pWs44ENDwA1VBvcQ/nrD26jtjR3LrcvOp2XDnx1rzrWCSXDW9mjZveU7iR5kvZrf3GiTFV3iIhHRDyq+pmIPBrroGLOE15iaG0gjTFxR6s9qdHFLR+jdcI2kKdrXU8aaMYVziBLX4jIH4FUETkB+C/wdnTDavgemZrDHydnVzwPdveBPcLejxcvbw54k+NaHMfnAz+PYITGGLN3Llx2IfNbNiMvwctvhh/IhrJNLPjpXgACJbt4+Jc/sS9dwgX3VN02oR2/u38zCWuOiFTYDVWuiDQDvgReEZF/4vTGaoLV0DW9x+5TG2PiTMW3lmjtJZDA5a3/wVktXgRPzWV5R2UcFZe9sJa7DbgcWAT8Dmdw5NAVdZuQt/9XWb1rV/6+3ym9oN0FdE/pzj96/wOAiZ0m8q9N/9rr/fRN7cvolqMp8Bcwrv04ssuyWV+8nu4p3UnxpFDgLyDPn8d3u7/j/Z3vMyBtADd1uYkZ22fw3Nbn6J3Sm3RvOsmeZObmzaVnSk+6Jnfly11fkizJ/Ln7n/Grn2beZnRN7spnuZ+RkZDBzO0z2VK2hcObH86BaQeyIH8BP+T/wG7/bpIkiVIt5ezWZ5ORkEGX5C4U+Aton9iedG86ipLnz2NM5hh+LvyZDSUbyPBmUOgv5MOdH+JTH/3T+jOs+TCuW3ldRTW7gekD2V62nY5JHemb2pdp2dMY3348HZI6MG3bNCb1nMTOsp20TGjJ8qLldE3uSu/U3mR4M9hauhWveEnxpJAgCfxS9AvJnmT6pfbDK152lO0gyZNEc29zVJUdvh20SWyDX/1sKd1C+6T2JEgCAQ2wrWwbKZ4UNpdupmNSRwShubc5HvGgqmwp20LHpI4VpToe8VAaKEVESJREZ1B1dcYRTfIkscu3iwxvRkW14T2rEAtCVkkWL259kdu63VblR3meL49Ub2qVeeVKAiUV1XgDGqDAX4CiZCRUHWetLFBGcaAYr3hJ86ahqmSXZdMqsRUePHjEQ5G/iFRvarX4igPFbC7dTEtvS1oktHDa0qmTOBQFiijwF9A2qS15/jx86qOFtwU+9ZHkSaIsUEaCJFTsq1zw/sGpcl0eR01KAiUkSVK1fYVjl28Xo38azR+7/pHTWp9Wcc5qs2eMRYEicspy6Jzcuc7j7bltWaAMpHJMRXDOa4ondBuxYEX+IooCRRXV02vy1a6vmLhqIjMPmkm7xHa8sf2NaiXfVx3ajwcXra6YLljyDNu+epSXu7Xjla7tgb2vbjOyxUguaHsBl3e4nDKf8suGMtI33MKuSy/Y633FkTOBYuD3wMVAC+AvMY0oBu7tfi93rruz7hWhyq12adkzShEZY0x0HHBQL3g/G1+nnwh7MIsafmfMGTSHRE8iD2w7NXIBRlA4CWQqMEVV/wMgIl53XmE0A9tbIjIG+CfOr5tnVPVvMQ4pLHv2Rji+w3jOa3seCZJQYzWvMi1DVdlaupXWia1J81YfL6tNYhsOTDuw2vzDMw7n+i7XV0xf2/laru0cfm+L5Xql9gKczjCC/ab9vjXxOST9EA5JP6Ri+sRWJ1ZZ/u2hNbfh+kPXP1Q8P7/t+VWWDUgfUGW6U3KnKtN7tsVqnVjZi66IVLQH9Yq3SlLgEQ8dkjoAVLQhDSYidEzqWLFuueD3NLgdJ0CLhBZVpoOTi/JOXbqldOOO7ndUO15tVQyTPclV4q5p3URPIolBXeqLCO2SqjZ3Lk8e94wvxZNCz5TKH3wePBV3zdK8aRWf0ebeymMnSVLFcUPZMwkMlRzvKfi17q0WCS1Ctj2uzZ4xpnpSw0oeQ20b6jyEkzyC874Evzc1ObLFkczv/yH4/JCczEXtLgpZdTortfJzeueA/fshf2izQ0mURG7pegsA+UWVN9zS3/2L08K+EVLV4NLGF2IWSIw1S6hjbNAabvboif+JQjTGGBM9B/ZKJfXym9glq+ssgaxQw3dgONf0WAqnCuunOAljuVQgvMZP9cRNap8ATgYGABeKyIDat9o/p42qelH8+Ls9aiaFWWn52JbHVpuX5k2rtY1QoiSS5Emia0rXkMmjMcbU6Mm28O8OsGstFO1gXs/pPJR0VpVV/PtQgts7oRN3L11bbf4jvR6peB4IaJXaGwnZ8dNlebhEJE9Edod45InI7ljHV9/q/BFVpQpr5fP+3ZtEO1ljTCMjyUWA0+t0YxZOApmiqhVXfPd5Q8taRgArVXW1qpYC03CqD0WNz1/1g3H/C1U73UD3o9Ly6vfAV1zz8ryN4C/b9/2b6CvNg0At3Tnvj4Df2X8shBoI3NS/gG/vt/nxKXgo6HvpmZ4wuQ0ypS9lCx6usurjvWsuRZ39vx+rTJ+X5bQFf+6gaZx+yAPV1g8u8f5sfiH/mZlbZbkGJRCjr1lfpYQyHqlqc1XNCPForqoZde+hZiJynogsFpGAiAzbY9ntIrJSRJaLyElB88e481aKyG37c/x9sa8/olKSGmjDH2OMqUX5d17YJZB177BBCqcKa4GIDFHVBQAiMhRnYOSGpDMQ3C1lFnDYniuJyFU4Y1rSrVu3/Trg/rR7rNHq92D5dFji9qja7lDY9sPe76f/hbBsqvP8iLvgG7eHxiHXw4J/Os87jHDG38r6cv/jbuz6XwTLXo3c/hKbAQplBU73zQf/Fha51bXaHAzbf47csepbWnso3Fo5Pega+HFy5XRCKvgi/PXRdrDTCH3rPGd65D3wtdvbb5+zYeWMvdtf+XvQ6kDoeDgsfg6SMmDcD/Bsb2edMc87/19XvOZMH3CB8383HOkdoGBL5fQFXzjnZP1s8JeANxnm/t1Z5knYt2RxL/XPd96Tk7fk8H6H6u0o+6f25/Zut5NVkgVfnFVl2a2/bODmlRtIGJIOiencsmQD/TOP4NODjmFQ+qAq627Krv5a9px3xk1ZVaYPPziFv14TfyNHiUjIi4yqrt+P3f4MnAM8tcexBgBjccaY7AR8IiL93MVPACfgXBfnishbqrpkP2LYK71Teoe/ctDvrX0oBDfGmAajzgSy4xGw+Zva12H/yqOiKZwE8gbgvyKyCefrvQMQlz0fqOrTwNMAw4YN26+c/ptF1X8Ef/DVT4w5cuDe7WjNB9DjJFj/KczYo6HsviSPUJk8QmXyCJXJI8CW7/dt301RJJNHqDq+nvork0eI7+QRqiaPUDV5hMgnjwDZC6tOlyePsPfJI1S+BzlLnQdA6e7K5BHgg0urbhNu8ghVk0eA6cfUvG49JI8AXYtK+O7zBXzRpmW1BHJq/6n0S3NykYPTD2ZX+QK3mr7cpJUXki5HccF72TDyBgZ1Oa7acZ57Z1e1eTm7ay+p//bnWmpjNGzBY+SkAD2B5ThJ3j5R1aVQvf0sTo2baapaAqwRkZVUti5dqaqr3e3Ka+fUWwK5Z5vgZt462kS69qUjLGOMiRsXfO7cNI5TdSaQqjpXRPoD5Y1VlqtqQ6s/uRHoGjTdxZ0Xdecc24xvFxdzYI8k2ubU/mNP8tqCtwxNy62c+ebJ0Q3QGGNC6TACDr0W3r8EgAStXlPmdxty6TekX5V5tTbvbt4Fbtq7e3O3PJa9V+vHC1U9JHhaRIYA10TpcJ2B4J7Gstx5EEbtHIhsDZ3aTOs/jYsJ/glR9fMy9Jh5LP9+eNSOb4wx0aQ1DE1UjTfJedShod5KqzOBFJEJwCuq+rM7nSkiF6rq5Do2rU9zgb4i0hMncRwLXBTNA370WFdmfpHHr0dnMO+eTfjDaO6WMd0ZLHTXFWfv3cFG3O6URKS2gQMvhvWfQPZP0P1X8OYp0KInnPySUwrS/yLYvgjWfQQj/ujUA1rysvN34/9g83eQ3hF+9aRTWvTLDDj3fdixFAJlTnfCbQ52jrv1B2hzkFNisnUe9DwFSvOdIvfepzvb5K2Hbr9yti3Nh53Lnap/az+E9PaQ3gla93fiTWruxApOO75AmVONti7rPnVKmYbd5LT98xVDWlso3gk7V0DbQU5J3vLXoMsxkNHduauzciZ0GgkteoR3notznZKmjG5OdcKM7tCyN/hLIXeVcyzxQNdjYdXb0H4oeBKd15DesXqdK1XwFUJiunMOty2E9kOckuX3fgMHXQrdRsPnN8LQm2D12877uH0RtB/mxOJJcI7bYXhlV8++Yme+eJ02iZ6gYRV8JU7V2JTMynUTkp1tC7c76679yPnsbPgcmneFxDRIae1sowqJQX1m+cucOBLSYNcqaNnHeb2710NyC/Akwco3YdcaOORKt/q1wIBxzjHXfui89ytecz5zxbnOF2ar/s55Kcuv/LwBFGY7n3MRJ5ZQpRD+MijY5Hwu+o91PpvbFjrVZ5t3dY4ZKIWkFrD9J+c8Z3SH1LbOeUvOqL7vskJn2YbPoGQ3pLRyHvMedEr0m3WC/E1w+B3OftZ+6EyfNAVyf3FqERTtcKqnireypNWbDKW7nNeUs9ypwrtrtfP5OWi8c9zmnWH1u7DxK2c/Lfs471lpvlONffc68Bc7CZ8I5Kxw3oOEVOc9y8uC1NaQtwEWv+D8vzriLudcZn3hfEZ7nQqT21S+3nM/hB5uT8cDxlXM9ryQWeVUH3vQn6uf//If/BGqV1NS1kAbeESYqi4QkZDJWzAR+QSnps+e/qSqsyIfmSOSNXRq0z6pPU4eG9qBQ5fy4AXnROvwxhhTPxpq5hch4VRhvVJVnyifUNWdInIl0GASSFX1ici1wIc4w3hMUdXF0Txmglf49WinPwSvV/AHInS9vSrLSZKadXR+oIdy0PjK58F3+zsf6fztdDgMvLJyfrvBlc8Ls53kq9zAq5y/rasP+UH7Q52/Gd2cBzg/XHufXrlN+XYer7Mszf2ReuCFVffVdo+qvR5v1cSnNt2Pdx7gJKFJbqccKZnQMej32MGXBe0/DQ7cy3sIKS2dBziJXTlvUtXXCuHtW8RJksBJLHqOcZ73OAmuCSp16emWQg+8wvlb/j4muO9Txz1+cwYn3bLHOUxIdh7lgpPB8vemv1sDvd+5db8Gb6KTnEDVRC8jqITiwIsrnw+vHFIFgAHusC7H/L3uY0HVz2ZNVdi8iU5CeMhvnekuRzuPcp1H1n2cPfed6PYL1uOkqvNPfdV57GnIxMrn5f9Pgv+/hnoP2rg1F1v2chL4YIde6zxCKf9MlmtVtUSw4gZJ6wFwdFAnNsktILNP5XS/X8OK153vj/LkcQ/Dd1btJDQx+Lzug59WFnPb49lMva8TLZqFP37kVWe15Gm3s53Zk6NXGhZNInJj0KQHGAJsqms7Vf1VXeuEUFstnJjUzqmJRzykpihFxTX8/67pumeMMabBCKcXVq8ENUZwh8xocP1rq+p7qtpPVXur6qT6PLbX4wyrVpN5ny2ofQf9L3ISwRv9TmlE6/7Ru4gG/0A3xjQdmW7i2frgGldpPm4Rc1dWdhSaKNXHptybm6o3PLyN4lLl7Fs2kldYd8djf72mLfde3YaxJ2Zw6pHpDB8Q3jiYDVTzoEcyTpvIaPUO/hYwVkSS3Zo4fYHvCaqdIyJJOLVz3opSDGG768ZabriW38wxxpg4FrFeWBuocEogPwCmi0h5r2+/c+cZV1a2j5VZZfh7hb7DXudHqHzAZAknnzfGmH0wahIMvNppp1iT1gPwnP8ZLBgKQJJUv1eo+1h19cyba662WO7wgytLzG+6uPU+HaehUNV76l5r74jI2cBjQFvgXRFZqKonqepiEXkNp3McHzBBVf3uNvVaOycc7drUvY4xxhggrQMEtjtNaRqQcBLIW3Ea1v+fO/0x8J+aV296ikucu6lrS/vu/canTrU7rsaY+pHRte51goQqgWTUfbCKOnrT2XsPXNu4akeIyNtU75doFzAPeEpV97p7WVWdAYTsWtiteVOt9o2qvge8t7fHqk9y0Gx08ei6VzTGmAZuX8e+rVFmX9jxs9M/QgNSZ5GXqgZU9d+q+mtV/TXOHc7Hoh9a/PFQWUVLwqodjNMJiDHGNCApHqfqaLInufrCwfvfkeiAnlVLNnt1TmT4gNQa1o5bq4F8nBuu/wF2A3lAP+wmbBXeo17d+87ljDGmAYtUFdaOyU7JY2ZiZh1r1q9wSiARkUOBC4HzgTXAm9EMKl55ep7IJ8u+5lf991hw4dewpYYOMowxpoF5pf8r/G/X/0jzhqgdEYGbq707J7FkTWnF9DN/6rj/O214Rqpq8HgUb4vIXFUdLiIxr0YaS1Xu0Ifb5b0xxjRBl7S/hJ4pPTm2xbGxDqWKGhNIEemHkzReCGwHpgOiqtVHhzYA6LEPk9kxkcyffkWV7iLaDoagscOP3LGLOB8u3hjTiPVI6UGPlB4hl3nFuWwIwswBM/d632cf24zfnZ3J23PyATjxsPR9DbOhayYi3VR1PYCIdAOauctKa96sCVAIpG+P2FAwxhjTUES6CmuCJHBcy4aXetVWz3IZMBo4TVVHqepjQBijHTZdfr/zoWmf2L7qgj2GDHjw59X1FZIxxkRUosdpF+nBQ9eUvWtTCXDWMc1JShSuPc+pjpOS1GiTiJuAOSLymYh8DvwPuFlE0oEXYhpZA5B34ZXkXXRFrMMwxpioaMq9sJ6D0+X3ZyLyATCNRj8s5v7xuQmkVBu/rup0cqTGjDTGmAasVYaHIw5J5d2vCirmdW3vJKDJbuJY5muc34eq+p6I9AXKGzUsD+o459HYRNXwNfc2j3UIxhhj6lBjAqmqM4GZ7t3SM4EbgHYi8iQwQ1U/qpcI40j5WJAJssdprWlAdGOMacR8fkjwVn7/JQSNdNS6hTPRqkXo4Y8aiaFAD5xr7SARQVVfjG1IsVe1ilfl86s6XMU5bc6p/4CMMSZCIt4LawMVTi+sBar6qqqeDnQBfsAZ2sO4/nyFM6hVeQnkaa1O22MNSyCNMU2P3694vcL0vzq9yL3xQOUYlIcdlMKfr2jD+FNbxCq8qBKRl4B/AKOA4e5jWEyDauDOaXsOXmnUNxSMMY2cuh2DNeUqrNWo6k7gafdhXJnNnTzc75ZAntvmXCazoXIFK4E0xjRBBcVKghfatkxg9uRuVZaJCMcOadRj4A4DBqhaN6Phauw/uIwxTUgj/zoLc7BCU5vyKlrhtoE0xpjG7udVJQC89klejCOJmZ+BDrEOoiGyRNEYY+LbXpVAmtASE5yLYUlZDTearQTSGNNIhFug9sys3OgG0vC1AZaIyPdASflMVT0jdiE1DDUNEWOMMSY+WAIZAc3TnILcgqJADWsIt65Yz7/rLyRjjImuOu6L/bSypPYVGr+7Yx1AQ7VnLZ2m0umEMabpaOw1LSyBjID0VOdDUlMC6Vd4/at36jMkY4yJrjp+87do5mFXfk031Ro/Vf0ieFpERgEXAl+E3sIYY4yJD9YGMgLSU5zTmF8U+hdVcYmy3d+xPkMyxpiYOqB7EgBXnNE4e1kNh4gcKiIPisha4F5gaYxDiok/dPlDzQutjyFjTCPSVGpUWAIZAV6vkJIsFBaHvtveND5KxhhTafiBKQCcdESzGEdSv0Skn4jcJSLLgMeA9YCo6nGq+niMw4uJs9qcFdZ6jb3KlzGm8Uv3pgPgaeQpllVhjZAEjzPmWSh2g9UY01iE+3X2xOu5QM3fi43YMuB/wGmquhJARH4f25Biq6axHQfsLoCMeg7GGGOi6Ik+TzA7dzatElvFOpSosgQyQjweoen9TjLGNFlhFhalpjTuu7AhnAOMBT4TkQ+AaTTxsZy8VE8gP5nzE6l+P3SJQUDGGBMlnZM7M679uFiHEXVN7soeLV4PBGroL8LGkTbGNDWXnOIULaWnNK3cSVVnqupYoD/wGXAD0E5EnhSRE2MaXIx4pPpPjcwyHykB59rYVNoMGWNMY2EJZIR4PEIgYFVYjTEGIKDgEee7sSlS1QJVfVVVT8cpZ/sBuDXGYRljjDH7zRLICNmxy8/KrLKQyyyBNMY0OnV8r/n94A3d9K3JUdWdqvq0qh4f61iMMcaY/WUJZAQtX1cacr7lj8aYpsYfULxNtPTR7A27QhpjTLyxBLIeWAmkMaaxCPf7zB9w2oYbY4wxpnGxy3t92OMHV6kmxSYOY4yJlDoKF/1+xeu1EkgTPhsH0hhj4oMlkPUgsMct+8/yTo9RJMYYUz/8AacTHRM5IvKgiCwTkZ9EZIaItAxadruIrBSR5SJyUtD8Me68lSJyW0wCB1478DXeOfidWB3eGGNMBFkCGQMBO+3GmEbO71cSEiyDjLCPgYNVdSCwArgdQEQG4Iw9eRAwBpgsIl4R8QJPACcDA4AL3XXrXe/U3nRM6hiLQxtjjIkwy2TqwZ5Nhrb7O8QkDmOMqS9lPiXRemGNKFX9SFV97uS3OMODAJwJTFPVElVdA6wERriPlaq6WlVLgWnuug2KjQNpjDHxxRLICDnjqGa0bBb6dGqg6vRzOTfXQ0TGGBMFYf7W9/mxNpDR9Vvgffd5Z2BD0LIsd15N86sRkatEZJ6IzMvOzo5CuDWwXuaMMSbuJMQ6gMbC43Ha/IRil0djTFNT5lMSrQrrXhORT4BQ1VT+pKqz3HX+BPiAVyJ1XFV9GngaYNiwYXbZMsYYUyNLICPE6xUCgdDXXLvBaoxpLHzujbKA+/eT7wtYvKaE6y9oVXU9v5JgVVj3mqr+qrblInIpcBpwvGrF1WUj0DVotS7uPGqZ3+BYL6zGGBMfrAprhHhrKYE0xpjGYsX60irTf31+B7O+yK+2ns+PlUBGmIiMAW4BzlDVwqBFbwFjRSRZRHoCfYHvgblAXxHpKSJJOB3tvFXfcdelXWI7ADxiP0mMMSYeWAlkhHg8gt8tgbz6b1uqLKuhYNIYY+JOTTUt9uTz2TiQUfA4kAx8LCIA36rq1aq6WEReA5bgVG2doKp+ABG5FvgQ8AJTVHVxbEKv2b/6/Iu5u+fSIqFFrEMxxhgTBksgI8TrgTIfvPjermp36L9dVBSjqIwxJrKCq+SXlFatdrFifSlX/20Lt41vTZlfSU60BDKSVLVPLcsmAZNCzH8PeC+ace2vtoltOaX1KbEOwxhjTJisvkiEeN0z+fw7u6ote/y/O+s5GmOMiY6SssoM8uQbsiqev/tVfkXti7+9sAOfDxsH0hhjjGmELIGMEK9n334o7czzRzgSYxqOVVmlbM3x1b0ioKqU+ay+d6ydeXMWo69Zz6TntodcftfToec/9EpOlelSn5VAmnDY/3ljjIk3lkBGiHcfz+S5tzod4uXs8rN8XUmd669YH/4P8j0tWlnMjY9sxed3Lth+v1JUsvc9/xSXBlBVAgGlqDgyPQd9v7iINZsqq/5++UMhpWXVf1iUlil5hdWP6fMr23NrPi+BgPLie7sqEvYtO3xMfn1nlfZcxaUBvv25iNIyZfQ165nw9y0h91VcGiBnl79KvOXWbi5jV75zjPzCAAuWF1csW72xtKKd7H9m5jJ/WXG17cGpFlhYHGB3gbOfJWtKqrxP2Tt9aFA9wvVbyire02D+gPLUmzvDvkkRnLx98n0B731VvWMUcD6ro69Zz48rnPgvunMjv713M+Cc521Bn88r/7qFC+/YBDjv3ZS3cyveV39AydlVGdvj/93JSRM3VMTx44piZn2RV+V1lr/3fr/y3lf5LFpZTGmZ8uZneWRtK6uI/Y+Tt1VstzG7jPVbyli90Xm/5i8rJnunr+Kc/byqhB+WF5Oz28+chYWUlAb4fnERPr/zOfj6J2fe8nUlzFno9FuyM885B98vrlo9XVUr3ps5CwvZ4b6+jdvKmPF5Hvlu/EvWlLBlh3OeduX7efy/Oyu28/urJtLzlxXz1pd5/PfT3dXeiw1byxh9zXpWZTmvbccuPwtXFPPFgkKyc338/aUdlJY5MZ17axYnX7+BVVmlFBUH+CHos6mqfPBNPjm7/BXn+NO5hdWOtzfWbCojyRJIY4wxptERbaJjTAwbNkznzZsXsf1N+2g3T8/M3e/9HDkolcMPTmVXnp8Deybz/tf5ZKR7mHBeJvc+u4PPF1T+qBs9LI3Z8woZNSiV0cPTeXRqDlee1ZLJr++kqES564o23POMU1ow5c6OXPvgFgqLnff71Xs78bcXdvDTyhJOOTKda8/L5OufisgvDNC3WxLtMhM47/aN3HRxK0YclMIFf9zEJadk0KNTEn95pnoJxM0Xt2Lp2hJ+NTydgX2TOfuWjZxzXHNOPbIZzdM8jLneGcv60tNacNFJGUx5K5cdu/ys3VzG5Fs7cMK1zvI/XdaaxATh7v9sZ8RBKVx5Zksmv7GTH5aXMLhfMgtXOEn2jRe14uFXnRKPe65qw4Mv7SC/SDllZDrnHZ9BSZly9d+2MLR/Cgf2TOL7xcWsWF9KSrLw9kNdmPiPrSxd6/zoPv2oZrz9v8pk6U+XtWbSczucZaOaMbBvMpOe28FVZ7Wkbaa3YlmobUMZcVAKY45oVnHeHv9De659cGu19f59Wwd25fu59fHKQbyDX+dLd3dk03ZfxfLB/ZI5tF8KzwVVm05McNrinnlMM3bu9vPlD6Hb3/75ijYV8RzSJ5lFKytvXnRrn8D6rU5yc+SgVK47L5OxbhK4pyMHpfLVj9WPcfqoZsz5qZCdu51kZPiAFOYuqUxYBvdNZuEvlce89LQWIat/AzRP83DLuFbc+VTokq+9cdywND6bt3+JUSiZzT3szAt9M+WYIWl8sSAyxzywR1LF57Y+/OE3rXjw5Rz+ek1bnpqRy7rNZXu1/clHpPOHca2jFF34RGS+qg6LdRzxItLXx5Aecm8unPEm9D07uscyxhhTo325RloCGSH//XQ3T76RG7H9GWNMvDvzmGbVxoeMBUsg944lkMYY03TsyzUyJlVYReQ8EVksIgERGbbHsttFZKWILBeRk4Lmj3HnrRSR24Lm9xSR79z5092xrurdvraBNMaYxmpXDaWyxhhjjIlfsWoD+TNwDvBl8EwRGYAz0PFBwBhgsoh4RcQLPAGcDAwALnTXBXgAeMTt3nwncHn9vISqPNaa1Bhjqvg8QlV3TWPWNGtBGWNMPItJ2qOqS1V1eYhFZwLTVLVEVdcAK4ER7mOlqq5W1VJgGnCmOCMpjwZed7d/ATgr6i8ghH3tRAegRTPLPuPVccPSIrq/O39btb3YTRdXrf539KGpVabvvbpNxfO//l9bfn9hJped1oJHft+OlOSaS8VTkiqX/d+5LWuN6ZJTMqoc47LTKgf7bpVR+dkdPSyNft0qKwCMGlQ11j5dEwGnjeVpo5qRkV71c3/EIZXrH31oKn26JFZMH35wSsXz845vzvABznTH1l7+88cOVfbTsY0zvO2Rg1J5+vaqy166u2OV6V6dnGN0bptQ5Rj3XNWGl//SiVDOPrZZlffpuGFp/PFSZ7pFMw83XtSKv01oW7F8xIAUbhvfml6dE2nb0stf/68tT97anhvGZnLxSRlcfkbl+Rx/auXzv17Tlqn3daJHx0SOPjSVSf/Xljce6EyXdpXD9x4zpPLz1yrDw0PXt+PZOzrwyeNdSU9x3uPMDA/P3lH1PDx5a3tuurgVV53dkj9dFvs2isYYY4yJHzFtAykinwM3q+o8d/px4FtVfdmdfhZ43119jKpe4c4fBxwG3O2u38ed3xV4X1UPruF4VwFXAXTr1m3ounXrIvZa3v0qv1o39uGaPblblen8wgDrtpSxfF0pJx6eTplPydpaxvUPb6NVhodmqR4uO70lRx+ayvETNnDiYen06JjI0zNzmXZfp4oOT2ZP7sancwvo0yWJzu0SSPA6PyiXri2hf/ckfH547ZPdnHd8BkmJwtrNZZSWKe1beWmW6uFf03dywYkZdGjl5d9v5nLG0c6P/sf/u5MbxrZizaYyPl9QSEa6h0N6J+PxwMA+zo/wiQ9t5ajBqRw7JI22mQm8/3U+K7NKad8qgfN/lcHoa9ZXee35RQG8AqkpTlLx5Q+FDOqbTItmXrbs8LE918/BvZNZvbGUnXkBhhyQzLc/F5NXGKBr+wQ++KaAt/+XX7G/ouIAp96YxbiTMxhzRDPaZXp57dM8RgxIoVULLxnpHlZuKKVjmwSSEoU1m8rYsKWMEw9vBkB2rg+vRxCBzObeKu/PbY9vo1uHRK75dSaqSn6R0jzNifuSuzfRo2Mil53egp6dKpOpQECZ/kkeZxzVjPRUD98vLiKgTi+ap41qhj8AzVKdffz4SzG9OyfRzN3n9I93M3JgKl3bJ+L3K3c+lc1vT29Jn65119ZeuraE3p2TqvSG+eOKYg7uk8yOXD9tM72IiNt7KPy8uoRenZPYXRCgsChQcYx3v8qnd+dE+vdIRlX5YXkJhx6QjIiwZlMpZT7o1y2JrTk+/vFyDndf2Yb0VA8FRU6Psj/+UsLxw9PYsNVHtw6J1eJU1Yo4nPtCTs+6pWVKmvuZePOzPNq39nLkwDTyCwO89P4urjizJYl7jDXoDyg+n5Kc5Gx3zi1ZXHpaC844unnFOuU9sJb/nwgVC8DWHB/5hQGKS5UZn+dRWBzgr9e0A5yefNtmeiuqry9YVszAvskh97k3dub58Qi0aOatc91AQHnv6wJGD0sjOVHwBh07N8/Ph98WcP6vmiMi5BUGSE6UkD2jlpYpW3N8fPBNAVM/quztNS1FeOfhrmza7iOzmQfxwClBYz+GY8/vt1iwNpB7p37bQL4Bfc+J7rGMMcbUqEF1oiMinwAdQiz6k6rOctf5nHpMIINF+gL51pd5PDpt515vd85xzbn2vMyw1s0rDNAsVSp+3IKTeKUmCR4PFJcoqSkePvgmn5Qk4dih6XsdT33ZssNHYXGAXp1j0mTVGBPCzjx/xdBCV53dkrOPaVaRiJcrv/kD8PFjXRFxbvikpXiYPa+Qj74rqFg+tH8KD05sVz/B18ISyL1jCaQxxjQd+3KNTKh7lX2jqr/ah802Al2Dpru486hh/g6gpYgkqKpvj/XrlX8f+4rYm6qv5aVcwcpLrQBS3SprY45otm/B1KMOraP20TPG7KPM5l5e/1tnlq0tYeTAuqtnl5d4lt+s+mVD1SFGunesXtpsjDHGmPjW0BrfvQWMFZFkEekJ9AW+B+YCfd0eV5NwOtp5S53i08+AX7vbjwdmxSDuigHiQ8ls3tBOszHGhNYqwxtW8hhK+1aVN4aapQqnj2r4N7OMMcYYs3diNYzH2SKSBRwBvCsiHwKo6mLgNWAJ8AEwQVX9bunitcCHwFLgNXddgFuBG0VkJdAaeLZ+X43D5698nrxHG6M3HuhSz9EYY0z9G9ArGYB2rby89VBXK4E0dWuiY1EbY0w8i0k9QlWdAcyoYdkkYFKI+e8B74WYvxqnl9aY+nFFccXzNx/ozKk31tzRxPABKcxd4qx/yki7Q2+MaVz2sx8hY4wxxjRgVrcyQhYsr0wgaxs+AeCowU71sI5tEuwOvTEmrnzwz651rmNlSsYYY0zjZQlkhASPGRfcS2oome7YeT0seTTGxJlQw4CUs4JHY4wxpvGzrjAjpG3LBKbd14lN2321rvfr0c1Rt8dWj/3aMsY0IlbyaMLWYwys/SDWURhjjNkHVgIZQe1aJTC4X0qt61zz60zKO2yto6DSGGOMaZwS962nX2OMMbFnCWQMlHc657Gzb4xpROyemDHGGNP4WRXWGFA3g6yrraQxxjRE11+QyYE9k2MdhmkUrOKzMcbEG0sgY+DQA1Jo3cLLhSdmxDoUY4zZa2ce0zzWIZi4ZzdQjTEmXlklyhho0czLf+/vTL9uSbEOxRhjIqa8h+lxJ7eIcSSNk4jcKyI/ichCEflIRDq580VE/iUiK93lQ4K2GS8iv7iP8bGL3hhjTGNhCWSUdGlnhbvGmKYlJcnD7MndOHlks1iH0lg9qKoDVXUw8A7wZ3f+yUBf93EV8CSAiLQC7gIOA0YAd4lIZn0HbYwxpnGxBDJKOraxBNIYY0zkqOruoMl0KhsQngm8qI5vgZYi0hE4CfhYVXNUdSfwMTCmXoM2xhjT6FgCGSV3/LZNrEMwxhjTyIjIJBHZAFxMZQlkZ2BD0GpZ7rya5ofa71UiMk9E5mVnZ0c+cGOMMY2GJZBR0jzNTq0xxpi9IyKfiMjPIR5nAqjqn1S1K/AKcG2kjquqT6vqMFUd1rZt20jt1hhjTCNk9SyNMcaYBkJVfxXmqq8A7+G0cdwIdA1a1sWdtxE4do/5n+93kJGkNoyHMcbEGysmM8YYY+KAiPQNmjwTWOY+fwu4xO2N9XBgl6puBj4EThSRTLfznBPdebFn4yAbY0zcshJIY4wxJj78TUQOAALAOuBqd/57wCnASqAQuAxAVXNE5F5grrveX1Q1p35DNsYY09hYAmmMMcbEAVU9t4b5CkyoYdkUYEo04zLGGNO0WBVWY4wxxsSItYE0xph4YwmkMcYYY4wxxpiwWAJpjDHGmBixznSMMSbeWAJpjDHGmBixKqzGGBNvLIE0xhhjTD2zkkdjjIlXlkAaY4wxxhhjjAmLJZDGGGOMMcYYY8JiCaQxxhhjYkOtDaQxxsQbSyCjaGCfZBK8sY7CGGOMMcYYYyIjIdYBNGaP3tg+1iEYY4wxxhhjTMRYCaQxxhhj6pn1wmqMMfHKEkhjjDHGGGOMMWGxKqz1ZMwR6Rw9OC3WYRhjjDGxd9T9ULwDep0a60iMMcbsJUsg68kt41rHOgRjjDGmYWjZC877JNZRGGOM2QdWhdUYY4wxxhhjTFgsgTTGGGOMMcYYExZLII0xxhhjjDHGhMUSSGOMMcYYY4wxYbEE0hhjjDHGGGNMWCyBNMYYY4wxxhgTFksgjTHGGGOMMcaExRJIY4wxxhhjjDFhsQTSGGOMMcYYY0xYRFVjHUNMiEg2sG4/d9MG2B6BcIzDzmdk2fmMLDufkVPf57K7qratx+PFtQhdH8H+z0SSncvIsvMZWXY+I6vBXyObbAIZCSIyT1WHxTqOxsLOZ2TZ+YwsO5+RY+eyabD3OXLsXEaWnc/IsvMZWfFwPq0KqzHGGGOMMcaYsFgCaYwxxhhjjDEmLJZA7p+nYx1AI2PnM7LsfEaWnc/IsXPZNNj7HDl2LiPLzmdk2fmMrAZ/Pq0NpDHGGGOMMcaYsFgJpDHGGGOMMcaYsFgCaYwxxhhjjDEmLJZA7iMRGSMiy0VkpYjcFut44omIdBWRz0RkiYgsFpHr3fmtRORjEfnF/ZsZ61jjiYh4ReQHEXnHne4pIt+5n9HpIpIU6xjjhYi0FJHXRWSZiCwVkSPs87nvROT37v/1n0Vkqoik2Oez8bLr4/6xa2Tk2fUxsuwaGTnxen20BHIfiIgXeAI4GRgAXCgiA2IbVVzxATep6gDgcGCCe/5uAz5V1b7Ap+60Cd/1wNKg6QeAR1S1D7ATuDwmUcWnfwIfqGp/YBDOebXP5z4Qkc7ARGCYqh4MeIGx2OezUbLrY0TYNTLy7PoYWXaNjIB4vj5aArlvRgArVXW1qpYC04AzYxxT3FDVzaq6wH2eh/PF0xnnHL7grvYCcFZMAoxDItIFOBV4xp0WYDTwuruKnc8wiUgL4GjgWQBVLVXVXOzzuT8SgFQRSQDSgM3Y57OxsuvjfrJrZGTZ9TGy7BoZcXF5fbQEct90BjYETWe588xeEpEewKHAd0B7Vd3sLtoCtI9VXHHoUeAWIOBOtwZyVdXnTttnNHw9gWzgObfK0zMiko59PveJqm4E/gGsx7kw7gLmY5/PxsqujxFk18iIeBS7PkaSXSMjJJ6vj5ZAmpgRkWbAG8ANqro7eJk648vYGDNhEJHTgG2qOj/WsTQSCcAQ4ElVPRQoYI+qOPb5DJ/bDuZMnB8dnYB0YExMgzImDtg1cv/Z9TEq7BoZIfF8fbQEct9sBLoGTXdx55kwiUgizoXxFVV90529VUQ6uss7AttiFV+cORI4Q0TW4lQXG43TPqGlWyUC7DO6N7KALFX9zp1+HediaZ/PffMrYI2qZqtqGfAmzmfWPp+Nk10fI8CukRFj18fIs2tk5MTt9dESyH0zF+jr9pKUhNPg9a0YxxQ33PYHzwJLVfXhoEVvAePd5+OBWfUdWzxS1dtVtYuq9sD5LM5W1YuBz4Bfu6vZ+QyTqm4BNojIAe6s44El2OdzX60HDheRNPf/fvn5tM9n42TXx/1k18jIsetj5Nk1MqLi9vooTimz2VsicgpOvXovMEVVJ8U2ovghIqOA/wGLqGyT8EecNh6vAd2AdcD5qpoTkyDjlIgcC9ysqqeJSC+cO66tgB+A36hqSQzDixsiMhinw4UkYDVwGc4NN/t87gMRuQe4AKd3yR+AK3DadNjnsxGy6+P+sWtkdNj1MXLsGhk58Xp9tATSGGOMMcYYY0xYrAqrMcYYY4wxxpiwWAJpjDHGGGOMMSYslkAaY4wxxhhjjAmLJZDGGGOMMcYYY8JiCaQxxhhjjDHGmLBYAmmMMcYYY4wxJiyWQBrTgIlIa5H/Z++8o6So0j78vN3TExhmyEky5gQqYFrT6rr6uWuOuypm14yru6Y1obLG1TUra05gAswJMWEGBZEgOQwMk3PqdL8/KnR1nJ6Z7knc55w5011ddetWdXXV/d03yULzb4uIbDJf14rIY2nY33MislZELkqwzoEislREfk31/jUajUajSQb9fNRoOg5dB1Kj6SKIyK1ArVLqvjTu4zngXaXUG82sN8pcb7d09UWj0Wg0mmTQz0eNpn3RFkiNpgsiIoeIyLvm61tF5HkR+UpE1ovICSJyj4gsFpEPRcRjrjdeRL4QkQUi8pGIDEliPyeLyK8iskhEvkz3cWk0Go1G0xb081GjST9aQGo03YNtgUOBY4CXgM+UUrsDDcCfzIfkw8BJSqnxwDPA1CTavRk4Qik1zmxbo9FoNJquhH4+ajQpJqOjO6DRaFLCB0opn4gsBtzAh+byxcAoYEdgN+ATEcFcpzCJdr8GnhOR14CZqe60RqPRaDRpRj8fNZoUowWkRtM9aAJQSgVFxKdCwc1BjN+5AEuUUvu1pFGl1EUisg/wJ2CBiIxXSpWlsuMajUaj0aQR/XzUaFKMdmHVaLYOfgMGiMh+ACLiEZFdm9tIRLZVSn2vlLoZKAGGp7mfGo1Go9G0J/r5qNG0EG2B1Gi2ApRSXhE5CXhIRHph/Pb/CyxpZtN7RWR7jBnaT4FFae2oRqPRaDTtiH4+ajQtR5fx0Gg0NjpNuUaj0Wg00ejno0YTQruwajQaJ1XA7c0VSgbeAUrbrVcajUaj0XQs+vmo0ZhoC6RGo9FoNBqNRqPRaJJCWyA1Go1Go9FoNBqNRpMUWkBqNJpmEZFbReSlju6HRqPRaDQajaZj0QJS060QkdNFpDbGnxKRmzu6f6lGRD4XkQoRyerovnQGROQ5Ebmjo/uh0Wg0XZ2t6XkqIqeJyPciUicixebrS0REOrpvGk1nRAtITbdCKfWyUqqn8w+4EigC/texvUstZqa3AwEFHNOxvYmNGHSZ+4yI6NJGGo1Gw9bzPBWRq4EHgXuBwcAg4CLgd0BmK9rTzxFNt6fLDOw0mtYgInti1HM6TSlVaC7bRkTeFpFyEVklIhc41s8Skf+KyGbz77+WdU9EDhGRAhG5xpyhLBSR40TkKBFZYbZ3Q4K+9BKRF0SkRETWi8iNlrgSkbNFZJ6I3GdaFNeKyP81c3iTgO+A54CzIvY1XERmmvsqE5FHHJ9dICLLRKRGRJaKyF6O8/Kmuc1aEbkiwbHsKyLfiEiliCwSkUMcn30uIlNF5GugHhgjIvuLyI8iUmX+3z9i/TvM9mpF5B0R6SciL4tItbn+KMf6O4nIJ+b5/k1ETjGXXwicDlxjtdPccZmuuW+IyEsiUg2c3cw512g0mq2S7vg8FaPu423AJUqpN5RSNcrgZ6XU6UqpJhGZKCJFIuJ2bHeCiCwyX0c9R5o5L3uLyHzz+VYkIvc7PjvA8WzdKCJnJ3m8X4vII+YzdrmIHBZxrp42z/Em83lrH4tG0yqUUvpP/3XLP6A3sBq4NmL5l8BjQDawB1ACHGp+dhuGKBsIDAC+AW43PzsE8AM3Ax7gAnPbV4A8YFegARgdpz8vAG+Z644CVgDnmZ+dDfjMNt3AxcBmzEzJcdpbBVwCjDe3HWQud2MUNH4AyDWP8wDzs5OBTcBEjOLH2wEjMSaTFpjHlgmMAdYAR5jb3Qq8ZL4eCpQBR5nbHW6+H2B+/jmwwTwfGRizuRXAmeb7v5jv+znWXwVsC/QClprn5g/m+i8Az5rr5gIbgXPMz/bESJe+i/n5c8AdjnOUzHH5gOPMdXM6+rrVf/pP/+m/zvZHN32eAkea/cho5viXAv/neD8LuNp8HfUcaea8fAucab7uCexrvh4J1JjPSA/QD9gjyeP1A383tzsVo+RIX0dfn8R4fg4EfgD+1tHXlP7r2n8d3gH9p//S8Ychjt42b7jiWD4cCAB5jmV3As+Zr1cDRzk+OwJYZ74+xHyguc33eRjuo/s41l8AHBejP27Aiyl0zGV/Az43X58NrHJ81sNse3Cc4zvAfGD1N98vB/5uvt7PfFhFPRCBj4DJMZbvA2yIWHY9IeF2KyEBeS3wYox2zzJffw7c5vjsTOCHiPW/Bc52rP8vx2f/AT5wvD8aWGi+PhX4KqKtJ4FbzNfPES4gkzmuLzv6etV/+k//6b/O+tedn6fAGcCWiGXfAJVm/w4yl10LvGy+7ovhXTPEfB/2HEnivHwJTMF8fjvWuR6Y1crjDRPIGCLxTIwJ3CYck6MYAvWzjr6u9F/X/tN+2pruyrUYM5jjlVLOYqfbAOVKqRrHsvXABMfn6yM+28bxvkwpFTBfN5j/ixyfN2DMKEbSH2NmMLLtoY73W6wXSql6MWL3Y7UFhsvqx0opq1jxK+ayBzAeXuuVUv4Y2w3HeKhHMhLYRkQqHcvcwFdx1j1ZRI52LPMAnzneb3S8jjynEH3skecw3jkdCewT0c8M4MUY/bTWb+64NqLRaDSaeHTn52kZ0F9EMqxnplJqfwARKSAU6vUSsExEcoFTMCYyCx3tRD7zEp2X8zCss8tFZC0wRSn1LvGfz8kc76aI78Y61yPNbQsllA/IhX7uadqIFpCabocZj/cvjJnDyoiPNwN9RSTPcXMfgeHWaX0+Elji+GxzCrpVimExHInhChO536QRkRyMB5hbRKyHZBbQW0TGYTwYRjgfiA42YriKRrIRWKuU2j6JLmzEsEBekGAd54PMOqdORgAfJrGvWPv+Qil1eBL7tdZv7rgit9FoNBoN3f95iuEN0wQcC7wZbyWl1CYR+RY4AcOy93jkKo7XCc+LUmol8BczhvEE4A0R6YfxvNo7xu6TOd6hIiIOETkCw2q80Ty+/nEmlTWaVqGT6Gi6FSIyBJgBXKmU+jnyc6XURgz3lDtFJFtExmLMBlo1DqcDN4rIABHpjxGf0eb6h+Ys62vAVBHJE5GRwFWtbPs4DPeYXTBiK/YAdsawqk3CcF0pBO4SkVzzOH9nbvsU8A8RGS8G25l9+QGoEZFrRSRHRNwispuITIyx/5eAo0XkCHO9bDMhwrA4/X0f2EFE/ioiGSJyqtn3d1tx7O+abZ0pIh7zb6KI7Gx+XoQR52jRkuPSaDQajcnW8Dw1RfEU4DEROclszyUie2DEDDp5AbgG2B2YmaDNhOdFRM4QkQFKqSCGqyxAEHgZ+IOInGI+K/uJyB5JHu9A4ArzmXgyxpjgfdNK+jHwHxHJN49tWxE5uKXnSqNxogWkprtxAYbP/4MSXbvqCXOdv2AEoW/GCC6/RSk1x/zsDmA+8AuwGPjJXJYKLgfqMJK4zMNwO32mFe2chRHDt0EptcX6Ax7ByEIqGHGD22EksynAiB1EKfU6MNXcdw0wGyPQPgD8GUOMrsWY8XwKI6lNGObD8VjgBoxYy43AP4lzP1FKlZltX43hLnQN8GeH+23SmLO5fwROw/j+tgB3Y1hgAZ4GdjEz2M1uyXFpNBqNJoyt4XmKUuoeDEF2DcYkZBFGbP21GELQYhaGFXCWUqq+mWYTnZcjgSUiUotRPuQ0pVSDUmoDRnK6q4FyYCEwLsnj/R7YHuMZNxU4yXz2gjGxnIlhvawA3gCGNNN/jSYhEu4yrdFoNBqNRqPRaCIRkdUYGUznNLtyOyFGqY/zlVIHdHRfNFsP2gKp0Wg0Go1Go9EkQEROxIh1nNvRfdFoOhotIDUajUaj6cSIyDNiFFv/1bGsr4h8IiIrzf994mx7lrnOShE5q/16rdF0H0Tkc4zEOZeasYsazVaNdmHVaDQajaYTIyIHAbXAC0qp3cxl92CUCrhLRK4D+iilro3Yri9GDNoEDMvJAoxSDBXtegAajUaj6VZoC6RGo9FoNJ0YpdSXGEk1nBwLPG++fh4jO3MkRwCfKKXKTdH4CUYCD41Go9FoWs1WWweyf//+atSoUR3dDY1Go9GkmQULFpQqpQZ0dD9SzCBHIfMtGNkyIxlKeMHwAsKLj9uIyIXAhQC5ubnjd9pppxR2VaPRaDSdldY8I7daATlq1Cjmz5/f0d3QaDQaTZoRkfUd3Yd0opRSItKmeBSl1DRgGsCECROUfj5qNBrN1kFrnpHahVWj0Wg0mq5HkVno3Sr4XhxjnU3AcMf7YeYyjUaj0WhajRaQGo1Go9F0Pd4GrKyqZwFvxVjnI+CPItLHzNL6R3OZRqPRaDStRgtIjUaj0Wg6MSIyHfgW2FFECkTkPOAu4HARWQn8wXyPiEwQkacAlFLlwO3Aj+bfbeYyjUaj0WhazVYbA6nRaDRbAz6fj4KCAhobGzu6K2knOzubYcOG4fF4OrorKUUp9Zc4Hx0WY935wPmO988Az6SpaxqNRtPp2Zqeg4lI5TNSC0iNRqPpxhQUFJCXl8eoUaMQkY7uTtpQSlFWVkZBQQGjR4/u6O5oNBqNppOwtTwHE5HqZ6R2YdVoNJpuTGNjI/369ev2D00RoV+/flv9DLNGo9FowtlanoOJSPUzUgtIjUaj6eZsLQ/NreU4NRqNRtMy9PMhtedAC0iNRqPRaDQajUaj0SSFFpAajUajSTuzZ89GRFi+fHmLt505cyaHHRbKFzNv3jz22GMP/H5/Kruo0Wg0Gk3aKCoq4q9//Stjxoxh/Pjx7LfffsyaNavN7V5xxRXcdttt9vupU6dy6aWXtrndRGgBqdFoNJq0M336dA444ACmT5/e4m1POOEEsrKyeOWVV/D5fFxyySU89thjZGToPHAajUaj6fwopTjuuOM46KCDWLNmDQsWLGDGjBkUFBQktX2iCdM77riD5557jjVr1rBmzRqeeuoppk6dmqqux6RDnr4icjJwK7AzsLeZdtz67HrgPCAAXKGU+sjxmRuYD2xSSv3ZXDYamAH0AxYAZyqlvO10KBqNRtN1+OxKKF6Y2jYH7gG//2/CVWpra5k3bx6fffYZRx99NFOmTCEQCHDttdfy4Ycf4nK5uOCCC7j88sv58ccfmTx5MnV1dWRlZfHpp5+Sl5fHI488wh/+8AeWLFnCxIkT2X///VN7HBqNRqPp/nTQc3Du3LlkZmZy0UUX2ctGjhzJ5ZdfzkEHHcRDDz3EHnvsAcABBxzAo48+yqxZs1i9ejVr1qxhxIgR3HnnnZx77rmUlpYyYMAAnn32WUaMGEF+fj5Tp07lsssuA+C2226jd+/eqT3GCDrKAvkrcALwpXOhiOwCnAbsChwJPGaKRovJwLKItu4GHlBKbQdUYIhPjUaj0XQS3nrrLY488kh22GEH+vXrx4IFC5g2bRrr1q1j4cKF/PLLL5x++ul4vV5OPfVUHnzwQRYtWsScOXPIyckBYMyYMZx66qk88sgj3H333R18RBqNRqPRJM+SJUvYa6+9Yn523nnn8dxzzwGwYsUKGhsbGTduHABLly5lzpw5TJ8+ncsvv5yzzjrLfmZeccUVdht/+ctfqKiooLq6mjPPPDPtx9MhFkil1DKImQ3oWGCGUqoJWCsiq4C9gW9FZBjwJ2AqcJW5vQCHAn81t38ew7L5eJoPQaPRaLoezcyQpovp06czefJkAE477TSmT5/O2rVrueiii2w31L59+7J48WKGDBnCxIkTAcjPz7fbCAQCfPLJJ/Ts2ZP169fTv3//9j8QjUaj0XRtOug5GMmll17KvHnzyMzM5IsvvuD222/n3nvv5ZlnnuHss8+21zvmmGPsidRvv/2WmTNnAnDmmWdyzTXX2OsVFBRQWFiIy+WitraWnj17prX/nS2AZCjwneN9gbkM4L/ANUCe4/N+QKVSyh9j/ShE5ELgQoARI0akpscajUajiUt5eTlz585l8eLFiAiBQAARsUVisjz22GPsvvvu3HHHHVx66aV8++23Oi27RqPRaLoEu+66K2+++ab9/tFHH6W0tJQJEybQo0cPDj/8cN566y1ee+01FixYYK+Xm5ubVPuTJ09mypQpLFu2jClTpnDvvfem/BicpM2FVUTmiMivMf6ObUVbfwaKlVILml05AUqpaUqpCUqpCQMGDGhLUxqNRqNJgjfeeIMzzzyT9evXs27dOjZu3Mjo0aMZN24cTz75pJ0YoLy8nB133JHCwkJ+/PFHAGpqavD7/WzZsoX777+fe+65hyOPPJKhQ4fy1FNPdeRhaTQajUaTNIceeiiNjY08/njISbK+vt5+ff7553PFFVcwceJE+vTpE7ON/fffnxkzZgDw8ssvc+CBBwLwwQcfUFxczKRJk7jpppuYOXMmS5cuTePRpFFAKqX+oJTaLcbfWwk22wQMd7wfZi77HXCMiKzDSJhzqIi8BJQBvUUkI2J9jUaj0XQCpk+fzvHHHx+27MQTT6SwsJARI0YwduxYxo0bxyuvvEJmZiavvvoql19+OePGjePwww+nsbGRq666imuuuQZr4u+///0vU6dOpby8vCMOSaPRaDSaFiEizJ49my+++ILRo0ez9957c9ZZZ9kx/ePHjyc/P59zzjknbhsPP/wwzz77LGPHjuXFF1/kwQcfpLGxkSuvvJLHHnsMESE3N5d7773XTqiTtuNRSqV1Bwl3LvI58A8rC6uI7Aq8ghH3uA3wKbC9Uirg2OYQcxsrC+vrwJtKqRki8gTwi1Lqseb2PWHCBDV//vzmVtNoNJouzbJly9h55507uhvtRqzjFZEFSqkJHdSlLod+Pmo0mu5EV3gObt68mUMOOYTly5fjcqUvx2mqnpEdkoVVRI4XkQJgP+A9EfkIQCm1BHgNWAp8CFzqFI9xuBa4yky40w94On0912g0Go1Go9FoNJrU8MILL7DPPvswderUtIrHVNJRWVhnAbPifDYVI9NqvG0/Bz53vF+DYbHUaDQajUaj0Wg0mi7DpEmTmDRpUkd3o0V0DZmr0Wg0Go1Go9FoNJoORwtIjUaj0Wg0Go1Go9EkhRaQGo1Go9FoNBqNRqNJCi0gNRqNRqPRaDQajUaTFFpAajQajSbtzJ49GxFh+fLlLdquuLiYUaNGsWXLFnvZpZdeyp133pnqLmo0Go1GkzaKior461//ypgxYxg/fjz77bcfs2bFzCmaNJ988gn77bcfVlnGQCDAnnvuyTfffJOKLsdFC0iNRqPRpJ3p06dzwAEHMH369BZtN3DgQK677jr+8Y9/APDTTz/x1Vdf2e81Go1Go+nsKKU47rjjOOigg1izZg0LFixgxowZFBQUJLW93++Pufzwww9n5MiRPP20UcXw4YcfZsKECey///4p63ssOqSMh0aj0Wjan/s23seKhhUpbXOHnB34x/DEYq62tpZ58+bx2WefcfTRRzNlyhQCgQDXXnstH374IS6XiwsuuIDLL7+cH3/8kcmTJ1NXV0dWVhaffvopF154Ic8//zyfffYZN9xwA4888ggejyelx6HRaDSa7k9HPQfnzp1LZmYmF110kb1s5MiRXH755Rx00EE89NBD7LHHHgAccMABPProo8yaNYvVq1ezZs0aRowYwZ133sm5555LaWkpAwYM4Nlnn2XEiBE88MADHHDAAey333488sgj/PDDDyk9vlhoC6RGo9Fo0spbb73FkUceyQ477EC/fv1YsGAB06ZNY926dSxcuJBffvmF008/Ha/Xy6mnnsqDDz7IokWLmDNnDjk5ObhcLh5//HFOPPFEdtxxRw466KCOPqROgYjsKCILHX/VInJlxDqHiEiVY52bO6i7Go1Gs9WyZMkS9tprr5ifnXfeeTz33HMArFixgsbGRsaNGwfA0qVLmTNnDtOnT+fyyy/nrLPOsp+ZV1xxBQBDhgzhyiuvZL/99uPGG2+kb9++aT8ebYHUaDSarYTmZkjTxfTp05k8eTIAp512GtOnT2ft2rVcdNFFZGQYj6G+ffuyePFihgwZwsSJEwHIz8+329hjjz3YbbfduOSSS9r/ADopSqnfgD0ARMQNbAJiBdR8pZT6czt2TaPRaDolHfUcjOTSSy9l3rx5ZGZm8sUXX3D77bdz77338swzz3D22Wfb6x1zzDHk5OQA8O233zJz5kwAzjzzTK655pqw9q677rqwbdOJFpAajUajSRvl5eXMnTuXxYsXIyIEAgFExBaJLcHlcuFyaceZOBwGrFZKre/ojmg0Go0mnF133ZU333zTfv/oo49SWlrKhAkT6NGjB4cffjhvvfUWr732GgsWLLDXy83NTap9l8uFiKS833H312570mg0Gs1WxxtvvMGZZ57J+vXrWbduHRs3bmT06NGMGzeOJ5980k4MUF5ezo477khhYSE//vgjADU1NXETB2iiOA2Il6FoPxFZJCIfiMiusVYQkQtFZL6IzC8pKUlfLzUajWYr5NBDD6WxsZHHH3/cXlZfX2+/Pv/887niiiuYOHEiffr0idnG/vvvz4wZMwB4+eWXOfDAA9Pb6QRoAanRaDSatDF9+nSOP/74sGUnnngihYWFjBgxgrFjxzJu3DheeeUVMjMzefXVV7n88ssZN24chx9+OI2NjR3U866DiGQCxwCvx/j4J2CkUmoc8DAwO1YbSqlpSqkJSqkJAwYMSFtfNRqNZmtERJg9ezZffPEFo0ePZu+99+ass87i7rvvBmD8+PHk5+dzzjnnxG3j4Ycf5tlnn2Xs2LG8+OKLPPjgg+3V/SjEqhuytTFhwgQ1f/78ju6GRqPRpJVly5ax8847d3Q32o1YxysiC5RSEzqoS2lHRI4FLlVK/TGJddcBE5RSpfHW0c9HjUbTnegKz8HNmzdzyCGHsHz58rSGaqTqGaktkBqNRqPRdG3+Qhz3VREZLGZgjIjsjfHcL2vHvmk0Go0mAS+88AL77LMPU6dO7TJx/jqJjkaj0Wg0XRQRyQUOB/7mWHYRgFLqCeAk4GIR8QMNwGlqa3U90mg0mk7IpEmTmDRpUkd3o0VoAanRaDQaTRdFKVUH9ItY9oTj9SPAI+3dL41Go9F0X7qGnVSj0Wg0Go1Go9FoNB2OFpAajUaj0Wg0Go1Go0kKLSA1Go1Go9FoNJ0SX9DX0V3QaDQRaAGp0Wg0mrQze/ZsRITly5e3eNt//etf7LHHHvbfDjvsgNvtpra2Ng091Wg0nYX3yt5j34X7UthU2NFd0WjaTFFREX/9618ZM2YM48ePZ7/99mPWrFltbveII44Ie0Zus8027LPPPinocXy0gNRoNBpN2pk+fToHHHAA06fHrDaRkKlTp7Jw4UL7b+LEiVx//fX07NkzDT3VaDSdhe9rvgdgbuXcDu5J16DKX8WxS47lzZI3O7ormgiUUhx33HEcdNBBrFmzhgULFjBjxgwKCgqS2t7v98f97KOPPrKfj19//TX5+fnccccdqep6THQWVo1Go9lKeOT1ClYXeFPa5rbDMrns5D4J16mtrWXevHl89tlnHH300UyZMoVAIMC1117Lhx9+iMvl4oILLuDyyy/nxx9/ZPLkydTV1ZGVlcWnn35KXl6e3dZLL73EqlWreP7551N6HBqNpvPRO6M3ALUB7W2QDAtqF1DQVMCsslmcOODEju5Op6SjnoNz584lMzOTiy66yF42cuRILr/8cg466CAeeugh9thjDwAOOOAAHn30UWbNmsXq1atZs2YNI0aM4M477+Tcc8+ltLSUAQMG8OyzzzJixIiw/UyePJmjjjqKww8/PKXHGEmHWCBF5GQRWSIiQRGZEPHZ9SKySkR+E5EjzGXDReQzEVlqbjfZsX5fEflERFaa/xN/gxqNRqNpV9566y2OPPJIdthhB/r168eCBQuYNm0a69atY+HChfzyyy+cfvrpeL1eTj31VB588EEWLVrEnDlzyMnJsdtZt24d1113HS+//DIZGXr+U2NQH6jn2CXHsqBmQUd3RZNiqvxVADSppg7uSeckqII0Bhvt937lD/uv6TwsWbKEvfbaK+Zn5513Hs899xwAK1asoLGxkXHjxgGwdOlS5syZw/Tp07n88ss566yz7GfmFVdcEdbOzJkzmT9/PnfeeWdajwU6zgL5K3AC8KRzoYjsApwG7ApsA8wRkR0AP3C1UuonEckDFojIJ0qppcB1wKdKqbtE5Drz/bXteCwajUbTJWhuhjRdTJ8+ncmTjXm/0047jenTp7N27VouuugiWwj27duXxYsXM2TIECZOnAhAfn6+3UYgEOCMM87g9ttvZ7vttmv/g9B0WlY2rKSgqYAHNz3ICzu9kJI2K3wVbPFtYeceO6ekPU3rsAVkUAvIWNy18S7eLH2T+XvOR0QIqiAA3mBqLWzdiY56DkZy6aWXMm/ePDIzM/niiy+4/fbbuffee3nmmWc4++yz7fWOOeYYeyL122+/ZebMmQCceeaZXHPNNfZ6mzZtYvLkyXz00UdkZWWlvf8dIiCVUssARCTyo2OBGUqpJmCtiKwC9lZKfQsUmtvWiMgyYCiw1NzmEHP754HP0QJSo9FoOgXl5eXMnTuXxYsXIyIEAgFExBaJyXLHHXcwZMgQzjnnnDT1VNNVCagAAC5JnVPVeSvOY33Tentg3p6saljFAwUPcMOIGxiaNbRd993ZqA5UA+BVWhDF4s1SI9bRp3xkSqb9W3BaJTWdg1133ZU33wzFpj766KOUlpYyYcIEevToweGHH85bb73Fa6+9xoIFIW+K3NzcZttWSnHWWWdx3XXXscsuu6Sl/5F0tiQ6Q4GNjvcF5jIbERkF7Al8by4apJSy0nNtAQbFa1xELhSR+SIyv6SkJGWd1mg0Gk1s3njjDc4880zWr1/PunXr2LhxI6NHj2bcuHE8+eSTdmKA8vJydtxxRwoLC/nxxx8BqKmpwe/389133/Hcc88xbdq0jjwUTSelNmjEx7lSOKRZ37QegLpgXcraTJZf6n7hu5rveHzz4+2+786GJYS0BTIxlotvAENAasEdTkOwocPdeg899FAaGxt5/PHQ77q+vt5+ff7553PFFVcwceJE+vSJbSXdf//9mTFjBgAvv/wyBx54IAD33Xcf2dnZXHrppWk8gnDSZoEUkTnA4Bgf/Usp9VYr2+wJvAlcqZSqjvxcKaVERMXbXik1DZgGMGHChLjraTQajSY1TJ8+nWuvDXcKOfHEE1m2bBkjRoxg7NixeDweLrjgAi677DJeffVVLr/8choaGsjJyWHOnDnccsst1NfX8/vf/z6snTfffJNtt922PQ9H0wmp8dcAqbVA5rhyaAg2UOIroae7fbP9KmUMT+qD9c2s2f2xhJAWkInxBX3gDlnj9fkKUeItodJfSUFTAaOyR3VYP0SE2bNn8/e//5177rmHAQMGkJuby9133w3A+PHjyc/PT+hl8/DDD3POOedw77332kl0AG688UaGDRtmJ+EB6NOnD5999lnajidtAlIp9YdWbLYJGO54P8xchoh4MMTjy0qpmY51ikRkiFKqUESGAMWt7bNGo9FoUkusB5gz8P/+++8P+2zixIl89913Ycs++uij9HRO0y2oChhxcqm0QPbN6Msm7yZKfCWMzh6dsnaTwad8gHZDhFAsnxZEibEskFYMpD5fIUr9pYCRbKujGTJkiG1BjGTz5s0Eg0H++Mc/2stuvfXWsHVGjhzJ3LnRJW2amtr/++5sLqxvA6eJSJaIjAa2B34QIwDhaWCZUur+GNucZb4+C2iVdVOj0Wg0Gk3XwyrxoEidY1Gu24g7qvZHOTulnXQISKVUh7vwtQbrXGiXzMRYQttyYbX+awwLZGfnhRdeYJ999mHq1Km4XJ1NmsWmo8p4HC8iBcB+wHsi8hGAUmoJ8BpGcpwPgUuVUgHgd8CZwKEistD8O8ps7i7gcBFZCfzBfK/RaDQajWYrwLK2WBk7U4FgJM6xXALbE0vopVJAPlv0LPv8vA91gfaP6WwLlnD8vuZ7Llxxoe3eqwnHFpAdcL12diwLpNPFXSlFYVNhp8lWO2nSJDZu3MjJJ5/c0V1Jmo7KwjoLmBXns6nA1Ihl84CYadCUUmXAYanuo0aj0XQXlFLtnkmyI9CDy60TS2SU+FJvaegIq106LJCzSo0hV4W/wraudgV8QZ/9ekHtAvz48eDpwB51TqzfgFNA+oI+PC59rkp9pfSiF6JCz8D6YD0V/gq8ysvI7JEd2Lv2JZXPyK5hJ9VoNB3K0rVN3P9KuR6gd0Gys7MpKyvr9t+dUoqysjKys7M7uiuadsayQFYHqmkINqSkTcsC2Z4Csj5Qz4MFD9pWQss1NxW4xQ10PQuVJaYtdGxfbCwBGSRoL9NJmAxKfaUUqAKaKpvs56AVKyqxbVPdklQ/IzvEAqnRaLoWPy5t5N15tVx2ch8y9YRml2LYsGEUFBSwNZQuys7OZtiwYR3dDU074xQVGxo3sGOPHVPWdnvGkj275VleKH6BTMkEoMxfhjfoJdOV2ea2rQRDkYKsszGtcBr75e/H7rm7o5SKin30Br3g7qDOdWKs34BzwqM+WE8venVUlzoNpb5SPg58jKfUg6faGMA0Bhup8FeQJVnUebqWW3dbiHxGLqtfxpDMIa1qSwtIjUbTLH6/NWuniONNrumkeDweRo9u3yySGk174lVe8tx51AXq+Lzy85QISMvluz0tkFbNSafIK/IVMTxreLxNkiZDjOFeZ7bgBVSAJwuf5MnCJ1mw14KY597KNqoJtyZbsXyWZQ2gIZAaa3xXp9RXSo3U8IR6gi93/hKAjys+5vq113NY78O4Z8w9HdzDjqHKX8UZy8+gl7t1kwzahVWj0TSLP2AKyGAzK2o0Gk070xRsYkjmEPp6+lLkK7KXP134NC8VvdSmtttTQMZK6LHFuyUlbVsJRDqzgKwJ1IS9t6yPlkUWOnf/2xvn9RIrBlK7sBpYruDOiRmrpIc1sbI1Uuwzqh5aZZBaihaQGo2mWXzmM0kLSI1G09loCjaR5cqiT0YfKv2V9vLHCh/jgU0PtKntdhWQpghw1rOs8FekpG236ffZmWtL1vhjC8gLhlzA0MyhxrJOkjWzM+D8LiPLeIAWkBbWb9irvHYMpCUqt2YBWeorbdP2WkBqNJpmsVxYA8HunYhFo9F0PbzKS6ZkkuvK5YuqL1LiutcRSXSc+8qSLCB1pUmsJDqNqvMKyOpAeM1Nf9A4H73cvbh2+LVA21xYNzZtZFPTJvzKzx3r72B94/rWd7YT4PwuY1kgtQurgdPy6Me4pqxEVRX+Co5fcjw/VP/QIX3rSLSA1Gg0acdyYQ1oC6RG06kQkXUistisjzw/xuciIg+JyCoR+UVE9uqIfqYTywK5sG4hAG+Xvd2qdpbWLeX9svfDlrVn1lJroKtQ9PP0A8IF5LfV37Ksflmr2rZcWDuzBTJSQFqiyOPy2ImE2uLCetyS4zhmyTEsr1/OrLJZ3Lzu5tZ3thPg/C6t69QZA/nUlqfY2Lix3fvV2XBOzFiTEtZExG/1v7GhaQM3rruxQ/rWkbTVu0ELSI1G0yw+K4mOtkBqNJ2R3yul9lBKTYjx2f8B25t/FwKPN9fY+sb1KSuH0R40BZvIkiyO6XcMYCTAcVodknV7PPO3M7lp/U2AIeKgY2IggwTJceUA8Hjh41T4KmgINHDZqss4Y/kZ/FTzU4vbttxiO3MMYTwX1kzJtC2yqXBhtb7Trl4b1/ldWq6rThfWpfVLmfTbpHbvV2cj7F5gXlPWMsvlPZUlc7oKbZ1M0gJSo9E0i9+c1NQxkBpNl+NY4AVl8B3QW0QS5m2vD9bzr7X/ap/etYEqfxUzS2fSpJrIdGVyw4gbAGNQWOsPDQg3NW1qcduWJac9BaRzoOuMzfqg4oOwAe4mb8uPx2qvK1kgfUHjfGRKJlkuQ0C21oXVKbasyRF3F68H4vwures0oAJhMbSR53RrxKd89HD1sF9D6HqwBLd1Xf1c+3OXq5XaWrSA1Gg0aSdUxqODO6LRaCJRwMciskBELozx+VDA6cdWYC4LQ0QuFJH5lhvsF1VfJN2BZfXLuHndzQRUgK+qvmq3eKKpG6YydcNUNjZtxCMePOIh351Phb8ibOD8Q03L+rOodlHYgLy9cApIj3i4Z7RRXqDKX2WX+IBQ/FYy/FDzA99UfWPHdHbmJDTWd5btMgqdx3JhbW3/i73F9mvL0mnFhXZVnO7Nzus1153bUV3qlPiCPtuib/3GYtVD/anmJ85fcT7PFz3frv3rKNoqILfe9EMajSZpLBfWQEArSI2mk3GAUmqTiAwEPhGR5UqpL1vaiFJqGjANIHeXXAXGYDSZQfbVq6+myFfEJdtcwpWrrwRgwV4LWtqFFuPMuGpZ2Ppm9GVlw8qwkhAttdidu+JcRmaNBNrXAunE4/JwWJ/D6LWhlyEgHaKxxFeSdDsXr7wYgAk9De/mWAPnzoIt7EzLoNVXpwtray2QVskCCAnVrp6Bc3Xjavt1QAVY3bCaAIGwsidbO0EVJECAHu4elPnLbKt2rImIAm8BYMRFbg00BZvIdeWGTU61BG2B1Gg0zeI3J+G1ftRoOhdKqU3m/2JgFrB3xCqbAGcl+mHmsmZ5svDJFvXFGpxBeDKPdGFZpSAkBg7pfQg/1/7M5qbN9metyTZouba1p4C0rIRgWCABemX0ojpQHTbI2+zdHLVtLD6u+Nh+bcV0Wla9zogl7Kxzbl1PHvGEXFhbGcPpFN3W5EJXF5DrGtfRL8NItvRDzQ+csuwUZpbOtBMmWbQl7tWql9hVsa6lSBfWWBMp1f7w66+70xhspFdGr1ZvrwWkRqNpFtuFVcdAajSdBhHJFZE86zXwR+DXiNXeBiaZ2Vj3BaqUUoWJ2h2SaYRIPr3l6WT7ARAmcsr95Ult2xaclhbLUjo8y9DKhV7jEHu5e7VOQKropCTpJpaAzHfnU+WvsgfyAzwDWNOwJqn2bll3i/06UpR1Rixh56zbB9EurIXeQo7+9Wge2/wYP9b8mFTblgWyb0ZfW1B1daHQGGwkz50HQJG3yF4e6TVgCaOW8lnlZxy46ECW1C1pfSc7GOs7tlxYrWvKG/SS6wp39bUmGb6t/rZF+6jx1zDxp4nMq5rX1u62K43BRnq4etj3mpaiBaRGo2mWUBIdbYLUaDoRg4B5IrII+AF4Tyn1oYhcJCIXmeu8D6wBVgH/Ay5prlFXC4cGlvBxulm2R7ZP58DHsiZZloYinzGgHpU9ijJfGdAywWAJyHa1QDqyglrHY1sgzXM7Nncs65rWsax+WbPZWJ2CNJHlpbNgWSADBFBKxczC2qSaeKfsHTZ7N/P0lqe5aOVF9vebCGsSIduVbZ+DlsSSdkb8yk+mKxM37jBramRyoMpAZava/6b6G4BWl47pDFjfdQ+3cV/wBr2sb1yPV3kZkzMmbN2CJsOFtUk1JT1JA/Br/a8ECfJi0YtRn/1U81Orywqlm8ZgI9mubDvmuKVoAanRaJrFpy2QGk2nQym1Rik1zvzbVSk11Vz+hFLqCfO1UkpdqpTaVim1u1IqqlZkJPkZ+QDskLNDs31Y27DWtvY5E9fUB+rTkoDmm+pvuGvDXXiD3tgC0hwoWhaZoVlDqQ3WUuWvYp+f9+GV4leS2o9tgWyHJDrzquaxsWljmOCzjifblU1jsJEyvyGSju53NH7l54zlZ3DByguSLhZvDaQ7tQurw1JW7Cvm9vW3A4aA9IgHQWgKNkVZlL+v+b7Ztq0kOgEVsM9FbaC2U5c1aQ6/8uMRDxmSQX0w5GrqFrdtiYfWWyA/LP8QCNUQfa3ktRZb5zoaW0CaE0s3rbuJE5aeQKmvlEzJ5O1d3+b2UcZ1ZglIgJOXnZy0++5H5R8B0CejT9RnF6y8gCnrp6BU55t8b1JNZLuyWx0zqwWkRqNpFr8Z/BjQFkiNZqvgyD5Hhg1K4+G0TjjjzE5bfpqdwCWVTFk/hddLX+fd8nfDxFCkBXKLdwuZkknvjN40BBpsd9zZpbOT2o9leWwPC+Tk1ZM5ccmJMV1YLQH5ZdWXbJ+zPbvl7ha27aK6RXHbdVo0LSHcFSyQAFevudp+73F5EBEyJRNv0MsW75aw7ZzxrvGwrk2/8tvnYF3TOvZfuH+qut/u+JSPDMnALe4wa6pb3Ly000tcPMT4/VklYJRSvF7yelIW22Jvsf37tyyad2+8m8tWXZbqw0grkRZIK6FWhb8Cj3gYmjWUP/T+AwAbmzaGbftO2TtJ7eOdcmO9Pp5oAWlR6m+5G326aQw2kq2EjKbWTTBoAanRaJpFx0BqNFsXPd09kyqu3dPd034daRlaUJv6TKxW6vkib5Fdzw9CAjLHbcQ6FfuKyXPn0cPVg/pgPb/WGaGhzsQ7kWybva39ur0EpDPW0mntdArIpmATlf5KRmaNtGPeLJyxb8nspzPHQDotZc6JCctCkuXKokk1hWVU7ZfRj83ezSyoWZBQSDoFZGQGzq7qyuoUkM7fqgsXPd09OaLPEUAotnR903ru2ngXN667sdm2nTHMkUl5uhL+YHgMpEVNoMa+F2S6Mslz59GkmsLcf1v62+/ljp+QZm3D2ha11R40BhvJKltBhrf5+3wsuu5VodFo2g07C6sWkBrNVoElIGsCNaxrXBd3PacVMBnLRrJ8U/0NGxo3hC3zBX32QLkmUBMmIK2Bn5UYo9xfbgtIhbIHxJa7bSysTKUQKjafbgHptPI6E/Z4XIaAzHJl0RhstOOVIjOHWrGesXAKpSDGzbuzurAGVIC6YF2UQIbwc9EUbLIF3+kDT2ebrG34vuZ7Llx5IbdtuC1u+84EPZFW2Ls33s2/N/w7VYcSE5/ypTwzsS/owyMe3OK2v18IJdHpmWFM7tQGamkINHDHhjuA8N9pUAVjTio4fydu3K12wSxsKuSbqm+SWrfEV8L4n8bzUflHzK+Z36I4RItNTZv4b8F/7QmTH2uNJEs9Ik69T/nCXOCtbLZOK2JVoIp4NAQaOPe3c1lat9S+5zjvH5GsbeycAjJbCZ5WepZpAanRaJrFZ7qwBjuhH79G09GIyAlJ/B3V0f1sCfnufPzKz0lLT+LEpSfGtVw5i1EnY7FMhvpAPZevupyLVl4UtrzCX2G/rgnUhAmkSAskGLGc1nvLPa02UBt3MOwUi9aAPN0un844K6fAsAa3WRIuICNJVBPSKSqsc9UeLqwNgYZmYwsfKHiAG9eGLGGWwOub0TdqXetcZEomXuWlIdjAif1P5KphV7FN5ja2S2sia6x1ncYSkO+Vv8ebpW8mcWSt456N97Dvz/tyy/pQVlylVMzYRG/QGzYxElCBsJqmTpwxkE6s82V5B9QGarl74938XPtzVBv3FdzHvgv3RSnFFu8W223zpnU3hfpAIKz+pnXNVvmrmhXFZ684m8tXX860wmlhywMqYNf9tNjUZLiXvlT8En9b+TdOXnYyPuVr0X3lurXX8WLxi6xqWAXA1A1TAZAFD0ata5WGAejrMa67PXL34LaRxkREpKu0k1WNq1hUt4ib1t1kT8pEXlfO33YyAnJVwyo+r/y82fWcFHmLElo3fcoX1zLfFGwyBGQrJza0gNRoNM2iXVg1moT8D/gzcHSCv4c7rHetwJqJt9xSF9YtjLmec7CbKgFpJeqIbM8pIKv91WGCzxpE93SFXGrz3HlRosuv/DSqRmIRS1xtbNpIQAUIqmDCAWUiAirAU4VPUeWPtmg4jzHW8WS7sgkQoDZQG3UsQzKHsL5xfVhb0wqn2WLRsqpASEC1h4A85JdDOGXZKQnXean4JT6o+MB+b4mJ3hm9o9YNc2ENNtEQbLBdErfJ3MZer4erB0XeIvb5eR9bOIAhzK1BfoBAzCLykB733otWXsSrJa8C8H75+/byl4tf5ve//D5K9J6y7BQOWHiA/f6ejfdwyKJDYlrCfcqHx+WJyrpquWZ6xEOWZBnCsDwUz7e6cbV93Vl9e2DTA/x99d+5df2tVPorw64Tn/KFJWv6sOJDXih6gUN/OZQ3St9IePzW/ePJwifDJjvuL7ifQ345JOy7sLI/L61fai+bsm4KBy86OKlkVn7lt7eNPK8+l0St77RAHtvvWIZmDuXMQWfyp35/YlzuuIS/d2sSal3TOvtc+ZUfv/JT7C3m7bK3+arqK3v9RBM9AN9Vf8epy07l6jVXN3OU4Vy66lJOWnZSzHuvUopzfjuHo5cczcqGlWxs2hg2eaYtkBqNJu1oF1aNJiEfKKXOVUqdE+8P6FLpCyMzCsZL5e8UkM46kG3h6+qvAaMEhxOntbMmUBM2yLXc9rJd2fbAMM+dFzawspbX+kPL6gJ13F9wPw2BhpiD9I1NG7lx3Y08V/Qcf/r1T2GZGpNlcd1iHi98nCnrp0Qdj1NoOS2GloC0rCQ+5bMFZL7byJK7f/7+rGhYYQ8KpxVO48nCJ/m44uOoPljnblPTJr6r/q7FxxAPpRRXrb6KLyq/sJf5lT/heXJ+jxZWwpxEFshId16AEdkj7PWyXFkcv+R4/MrPzNKZbGjcwPifxjOv2qjPlyVZMS2QFs0N8ltDrDqV9YF6Htj0ABDt9h2ZyGV22WwAvq76mleLXw37zK/8ZEhGlAXSmVUzLyPPPn4nl626jMc3P26/f7n4ZVY0rACMbKROoeENejlvxXn2+xnFM3hwk2HRsyx9ydAQaKDEV8LDmx5mRskMIPyeEStplzXJkKgWZbG3mEp/JasbVtvLCrzG9TcudxwAJ26K/m6thFsAf+73Z97e7W07SdXgzMFs8W5hduls7tl4T/SxBKOzH/uUj2e2PMP//fp/TFk/hRvW3WB/5pz8isUThU/Yr5N1m3+r9C3bsvlB+QdRn1f6K+379qTlkzhuyXHMKpsFGL/bxmAj2UEho5WeZVpApoh359WyqbjzBqdrNG0hVMZDu7BqNJEopc5IxTqdiUgBGW+gaIkBN+6YyUhak6Ck3GfEK0a67llukb0zelMbqI1psRMR23WvT0afsMQWAz0DAaPsww81PwBGVtaXi1/mhaIX4g7cPq742HYta43IsGKjrEQ+FpX+yrD3sZLoON3sLNE0c9eZzBk7h1HZo6gJ1NixWparmhXvWR+st+OzLBfEDU0buHTVpS0+hnh4lZcvqr7gqjVXGe8dFqVIF0WL69ZcZ7+2hIolIGNlsrSyyWZKpn1NWBbIvfP2ttcLEgxztfyuxhDKb5YY7qnWdRFLwAKtmhyweL3k9aSyDn9Z9SULaxfa752ZcmNhZea9as1V3FMQLmSsOD5r8sTCKSB7unrGvGYX1y3mqS1PxdznDzU/hMXjFvuKWd8UsnSvbgwJNev6ioczeU2Jr4RzfjuH54qes5c1BkLfhVNAOq3nYGQ6fbPkTSavmhwllv7v1//jmF+PCbPwW/eQukAdB/c6mNwYs9+RiXWcDM4cbJSS2XA7r5a8SoW/gotXXsyBCw/k5nU32wLaiS/oY0X9iqjlI7JG2FbdWMITwuvm7vPzPrb767L6ZVHlRJbULcEb9PJC0Qv2srs23hV1/3JmNbYs8FM3TKXQW2jE5BIkW9G1LJAicrKILBGRoIhMiPjsehFZJSK/icgRjuVHmstWich1juWjReR7c/mrIq0saNIG/AHF/a+Uc8X9yWVD02i6GqEyHh3cEY2mE2M+2/LM1zeJyEwR2auj+9UaIi1BkRlWwXCZLPGVkCVZeFyemGJxQ9OGqGXNYQ0kIwWWJQ56uXvRpJrCLElOK4w12z82dyxH9T2KnXJ2AkLukbesv4WLV17MyoaV3L/pfiDkimYVrI/EcmdrjZuudV6sWo4WkTUc42VhtbBe98noQ5+MPrYgtmocWkLyk4pPCKogDcGGmC6hkDpX1sjBrfM6sSxakfxS90toe/O7tsRmHxW/qHmOK8cWx9a5GJw52P48Uhha35ll1XMKyN1zd49qP15/47GgZgH3F9zPz7U/c9fGu+xJCYtYExKfVHwSJs6cfV7ZsDJqfWdpFwi/ZqwsrFEWSEemYeuYc125/LjnjzyzwzNhmZNj8ejmRwHs30KkVdRJc14Hzlqyj25+NCqJVUOwgd/qf2N1w2rmVMwBYPYus/l4bLgVfWbpTP698d/Mq54XlkXWcjuuC9aF3S+siYaaQA357nw8MaxsznjpSAZnDg77jTy06SF+qPmB+mA975W/x28Nv0Vt41M+tsnaJmr5jjk7ssm7ifN/Oz/MPdlJZAKeeVXzWN+4njOWn8Ejmx+xlxd6C5n02yTuLbg3bHIJjLjVQxYdwivFr3DookNt9/ZzB50bdj9fUrfEFqzZqutZIH8FTgC+dC4UkV2A04BdgSOBx0TELSJu4FHg/4BdgL+Y6wLcDTyglNoOqADOo51p9Bonv7Zej6413Q+llO3Cqi2QGk1CblJK1YjIAcBhwNPA481s0ykZmDkw7L1zdt9yfzpuyXHMLJ0JGIInlrhKlME1HtYsfXWgOkygWIOenu6eNAWbYrqwOtkrby9EhGP7HwtED+ivXH2l/frjio+pDdTGLfNhib/mXNFi4TyG8T+N5471RjZMSzzt0mOXqP7ZAlJCgirSYmILSLOshRX3tbR+qS2eemXELi0QzwrXHHMr5nLH+jtY17iOX2p/oTYY/p07yz844xAtqv3VVAWqGJk1EggN9G0L5Ld3x913njuPEq9hTXOei/+M+Q8QfUyLao0amZb1LNdtWMsagg3kufN4befXwtaPvFY/Lv+YuzfG7k+Vv4oLV17Iy8Uvc/6K8+3lfuW3EzXF+j1U+6vDRLazz6ctO81+HS85jXMSwq/8eGoLcVeHT9I4LZCWMKkL1uESF+N6juOBMQ/Yn7siZICzlM0LOxkWLqeAHOQZFLZ+5ASCk39v+DeL6hbZXgDOiQOLt8re4oIVF3DKslP4qOIjILGws9jUtImfan4Kq4P6741GJt1sV3bYdZWXkYcnRgKHhBZIz+Cw92+Xvd1sn3zKF3UN5rpyGZMzBr/y82v9r3G2jL6vXL/uep7Z8gwQnszHuna+rf42SsR+XPExNYEa/lPwH6oCVfx9zd8BOKDXAXwy9hPe2+09e19WP7OCXcwCqZRappSKlu9wLDBDKdWklFoLrAL2Nv9WKaXWKKW8wAzgWDFs/4cCVhTv88BxaT+ACJpMAel2J3ZF0Gi6IsEgWBNU2gKp0STEMi38CZimlHoPaHevmFTgtGr0yegTVgZhws8T+N3C39mDnt1ydyNDMmJaI1rjwtoQbLATg8yvmW8vt9wj8zPy8Qa9MV1YITQI7u/pDxguZADb5mwb5tIaK0lGrEynTip88QVkbaCWf2/4d5TrbaTImlU2C6WUfb6s0hVOQWyVrrAKoMfq24DMAYAhIIMqSJGvyLb4WO6yzrIY2+dsb792ug42x9rGtXxdZcSl/nPtP5lVNosTl57IOSvOiRJJzmN3upNaWBbpXXN3DVvfFpC++PFfeRl5dpvOc3FI70M4rt9xUZayyAG2JSDrg/V4xMO2OdvaFr5+Gf2iLN7Xr7ue10pei5nAJdLaaLGwdiEHLzqYBzY9wClLoxMJfV39tV1OA0KTJZGxkNYAP9IC6VzPp3x4Vr2LO6IQvHMSxBIcViwgwMjskfbriXkTw7Y9uNfB9uvtcrbDI56wcjrnDj43bP0PKj6I+5uwMtta13WsMhcvFb8Udd9IJOwsjl9yPBesvIC/rfybvcy6lhqDjXxU8RFfV31NQ7CBIZlDYoqk5lxYW4pf+aPudxPzJjI0c2jYssgs0EEVpMJXwXbZ24Utf7f8XcAQ+ScvPZnxP423E/M4Lbnv7vpuwn5ZMdMDPMb94q6NdzG/1rivZiu6nAUyHkMB5x2gwFwWb3k/oFIp+yliLY+JiFwoIvNFZH5JSeqCpRu9xqg6o7OdzRRy38tlvPd1ajLsaboWVgkP0FlYNZpm2CQiTwKnAu+LSBad7zmbNNbAZ5BnkD3At9L8W1w19Cr+PfrfUW50Fq2pO1gfqLeTWdxXcJ+93MqeahX9dmbNdO7/uR2fY+7Yufb7vfP2ZvLQyfx96N95fZfXOapv7Ioqh/Y+lD/1/VPCviWyQL5Y9CJvlr7JrNJZYctjiejaYK3tjmiJPGcclJ1V1uFuGDngteJUq/xVlPvL8Su/LQhmlhmWYWvwCEbWVouGYAMFTQXMLp0d93gsTlp6ElesvoJ7N94b9Zkz5stpdZuYNzGmdcoSkHv23BMIxZSW+Ero6e5JbiB+tk2nGI48F7ESsETGm1kTDg2BBtvCO3fsXL4c9yWjskdR6i/luCXHMbdybtggP1YZhHhJXaz4xnfK3rGthZZF8PSBp0eJqH+u+SfPb3mePy7+Y9Tx3Lzu5igR7rRA+oI+MhDcEQLAmV3U+j7+NeJf9jKnO+PdY+7mmmHX2O936rETu/bYlclDJ9t9d/bhsD6HRR3zN9XhdR6X1C2hyl9lx0fG+m5O6n9S1DILa3Jg9i6zuWnETWGTPhZON+B4vF7yOgBjsscQ7Z8QnkQnkm1ztuWcQedw1qCzmt2PhU/5wo714iEXc9PIm6K8OSLviasbVxMgECbsnZT4SljTaNTEfHrL02GfXT3saoZkDWHKyCmxNgVC9UCdXhp3brgTgOzOaIEUkTki8muMv2PTtc/mUEpNU0pNUEpNGDBgQMratSyQGd3YAvn+13X85+Xy5lfUdDv8jvu0dmHVaBJyCvARcIRSqhLoC/yzQ3vUBsbnjQcMN8jaQC3zquaFWU/2yduH0wedTn9P/7gC8j8F/+G29fELvMeiIdjATj12Ykz2mLAEIJYFMs+dF2WBdA6Oerh7hLluusTFpEGT6OvpSz9PP24beVtU8o8zB57JPaPvYbuccCtAJE4XzUgsa09mRCqGWHX87t14rz3YtISRc2AZS0BGxjNmu7LJkiyKvEW2xdGK97Syf+ZnhASkZYEAw0pz9m9nc/uG2xNaiZ3WNytzppNVjaHkSpWBSvtYB3kGUReoi7K2bGzciAsX++bta78Ho+D8Np4hZCR4xoSJ6Qg3x8h40lhYMX2NwUbbSpefkU+uO5feGb1ZXLeYjU0beWzzY2FWsQtWXhDVljNe0hlnaw30nQlMrPO+a49d7WVTR4Xcex/a/JD9+trh1wJGXOt75e9F7ddKDgOmC6uSqHPm/C1Y15HToiYi5LpyGZs7ljx3HqcOPJV7R9/Lwb0OZs+ee/LCTi8wadAkIGQJt3CKeItN3k3266AKMum3SVyw4gL7erXqKjo5dcCpUcsAJg2cZPd/ePZwjut/HEf2PTLmuk7uHHUnk4dO5otxoWzA31R/gxs3O/bYMeY22e743gZucXPZ0Mu4dJtL2THH2N76Hw+f8tm/pX8M+wfnDzmf3hm9bRd1i4ZgAxubNnL16qsZ/9N423X5oF4HAXDKgFOYsfMMdu2xKz1cPRLGoB7Zxzg3v+v1O3vZczs+x4ydQr9V54SBZdG2ru9BflfnqwOplPqDUmq3GH9vJdhsEzDc8X6YuSze8jKgt4j95LKWtyvahVXTnbFqQAJo/ajRxEcpVQ+sA/5PRC4HhiilomsqdBGuHX4tt428jd/3/j0KxeTVk8M+v254KJumZfWIrEkHRpzTe2WhwfD75e8zvXh61HqWQKwP1pPjyuHYfsfiVV67fIFloct350dl3IwnYGMhIlExk1cOuzLm8kgi3RydWILQaYVY3bCaD8s/DLP+gVG83hoYWiLPmcHUin10iqZY8Yy9Mnrxeunrdv240Tmjwz53ZtN1trXJu8m2plpJeGLRXGKZwqaQK12pr9S2eA3KHESAQNT2pf5S+mT0YUjmEHJcOfY52OzdzJDMQVHWtFtG3mK/doqXyEQw14+4nmP7GfaJXu5etnj5Q+8/8NJOL3HD8Bv4Yx/DytekmsKsdBB+bnfI2SHMVTRW5kwr7hTg9lG3c95gI/3G8vrlUetOHT2VMwaewaF9DrXFxD55+0StNzJrpJ191Iqr3K3Hbryw4ws8tYORMdWawAiqIAECeGK4IDpF/xPbP8Fl21xmu+9azB03l6d3CFmzDu1zKPdvez99PeHJsyInQzIkg2d2eIZrhl3DvWMMi/SThU/aEwVWhtbVjaupCdRwyoBTOKBXKHHMx7t/zEe7fxRmQZ43zigzcmy/Y5k8LPweAxieAzu/br8/MP9A/jPmP7y/m1FXc2zuWP7Y949MGjSJnu6ePL6dEXYeIMCePfeMyihtkYyrrFvcvLLzK7y282s8v9Pz/G/7/wGGAHa6jmZIBn7lpz5Yz+/yf8dfBv7F/izXncuHu31oT1q9XvI6xy05js+rPg/b1+65u/PtHt/yz2H/ZPuc7Xlhpxe4cuiVdnIsC0toQmhSyXmMu+fuzvY9tuesQWdx5dArw+5pL+30kv16u+zt2M2b2fkskK3kbeA0EckSkdHA9sAPwI/A9mbG1UyMRDtvK+OK/QywbOFnAYkEalpotC2Q7b1njSb9OF1YdQykRhMfEbkZIxa/H9AfeFZEbky8Vecl25XNn/r9yZ7ljqSfJ5Rq3xJw8ZLQ3Lz+ZlY2rKQh2MBN624Kc00F+Lzyc/ZbuB/L65fjV356uHrwf33/DwgNSi3BGMsKkkHyAhJCbqV/G/K3sEFVLAHsJJEF0hKAljCrCdRwyrJT2OTdxBF9joha36pbF8sCaQ3knccaS0A6XVQhOnbLchUFI5bquH7HAXD7+tvt5Vt88QumxypL4MSqtwdGYpPaQC1u3Hb86V+X/zUsIYxVw1FEGJw5mCJfEUoptni3MNgzKCxb5ikDTuGYfsfEPNaernABOShzEGcPOhswLEGW1aWnuyc799iZEwecGCYaIwWkM06tNlBrx5hlSVZUDBsYYvmYfsfw8e7G/JBlzVrftD6sz2AM1P8+7O94xMPj2z/OJ7t/EhbbarHFu4VxPY1YRetav3LYleyauyt79tyTXu5etrC1YuFyYmTRdFq8d+ixA+cMPidqXxmSgUualwCR5wlgXM9xnDrwVA7tfai9zLJoORMBVQeq6enqabuKntT/JPp5+tHf058+nj70zejLYb0PI8edw3u7vcf1I66P3QeXhzE5Y5gycgov7fQS/93uvxzS+xAGZQ7iie2f4J4x4eVN9s7fm2FZwwDCsqJGJtKJVXM0HtvmbItHPOyVtxfv7/Y+fx/2d4ZkhSaFBnoGUuItYWXDyqj6tWDEK98wwqgL6YzrdrJN1jZkujLDvpf9e+0ftd7BvQ7mgTEP8JcBfwlbd+ceO4etd8XQKzhz0Jlhy3bqsROH9z7cPiZUsNUxkHHvuCJyVRLb1ymlnmzpTkXkeOBhYADwnogsVEodoZRaIiKvAUsBP3CpUsZUiohchuEa5AaeUUpZDujXAjNE5A7gZ4ysd+3K1uDCqtl68TtyGgS0CVKjScTpwDiljGA9EbkLWAjckWijzk5eRrRgg/AYIltASiYNxHYn/KD8A47vd7z9viHYYFsBvq/5HjAyCVr77Ofpx7bZ21LuK8cb9DKnYg5u3DGzNLbEAgmhGKpdeuwSNvBKNKgemjk0zIUwEmsQbWVDdbpVDvAM4OWdXuab6m/sMgkbmjbgxm0LI2d8nCXOnec4UixCtKjs7e5tv35mh2cIEho0u8TFSQNOYnbZbKoCVezZc09+rv2ZZfXL2KvnXmzxbrHdhy0irR+jskaxrmmd/d5KsOLCxeK6xWxq2kRfT98w9+KaQI3dz6Zgkx3jNtAzkGJvMasaVlEXrGObjIG4HY+YSDHvtI5FWtQgZMl1xpI6JzmclphIYXTigBNZ2bCSxXWLqfRX2hMcY3LG2BMCF628iIGegfxrxL+oCdQwLHOY3b7TmrVrj13DsnY6r9ee7p7gNuJFe7l7hZ3fgZkD6e/pH3aOnZalfp5+lPvL+aHmB7vu5tCmABkq/NpPZCVvKdZ5OjD/QKaOjs6q+89h/+Tegnsp95XHLA+Sl5GHx+Xhs7GfhX1n2a5sPhn7if0+maQ1f+7356hlkUmALPbquRcFTQVhEzBZgSA+V+j3HRmbmCyDMgdFLRvgGWBnhI1lXYZQbKfzN2nx71H/jinWh2QO4YD8A5hXbVhp+2X0Y4+eezAqexQH9T4obN1ndngmqZhz63sakz0G+CX1AhIjbuNxIJEqughosYBUSs0CZsX5bCoQdZUqpd4H3o+xfA1GltYOo9GnLZCa7otOoqPRJM1mIBuwUlxm0QFhFenk3d3e5c+/GgM5ZxF0a/CTSMhlSAZFvlC95MKmQmaUzOC98vfsZBWWy6NlHejv6U+Bt4D9Fu5nbxerVmM8kdsckYNep8gY4BkQFoM5MnskC2oWxG3LsmqubVwLhAuZvp6+7NRjJ3bqsRN+5efJwidZ0bCCXu5eMc+Z5cooImyTuQ0KFdO9NtI1VkQYnT2atY1r2aXHLixvCLlUunGHWV32zduXn2t/5tHNj7KqYZVdRuGFHV8g05XJdtnb8VqJUepi2+xtWd24msP7HM7/tvzPbq9JNdE7ozfZrmy7QPyx/Y4NGwyvbljNXnlGOVTLAmmd36X1SzltuWG1GpIxIGwwG3le+mf0t1/HFCumWNg2Z1tO7H8ij21+LCxhkrO9SEt5njuPqaOnctO6m1hYu9Du/y49duHN0jc5bkkoy6sVR2ZlwYVwAdnX05ccVw4NwYa4SZlEhLnj5hJQAR7e9DCDMwfbrolWsqg9e+4ZZs3qm9GXMl9ZmFV4mFeRaU7sWoI0lQLSOk893D1iinarf8W+Yjvu1olliXbG4rYHf+r7J94ue5vhWaHot6ygwpkKMpYnQ2txTuTEsi5D6BqJzOqbJVkc0TfaQ8Hi1IGnMq96Ho9u9yj75u8bd71MVyaZSST9tibJRmaPBBVstQtrIgH5olIqYeS7iERfTVshTWYWVh0DqemOBMIEpLZAajQJqAKWiMgngAIOB34QkYcAlFJXdGTnUkF/T3/e3vXtKFfORC6st468lfsK7uO3+t/CsgiualgVSvVvZlS1xJdTQFrWSTASWcTaR2R9umSJEpAOq9fVw65m1x67cvSSowEjRu2b6m9oCDSQ484hqILUBevIIIMMV4YtINc0rmF68XQm9Jxgt+UUbqcPPJ0nC42596pAVUxh6ByQztxlZtz+Owu1W/xv+/8hInhcnjDR5BJXmPXEsEAYWOIRYNJvRgKVl3Z6yXbl7O/pz+rG1eS587h79N3kunO5cd2NVPor6ZPRJyw77ajsURzf/3hWNqzkzdI3uWDlBSzYyxDeTgE5ImtEmLvlrtnbUZVAQDotkLGuAbe4eXz7x9kuezv6evpyQv8TwizKzvZiWXvAsPht9hpZV4/oc4QtGp2JTKzyCqOyRtnLnPUT+2X0Y1zuOL6r+Y4zB4a7EMbq85XDrgxbZsWRXjj4wrDl/Tz9WFq/NKyO5GBfyDVz5x47k+nK5MIh4du1Bes8RcZCWlgC0VlOw5psgFAJnfZmQt4EZu8y23AzNa+pLPM85bhywizTbcEjHqOciuN6ihdbaS2PzOTsnIiLxf75+/P9nt+32MsiHhcNuYjeGb05pPchoP7DCZtLScblNJK4vhpKqWvifdaSdbYGGrULq6Yb4yzLpS2QGk1CZgE3YMTmfw78CyMuf4H51+XxiIehWUPZPXf3sOXW4CbWwPyQXoeQ68plcd3isOXOIuDWgNOqzWiJBWfCCIAXd3oxpgUyXqKM5ogUkE7BkSVZYTFUVpr9L6u+BOC5ouc4ZNEhHLDoAK5dcy21gVpbHN1XcB8fVHwAGG6oTjfZyPIBzoHh6QNP59Oxn4a7W7o8UdkwLaxMuYCdaKWPp4+dXMMpiK02B3oM173mXPhKvCHrq5WddmLeRP7Q5w/sl7+fHRvYJ6NPWEmVQZ5BZEgGJ/Q/IapNp4A8sNeB9vKHtn2Iwe6+YRlFIwfMsVx4I9k7b2/72ol0R07kwmrhzHTb092TK4bGn/NxJizyuDy2oOyd0Zupo6dy5dArm83qGwtLQDqvPTAmIcp95RQ0heJO84Ju24KU7crmgW0fiIqFawuWUI8X2xyr9MQJ/U+w60l2lIAEI4trhmSAafHzuYwx+t2j7+atXVOTLuWdXd9hxk4zkhKQo7JH4cJll7KxSOYcpUo8gnFvvWSbS4w+qyAjG6LrtSZDsz2KEwtZBSxQSi1s1V67GXYW1s6WkkijSQF+nURHo0kKpdTzHd2HdHHxkItZ37Q+7udOAfnazq9R6ivlklWXAMZAvKe7Z5j76m49dmNVQ6gExBdVX4S1Z1nsDut9GP/b/n/cvfFuGoINuMUdczDb3Cx+PBK5sFqvbx91OzOKZ9jr3rDuBg7rcxjvloWyMH5R9QXZrmzG5o61i8xbpTXu3/b+MPc/EWHeuHkcsOiAqH1mSmZUuY5E7NRjJ84ffD775u8bljDHIswCadoMLhhyAVM3TGVoVnRyGKf1yPl9XzzkYo7qexQ79AhZPLfP2Z4l9UsYnjWcSYMmceXqK4FQfKJV9mBw5mAqfBX8XPczDcEGBruMeLfR2SEBtn/+/lBTEJaFNXLQLCJhVtGWksiF1cIpBHJduWFibMecHfmt4TfAsEZHukA+sO0DvFbyGsOyhuEWd1QCk2SxYiAjY+36evpSF6xjWcMye5m43HhMgZRKkWFhWR7jte0Rj+2ua3Fwr4M5rv9xrG1c2+6uqzEJGHGBJVnGsbRG1MdjQOYABmQOCLtu4tWXzM/I5+BeB/NZ1Wf2sqmjpjK+5/iY67cLrYx/hCQEJDDB/LOqB/8Z+AW4SEReV0rdE3fLrQSdREfTnfH5nQJSu7BqNJGIyGIg7o9DKTW2HbuTFs4fcn7Cz60BZoZksG3OtkaGPxMRCRNqt468lZ9rf+atsvhWAGtwLiLslbcXM3YO1TVzDtZuG3lbWJxbS4kc7MWy2B3V9yiO6nuUnTAG4MFND9qWNIvGYCM799jZFpBWqYfI9cBIrPLcjs+R586zawdC4iQ+8bh4m4vjfuYUp1bbJ/Q/geP6HRdzX+cMPocb1xmJg98rf498dz4zd5lJjjsnLLkOGNk4Z5fNpqe7Jwf2OpA3d3mTezbewx499wCM7+5Pff/El1VfcuySY+0kQ5Yoc1pVRQRUIGEMpLVtay1szvbiCSJn3GpkAiHnuYwV2zgiewT/GP6PVvXNyRPbP8GaxjVRVlLLcmxZ6QEQN5mm9be5EjStoTkXVjAsrg1eQ0C+vNPLdnbSVFpC24R5fv62djNPjt7GPo+pxHktJ6ov+e/R/+bn2p8ZmDkwysOhq5GMgBwG7KWUqgUQkVuA94CDMFxytnoBabmwBtug5DWazorfEe+tXVg1mphY6QEvNf+/aP4/gwTCsjvRXBkPS0BmSAZ/7vvnsOQ0FuN7jmdBreHpG2lRdL537sMjnlZZHy/d5lJmFM+IElHO95ED8hHZI+iX0Y8yfxmvFL8Ss11nLJyVsdWq6RiJ5QbsFKaptiI523OKY+s4B3kG2Zbh4VnDObLPkcwqncWC2gWsbFjJXwb8hT6e2O7B/9f3/yj1ldqlQUZlj+Kx7R8LWyfblR0W52gts7h62NWh90F/swKyLURaemNxWJ/DeLzw8bBlT+3wFNX+aoZnDeeBTQ/gEQ8nDjgxpX1zYlm1Iom0SB7R5wiQmXbpk7RYIJtxYQUjE+uN627kuR2fC5s46jQEDAF54botXPiHb6CV3gqJSMaFFYzzuE9+7CytHUIbzkUyV9tAwOkg6wMGKaUaRKR1jrPdDCuJjj/QzIoaTRfE6cKqDZAaTTRKqfUAInK4UsrpR3itiPwEXNcxPWs/YsVAnjLgFLuUheUuOcAzABGxs4w6uXnkzRy75Nik9xX5uiWcO/hczh18bovb9ilf2PtJAycxJmcMt66/FSDMLdSyuGW5omM2nYRZCVNcntvZdiyhPXvX2QQJElRBMiQDEeHSbS7l3BXGuUnkgugRT8xz6EQcify3y96OVY2rwq6Rvw78a2jloD+hC2tbScaFdXT2aObvOZ9ZZbM4rPdhQHgtzYe3ezilfWoJzkRRNwy/wRCxn71hx0CmQ0Bakw7xYkYBDu59MF/t8VXK9506HDPfAV/81dqA8/6Xju+hM5LMUb4MfC8ilq/J0cArZgbWpWnrWRfCskA6s1VqNN0Fv8OFVWdh1WgSIiLyO6XU1+ab/UmQrC4FOxsOvAAMwrB0TlNKPRixziEYiXzWmotmNpdhvTVYA0znQPPa4dfar7fP2R4IpbB3ZtS0iCxJ0dy+ADJcqR2sOQVcZB1CgLvH3M3FK0MuowMyB7Brj13t987MphaxXFidhFkJU+yGGBbTGeN4YgmpcT3H4cJFkGBSiWsSYWWmBePcvVX6Fn/s+8fYK0e4sCayerWGZCceRCRmAqCOxlm43i4V4SjDkA7hYtUmTeTC2ulRDgEZTI+AtO5JiayPnRLVestXs1ebUup2EfkA+J256CKl1Hzz9emt3nM3whKQ2gKp6Y74tAurRpMs5wHPiIhVg6ESSGyiaRt+4Gql1E8ikgcsEJFPlFKRk7tfKaWiq3CnkERZWAG7pIWVYTJyQHpsv2Nxi5sZO81o1mLn3Eciy0hriFf2wWLvvPCy04M9gxmTM4a3dn2LoZlDERHe3OVNTl12Kn5lpLBuTkA6RV46rW4tia+0LIdtFZD1wXr79fCs4UweNjn+ykE/GY45yljZdttChmPI2xUFkUc8HNX3KN4vfz9kCVdBMk2BpNLoLR8vC3CXQAvI+ATTKCBNVgNea30R2Usp9VOr99rNaLIFpLbOaLoffp1ER9OFcSaBSjdKqQXAOEtAKqWqmtmkrfsrBArN1zUisgwYSgd4BzUnIEdkj+DsQWczMW8iYBRot3ho24f4XS9jjnr7Hts3u68wC2SqBRfNWwPPH3w+T20xSmZMzDeOZ1jWMPvzUdmjbPE4Nndss5kokykv0VqSOZ54fQqoAHkZbSu27rRANrt/5Q8r45FOC2Sqz3N7ccbAM/iq6iv2y9vPWBAM2OcsqNI3w9sVBbeN87yk6RzZHhhdTWi3wQLZ7HSUiNyOkXX1IeA/5t99rd5jN6SxmwtIpZMDbdXoMh6arsyTsyrTvg8RCbPuKaWqIsVj5Dpp6MMoYE/g+xgf7ycii0TkAxHZNcbniMiFIjJfROaXlEQnuGkOW0AmGEBdPvRy9s3fF4C8jDxbTLY086hzH+m0QMYTPBdvczGfj/2cWbvMiirlYGG54/5vh/81u8+MeTeFXqfTAtkCb2qrlIhV67G1XD70csCoBdoswUBYDGSqRUuYgOxqA32THXvsyOfjPg8l2VEBMk0BmU4LZJemPQSkeT1lJG2X6ySk2QJ5CrCtUsrb6r10c5p83duFVevHrRudhVXTlVm6tl1yvd0rIpuARCnt/g28m+DzViMiPYE3gSuVUtURH/8EjFRK1YrIUcBsIMrMp5SaBkwDmDBhQovv+rFiIJvjwPwD+bHmxzDrXbMohefbqZAXvt9U4RSNiVxp8zLyElrnntrhKQq9hUkJwoz1c2GgUfIgnZlHWyLUbx91O+sb1zMmJzqmsyXslrsbC/ZakNzKEVlYU22BdJ6LLudqGA8VoN4sQu6sNZoqjuh7BHMq56Sl9EW74bSypUlAOssYdSnSGQMJ/Ar0BopbvZduTqOZhbW7JtFxCshgUOFy6XqXWxM+nURH04UZM7RdLA1FwP3NrLMyHTsWEQ+GeHxZKTUz8nOnoFRKvS8ij4lIf6VUaSr70ZwLayz+OvCvHNn3SPp5ojOyxqWhFM/CJ+DAcWH7TRXORDNticEbnDmYwZmDk9un47baXmU8mmNC3gQm5E1IaV+aRQXCbKQpj4F0nIu+GdFJnLokKsi6HoYYHpU1KuXNH9r7UD7a/aOYWZO7DNqFNT5pFpB3Aj+LyK84ynkopY5p9V67GU3dPImOUzP4A5CZtpyCms6IdmHVdGV65qT/hqWUOiTtO4mBGHUZngaWKaViClgRGQwUKaWUiOyNEbpSluq+tGYGXkRaJh6Nrey6d5BeF9b2Ggy21/G01FW43Qn6w96m+vyHCcgYWYC7JCrIGRuLWTJ4NIf1OSwtu+jv6Z+WdtuNdhSQXc8C2frzkcyRPg/cDSwmrJiKxqK7J9FRYQJSkenRFsitCcsC6clI3gLp8yvueKaUSUf1YtthXTj4XtPl8bdjEp0O4HfAmcBiEVloLrsBGAGglHoCOAm4WET8QANwmkpDYLs1cGoug2qbCfrssgWQZhfWFFvAYqIUPR2zz+kcgLbEAtkhRAjIVJ9/53fb09UzpW13GCrIDnUNvBk8Csy4VU0EWkDGJ80WyHql1EOt3sNWQHdPohN0jDXaM6OhpnMQMO8vmR4h2Uu8qNzPVwsbWLiiibfuix/ftKnER3F5gD13TJzmXqNpLb5u6hkCoJSaR+K4S5RSjwCPpLsv7RYDFBEnl04X1lTH4MVEBejpDwmndJ6/Tm+BjBjMptMCaRjvuxFpzMDa5Qk7N+k5T1YyrQpfRVraTxtpTqLzlYjcCbxNuAurLuNh4vV3bxdW52+vux6jJj6+gMIl4HFL0kl0rPVq6hNvcOYthQDMfWxEW7qo0cSlm1sgOweNlVBphHimXUAqf5hiznClL+lMu1gTAj6yg+kTxLxxBJh5cFqShbVDSLMFsstZh5LCvHa0gIxPO1gg98436sMe0feItLSfNtJsgdzT/L+vc5fAoa3eazfDuh6VMurkubtZkhmn16K2QG59+P0Ktxtcrpa5sFqUVwXo26uTu05pui2+dvQMEZEFwDPAK0qpLjYV3QbeORm/awmMHpL+QXogvBB4ql1Yc9ztnJ0zQhCnvD7h+o9hzF5AF7BARgjIdNaB7HZoARmfdsjCmu3K5rs9vut611g6BaRS6vetbn0rweniGQiAu5Pfo1tKZAykZuvCFwBPhuB2SdJJdJwCcsnaJg7co0fC9ZVS3c+lSNMp8PubXyeFnAqcA/woIvOBZ4GP0xFz2Kko/YXAIGM4kfY4OxX+haZ6wJYt7exOHyGI0zkATbk4TTURg9lU14F04eLE/idyeJ/DU9pup6ANQqDb4xSNbXDZbI4ul4EV2nQ+4kqdZIoep7swclchGMROLNMdBZaOgdy68QcUGW4xLZDJbhN67fU1f8342neQr9mKaE8LpFJqlVLqX8AOwCsY1sj1IjJFRLpJ2scYBP0EzPkfpwtoWkizBbLdJ7KC7ScgO33twwgLZKrrGkpTJTcMvISJeRNT2m6nQFsg49MOMZBdljRZIDu0MHJXQikjQ6XX1z0FpHPuPKAnubY6/H6FJ0NwuSRpF1avY6IhGatlozdIpke7uWpST3vHQIrIWAwr5FGY9RmBA4C5wB7t2pn2QgXxm8KrPWIgnaR8f2m0UMTeX5qPx0G2q5MnK4sYzKZ8MuJRcw7n6m40TlM6BrJZ2iEGssuSpiQ6HVYYuasRVJCZIdShumWSmbAYyG4okDWJ8Qcgw224Zif79fvDBGTzGzU2KfJTO9ncYgIBxZYyP0MHdkE3FE1c2vOebMZAVmLUZrxOKWUlnvteRH7Xfj1pZ1SAgCkg026BjBBcKd/fAxnw+71S22YiTAukKIUSSaubaacXkI7vdoBnQAd2pAthiW4tjOKjBWR80mGB7KjCyF0NK7TFk2G6sHZDF8+wLKzd8Pg0ifH5TRdWSd6F1enqnMw2jUm4uaabJ2dV8sbcGl799zYM6N3FAuE1cfG27z3rZKXUGucCERmtlFqrlDqhPTvSrgQdArLsN2j6HIYfkp59mS6sf9pSxnuD+6VnH+2JKSCzA0EaMtwhC2TRT1CxAnY6LWW76ioC8ssvF+K6oraDO9NFsLM4amEUFy0g49MGAdnp0r2IyDgR+VZEFovIOyKSby73iMjz5vJlInK9Y5sjReQ3EVklIte1Z38t44otILvhtRkWA5ngWltX6OO6R4qbjXn7+pd6Vmzwpqp7mjTjDygyMgS3WwgkaYJ0XifJbNPY1PECcuGKRgAqqtvvR/zuvFoWrWxst/1tjbTzpNcbSS7rXqiAHQOZ8fMj8Foac++ZLqy3LFvPN3t8k5ZdvPzjMp7e4em0tB2FKZqyzZk2W0C+NB7e+0sb2w5/YHf6GEjzu80NBFPf1+6ax0oLyOZphyysXZZ0JNHpQJ7CcP3ZHZgF/NNcfjKQZS4fD/xNREaJiBt4FPg/YBfgLyKyS3t11rKudOckOmFZWBMMxpauaeKHpY2UVCTOiHLTE6VcdNeWVHVPk2b8AfBYZTxa4cKazDZN3o6/qbvd7f8bvv+Vcv7+QHG77W9rpD3c7kVkJxE5EeglIic4/s4GOrnZJwWoAGdvKGJ3zygOK6lM775MweUGslwx6gSWLYXPr27dQNFse6faBvbouUfr+9iifRoWyBwrWDwy60RjZevb9teHve38Fsg0+pt7a9LXdkdiC8huGD+VKrQFMj7dyQKJkb3uS/P1J8CJ5msF5IpIBpADeIFqYG9glVJqjVLKC8wAjm2vzlriKtO0QCZroelKOJOgxBuMlVT67Vi3RFZKTdfD7zcskIYLa8vrQCb6TVglbxq98dcJBhXTZlWwpSy9qVozzFCq9hKQyZ5LTdtopzIeOwJ/BnoDRzv+9gIuaJcedCTBAEMbvTzX61J6pTvoNCJraRQfXwgL7ofin1vedlN16/rUFkzROrzBDJe1bgtus4RFzYbWt+2rC3sbU3B3JoJp/LE2lqev7Y5Ex0A2jxaQ8Um3gBSR/UXkryIyyfpr9R6bZwkhAXgyMNx8/QZQBxQCG4D7lFLlwFBgo2P7AnNZFCJyoYjMF5H5JSUlKems5d7psS2QKWm2UxFugYz+/Lf1TZx6w2bWbPaZ6+iBcXfCF1B43FYW1iS3STILq/W7SSQg12/xMeOTGm79X2lyO28lGaYFsr1KitQ1du3fSVlVgLtfKEuqTEtH0h4TAkqpt5RS5wB/Vkqd4/i7QimVHj/LToV5jgPtEJoQT2SseR/+IyGrW9FPLW/bWxV6XbMJCr6Mv26qMAXxnUvWcsuImxmebQ55cgYa/+sKW992RMkTl3RGm4EDlcabb6Cp+XW6Iul2Ye0OgksLyPikKQsrACLyIrAtsBCw9qSAF1q7UxGZAwyO8dG/gHOBh0TkJuBtDEsjGJbGALAN0Af4ymwnaZRS04BpABMmTEjJqMK6Fj3mmeyOLqzOGMhYx1duxoyVVgbirtNSAkHFyg1edhrVyWdMtwL8fnC7wR1MriQHJJ9Ex+MWGlEJYyDdLkPYNTSl98ZvCcjGNO/Horq2a882PfZGBZ8tqGfiLtkcOqGDU+gmoD1q14rINUqpe4C/ikhU4JpS6oq0d6Iz0C4CMo4FcuGjxv+SX4z/jRUtb9tpgXxhHDSWpb/kgynyevkDHNP3T6HlLnNQ0ZZzaloXevn8VHm6QGIw5+SAUpDKmpzptG52JOkUkB+eC7+9ClfUpva7aG/aU0BWb4CMbOgxML37SRVpqgNpMQHYRanURSArpf7QzCp/BBCRHQDrjvpX4EOllA8oFpGvzb5tJGSlBBgGbEpVX5sjKolON7S+Ob/5WIMxSzBalohUWGG/W9zATU+W8srt2zC4Xxd48HVjfAFFdpaLQCC5khzGNqHXibaxxjRNCaxYlptruoWA23RhTWQNTSVVdcaDrKs+l63sppbw7qy0k1fIMvP//HbZW2elPaw88YSAtdwaEAVakZzK6fLZWNby7VuDihBNFpa1sDmX3YRtG/eYV39YStGpH7S+nfYi7LtV2AGh/kbjPGTmpajtboLzekmHMFryrPG/fBn0a7fUIqmnPZPo/G+k8b+r1BpNswvrr8S2FqYFERlo/ncBNwJPmB9tAA41P8sF9gWWAz8C24vIaBHJBE7DsFy2C9bY2IqB7I4urM7xf6zjs2LcmsyBdyoG+rUNxo+8pl67G7QXwaDiuXcrqawJ/5L9AbOMh6t1ZTwSWS0zMpq3Llrbp9u11BJCDe2UEba61jiwHtmdW4DFw5ossybPOivtYYFUSr1j/n8+1l/aO9BZcArIdGW9jCsgI4RWa8RsLBfKQBsEXDI423cObq2ZpRRYIAd4/eyWMaL17bQXYQN9x/Xz0gR4OL+NbXdHAZlmYWRZwVtjze9MhJ2bNJynnx813OfTmQQqXaQ5C2t/YKmIfCQib1t/rd5j8/xFRFZgiMPNgDkFwqNATxFZgiEan1VK/aKU8gOXAR9hzAK/ppRaksb+hWElwujWWVidSXRiDMasgX2TbYFMgQureU03tZM1SAObS/288H413/7aELbc7zcsha3OwprIAuluPgbSsmCm+7dlWTrT7SprUVVnXOS5OZ08LikOPltAdnBHmqE978ki8omI9Ha87yMiH7VbBzoKMc33TgteutxZ41nkIoWlvxUWyFiDKX9D9LJUEowjIC3rW/UG+PQyqCtqRduO4wl2gdJZURZIk7IUDOm6pQXS6ZqZDvGSgkmMzkC6XVi//pfxv6kq8XqdDaUI+521kGQe/be2uvVWoJR6EHgwxvJajKQ6sbZ5H3g/zV2LiTVJ5rGzsHZEL9JLczGQ/mC4BTIVVlhrP4lcG5Nl6domLru3iNfvHEq/Xu42t5cMBcU+MtzSpdxvLUEQGY/oDyjcbsElQjBJE6TPr/BkGNbDRL8Ja5I90USBdT2l2z08IwkxmyxKKarrgvTqGf96qzZdWHtmd1EBaX4vnd2FtT0skA4GKKUqrTdKqQrLq6Zb48owfujOAZSvDjLSEMPenAurRWsEZKxBuL8Bstpo/UpEPNFkubCu/wg2zIX6Ejj61Za17TyedFtSU0FkDGS62i5eCMtegYPu7roxBBBfGPkbjUmH390GPbdpffvWuekKkw+JSLeA9PQ07n3eDsji3BbaOOnQ7MhFKfUFhjUwz/xbZi7TEMuFtW03vW9+qaeguHPd6JuLgbSthb7UubBabouNKagPOOtzo/6TVSi+Pbj3xXIef7NruX1Y32OkgPL5jSysbnfyEyS+gDGp4nYljoG03J8TJa6x1mmv8jCJEvokyysfVXP8NZsoqYw/611lurBmZnbMAGbxqkbue6mM1oa3d4V4b6VUe4cVBETE9hUUkZG0ZYq3q2BZIJ0DqNbEICZDPAEZ6aLYmv3HarujLZBWHUh/eEmOpAhzcewCFrgwAZnigb6z7dd+D/PvBV9tavfR3sQTRqvfhl+fhi+vaVv71iSGtkAmxorNbaoMLesK7qxt7GOzAlJETgF+wLD+nQJ8LyIntWmv3YiQBdL472/jtXnjE6VMujVx2u63vqzh0Es2UNtO8YFhZTxiTdBGJdFp+3jJbjMF1iAri2eyGURTQV1jkPo2lmn450PFHHP1xuZXTBG21TdCtPsDkJEBLoFAkmLD51OmgJSE592eKEhgaQ7FQKZ3HG4lhUnFpMXnPxmlBKpqgmzY4uPDb6MHKpYFsqNqx85f1sj739S1WmBZNWGTjYvtCILB9IXixeFfwDwReVFEXsKoaXx9u/agI3CZAtJpgUzXACqdLqwxLZD1LW+nJcQTTdbg3UrmI63wZnG219UskLHmXdryYw47z+b37GuFKO9MxBNG1us2T350QxfWdNyXPGYWcqeA7ArWyDZaIJO5I/0LmKiUKgYQkQHAHIy6jFs9dh3IdszC+vaXxmC0qNxPzx6Zad+f04CUKAurJTxSMeMfadVsCy5rEi3Nhdu/+aWezaV+Tjo0n0BAtVlIL1gePQC6+sEifje2Byf8vg3Z6OJgfW+RSWT8Zh1IdwvqQFqJd/wulZyATGD1s85juoWAP44Lr5NbppWw3bBMzjyqV8K2rMkUlwvOvs2YEDpyv55h61SZZTw6yu3d+i0b7sYtt4Jasc/p/l21hA1FPoYPzEBM1ytfO4tzpdSHIrIXRpI3gCuVUuktYNoZsJJtOOsopsviFTeWLeIabk0Snc4UA2kLyHLjv6sV4RfOAWJbsrm2F/GS6FgEmowSCa1q23Hd2NdrDeS2W47I1BMmABzXjiVk2iyWuouAjHOeUoXHfLY745S72u+tFSQTfOOyxKNJWZLbbRVYA+r2TKKTYT5H2is5RJgFMpaAjEyiE2Od2oYgNfXBhAlVnAQi4irbgpUcpbUDdX9A8fBr5ZRXJW7gkx/qmfWZ4S4bCKbn+1mx3su6wvTcmGx30ohz7vcrMjJanoU1MwPcbkn4nUdm8I25TjtZuCwBnSgGcsUGL2s3N3/+Y7lzR1oaLQtkOq6Tt7+sadYV3ttGl3Prd95Z9OPiVY2cPaWQd74KWXvTnbk3DvsDh5h/+yZcs9tg3mS9Dkt7e1sg3Z7w961xYY01oPK1o4CMFQPpNZ4prRrEB7uYgAybHDBv/E7LaVvEvLNt2+W6m7qwWkKmrZM4zhjIlbPh+3+3rb2OIu0xkKYFsn5LaFlXEN3pdmEFPjQzsJ4tImcD79FBCWs6I5a4CgnI9O/Tsha01+DIKQASWSCt/sSa9T/+nwUc+4+CsMFmImHhT6kF0nJhTdzWaTdu4p8PFUct31jkY9bntfzcTAxlkzeI1zwH/kB6Yq+afG23bMbDcr+OFHO+AGS4jPOY7ASAz2+U6HBJYgHojyNanbSXi6d1bSfKwurzJ3f+fb5wt26IvpZtAZnqUJ+g4r8zKrjk7i0J17N/r60UkNbvvKNccCNZscF4YK91TLC0cwIdROQuYDKw1PybLCJddNTVAmK5BKYlKyTJJ1ppVRbWjoiBjOfCGmFRbU0/upwFMsZ36zxufwM/LW9sdjI3JrEEpK+m5e10JuK5ZloWSG9bj89hgXz7eJj3rza210GkW0C6zWRhDY7asV3i95b+JDr/BKYBY82/aUqpa9u0105GXUOw1YkkrPF0KAtr6wcsyQ7O3e6276slOE9NrFi1yAF1LEufJSKcFqxEg7t0WCCbs54Vlwdiuo3arnrNnG+fP3RMgUDqLEvWtRkIGqI0bQLSFnMRMZCmBdJIiJNcWz7L7dUtiZPomO0lrAPZTi6e8bLQOvEHkjsHlnB0CuNIAWklDkr192n1r7YhcbtWzGdrJzpsC2QniYG0asbm9Qg91jog0c9RwOFKqWeUUs8ARwJ/bu9OtDsdJSCdFrvIGL8uEwMZx4U1ckzSKgHZDWIgHZbkQFMD/3iomCsfSFDSZMWbUB0jd4CzbcsduM0Cq4OJJ4ysY3XG5LWGVNQi7QykW0DGigHvCudMBdnoHc15G1tXaSopV1Sl1JtKqavMv1mt2lMnpao2wInXbeL7Ja3LGKeCETGQEYPBZeuauPSeLTQ0Nn/RJjuQ81iTZ+0kIJ3j/1iD68gBfjLCELCtdbFIpQXSFtyt9LWzxEBzwsFpHfQHU2eBjLQUtUZQrSv0sagZC6otIB3fcSCoCCrj+jZcWJO1QCo7C2sigWGd00Tfc3vF2Fm/p4YEkxZev0pq4sY6ns2loYs8cjLEWqe573PtZi9XP1gUldwoHsmeL+t68rbWAmkeWmdxYbWSivV01NVs7xhIk96O14mDZVOAiBwpIr+JyCoRuS7G51ki8qr5+fciMirlnbCsH06xla66e07B5bS6RLjrVTZmMuWpUu5/pTz5tmMJyHRbEuK5sEYlBdoKLJBh36eVCCYUy1pZbTzDCor9VNTEEvtN8M5J8NL4GG13RxfWGOcLQr8FK4Nvq+kmZTwIMqfmOGZWnZ0eAWlJqbAsrF3g96YCzKo6m7XenVq1eVwBKSLzzP81IlLt+KsRkS6QXig5KmuCeH2KorLWPezsMh4eK2lD+OdTnipl2TovG4qav5iSHfhltLMLq3MiNDLBCkSL5kQWFacI8yYSDUm4NiZLW2MgbeHWzH3H61NhIi9VFmLLOheqs9nyds+9vZC//zfaPddJrDIe1rIMt5HNNtldG1ZLI4lMovOQKAbyrS9qWLHB26wQX7HBy+NvVrTaiyDUZ+N/omvO70+cFMhez+zzeoc7ZeT1bh1zc9fJkjVefv6tidLK5C7gZCcurGu1tVa6UBbW9Iu0z+bXMfuLxNYCywLpcjzV/O10j3RwJ/CziDwnIs8DC4Cp6dqZiLiBR4H/A3YB/iIiu0Ssdh5QoZTaDngAuDvlHYllgUxbDGQcl0+Hhe2z2j9zwo/P8cVP9bw7rwUiIVaf012APt7xRMavmQLyva9rWbo2yQRBYTGQXaCMRywXVocFsqIqJGQ+/i5GBlUrBq2hJHHbFt3JAkksC2RF29qPVcYjLQIszagg/y5+kEdKp2gLpJNggF7uFkywRRBXQCqlDjD/5yml8h1/eUqpNFbVbV8sK0BrLV2WdSXLEpARg7HicuMGbsXhJSJZgWMV7m5NnwNBxVtf1PDYGxXUJ2EVhVCmWYhd4iAyhiuRBbK5eEq7nxGlQdqCde5bO871JxnrZQhIw+U0FVlYLSyh0VaXw+aIFY9ofUcZbiOeMfkkOjRbxkOpkBiLdW6fmFnJx9/Vhk2sxBIrV/23iNc/rWlz/caQC2t0hz/9sY5PfzRKXrRkYmDDltCgNsqFNckJAWsCIVn34WT7Fyq7k1y7kfiTnFhJBbc/U8ZDryYeDFkC0jmx1l6JxiyUUtMxEufMBN4E9lNKtbD6e4vYG1illFqjlPICM4BjI9Y5FnjefP0GcJhIiqunt6sLaxyXT8fyBU1/aGXbMURGuoVXIN7xRAvIipoA/3m5nKuamQwMtRdhgezsbqyxXFgdrshbtoQEX3as+rm1m6MWlVcF+Pj7uvC2rQy9Xd2yFsc186FFf+TQ1esNgdyW69d2YXVMWLTGNbyDCfhjnyeC/oRCz+tTCSemP19Qx1cL60OTHc66ol1BQKoAqg05UZOpA/liMsu6KpYgShRrt6XMz49LY7uPWOLKihFzCp4yR6B3MrP8SVsgrcmOVtSrW7XRy4OvVvDG3Bq++zU5lxjr95bhju3CGnlskUI4XACElie0QFrlHVJQky9kgWylC2uSA+Umx4DcyMLaqt1FYQkNb5IWq9ZiZyF1CChrAJ7hbqELa6B5F1ZnU5HnVilFk0/h9Yefx1iTJladz0Sup8n2GWJbIGd/UcMbc43BS0uS3hSUxHZh9QdC4rm59iyrf7L3h6TjVC0X1lZO0ljfS3vWV01ESEAmN0mVSkRkL+sPGAIUmH/bmMvSxVDAGfBVYC6LuY5Syg9UAf0iGxKRC0VkvojMLyouSyrswqZdXVhj1PODcGHZc5uwTWobEh/L5wvquOzeLQSDARqCOXiVozxWuoSw3b6fp8r+ydyaoxPXq/M3MONjw/nL7YLKWC6cVpNK8dgbFSzd5DiOb2+F/2Z2brfNWNZYh3j55IdQ36vqYnynTgGpDI+gk67fxF3Pl1Fa4yiD4quP3l9XRAXZ4hvKnJrjwq6d2Wv3MT5WtM2N1Wqzen1oWbqTSqWB8jpHxULnb+ydU+CRXjE9DzZs8XHk5I18tTD+8d72dBm3TCuN44HRySdrAFSAqkCfVm+ejPTc1flGRDKAGA7mXRNrUJfImnfFf4q49pGSmAM4a+LBJeDxSNhgbPn60I0vmVgc50A50UDdirdsTYKZytrQj8fKWtgcVld6ZLtiDq4jZ/kjj7W+seUC0p9CC6QtIFs50LUsGs1ZM5xlEfyB5GLlkqExygLZ+nYTzabZbsOOc25dk54MEloTI7FiIF2u+El0nBMNUdeQI+7TuX2sa95yH2/RgDcGiepAen3KttgnY4m2qKoJxlxuHYe7GRdfwN5vstbf5GMgjf9ttdK1hwtrMlSZ9zZfjOu3HfhPgr/72q0XbUApNU0pNUEpNaGqMY8/XVXAlsjQjpLFsPBx++26Qh/vf13DB9UnGwvaPQtrhAVyzJ/hjAWozF5hm1x+X4KkKxgDwaVrvWyoyOFPa5dzacHs2PtLA8rv45XKy7ij+JHweBGHy6U3mMUzm8/j9U+NSayGJsUJ126K/n5MNpf4eWNuDde/MSy0sHK18d/pZtfZCPop8Q/i18bxjiysIYtXUU0Wu2f/QJ6ngYrqGNdX1ZrQa38DR1wRmlt56MsdOH39l8Ybyy22CwnIX1c3Rcd9qiD/2PwK/y5+kEafMdBZts4x7lRZUL601fvc3DCI1U07w4a5oYVdUEBWNoQEpHI8SG/66v+4fuPjULkqapvPFhiTDD/FSKwYyeKy4caLrmaBDAaoDvZu9eaJYiCvF5EaYKwz/hEoAt5q9R47GdbgPFHckxV7FCsGySkgMzMkLCFFRbXDkpPEfco5kEwkaNviwlpTZyWaEFasT+4Ct46xR7bEzJYZOUiLtEjWOWZ/A0m6sNpJdFIQA5lsGQ+LSNFqDUiTiYEES/SkzvphnfO2uhw624hFrCQ6tgtrC+tA+v3KiJt0x9/Geb1Hnlurn16fChOasX6nHvPZECs+tyU4EzdFiiKvP3QdNye4nNYO52/UaU23ruvcHFez32fIApl4PYtkXeGte1Vbr9N0Z2FNtn/WgNLbARZIpdTvE/wdmsZdbwKGO94PM5fFXMecAO6FUc+5Wf56k9OiE4QXxsKnl0CNsYsLphZy38sV3FtyL1dvfoWA82JuFxdWxz4CPsgbRlOfPfhgTXhSiPWFPj79sc5OtMT6OfAfsUWVNQm1ojgPgNVex7x5mkTGf6eXc8QVG6hpDA3DVBwX1juKH+KlsosA+MPePezlPy/cDK8fDr9Mg7Uf2MvvfN74emsaMwiqCFfPNtYGnPlZDcvXJRmDGQelFC+8X8WmkggrjQpw6vofuGLTTGJlYa3zehiQUcjAnCq++7WB258pZe58x6RF+XL7ZbAxPFXHvHWDKfSPxKc8oXPbRQRkRU2AK/5TxOT/REyEqACF/hEAlDUZ1+6nP4TOR4PqAZu+4bP5dQkzncfjjLWfcEHBh1BXGFroS3NW4jTw+qKR9utGX+j38HX9EXxffyh4o9O6WJMzkoSZ7R8/XmK86CAL5MIVjRSWtuJaVgFqAr1bvd9EMZB3KqXygHsj4h/7KaWub/UeOxl2fFmCgXWffOM0bS6J/oKscaa4jIeQc8BSVRt6uCVlgXT8vhMNhkMurC0fHFm15ybsnMPKjd6krAeWm26PLFecLKzhyyIHxE4B6fwssQuraRlu5hhPvn4T/3o8RsC8A+sYkx1YR95oQ4lxkrM8NXkVSqWuvl+klbwtFqNE15XtwhrhagngfBHdrAAAwg9JREFUcUvL6kAGjAkVow5kHAuk4/xEHpN1rJFZT2MLSOOBUN+KB6QTp/BwWs3B+G7rGmILucWrGsOuZXuQGtl+jJqQuTkulEo8uWHHQCb5vSdtgXRMeLSFdGfJTeSqZ9HoDVLXGH087R0DKSI9RORGEZlmvt9eRNJZxuNHYHsRGS0imcBpwNsR67wNnGW+PgmYq1qQccpe9dvbQgs3zWNDkS/st/Bzw++oCDg8Y9vFhTUi6YxkUFwRul4OGhsa4kx9tsyo86sUzP+PsbDweyA06VlW53D5jLW/FPL2V7X4/FBWn2UvCwtLcex3Xt2RABw2IYfrJvXj5vP7A/Dbgh9hwxz45G8w8yhQhsfG2s2hwevPDfuH79jfcvFX1xDk7hfK2FLm55HXK7jknsQW3eYoKg/w3LtV3PJkadjygPMhHcOFtS7Qk1xXNYcO+Ymi8gCfza/njmcccyGWlRWor42dIKcumOfYR9cQkCdea0zYFBRH9FcFcWGcs7JGIzVJ/94ha1tD/wNY9s1n3P5MGY+9UZHUvhqagrz9ZU2YpS7gtIB0QQvknJUhl/Z6X0b0Co5kSj8ubeCc2wvt/AUlFbGfP87neabb/L15oy2Qn/5YR0lF8tfZguWNrC5omfXyqv8Wc8Yt0fG/zREMBNjiH9b8inFIpg7k9SLSR0T2FpGDrL9W77GTYQ1IE8UT9utlKLbNMRR+yAIpeDLCXVid7qLJDGScA8REs0VW/oPWCEgrTmivnbKpa1QxjykS6xhzsiWOC2vk+wgLZGNsi0yi8gEBhzUoEWVVAb5dnPiGZg1ykh0oR4oHu2B6An1ixexB6JpKuQtrCiyQCTOMOtyGLaEYSqJjulsmeUg+n1k70h3f7dUSHp6M+BZIny8862msBDeWgGyzBdKvGNzP+K2XRhSq9vqUo+xGaD9byvxMvr+YB6aHMplFxltZCbZiWSNzs62arvH71WILZJLrtSUpU7y45nRQHstVLYJKh6twR8RAOngW8ALWqH0TcEe6dmbGNF4GfAQsA15TSi0RkdtE5BhztaeBfiKyCrgKiCr1EUn/3qF4saraoBFH9e2U0AqNZXxiZsG87vSe9uKw2ew2ZmGtrgvEnmRUfmZWnU2Rb5voLKxuj5174L4hf+HW05q44LhQn37b4GXF7Hth3YfGgowcmrxBeyL46fk7x9xfS/EHVNy8CZE8vOAA+3XYBK0pIJWCbJfR1skHZ+ByCYfs1YNdRwRYtyXiHDeUsmGLj4YmxaUn9Qbgt6ax4euYFr0vf67niCs2GElAmmHJmiY++q4u3CLdBizrTuQ4p9brFPDGuQj6Grm7+D6+rzuE2mA+ua4atsnaErvhxnKs0hO11cb1ueeOWWGrhAnILmCBTDSBVloVOn9lTYaAdKbHahhxjO32+t7XdTz7TmWz+5s2u5L/zqjgy59D1rQS/5DQCmmui/rj0gYOvWQD1XVt92CoqQ8y45Nw62K96eobNk51CMj7XipnfaGPZesMEedMhOfE2b86fw+8wawoC2RDY5Cpz5Zx9YNJJr0C/vlQMRf8O871HQNrPBI5JbilzM+hl2xIGKr2wmcZFPi2TXpfkSSTROd84EuMB9QU8/+trd5jJ8E62ZZwTCRUeuUaD9NYJmJrICViWCDD45+cSXSa75Pzgk6UUdIa3LfEhXXRykbqG4PU1AXIzREG9jGOqTpWIHrk/szdWDGQkVaoSOtq5KCtrsF5XI6YsCTqRabChTXYQgEZ1wKZwNLizPwYyq7Zgk4moDHKhTXxcawr9HHnc6UxBWyiiQmniGmKOIYMtyQVr2fhDyg87sRJdKz9ZXokqt0wC2Q7xEAqZdTtHNzPmJ0sixCQzmsnTNCa/bFcukoq/VEWyF49XVF9t173yDY+S3ReG5KMvbT7l+R6vja4sHq9sc9HOih3hALEOzbnfTc8C2vauhWPbZVS9wA+AKVUPXYxtfSglHpfKbWDUmpbpdRUc9nNSqm3zdeNSqmTlVLbKaX2VkqtSdxiOMUVgfAkGgBNlZRWBRjQ280fJ3q4Y/C5AFQHHQkZTPfS9YU+Dr1kA7+ubpnl67h/bjIshhFU1GfySOkUrto8I8yFdXXDtpQ09rZ/u/0zisBbQ8+c8NN/0Senhd4E/WHXV1DFGBK1Qgg//24V1z5SktQxLywZYb9ujGGB/KLuKBqDOfR2lbLDkNBgdlR+Keu8O4QPHGs2sNwMTZm4Sw6D85t4pvyfhti2MGMKb/1fKT4/RhKQZnBOhjfHVwvreSBB7c2icr+dRdaq0WxR63WIPfPACiuEj2pO5votz+Mnk56uGnq743hgN1VCvnE+LQF53MF5XHJSbzwu43uMJSALin2tyrewpczP4lWxY+QamoJ8tbC+zR4aJXHKNzV6g5xyTw4BPABUe3vY+7XXGXYMJf7Qd//iB9Xc9lRpwj6Vmha3KU+HLJabfSPt1xuL/QSDKuks/k6mf1zNoZdsiJmLQSkj4+nLHxqCb1VB61xAnW0/OauCabMqwz5fXmJ4STjrwwabQgLSeVwihtU31rE67xsAR65dQYlpBQYg4KXMnPyMshw7+Pezpfzlxsiog/jM/KyGQy/ZgM+vWL6uKW55tm9+MSad3v+6ltlf1PDkzAr+8WCRLYi3lPl54fPspPcbi2SS6EwGJgLrlVK/B/YEKtu0105ApelearsHJmGZieXCGh4DGT54qawNktcjxmxHHJwD7UTWFLv4epLiqrYhyNX/LebDb+uorg+S38NlW218Sdw0rUnenKzYsZctcWF19jnRvp3xaG0lEGzZQDnKAml+p4msRM6HjzXgb841sTms5D8NERbI5gTC7U+X8skP9ayPMXOWjAXSuU87C2uGkJEh+AOJE/FYeP0KT4YRfxqvv9a5yfJI1Ll1xkA6r6dYmVZTYYG09mELyMrw37pzssN5PJY7uddvuLKeesNmXp0TPuOZbwnIOC6skNjd2bZAJnl4ybpqt0VAOhMtBZP3hmwVTgtkvEFePKtjB1ggvSKSg2k+EZFtgbYFjHUA+bluss37/ZYyP2z8zPjgmDchI5va6jo++q7OqEkcDDAww4iRqg6zQPqZNquCi+4yZtM//6l5y8XH39cx4+Nq+3teHEOAVTcZIqPQP9J+OFXWBLhg/duc+8FfbZezfqaAtH5jTnzKGHTjraG4PPbgzo4dDPopLjdm8z9fEKP2IMYzdu1mQ7h9u7iBlz8y7gGRngzNUVOveOvLGrw+xdrGUdQPOIRVPY4HoE9GaZj74KjcQqqDfanY+8FQA9XrWbXRS06WMGxgBv4ABHFzTaEjcX6g5WUYYiasicMt00p5Z15t3Am9xatC36k74qup9oYGtJY76+oiT9g6ua4aertjhK0ULYCajdBrDBASkD1zXJx0aD73/GEOAFWBvqFtgn6ef6+KSbcWMuvzlteEnHTrZibfH3sA/8w7VdwyrZTDL9vYpkRjkRZI6/njdFMGqPMbvwvn+KVB8inZ5oyw9T7/qT6uW2ZZVYCvf4m2nG/2G2HWpf6BnDVtJH+4bCN/vqqAu19oPpTa61M8+Go55VUB/je7Egh5wjnXOezSjUz/qBqr4l2ix8qC5Y0x6wKXVQU46soCps0yxK/TEHPdwCvJdVWxtGQAAJ8vCN2PGupCx1znOH/77pYDENOlNJZB6bPao0Nvgr6kvGfm/FhPkVnuzxlb/OTMipjrv/C+kQSrui7IJfcUhU1SOc+JNWapqQ/y0KsVvDqnhp9+a+IKM472kruTt3LGIxkB2aiUagQQkSyl1HJgxzbvuYOxHlDWQCiRGLMGe7HcPS3R53IRw4U1YLsCJTOQ8SfpwhpooQWysiZAUBkm95q6IHm5bnvQncgKaGENEHNNa0nkQL1ZF1aHgHQOPL0JrLJ2RtAUWiCTnWGMZ4FMNAkQJiCdMYRtGMB6POGuysm6sFr9dMeoPZrIsu08PtsCafbfkyFkeQSlwidJ4rblD5W2ie/CavzP9AhBFZ7N0+u0QDYTA5lpxUC2wQJpfceD+hoCMpYLq0V4tuTQ9mXmjOTPvzXRJ99lu7737umOaiOUREfMNhNYIC0BmeoYSEem25bivF8mK1gT0dAY5MX3q2Ieo3PwGu9+5VzeEUl0HNwKfAgMF5GXgU+Ba9q7E20lI1DD9NsNy8Wt/yuleM49xgeD94GsPvyw0RiEFZb6QQXIc1UCUOPM6KcCzPikxn5OxSqFHAwqys3fWjCouOv5MqbNruRvdxZGr2xS1eS0Uhm/uYpq42Ku82Xy1FuV9OoRINdVC94aexLXyTrvDgDU19bzzrxasjzCqCHhQqVB5Zr78LNyozGA/DBW8XrgvpfKOO+OLWwp84fF5FclEb/r5LPFLh6cUcGjr1dw3voPuHjpg9QMPQGAe4ecEZaRdFS2YUhe1OM8OOMnY2H1BjZs8TNikAeXSzhiZ2OwWOofHNpJK+r4bSnzk+URLj6xd9LbrIsxgamU4p4XQ6Jj/RY/FTUBnnmnkr8/UESNNyfUTfNeUF7rDmtjbPb39HOFXx/VdQF4zcxV1WOgsazKFJDm95+bYRz3tQ4x7fUF7dIoqwq8LSqN9v7XtfazINb9u8bh3bVwZRM/LGmIEk7J8M5X4WVXPvmhDq9PcWlEHGqd3zh3zlwA9Q1Bav05RBIv4coH38Qu8WJZIMv8g8KWf/RdXXQiJAyRc9m9hkD5fkkDb31Ry5m3htyfP/gm9DuqrAnwwxJDwD31dhVrC432rO/iqv8W8fRblQA8/XYl3/3awD8fKo5ZF/i6R4tp8ilmfFJDbUPQHrMC9HMXky2N9mStNQYGqKk1ro1la8MnrPbb3Th3KzdGH2NhjAzIJc7fWcDLb0kmqgRYs8kbFlv86hxjIqmqNhD2TLf6/ckP0feih1+r4OtF9azY4LXHG9a9y6K6Lsibc6tb5FUQj2QEZIGI9AZmA5+IyFvA+oRbdCGSKeNhuWvFCoS1rDEuEcOF1TFgqawJ2gIy1qD/rS9qePrtSvt9oIUWyGRrJFrp7Ru9ipp6wypqZa5MZoBlZ2E1Z3IjB/HRJRjiC0jnwNPrUyxb2xQz6Yh1vlJRxsMSJonEstOqFmWBTCILa3h8W2yx0VIsYRQq42G1mficWP2MlT0skSAPz3ZqNOKzXVhDrqLO7+Sn5Y38EsOFxyrj4U5YxiNkgXT227kPnz9iYiWGSEyUhXV9oY+iOBaGyP4C5PVwkZsjYS6sgYAK8w5wHk886/aeO2STZRa6zuvhQiR07r9eVG8UtiY0KZNYQJourK2IgYw182312XmOI/n7A0X2bHEsnL/jVOTQeebdKp59t4pP50dbqZyzuKs3+WKWLvDHEY3t7cKqlPoYOAE4G5gOTFBKfd6+vUgBFSvIb1xpv32m7B/Gi7yhkNWbpkZjQHXZyX1ABeiTUYqHJjZ4Q/E05bXhilEiBGR9Y5Cbp5Vy0vWb+H5JA5/+GPru12+J/5utagpZqVZvCnD9o8Ws2xS6BwUVDOhlvvHWMHa7LP52fG/+ffhX9jp/K3ifhmAPTplxJHPn17Pbtlk89S9j8JclxmC2KWjuJ+i3n2HOQacTy6oW+ZuJl2PA+r3/YWKPsOXlpgHBqtG8sbo3H35Xy/YD6+ibURJugXT9CsDtz5TR1NuMc/z872ws8jF8kHFTPHvvtRyb/zxNKpuA5Z6bpIC0XAqVUnz6Yx3bDfdw8mH5HHdwTyROcjTnc3RdoY/j/lnAoZds4Owpm/H6FBu2+PEHwuMSL7l7Cy99UM2ilU18Vz7OXm7XqfUb5/yhbU7k9ZETGZ21gp6U4ZHQuf3pt6ZQJk3TrfmXgmwyPWKfiyE9owXH2sre9rP70x/rOX/qlqQ8bADueznkAhlZXqO00m/f4wH+8WAx1z1awrH/KLDP07yF9dz+dCkLVyT+PuYtMr7zs/5kXNSPvF5hCy4ndX7jem1oVPTNrCTT5WX+skbqfFlR6742p5qbniyJ6ndk/P67o3ehv7uQatNqWx4wJo523y6L+680hPrPv0V7CTz3bhVL14YLF+fz+clZlXaSyb//t5ibHW7U1nj1m18auOmJEhauaOLlj6opqfTz8ofV3PBYaILG+XxbtraJ1Q631zueKQ37/fVxl5IhXvwB43cwqG9oYqKk0vgfOUH0p9/lkp0lMZ85haV+8nPDB1lOd+GiajePv1lpv29urL1kTeg87r2L8V1Om13J8ddsCmsn0xzvRLrmjt8pG6XgpidLueiuLbbHZCz32UffCG17Uq+n+H3PyLxryZFMEp3jlVKVSqlbgZswAvKPa9XeOhHWPaIxCRdW6wZTUx+MurnYWVgjYiCVMmYO+veKb4H8/Kf6MDO6cxBZ3xjkkdfKYwbwWgPvZMWVFefY0GQIyPzckAtrZFbUWD8UOwbSdGmKTGQSaYFwtvn2lzU89Xao7pRz24amIFc+UMRbX0a7IrTUypqIUBKd+Os4BUJkNs9QEp0kLZCO7dtWs9H4b50za0auuUGxdX3EsuY4z/+GLb6wTMGxYnCtgXmGW2wB6fxOnnmnkhffD3fZDAQVQYUpIOMLH7vGpCfaCmfHQEYk0UkUs1sfQ0BOfa406kabsC8Z0L+XO0xARv7OnOffnoH2q7Bzu+eO2bYwzskyrLdWOzc9WcpcUyhZ7nXJJdFJ0gLpOI+RkyZzfqjj8Ms2sqXMH9eyHggqFq1sYvrH0anNLZzXQCrqQFqz9bGOscKRIGfqs6U8+nr0QND52+5IF1YReQf4I/C5UupdpVTzAWadFGkKWYo2BnbgxeyXjcQwWb342YzbO+p3uRAMkCledspexK+NE+xtVmwJj69xuiuWVQU4a0qhHafz5MxKu/REc1Q7rFQ/rVJ8v6SR/70d/gz543hzcPjeaWR9fhGnHp7PzrnLw9YpZxj1PiNpyzb9jeQ0H//laSb3vxGAJpXDyqZdCQYCPDGzEoCvFzXEnLi1fqOLVhpi4M5LjYF2PAuEZYkaM8zY/+E93wSMeD8InzTx+SEv27yOHQKyr2+Z/XpzmbF+QzCH4ooAwwcb1lS3BBmVuYIgGazz7sDntUdBoJEHXw2Jnwx39O9uzg91HHbpRs65rZDquiC1DYpD9jLE7rCBHpQKt7BZOIX/vS+W2/frDUV+Vhd4+c2sjX3FKX35/QSjPct9D2BO8YFhxw3gCxjnZIecX+mXUWyfh4f3fZCbBxnlE8qrAtBzqPHZNvtDdj/Wl/dgzFAP2ZmmBdJVz0G57zHSE5oYqWkKtzpvKvFz2KUbE7qz+gOKW/8X7kJbHuGx8t2vIVE4cnBG1Lo3PlHKzdNK+WxBPVf9tziud4nz3jzpqHwG9XVT36hiioI6n5FZv6wqwOCsYnbKX8u6Qh+1viy2y/yVq44J9en7JY18vaiBe14oM1x/v/83v61v4rU5xnF/8vBw5twp9HDVkeVqpFHlEFAuCn3G7/76s/oxdrsshg/K4L2vY1stAWZ8XB3XM2jNJmNsu74wdqzj+9/UhbnTnnpDdAKns28r5Pw7Cvnou1ouvTfcIvvDkkYWOGo49s0owSM+fEFLQIa+l83lLlYXeHnnq1qG9HMz5cL+zLx7KCJCnzx3lCvqsnVNvPNVLdV1QZ6/ZQgjczYAUOQfyvkbP+DQ1etZU2pc33tsbwh4p7EoFs5EcON3Nu6dMz8zvo+Pv6ulriHIx9/XxZzEuuC43mw3LPxadk5gxGN4Xx8X9buDTFfr4k0TCkgRcYuIfddVSn2hlHpbKdUFKmQmJpREp3mh0uRwHWz0KjYU+dhYZJxw24VVjAGzNWCpb1T4/DgskOEDLq9PUVYVCK+R6LhGl671MvPz2pgPVWufybp3WiKhsSlouLA6YyAdA6zzpxby15s2R4nkUBbW5CyQzvf/nRE+2HO6d5ZWBvD5YwfoW+fCmRF0U7GP+ctankI6VhKdNZu8fOL4gYVZf6NiII33wYDxoP1+SUPUOQqzQDqETDLuff6AYtXG6J+U9VBviLBANufKaImaWILZ+d2dfVsh595uuAKVVwViWlEt8Wy5sEK4oPL6VdRvxzpfHrN2ZPwyHslYIA0B6ckwBqCxXICs441lnaypCyYVh+Csd9mvlzus5mukCHMej5251q/sczZycAb77Z5jW5CzM4WsTIk5SWXHQCZhgUw226nzPEbu03rYFxT77ImhSJG1KUasdyROV69UZGG1zmkst2tntruK6mDULDmEvqPsLAm77tNdYiQG9wEHAktF5A0ROUlE2papoKOoL2agOUu/rGEszy45gLueL+Oj0sOZU7QfgDE4Ny0+/dxF1AR72Zv/vDEvrDlxmCBfm1MdNnkVz6Vu6IDQIK+qNsDFd23hyZUn2Msqa43v15pkeO7Ej/n00eGcdKgjmcXi/wHQy7+WfXvMsRdXuEbZr/fayfiKMsRPtsuY3Pm27jD+VvA+D/6wX9gzalOMwbvtbmm6se+zaw4nHNKTFRu8BAKKx96o4Ir/FNHQFKSqNsBKMzPigN5uPj3yav7S53EAiirNCaWIS9xydXcKSKnbxEljvgZMK8N+t7LJNxqAEYPMwWQwQB+3MYcxteghbit6nK9W9OStL4z7wLEH98QfgF9Whqwf/oDiLjO2bUOR3/5ubJf8PKOP1jmpqg0w8zPDZdB6nnhiVEooqQzYJVYG93OTEWP0WRvoyXaZhmXV7w/3gvGI00WmnB3y1nNg7ge4RLG5xMc16x7lncA/YK/JkNOf+iZXmAsjQS89XHXUBUNZg2ubYnQUwxUwHh98U8uXP4ePQy6+uygs626RYyJ+/E7hP/+Trt8UlTn+T1cV8MD08iixZbluXvXXvogII82JgWkOS/eUQReyXeavfF02nr/duYVfVjWxfe4a8j31hvj3esh3V/LnPap5ccoQemSHfoeLVjbhf3FfmPcvPp8fEoJut+DCOIYsaeDH+oO5cvMbPFI2BZco+ua7cbmEnUdlJcwSO212ZZgwcpLMc6Y5Cor9rNns4+4XQhMixx3cM+a6+a4KMsSPPxDy7NohZxku/Cwt7mtnPi0sC3DgHj3onWdc733zXcydX8+t/yuxn3vOuMPhgzw8O/YSft/zLX5rGsca7y4ArCkz+rHLGENAvjanJmrs9pmjhmmxw8Nx51HhVuPaBsXf7trCXc+XsaEo/Ly9/Z9h/OWP+ZxwaPj91snwQRlR1lKAiWPqcYki09W67yKhgFRKBYDfRGREovW6ItbXaM0mJhJjXp+yb4i19UHOnlLIWVOMG6WlI6w6kNbA10rSE8uFdepzZRw5eSOlVQFqG4JU1ASoqg2EDSItd1nL6uPEerjEskAuXBHtUmjNAtY3Karrg+Q5LJDWwGvVRq89qxUZJxdtgYwQDAmS6Oy+bfgPwTmgteLMqmoC/OvxkrBAZX8MK8prn9Zw53PxZ6mvebiYL3+OdoGL5Wb41he1PDAjdNMJRFh/ndhJdIKK1z+t4fpHS/gm4gHgjevC2vwA9qUPqrjwzi1Rgdp2KZOoGMjEbVrHEmu9SDfPipogDY1BTrp+E7O/CD1AQqVIjPcZ7tjlKPz+6OvQOl8ZbuNBFDcLq7ncFpDxLJABhdst5Oe6YlogreO0jq243M8Gc4LHctu29xlQ/OvxEhZFuA3ZotdtCMhEFkjrnKzY4LXdbXz+0P4fu3YwffPd9m83J8tFlkdiTlJZD/N4VmWfXzmuv9jrRBIrltXCshp4HNkPIwWkNTMc64Fj4bzGUyHSbAuwO/qzqtpgWPxcrPueZSnPzXaFJedKd4mRSMxJ1kuAMcCTwClA8jncOxN1W3ju5iEcs1/oS6moCXL38vPD1zMFZJarkSYVGix/sbKfnYEY4I25hkV7dYGX1z+tYczQTF6cMoSjfpcb87dx+N49KK7wU1NvTAIdf80mftvgpdafa69TZhrJm8wJ9NxsZQjVzIhBpFJQuYbbd33AXlTuGkW2u4mTD8vjYNO6RjBAlhj3hvkNhjXs203G8Gf/sYblMzLkIjLRl8VOo7Jo9Cpmf1HDG3Nr+HV1E7c/Xcrx12ziukcNC1Z+rgtRfrLFeG4VV8X+zdmD/voS+OZWo+xA7SbO3ms5LjGe34z+P9Z4jfQUI614ThUg12VYMazsow99sR0AN5zdj7OOMgS/MyHL7U+Xhv1ufl5hDJb7RsR0WxMAt0wr5ZHXK7j0nlBSjpdvc2R9Ndlc6qekMkB+rousTJcdEhPJqEzDQuizJ+dceGhCMsyxxNADjWyrG+bgliBBJcz8vJb5VXvyv03nG4MxTy4Nfk+YWCLgpYerNhTbCtR5w602B+0Zsm5bk8RL1hjfm3WfdF6rD/9jEC7zMJ50eLpUOiZHDt8nlwG9Y9zYHHh9ine+quXPVxVQ3xi0J81eNS2Cltviecf2jtr2wJ4f0dNVTWMw9NvbIXcF+Zn1VNcFWF3Sg56uavA3MHSAh3HbG+tNOiqfRq9iedM4AP6/ve8Mk6O4uj63e+LO5tWupFVGCRAgASKZnDMiR5tgcrDBGGzACafXGGwwmPTibGwMNi/xA5Mx2JiMySYIEKCctXkn1fej6nZX9/TMzu7O7s6O6jzPPDPT09NdXV3dfU+dG9qXfuDdcEaOiRj1oD1bj3d6tgUA/GDPfzjPtqoYYX171qPAdvom+HRPlrGNNv7+C1l38No71mKv8z7zrPurK9wYwpZGG+OabEwe65L8zaYG1GlVmNYaxgM/n4hzjmzAxBb3P3wPskhOELEC2d2bRY21AVvFXsaDi3fOu11+/j77n27HRT2knp+XnawSMmXTqFVx4IxP18nr7bBd3XuRfp0JIfCr+93/6ImN9PYzgpJ4/ukHrahW11FzfQh/+N74nHUAoLHWxvgx3m2ee1Q9jthW7j88FAqkQgOAd4joSSJ6gF8D2lsZwa9AFnIH7U0KZ/bNP/ud1WMgQ24MJBuWXNRVj9F5Wrmv9fTKB89R31yCI76xxGMgsltHIhZEIPOrphf/YiUu8mUFY6N77YYMsll4XVhVu/71hku81vkUQaH2VxVzLzxPe3wPT90g7UlmQQQcuJO8aff6FEgA+HhpCs+/1e3JuBekovT0Zj0ZsnT0JrN45b89Hj9y/7ZSaUkmXnuvBx09WdX/iihpm/WTLNfVzyX2y30z5h4CqbuwFmHAfqbcfj5a4r2I+TwzYXeU8D62GVT3kg1wnjDRFdS1ATOIPNOmK3ORSK4Cmc6InGuHHyCJmFU4iY7q9IhDIN3fPApkRiBkyVjCoNpQ/D8m/rfcsx4/+JWcde/pFR5Xq/UdWTz/VndO6ms922xTnV0w82cmK0uLnHPVck88Bp93JsR8XLEo5ZT4YST6KOPhIWpFJ9HR/u/bJ5NpfYz7leqPl8iJDP8DR4duRPdFbF//oCdvLSp/iRJO6//35ztw3BVLkM0KbOjIYkyDa4AFuaXysniUPL8PdYmRIKgsrEcBOAcyg/kfhr8VgwUB6xciFrGwoOsCAEBTlTvpsmfj03jkepmZkctcRKwUUiKKFalW/HrNpVjdGcHBO7vGUyoN7HXeZ85M//r2DCY0hz2z7d89YwwAqWDVVdtIpYEFlyzOyTg5IfwJAGCNz9MwwZuyfGO3exXQ9gns1u2dRavEFPRkos5zDQAgXAL5cVLWhOSYywW7yWPZ4JvE6vRNOG6qjNxtZsv//f4hN4RDd20E5OQSsinEreAMtU1V3Wo9Nf7/e7usx/no6UA2jarGsZg5OYLn3+7G8t6xeL93LmKhtBP3B5FBlSUnBiOWfDau6YqhrtrCPtsnUJOQ8dn6ffWfr8t9zh4n28SZIZtqZRvYIOe4zzfV++eaMjKmPuSSWEjF8bZ71+PBf3Y4k+qnHuyq1TrGhyWpSPMzIEOy7RzUP11lukzluuh1pOLyXhOuQlc6IvuXwQQym4AQwDMdBzklVG7//njc8cNWXHlms1M3lJ+319y+Bk+/2oWHVYIZft6Mb7IxZ5OoM7HO9/JX3+vBQ8+5bZs9JYq7/mcCbvi6m4Dmf85tDjx2ADjl+8tw+KWyrANnvv/CXDnBMXNSBPtsX5Xzn5hv/MxOfICoLUvU9KQsNNorgRd+CLx8Db5+wEr84XvjccQeNbCQxR/Wfg0dmRp0f/6qd6Oq/mnUcifLT228Fl8Y57oAJ+IWelMCR1++xLEp/N4EbZ1ZbNIaxon71+LH5zYjGrEwb5ZXWIiECTvMiWH6xAhuv3I8/vo/rbjzRxNwxw8n4Pffa8UvLm7B1rPduMsgbD0riuq4hUiYsLOa7KmKEe6+agIePeZWwI4gTCmkFYHs6RWIWV3YpfoRz3b02EgAOFQjgOyizcmG9t7OTbRVZ3tV6yc+nipL5jWGcM1XZbvP+ok7yfLh5yksX+Nedy+924NomPDTC5pRU2DyljFrcgStvmf0pLFhj2gTi7iiz3yfEn7M3rWYUCfvR9PjH/W5vyAUQyC/A+AQAD8A8HPtNSQgorlE9DwRvUVEDxJRrfbbVuq3d9TvMbV8W/V9IRHdQOQP1w+Aj0Dmc2HlAvFMIP1yvFPGw5JJT5xZKq7zFiVYlKvSBUE3EDn2sTogg5xfmeoLPFPI7iPeJDryXSdm/pTdbh1Ib1IXRk4Mlfa9oyuLvberwsG7yIvQ78IKwElykk+502sSypg4+d1DgtryK8lO0pC0wAPPtuMbv1zpzJixIexRIH0EmScFMlkRqMIBBRTIImKw+IG62lc6wp8sqdgyHg4p1k4jOQQyd7y3BbgQ55TxsF0XVt19MZMROQY9k5TahAXborwxcnoWVvldU519ZTxsm1BbbRelQK7dkMHS1bJWVW9KoF2b9MkXE8fXQTgk25NK50++lM4EX3s9SYFYhGApts7XmOPCGnCPicdy3Xd16Gp40Ul0dPXer0CqvtCNXv/1ywpkUNZMRptGIINUvk+XpZz6aNf8aS1uf3hDzjpr2zI4/BuL8Z/3e5w28Dj9dFkKq9Zn0JsUaOvMeGbwg4g4u7klYpbnfJUiPrM/IKK/AvgvgL0A3AhZF/Irw9qIUiBSA3zyMJDswLSO+3DnlB1x1d6POT+fOfZG1ztGKZARO43ebAw/XHET7lh/AbLCQn2NhW+d1hS4C1Zu6jRjadMpEdx06Vjcetk4NGuTBk/4Mg4eXfdrAECbZjePC32OWDSPSbPmXaBzOVA3zYlJu2mhLG/gUamyacRC8mawMi1j6lJZuf7EFkmIfvnXdbjuDllsXAiB597weqMwOWiss3HM3jVOHWQmAzomtoSATMpJ3KODkMVhmy0CAKzrUjeTXqXmfPA3+V49AZtOiWDh5ymceDXhyfbDsfX4Fa4ruMg6CuS69Bhn29wW25KZtf/4sCydot8fI+ulK+nbH3YiZANjVYkjJpC/fXADPvw86ZQyAoDvfLkJt14mVaTdlZrX0mhj7/mu6sexsHXVNvZScZCbT4s4talbQzJHo55EJ4ykU7MRLVt7+unmXW7ClLCrnp1z1XIgVIWeTNS5vwKQLqzUgSxsfJjcAt9fcQueXCKTD7WOCTklnDhr77q2LFJp4dRh/MtjbfjZn9c4WS1vu0KqPeccKWufxqKENz7swc13u0RCd+WdNdlVz3bcMjczKoO9X55/qxvdvQKnHVrnqEyA13uEEbPciYnNp0UwJfoJVvXKds0cn8LpTdcAnz4OPPsNND5/BiaNDcv+b3ker3bvijMWP4qOTK13o0qB5AkVANgk/onHjVp3EeZn8+XapCoAzJwUxqVfasQZC+qxyQTZBz8420ug//6Lifif8+SyCS1hR3hhbDUjhp9fOBbRiIVfXTEOv/n2ONz141ZsNcMlS/rzsU6p5GPqbNgWIUw9gBWWCmTGFULi1IldEo86/7uu9VjccFED8Mw3pNK/+m0cvHM1Lj5RKo01VRY2dGScGpVOHdNMCrWWl0ACbg30oMnYoOR+e86vwnabx2FbhESccNw+Nc715Mct3xwbuPwHZ4/BqYfUIRwCvn6SbHcqLXDqoXX4k98zQN27D2x6OHBbfaGYJDrPAFgEIKw+vwzgtQHtrTj8GsBlQogtAdwL4FIAIKIQgD8BOEcIMQfAHlDFmgHcAuBMADPV64C+diLgNaT1WDsdbFgygfTPhOpJdMKaysDLLUuqGjqRqK8O7va0YwSR8/94wAORVc9iCaSjQCpiGOTCqseP+X3anSysRZbxSGnf3ayvueSDb5R8kXlKAwSoKNxWVuT008XHFlT+xImBTAmsXCdLmnCyIFaU9f11dmdx9k+WObNMfO4yGZfs+PteN1p1F99iXFiZmK3QZqOyWaEl0XHHqNxm4e05CmTGJdoOGe31ki3Am0Eu7nNT5n2FrGAX1lQm16Dn8VaTsFQMZL52ehVIf0InPpZUWsBWCmRQDGTKIZDyt7auLHqS7oNfV5p1A0mfKeXfwzY5DwU3RtC7PyFyVQfej24k5riwBlyv7AqTb5zo56noJDpa01ZvyHjua3xedWLqJ9VrVL8VSkDD59iygknaaT9chguvXYneZBbL16QDyfOaDTIGeunqtNNmJr+cCXlte0bFkrsP4KBsytzWqrhXgRxuF1bIJHPThRDnCCGeFkIMfwtKgVAM6FwGPPVVAEBLaBmmfuEI5+cxpLmeZdmFNY2kiHpS2TfU2O4svQ/fOV0SmhaVzCIcAloabGw2LYpprRFMa3UVrEe17IgJuxOzo28CANq63ettm/hzAGls5uylwD4ythCv3SDfW7bG777b6tzLANdbCIBUIEO5p8y2ZCwUIMftg//qwN+ebMOTL3c5BcljEcI+27mxU4AkxIC8d00e53WXPHLPGrmuSCNKPSD4JqdhYesJ0ijt6FXbbPe6/KFmIqZPdIlJW7YBX9z8Fff3rCpnAqBLuDFSVQF2xVsf9XoSmpzScB0AYF2nhdYxIedexcY5AJz9k+XOfdsiYM/5CYconXxQHa46vxl/+WErZk9x2xhEOjadGsW1XxuLr0+6GrUhOdnE9/VUxkKYkkBWta1qrOc8b2r9G7+dtC+uHHu2ezDhKnRlYt7jzCQRt+Q4Wp6a6Dl2XXNgr68rbl6JG/+2Dt29As31NlauzeDh5zrx1CtdaK63nfj1g3auxrabxvDyuz342nUrPTbifVe7+4mECWcfUe+4PV50fINjC24+LeLUXWVwORhWshlH7umex9+fJZVKneT94Kxm2CKJ02Y9gf13TODGs3qdMQAAWL/Q+Tg2JP+/Mj0BL3fvAUCbUOH+hns/nVv7NpB2Z230yRd2wdRjmwHgl5eMw+wpXsWxOm5h82lyTEwZHwYRoRjdBwCmT4xgWmsEzQ0hDzHTy/Bw+EUtj9VMSiqQllQgs1mBtW1Z1Ntr0LLl3thj3H9w6uwnMTf+IpqzHwCvXCOV/geOAgAcsks15kzOYs2qdVjzr9tyG5XuwpiQVBd3S/w95+fWMSE019toqHHHI9ug3/6yO8F26RfdGqUP/nwSzj6yAbMmRzwqKCBDw/L1V121jZMPqsOjN0zGHttW4aCdE/jmKU2wLULrmBC2mhHFCfupyQLBF284cFt9Ib+PkgIRnQngLACNAKYDmADgVgB7D2iPfWMWgGfV58cBPAqpgu4H4E0hxBsAIIRYo9o3HkCtEOIF9f2PkFlic8+iBr8LKyANE5Z8GWz4MIH8eKnXFUtPoqO7qbEhZFmEkO0lVQ21dnDiGGWITRwbdrK3BSlYjgKZEnj53W689l4Pzj6yIW9ZD35A8jEHJdHp6hFOnNY6n8rqKpCcRMfvwuojlGmB9e0ZfLI0hY5u4SOQuSoTw69scX+yisJt7UkKJOJehY3JaFCdQydmNO2qq0wuWIHUjeCPF6fw8dIUrvnTWhz4hWpnv5msQFRldPMbxPpx6ST2e7etxoLdq71JHXxgte/zle6Dx08CALe/hJBtCUo4AmgxkE673d9YgdSJia6qV8ctdPdmnOPRXQuDjj2TETllHNqVOxQrkPkzzMn3aIAC6U/oE1IxkAs/d9vam8zizYW9zjjgY2J3LD2DcXtXFg01todcvPNxr/MA4rg5rl0JqGvbDla8gkrPdCeznvuH34U1iET1TSALK31B0M/3FTevwgXHNHiMDsBbqsZPFPl7qsBERXtn1iHLhXjt4pVpVTs0QLFVx9bTm9UIPrdP/saTKn0qkEwgo5bPhXV4FUghxKN9rzUKQDbQuwFY4ZIRu24Cdtt6FaYmn0EorWXodRTILNKIYFXGneVuUGTqspMbcZWW6OJLB9Y6rquzJkdw+SlNmDwu5Kj3gEw+cvGJjfjLoxuwbI2sqfy774xH4m9bY9ESqYJs6HTXnxT5CLC0GKDq8cBmXwSeOBdYeC8QigPTDgTgvb+w8gRAxkDa7ozRvNjzeL1nJ2SyQDRiobU55MQidfYIvKdlWf3+WWOw3eZeZWlTdYxzNok4Y/u6i1rw6fIU9thWuSJmUiCSyUp6hJdsbzauHUfvVYNDt88AfwPQ9qnnd9RN96gwADC79hP3i8igysrNKBoPCI259AbXrf/a4z/DvJf/7Xw/em/3+RWUBbKhxsJN3/AqJZZF2H6O7A89kczXT2oEOpYBD5+IcauPBXAwjtu3Bs31IbQ23o9X1sganZ+tBH77y5Wwe6JeApkYC1i2awC0LwYRUK0dZxfqkRb+GMhe1KhYrytX/K+zmJUvBk8AfLo8jU+XS+K1xfQontYy5k/3ZbwcExDjePGJjU7iQcZx+7r9eNhuNThstxokUwKWJct1/ODXuUmbN53ijfvTJwwmN0n34Zjthu7EowRk05hWtwbfPKgJaPeVCYnWOR+Pbroddy8/HL1Zuc2wlcLt358qf1T9nVRxzRdvcjNqommPAqlfR2991ItHX+xEPGohFiGsWp/BN77UGJjHAwBuvHQclqxMuSreADBjYhiPAvjKsQ04bDeXZPEkoxNLmE06CmRn1sb1d65Db0pgQuhjoGYivvvdBcBHD8piheu0WNDe9c7Hudn78ZfFC/BezzMADvaW4El1YefEY/hF69EYH12BZz85MKetu86L455/dGDF2jR++dd1WN+eQTxK2HGLOGJRwoJdq/OSwq8e14BMRiAes3DmgnpPRutCsC3CJSd5PUB+cbGmXGaZQPZJBQNRzL/OB7A9gBcBQAjxIRHld0QePN4BsADyVB4DQAVaYBYAQUSPAmgGcKcQ4mpIQrtY+/9itSwHRHQWJBlGw1iZKUmPEepNCsR8MbpMahwC6XPvYjWQiBAJSQNICLdunG1JI1EngvkuFzaoJ40NOQSyV7mV/N/T7Thi92pEI5YbA5kU+Ofr3Xj8xU6cfWRDjnvtuVctx45bxnPc/mqqZGwakUsyunuzGD8mhEXLUgEKpFyHDcacGEF/HciMwLk/Xe7EcVZrLrNMYOJRytmOP94rEZMEkm9SKa2tgO0xDpkYBrmwMjlMpYWjVPL5YUVLN7o/VjOI7JqjJzHh857jwqqdX91Nd8mqNG6+e30ggdzQkcFNd69DWm1fT83Nba6rtrB4ZRqr1qc9hnMmg7w3EVeB5PbrCpSKgcujOFfFLWB9xpkk4C62La0OpHZ8qXQugeTxVpuwYVv5iY8/BjJIgQTk+bYtSUh1BfLaO9bi8Ze6HFe4rh5ZZodjHj/tg0Dq5MzJNmu7mUAzGQHkiV0MIpA9vcLjQqcrkLGIt7YkgzMR5lOVPQpkH2r2g/9sx4SWcM56b3zYgyP3rPG4fHtLzXi3k/JNQAShrVOWA+rozhZs1wfK3SuQQGqTGdyGdz/pxf3Ptjs1NNnNR3dnLEggY/4srIVdcQ3ygA2K9s89i688sxl47i3ghR5AZGVcGhPIUO4gnqzcRWdO9j5YT/bFv+27Q65KSUQ4ZJdqvPlhD5at6UJdtSVVn1QXYsp+70m5J3dCeBFAu3k3EqkG4s0yBrJqbE5xXBspHLSD1jaRQTTk3je2ir+A13t2co//jDFOHNMr/+1GOi1tg73mVznJSXSMHxPC988ag7kzo+jpFXjouQ5sOSOKubO0dZVrZtzqQk8m4UniZYdCOO/oBiAVkH28fgYQq8eksQKTxoacGEQrrbn7igxi1A0LaWQ1c0/3bDrtkDr87v95Xcw3q5Eq1azom5gyqQGH7DI5d/8aDtml2kvEfYjHLNz5o1bEY5Z0Ef25nGQ4t/pFnPCVM9HMHgYig7Alr+Wr7w0jm+0BMAnjQp/LyYD//gmINbkKZPUEoG0RAGBq5H1nf592T845TmSSqIvk9uMOc7znbd6sKMY12ejsdhOwzZwU8RDIXeZ64xAP3rkaj7/U6TzrDtgpgUN2Cc4G6gc/J4Iy1wIIJFi3XjZOZgJVDg4xyyWQ0YgkkM41XO1zW+yRqjbWvIe6rjfxg53uxTefO06uGupxJn2YQK7JyImB5th6wI4AGXfSRB/zeuba/XeswcE7VzvXfz5MaNGIeNdKINkB1G9S8D86jtijBvM3i3vibQFgt3lV+NfrXTjtEHWfUQpkiNJ4f914vP8vOTEwMfQRYCmKkVATIGu1cj+2OzmzTeZvuANH4KWuPQAApx5aL38QAkh3waYstoq/DBGqxmlNv0DHmD2w+2H7O//nCfgTvu2WI5k6PoyqmIX7r5nocQX3w7YIlyxQYzfckH/F3g3AP74O7PgtoG5a/vUYYnAEshge26uX7VCupIOa1iWiJ4jo7YDXAgBfBnAeEb0KoAYA7zsEYBcAJ6n3I4ioXyqoEOI2IcR8IcR8OyQ7rDcpHAM0yMWMiUJjrZdAckYydlCyyC38nkoDGU6uYxHCIfIWQw9wswTc2fJJY92LoTcl8J/3e3Dbveud1M9MEHpTAp09WfSqTJV+4vf+Z0n84aENOYlHahM2iGS7epICy1an0dUr5AM6RjnbYYIQCUt1xq/y5STRSQlPbafaKsvpGzYag7JMrVyXwbk/XY4lq1JIZ1zF8+V3u/GzP61xDEOnLp6uQBZwYdWTyvjjOzt9Lqy6S0QsQrj4FyucWkJ6vJ9OotZsyHhSeAepoEH4y2NteOKlLvzjNflgWr0+k1M0fjtVUPY/7/V4s58W4Rqru94yuO90oq0nTQqrbKtuH7sKZFAdyHS2gAtrldVHGQ/57s/C+v6nvVikuVJ197pZWHuSbtIeTt7AD+3uXuEkpgKAz7WaZEz4vAmA3LYwiefSI3r7AglkdzAh8iiQWhkPVtP95V/YOMhHwrqLjIFcuyGD6/6yDt+4YWXOelwKQW+zHvPMkx/3P9uOPzy0wRk3heK22zozqFEK8/ufJfHtW1cFjkkuDxBEkHs1AsnHf/+zHXj3kyTeUJkfHQKpK5BpObGn788lkH4FErALJ0AsGUhiUt9rjgKwga7NwDsIK+OZC9KzC2sAgWTXYz2G69qLWvJ6TwTBn/0T6S5Eo+59OhEnnLxnEtvFn/G6sDLqpqoV3Zn3278/Hl/f+RXcNWUnWBktkDKbRmPYJVNzYq+hJb4el50iZ/HZDgBk6EVvSmDzaRGce1RDXqVl13lVqE3YaGkM4bRD6z0qq9xnCiALMRUHqbvuOoZdKKASzClvAZBE2xMnldTcFYVMYjcr9o7nr3qZoi8dVIf5m7nbn9gSQrRHusreOvFQXLbjUzm73m7zmMflkrK5yevQvgR44GhgnUy60tIYcuILGXGr2xsflk0jZLNXkLv95elJwP6/Ac5ZLtVHPs8dS5x1GifNxM8ulNrGP1dsCQBuMiEAyCRRG/O286yZ9+aoPkTS1U+frPzCXFdZrqu2cNDOXnK4xfQonrhxsnN85x5VwMjPg+qArLT5smrOmhyRXiVKDYyquN1oWMXgC41AEgHRevm5YRbQsxZY9Djw7CUAgK2yD2KPbaqwTd2b+N4Wt7g7UTGQ6zJy7M+qXSxdHbPus3nW5AieunmyU/ieQeS6phaFhfcDt4wFfjO9uPUVLItyyCMg7xk/u3AsmhtyFUgdE8KfAKTWqVLX0L+/567QtUKSslQ3GlUN0mc7DwKgPZMySZcIAKBQGF8a8784d+6z2HyaS0CDJp15oigcKsKF97ZJ8lUInz0JvP0b4NebOOevIJhA0tARyGeI6AoAcSLaF9KR4sEB7U1BCLGPEGKLgNf9Qoj3hBD7CSG2BfAXAJweaDGAZ4UQq4UQXQAeBrANgCUAdIf2iWpZH42Qbz3JLGrVRe/PWAi4xmMsaiERd9UINhT9MZCANMi8CqTXgOKC5/4Cs2zo6wQylXKLxvIMo67orFMDsDspAt1igdzi63yTC4eAvz3ZjpO+uxSLlqYQjxLqa+yALKzy3SJ53H71zW84+l1gqwNcWCeOzb3oP/gsifc/la9MVjjuJ/98vRsP/7vT4/IGeInJ2qIVSG/b2KjmdSZpxLa7V+D1D/T6WF43WsY3b1zpqQuVb4LAjyCDwx+TOXNSBHXVFl55rycn+2lfcNwCtXVd1SdYgbRtQizqxutltHEcXMZDEjb9XLR3ZR23TdsiD6HZ0JHB35/vQDbrJkNyk+jIdX78uzWeOllMIHncLlycxJW/WuWZpADkZIB+DfgVSMAbz+ghIFq9S0eBzJNER9+eZ1ln1mNU6S6s7B7uj6fkWceiFMgC7phcNHjSuFwFkjPT6JMnOjFlwnj9nevwh4c2OPVG+4qBrEvYsAh45+Mk/v1mtzO5puNNVVi9sAKZzZmE4kPlc+yJgUwJHHjRYnz9etfljvs1HrM810k2K2AVa8QMEkLODgwsG0G5wafUYSstviykCGRKES/NhZVxRuNP8asdfwI8dBIgBJobQrj0i43445XjMW9WABlKdgD3HQ4sfznnJ465Y1UaqS7ENAI5aWwYp+7Zg6jVG0wga9VMfNx1nJrQHMbBW65GY2iVN5tnNgU7FMIvWo/GJpF3MSv6Ju7c+2rspxRSvSzJQV9IIB4lfPNk5SK28nV5DOkAMsV454/APy7xLstKdYQzaY6pt3Hw/DROrL/RNez0MbzTlcDBd3pIZVzZJ1vXvgGkNAKpyP32Vc9CxyJf8farv9KC0w+Tak1WAGhfLBXbcAKUXAc/fnpBCx7+eSsuaJLG9vrFH+Wsg8+eBD78P+CJ8/L1Ri5EGjE7HfybHXEnAZgc1WjK6G5XORk073x/e0SoB1voZcSySdTF3OM+o/GnOH5KsMe5/9k8eWwYt10+Dnf+qBV3/ii3RAnjr//Tikeun5RDlAPx0f8DPnEjrebOjOH6i1vwxI2TcNIBtfjpBc0eWzAQarKAFXlnskxXIAEgojyg5pwq31f+x4l7i+76bXz3jDH42TbXY6uq19z/KKL44ymX4KT6G9EQ7wbscCAx0T1EikaqU46N6yLA/Ye7y4shPv1FJgVYYYTJu+2W0FK3n6p8jpUzj5Lk8PWbgc6lMpOthvDKF+QHvn9wH9tRuU3hfahtCMggP8vnmVEU/nm5m0zLj5717ufOZX1vi11Y7YHFQBZDIC8DsArAWwDOhnxAfntAeysC7B5LRJbaz63qp0cBbElEVUoF3R3Au0KIZQDaiGhHlX31ZAD397UfPQaSHwqsKr3zcS+Ou2IJOrqzjiEdDZPnpsBGmj8LK8AJedzl4RD5XOcEjtunJidmgLepk5jelHBi4z5Xte10Q5Jj+bp7sp7gZV3pSGdcH31WQwBvNq/2riyqYpaMz8yjQBLJh7hfkekrqYseA8mukRObc2c8eL/tXVmkM26wPddUYnIVpECu9cVACiHwj1c7nUL0gIz78pNfx4VVbUtXRv1KTibrKpB6ORc9GYtFwSQ2KD7VH2/rPTaX0OwwJ47n3+r2Zc7M+WsOeB2dKHFsWb4YyJAt29XjI5CWRiDdWExX7dPHd1unOylj294Jjwf/2YFrbl+L3z64welzdu3gY/ZPeDgurMqQ/M6tq3IKOXNbuQQF4IuBVNvUyaDeh065Epuch3Am4NgYQbOJ69ozsrC6gteFVbrf+muMlioG8tnXpfE5vsnOGbc84aITyM4CMZBpx4U1//44OZbuXuUvcQTIosy8j2Wr057j97iw5iHHXJA7yEDhMgKyrdKTJBaRCch4LGWHUYFUeI2IthvWPQ4FwpqL3hanu8loACCm1JVulW1RGVC6Krhd1TOYvupW4L07gO41AIADv1DtZDLNwdu/Az66H3j1Fzk/VcflGONyCX4FMhomLZYnSIFUBDLhfd4inPC0H4A0GO0Itoq/jF9POhB10R532/C6E158YiPuvXqiWwbkLzvLY/jwHuC577nGgY5HTgFe/TnQucJdlk0DVsQttxEifP2wbpzRdE3w8YzdBtj0uJzF9109EddsdbWXQCojlhN87Fd9NwDguH1qcv5/7D612HbTGL75pUagYzFQM1G6i3atylkXAPD6zTi07s84rv5WnLTpv3N/3/CxfP/sCaDts9zfnTZq/ZRNozrck39dxiF/BSbtARzzpLssXOO6wgL4QtXjiNtazopMEnVV7rlMWG1uZlcfvq7Fjf3i4hZgzX8x45+7o8X+3HleBSG68jlE7treVecL4b5DgXsO8izackYMlkU4/bD6nHjaQKhzHYu49gIAeVy6qsQ1NMduI4lj7zp5TqbuD0zdT/4WqQFSWrys6ps5dQtlFtdQPEeBZDhKH+TEypdUfVEP1vzX64r9n5uAN27J3Z4/UVQpkJXXdchyz3dTrQWLhKbye2OJsdtPgfE7Av+6ArhrN9RYrmfCz8afCPzlC/ILJxXi+yKF5HXrG1unBJSt+d6ZY3KWBeLF/3E/v3SVvKaC0KXdVzr61tEcdWioFEghRFYI8SshxDFCiKPV5+J89AaGE4joAwDvAVgK4HeqHesAXAuZBfZ1AK8JIR5S/zkPMnvrQkjFsmACHUAKkOmMNIBrE/ImzQbNIpVCfs36jEM4omFyjD3ANay5KyxyiZkkLe7ykO26sGZU3bx4zEJclfhg8Dpj6m2ccVgdxjba6E0JLFbK42fqXSdOK1Vdwq4e4SECfjdKduXQSbA/GL4qZqG+2sqJpcxqxxINUw4ZCjJ+W7RaOjUJWyOQSoEMMCTYoO/oykoFUrl0cBIgztbqkhtdgWRiJN8/XpLCD36zBv9+s7ug4e2U8VDbmpDPwIE856zO6ARigkY6Ixr50rFyXS7jiwU8iPi86crfnvOr0Nkt8N4i92HIBvLyNWnsdd5n+Mer0gjSL02nfqVqc23Cwn8XJfHUK515s7CGbFIEkom1UO1wx7eeIdXdl/u5vSvr1DGyLPKcJ97vnY+1OX3IRZLTGeni6Sci3b0qiQ6nV2/PPaFcbPh9VW8wEiaPGukqkMEqLqtwoZAWA6n6MtiFNZhAerKwai6sX5gbR2e3wB995SxcspqPQHrdMRl/eGgDLrjGrSnFky+pdO62nORC2phlBdK2crPMFufCKmMg9fvX0lVpvLkw2HBKpQVO+f5SHHLxYneyJ+les/kmRFasTcMir+tgEJJpgUiIcrJLZ7JiuGMgdwDwPBF9RERvqvJSbw5rC0oBOyqJIwDEm7wKWOOm8n3tf+V7z1oAQCTmGrxx0kiZilHLQddq4FdTgWUvAatVF/WsyVmNn8GJuCWNskwSVsQluFNbw5orVsA4YaKoJQ8BAIQCCKQyND3rCO8FcvJBtfjWaU2wtHsiANeQfPhE4IUf5BrCurLy8k+1faYAO4ompXA4MWxAcGxSrDF3GSS5taIJrwtrz1ogVIXdax7BTlWP47TGn+OpXY7H2UfmuliGQ4RrvtqCLWfEZMmTxDigYQawXtX9y6ZlQqJf1gK/mQls+AhhSuHspp+gOfuhd2Nr3gM+f9r9/sS52vH6LnYtpg7ZNKojRZCvqfsCxz4N1GoKZKQakTBh69mSCIwLL/a2IZNENOI+32sKEMimOhvnHV0PAGhpCEkVatkLfaupj58tE09pmU49SHUWRy6LRVISPia1TnZhvwLJsXyhuHRn7Vknk8U0zHbXidY5kz1yGyn3P/yeh0Bylt2T9q/FJV9synXHTXUBv99cTqAwAq51AMD6ADW7P0j3AJ8/412WlQqkpVwPv3hgLf72A3U/0PvpS6+7nxPjgb1+KT93LAURkIjKZ9bW8efc9dgTI8oEkiQhS7YBL1/j9Om01ggeum4i5s2KYpvZUTx+46RAt+UcZNPAv77lXfbCj4BPn8xdt98EcohiIPnBl+81oL0VASHE9UKIWep1mU5WhRB/EkLMUe6u39CWv6KWTRdCXFAMwRXCdaesZQXSl6wllRbOOpEwOa6kE5pDbtp5JvB6khFNgbRtaZQ68XtaEhkiclJBAy45CdmEEw+ow4yJESSTAos1BVKWZBBOqmne7iv/7cb9z7qzR34Dd7JyhdALlIZ9bhrxqCyivmJt2mOEcm+SJW9UeqxoNis8BI1VtU20OA697iQTpIlj8w/Y9i7p0sYurLz9zm4vSdQNaicLa9KrYq3ZkCmY5MPvMjqm3g5UBgFvDKTevzoRDNvkKD46VgbU/Ilq+2Fi7xybRty23TTmcZ0CXLK9SCX8+fvz0ggKctHk97OPqMf0iWHc+Xibsx8irwurJJCW0496Ep1wSK7PBp1OwHSSxeSC/6ePD1bJswL4TCnqjgKZlefPT/hZgRxXoLA9u/pw8im/wh0UA6mPCz7/IdvNwsoTNcUm0Uml4XFh5fNbFZMq8nabx/DgP6Vxd+gu1fjfy8e5MZB5Jjk8dSC19n6yNOlx0e3QCDJv6zffHoeJLaHAzLvsRl8Vs3ImgJLOxIO81/jLdGSzMlERl2lh/P7/rcelN6xEVquXCshxk864Y/bYK5bgyZc7nftIT1LkvUZXrss4ZYcKZZ5LZwRCNrT6tq4CmRNzNrTYHzJb+V4ADoWsoXzocDagZGDlLu1T+5s2k++cbEIRyC1b3edPXC9svuGT4O0vvEdmFX31OmCtSoCy6NGcTKNzVBzRLvOqXGMt7Magzd80VphANiojedz23uURtY2HTnCXZZKApRHIcCKHZJx6SH1uaZKu3OyZuP8I93O6B1j9tvv9jVtl1kdAbt+OOC5ykTAVjk2KBdfVlO2tdkgFAKBjKVDdihqswY/Hn4GxtUlAT7KTD8k2IFInCcba96QRsOxF2e5kuyRIr13vrt++2Ksk/n4zYLHmNtutqZhM2PkcamUhIDKIh9Kw4CWZt0/PzWoJwEv21fa+d8YY7L1NGMfU/crb59kkEE5gYlgqo3Wx3rwEEgCO3qsW9/x0gkwO9KmqgbrokUA3a7n9tDup0r4Y+Phh4OfkHRs3VAO/nZV3nw5umwI8913vsg/vA579pneZUiAb4vJZ4Ez65SOQdlQqZWv/K//boLWlaY50e2TFOS+BzO2zHebEcd3XWjxZZj3gxD2ay64nvvqUt4FpSo39v/2B/50kSWBQFaRUt3c7fjxwFPDXPbz3EeVZsCol3VSb6+3gSZqWucC5K4GvC+mFMW6+Z9O3XyJw62XjQDtcJvtCCHc8swIJktt894/As98A3v+r8/941MK1F43Fzy4cGxwHvvB+6aKqY+Xr7mcV94yV/wHu3gdY4lP+174H1E6Vnx88xr1f5sMgy3gUor/84Mv3GtUQcJPOcDAsz4iz8SFLWqgEARFyMrHOmxXNdWElV9HTa0rKMh6uAsmGO2cHS8TdQcTGIsdFRSKEju4sVq7LoKHWQnevwJoNGWSzWn0bhZvuXo/lWh1BP4FkA7tWVyB9z9qqmIWtZ8fQ1SNkhi+FrHaMHMvF8CsHTKJ1Ja+mylJJe1yCV1tlYbOpEaeQsI6OLpkgI+FLgc3t6PG5eQJaFtZeqWIx2VzXnkGhcEHuJz5fIZvwrdOacsoeAG5NQm4jQ4+H049Rx0oVy/XOx72echwMrg/kdx21bdmm0w+r92yPHxQxX91GXR12FEi1bjxmYe7MGBavTKO7h48XHqXOtuU29T4mkuOYlALNhn++rKntnRmHENs+BVJXD9nFlBXITDZY2WMFsnVMCHf+qBV/+kGrJy08IJMfWZZGIH0TFEEKpD9bp2yvm922UAxkUDsB72TC3tslcNnJjY6Hgz7xNHdWFDMnRTwurCvWpnPIanev0MqcAO8t6sVvHliP9q4sunuEyvgsHJdU3fuhpSGERMxy7jn6xEaXar/MWurdp+v6DOx7wef4n9+7M8VdPVl89ecrkBVS0dbJ2dq2LFJpr3ssIDPNpdIC4RCw4xYx1CYsvPxuj4fY5ou3zGTdml5BMcN8z0yl5YRYWEtkBgy/C6sQ4lMhxKcAuiEdXfg1+jBxd/nuJ2XhhDTWu5VhrAhkQ6NL6uK2Rjp71wVvXyVXQc0kme2VDbBOpaz3tgF37YHNwi/hkesnyWueyUbE3VekLxfWWccAJ70MzD7Gu5wN43Vu9k42ND3HGqC45CBIZdWzOf79ZOBP27jf093AfYfJzyoGstZeD0DdfwopkP5YLR2xRud8AAA6l6osnGoIxhqKizHrbQOitVJt7t0gz8+du+Rf/5OHXZc+3ejf/WfAJofKbTDYxZaVbI8CnIZlh5DwlR6ZEC1CTVH9Upuw8a3Tx6Eh1uV1Fc4kgUg1vjrmOzi+/hbMa/ygIIEEVEmP7jVSrdvxu7J/X7nWXeH+I4CFD8jPi7R4ynsOlK7KALDqDe9G2z+Xxn0+ZJJSvX7hh97lDxwBvHy1+11kgee+AwBorV4vN83hHyIPgcwkJbFicq8TpHHK854JciCBDOW9HubOjKE6X+wnj0l9bPRo94Uxc4AjtNQqHYslCbzWlmRcx5PnStffu/fPnbj54G45FgFgzbvucqVAzq6S1/rm06LuufdP0lR5y7roqG9ulnGL0Xq5zXRXgAsree+ZrOAXghCyPfcfLl1Udbx+o3zf9ESgaXPvb3fuLI+5axVw525yDE47wP2dJzTyYZBlPPISSH4QqochAMxUn1cCWJvvf6MFQrgJGjiLE8/Qc0243zywHj9VtauiYcJNl47Fb749DpGwmxhEjw+MaLUVmbRYJFUptwSFq0AC3sxb3Q6BJGefK9dlIASw3WbyIpZFt0WOIuWHTmpsSxYyBXwKpM+FNR4lzN8shnAI+LeWxERoxxiNeAui+5UDVv7Gaym92fCLhMgpi2JZhJu+MQ5HBRC19q4sMlk3C6sf3T43T8A9D1khyQzHC65vz1UgOeubRboLK1S7gJ3nVmHL6T5/eOTGQLLQ3d6ZwewpEXz3jDEys21AFtaV69JYuyGDr/xsBX74G3nT09vVoFz03GNTExDKdezgnRM464h6JzU4/5c9y7qTTBJyyT2/hyzpytzTK9x42oxXIQzZhKgvBlKfKNNrneplHjwKZFfWIU2W5XW5XteecQoIc1KoiCJd6Yxw3JR1ZLMuqWtpDKF1TCgn81o0TBjbGHLGn558IBxyCV9eF1Yt26xfFQxSIIOS6ABAXFOVG2tt7Leja+jqEyJ8r+AyHj1JgS//cBke/rfmfgZ5Pqvi0tU9kxW48NoV+PMjbVjblkVWAH/6extu/Ns65xpNZYTT37Ytr2keE14FMuu0KZUWnr4Qwhuf+9Qr7izmomUpvPuJJOmyzmduH7R3ZT2TTNMnRpBUCYRmTY5gxqQIPl6a9CTRCepjBidRCSKQXLxaElTy3IMBdmEdPgWSiA4jog8BfALgGQCLUERIRVli4i7A4Q8AX/h+7m+xBuCjB+Rg6VkrZ7A1F1G9lmJelz2OketZK9WIapULj2fNFz8LLH4GuPcQ99w7CqSrAEYjpMXyBBBIohwlAYAnRb8DvwtrpLo4wtW1MndZuttVAz/WjGNHqQDw+T8cF9adqp7A9tM65T0+iEBuegIwZT8gHuzCCkC6G/escR/ancvc7JKAa/j2hVS7TArCJE/PTOkHqxfLXpDn4dEvy++zjga2uUhOEOgKJLvYckIcJpAiK19WGNWWTBJy5J41eOqoq4PPa047tHWIJKHs1s5LphcIJzC/6l84q+kq2LGaHPfkQDD5rd8EGL+D657a2wYsvA+4f4H87iej7A4apKJ9cLf7efnLclt8zoLiRYPGYLtLqsdXSTLmJGXJZrx9NvNI+V49QfYDQ1flx24r3cyYQPI+OVlTqCqvC2ufYAKZ7gJWq4zATCC5Df7EXYzbJgF37Ag8/wPZRwvvl8s/fQx45mLvujox1ydw1MTQSeP+iD/v/QtZS7PQJI2O4//lfuaJK76Ge9ZrLqz17nHo21xXBIG850DgNs0dmyc+Ut3AO38AJu0JHPzn4D568BilRv5Tfp+wCzDvfPlZdw9/89fA27/3/ncIFUgAABGdCeBuAFx5dSJkjcbRDQGsUPGDM1RhVsfNTRkfegbOSJjQ0hjCtNaIR1UJioHMycIaco1oNuZYOarTlER2K2O3MN0NbKoymNs6pHtnbSL31E0ZF8JJ+9d6jgUAmuptVCmlsxCBrIpZUoWcFcNL77oP/ax2jDFfjF+aiZfPRmsdE8IvLm7BWYfXe/bHhiUfYxBJbOvMQghpGFgBI5RVtnyJR07/8XIni+e69qynTuHe21VhfJPs8zENtksgHZdRuV5Q/2a0LKyptEss2ruymDczij22qUI4RIGF1de1ZbFUJdt57s1uZLJeo51rL7kurHI5qydEhOP3rXXKeviT1zgKZECmVje+jxxi9aGqz+dvKyfR6dViIPXEEboCHVRGQQiBtg6fC6twr5P17Rm0NofQUGs5yYf0Mh6deZQ9fy2sqT4CadvuJEk0TJ6yD3XVMpb41/evx3/ed69pjwtrxlWgeQxkNQLp5yCdeQik7sLqh168m+8VPFnU2Z11PAx0dPdmEY9KV9Fs1p1QWLpKPsQff6kTDz3nks5U2p18sC2ZUZfHlJ6Qp6uHVWlZN9Hf70GFxuU23D6LhoPdStdqx9BQa6GhxnbuGZEwYVprGJ8uSzkTZj29IlC1Z9SxAhlQwHzV+rQ6boGwHRQDOexJdH4IYEcAHwghpgHYG8ALw9qCUmL6oVKJ8qP9cxmr9OE90hCM1gNWGNMj0ji09U7XDVYA+PBe6d7HsU5dy6WRzvXqmFAsf0m+67GLfvdHqPuH4/JZREwRY9x8YPI+8jMTPb8LayguSWUhJNuBp7+a0y4ArvHImWABb9zZ+3c5LqyzY2/hqmMWy4zDIsC4PfgO4OjgrKEOYk1ye3w8qS6PWlsUgcwkJemP1Louju/8Hqid4hrJ7CYHyEQsjK6V0uAF5H8tWyo6Petcg53JZEKdb26rlhFyk4hUTiIhyHNbDIH0o2ct8O7tLmHNJL2TBpG6PhVI2b42tX6tJOOskOs1UjtXeDOJAq7yyGPTH/vJ+PP2wI11Ul1c/Tbw6Gm567x+k/uZSQFPwAAI2wI3bfZV/PjcZkmyRMY7dra9WJZAqd8E+OIr7nL9wRapBho3c6+7IAUyTxbWPqGrjX/YQr73rgemHgCc9GLf/1/2opzE+PeVXtfXd28HOvJkG2UPCcBRIGNWEuMTiswWSyAn7Awcdg9wguYuyvGOHz+oubDyxA55JzN4/BTCoke9WVNvHScnIF76SXHbWKVFFU7YFZitkmzp6v7jZ8qx9dZv3WXDUAfyfAA7A2gDACHEhwAK+FCMDghIt0IiN16vzXFzk+uwWyHgjVfTVRXHvdNy42+SKTemx7JIKpDqO7tcsQvreUfXOxnRunpkrBfXg9Fn3FtVTFdbp0wwUxdAcLaYHsVmSt3Ra74119vO/moLJNFhVXTK+DCWr047Rr+uQOoKFOCSCO4fVvemTwpjqxkxHL+fa3zIbLTyMxueVfFco5Bdi0NWH5lK88SNLV2Vxkvv9DjbymQEZkwM44T9anHJSY2Om8XYRlnr6bMVKSxcnFLtkvsLJpDC66rZlUVvUrrtuaVRgg3v9q4slq9xH1avvdfjcQFtqFUurOrYmLT7/eT9WTv9tTF1dbirR2D1+rSzbsh2kynx8TIcl1ObEI9aTqxuVsBDEqIRnUC6y5Makc1kXWWd289kbH17Fg01NiY0h51rhwlkOpNLZBh+ErDX/CqcuL93bLHbalVMlqPRjy2ZFPjLY21Ozc1YhJDS2q+7sLJbZsbpY6Vuaddje14X1vwE0qNAqm3xcTGh89ei7eoViEdVOZSMcK4XPu8r1qadz9EwOWVV+FjiUTeeletURsPk3Ic4BtLvklsV9Y7/vz3ZhiWrUs752X/HBHbaMh4YX8gkuK7awp7bJjwFsplAptLAR6rsR1dPtjCBrM7vwspZqPkcOS6sTqIngYA63EOJlBBiDQCLiCwhxNMAAuSvCkHPWumSGKkGrBCuaz0Ov9v6Im9aeF2BFAJ44Ejg3oNdJeezpwEIqY4ArksYx07qxlM6V4H0xgz2k2hseYZ8f165C/pdWC1v4fRAvPUblwxP2kO+N8+T7+s+kO9aDUqPG9qGT5Rxy/tk16YijVs/4io+khOUZHq9pClaV5hA6uQzUqvOibqAxu8EHPUocNQjwJmfAFt/FdjyTKB1J/f/n//D/czELa5cAlmR++wpuc3Zx8rvTIScYw5jl4QkyktXp5UqWeC8nrkIOHtp7vKI8m5iF+V0D2BroQ/RfhLIaJ1MLNS1QrapQ7lWhmK5boc6eMwG1VTV8d4dwB+2BJYoxUufaAiKIeV+2+dWAITNEu9JQSKIFBC5Y3DstsCMw4ED/5jbhnHbSQVSCHecsDqlJ9HZ8ImXnPQFf8KcdI+8NnjSiFE/I/e/s452P7/wg9zf/3WFfOdzWT1RZZrV7ht8XRO5Bq1zfEVcYzOP8I7z2iny/YlzgaRSqKvGutvV3WL7ikPUM9Pq+ORhlwRzQjMAuLAbOPmN4P/s/1uZWIqzaPO+37zNXeex04E/zZexlY4L69CV8egVQjh3UFVCI//TfpRAurCm0VhrOxlR2X9cT+nP0NVAXYF0ynWQL4mO4HWl8pP2ubBySvJprRFsppIEcL07hm4wTdAIZDYrDcOwb9zXJmwnIYmuQDbXhxzDtibh3oiDFEhApszvTQnHTU8/xhwFkmPx1PZPOagWd181wZNO29mfdjxseNYlbLQ02J7yGRyTZ9nk6XfG/c924G9PthVMjsNtXNeWQVZIsnjm4fWIRiyHLE0ZF8aqdRmc+v1l+OVf16l2yf/XBrgIyxhI9/vyNRmnj5iUhgKec4k45RDIj5akilMgfc3g7ftLTPQ4Lqzueb/n6XYce8VSh/CFbcKYOtuTKZShK4bRsDcGUm9DJEROuZugJDrsOsyxvW48oTy2nqRAQ43tqIWAO86z2Vwiw/AT6aqYheO1gH3bJpx2SB2+flIjLj+1yePiHY0QOnuynpjTeJQCk+h4YyDdY4uE3FhNIDiJjtxu/ltqPIBAOgokq3FJgbUbMs7kDSuQti3b4yd2+nhsqLWkC2vWjVuNRQifr0jjsK9/jrc/6kUsQgiFXPJfXSVdWP2uw/4xcsv/rcf3blvttPOUg+sQjViBHgJMIE8/rB4XHNPguc9EQoRNJkhjmeNV2eMgHwrFQK72uLDCkwkbGJEkOuuJqBrAswD+TETXA+iHpTXKEKmVhmQ4AVAI1XY7plSv8BokugKpu5WlOiW5YAPbr0ByFlNVyBvLXwYWqWQmugIZsQrHQBYCG4KvXCPf/S6sdhEEkttbMwkYo9SVSbsDIJdA6qjXiqVv+EQqOkzyHOOW47P6eTxxVRaAXeD8BDJSl19BSnYA14WBm9U2orVyIoAN7LHbAuO3dxXHva4H9rsN2O6bklgC3oREvF+OKWMS1LYIqB4vXe3Icl0aNXe6zWL/AaAmNrOZwspy7RS5PT8OvF2+M5FId3omHqS6XIwLq6ZAJsZKgtCzznUhtSLAytfc9Xe72vv/Jc9J90TuV8bOP5LvPN50FQnwEjTdDZaXr/9Ijo8tvqyURP/YKUCMFtwLbP6l3OXjtpPn6T4tbpVVSiaQbZ/KQvVPXqC1TwDPXuZN+KLD78b5wo8kMdfJIQAc96z3e+1U4NC/+TZGwOzjgVlqAoLvL9ze7S6V5+j1G2WGZ0B5FoTVOBLuMsDrcVAsxm7rfuZ7Wg274Hd670N6kqi1H+QmANIzp+po/1xeE7FGYJ6WxTgUA5q3As5fC0zeC2ieq7VLzVVyrV7e9+NaHV8AWPEq8OavhkWBfIaIrgAQJ6J9AfwNwIN9/GdUYPmatFN4tiZhOWTAbwwDPgKp1bbzq3OANOr0OpAhG47a4U+iA7iuWV09WQ8B0ffZ0hhCOCRVUnbL8gcs1yQs5z+6IT5xbAj1NTYiYXKIKIAcAsqklskfxxfpWVgjvjqQXCKCCWQkTHlT7uuGJBvpkTDhzh9P8CTT4bIdIdur/DKSKYFb/m99jgIZVLx3nXL51RWsxlqZaXXW5EhOXUhbI7YWufUzAalmJNPCib97++NeZ8wUUiBbGkJo68xg+do0Gmot1Cak+6au4NVVy5II/hhIv+tmrgLpc2ENUHK4xIlty0Q4k8flzjaxkZ7NSjfMXj0GUjPAI5oCmQqIgWQiwtmFLSeeUDgJdOprLM84jBSjQAbcqXRCEbLlBMrBO1dj/mZx1Guu4ZEQea4HnuzR+98TA2m5bQZkduRI2KtA6gTSsoBtVOr4TJD/skJCd2HlGEhWIFX7PluewtGXL8Edj0qjpbtXoIoVyKwIJP+Mhhpbxl9n3O3y+h3dAu99mkQ8Sk79V4vk75JA+lxYA4hwMuWu55zfgOasVgTST5J52SRfgqO+appywrAgF1YOQ0iloRRIqO8ugSyUvXUIsAAygc7XADwCWVZq1Cedy8HuKkFIuksRyGrXCCHbSyB1BfLzf3i307yV+5ldGnnWXI8F61ohXf3+/V35XXPLjA5GgWQCyfC7sNqRYBfW3jbg5Z9JcrPhYxlvd8YnLrGNNUkFjGO/9MyoCU116Vwu3VWZRDBRGKgCyf254lV1PD4CGa7KH/fnL5/Qso18Z/IWFEcKSGN56n5AjYrhmnMqsMv/ADvJBC+OAsnZPZNtkoyFYrJUAit5mgI5OfIxfv6ltTj3qIaBu7Cy63OyXZ6ndI+XQFqh/H2x9HlJkIRwFSZ2YQXkeevWjmfpv6X6fMLzbvwZ49Vrve6u7BY8dT9g2oH5Jyh61rjjQY+x1RXI2smS5OvEaKBjB3AT6Xz8EPDKz+Q2/FlYWZFd+1/ZDw+dJCd3Xv4p8Ojp3u0l22Upi5WvAWO2dLe15J9Aw0x5/DqqxwPbXOh+Z4K54H7goDvUQgEc8hfg0LtkbODK12U/scLLbtYA8NmT8r13nYpbJO0aUxMp9gAIpGW7xHa1yoxaM0m+p7u8fZ/uluNo0ePA72bn1P50ssWy+hqtcydWulbl1q9lxBpkHdT9f+cu423oNW71CaN9bnU/x5uGPgYSwGUAVgF4C8DZAB4G8O0B7a3MsHR1Wtb4gXTtbPMpkOxWtklr2GPI25aMc8tqKe4tchM4JFNaHUjOwponiQ4gjXIA6O4RHqVFJ0+JGKGmykJbZ0YmhrAop4ZMbZXlGG1s4F76xUacsF8taqos3PXjVuw6z63VlePCqimQgOse5omB9NWBZMObE6EUmu3XCat/vaCaiLYVrEAyuI95EsBvmAKSWHX1ZD2JNI7euxa/uHgsprXmXjRMNCNhwo/ObfaoXBwDyYrpq//twTsfy5s/k/kgI7e53kZ7VxYr1mQwrjGE8WNCikC6ZCMWkSp4ThbWPApkOiPdU3t96/tdIAFgtYoT4/6fNzM3eQQrdpmsioFUmYT9MWR6DKSeHIevGVeBdBVN3i67JtfX2I5LNuASjUzWVcJuVAmr3OPO7Vd9PPl/r9fczyNh8hC+iKrpmgqIgbQt93j1GEg/gdQzjdoW8MUDpbGSt1A6CiuQfK/huq5PvCSNhO5egViUnBjIeJ7EUoBMxJRWMZB8H4lpRFBODlgIcX3KqHT5DCLuQTGQddWW006ebPJPcADueONJJY8CGZYu0ok8MZaeNjhx4q4CqSuesQhhxZo8LqzKhuJ75XBBCNEphMgIIdJCiD8IIW5QLq0lBxFdQ0TvqdJa9xJRfZ71FqmyXK8T0StB6/QbrF6kulwFko0my0cgdQVSL6sAuElaANf4SXUqF8ElLiHiuDOGnkRnMARSN85EVrm6aW23IkC6N/d///oW8OylsqxF5zJpPFq2JA9zTpPvobhLhpPtMlnImZ956zgm27xus2zcDlQZqJksCduqN6TR6o/7swrEsHEm2VAc2PMGoHlL+f3Iv0tX3/E7Ft43l3fZ/jJgh8tdF1K/AplUCXoAaQRzfBwTH9UXW0/tlV5RIjswAhlW+0+1u6RLjwe1QvkVyL/tJeMOO5e5CmS01h0vnctdUsdKZuOmQOuOkqTv+Yvg7e5zqyxZccxTUi2qGhu8XlWLJB4rlLLJ5BvQCOQiLRaVBj/5AABNW7ife9ZKgs9qVu8677VRPUG6fr93B/D4WWqZNjkihKwZ+uw3gE8fB+o2kaQRkAmyOI7Qj92ucT/P/7p8n3EYsNkJstTHvr9yf9/0eElkn7nEVSD1mGk7ItvRvUZO6pClqfxJd52BYNKe8tr6WJWjdwhkj3e8prqA//4Z+L/9grfz7u2yXTupybFNDpXn8r07ZNkYnoDJh7FbA6d/BBxyFxBmss8urJ3eLNjVEyQZB2SfsJt52BVw+oNiCGQcwG+FEMcIIY4G8Fu1bNRj5dpMoAKpKysTW0L49be97hFOkg3hVef0BA5OEh1SsX/+Mh4BGRm7e70KpE5GLItQm7CdJDq2hRwCGaRAThobdtSEumrbia8E8sdAcgKS1et9CiTl1oF0XFgdgxh5EQlQIBlBSqNUIPMPUTZmv3lyE267fBy+fGh94HqrN2Q8JKimysKsyRFMCVDidAK/4xZxj6slZ2ENhwizp0Tw6ns9uPaOtc42ATjGuY4xDbbjwjquSWYRXbbaW2szHiXEohZy6kDmUSA7ugVOvnIZ/v68N2tnkAson0f+7/zNcy9fzpqayQiHzPcmJYn0TGqEXRfWVJALKytUMW8M5E1/W4cLrpGuGo21XgKpx0B2dGdhWcBmUyMY1+iuE5QIhbTEVX4CqavzkTD5Sq0QQqFcF1bLktvMUSBTbobPIDfKkE2YNyuGh66biK1nx3J+ZyQCkugwIWLize1kFb67R7mwWrKN8QIxlvU1llMHkq8vf0xmPOqSrGhEHpOetZjhd5XlNnd2ZxGLuJlqdW5GJF9rfAqkJwZS7buxrm+DkMsmsTq+wxYx7L6Nt4D8MuUWLutAknOv4+touMp4EFE7EbUFvNqJqK3vLQwIjwPYQgixFYAPAFxeYN09hRDzhBCliccMawYKE0iOleNkG4yMpkD6Y6F0Ajl5L/me7pLGTTblqmCsqDn770cZj0IgctXU3rbiFMgNi4ANSq176gJZa5FrM8bqgQN+KzOlhqvcGpqpDqnA1E5yYyB18urssx9uiPmOp3q8JDcZzUA+4Xlg75sKlmFw3AzP/AzY5ivu8sl7Avv9ys3GmQ8H/AE49G637ibDr0D2trkEMtoArHlHEjJ/zN0nj8g6imve6V9yJAYT2KRGIMMJ4MsfAsc9I/s2H4Fk1Xzlf7xJdPicdSkCWTsV2OlKuUxP5rLJId7t8TFN2UdeG5P3lOdKd2dm1E0DdlHJU3jCpWOJuw0+llS7lvmTct2fB0Igwz7bIKEpghN29U4M9WiEkhMG6SVm/OU3onVunDOQf0JCv3f4ydORDwFbneF+5/vHq9cFK5BkyWsvm5KKG2lEOzNIAhlvcmOeyfJdz7oC2eV1cQa8NdzWfSDduTf/EnDY/0n13vlvd8GyIg7qN3FjigH3/vz0hcC/v+8uT4yTZLxhppwg6Fgi3d77urbzoJir8kl4CWMcwBMD2lsZok7FntVUWWjvlA8hve5bkMHopPnPCE+NRCYP6YyuQEoixGoNK5C6YcfkqatX5LgL8rYBaUi1d2WRFdKo97uw1iYsZ1usuAS1n5EvBrKxVrpvrlJqiKcOZEQqFmx883HFCigSzvF4CLH3N+4PPSlYXwqkToxmTIo4BieDtyWzV+b+v7rK8rioyn1619HrdKYzMjlHOETYbWvvjA0TyKD2jqmz0dktsGx1GmObpAK5fI235l8sSp6SC/kUSO7ftRsy6EkKJ5MpAPQms/jw8yRiUXIyzQK5BDKoRIlHgeTakikvGQFUEqW099wD7jXDypw/BvLRFzqxxfQoZk+OYGJLKNCFlbOwVsctDznU2+4HxyX6Jy500hsJkSfGLxyS6+uuk3qsJ49NPr5kWiqQ1VVWYHIlbluh+EcgeNJIElZ3MoTbub4ji8tvWomV6zKoirlJdPIljrJIul1LF1Y3ltrv8hqPWk7911jEzZDKJY3c9XL7u70zi86erKMuA24/tzTa+Ml5zahNWE4WVr4WQj4FEgCa8ri56/tvUZ4QdWpy48T96zz1UKeND2Pl2rRTNiQccicOeCJFlvEouKuSQAhRI4SoDXjVCCFq+97CgPb5mBCOD94LkBnShwfsipbqlAZauNrNIlg3Pb8C2b3Ga7BVtQB7XAd86T+S/IXicla8Q8WXcayRv4yERiDDnKkTGKCrY718T24oLgby19O8cUyr3nD7Q0eoShqPXOqE99MwQ5I0JgkAEOIYyBKoSPFmqfZxv9tRqYzNO69wGYbPnpSJW6rGBP/eFxJjgVlHBbRHkWvd5ZPJXaxBGtC3jgfe/o1qr+r/9++U7yte7f/EAODuo7fNSyAbZgATdyusQDJev1m2l9TYZJKw4RN5PFXNkmDNPs5VkIBcYjjnVFmc3r88HtDXZ3wsk7YALinqWKzVzVSTxqlOlyjoLqxBGXwHiupWWaPx4qyM680hkD7iwYrWf/8CrHjZ+1ukRk4yzDgc2PZrubGiOrhf+jrvuoLLJTx0AvmPi4GlKgl2rAlykqsEMZAMdkcPVclxG66WBNCfRMdf5ke/J7Z/7qqXM4+Uk0w6+lIgg6Dfj964WWuvEsNijXIyr2OJIvUDi/Mo5l8xIYQjc6jPA9M7yxA8o1+bsHOysALBhEB3y+OJBMtyU9rrtfUsS6odeh3IcAg5iSWA/DGQbHTVJqSbLcf0sQJZr4z/2oTlbIsNKH+cow5uw/gmGy2NticTZ1Od7biwehRI1RZ/KYdoHiVIR0Qjzf7abEx8dRKYLwaSwa5yjtriM3r1beUjtv5yEH5iO2eTKE7cvxa7zotrCiSw67wqPPZL90Ln8ihswOqHx+peVgDjGm2MHyMLyi9b4xrt8aiFWITQ3Svw8ZIkHnux03NsDB4fbWqyQ8+229aVxbufJLHp5IhHueWYNP5vJEy4+MRGHLiT6wbGxCiTFQ6Z7+n1khHAn4XV3TdfM34FUu/Pr53QgFsuG4eqmIXahBxvFuluufL/jvur7ca05Ytj4+MsOO5813A4RAhZ5Gm/dNX1kl6eBEqnpbr1jS814YJjGnK2X2yMXVAWVm57V08uM3xRZRLWk+jok1uebcctpz5tOqNfE97GySQ65HyeNE528HuLvG56QQSyrTOLrm6BKk1J5fPbVGtj+zlx1FRZznjjazcSQCBZgQwqe7LN7Cj+/INWp8SRnhBJv59NbQ0jnQEWXLIYHy1OSZIf906gDXcSHSKaHPQahl1/GfnrTQoAjxHRq0R0Vr4NENFZRPQKEb2yatWqfKuplS1ppDgxkAmX/IzdxhcDqRPI1d64w0gNsO1FQMs8+T3WIF2uOlRWzea5AChXuQwncOGYb2FiQ6/0qnHqQA7AEGKXt571rjvp3HOA6Qsk+dIJpJ7ZUUdQIoxQXCoIqQ6paOmZWGsneckDG7GlIpBdK70E0tlP2K236Mfa/7oxcKWEFZLntUtzYeXSMLqx/5yKmeSahXobB+TCqlRx3YXVHwPZuUyqnEu0Eg16Vsw178pzHq1VBlCdzEb73p2yj6taJPk/5E457nWc/hEw9zz5OajmKCCJZ8MsuU0drND2rpfXT9dKV7Fr+0wqkxs+0Y6HcsdOf9VrxpmLXELDBIkNGv261l0jGck2aTA+fCLwgG8yIVIjCfeCe4E9rnUnTYJwytvAqe/03VZd9eN448RYWb+Wwa6jcZ8L62AVSH3/TNi+2i7dt3XiKzK5aiy7trOrfrVv7u/gv7ifdVW3WOSrfczbijXJyTwmkAOslVzM3baTiJwrg4i2hUwSUBFgA0YqkLI4fKovBVIjkGxkEmnKZNabhTVsu8Yqu6Tp0JPv+Gvu6b/XJixs6JBZRS1yCWRTvauiRnwKZL6yEvI3+b739gnc+aMJnmNtbrCdJDpZ7RjZKGQS4cR0Oi6LeXdXlAvr+CbdbTFXgdRJIRuq3Gd+dz09mU9QtkgAOPPwemwywb0p+ommZRHOWFCPcU0hZcDrCVAI82bJmyCTHn7XJwL05D4TW8JOqZPPV7gzwYm4Jctn9GZx3zMdeOT5zsD2MFHieF1dxVy9PoOFnyex2bSoZ/+OAqn1/yG7VGPHLd1ZKodAZtx+7EnKhE26/R0Nuwl2gpPo+GMg3T/7kxy1jgnBtr3XTUd31qP6jlHn25+FlZFPgQSAg3ZO4Lh9anLGUCSsMpFq7c9kBEKqedwengRKZQRCNjB5XNijnDIKqe46qvS4Z18CoCACyYhrSXRSeQhkdZwcZbGnN+uQplwF0k2iE4u4dUHfW+RVWfyxlpEwYUNHkAKpjkGNreoqy1FRgyaVHAVSndcGjRxy2aRoxEJ9je2MQ51A6vcQ/+RPyCaHpPPEil9BHwY8pL2eBPAx8hO7PkFETxDR2wGvBdo63wKQBvDnPJvZRQixDYADAZxPRLsFrSSEuE0IMV8IMb+5uYhZ73DC68K69VdkGvk5p/gUSJ8La41GIPV4QECRn1WuAlk7xXXhqpvm2feCuj/hj2eoUiClUCB717surPvcAhx+X64L6xrNqG39gnZca3O3G67yqg/+eDf92HNiIAeYhRWQ/aUrkLqhzu6BfuVt7QeSmBTjLjcQsCoKuEl0ALcgO6N5rkusPQRyABcxE76eda5qp9fp1Mn5W7+WRv4b/wvcoPSRqrFyHPauk9lrGeO3l+Ng5X+CFURG/SbAVmq+huvy+RFrAL78PnDkw97lTECe/75bhqT1C9LVcN2HwB/nyWUc61YqF1ZAXnMce+wvs+FXIDnBECPZnlv3ddMT5XvQpEU+JMZ6y93kA48jHfExsn6tHzwZ5ZTKKQWBVIqenmkVcPueiSWXJGKwa3vXSukRUONTHTc93iWVA1EgAenZoWPXq9zrP94k78XJNnX/GzoCeRGAvxHRP4noXwDuAnBB4b+MHnC8V03CQjojVZc+CaTmwuookOQlllk9iY5PgfQbdbqBG9LOiBtD5BLI9SqTpW0TahIyjT4TpdqEnRMDGZTUxdkXG5IBx9hYa2Ntm6tAyvgmcgmkIhFLlQslJ7AppAT5a2nq4PPAiggfo1+B/OpxDbjzR/Kmxin8ud/ZsOUsqXodTzvPDMvMSRHsMCeurRfcdtuWLoQcA8m46vwW3H7leIfgBGWCrdHcHlubQ0671rZlUF9t4TtfbsKUcSEniY4nw6evPRzPxQRSxz9f70YmC2w+LeIhi34XVoZ+HNxuPQayJyldsf0KJCdR8riwagSSyCUu/thTHa0tIZX1VH7PZKULZ7VGXppURuB8cWxuPcXcE3fJSU04+8gGT/kYPu6Q7c3CGqxAyvd0Bm7m0oA7ZqG4Xx2xKDkTfZ64wIg3RtOPeNRykujo9ya+1i1LEjc+zp6kcPorNwbSQijktqd1TAi25ZbOYVRp5+B33xmPkw+qRW9KYG1bxqOkMlHlPqjxxZ7mHCvHQKp7FjnJfggTVAIiXj8eJc9Emb7NWISciRhGOCRjM6ti5HFhzTf5MBQQQmypvWYC2B7A84PY3j5CiC0CXvcDABGdCuAQACcJEVwMRQixRL2vBHCvatPgEa6WpCvZIdWFUBTY4jRp7BdyYdUVSI5xZDDRYAUyMc4lYLoRxgaao7oMMAYSkHGLgEzC4Xdh9deBXKYVPdfbvsMVudtlBZJLaviVBD3+0zGEmQQM4njizfJY2J1QV79YlfrkEVV/E1Jh+91sue9ChGgwcNxqk7JtTJ79fZJsg2PMDlaBBOT46VyeX4F0IIC7dgeeOMddNHV/adyv+9BVTP1t7ssFtmWudF2duEvh9aIBRIix8H75PmYLoHaazL7KEyZOHxFKkoWVwYmW/BlA9fjEZJtbpxCQhCfZllv3kCd+9EzEpQKRNwsp4B73Octk3DEgJwPqpgYrkINxYZ12gHzXM8fq4HHOJYkYS5+T7+/eLt/9BBJwJ5EGokAC3smgKfsB239Ta5dSIFNdqgTTELmwCiFeBrApgHMBnANgMyHEq4X/NXrACmStMnzaurIeVSeIQLI9ksm68YFErkqSVbFKbGyGVbyVEMKp66ZD30dQHcio5marK5sLdqvGD84ag6qYdH+U2SVl+xwFskAMIRtzfjc3QJIxVkWywlW4Y5qRCgBLVqYQDsFJNlOMAmkpMqqDjWE9i2XIynUhDofcIvFMjLjPQjbhqZsn4/RD5Wxhg65AFnj+6AZuPjWJk5j4CWQk7Bq+gGtA627Qetxcc4OtJU2SGTb3nJ8AESEWlS6sekKTvhRIRlWMcOdjbWhpsDFvVswhPN7/er/rkwtMvj0xkL25MZDVcZmJM5sV3iQ6aZdAVkXJIRa6q7I/IdJu86qw27wq55gyGYG2rqyHcDsKZL4YyGJcp/MQyGWr0zj80sVYtEzW5HRjIN328Ls+xtztoGDb/CCS5CYc8o7/RMzyjBc/4jFXgeR7k20BjbWywZtPi2JCc9hpW09S5I3LjOlJdFQ2Wo4D1t1J9UmuWJQcd9Jlq9Mehdi9x7kKpPO/PFlYAffabKm3UV9t4UdnNzuTZ7z+3tsncMaCem9ceMhVVjmDtv+36rjlcWEdZgXSAyHEawB2GIptE9EBAL4B4DAhRGC1aiJKEFENfwawH4C3g9btNxpmKUIlvJkPAS8J49n2dI+cqa+bJmvXHf6g1yAFXPWsY4k0nPzqAMeQscHDxuBgFEhWl7pWSuNbz0joj4Fc9YZs125Xy2yjVliqNXNOyd0ux0Cy+62fnMU1BZKVHn8W1oEqkADwyMnqGAIUyPsXyEyjHUuBG7Vz51eES4UqVpaXAhCuwdzoU5nmna+d2xIQyOpW6abKmV51xVN38RRZd4KiegJw9lJg+mHy+/qPvEqX/jlIeR4IyJJZSv2qEQCsflO+N22mjkfLSMyTMzoxGmRtPwDAjt+W7fG7NPPEEBPxDYvk531/Jftr3fvA+oXe/zCBZBW41Ji0e/DyxDgZ68qfgdIm0QFkMppzlruJlBi8Dy7ZAkgVmsf2/ztOTkw8+w35PYhA8nkeM2dgbdPVdn+W1XiTPB+96+VvQ+XCSkTnA0gIId4WQrwNoJqIzhvQ3soQbOSw0dremS1agcxm8yuQuuEdsglCSGMmSIH0Esjc5UyidCJiW4TmhhC+sFUVxjW6WS2JCJEIOS5cBV1Ytdl8PxIxchJ7COGSZnaRZUP285VptDaHnf0UTKLDSYECRh23oVYzQG2bPHGTAJxMmIk4uS6svu0xwWyo0WIgC1wfhVxr9eXZLFSyjvwb8yc28i+zLTc5jBBeQsIurHpJhdwYyFwCmYgTfnh2M2ZMCuN7Z45BIu6qTEH/ZTABkoohE0iXfKQzwpNcho9FCJnwSc9imnJqpwqvi2OB5/7u21ThslOaPNfNmvVpj5syu2eH8pwXl0Dm308k5P8uJ1pWrc+grTOLz1ekkMm6/ROkQPL29fHNpCpf24JQFbVy7ilVAaU5Dtwp4bjLxiMkYyBVGZmaKguH7VaNKtXPPzmvGZed0uSMy96kRoZ9Q1XPwsrnnCdiTtrfNYx0d9tYhJx7T1eP8LSXt8+Kd22AAhnkwsqxipEI4Z6rJ2KbTWPONrh9m02N4vj9vDPzrFjzhNnVX2nG1qoGJ4/56rjlTaIzjASSiC7WXpcQ0R0Alg7R7m4EUAPgcVWi41bVhlYiYp+4sQD+RURvAHgJwENCiEdKsvex20g1BMh1JdMVyPVqnW6NSO3/G2C6L1MlIMlZ53Jg2fOuQteytXzf9ATgpFeA0953DZ5SEC52YWW3WU6+AkjjUmRcRbB7lSQY210K1EwAvtIu2xQEViCZQBdKlc+ucM7xcEznABVIQNbmA7znwl/v7X8neL/73Q9LhXizVKu4HiIbzDMWyAQztVOBr3bIsg3+cwsMTIkFVJ3Jpa5S5ok79RFIRxUdKzPZOrGxa7zjW09CtNlJA2tXEM74SMYDM1jh/uBu6boaTihFPoBAelwzS6BATtxVtkev0wq444f7asMn0rV2qzNkFtBMUl67jOmHyVji+unA/EsH3p5CqJsm7wm7/ETWYtXB1zIncvLUyywBgQSku61/IozvF2O0sigTdnFLaADupAYg3Z39mLq/fG+YnftbMeDswYC3/iPgnr90t5zoGqACWcwIO1MIcRN/EUKsI6IzAdxc4D+jBmxEseGzwU8gA8iCJ4mO5qrqZG9U9SFZfWHDKJVhBTLYkJfb1n4T3jboREQ3ik47tB4nHeh1beNsnoVcWMOOApm7TlXcQmePjAn1KJCOe6O8WS1ZmcbE5pCzjaBt6e2Sbc9dp7lBKhF6bcaQnetey33VUGNj8UqVRMdHjDhBB9ezDFrHs01tH/kSbuhxcYUSEwW5sNb6luXLLhpTWVi9NQb9CqR85yQ6gDzHW8+O4bbL3XIzQQqkn/jq5Rx4u3oR+nQmNwkJuy/+6e8b8OTLruihK5BBWToLwbKkq2JndxYd3cJRHQE3Vq5H8wrQMRAFkutAMnqTXqLseBJwEp2MS6p1slhfbWH1+kzBfftRFbecuGlnme+aqYoRLv1SE37429VYsiqNZBpaDCSw29ZxfOXYRlx47QpEw+T0N4/L7mTWOYYgV3FuL3s2XHZKE158pxs7bhHHbx7YAMAbAxmNkCcOUSeQrjIrv09sCXn+J9uVqyBym7u1sc7bKDRBA8jzx14T8zeL4+V3e/Cf93ud/yWqLHSOUBIdSELHSEPGQv7fUOxICDEjz/KlAA5Snz8GMHco9u8QOyBXgWTEGmUGya6VmhLXlH+bjZtKd8PVb7vlNY79h3R75OyEsXq3Pl4pXD657VzQ3hMnp4zLTBKw4m49OUahRCAcAxmUzMb5v1IpWSHJUVQHYNj54xh1N8N8BcPHbgtM2gvYPEBJLQU4ORJn6mXFlQg4wOeC6MRjaffJARq4SIyX++T4S11h9RNILmXApEMnjfqY3fJMOcmx43e8dSVLjX1uAe5QzgtcVqRqrOsSDbgqWlAM5EBV20Jgd0reb88adwKGxzAnjDnsXlkygizgdJ8qWWo0zgJ2uCx3OV/LzrkMUCAH48KaD+x+Wj/TXVY11hszynGTRz0WfP889G6pcA908mT6YcDkvYF9b/Mm8ALc5EiAvE8NcOKoGAJpExFxfAUR2QCGoMdHBqx8tSrD59NlKSQ1d7LgJDpyWSYjwCIMu2VaFsdAuuqLbpB39wrUV3sHBJcsSKaER0lh0taialXqxNNTpsBX5Fx3+yxEdnhfQQpkVdRyFDehxRE5WVhVjcAlq1LYYU4MO8yJ43/ObcbksXkeUMitfaejrtrGPVfLoGHONmtbbgwkl11gMt5QqxFI3/Zax4Twk/ObMWeTKG64S87yFLIhdQJQSIF0jqOQAhnP/Y1JJas4+v/18x2PELp7s4h0ByvS8nuuAhlkcAcRZv+2nAmEsKtK6eSKy0b4FUgAePzFTqxrd9vgxED6kqzwuQ7K6ulv24q18nw2aaVVmEyu1/alw01olH/buS6s3r7oSQqk9RhIJtP8nMm4MYW5CmSqX/f3qiihN+kjjL56rjypteX0KJ5+pQuJuHtfSWoKeCLmLeXD5603KZxj3mJ6FJec1Iglq9L4y2NtSoGU6/N1v/d2Cey9XQKfLXdn1vXzFQmRk0kY8I5x3csCAGZMjHj+B/hiIFW7Np8WxZ7bVuGLB7pGGm+jGAKpt4/jKXkMVscttwTRMLuwCiG+P3x7G2E0z3M/+w0gJkANs6Ui0bnCVSBjBQgkxywBwISd1bZrc2PESunCaoclkWv7VH7XCSQTxM+ekIXf/VlkC6FmsiQaHM/pL3kAAPvdBjz1Va0+nk+BHIjxWO1TFfORJh27/hSYsnf/91UsYo3SYGe3vEieCQegtC6sifHSOF7yT0l09OP3E8iaSVKF3vxLqo3amPNkDq4GdvvpwNrTH+hKOCMxzpuwhc/tUJXx8IPHlt4GJpBOvJ8ikJHqgRP/UoH70Jm80Yh2KVxY84H3oXsdJMZ5v7NnQr7Jt0j14CYoonXAMXkqLo7XwuBDVUBtgRjcAihmhD0C4C4i+l/1/Wy1rCLABKW5PoSmOhvvLeoNTFShQzcw9RIXgBsrl9Xqj7FhdO5Vy5FKC8Rbc7cZVQRSJ4azp0Rw4fEN2Hu+9DfX45kKuQbqySv8sYae9QrEQHKq/q5urwKpJ9FZuS6DVBqY0CLjr/SsnkHgvuwrGVdDjSKQths3V1dtY82GjCcGihFkIO4wJw4hhDMxV1CB1F1Y86zniX0rEFfqd2FtabBh24RvndaEzadFc/6v7y8elbFwOjnMp0B2acpNkMHN6llLg42VTrKh/ArkJhPCOO3QOhywY8Jx/0tnkZNEhxOa6OSRSE+iI7zJi9THIDdNHbZNTi1C3YWVycGG9kzg/9wJhr7HOSMcIk+f9SSzvjqQikA7CqS7fZ2osirXLwUyZnlclOUy7/95bC/YrRpTx4cxd2YUdz7W5iTR4bbPmhzxkGPdhZXvFUSEg3auxn3PtDvbdiYOIsHjQa4n/x8Ny3hWjrfkY2CwlwX/d/ok92HM/RgUAxkOEb5zujcmzCGQfdiKkRB52s7xlHzdVMcJnyzVXViHT4EkogfhkU4AABsAvALgf4UQPbn/GqWonex+9ruw8k2e1bC3f+vGUxXK9Km7fDUXEk75nJbAhRWQitinj8vPuuHO6sR9hwGzjpaKSyECrGPirgCEJC9AcLHuzU6Sr/Ufye/+pEADqc9WPx2Yey7wxi0yA+aso93f8imQQ0keAY1cKBfWgoaxOrelIpAA8NlTuclIdIKVapcEsu1TYMvT5TLdsK8pctKglNDHIZelqPO5Ou52lfqgKWulcGHNh4m7SZfR7S8HHlcZZrmfmEjyOdYTFo0UWLnlfhsKF9Yg8HWmex3UTpVeFDOOkLVNOdlQUA3ZoUa1T4Gcew6APImACqCYEfZNAGdBJtEBgMcB/KrfeypT6IbIplMjeO/TZBFlPFwDUy9xAbjZOjPCNaDYQFyySl7YQQXHg2K5iAgLdnNvIvkUyHzHVEgpA5DXkARcFzPpxuoqeHoZDzbYGmqLe8g55UoyfvvKi4YaG58uTyOdAXaZG0dvMosX3u7Bmg2ZwDbnI31EhEhI1i0sFAelx8jl61adpBZSSHQX1gd+NtGJy9p7O/dmaltyP1kRTEj0JE75YiB1BLWHM4zOmR7FylcC82t4+pKI8KUD5YOgOymVqCAFMhGgsFZFyXFh7erJYoLmxpivnIQftgWsVKqRTiDra5iwBhNIHuMFY2+LcWENysKqdqm7sOrXHddf7Y/CtcmEcA5hTPjINfcVEWHerJiz30xGIJl21cVTD6n3/I/PZ09S5LSJx2Us6rqw+ieOdKWQ26gn8Np/xwQefaHT03d8XfGEVnU8tzP0jMDFeEQUmqABvC6ssm3ys0MgqyxfHciCmys1PgbQDIALeR0HoB3ALMjn5peGtTVDCZ0Q5VMgOR7vtV+4BmbNZOSFvp0gwsVw4uRYdeGYwQGe7NnHAi/+j/yskxvduPzgbgCUm5kyH6rUeh3KbbPQ8eSQpkEokACwz83Azj+UxE2fRM5HIIcaTCDbPpPvhchFUAzkQM+rnjTHnzFVT6LTuUKqazrJ1FXvuqkD2/9goBNILktRr3mtzz3X7cdAF9YhIJDRWuCMj6WSrOZbnDhoOyzbzK7goQIxv8OFzb8o3Zd3/Lb8XuokOvnAngs6gWTSVt0KLH7GVXELxUYPJbgM0yDOU58jTAiRBXCreoGIdgXwSwDnD3ivZQSdzG02JYLn3vCWuCxYBzLjLXHBv2WycgKR19tjmyp8+FkS9/xDZqEKihMsVI6AEetDdWPIJDKpPl3BChFIVhm6erJeBVJzYeU4yHikuJs7H2M2W3i9BkUgNnRksO2mMZx6SD3+8/4KT5t1ZbhQX4RCQG+qMOH2KpDB63iy4xZJIIMS6gCuy7KeLRPwEqeg/QLBxxpklHPd0TnTpBtkEPh//uyo7viWsYERLfAviCBUV1l48uUuzJ7Shs7urKcMh1NipQ8FMmQT1rXJgTGm3j2gsY3y845bBM/SFZNEJyiTr04qenJiIOU7hyp6kuho/3OS6PRDgTz3qIacZX51NmiCybbZbTz/+HNiIHuzOeOGx2Lcl4XV+/9gBZLx9ZMaMXtKBHtu6z5w/FlYA9vluKYW9ojwJ9HJh/12TDjjAgDqtARogByjnSpTsCzjUXBzpcYXhBB66sIHiehlIcR2RFREZexRirrp3u9sOOlqY+96aawUKlkAAIfdE+y+p8MhFCWIgQSAJi3TYTgPgeT9cXKLvsBElOPv8hWTB3JdcrODVFSB4FjToVClioFezsAKFzba/ecWGPh5bf2ClknXd1/R+6JrhRyrert0w9qfTGY4wONw1rHusoZZcpJlx+9KAumAUNIyHn0hqj3Htr/cu7ycFMjqVmD3a9zvugI5lDGQ7K5uR+QYXPpvdwyHq2UGVEeBHCECGalRNXyHkEACABFtDeAEAMcC+ATAPQPeY5lBN75nTModSIFJdLTC5zq5AtxkFxnhuk5FIxZ2mVflEMggd75EzKt+BEEnaoXWYxfCIPKrY+7MKPbfMeEpncFgBaKzR0Box+IWmRdOLci+9sModr3zj26AbQE7aS6x/ppyOukpZMDL3workB4CmS+JTpEKpJ+MFdqnn0A2BhFI3+aIyJmkKNQeVtEbC6jD+SYQ3CysuYXYg0jxhcc34oqbV+Htj3rR0Z31qJR8bcRjhc897yMaJk+MXSJu4b5rJnjiKj3HwASywDkJKuOhL8lRILUYUECScf9vwMBcWIOQ8PWNX6EE5LjkCZt844+JWiqdmxl2zrQo9tmuCptOjeL5t+QkmX8iK+IhkF4FEpDHefjuXsOerxe9/2///ngns6tsr9p+H9d/sTGQrJQzpraGkYgTTj5YLvdkCs4Wl8iphKgmoslCiM8AgIgmA2BGksz/t9EKZbj6k8kwAfS7exaTLn7mEUXuF1JNEGLwLqxVWpIJXQUNMi6LKXAOuH3QvUq2q5BBz6Qpm5Z1/xwVqcSzH0EK5BH/r7T7CAIrge2fFRHXpc6trhgO9LxGa4Hj/imT0fjHnp9Apmd4zzcRMHkfYN0HA6/FNxhYNnDeGrdOKQCE48AF63PX1ct4DAeB1K/3cfPdz+GEq/Dp6m/ZIECBHIp+4smibAo45ilv5t5Itdw3Z30eKQVyk0OAt37tVbX7ibw9R0SzIEnjCQBWA7gLAAkh9hzw3soQ+ox4Y23uTSqwDiQrNOrZpRvYti0nD/3JG/QSHEHufNMnRrBwcaqgAulxYS2wHh9HX4ZYS2MI3zw5OJ6DFaOu7mxgDGQy5RLIIAUzCEHxpEForLVxxane+Cg9dkpvB9CHAulzSwyCNwtr8Dq6EdqXi10xcBVnd9mYIhRIQCrMazZ4s7D6we6XQfGtjHwE0s0yrLIJe1xYc7e33WYxbDY1gg0dWaTS3nW6VTbgYhRIQCbQ8atUegIXP6KOAtk/AqmDs7DyNvQ6r4AkkByXp58vnggarMKVL4mODstya6/mI2L5YmsBSaquOE1eU3ljILX/cxv6uradJDpakyc0hzGh2TVU9QRNheC4sPbTVoxHLTz4c7eOFqvkHV3y3jXMCuTXIctmfARpCU8DcJ6qwfiHYW3JcOCcpVq8ngYmT37jrFTxPkysPnpQ1lTb+qtq+QCJhm7s6nFmQUpZsYktWIFJ9xShxqhr4/WbgFWvu4poqTNpBhn1mxxc2n0E7lcpkB1Lg2ve6eD7f1oLFy6JEluAQGaSkuj7ieLRj3rrgA439FqhBUFw44GHgUDmg06G2GW9nKC7+oq0HFcDrIFYEEwgM72KbGuEe/xO8v3t38j3kVIgd7sG2OaigdeZRGEF8j0A/wRwiBBiIQAQ0dcGvKdRAJ3kMQq7sEoDWzd4WYH0x970RSA3nRLBoy90eoiBH8WSpgZfVsKBgI3arp4sRFarA+nEWWXRq7bvr9WYD8USyCD4CWSsgLGsgw3+Qok0dEKRbzXdRbJQHFex4LhLnfg01Nqe+1u+9syYGPaMkyD1jeNM4xHCb749DktX51aqDyLjepscBVJrY8iWCUyYzABynFfFLCxbI/ehK+xdPcrNuUgFMsiNtxAcF9aCMa4+pS1MTuwyIMte6Eqr7mEASDLuxkfqfeFdf6Dg/uJzH9RXtkXo6WUFMng7xWQTlv9nApnrusxtCIfkd//Y8MMKUCDz7a+vmOxiFci+4MRvd8vkSMOZREcI8TARzQSgihjifS1xzi+GrSHDhXzxgGFWqn3PoJKpEuqcfvqYfH9LpWUYqKtjyzxZDHzu2T6XokG4t1khtxZkUAZWHUyI2z9V78oNcKDHkw+6enrKW24myKGGngk23AcB577QSwsMRollFbx1J+9yP8HqWgVUT8xtS8HY1TJBUAzkcBDI2qne70yGIrWlH7slgebCms0MXRtZoU0HlMfg7NKdyyWB9deQHC7E6r3q9gBQ6Ko8EsAyAE8T0a+IaG/kTOGUHkQ0l4ieJ6K3iOhBIqr1/T6ZiDqI6BJt2QFE9D4RLSSigGIwxaG2ulgCKZdlszJOSrdPPFlYtR90FSVIYZg9RT6oPlqcf7ZL314ho4gVyA5ftsf+IOFxYXWfqZYl4/d6NRdWf63GfCjWhTUIUR+B1ElrMSU6ChrUvsRFQSg2BrJYBMXuhWxy4rnc/eb+1+9qHZhER7mwxqKEaa0R7LxV7iwX7zsfgcxkc5PoALkqJBEhESendIL+OyuPU8cVvkly/wapsIXglvHoW4Fk19BIyLu+48Lqi4HUFcig7QdlZh0I+FqrceIUA2IgLVfNzevCqieDKqjKy3f/eScilaHW/ewnmX7w5dK3G3k/FMhBKvw8QdfdmzuRN0zYFsAcyPqLxxLRycPegpEGZ1zVDcw5pwGHlqgkJg88rrPGRGigShVZwBe+l0uIC8UtFgNWYvsiITkxkEPkwqrHpDbNcc/TUCOccN1n+1Jjnb7QJtMHQ+Rj9cAJ/wYO+pNvPz6C1b1qaBKqDAc82UWHMImOjq+0Aae+613GCmRZuq/Cm0RHZIamViYATD9cvo/dJvc3OwrHlXak3FdLhLwjTAhxH4D7lOvNAgAXAWgholsA3CuEeGyI2vRrAJcIIZ4hoi8DuBTAd7TfrwXwd/6i6lLeBGBfAIsBvExEDwghfCO7bwQZS8WU8fBMWHIW1qyX2ETCrnITpEBuMkHeuFK5QlEgilEg2eAcCNiIlUl0vCprNCwzm7IK1ZdKwRgMgfQTLt21rhCZDjmkoDgFMh+KrQMJAD+9oNmjIhbap9/wbqq3sb4jfxkPAJiZQyBzt59WmwgiIwxJEoKVKEApkBmR04bqOGHNBu+2qmKWM3b1GMid58bxw7PH9FnihQlkfxVIp1h9gbHFY6e+xkZVTKC1OYylq9yYhN6kQDrjlr5wJogyMv5XT6KjIygz60DACiTXPw26P9g29e3CWkQ5Gn29eMB1Gw4BQriTNX1ds065qwKnjfuuTwLJSXQGqejangmQ4U2iQ0S3A5gO4HUAbAELAH8cvlaUAeacIl2jxmrxUQf8tnTbd0iGP7NmiQ1CP6GYdmD//h+uBrCyeALp1PIrQRKdfDjmSeDzfwyN614+EEkVsmuFV40MRMAFO1hi51cfgVyFTmQHP2EwYvARI2DoFcigRFesQPZ5jkcInnqZQ0ggZx4OfLVLxqzmtIHk/SDdXR6ZageBYrKwdgK4A8AdRNQA4BjI0h5DRSBnAXhWfX4cwKNQBJKIDodM4tOprb89gIVCiI/VOndCEt5+E0gd7BHQZxmPPApkkOFSm7DQk8zkLeNx+mF1mD6huBtlIaO1UOKUYhEJS3LBCqS+u2hEKZCp4SWQehbHYt1h/aUZglAMgdRJ6pj6wjed7TbvO87HJcQ+Allr4yO45Cao3X4FMojQchbWvvq8qc5Gs+949CQyQTFkQXGQutuqnoWViLDz3L5vkkwy+ksg956fQCJmebLf+sHkMhYh/On7MpX2n/7uMuCcLKzaBBFnDA5UIB035H41OQfcn+zmXpUnBtIha3nGa7EurLxe0HUbCZGjvIZCfcdAZlWjCrmwWhYhZA+fC6uuIEsFchgNZWA+gM2F6GsKqcJB5Kpb7MZZ2h3It0zKu7jULml6UpVD7up/vGDtZFnmoK/yGf6yJI6KNARjd/Je8jXciDW42U4LIeiYhyJTZhDBGrUK5Ai5sPpR7gqkh2hnS6/w6wgij4xQlbwnVqoCGQQhxDoAt6nXUOEdSAJ4HyRZnQQARFQNSVz3BXCJtv4EAJ9r3xcD2CFow0R0FmRNS9Q0bxm486oYoatHoCpG6OwWfcRAAsLnqqrHQPpJXm3Cwsp1mbw18U46oC5weRDylZsAZB3FUiARs9wkOtp1FosQelICvSorZLEunYOJgfzCVnGPoV4saXVjIPOvU4zLnN7fzQ2DvzG7rpfe5X4CFWT8jm+yccgu1ehJZvHES10FDe5C4wQAbvnmuJwJDZ1AZbQMpIygTKx6JlF/UphiwNdKX+Tcj8Y6GwftXDimhvtaH3+F6kC6SXSEQ8SD+tFRIAepmPH9oKUhhGRaYNbkXCOmmCzAkX4qkEEJlkK2W+KkodoOzAysoxDB9my3CDXTcWEd5OXlTPDlmQAZYrwNYBxk+IcBAJz+EdC5tLTbdAjXMCqQs4/Nv14+zDhcqn16QphABCiQQ6WOjBRYlYqPKbxekFE/FMQuaJtDQVSHBYRhLeORD6yo6WU+ygmebLVDGAPZFziZWKUrkEMBInoC8iHrx7cAfBnADUT0HQAPwE19fiWA64QQHYVqiRWCEMIhv7UtWwXOEMejFrp6MkjELHR2ZzxF5hkeFymfC6tlKWKJXNLCCkO8j4yUxaDQrHpQMqCBoCpuoatH1pTzu+MmVQxkJExFz/APRoHcZnYM28x23YCKLZdRjJthMQRY//9gjoPBpNVv6M+YFMH4D3qwbE3+ZEpEhItPbMTfn+/ISyB/cl4zHnm+s8+YQq5lqMO2CERSxfS7YgMyVo/dLRmeuMcBEMiBKpDFgCcb9PMW0q5rLo/BRINIkqhMVrrxyvYFKJAOgRxc+zhOtLrKwm2Xjw9cxzP+8imQ2jEVSirEBC1IXQxrCYau/mpL3wqkQyALroZIUQSytApkVmDYk+gAGAPgXSJ6CYCTQUEIcdhwNqKsUD1evkoJJ9GKpkAORUbFwRKXSJGTwo5Lrpa3oCyTkAwCHPsY70uBDLh59aXgDgRBJMdfjma0gCw5djpXAN1r5LIRUSDVOS5XBZLIzRo9kpM0rE6WKiv1CGFECKQQYp8+VtkPcEqJsM/IDgCOJqKrAdQDyBJRD4BXoVRKhYkAlgy0bawGJOIWsC4TSFR0FymRDXJhVW6fOQqk7dnHQGBZuSVCctcpzUO0Kkbo7BGojnuTy3AsZ09KFF3CAxicAulHsYl7nNIMg3RhHayboh/5FMjDd6/GYbtVY98LPg/4lxdOYqGAvpjWGsG5Rw3c+AnZciIkk81VII/dpxa7b12F79622lmmu7D66xoWAyZIQ0Eg+1Ige5IC4RB5jtN2CKTIWf/ai1rQ0hhCW4d8EIUGGwMZzyW4fugkdbAxkDtuEcdJB2TQ0pDb1+EQOSVggsoa+cEurH1dQ8Pqwqq5YGeGX4G8clj3ttFCjRG9vtpQGMyDVaSKLfnhd2EFhta9biTAWVX7qqk4XApkkBI6JtgzrfyhFMhbNV1mJMhRuMwVSF2pHUkCycRxY3JhHQ4QUYsQYiURWQC+DeBWABBC7KqtcyWADiHEjUQUAjCTiKZBEsfjAZw40P1zcW3O2BjkTqW7SAmfe6dtE7LZPhTIQRDISJjQ09t3Yojvnt40aFfLREwqkImYnatApgSSSdEvUlgK5c7ZVrEurKqfCibaKeIewufcHy84UOSLgSQiFOsR6SSQKUFWWD9si5DOiMDJipmTIjmJfHTSOBAF0h5CBTISQLT9LqwWeVU7TobFCqRO4ObNkkp4typRMtjJhWiYEI9SQc8BW5vAyefi6SGQBU5Bc0MIpx9Wn2cbgNUPFYft3b7cePvnwjq48azX8dRjW4cDQohn9O9EtAtkLeVngv9hMCDwQ3eoCeRgFam+SlYw/El0gMpzYeXC6U191Z0bLgIZUAN73Pal389wwF//CxgZBZLdlFPtw7/vYlAuLqycrMm4sJYcJxDR+erzPQB+V2hlIUSaiC6ATLZjA/itEOKdge6cE1hwXFiQ0WNpCmRWCI/BxcoFkOv6V19jwaLCmTH7QiSkCGQfBtse2/ZVuLhvRCOEDR0qBlLbXSxCWLMhg56UKDoWESgtgSxW+SymjEd/ynL0N0YvH9hIHkz8HJP3IDfrwcK2lYJTpAHOcY+xCPUZDxe4P4tQFSOPklkqhJRnm1eBdH/vSUlXbI8CSV4FMigzqJOgaZAxkESE6y8ei3FN+U+k/pzLR7D08zTQzLCRECHdj79yOc2+xsi+2yUwuY9SLqVTIFXbRiaJDohoa8hJzGMgk76VqHaFgQtWILUYyHJUIAdFICtMgRy/E7D+I2DMFoXXC3RhHQICGQsgkH3FZ5Yr9OyijJEgkC2qbMVQlxAZMGh4ynj0heUvy/dlL4zM/kuEsjvLQojrAVzfxzpX+r4/DODh/uzHsoBzjqzPWc7qIE9SBCbR0WIgc8p4WFK5AOUacYftWoOZkyKDMpD4v8NhE0VChFQqKAurhd5kWiqQI0Qgi87Cannfg1BMEp317VKKag5w+xsIgupA9hf+2pilhEwGJUlUMQY4x/FVDcB9FZD9MBTqIyAJmj8Gz69ApqNeomzb5EmiE1zGw113sPBn1vWjmBhcLsuSSg88LlNOphSfQJRjIPsikKcvqO9zW04Zj0E+lXhCj7NkD4cCqcItTlCv1QDuAkBCiD2Hfu8bISiAQA6F0TroGMh+EsisFvteaQrkvv8L7PAtIFpbeL3hcmHlOLSp+wOLHpWfyzV2r0+QN34WGBkSN2kP4KA/9z9b8XBhuMp4FIve9SO7/0Gi7AjkcGHGxAiO3Sf3RlavMpjO2SSC2moLjQEZTZ0kDVk5A295DE8gnZbPN7/h0lhnF1XSoBDYeCyF0doXohFZ71FmYXX3p9eB7I8L62Dr5fnbVtQ+nRjIAvFlRRiYm06VLgdH7hlQ+2gAYNVwIGodg+Nzh4JAhmw3iU5RCqQijgNxXwWAY/apRWd3tu8VB4jqKm+pD50QCgF09YqcMhjZLJx4wKDrjdcvdXxsEIrJwupdf2Bj4oT9a51jLgZcrWKgic10zJocwebTIhjbOLjHEpPndAaBsehDhPcA/BPAIUKIhQBARF8bjh1vlBguF1be5kCTXYSL9QQKiOkcaeO21AhXAU2b9r3ecCXRAYCzl8h4vRuUXRZU23A0gMg7mQKMjAJJBGw24AiyoQdpRHskXVj3uhF46oKR2XcJsdESyHw496h61Fdb+OKBdXmN+5w6Yz4FsjeblbVCS6i4MZh4DJcC2ZuSxdTz1YHsjwJZShS7XzbuC1VlK8b4HT8mhKdunlzUPotBuSuQIZvU+M7vLn39xS1IKbLBrqcDJZB6ht2hwFXnN3sUTv+17Y8rtiy/AhlEIOV7KSdG8kE/B4XOd0rZEHNnDSx2q5gapjpYgSxF8sup48O48dKg5Nz9A5+PVFqeu0IJtEqIIyHj758mokcA3AmHFRiUHgGEaygM5kiNTPqy+88H9n+nTX2o+kGkqdJcWItF0M1kqOozVrf69j1K+zyQdBvzPheah81IKpBbnw+8eSuwxekjs/8SwYwwH2oTNs4+srAbg7fQuvAQEFuV8bCsoZn5ZnfLzNCJNQ4iEZksJ5v13tNZgexNZlEdH5kLMNbPMh6ZbPFuecOBsJOFNXiMfPf0Jny8NBX4G4MTPpUyuy3DtvpWILec4ZK+akUcE0MQw1gKTJ/oNUC432uqLLR3qTIe/iysGb2MR+42w3ky6Q4F9GFSyBX86L1qMGlsCDtvNTzB+cXGQA4nmDAmU6qG5zC0TQhxH4D7iCgBWcf4IgAtRHQLgHuFEI8NfSs2IgS5sA6VAnnuioH/v3qCjPnb7ZrC6wUSgApTIIvFcLmwVhQCngmGQOZCT6Iz0i6sp7w1cvsuEcwIGwA8ZTx88YEcOwXQkMx8c8IXNo6GEpGQIpA5MZBSgexJiqLrMZYa/Y2BTPfDLW84kC8LK2OPbRPYY9vC22hpsHHxiY3YdevSkwXbJqTScnwX4y4dd1xYR4fowm6OtQmNQHqS0ADL16Tx9ke9av3c4+prEqCU4Pb6kwH5cd7RwxvDwzUjhztRTSG41/zwt00I0QngDgB3EFEDZCKdbwIwBLKUGC4X1sHCjhRpKAaM0UpzYS0aw5RER8c+twBtnw7tPoYUhkAWhXJxYa0QmBE2ADhlPFSSBm8SHaUOkhgSN9Mtpkfx7idJVFcNPXGLOgqkyMnCmhVAZ3e2X3UgS4liE23oanE5wY1lHfg2iAiH7FJkkoZ+wrbJmaQoZhzbFiEWpbJVIP1g8ldXbWHJKrnMo0DahDc+7MUbH0oCGaQyVsUsXHxiI3aYM7Tut4BWRqbBHhKX5YGCFchS128fDPg8poZRgQyCEGIdgNvUy6CkGKYkOsMF48LqIlCBHKIYSMbcc4Z2+0ONoBvwxjp+CsKSBPK1XwLrF27EkzSlwSi+444c2OjPZORY9MdAZjLSrXUoEt2cuaAee25bhanjh/iGCqlAZoWMq9JLlTD5aevM9tt9csbEMCaNHXzbi03aEXISapQXgRxO9WogCNmaC2CRbTxs12psNWOQddOGCdzveu1FvwIZtL4fQ0Xg/eD2TGwur1s2ewOVkQDptCWZZgJZRo0zKBEqTHEJJJAbqXE7XGU8KgmGLBYHImDV68DTX5XfueyIwYAwiu+4IwevAik8LlK2LRVIKjJ7Zb/3bRNmTxkeI50T1fQks577E6uO6UzxyWwYt10xvmTtKwZuDOSw7rZPRIYxfm4gCFmkGeDF/eecPmKHywk8CVSvZVnWibLf7XHEib7a/YSWoZ846g84ic4wJaopCo4CqcSpcmpbKUFEVwI4E4DS0HGFKmnlX+8AyNJYNoBfCyGuGrZGDhWGM1PncMAoSC5MDOQAYCbJioJ/bBkX1kHBEMgBgA2SfFlYM1kBK+tV7UYjWGn0l+vQ4x5HKgtrsWiolTeIcmtnXzGQIw3bBpLJkXUBHEqEVb/rBNJfxkPHSBP91etlEO/ElvK6ZWcFuzmXzzjmc5fq5wTIKMV1Qoif5fuRiGwANwHYF8BiAC8T0QNCiHeHq4FDgqDxNpoVSACeDJHAxmvcBhHI0PAkBRu1KKP7b3nD108bq8pfIoz2O+6IgAnj3U+2oatXYFqrO/PJ2Rtta/TPfDsEsld4Yh09ZHIIMoCWEifsV4vahIX9dii2HtfwYDjreQ4Etk3o7pXyUjklSCkVGutsRMKEmRO91677ubwUyKWrpJzWWmYurBcc04Ab/7YOczYpH4Ugt4xH5Y3ffmB7AAuFEB8DABHdCZkldpQTyAosW0CWzAzpfN9Ijdugc5sYO/ztGE3YWNXq/sJPtDfWa6xEGOV33JEBEcG2gI5uLqLt/mZZyrU1O/oJZFRTIHWFQVfzyk3Z8yMcIhy+e9/FgX92YcuwKhVODGSZjhHbGt4yCMONxlobD103EZ3drm+zh0D6niuDSXZUCmw/J46X3u3BZsPkvl4sprVG8PMLy8u428gUyAuI6GQArwD4ukrco2MCgM+174sB7BC0ISI6C8BZADB5culq3g4NKlCBzCGQlT1w8yPg3FaV1z2m/FDedljZwH9NbbTXWGkwyu+4IwfLcuPqLE8dSFmAPSNGf/IGjtPrSWZz6kAyiq3HOBS44etjC9bE6w+GupC9H44Laxll1NQRsmWtT6B8VdLBwrYIVVrWWG8dyPJSII/YoxoH7ZwY0etttMBfB3I0K5BE9ASAcQE/fQvALQB+COn3+EMAPwfw5YHuSwjhZIydP39+eWUd86MSXViNOiJhFMgBYPTe44YXvn7aWN3ES4RRfscdOaT07OGeOpAyLpLdWEczWF3sTXpLkujurHoWy+HGFtPLS43pD+pUv41k/xVCpSuQDJ0YhjxJdPKvNxIgohErmTPaQESwCEgpMWc0j18hxD7FrEdEvwLw/wJ+WgJgkvZ9olo2uhGYtXSUmzM56shGatwGndtweYWglB1MDGRxMNdYSTGKH63lA3/sVFB21tEIViDTGe91p7utbrHJ6CVxI4kZkyK47fJx2Gxq+cSO6QjpdSBH+TguFvp17H8ej3QSHYP+wbYr34WViPSU1kcAeDtgtZcBzCSiaUQUAXA8gAeGo31DiwpUIP3m2MbqXqcf95xTgAt7Rq4towUb61jpN4zKX0qM9jtuWcCjQKokOv7srKMREY0oemIgNbfRxjpzAQ4UMyaVJ3kEVBbWjUCB1KEfZzrj+61C3XgrFba1UUyAXE1E8yBdWBcBOBsAiKgVslzHQUKINBFdAOBRyDIevxVCvDNC7S0hKpBAmhIDEno/UAgImUnqvlGx97jSwj8zvLFeYyXCKL/jlgc8MZC2UiCzNOqT6ERCwS59TgbRUX58Bvlh24SscD9XMsIh6ZKuH2dv0ls41CiQowuWVfkKpBDiS3mWLwVwkPb9YQA59SFHNSoyC6tfHanQgdsXPARyI+2D/sK4sBYH48JaUozyO255IEeBzALZrBj1hrfuqqofY2Odjb23q8Kx+9SOQKsMhgMhj1v2yLVjOBANE1Jp7/XK6hVjpGMgDfoH2yJTxqOSUZFJdIxxC8AQyIHA9FORMC6spcQov+OWB3T7xLYJQsgEDqPdbvEokB6STPjWaWNGoEUGwwW7QEKZSkM0YqGjO+MhyoZAjm7YFpB0COQIN8ag9DBJdCoY2r3WEKMiYZ5PRcG4iZcU5uosAawAtSaVFqNeufEqkOYGtTEhVKCkRaUhyCU7mfauY1xYRxekC6v8PNrvwwZBCFIgR/tF6o/PGuWEeKAwCmT/Yeyz4mBK5ZQU5uosAXStgo1tIUa/65ReY3GUH4pBP2Fr99VKN8CdmpwFXFhH+7W8scG4sFY4ggzmUHz421FKmCLnEh4CaQz84rCRjpV+wxDIUsKMuhIgrakVuuE92l2ndAJpJrg2Luiq42iP5e0LnFXYk0QnVd511A0Kw7KAFGcRruzhu5FiIyCQGyvIuLD2G0ZZKw7GhbWkMFdnCaCrFbrhPdonvm2LHNe90U6GDfoH3WWz0g1wJpD69epXIA1GF2zbVSArfQJko0SgAlk1/O0oJXLI0kZ8D+K+MASySPiuh0j1yDSj7GGIdilRdlcnEc0loueJ6C0iepCIatXyfYnoVbX8VSLaS/vPtmr5QiK6gYYhYO/KM8dgn+3kA4uTNQBed79KMFx0FdJg48HGpEDyGE9nNmKDrcJga2U8zORXpcJ3XwrFRqYZJUNl32f7BUMg+we/yRs2BDIQJlFVSVGOV+evAVwmhNgSwL0ALlXLVwM4VC0/BcDt2n9uAXAmgJnqdcBQN3K3rauw45bSZSalEUhPQp0KeB7wfal1zEYa0L+RIrQRxkAa1bFyYFnkTOxV+vjdaFFpMYOjvf2lhEMgjYFfFPxjZ7tLg9fb2OEn2qHoyLSjQlCOd6xZAJ5Vnx8HcBQACCH+owokA8A7AOJEFCWi8QBqhRAvCCEEgD8COHw4GspZSr0KpF7+YPQzyM5ueWybTTMX2sYETxbWSpgJKQB2YTVxj5UDW8vCWgn3YYMA+I1BMcqvX0MgXRgFsp/QroWvdgDbXDhyTSln+MfTaI+bHmGU49X5DoAF6vMxACYFrHMUgNeEEL0AJgBYrP22WC3LARGdRUSvENErq1atGnRDYxHZfSk9BrKCkujo2GxqZKSbYDCM8LhiV9A4DsIhu0h3n82mupMkx+1TM1LNMSgB9DFr+GOFouLIhRmoLlRfVNw5HiJ4Eg8Z1TY//DGQxrNuMBiRq5OIniCitwNeCwB8GcB5RPQqgBoASd9/5wD4KYCz+7tfIcRtQoj5Qoj5zc3Ngz6OaIDrm1eBHPQuygZj6s2FtjFBVx0raRwHYZtNY3jq5skYr7lpn31kA566efIItspgMLA2ohjejRf+81ohCiTXfxztiupgYBTIfsKUPikO/lqrpq8GgxFhBUKIffpYZT8AIKJZAA7mhUQ0ETIu8mQhxEdq8RIAE7X/TlTLhhzBLqzQPo9+w+WovWo26ufYxgpdSa9NbLw32V9dMQ4bOrIj3QyDfsKjQBobtDJRqS6soTiQbB/Ztow4jALZL+jXgiFF+VFpcdMjjLKTlYioRQixkogsAN8GcKtaXg/gIcgEO8/x+kKIZUTURkQ7AngRwMkAfjkcbWUCmfLUgaws5eb8oxtGugkGIwA9BrK+pgIG8gAxfaJx3R6N0O/Dle6CvfGiwoxBR4EMj2w7yglGTSsSpnZmUcipl2n6ajAox947gYg+APAegKUAfqeWXwBgBoDvEtHr6tWifjsPMnvrQgAfAfj7cDQ0FlDiotIUSIONE0wgLcuMY4PRB91r1YzfCgUbg7OOBrY4Hdj2ohFtzqBBftVtlCuqpYAx8IvD0FeuqwyYMh4lRdkpkEKI6wFcH7D8RwB+lOc/rwDYYoiblgNWIHV4YiDNNW0wSsETIQ015gZrMPqgK5BB92mDSoA6r9EGYL/bRrYpJYGJ+8uB6YviYPqpSBgFspQwvTcIBBLICs3CarBxgQ3who3YfdVg9EL3BImEDIGsSDgunxUyyWVqH+bCGPhFwtzjioJxYS0pTO8NAkGGia5AGtcpg9EKR4GsNcaMweiDPnkXCQg1MKgAOC6fFXKPYmM2WiffqyfmX7fiodx3jYFfHIwLa3Hwl+2wTX3zwaDsXFhHE4IKVJvsfwaVAC5NY1xYDUYjePKOCAiZIVyZ8Je9GO1gEjB+B2CHbwEzFhRev5LBGXUrZXJgqGH6qTjYKkHVzKOA6lZg3vkj255Rjgq585YPTPY/g0rAurYMgI07A6vB6AWHEkTDBDKz8xWKClUgYQGbf3FEm1I2MApkcTCZe4uDpbKqR+uBvW4Y0aZUAgyBHCTOPqIeMye7qf69CqQxXAxGJ8LK7W/KOPNgMhh9sBRpNO6rlYwKI5AmiY4G48LaL1SKCj/UYAXSZDguCcyoGySO27fW891TB9LYLgajFEfsUYP6aht7b1c10k0xMOg3WIEMmwQ6lYuKS6LjL+OxMUMZ+IYYFQejQBYH7idhCGQpYK7OEkMnjePHmO41GJ0I2YR9d0iMdDMMDAYEvg8bBbKCUXExkEaBdCCy8r1Szu1QwzYEsijY7C1oCGQpYK7OEkMv47HJBHNRGxgYGAw32BMkWsEEkojuAjBbfa0HsF4IMS9gvUUA2gFkAKSFEPOHqYlDC1YeK8WF1RBIF0wgK+XcDjX82UUNgmGU2pLCjLoSgxM2zJ0ZNckbDAwMDEYAHIteyQqkEOI4/kxEPwewocDqewohVg99q4YTFRYDycdhCKTrYmgUyOJgFMjiYBkFspQwV2eJMWVcCBce34C9tzPufwYGBgYjAU5gVskEkkFypvJYAHuNdFtGBJVCMgyBdGEUyP7BKGvFge8VJgayJDB3qhKDiLBgtxpUx03XGhgYGIwEHAWyQrhFH9gVwAohxId5fhcAHiOiV4norHwbIaKziOgVInpl1apVQ9LQIUGlkIxKc8kdFIwC2S8YAlkcHK9AQyBLAXN1GhgYGBhUFDgGcrQrkET0BIBxAT99Swhxv/p8AoC/FNjMLkKIJUTUAuBxInpPCPGsfyUhxG0AbgOA+fPnjx4Lq2KysJoYyBwYAlkcTD8VCfU8MApkSWBGnYGBgYFBRaFSsrAKIfYp9DsRhQAcCWDbAttYot5XEtG9ALYHkEMgRx9MDGTFo1LO7VDDKJDFwSiQJYW5UxkYGBgYVBQqRYEsAvsAeE8IsTjoRyJKEFENfwawH4C3h7F9Q49KUV8MgcxFpZzboYYhkEXCKJClhLlTGRgYGBhUFDaGLKwKx8PnvkpErUT0sPo6FsC/iOgNAC8BeEgI8cgwt3FoUSkqlWUIZA4q5dwONQzRLg6mMkJJYUadgYGBgUFFwU2iU9kGgxDi1IBlSwEcpD5/DGDuMDdreFExMZCGQLogAMIQo2JhFMgiYVxYSwlzpzIwMDAwqCjYKggyXOEE0gCVU0TdEEgX3AeGQBYHUweySBgX1lLC3KkMDAwMDCoKlnqy2eYJV/moFAXSOQ4zaB1XQ+PCWhyMAtlPGAJZCpg7lYGBgYFBRSGr6pBzMh2DCkalkAxTxsOFUSD7B9NPxcGOqPfoyLajQmBGnYGBgYFBRSGTlTPMIUMgKxgVWmzeEEiNTFfI5MBQwyiQxWHGAmC7b8iXwaBRYXdeAwMDA4ONHZmMfDcurBUMwSe5UtQENdlRKS65gwL3hTFRi4IhkMXBCgG7/XSkW1ExMI9XAwMDA4OKQjoj1SnjwlrByFYogTRmmXFh7S9MPxmMAMruTkVEc4noeSJ6i4geJKJa7bfLiWghEb1PRPtryw9QyxYS0WUj03IDAwMDg3JAWsVAhoyYU7moOAWSA3eNmuSQaePCWhw46VDDzJFth8FGhbIjkAB+DeAyIcSWAO4FcCkAENHmkEWT5wA4AMDNRGQTkQ3gJgAHAtgcwAlqXQMDAwODjRAZViAto0BWLBwCGRnZdpQKrKgad0SjQA4Exz0DHP+vkW6FwUaEciSQswA8qz4/DuAo9XkBgDuFEL1CiE8ALASwvXotFEJ8LIRIArhTrWtgYGBgsBHCiYE0AkblotJcWIVSIA2BNGU8BoKJuwFVLSPdCoONCOVIIN+BSwCPATBJfZ4A4HNtvcVqWb7lOSCis4joFSJ6ZdWqVSVttIGBgYFBeYBjIE0W1gpGpbmwGgLpwiiQBgZljxEhkET0BBG9HfBaAODLAM4jolcB1ABIlmq/QojbhBDzhRDzm5ubS7VZAwMDA4MygpNEpxynSA1Kg2xavleKC6uJgdRgsrAaGJQ7RuTqFELs08cq+wEAEc0CcLBatgSuGgkAE9UyFFhuYGBgYLCRobpKMsdE3DDIioVRICsYxoXVwKDcUXbTO0TUIoRYSUQWgG8DuFX99ACAO4joWgCtAGYCeAnyTjOTiKZBEsfjAZw4/C03MDAwMCgHnLGgHq1jQth5q/hIN8VgqMCEyxDIyoPjwmoIpIFBuaLsCCRkFtXz1ed7APwOAIQQ7xDRXwG8CyAN4Hwh5BQkEV0A4FEANoDfCiHeGf5mGxgYGBiUA+JRC0ftVdv3igajH5XiwmoIpAtOogMTw2xgUK4oOwIphLgewPV5fvsxgB8HLH8YwMND3DQDAwMDAwODckKlKZAmBtJVICFGtBkGBgb5YQJEDAwMDAwMDEYnKo1AGgUS2Ooc+R4xXgQGBuUKQyANDAwMDAwMRicqRbFzCGTZOYYNP3b6LvC1FBCuGumWGBgY5IEhkAYGBgYGBgajC5Ea+U4VYsYwgTSZR2UMpCHSBgZlDXOFGhgYGBgYGIwufPE1YPnLI92K0sEhkBVCiA0MDCoahkAaGBgYGBgYjC40zJCvSgHXtTQE0sDAYBTA3KkMDAwMDAwMDEYSRoE0MDAYRTB3KgMDAwMDAwODkYSJgTQwMBhFMATSwMDAwMCgTEFExxDRO0SUJaL5vt8uJ6KFRPQ+Ee2f5//TiOhFtd5dRBQZnpYb9AtGgTQwMBhFMHcqAwMDAwOD8sXbAI4E8Ky+kIg2B3A8gDkADgBwM1GgfPVTANcJIWYAWAfg9KFtrsGAYAikgYHBKIK5UxkYGBgYGJQphBD/FUK8H/DTAgB3CiF6hRCfAFgIYHt9BSIiAHsBuFst+gOAw4ewuQYDRWKsfA/FR7YdBgYGBkVgo83C+uqrr3YQUdBDeTRgDIDVI92IQWA0t380tx0w7R9JjOa2A6O7/bNHugFDgAkAXtC+L1bLdDQBWC+ESBdYBwBARGcBOEt97SWit0vY1kpH6a6NSzYvyWZGAUbz/WQkYPqrfzD91T/0+xm50RJIAO8LIeb3vVr5gYheGa1tB0Z3+0dz2wHT/pHEaG47MLrbT0SvjHQbCoGIngAwLuCnbwkh7h+ONgghbgNwm2rPqD3XIwHTX/2H6bP+wfRX/2D6q38YyDNyYyaQBgYGBgYGIw4hxD4D+NsSAJO07xPVMh1rANQTUUipkEHrGBgYGBgY9AsmBtLAwMD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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2,2,figsize = (15,10))\n", + "\n", + "# Accelerometer Plot\n", + "axs[0,0].plot(data_acc_gyr['Time'], data_acc_gyr['AccX'], color='darkorange', label='AccX')\n", + "axs[0,0].plot(data_acc_gyr['Time'], data_acc_gyr['AccY'], color='limegreen', label='AccY')\n", + "axs[0,0].plot(data_acc_gyr['Time'], data_acc_gyr['AccZ'], color='royalblue', label='AccZ')\n", + "axs[0,0].set_title( \"Accelerometer\")\n", + "axs[0,0].set_ylabel(\"Acceleration [mg]\") \n", + "axs[0,0].set_xlabel('Time [s]')\n", + "axs[0,0].legend(loc='best')\n", + "\n", + "# Gyroscope Plot\n", + "axs[0,1].plot(data_acc_gyr['Time'], data_acc_gyr['GyroX'], color='darkorange', label='GyroX')\n", + "axs[0,1].plot(data_acc_gyr['Time'], data_acc_gyr['GyroY'], color='limegreen', label='GyroY')\n", + "axs[0,1].plot(data_acc_gyr['Time'], data_acc_gyr['GyroZ'], color='royalblue', label='GyroZ')\n", + "axs[0,1].set_title( \"Gyroscope\")\n", + "axs[0,1].set_ylabel(\"Angular velocity [dps]\") \n", + "axs[0,1].set_xlabel('Time [s]')\n", + "axs[0,1].legend(loc='best')\n", + "\n", + "# Accelerometer Zoomed Plot\n", + "axs[1,0].plot(data_acc_gyr['Time'],data_acc_gyr['AccX'], color='darkorange', label='AccX')\n", + "axs[1,0].plot(data_acc_gyr['Time'],data_acc_gyr['AccY'], color='limegreen', label='AccY')\n", + "axs[1,0].plot(data_acc_gyr['Time'],data_acc_gyr['AccZ'], color='royalblue', label='AccZ')\n", + "axs[1,0].set_title( \"Zoom on Accelerometer\")\n", + "axs[1,0].set_ylabel(\"Acceleration [mg]\") \n", + "axs[1,0].set_xlabel('Time [s]')\n", + "axs[1,0].set_ylim([-890,-1050])\n", + "axs[1,0].set_xlim([18,20])\n", + "axs[1,0].legend(loc='best')\n", + "\n", + "# Gyroscope Zoomed Plot\n", + "axs[1,1].plot(data_acc_gyr['Time'],data_acc_gyr['GyroX'], color='darkorange', label='GyroX')\n", + "axs[1,1].plot(data_acc_gyr['Time'],data_acc_gyr['GyroY'], color='limegreen', label='GyroY')\n", + "axs[1,1].plot(data_acc_gyr['Time'],data_acc_gyr['GyroZ'], color='royalblue', label='GyroZ')\n", + "axs[1,1].set_title( \"Zoom on Gyroscope\")\n", + "axs[1,1].set_ylabel(\"Angular velocity [dps]\") \n", + "axs[1,1].set_xlabel('Time [s]')\n", + "axs[1,1].set_ylim([-10,10])\n", + "axs[1,1].set_xlim([15,20])\n", + "axs[1,1].legend(loc='best')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ppjrZfRAHeOz" + }, + "source": [ + "# 2. Time and frequency analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0ts3kBDXHrOq" + }, + "source": [ + "## 2.1 Statistical Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "IVbbVXse9skN" + }, + "outputs": [], + "source": [ + "refined_data = data_acc_gyr[(data_acc_gyr['Time'] >= 10) & (data_acc_gyr['Time'] < 70)]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "id": "Ipkb8wFGDZ4b" + }, + "outputs": [], + "source": [ + "# statistic analysis on data selected for the analysis\n", + "\n", + "# variance\n", + "var_accX = stat.variance(refined_data['AccX'])\n", + "var_accY = stat.variance(refined_data['AccY'])\n", + "var_accZ = stat.variance(refined_data['AccZ'])\n", + "var_gyroX = stat.variance(refined_data['GyroX'])\n", + "var_gyroY = stat.variance(refined_data['GyroY'])\n", + "var_gyroZ = stat.variance(refined_data['GyroZ'])\n", + "var_magnX = stat.variance(refined_data['MagnX'])\n", + "var_magnY = stat.variance(refined_data['MagnY'])\n", + "var_magnZ = stat.variance(refined_data['MagnZ'])\n", + "var_qw = stat.variance(refined_data['qw'])\n", + "var_qi = stat.variance(refined_data['qi'])\n", + "var_qj = stat.variance(refined_data['qj'])\n", + "var_qk = stat.variance(refined_data['qk'])\n", + "variance = [var_accX, var_accY, var_accZ, var_gyroX, var_gyroY, var_gyroZ, var_magnX, var_magnY, var_magnZ, var_qi, var_qj, var_qk, var_qw] \n", + "# print('Variance:')\n", + "# print(var_accX, var_accY, var_accZ, var_gyroX, var_gyroY, var_gyroZ, var_magnX, var_magnY, var_magnZ, var_qi, var_qj, var_qk, var_qw, '\\n')\n", + "\n", + "columns = ['AccX', 'AccY', 'AccZ', 'GyroX', 'GyroY', 'GyroZ', 'MagnX', 'MagnY', 'MagnZ', 'qw', 'qi', 'qj', 'qk']\n", + "\n", + "# correlation coefficient\n", + "corr_coeff = []\n", + "for v in columns:\n", + " corr_coeff.append(np.corrcoef(refined_data[v], refined_data['Time'])[0,1])\n", + "\n", + "\n", + "# for x in corr_coeff:\n", + "# print(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 284 + }, + "id": "2FM675YbFJhv", + "outputId": "2c21c0ba-c918-43c3-c6e7-1094589b86cb" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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AccX [mg]AccY [mg]AccZ [mg]GyroX [rad/s]GyroY [rad/s]GyroZ [rad/s]MagnXMagnYMagnZqwqiqjqk
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AccX [mg]AccY [mg]AccZ [mg]GyroX [rad/s]GyroY [rad/s]GyroZ [rad/s]MagnXMagnYMagnZqwqiqjqk
variance49.0828.40207.292.000.510.131.793.388.570.000.00.00.00
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" + ], + "text/plain": [ + " AccX [mg] AccY [mg] AccZ [mg] GyroX [rad/s] GyroY [rad/s] \\\n", + "variance 49.08 28.40 207.29 2.00 0.51 \n", + "corr_coeff -0.11 0.53 0.26 -0.04 -0.06 \n", + "\n", + " GyroZ [rad/s] MagnX MagnY MagnZ qw qi qj qk \n", + "variance 0.13 1.79 3.38 8.57 0.00 0.0 0.0 0.00 \n", + "corr_coeff -0.01 0.42 0.86 -0.87 0.89 1.0 1.0 -0.48 " + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 = pd.DataFrame([variance, corr_coeff], columns=[\"AccX [mg]\", \"AccY [mg]\", \"AccZ [mg]\", \"GyroX [rad/s]\", \"GyroY [rad/s]\", \"GyroZ [rad/s]\",\"MagnX\",\"MagnY\", \"MagnZ\",\"qw\", \"qi\", \"qj\", \"qk\"])\n", + "df2.index = ['variance','corr_coeff']\n", + "df2 = df2.iloc[:,:].round(2)\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 343 + }, + "id": "-h1poB3Y66bK", + "outputId": "d289c039-56e4-4aa0-bc1f-2eb1684823f2" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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AccX [mg]AccY [mg]AccZ [mg]GyroX [rad/s]GyroY [rad/s]GyroZ [rad/s]
count12000.0012000.0012000.0012000.0012000.0012000.00
mean-30.70115.60-949.10-2.103.70-0.90
std7.005.3014.401.400.700.40
min-66.9085.80-1015.50-10.000.50-2.50
25%-35.30112.10-957.60-2.703.30-1.10
50%-30.60115.70-949.50-2.203.60-0.90
75%-26.00119.10-941.30-1.504.00-0.60
max-5.40147.40-879.704.507.600.60
variance49.0828.40207.292.000.510.13
corr_coeff-0.110.530.26-0.04-0.06-0.01
\n", + "
" + ], + "text/plain": [ + " AccX [mg] AccY [mg] AccZ [mg] GyroX [rad/s] GyroY [rad/s] \\\n", + "count 12000.00 12000.00 12000.00 12000.00 12000.00 \n", + "mean -30.70 115.60 -949.10 -2.10 3.70 \n", + "std 7.00 5.30 14.40 1.40 0.70 \n", + "min -66.90 85.80 -1015.50 -10.00 0.50 \n", + "25% -35.30 112.10 -957.60 -2.70 3.30 \n", + "50% -30.60 115.70 -949.50 -2.20 3.60 \n", + "75% -26.00 119.10 -941.30 -1.50 4.00 \n", + "max -5.40 147.40 -879.70 4.50 7.60 \n", + "variance 49.08 28.40 207.29 2.00 0.51 \n", + "corr_coeff -0.11 0.53 0.26 -0.04 -0.06 \n", + "\n", + " GyroZ [rad/s] \n", + "count 12000.00 \n", + "mean -0.90 \n", + "std 0.40 \n", + "min -2.50 \n", + "25% -1.10 \n", + "50% -0.90 \n", + "75% -0.60 \n", + "max 0.60 \n", + "variance 0.13 \n", + "corr_coeff -0.01 " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_descr = df_descr.append(df2)\n", + "df_descr2 = df_descr.drop([\"MagnX\",\"MagnY\", \"MagnZ\",\"qw\", \"qi\", \"qj\", \"qk\"], axis=1)\n", + "columns = ['AccX', 'AccY', 'AccZ', 'GyroX', 'GyroY', 'GyroZ', 'MagnX', 'MagnY', 'MagnZ']\n", + "df_descr2" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Re26dNsLLwTv" + }, + "source": [ + "## 2.2 Fourier Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 752 + }, + "id": "qgC4sRk4L2gh", + "outputId": "5163771e-8821-46dd-b692-c4ca1ded479e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 1.0)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Computing the fft of the data\n", + "\n", + "N = len(refined_data)\n", + "\n", + "fft_data = pd.DataFrame(columns=['freq', 'AccX', 'AccY', 'AccZ', 'GyroX', 'GyroY', 'GyroZ', 'MagnX', 'MagnY', 'MagnZ'])\n", + "\n", + "for data in columns:\n", + " fft_data[data] = np.abs(np.fft.fft(refined_data[data])/N)\n", + "\n", + "fft_data['freq'] = np.arange(N)*(log_freq)/N\n", + "\n", + "\n", + "\n", + "fig, axs = plt.subplots(3, 3, figsize = (30,15))\n", + "\n", + "#Plotting the accelerometer\n", + "axs[0,0].plot(fft_data['freq'], fft_data['AccX'], color='darkorange')\n", + "axs[0,0].set_title( \"Accelerometer's x-axis frequency spectrum in dB\")\n", + "axs[0,0].set_ylabel(\"Acceleration [mg]\")\n", + "axs[0,0].set_xlabel('Frequency [Hz]')\n", + "axs[0,0].set_ylim([0,1])\n", + "\n", + "axs[1,0].plot(fft_data['freq'], fft_data['AccY'], color='limegreen')\n", + "axs[1,0].set_title( \"Accelerometer's y-axis frequency spectrum in dB\")\n", + "axs[1,0].set_ylabel(\"Acceleration [mg]\")\n", + "axs[1,0].set_xlabel('Frequency [Hz]')\n", + "axs[1,0].set_ylim([0,1])\n", + "\n", + "axs[2,0].plot(fft_data['freq'], fft_data['AccZ'], color='royalblue')\n", + "axs[2,0].set_title( \"Accelerometer's z-axis frequency spectrum in dB\")\n", + "axs[2,0].set_ylabel(\"Acceleration [mg]\")\n", + "axs[2,0].set_xlabel('Frequency [Hz]')\n", + "axs[2,0].set_ylim([0,1])\n", + "\n", + "\n", + "#Plotting the gyroscope\n", + "axs[0,1].plot(fft_data['freq'], fft_data['GyroX'], color='darkorange')\n", + "axs[0,1].set_title( \"Gyroscope's x-axis frequency spectrum in dB\")\n", + "axs[0,1].set_ylabel(\"Angular velocity [dps]\")\n", + "axs[0,1].set_xlabel('Frequency [Hz]')\n", + "axs[0,1].set_ylim([0,1])\n", + "\n", + "axs[1,1].plot(fft_data['freq'], fft_data['GyroY'], color='limegreen')\n", + "axs[1,1].set_title( \"Gyroscope's y-axis frequency spectrum in dB\")\n", + "axs[1,1].set_ylabel(\"Angular velocity [dps]\")\n", + "axs[1,1].set_xlabel('Frequency [Hz]')\n", + "axs[1,1].set_ylim([0,1])\n", + "\n", + "axs[2,1].plot(fft_data['freq'], fft_data['GyroZ'], color='royalblue')\n", + "axs[2,1].set_title( \"Gyroscope's z-axis frequency spectrum in dB\")\n", + "axs[2,1].set_ylabel(\"Angular velocity [dps]\")\n", + "axs[2,1].set_xlabel('Frequency [Hz]')\n", + "axs[2,1].set_ylim([0,1])\n", + "\n", + "\n", + "#Plotting the magnetometer\n", + "axs[0,2].plot(fft_data['freq'], fft_data['MagnX'], color='darkorange')\n", + "axs[0,2].set_title( \"Magnetometer's x-axis frequency spectrum in dB\")\n", + "axs[0,2].set_ylabel(\"Magnetic field\")\n", + "axs[0,2].set_xlabel('Frequency [Hz]')\n", + "axs[0,2].set_ylim([0,1])\n", + "\n", + "axs[1,2].plot(fft_data['freq'], fft_data['MagnY'], color='limegreen')\n", + "axs[1,2].set_title( \"Magnetometer's y-axis frequency spectrum in dB\")\n", + "axs[1,2].set_ylabel(\"Magnetic field\")\n", + "axs[1,2].set_xlabel('Frequency [Hz]')\n", + "axs[1,2].set_ylim([0,1])\n", + "\n", + "axs[2,2].plot(fft_data['freq'], fft_data['MagnZ'], color='royalblue')\n", + "axs[2,2].set_title( \"Magnetometer's z-axis frequency spectrum in dB\")\n", + "axs[2,2].set_ylabel(\"Magnetic field\")\n", + "axs[2,2].set_xlabel('Frequency [Hz]')\n", + "axs[2,2].set_ylim([0,1])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CDJvzZmPLqw8" + }, + "source": [ + "# 3. Filter" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 530 + }, + "id": "eARLwgVNL-J7", + "outputId": "6b514f98-1443-45a4-a92f-5563b6bcb4cb" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(32.0, 34.0)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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"execution_count": 37, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 776 + }, + "id": "7PamZwxQMLoD", + "outputId": "66bbf4e8-2a4c-49ad-e6c4-f7455ae9ee40" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'BPM')" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the envelope function\n", + "fig = plt.figure(figsize = (20,6))\n", + "\n", + "plt.plot(time, upper_envelope, 'g', label = 'upper_envelope')\n", + "plt.axhline(threshold, color = 'r', label = 'our threshold')\n", + "plt.axhline(threshold2, color = 'b', label = 'threshold')\n", + "plt.plot(df_max['Time'], df_max['max'], 'o')\n", + "plt.xlim([15,25])\n", + "plt.legend(loc='best')\n", + "plt.xlabel('Time [s]')\n", + "plt.ylabel('Accelerometer [mg]')\n", + "\n", + "\n", + "#Estimating the BPM\n", + "bins=12\n", + "\n", + "bpm_estimation = pd.DataFrame()\n", + "interval = np.arange(0.50, 0.80, 0.05)\n", + "for x in interval:\n", + " i=0\n", + " n_beats = np.zeros(bins)\n", + " while (i < M):\n", + " if (upper_envelope[i] > threshold):\n", + " n_beats[m.floor(i/(M/bins))] += 1\n", + " i += int(M/(60/x))\n", + " else:\n", + " i+=1\n", + " bpm_estimation.insert(loc = 0, column=int(100*x), value=n_beats)\n", + "\n", + "bpm_avg = bpm_estimation.mean(axis=1)*bins\n", + "\n", + "fig = plt.figure(figsize = (10,6))\n", + "plt.hist(bpm_avg, density=True)\n", + "plt.xlabel('BPM')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0_NSh1qZML40" + }, + "source": [ + "## 4.2 Heart Rate Variability (HRV)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "id": "W9oDL8UV8MIb" + }, + "outputs": [], + "source": [ + "# 1 method\n", + "\n", + "thresh_HRV_df = pd.DataFrame()\n", + "thresh = []\n", + "\n", + "low_bound = int(threshold2-3)\n", + "up_bound = int(threshold2+3)\n", + "\n", + "for i in range(low_bound, up_bound):\n", + " max_val = []\n", + " for l in range(1,len(upper_envelope)):\n", + " if upper_envelope[l]>i:\n", + " if upper_envelope[l]>upper_envelope[l-1] and upper_envelope[l]>upper_envelope[l+1]:\n", + " max_val.append(l/200+10)\n", + " time_1 = pd.Series(max_val[0:len(max_val)-2])\n", + " time_2 = pd.Series(max_val[1:len(max_val)-1])\n", + " thresh_HRV_df[\"HRV \"+str(i)] = time_2-time_1\n", + " thresh.append(str(i))\n", + " \n", + "# print(thresh_HRV_df)\n", + "\n", + "for c in thresh_HRV_df.columns:\n", + " thresh_HRV_df[thresh_HRV_df[c] > 0.4]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "RuDU5iuTMRxJ", + "outputId": "8952c8c7-4786-4d20-cc19-d0f982385800" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(len(thresh), 2, figsize=(18, 36), sharey = True)\n", + "\n", + "i=0\n", + "for t in thresh:\n", + " x = np.linspace(0.2, thresh_HRV_df[\"HRV \"+t]+0.1,100)\n", + " ax[i,0].scatter(thresh_HRV_df[\"HRV \"+t][:-1], thresh_HRV_df[\"HRV \"+t][1:], color = 'orange', label = \"times\")\n", + " ax[i,0].set_title(\"HRV for larger peaks with \"+t+\" threshold\")\n", + " ax[i,0].set_xlabel(\"$\\Delta t (x_{t-1})$ [s]\")\n", + " ax[i,0].set_ylabel(\"$\\Delta t (x_{t})$ [s]\")\n", + " ax[i,0].plot(x,x, alpha = 0.4)\n", + " ax[i,0].legend()\n", + "\n", + " ax[i,1].scatter(np.arange(len(thresh_HRV_df[\"HRV \"+t])), thresh_HRV_df[\"HRV \"+t], color = 'blue', label = \"times\")\n", + " ax[i,1].set_title(\"Times distribution with \"+t+\" threshold\")\n", + " ax[i,1].set_xlabel(\"Index\")\n", + " ax[i,1].set_ylabel(\"$\\Delta t (x_{t})$ [s]\")\n", + " ax[i,1].axhline(thresh_HRV_df[\"HRV \"+t].mean(), color = 'red', alpha = 0.25, label = 'average')\n", + " ax[i,1].legend()\n", + " i+=1\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6WEgQuPUalQB", + "outputId": "74a7eed6-cf93-4ab0-8ed3-c9667f66207a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8280975469811627 73.1573657912152\n" + ] + } + ], + "source": [ + "HRV_avg = []\n", + "bpm_HRV_avg = []\n", + "for x in thresh_HRV_df:\n", + " avg = thresh_HRV_df[x].mean()\n", + " HRV_avg.append(avg)\n", + " bpm_HRV_avg.append(60/avg)\n", + "\n", + "print(mean(HRV_avg), mean(bpm_HRV_avg))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "bPUfpeA7MRZR", + "outputId": "e73f63fc-93c1-403f-f859-68bec9d57d73" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 2 method\n", + "\n", + "slc_factor = [1.012, 1.012, 1.013, 1.0058, 1.012, 1.009, 1.009, 1.01, 1.008, 1.012, 1.012, 1.012, 1.012, 1.01, 1.012, 1.01, 1.012, 1.014, 1.012, 1.013]\n", + "slc_thresh = []\n", + "slices = 20\n", + "\n", + "#Plotting slices with relative threshold\n", + "fig, axs = plt.subplots(5,4,figsize = (18,13))\n", + "\n", + "for i in range(slices):\n", + " n1 = int((M/slices))*i\n", + " n2 = int((M/slices))*(i+1)\n", + " t1 = int(n1/200)+10\n", + " t2 = int(n2/200)+10\n", + " sliced_envelope = upper_envelope[n1 : n2]\n", + " slc_thresh.append(sliced_envelope.max()*slc_factor[i])\n", + " # print((t2-t1)/0.005, len(sliced_envelope))\n", + " axs[m.floor(i/4), i%4].plot(np.arange(t1, t2, 0.005), sliced_envelope, color='g')\n", + " axs[m.floor(i/4), i%4].axhline(y=slc_thresh[i])\n", + "\n", + "\n", + "HRV_df = pd.DataFrame()\n", + "\n", + "#Finding the position in time of the peaks\n", + "peak_time = []\n", + "for i in range(M):\n", + " if (upper_envelope[i] > slc_thresh[m.floor(i/(M/slices))]):\n", + " if(upper_envelope[i] > upper_envelope[i+1] and upper_envelope[i] > upper_envelope[i-1]):\n", + " peak_time.append(i/200+10)\n", + "\n", + "\n", + "HRV_df['time_1'] = pd.Series(peak_time[0:len(peak_time)-2])\n", + "HRV_df['time_2'] = pd.Series(peak_time[1:len(peak_time)-1])\n", + "HRV_df['timestamp'] = (HRV_df['time_2']+HRV_df['time_1'])/2\n", + "HRV_df['HRV'] = HRV_df['time_2']-HRV_df['time_1']\n", + "HRV_df = HRV_df.drop(columns=['time_1', 'time_2'])\n", + "\n", + "\n", + "\n", + "fig, axs = plt.subplots(2,1,figsize = (15,6))\n", + "axs[0].scatter(HRV_df['timestamp'], HRV_df['HRV'])\n", + "axs[0].set_xlabel(\"Time (s)\")\n", + "axs[0].set_ylabel(\"HRV (s)\")\n", + "\n", + "HRV_df = HRV_df[HRV_df['HRV'] > 0.55]\n", + "axs[1].scatter(HRV_df['timestamp'], HRV_df['HRV'], label='Data')\n", + "axs[1].set_xlabel(\"Time (s)\")\n", + "axs[1].set_ylabel(\"HRV (s)\")\n", + "\n", + "def fit_func(x, a, b, c):\n", + " return a * np.sin(b * x) + c\n", + "\n", + "params, params_covariance = sc.optimize.curve_fit(fit_func, HRV_df['timestamp'], HRV_df['HRV'])\n", + "axs[1].plot(HRV_df['timestamp'], fit_func(HRV_df['timestamp'], params[0], params[1], params[2]), label='Fitted function', color='r')\n", + "axs[1].legend(loc='best')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "E5pHyPpjMo8D", + "outputId": "66abb7f2-a2d0-4418-cb33-4c01dba12a27" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HRV averange: 0.8558333333333333\n", + "BPM averange: 70.10710808179162\n" + ] + } + ], + "source": [ + "HRV_avg = HRV_df['HRV'].mean()\n", + "BPM_avg = 60/HRV_avg\n", + "\n", + "print('HRV averange: ', HRV_avg)\n", + "print('BPM averange: ', BPM_avg)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 486 + }, + "id": "NHH2IpkNPGiy", + "outputId": "f8c07e0d-c9ef-45f1-e177-f6de2c36f2ef" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\francesco\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\pandas\\core\\frame.py:4164: 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: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " errors=errors,\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Time Filtered max\n", + "1 10.795 -921.747404 -921.747404\n", + "3 11.730 -921.420593 -921.420593\n", + "5 12.630 -924.587700 -924.587700\n", + "7 13.485 -924.752876 -924.752876\n", + "9 14.210 -924.182044 -924.182044\n", + ".. ... ... ...\n", + "136 64.845 -923.515420 -923.515420\n", + "138 65.670 -914.925020 -914.925020\n", + "140 66.545 -920.888674 -920.888674\n", + "142 67.480 -919.129302 -919.129302\n", + "146 69.300 -916.908138 -916.908138\n", + "\n", + "[66 rows x 3 columns]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 3 method\n", + "df_max.reset_index(inplace=True, drop=True)\n", + "df_max_threshold = df_max[df_max['max']>threshold2]\n", + "\n", + "index = []\n", + "for i in range(1,len(df_max_threshold)):\n", + " if df_max_threshold.index[i-1] not in index and df_max_threshold['Time'][df_max_threshold.index[i]]-df_max_threshold['Time'][df_max_threshold.index[i-1]]<0.5 and df_max_threshold['Time'][df_max_threshold.index[i+1]]-df_max_threshold['Time'][df_max_threshold.index[i-1]]<1.5:\n", + " index.append(df_max_threshold.index[i])\n", + "\n", + "\n", + "df_max_threshold.drop(index, inplace=True)\n", + "\n", + "\n", + "df_max_threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 402 + }, + "id": "Ra9UPcIzT6EF", + "outputId": "507f6918-e2a1-41dc-b7d4-98e0f1b963e3" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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TimeFilteredmax
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69 rows × 3 columns

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" + ], + "text/plain": [ + " Time Filtered max\n", + "1 10.795 -921.747404 -921.747404\n", + "3 11.730 -921.420593 -921.420593\n", + "5 12.630 -924.587700 -924.587700\n", + "7 13.485 -924.752876 -924.752876\n", + "9 14.210 -924.182044 -924.182044\n", + ".. ... ... ...\n", + "138 65.670 -914.925020 -914.925020\n", + "140 66.545 -920.888674 -920.888674\n", + "142 67.480 -919.129302 -919.129302\n", + "144 68.410 -928.165952 -928.165952\n", + "146 69.300 -916.908138 -916.908138\n", + "\n", + "[69 rows x 3 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for i in range(len(df_max_threshold)-1):\n", + " if df_max_threshold['Time'][df_max_threshold.index[i+1]]-df_max_threshold['Time'][df_max_threshold.index[i]]>1.5:\n", + " if df_max_threshold.index[i]+1!=df_max_threshold.index[i+1]:\n", + " temp_df = df_max[:][df_max_threshold.index[i]+1:df_max_threshold.index[i+1]]\n", + " max_id = int(temp_df.idxmax()['max'])\n", + " max_val = df_max[:][max_id:max_id+1]\n", + " df_max_threshold = df_max_threshold.append(max_val)\n", + "\n", + "df_max_threshold = df_max_threshold.sort_index(ascending=True)\n", + "df_max_threshold" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 425 + }, + "id": "fEtVvilhokck", + "outputId": "a6ad0708-95dc-45a4-e0c5-15b22b6009de" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df_max_threshold.reset_index(inplace=True, drop=True)\n", + "df_max_threshold_1 = df_max_threshold[['Time', 'max']]\n", + "df_max_threshold_1 = df_max_threshold_1[(df_max_threshold['max'] < 0)] \n", + "df_max_threshold_1 = df_max_threshold_1.diff()\n", + "df_max_threshold_1.dropna()\n", + "\n", + "x = np.linspace(0.2, max(df_max_threshold_1['Time'])+ 0.1 , 100)\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize=(12, 6), sharey = True)\n", + "\n", + "ax[0].scatter(df_max_threshold_1['Time'].values[:-1], df_max_threshold_1['Time'].values[1:], color = 'orange', label = \"times\")\n", + "ax[0].set_title(\"HRV for larger peaks\")\n", + "ax[0].set_xlabel(\"$\\Delta t (x_{t-1})$ [s]\")\n", + "ax[0].set_ylabel(\"$\\Delta t (x_{t})$ [s]\")\n", + "ax[0].plot(x,x, alpha=0.4)\n", + "ax[0].legend()\n", + "\n", + "\n", + "ax[1].scatter(np.arange(len(df_max_threshold_1['Time'].values)), df_max_threshold_1['Time'].values, color = 'lime', label = \"times\")\n", + "ax[1].set_title(\"Times distribution in time\")\n", + "ax[1].set_xlabel(\"index\")\n", + "ax[1].set_ylabel(\"$\\Delta t (x_{t})$ [s]\")\n", + "ax[1].axhline(df_max_threshold_1['Time'].mean(), color = 'red', alpha = 0.25, label = 'average')\n", + "ax[1].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "s1ACQFUZLHVn", + "outputId": "4da1ba9f-6c28-4d33-d123-42a112580c0d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HRV averange: 0.8603676470588235\n", + "BPM averange: 69.7376292624562\n" + ] + } + ], + "source": [ + "HRV_avg = df_max_threshold_1['Time'].mean()\n", + "BPM_avg = 60/HRV_avg\n", + "\n", + "print('HRV averange: ', HRV_avg)\n", + "print('BPM averange: ', BPM_avg)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "SCG.ipynb", + "provenance": [] + }, + "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": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}