From 1ef21b187373f72891640908da63f355413acd90 Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Tue, 17 Mar 2026 11:14:40 +0530
Subject: [PATCH 1/8] Improve LLM request reliability by adding timeout and
 minor fixes

---
 src/llm.py  | 8 ++++----
 src/main.py | 1 +
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/src/llm.py b/src/llm.py
index 70937f9..bb0712f 100644
--- a/src/llm.py
+++ b/src/llm.py
@@ -45,7 +45,7 @@ def build_prompt(self, current_field):
         return prompt
 
     def main_loop(self):
-        # self.type_check_all()
+        self.type_check_all()
         for field in self._target_fields.keys():
             prompt = self.build_prompt(field)
             # print(prompt)
@@ -54,13 +54,13 @@ def main_loop(self):
             ollama_url = f"{ollama_host}/api/generate"
 
             payload = {
-                "model": "mistral",
+                "model" : os.getenv("OLLAMA_MODEL", "mistral"),
                 "prompt": prompt,
                 "stream": False,  # don't really know why --> look into this later.
             }
 
             try:
-                response = requests.post(ollama_url, json=payload)
+                response = requests.post(ollama_url, json=payload, timeout=30)
                 response.raise_for_status()
             except requests.exceptions.ConnectionError:
                 raise ConnectionError(
@@ -72,7 +72,7 @@ def main_loop(self):
 
             # parse response
             json_data = response.json()
-            parsed_response = json_data["response"]
+            parsed_response = json_data.get("response", "")
             # print(parsed_response)
             self.add_response_to_json(field, parsed_response)
 
diff --git a/src/main.py b/src/main.py
index 5bb632b..addb764 100644
--- a/src/main.py
+++ b/src/main.py
@@ -2,6 +2,7 @@
 # from backend import Fill  
 from commonforms import prepare_form 
 from pypdf import PdfReader
+from typing import Union
 from controller import Controller
 
 def input_fields(num_fields: int):

From 6070da0204a3cfef7a5a76b5cabee736b18e009e Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Wed, 18 Mar 2026 21:44:52 +0530
Subject: [PATCH 2/8] feat: add incident timeline extraction for structured
 emergency reports

---
 src/controller.py                    |  55 +++++++++-
 src/django                           |   1 +
 src/inputs/file_template.pdf         | Bin 0 -> 74397 bytes
 src/test/test_controller_timeline.py |  94 ++++++++++++++++
 src/timeline_extractor.py            | 157 +++++++++++++++++++++++++++
 5 files changed, 302 insertions(+), 5 deletions(-)
 create mode 160000 src/django
 create mode 100644 src/inputs/file_template.pdf
 create mode 100644 src/test/test_controller_timeline.py
 create mode 100644 src/timeline_extractor.py

diff --git a/src/controller.py b/src/controller.py
index d31ec9c..8873b16 100644
--- a/src/controller.py
+++ b/src/controller.py
@@ -1,11 +1,56 @@
+from typing import List, Dict, Any
+
 from src.file_manipulator import FileManipulator
+from src.timeline_extractor import TimelineExtractor
+
 
 class Controller:
-    def __init__(self):
+    """
+    Controller layer for FireForm.
+
+    Responsible for orchestrating the processing pipeline:
+    - Receiving user input
+    - Extracting timeline information
+    - Passing processed data to FileManipulator
+    """
+
+    def __init__(self) -> None:
         self.file_manipulator = FileManipulator()
+        self.timeline_extractor = TimelineExtractor()
+
+    def fill_form(
+        self,
+        user_input: str,
+        fields: List[str],
+        pdf_form_path: str
+    ) -> Dict[str, Any]:
+        """
+        Process the user input and fill the PDF form.
+
+        Steps:
+        1. Extract timeline events from the incident narrative
+        2. Pass the original data to FileManipulator for form filling
+        3. Attach timeline data to the result for downstream use
+        """
+
+        # Extract timeline from incident text
+        timeline = self.timeline_extractor.extract_timeline(user_input)
+
+        # Call existing FireForm pipeline
+        result = self.file_manipulator.fill_form(
+            user_input,
+            fields,
+            pdf_form_path
+        )
+
+        # Attach timeline to the result if possible
+        if isinstance(result, dict):
+            result["timeline"] = timeline
+
+        return result
 
-    def fill_form(self, user_input: str, fields: list, pdf_form_path: str):
-        return self.file_manipulator.fill_form(user_input, fields, pdf_form_path)
-    
-    def create_template(self, pdf_path: str):
+    def create_template(self, pdf_path: str) -> Dict[str, Any]:
+        """
+        Generate a template from the provided PDF form.
+        """
         return self.file_manipulator.create_template(pdf_path)
\ No newline at end of file
diff --git a/src/django b/src/django
new file mode 160000
index 0000000..3abf898
--- /dev/null
+++ b/src/django
@@ -0,0 +1 @@
+Subproject commit 3abf89887993140d28676f26420ee0d46a617f51
diff --git a/src/inputs/file_template.pdf b/src/inputs/file_template.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f0821686fc7e65c5fe45ff6741f0157af3dd9309
GIT binary patch
literal 74397
zcmdqJ1yq$=w=gUy4Fb|3Y#Jmto0O6U>F(Hc*QTW#L_)f|K{^y^q)R|RL0UqQkQ4;|
z2gG>qz2_bOcfT?2KmL0Tdp~=wwdP#2)|zvz`J6+eC?>%SW`Us6EU%1Cpn^ecAbTS#
zRDOO`R$*f&dkK3dTM#?YsEo=gXX*?!fjUD$92`Fz6rtv(Fc3S}Pe|3n!4$+Q3JkEZ
zH%Ao|L^ZWDxgvFi{fnfSFo<54jgwo-)W#KPRy6~@%s~vOtYXTbt0~3pjO|S<?aZ$M
zfHN_B<KIn?>uCVGtP=Ki&etQZ$=oob4HYv2asD2osbFMfYW#DUn2IOpCzAm7H33Ug
z8xt5v2gJdBg#hB<`T5|zesHq=d|c^58N_)lJ&5yqdXOF}tBR$$gbmaj24ee5$gAGp
zLRy-cnL3%;83W4E0kLy{SdE-aT>;$~L!IpHfQO}%v5T#ljj20`)x_QzYHVx@$ir&k
zVrLF@a<R36x&V;9xxJmKHHg*eN*k=smNq7)AP6sr)zQV?*%Sse+L(fPxj?MuPEdd}
zn4Jfh#l^<P6hJkBnwy(C{d$@h*??G0ZEP$ZV3si8m#qmDW&u3yem>1??13pjtY%J7
zV`s}N_RL)@ZLTM<F*O6I{RW*Z%`E`f*3!-epyOcb<ZNN@0)yI_+%N@9WCVo)VqUWd
zKtJ(+K{x2v;9os|H($^ClZLYs)Wp;l>I7)O%o6wjGRVSgt~pl_2eGQ$s8Y+s643Ou
zVA?lLfJSXhVK4y6<_5tY;0boq>-qBu=3)b}in}=3gTP!IfJI!KuI%LjK!8e(ob0Vl
z?TnyK00^k{&lJY?4jwoB+B=z;nF6Y?v;&mS%??avZ*FM}wXw4YRKx;&o0ysb#xpgy
zggFBo0y?sV0?P?duZgL-lPSQFgN+O9MwiZR_AnPfp_cZ5)toJW?mr;Z*u@zbZR-L8
z^FXfEZfS3F<uE^~8k?F}+Sot=f3f=u3E<8a3Nv=Gxn_?C5CZ6Sbb&enSl7QTpf&(|
z*Hhgz!$4qOKn&rZ{=_PLGq3R9&MN%V4OxZ%s6_aue+mOO5&g}J_ze;98zSO=6A}M|
zEPXRh`evN;-{YkJj1zYT99I5ja)lctg&QP=zmXJv4f=y@>tf?<>0sjlVpX{D2elgt
zYBv<r{-&Vz2UF{&U)93i>1th=I@to=Ze#;^KlFwK^kxY3ZxYZOCZK;vL4T?V3Rn_Y
z?KdU^9N}v1vYOryG5wneFzA<OTi%SbycuWt_c+Tx<4mvAWOp;U{SA`+4U+xeNcO)5
z{XsUdbhQMw7*_imCAr+-yWHTr{EhGO2hZcCAJ`18l;rWd2iPfpMucA*_+Pu_)t3Eh
zw-f>PjOz`Z^=daabp}?^Uvc2)rq3!5wFP*)8UXCSE=JDRq2`J__}45~B>tM=DiHkV
z8ML7eW@5nJX#{nKq23U^iW~ngiC)E!-$X_1-GSYmjRgo6zz59s^8-k&Yznh?ak|?4
zfrxe$ZGJO+6-<BedlR2fS!GS_%mKrJucHaf*~t`Yi%J6$QxUO&+F7Gs1<{+vn{av+
zv3@Zjtau#;<w4i+>v}Q~mFp%A5c@UwF98?KeiLzlfGYvw0KQZ~tg7z7(+n8SDkpP|
zDkA!~TtLLTl0gx49UHHt1A;0LIN87~+-zVF7biCh2PY4Rlk*1V=Dmim;^Z$oX;_+=
zn>qu6gXraj<;1VzzlyXNz{5}f5Vixh%d1Il1iX^vmw+PwLCZjBW@o<&!dI%iMh6@~
z4(jY=d1VYBVE;15?_dAXAgqc`_QonenA8EW0tv>Ac)xl5cP4^BuDHChh9l}#mH-AR
zO9Baw8;~~v{{m?QI~&N!6cvW5^j}!+N`t=yyB7Mtn}LV|z79kHAocp0@34wG**n~5
z3YdcnuroKXnFFHB0ow@lzwA+j0uj&ock=cxPRlCp?kuU|3<UzuRZ=FY0%-j@QMz`8
z-`STay8+Pg)Ad*Z01SfMELQ+v2XS2IPd~lqUv<u^YU=KMqj_Z@0RrY>1N_C=$;H_D
zCtp{|)s1^xC7FMD2lz_uS6b8o{mk9KKhreu_0%BnwMKxD42)6+LfZ9%{b!%vFAuv$
z`E7|`YY5QVRhoO{?f<Ps^nbE^*m*cvc(@@TE_QAf9v)5*2jm9k;Jt?bVfj3^H&V3(
z(wl!=JJ&M&lI(xg;<>i(FUfxId*GkR|Nn^1IKW^QUM^k`7aJQ3H#ZlElj{a%XTOI3
z!DeEn4nW>z3oN#Ow%WhM!~acN-t}_)&sO_=82j(7wEy#P1?GmZKp<ccCpQ}lgohmj
zVZVWS*{|V$u$`g>kT-+mU2Kg^o&MQ+|1K@~|8>B+-bMej_5R0`4KT3su8haQ&cegR
z4#cdVAQ#6q_z$)NPLGy0|7^7XwOPh>%=>LL;p+%4ag~=`1vge15c{97{CgV(a;pEa
z&<6(dvVehon+w9i3Ar-nPY?)*SKvPwQw+!vxOKr0Zm8MSH*gE}&oS^?)L#mCtOBAJ
zmbgN{!n?}upw8m%KnlvH%f`WOdzFitTzz?XT*1IEur3=n1aKP_5bI;8D^$hU$<pEP
z?DSfF|21_PQx70H1nv(0?<V;BzU+Th2)|CleyQ${@BLqf@c%|IfPh(efSW&F;K9w#
z3xWVaftQ;b1O`K{ld^yCL71hv9n{&y>EC$Xzlr1Q5WvqN|6iV7xUN#$e?GmiL%6RQ
z{5J=f>*K~R14>xhT;C=EccIRvVy3{ot?BQ>EISA9-?K@D4{5xQV0ww|U0K;@F1l%D
zkZrk9y3Iw1&h^6MRkBA@t%u=m`ApVM46d@(@Q{8F%<}obh-!!kwxfLd$);Gi5?XK@
zWS*!uNkJ%mX8F?R;^<&$^fG&}u`T@v@!&yc@%Z4VK~^j8`MLAU;NCjj<E4SNd^F?1
zuW4~hPjjLy29strilW`(QPBwU;tiIjJ1Q>?ItunuUYZ9zY&fZ(KJ%TwxQEWpfh@0F
zJ$JEUpyKFz*7_mpl=}lVs@?c&Dg$OG?z%o#S$3H_^<~oA83_&ol0_Xh&P_89NKr8d
zOlR;LYDg*fEO~WA?<5VTNayAsxt`OF?8u)7@XbA1aS=D>`mXUx;a$U7hbfNn{c-^U
z{7)^hK_u8-Tqgl%Nh^wb8H$cPL<wMZH*jT)isq}#Oq9;x5t;Vj<r(<<c(}e=?7QRT
z4APO+9%*Q2bH?U)*vb_-D>*e1bV+B215<HN+5&a%4r1#f9Cx7WPD54KNXjkqn+oY?
zqibJb#NN}Er*v5xxo7?!p8FOkmbCXF7A2yfm*X3g$ecyjK4Gi^Jv^hFkPsVW6A-ui
z3!a?ajHy&bl<jke)Ex@LaNAp0;jDP$uM3ZVgr>SiRrF{@y4@KZ%YM&APhD+P5l?`W
zem|_y!|^qO23%^E&TA^q@yAh&wbSwej84;EY8UyLY)a3u!9wU*v*8>`ViA<+C?<%!
z*6A(xCGL?%wLRx;S@q#&ZxAhz#j(^CKC2#4u0ZH2sV-gR)O^AqTJicB9%+RqqVl6k
z97Og29(8O*>2nd>ETmDqM6Hj7A$4tWyvALQcM(0JPbvBm&$9y3H<hfGamT1QyC1Be
zEx_$Elqp%hji&xybw7MEv!}aC)KCK3Oz`PO#u6UXFMxPzX+`Ei!}Pbh)u05i0k%wB
zfocXHb6wu;{0^9J#QIF_s4^C_-yL!sODPAn*2iYKuQV1@gP7y@Llz0<REV=W5Uq5r
z_(1;LsPOcmmd}QbRWuXy7K#)_K&!BW$FD5--6Q5@-rL1f-Fm}v_+WyIbjsZ*_^9P;
zXwwcgs(&;MRVmgB5|Uy<qY}s4#H=afi`>(BfmPZcZ`C_C(4%_GIA9tSqJy_$FiXtx
z+kEAs4>M#cRvwKE?e{s}CpBN%_Jc7HUT7p7o)DwAmLS&O$<!{BI0q~8ISkZdMQP@x
zE!9<k)wYE~4@V-^v#D{%W~3_K6wutOVZDF5W-7FPsTY?6yNG;aYKY)oAD?Ww??4<K
z?W)=2=w_6~D;W!4(?|0zx`SlAVu?LpA~t2rTSi`w9Hroi@wnY`eW|Xg6wNTK$&K@Z
zN0AlN`fdN<lhC|CV+nL;*IZZ2OQuLxg}2%3$STJr$<=NkVe3b`wN&q8W>DOjF5(g1
zn}XaB$FLFysT$tl)_F==2?s9i^o0s1dDIIQ9-Y5JT{6$BBAuk`52QbtUk(n_n4*)e
zr1#=t8Xq%F$@P2t@d1MNq{|kbubiYwx&sTMboT=?##3+ikO@IC(YgsZNwB<11~-%x
z_38asCw%ny8aqclcD)ZpZybF6@XSLLo6BmP)>lAZq1Gk5)LKUCvn8{E!=-(5WwnXY
z+e8>I-!-Fr+{t?YfyKSaWa!Yg&^K@Q!&HI5VQ5*I`^pjCsZuSBXq8w7HigFe9Hbv=
zRF49`*vTxmN=JxLt-SHtGy5#JucG=j`FSX%3+9B@V~EtdSgptS7<{`43deZ{=gxfI
zP3LEg3JczQD@l!&muFulG%inFzJFPePtswhhHIj=Bf;hQ@tvfLK$>PL5)pgzFo*Nl
z+%CIX8;7IeWsz9uS7WbE8Eib`c+0Bxswxx8=>Y{URmqo30|h5xI)a%8hQ_8Yt1lhM
zTbVwI+3Y1O@oy}HDNrilezXr1(&gUggGQFLe3&*vek#dPN?5T>^)>Modka?4qgIx>
z#@Uqz>&NEVPD#&h^_=;Xmwdz0F-=hQPb<vM=SVqaB7MeP{rJ#kx?H?9awpqERb6b@
zhi{N^5(HT(L9YYjM9uk3d`ho3CeBA8ltaxp;;}Ho@K;#>sz4Fm-&-pCBKWlWJ~8c)
zLF()~PY?LC*xZ_zyANn>f(4MX7`D&?HQjKMR8lyRNHa{bk?G{B!nOx2I>L^f5mKH-
ze~wG4O%q=0@7D4CKCZ|?@**tq?dE4@>;A$hb?uFr!w3(?r-;Xv{n2j}i~7sxK9)mm
z*7cUF-&t%%F+=9r!+Kg$CrdeUDppap<9Qh9Zl`s3wJ3)_CM@f+x%Z(|-itb>r1Y^E
z*Kp;?5|7rAc>iZmEq>u_X<V)Z&K>Osmc{P7#mk4Uj!WPTW|b^*R6Zv(<~q$?BBk_~
zxSBE&uh3i8#pHfY*sW!1VpV;8?6B6<=+L@Rhx!63y{uKC1uNIu4a1;c(465+ld%Tr
z1S~woU4{|g`x-aAOz{lg(5*%Iu!EShTUgTe4ua0pv8;!rUjm@4Rup)aIL}sA)14KT
zbB(DpdYa<940SOXiaU&1A4VTE2XMfI6yDOWFi!W~iB%2t?@#?usV64l7@m4xTS+Bm
zkNO2Ts&2{(LxRi*nHVn>x^gPvOhmh(c|1=d``m~4D3ZO{+oc_4;E3ziBjt*Ux%gRI
zTb6kiMMQqN;`2})ikE$;W=U|MqmD|(19G~S!pE5!b9LV3b451dNl`A3x20N6wI4qf
zoW5tAMxQ^vC%H+mhuW21)!oD~xHr!;P)E4P!DEDka*UaGZ$|n4JARW_F+mz74pk#&
zKQv_@s)aMC2Enx=jG8@f<3g`}aDi<7`e4IGfSa=W=}X8kGF8hrr@k^uqnZOtHt$K<
zIr?ONuTMYlyTK_0l6@BSIUnI8SkQwW*>SyZ$Z34w#MX+z#us~jmg>nxnfSIbT%C4c
z{dm9{=gA#5n4vt)oi>e-!-s;LKOpAY9iP4PX$w@5R171%7lU4!M`AP7en1tO!F9A6
z2zL`d;iEIxX><A76zf*KnF!Cl$7J<2e`;Oeb)MeNi3)j&GE1USE3d+~Kvy7jf9z})
zv+j1Y+U&O|a(TN~V<FgRkSy!eJQrmtXw%RaLY-65kMZWYk|S&JOx0PZCC2dm>XQ_1
zBie4FJ)#WSE_*Bc@aSn0_r9{zIVW3a>v~4o^294E@#(p~s@723up=U|%qxuSAneJw
z90(u(TBs5>nZZO%#{E1H_AYHiPoUG0@hcAJWz3$j)6m<=A+docpYm^gFbi+Yfa+Jq
zy_Fs~T~Ieu-M69baWx|8Vuz_b?Z{s{#0o9Re1TnJsw)#^5`Emb^F?gF9)r2U^Hs(L
zUHdIrC?xei7a^`|{=YIoQF|BQCK<Shm$AGqs{g!n1+wU$_xsmx3H)_~dwrGs3s*!A
zsO(*x%4|@9@;E>Q$Wd?V0M|FmzsLQq5(!`b!w3`}p*C`=z?%c6FrXZ20=09#x|qJM
zxc_G0SLq4FDs2K>z*#zbFiZVan7HEa>YmwN&Cc>Fe+90Eex8zlGX5V*O2A3s&;9+M
zs?~qwM^su&1vm$q+DhA**<YW&6`V|f+AdJWr~kzTaK2Q&E)6?*0LN3{Es3i$g^G)V
zgN^CcMd8mk3s?b4s`ir7VscQ2KLP*(Yk)Y}0Jg8#yAuBDfC?0jAvY)d-=z!y{c6aS
zEI@JRFOgU^t_nQBha0$^(gTh?!0Q9R)jfoTjg6ZJ062jzc5dKe8p6&7`K#kk8-T=n
zb@R{3$;ATZWQTBo0OkCRqz8g<0p}_Z7Z(=`FE2YV8p3n+`T{p_R|@9h=H&(oNC3j0
zZZ0qzFdr|^)d}j)pucAX4s1GqO~~_`-#^2-e>44u@ZaSAwEmgy5B8tlD^31^^gzH{
z0KmQPA7Qz{0FQsekbe>W&%i&w*nbPI2h?V+hW~E(BZ(deP(Pr8KWIQ{K<6(D00XYH
z@JB6wM(TlhuTA=!EMOzZH8v+u6yxOvUTgqbfK%?@N@V+s_8$k(`&pW~S%%ks^=lal
zU#&G~U@A@)c5Vm<P(l=iI!KvbzZt>}25K09#{e6_&o$``VrIX(GY509aRKgn{m#r)
z(GhUUn|lprF5nK2lM`?|5Hp0G1E?r+10KiD_OqA@kmKY9{07)bu5f?@rzzm4Kd-N@
zTYgrB|KkFb23|n2G#0*oL*}}yWNNDp;sA&N-UZ?LdnNo?J%4RG*Ax7b_um|H!N6-!
zJUjrsn*uI7Cr}{x>xk{1zSV-_t|~so?Nhov^<-iDAXA=o(-~<z=+Ql7|3@q`@B{ej
zIMny<n5bxpJ7DA?FT+2CM9v~_H?eV)!KL^M_uhA$e2Yz>=y)Hy2de0w-=^ZyEJ}Dt
zvUbV8voEmkJKtKeAkdijL_sa%p^N;-SGVrma>5eZ;Br@#tJqE1g}bE}SzU`b{fxAB
z>};_TZdL!*YJG=s4+h)0@JqZ++(I`J-okumNB18s$qS*=aw|v}m6gq~DIvIl>DxR$
zoS$m?VQAYV&J2a*JqMvhOxlDVpp%h>Te3SV0=@d|Zl|V|ES613`>tJI28$H**$BK0
zyU#SBJ}##PGAt>AHU~SmtoA(39C{`P@!P&nW8~d3lG8Nni?oa@B6AXmKBfv~^BpB3
zTw;RgKb`KQ!X0X|Sz3-$-$A(*2<PFxGR~_)d+D?EM8U|^;0=G0K9|Ryu2wx4l>qv_
zBukdpdk%XQxAL|s_!Y$Aj9NqJE99xF*G%5qKP+J@_LvJ8i+V_g7q@#*3~!;{1#NPS
zmoqnZG%6yrAt0=%(fjY6)D^K+22I278oY}6xKHP!slPeR1&>(j;Iz_Trb-5zvS*A2
z3v2M__wUmgpvN-EtQnxjZtfQihX4W)jE43V#1ZJ<jfEWF>GvJ2OK;6msL?o|h_POL
zi|M1R**#J@dHCMP$@q&i9y<POjs_tmEcKXoef7exBp-Cmu6{OO8g)Q%A*QxU6d&+0
zf|z_MxD1IV1>fV?!0k_(w;>T9i1#t6?IEUr#vB`y31to+@5wao$IUSu-L>lB3DB6y
zjk#^t4O*qZe`MZGjZ2mIh{y=DSggD=upLAg!UIoB$<iCxPRoyM(_csMBw(a~aYBY=
z)sS;NXb;}~_=O^BOAh`>=)<jA#AFm1Ls4qF=LG%c>7sNS@E><m&Y{SHwj688=(QeE
zpuyOSRk~<~&~2fEG|>s4$!MWN6+`$Hd9m-IT4U)sC`U)R=yDy15cazE4?Lnz?|+lR
zYS(?pOoh<5=T$yz(u5n*rCC19@mk*x4D*wg#w_=6D}QeyYYK)LQcQWVtVOhYI1u$H
z^uA7_lBhbQy1$Lzp`IMFrvVZmG9GPx7`Nj%q!ppC5hZztH@Rcye5DAZyX?CZBt3HP
zVW{4B2<tGvJ*^-Vv5>is-y5!Sn6kSh8As8`=QAPFm+y|r^wjdpb>Tjg5`1Li>YFQ3
zq01cZ7*C!J_q3(4w68RMzbk_tjnLrL+<VdRN>guZCJClC!Z4k;UG#p*<7}(Tt>QAO
zed6UPl0knn#ev1iNZ<3m=NoR{6>uXXF=ccWc?wlriZq@^QIl^u$?Rp?S-%oe!9OSG
zMZCl$RoOjh{c#jYM(k%SzersC^o4)Zw&NZcfyWMcV2dc#IopwcB$JDL-?clk)#y9D
zm3pUWKvGRCt+I?~?43PqoY!H*btt_u_oFoNksrT$YK>BO-}4bd)Z~Ns1xFrvI#6^m
zbR5#|@2^xAqaAEIBGZPXUe)N0Y2}H<vzs2ehmdTI6+%JC&D4S?vEqTQAN>X<P{?gq
zwWx;(WpFJL*0iz?RW7TVe4=TE7uj{<iH-v<)}&-rp~RF~-Md$i48t0)Ck!zh%S!5%
ziRy(g3cwA@c7q-vti9+~3>IGWf@Hq;7L!f$w}i0SBKl^wXRR-eY6Yie8++bP%<_X$
zBEqvocA&54=CXf2MQI8NKKk<59lr8x#e=RHpP-!w9SN*@J}00_Hq^GVK3=f5scy+%
z9;@#s!!{Rv5V%ao6QcD2ZI><a<1-_r*q779-%*;-R(9eTp{Q#uLUB8A`E*7v?T9|O
zuU%+<x*WvZ@emA2+a+>wfANM5H!CG@9gZ+Dj=&IM6sZb+lVtb%pca3KaLPWGO`K`6
z{<BZ0yQhfxxBEgP&G|w$Ue+I7o{@hH-Ea5pP|%GL93Gk3Ha28C+LPZkMwW{9H;~OX
zMcEt$dv%Q1LM9BVoLvhIpgD=Mx8kcYOlWQVK2{}>b}5r6J#NhH*~`svB!7HfIo27Y
zRQ4K~dxeyP*nCcSmvOlltO1X?*!1Mq5p*7H@gXS&*|Ll;%5)d|k{nY#dcB<Bh?xsd
z?MI1_g33q3&Wf+$3fu`toMF<iSAyP8PDc*9c9FNR^ko}!1#tZs+_z+Wsm?ji1xMO(
zmZlxJNvYk48*>mG;69-61uZO-x<`-EKR-A)kX{9$YEWWQj#QuZk)?JwD+G=z+3QoG
zcQ^CL%NJyI=?YtPzdRtDk@k$~;CLV>i>a`48&l92Jb!36gFd@w;lI!YXA~P%KrT;y
zTS!}Y9qQfCX>AfcHub8mf>=kkQ~h%!@iBk-H2ETedq#I3`6g*UWy0fBXSGx2$>EPm
z1O~UFq5Y$MZU+zfUl3#xSWnzmgs}$lX<Bz>EmGYB(U?#ZDez739{4~7M{emgePY8~
zzernRd3_d2E#07k_K}sJT96_0`TmEy1-3I(C`|-kw}tL8PH~9f#~8#k_R~3oGQ@TY
z$kE#FkrON^(i&H=ideQ{WCrbo;jG6gt%|S*>WU`D@%4Q)A@|7e5<Z)#cIFazFod;+
z(nf%^2$s+V&4WHtf28z%tG;lgJDWAzDw9-bAD~2!DHD5Ukk|7*!l{OQ{>=)=OP1P*
zmW!W~`f*Qe*<MrBoCF#5m;MzKM!`=m-@xCWd&yi#%PXbF7t6vd<JVTO^Y%9r4m1t~
zUy(;oZ%!W|bug}?N#}$r(r_TdV#+>sTJblakcY!Lwk7wtvLsANSr;6R$BpZ6Cfg|a
zKyP)G6_HypTb);7d{D2eu$-N1;5^6H7WIiQ0R<^>M~m=Tvwui^>d57N=hF{4qmBl&
z7|QWz^sdAdF|$|?6L7=ovsJQh$m{2BCIk)Re5>@|Yzl-&U>Y9+?`Bi&HHFFN?Qd9l
z(tUiqP)LU$&W7gN!HkO%7%Txzty0vaEXP*vEbBz-?CnHZ;vlnpOC9pY3rs=#rem3U
z4|UIH54H!h%sq%WD6x6Y8fX7pXSIz{Ai?Kx2K!@6Rdt5hghq5Z`i#-swnJyh`;YFT
z$OIEZN#^7S#e}?{wT67-M=3<@VtD*OPeFamx?f!z#GH6GCTMbp6bEN!YILIh;LcYn
zbUM*~!esI0FK%&q%Q)_(_p*YimRZVYt=-q()CB8FMi1c6$j;0mttyCcgBf1KBLxMD
zVUznEi{b1&r#b-V+$~r<HWDf!%kA{u<%5#F#BX>@%#k5aWGBu`ChRcpSDhd4#hQ&I
zEt!q0hMd)o!IpM`7q!Tv57$Pa@@CV4FFw|K5$297DQ>>$^is+-E@?y7k!F}e$3G&v
z)*~4gOW3L7S-w(}q~PNPaci$OivY~vqL{Pu1Gi3xy=0Emp>}Ks=D9oj<1)~2Rn}JF
z!oWv8qPqM+AHEXjs75Y-_ndryqf}(u`?dw=@R2W+r{_e`DI`ZXQWV1xlguqA6H6(;
zY?-j_R{e~1l^U6hj^Qg4s$v&K#<p=T;)-XIOWOy|P5j<;xOsw_nXQOBO=N<>YE_v`
z*3HCUFR-H0G5gs{61S7ACf+#Hcqc{WSdVNQ*nH*L>(FrjahLTpN9d)p7t*1(%jwjC
zf#NH^oRAh0773wkwyAF<UY%G_%=r3e*=ghTox0^a!h{JvO!p-iog_|`2~nCCvBd-W
zAKyFU5ua~A)yJ6F*f<b@YR}5rAl0=hPRs|{dO+sNF-W-^+SET*+N)*FC$v29j895%
z-BBN}Z<47gh81;+y#^(cKMNA|=$P|cSU+si<CPD!YSdyji+h{h_ncl4UeC&?UM^NO
zmw|@XNHheu_REY(WbzzEE(2ai@rT;|d`dZfoz<;$;<eYS22NI<@)ZJfN>m#x1a9Gz
z-IOKXfkv_T>`+yK@kWdYPBCRk9)a|UGG1Hphs1B-V~H0cg=29oBPR2$2!=JaCODAo
z8~bgD2}yW{Rp$`6Qih~bV;_4M!?>~Sg*s6_S8TSRFnchvC!lsCzRUknEgTsbk5!q%
z&#A^;+G?g~$MHdNjz%0&K3p$7V8$<Apue{L(M57RKU=|Wub5fQhj!*zIlZIu*Y)DT
zPt%?!mQ<I-(M=Tv^<!)iMNtd7DGoe&2VF>!dHoV*c>XP_<Yngo@xl;tv+heL59)e5
zRqx(O`mPYf*GP#4dmjoD>Q6Rws<A_(!WSntYC=wNwL+pJt5U19HxJYB%b;MnT1p0E
zn@2W116p!3oc;+6ge}ysc(KM@^D%|9X=|KpyqQu<N1k!YlHty+1|;Mq+3Z<kU%qE}
zqsLWpw*|`mev7En=&O{hwZaPS=tyx+-mFd{Ta?jy&ZB%v70NzoZ}cydPdn=LtDGLQ
z4u!NK1{5f(R7;u_M&3?SFKyA{XUuxOY{gXbEz9p77T>qS_ux1P*h%-Cj_rBBbaOG(
zGf|!<t|XU|mU7_Hmda{1dE2(qoT(Dpvo~v{*!<9a;rk6=S3~A$W`4Y-|FWo~&Cx{2
zsyv+c`S1&}ZhA9O-E$Ms2(IdQf%mw_Jc;A!a+a*~xT4ZiNr7_=qPgdzFFc*B%nszS
zM=xnSQZogeWo<T!Q4V8M6Xa4F?ms*#XB24Bc%mKh_!D|Lfs<uO?n`(D@tpLT%oM#z
z9c3fZOB0q!6&>8$k7=SQVn4)x;1KIYRN?T93f3O))nxE_sKV4`R_gX`>x-bdUe=pT
z(*i&A6;)p6t)K)(IrD;?;!R9`R+vb5X!YUSzINQmu2`bpw#0)>eI}08LJpf6f2P|5
zS!4+>`5BGvLhRbf<3^TQ>WeqjUz9%+x6<IMNS}Ld*UE#hWX$L`*5bS~@RCzbtHV-y
z=QRzt+7s*B4e!v$NsthN;nIvu-W1CbYk|!~&hO%ZYK&~o%^q*G7s6qrp|Vx@NZxt0
zQXT)MM#>c%O28IxNW-mido-(A^tQ!X31#%+w2C(JE{`ZzRC_#rX>ZAUo(RWWvZ6hn
zBjbl=i!-ND<6WU9qTp<4UiFPSnkBThR+$a-P&UP!{WTMP_fSRpRoiWxDea&c{G#T`
z`8Lh4s&`6J*xkH@Tt+j@Rh%QzBFHOh-Cw{Q#xr41?vQD4Hfv;`G8N&Pq2|*iEE()?
zL5pirnqLj*PpZqaDzcIFc_JvD3Hz}bp@hT|(n2+Zq0ERW>&9Rhn{G6KZ_F=_^Ez#Z
zNp!v?&3>tfxt4|bQ&QaFVED5iPJ;*-ryeKt=lmP|0y_2rI>$}|ufE(m*PRg;;#(;g
z-m<Al+}_;5=GT<QWEUie9b0dgM@|KQxx<~$rYJnpZ4m&I5zck~YA1Y$Qqezq7F&J?
zyU(mFudXe;a8t=aB-uwadV}Gh4?iu>+4gdOv$qPn%MKm>oG?0iL()M&p!)-9HF1|V
zdNX*d*8w+B7IVoFD;je%)Ub&B5lV;^dK_E%n<|nnC3MvDTS^5xkn`@?x9<q)y~zOp
zT0aj|rfy5!&qj)==jPT>P264-tDzPRS|RF8OQT579LGQHStEa#Cq`3Mq?DV9{Vj()
z9_4%5%EvC|0DIWGAqTW`6B%kE{pmImZ!~2>dZ%yrg5R0L42!$Qf}kvjL?w-}o+PQ@
z@}8=@qNukY6Xixwh#2(jJ_u>dAwk3ty^na?+Z!TS7`(lZPKdR=BYgV;!MU)@ncO=z
z%b;L%f1mL{;m41AnWFAKDS~ahxFHv2vPevM%UW+>D1|Zy(K@K<OU}MXAD`J0NHBFM
zK7&$+NE50<V>azl+dQmh!nr*V^|@}X&7m87+t1t0hO5(pGJ~-Y*g8RPn^~2St*NYW
zRAtIvlCTm{+qK~^Acm9Ji$@4AmljBYrF35*0}Um$F-9@TY$(9bSmRg`i=1O2Jw?J7
zguH2Dr?Z<0GmkZl81=#{oN2-~$d}=S!Xg`=a1-D`pMK1v;Ufr6b9=s~m+!%0=@Y}D
zKs7uayH=3@GJ?ZEEHy5lS1MIBUyEvZG)8|0cUWxJbIP<}jcS-RZVe;f1I|)DW{t;^
z1vHGUoKruxv9>>OQWBEYa9|#IchvhV=csyuzQF?5R50QplzZ6+-O{H3S}4_;`JUWp
z{Rgx7yHl6x`2yG}X3nTlhj}$gW^f>(*jBc=Qe@_vH2%RvcI+~+Y-be`;1!nW>}w;E
zJsOU6REdVgJ!~jlhlEi^F}!?|V8!G(s3VnmId#{8l&g5wn?T-0CE|DACbLsjLy^k@
zy2&W1L^rW2Zbc&v-!AG}w4j*!x}eo|IfB}AA>qlVhu|@TT?ScKOY`kRYm8~;qRT`%
zc8gnhBqdftl@J4R<UbBT`0)zq4#t-5UEx#eOc`#ZUSsgtnpo1VypeH1L#Qt@*<D{E
zn;a=0Y%kg$^7-P_X<fb@$#jjO3#jv?J|+2Y{J_oknC~d?QSpC?GOXMUN%EK~NOl-q
z+jZHh6Y#QiaBz2xp_84!VbS)}NEP6J2&Uk_v%^jA?x?BbcRWY-;;ugKi*eYYp=m>C
zGX<J-29t;xAJTVGV+x-xM?7YekSTGkyh%o?w>qq9ujrL%%2yd)Mhq@;6eFf}7_kwd
zBfbX_7sH{yNIalm?w>l-WA}aEpD2M6mafjQJB{=s;T8>I1dHASNy5jWQACeI3Xf#{
za|k4r>3X`g!%!;l7`XiM(?y{hGjJvP{W;8!J)KJ_c{vIu^)%bUV`fR%xWqLUnFJbI
zgY&f}YjoELwr+`#4%!WxuFDVFSzFx7GFPgv{P2EMNsDiTE}J2+A0o7%<*aWtJO(~2
zq5DRxTo5U>&WSE}{+#zNUti;@=5Y4?)t#+L#Wv9m$<_*@;pJeTKw{#MhL}Bma<RSz
zF!|%51rNd7@<UAIV(1hC3j&_4Jc+$t2wOqlBPGK2y&Usm*Ktq=8!d%}hqL7n5cs3H
z;nCbP5$2_O`B{6x3j8Dc?x{<rnd_zskiodmy|s4&lWA~QwWMwZ@XN&9aZlVcuZcIQ
znVZY}WOhOApWcr%xvz<73VfiMt1mAKF{Ehw69q9;XxWR(7}OycqAH&g#UWlLYfq_S
z<y45-=QVRTml+^49^dLzMQuK0PsYz=_Z14__)>aM%53A1)S=K$MOG|uD5Y^(z{o2U
z<ZQlWhcE|z8DJdooErW*`k?YGJnda|T0*Tk#*35iRn$cOWP!4Pt3T^1u4Ey!rpW1c
z_U!F`h;@74J<vGQ6!p`b@-S}mf1dNvbw3mHp8m8gW^F2v{Pt6I_L<F__U9321jpvm
zJcXLipLtBBP%pT6=f33YKb3tR@iuDamK4itqYk{qvJ_saOC3L<NNslnYlr)BXg=Ga
zmYf^ZnA%lXh8Cq3Lu0C(+O=u82*zoe3Cb<Cj%F~74@aIR8j)MWln6NjR8Px{93_lt
zSEA1@BZfRcBnZO?Da>MMvB6c@!cxH@Q3b`QJ!ZPe85T0tn^57~>JD(y&k^1~F`1F4
z6>dXRU$@b87Y`Yzd(%0j#TqV-Z<3aO-b>8*e%=UeFJ!CtsHZMjF61ujgQ|}RO1HE|
zUI#vh@X@13<Qk@n(8ORwz%hucR~a^x5BcOWsnl7bKV<H!k-lha9XL%&qFzr|G4s+M
z>Vbf@T4QAdMEZ9t2qPr|;Uzfo@u;5rX-EXyTK44|bK=5XRu!5tRfM_I5YcS<2G|Gh
zS#qY0tm%mHbh)kBN#u<%uguzT5P{*phaOD_MXF`k(+oC-d70b8SlVEfl<Tv0oNn|_
zgT<xq1X57l3SnBHttEQNiGoTvMEewFcVN=r{`Ofo;_a2$0SlB$-2F@R1;m~rtNQft
z{%^J%W`yi!CtPXF_*;avezta;Izxm|j<nI;XBkkA2#NASxbHp7m%Iz>g1|+ZLg>2>
zIZXJ8CMCBQ#@~C%^wfSIIl@b#LeVn!f)F#4Qhl=xf?b@`c~NEYmVWK^N*g8$86s+}
zP*20)>v=%6<68C+)&0$b^skI@L<rJcX;o!nc+#~t&t)ab_JkJC=9+sVyHMut){AN}
zF)^}hG7*I^rKneZ*m5OtVod8;u7aw4<wDaJZ5Y8fc}JO6ol2|p=7Nn;6Rq~6NeJvB
zgKq)9r)cyOKTcOjUcl){Dju2jnw{&rCB?6cG1bE`Qr-tVs%c$!V=8JB)I_V_Q<s+v
zhGZC5(R0;y+4#dQh%USnx4H<kUg}S$5KdJhPP(}^3v}79*~u3TesX>k)q(12A2kcd
zQk1&Vej+Qph0&~6J!`sk4>PfW#1^rcv)3pPV4_*-JyDj2&u9uE&SxiQ(no3#j1sex
zk$%T!So)&+R<`HIc~S>s*}FaFsHLTPY8a)ZesX)pmhVisi`CtF!IwKeg}zxdXKX#@
z)YERXA!S_Yk1|GNMIS;c7G0mT*b%rtd%y#0@!@v=$g9si+gf<37(seBuB*haboJr=
zyP;Z~55MZCozHz2JkD7(@sfa@ueUe$uIzj0E<zs0*c-G5zIZ;nzS-W0gBb@IY@D!k
zWo!L<33p{*o`pS!DnRu^W}=OJT`_zUPkemsUM!%!l!%XUu*)RhjZm9OW7u$7Z_=Y}
z)bS^!i7fbtU)2A#&xL0sV+TgSz`asi4059F30dhgs`Z;rgZ8Ca1{<>Bq9TG!gi*qS
zbA{W>u+({U%;PC5r#~MWCCDLYez1mVy`JZfCK>tewyn2f>g6ie{V@Jbr;R$w9e7VM
z&;;s|14qPtoO*W(tZ4ioxXN6ppJJgQXc6O%jlUnt>%u#UcV}9r{J2vqE?)kayiuLy
zdiRwHxk540xF=#dA}OCrprOW$!l#i3WT2tu`Dq}$h3M1=2>Y^Gpdm6ZHad5X3x_V?
zAM|?p@T_O;FPQfWM((|@ZGwf?XwGcciPFbg_9+$~qoSgs#g2+RVF`*rdy0Ci5*6)M
zjW-_Zrx1}N#Y{Y>iZ>pbb1BxNgUslwnS2Ypmx3}!(8$sGkIl}&@>EO5po$G6!|p%O
zheDN<py&}>9#{+v4_Jb7I|Fh>{A>)wDLrDth{H80Ouj}HQ1N<LQCGrtg%)QIcWO<@
zdrn9-wLED<Dvm$7JAufezhLjlGU5`reF?cg!AwWKjQ4TiDO}|%JY%myL;g(i==JUu
z*S<y#qs=BdAv!YV@E=Gz7bD*E-9%ZUWlu7~_wx8(IjS=}crZ>C!H$|!S7$yt{$gw*
z!!Ng0;7O9m==gG`=F*TW0aFb911ADJUeHo;&$#$SP&55}9>{0g3u%Pc9D4;ewCH1Q
zG~;l9*fLgcts#(WU5NMKL22oOf$RaDJ9^fory7sc#68py9*xR&ywH34%JtCY>*t_+
z7+c~tG1E8KuXCZ{<1a710mL+V*1MND&5b&XKfo{Dicd(`#5PS)-<Wl4_iJr2e3Z=?
zk8z(ZpA~&Whc}xQSUiadF3gOB%&aisaBH4K7ECvcc)Vj)7GNI`2dELPz&_99m>cEN
zM+>K`c^(cRD^x}blJYq8#rS(erK)f}pAoSefzXL&?E4=1!KDPWcqSZuPSAKec)K98
zTJsg9Hu2UwZ-?V;hmp3Kw$bO_gzItMZ4_8Xad-R`McV1SZRc+<kc?a4kc`_}K#3<R
zEGkn@TBRYm2uxw>Rg@oiK6Hfi9T_zS+}`8(Y>Z@dmj_!fCU8T7AA!t)!n5PqhA2OZ
z&o1TtTSDV6u^yp24F&3UW8Ik$dX#K@=NncYmc&pfvJv{;6M8>-Bhqi!IAIII6x~>S
z!f;0BQXqUsSrO>z9cO>}us5X5BG^VK)Y#3!U?aC~Ul9gpai+j~-A)^cf_DXYj)Jzs
z@DxL4&;}+h{T@fP<RBT5N2!hBRI{prjso?=-YKSB;B#y|n;}01-SvCW?H}eFDm+F|
zjd)5iCE{{Qh>nQih<qT)kBJD%9Cf5e7b8Us#0nL)J*AIa<hh4PHPwODt>mD8N<uj7
zh@KwJgC9~D-OfW8#gn;$zy@DUCQ;ZHf><n??&p4oB}hq1AqX7yj17N}GAhnc_tbvu
z&I&eN7eW{Tl@EeSHk{)F*+=P!1eE&lI1>h)&QXwTY)4w%_zQS5VVv<=UVYR!Y}UZ1
z;0veZ0G`kl-Q?5@(zOnb?(b~(9pQR|*{IHmbm1V_1RYG>jMzfKZ`ep2QFKGx@pPly
zIeV=Q?=IJ~5$ruoP7*|)hS`K5gvmfDmRT1gIA$@MkoP2_1{VhodL3|>By{h}U}?0g
zg>iSi+l)4((G7G*(|rnVr1ZJd*x?e^*mW3IX2`H?)h+6P^aFlRz6owG$-(#(^dn-W
z5=yj8tQmDeqUm4aMnM+Tykyq>#L)Cqw28n@_%)`T_z&jZvnAK=`YKe%`{fc|xAtzk
zV{Je3Lf#hhBJ>GALH_aJT#z5NO}-5&x`Vj;aF?XJmsb$ZjY1H`jY<&Vn9^?Xgs%zH
zk?IFN7~z=8PK5tf8kBh%Uo*4`k4&}=ZFVu|zyQkETeJl2#&^Hth{PY!6t@DYB6B3*
z&-6j^!BhZU_^;Tx-*d#|4?dBc@oOUR2|Z!5k!`~m6-M1tsA4!LaL-&pt0LMHpLy<s
zrXNrd#@fZztzpQwT(--xENCI@h2aX?UO#!bCH4cdCE|74C(8$CUd-$Ee1H(>0>PE4
z730acZ-^Vu1>O;5E7~X}ncq6r!pe!@4-`OFvOQ6Eit~r0tM179k9R_&7frjPm+-n3
zc*sID0E>BtWp!AGWp#booL)qWGU&|0ZVTWZKU=ilrCpvTjc(ToTWFu%)L5c_9q1mp
zvanPcw$RxecIkIJte5u!XI`NVo^J7W_s*hd_YSr}2>BvtS(+!v9aT_-f4CY?P`d4o
ztpgz#Ba8B)QvNb)deirk75L&a&$#$Bx^ckjn?KQZLX>gwJ=*!yd_8*tv+>Kpck|5y
z1s{nb-%giPI-&7Ra#+TNBT~i%c>4Fxx4>|U7ZaF{89p0ribZW_mr_M-hiwnfeO*p{
zGvqJr8z(NGxSWo@-@GiFxYQ`RtdsZMyF_}J@y%B^$QBQ4=4`T<>T?)X)#$N;WRO4+
zCyG55_Hh-n*L2;pT)FYI;)ye>LJ>Z=cO`_X^}+GB{`Fk9GdV+Rrd+X+OR=!;EHU)j
z+aJ=r!+BOg7gbCb^~godMeW!wKbE>U?{%)ZcuM)=k~#|S$(QL6g_(M1Y3PFHbLv@%
zuapZov)oA93N7<hPQ#Ekd$dOJ5zh;b;qh=+<&wAg_Z*0ckP7SJJNDHz8FfvprO9VY
zOPxvYE!fx3@;bVgy&DLx<ZSL2>wRwvC8-zqG_>2tb@>A=ix=z=Pe8j%zwa(!m(ajM
z({JLl&{>waoyz9rJ4^2r=2d6io0@<#&-2c6F|EOVcBai`S8O(P6)|26CvwKDQ^H%>
zj>1Jd09h^m9!?274&E;OD&Q-z#p3JPwA!Kft44mb>-F{T^{j-xqf)cNQ-!ET7gtDz
zb!okC(b0-#Z<J9-eR5Pj(^|P5Fg}pk+3LM-Cyjor(2A8cn^iZab-=#W%aZELlEFB(
zWWpoJj>rKTeuM7gxNY0IihSshcS;nGE;QakGSv0>DD2hQ#7MsBEZ0;oA9f<uF?=^C
zx#^JlCX?MA$NPnqIJ`-8#3a=jQ5&*f=Nj$F&yKZv3WNymkCSa>@mo!oyFPuxZkYbj
zhzpaDt}(xDjC4!;TeY>gY4V`aaO5~_>Ckc5xc)97K|Ik1W^}xSCE5YOsxevr82XnY
z>Sfbm!5$0jBKx%?oDbVOjoOW?LE4(6@rJ$IqBEgC*rQ<F{X(r1j<4f}whxFNqtLa!
z{b5!+WLHu{sK|^T!t~-i(R}-*TGYuqP{c<wV(=y0VG~jyPN0Cd6bZ$^;3n!m>X{5z
ze{r&R9j$rtnb&3eTs1GwN1XFKm^owZu!<9l%jgmJCzc$Ifv3QK50W(K#$Y{}<b|{`
z`)zjZc+20_m8h|tCicXY(VC08by~MP_BC3hHi!EBuvB|7F+(NcU`HB#pA(@*=>69Q
zq+E%MY*kXd@RMmz>X7lD-8$<GUcYsF5RM<I{BDZ_+84KSXX9_klvE_^j_ec2`Hp17
z$SpI`h8tDbxX=4Z-@UIbpImWVW_xb@Jvf~7or?O0i5yy^?-BfVM`>U1ZS{E!r_wNA
z*RMw1k2Zh}uS6TT4S#=jAV>MURYC5<c%tCg)YQ>dNOLA_o9)@~TVoT%l*8enwB&9w
zvA2A|%H{#LKY-#!cqMTvDI7R9>lf)Q)Fr>$?0LS5n775sx)+XZ5{@bnu1W9lzB{e6
zTN@jB;vw^<sBRKyFJWzQ8E<vjbY(f%`^EQ^T@#uh8JTv<rCan#Gc7h-`uD=6QpIT6
zJm^X&2Op7#?H{<V3cW5So{#8i{h%XFnour~gI!N?DQ<jMOWkvEj5V*Q;m8-ZWiQC0
zMX&#HCv|rRv5i0clJPO<!3-+J=UF(^DD)|K#KMac2V>)4Z2l0;2e{9ey>vJ8IyMw5
zTGL5A(i8e4yE?+{Ir2&=@tmY7Xod9?DR7NSa<Va0MDW#T716vUY8B(ANl?n}KBj_B
zYS7q!HEzOuoE%17MkJ^)5JGP2oBd`p|A&9-+wJW4>!jmDBcu;mR*f9D=F|43JQ3*Q
z4l6n5zX=_3a8bVBpP4x6s>}4w7yJepxBE`?3870y_!GZOplP{ngK6p42kUCQ+<b1l
zLKt4DPnZnf+xk2VT`LvlRKO_tMn0CT?r=i9Ytv13H%PWrIMLuPqHc#_I~F=}5HY-P
z2eGowMwgDn!?3*IlZI;ITgDz}Iru8B*{L<R-*qECm^Ld!nCDh<e{V=LI##gJQ=Fe<
z=4ew^7`H*{DS)>ruYC(zV}(QR`mEQ{?6G=D@8O>MJ8d=Z{QAABu6`2)=*tT0ao38|
zbU~FzuINVr65~8Vkb5iJ7P;^=#pa`ApLjl>$OeesTgOcgHWgQu*HE<ok@F<#McdhD
zgE>jpRj<o+ZUuA?o1H)$Q4+3$%G8?mSL=c;CP%D0Iw`f6A1k>gg{r?S;l(wZAGT)o
zli|K~;ZywNo%2SM=A+<!EfQR(NJrI^-AJcTqx8`OF$&lokxu&zxiQAFSu7_9ShiU#
z{8p~Y?>%Y#1%|qGl4zW<wu^?L<o-=v)6WGv4qrzfqQ~iyleA>aG#&Cb(es^vTu(^#
zp0CMMm{CU7p>U<4eMY9RVbf8=^`Q(2nDUyMmfaUfvSAW`Z_Tefpq+(6kw!e}ZU0q8
z=tQNt-OX^BQP37F!f5n-%a}OjVoqh$XR3|AG=C+q?%TXSl#JOmXFXtsrn4Y(5Prf~
z1K|b6N8%<L=jipl_809MnWL0+l)T;o$4|K2gXS}e2I?H>B0SKMGFXXYsWL>UY~#k5
zY7pL2^{2VW!i^K@5aBG9^M}@cBOS4d+m%;FS(B|v;e^O=na2$?)6d-{&q}Sr_9~4&
zRd=IcnnIgh)+JrmRp@;g62<CZf@j{H!&_|ZqMYS@P!jqqcxW;%#m9kOm3#>!&`Krg
z35TuEH<h4tR7`pPbBpM2B1CkQ{I~DI7X>QFpma)x%)VJGd`ZGTElUQo)l(SXPZ?~;
zq8->Ti_-Oew?OXo`Ih&m*x;w!LO#Rwm@(kbYDt*Q7nLyP*1g*BrAnl5PlZ`J3lyLE
zhEHzI!QY-V3b`#*kZ{*1)!gnqlQRmKecw_SM(<xvSfWdVswRg2cI1J-Rklr!M|({5
zo%Nh&YTja>jtponTy_!z*Ao4pNU6FaU9H|l<f0Q#3w7Rx*vGgoXV`MsBVpMbM=tXY
zqZrH3N(|hiR1wz~lqNjc!1><CVZxp<*_$G4M$e8hT**Kl8l-o;PBqpoSrn>J$3M)p
zkCb-e%|mSa<04(1N6yAIU4bDk7ky8F{8{|RMt_V)dBHi|)nZ=@<++F0xJnp<-hGxC
z-~UE-m~6!*g<-;9p<<q_@>z)Kvg)GC43{}qtq#R3PU)Wb(|2Yucy9vggd6BL)~bkS
zzYpD4Vq%fa4QOAUW0DUG!zV~&525bIdXDfic;sEAVU<^jlE|jK5u(UY>cl;N%Lukt
z@^h?YxWVrzv2~E&4!I->3<y81`XIuzrCrZ>hUeKbUat5l>8Nqx?URXUxJ$2@Jh(Q`
zRpgV>GI+^SObzgp%RZ+PYxeL5ULG3cLi_S=s_HBnSx-ie=3s*~=aKM&9HwLt4m@Jc
z9G@}^0`vj-^nB2{K-?K3yRZI=g0F4frBQxlcTjN*4&J@s8p^R6p@~z>Oq-Ttf4BaH
zofpHHiPC%uQ_uBm12^u}nDr(!e(dD$;<V873jg-WkDs1$(A6(Y;9bi5&Rk6r67pv1
zhIaQnrA(qGkyLA4!&c!}9ZUqCkpY!e^sD_ViJlVZZ9K-&YfeullULC3@LaahJ6>Zo
zI1>(|v1QxYtk8IAsdYIwn$;Vk7>G2mJwZ?SVXmESsr<gbu9&ITCmth`F-0b7%Sf3f
z`kDC-{^&gO$aZ4aHok&pz?L08PIG9mv>`=vAk7%UcWAJPE;v}0$&J2Ku2ZUqjK2eq
zmyW$*vA;sM-C1O+LKLSFnIz7e_VhzVOHZkKcPaJ{PaX}cl)Dch9mbCm)C(Hat9fZQ
zi^cpwJk#b(UF?#$UoF?L+3VgCh9`c8J)sOC^Rh&kaE#O!#ra~O<<Ng%TE=2=u~K2%
zM(v$+^w8JhE9<uXlW1L6C8Ncld1GI1>sdrg^R6gM0s(FHrZSJy!ouxNi_rDwOY6g%
zURD`Ko1D$A2hX>MKD1JwzpO*{-sR_cWs91TAQ?Vi^!kN?MI0fXzw#H{WHhw>)TN%+
z?;N5J@^`~rLaW}L1{}KZq#sA~hYqK#_YLAitjb5_8dCGmJe+s&fAZQlgoAI#YMpuH
zNl>%x@tx_o&`r-?0~_AO0Kd=5w<)c{FuC1IS0RpaMUUUz6&o5x(F&T2u~5Z1+NZ$o
zV1Qs9eS5M0^N*GiG2k<XbYQTf<!)%9tce*<gBR5f{1ygv6!{XQB9NPd7F<c2LcJfZ
zfp7dBVWxN_pho#^8TE{+@JAN9G^Xx~Cua=;XPdDNZrdNF5VyUvoHuKmZFX46FHM$B
zvpyb-^~Spjd47&w{l+awv%+=Xv%vjh24=(kmX(wSR*h{VSl4-R8{OhbjVRfk^@vn5
zI>*LJM^4C=;jS4?Q{JeX$l$2zkW?q}vF}SmV!1iSqdh{FG2H^hPLBunm_T^U95B~A
zOh-6vE`Q{kg|{)Lfb6_hv&Y1+J#V{suc9cXjL_r)?<xJ6HynAwdvjLxI8d_yi$auS
z3=F|Op2rqhP?YU4KdmILfaKQghG(`6mL~Uh4&C2|IxEE=yVr3T58>y=FDUr9J9WBX
zpb<nieU9=T{J<4Ez(=;J5Bb5J6g4w;R9ZKY!M(NIa6T#k<X<PN;}`<X(_Y^<%op&g
zeHE63CvCSDVj*4X!^|=ifx=3Uu(VdvA}Jt*xU{x3rM0?5jOpZH@$yOBstAcv1v}jg
zM-<2f(m;pB4<cshCJZV;3mJaMUq(+HN-p$+YIv-Lge!tC6$LW_p=gKTdC?{19R1h1
zG4*rRG?&{>b!65}=++iNNcF9+L&|W+^`*-fy|IbGD#UD;zNL7OWrnN^548_Is&pz@
z;X*n^T^36l?<{{zpOzB{@|-is)lXHwI+!2xM41r6T#@QGZxLtWYmd0U((jn`RHV;B
z+uZY`nB2Vrv!e=C*LK31+db`wk+GPUVY!Q|dl;1{_ZHZv;TRG|$%ihPmSM<CFe&5O
z1kI9^#-~63c%N(CpUF#!2?qXWkD`VC4<o4+3MZ)4?^RD}rIo`fjIt07Y8>^?Y95{S
zSxp*OB@liS9~kJlC-@p!9&yHw&?pRZr-1Hw+cu#fqau17h0c02acZe=)6S-~V8#i)
zfBHxKwB(``o;ss&f3mC4?wZJv&lu_4TAZc}LR7Ms6(bef_xPS!e-td!FQhu2ho8RO
z*BKZ%ggJ7b&z02rM7=qL=}QTn!JnQ=#i}t!OO+KodkzvClh;A`0zxoCu~0-pS|XGh
zL6&%d=x@HB5iA%qKWAW`c9v!X%NkSt*tar#o_*pfip0$6V06A_R<}w_vNl|4W!o4(
zQ;Ify^q&0xVedVlvf7mfPz#DQMG#OF1r!uP>eoOiQUwIXhDenvNK<+fqzNJ*y`xk`
zK#?k4>AgyqE+EZ@pcL^X8#af-Io@;c|F8Sj``3C)$LyV*OeT}b%w&?!+-&T%3uALV
zq3E})5?Yt~=p5F9K8lkoUa^Wjh5bOfpPZvzcKA!-<_MC<5!!hAj99(8`_V5|zdaxc
z7=I#Rb~2>SHO%H-ib13XmUps?KjvH}hvW?RK3=@!?K4NDYLja9Yj&HR*<vm$tDaJG
zziTn<7U6BKV9y?@w-q)=yXz@1LKgUmGgQi(=`H9;u<STzFMerHq5VO*7aJnl^i4_+
zIew{h(2g?siQP)4a@5|gyZ`IglwDn~v}rYWXZsNqH*vTQc?7<uygtg~aMtViB|7Zg
zU5t0hd`ufAzLxnW9-M!Y7~M#3F<oW8qm}vQTnj#p_}9z3U##ey45gMYy-8Lgm(bOA
zy8X6rhC$=C(9rN(jSPWT7oDlxT+4#r2=LSlX;=IAGVi^6-lf@atBYTF9q%VDY^&1I
zoSB9TcT-vPCgvQnji2O1XC0|;_f7sjrJ(NUuuHj2n$=>T>lBs6)j?4Xvpt0S2UvX0
zI%V#SJEmCVT-WW{-C%v5)kmiNjb^grwNM2T&#TO=dbv?9+Pj@PO`q`%L{=Ve_*g-5
zCqVCmwW+gA<<0g7!66w8B_?F9Z6nszw}i$N6)%qm=}&RTetVH&mNj{|n}Rd^CMBJc
zae9G=oIZc!?P%2x92KdmhO;GZL(G$!J-3tJoMjP9$a-RQgyA^(1x%^w<fe#mPTQO`
zNhPhTT&EJN<PCDV@}%FgNWay1c`aXh`w@!Z=DB8Zv5<NVjYpm7jYluHpOb6QJ!<hW
ze)5e>o=GsXJ8cVtlwWh1>eb%sSP4w+tgdFCCr$QlzR}nd*6Gw$ocg9eOXyM=H6JBY
zWx4q{3NT}(>!}Qm=H2mfNiq?(^J=|1a&tt>Yu?tH=7XuttKAO5hR3o>cZ>KwoOh~y
zF~Z3hZORdSYxd5r;BRb!Eji7-juCdYVi#%8PP*zFvM${Ts4vr;ul&~jO}QrygglyM
zZj$-a1ZB67${Vv+bPmZBUZihQbhYs|j3ElG5eum8$#53GMa#r9^vY|`L$Z9ECBdpA
z%z~}BJ6g(xnKN&5tjLq{6$uXMSL{bF?fTM`v}3>O_ra6{y0qK7vQ$6o1oqJN>>b4D
zJvrmjICNS{S$$Nj#%b9~oagaT<Hz?I_dZ}wkSu2;wfDc?&791rM1K4{EsdWJTk>qe
zT&{A<J=TWQYtFvD6&_*Ybrz$nGb&~oO1%5K<><-q`acScBoZ6yvv)h5vdHPdF(ig)
zYo*_};$4{kC7>9`cP<pq_4Qyo@sFL9E%&0c2{jbEiKblKKlX;c@p5?8_PFheX5n|k
z7pa&V2?9#jlHM<}hf!zt`f4Z1r+4l>iZx5Q@G_VCecI%3kJ-bz*6LG7dLIDpooxNp
z6+&ijI>CHiGIaOp1K$f7o1(ZPjZ1f`A6N5@>a~9s_On*+!%qjs!fm)JmV-t&UdyXI
zs|}j0ucwi?Y#vrPs`BO5C(E80+?&bSk(M*jqkF^nT9UU-B-jpbn;=xiN0RhO7k#-)
zcH87jpWJ1~GnA1`8O>2qdwRQstTOy6j*?n2JC7R7U8Z#mdLwYQx?!HwuBSFn`g*{@
zNj8@JqU1Erlu-fhrbwx;Q}(p!W=d%@5k1srw|v8^zT+p#b#b2|eiF%}ngNbw*qQA5
z)sdtAfn)S3<q4WFuad%YQkoi>HwyC2O0I0$+s5ZflN@f}?3wFb?6G|A==Z*G=3uqz
z*Aa#nS%qTitRa5=AC2tZ|8y~$%q~2`x)d{=pZzmF^1U(BsCu@;vqeu$b{{_W9|NJZ
z;iI9`v0`m8&&k@zRAalSM7?*YJu+@PnISh(hhqalI=!Mtd~Z^(6UR~550*aGWeps@
z#*>`OL`g!qMD`=4pnCQ1uOz9@T3nU=x0Z!6_VS)H={}pG+k3!x5a;}H*{x|XvH9uN
zamz+u%ObNM3064!*0~Ekq_=0EFYdo*QT%dRSN};pztN&jV`f&i5X(d57muu6dTQ*a
ziO(w<y~cezEi|1f5v9BT)*QL~4t32}931rXlP9-IxoK_Y`+U_RW#Ma1(V4)kD)TM-
z=Y~%-i10`I8dY;~Sfx!Cl-$OeW$QJBE_a-;ArWMlNe<(a?Pw5VHa;nAeMkF&jppa{
z0sCRi9;!v&R?<b26yF}@DfLdFoMb|d)B($o((6{8CnWVay|<rY?W*oekQRz-9;Wyq
zre^Fvag)dngP$aNK^Hr(!eK9z->bVrN9S;0koWm~Z+e-|j{zB<+D8m?ZWlj|v^&GA
ze);BuJ#{B;a8i<fbx;wtU->(Boat-hMBCLzv%({My4xT9O5@5Xd9B;<;PH`wRBHvL
zl77$e7iIA`FK27m&fPzzePDCFcGFalWmZmUR|J~~uWw@%?rq#=$AqoeRB9JFvMbN#
zImxe+Pe03uDg7GJF<kFSqRK|9^?;1k@eQqm({uZeZOLkP%&ec>Ds8F!?vuadJoKT-
zw`yx``-30#Vn)63QHRx4Zuj@td~x2bm|1_g*Q6jTL`lC;^jPv$UhD0S8G<}NbARB+
z<vvLM%G^rI_vr#vSIF^OMb3@K4mmoGj_n<|QO}uqE!~x0mMDX$-@ZBI+>0fK{Uc`x
z^1Bl~$XwlG_i{}!UD{4eI>uJ|)u6<M)PSsV2SrU;0hvH=q?Q-Y;B^O;hb%)%%ziAS
z8R8GDildc|uDpd&w(~v<z$%E4xt3U;v$HWgUy!IRs%>wmvUFjFW74pP<+*+l%V=_n
zV%LkyFOFTMESA2iU(}V?awj4$Wx)MMR6BMK`|*5*E2j@@WUi+ZPxHRQ!ygWq-cRVI
z=BAi+%CeUJSf7i*e|$-Mk97D5r_GVXU*8mW#b|0Bd%yeD?Q;T=LEd|LpGYoOWWD#e
z^WLER%a({X4ha{V7!?<0uPs5+1&oJ=wb=rd4>W~7eIcr9Teh{_e%xP~{kZ2tffn&m
z|2A>SPdo`-_qz^v#rX}-cz1OeG5kCuBoumxBuZKj*V|=iuA*0A8QPm+_89Z5SY;%R
zr=~ygI@v?lfPHct8GI+nqozNJMQU~3n6-Ko%O!~2DO{&oR_A}iGP*X!>)8kFAzjnR
ztSvr#bK%Y>Wbxb`xB9}aOA4rcJ{@v#cdSlA7)`!&iFm9OzvI^F>Xd{$RW;uaBQB&-
z4bEj{Pf`Qa3M?C_wI*2S^z+T%){S>KEGFN(^Gdo~zyGuK#N8UT_q_|F$;JY+J#^j6
zx9~Png-h9F+d1}L;u9Q=icGP-(H$u)A2mO5q31*nSD~r4QrDEcL-vV0&0o%L>gj%M
z6l2X%OAcN4!qrC?WCxGUT&5fuYZuinB8^=F$Fy7&s3@*~+WJeX#QTK#n_!RSJ0JA<
zMQ?bD5XI;C)#WwQg@;W_iAnO`iLkH|ZZN2BRZ8tl%vYN7ai6xb`ey$!r>W}HyB}dS
zRu3-g1-o=RDoAA#E6c|58`%uiWUEx?T`#S6OtX4$qxz)<hVJE!MAt&K6nud;rQnG$
znylL|ePgbi>QAd$e)`Q#_2njuH1ECX%|TK8DoRP_I*ME>B;i?g`uRHY^P1#38B&TL
zlW>x!jtnKuG_f|SoXe2<yySY<&m+`>Z4wvy1EX0Ze>gE^DZKm1?tsuQinID<Z-u-=
z>3i!=3G;b>AZsmctEl@bmA|=C?!gg^Kd)4U>9E%!dxkP5+;mj8<wR;nw|qnIN$b)q
z6O$0j=)P~Kd&ch>A8qGy^Lv8-)MxocZK&i5Hr7bNE7gEmD)T@R8Qs3;=Oxs2W1cvS
zj~zMs*hQ(QXz#aFPQwLFk}MtfWkr?A{hiM@7qz`9v$B7wv)zG~aT__C)I~<KnMRDz
zp@&<FnksoRepRr=bk$NwP@j=>5r2B=>l>k27YCno-aYXKMSe#V*^l|1*=<fWlt?9u
zmkk)vEv>I;3l<F4qBSeKpcli8-G4(j!p-k$oyKeBD~dBAAy>P#F_Pr|wHgmMjYP|E
z%CH<3nyB?4iTbL)o!6WGN37bD8iB3)xD?y~mMJ{QAnN#0h4lN+69UusN{K%UxPdp%
zQk1oe*YbD$ICuZVXyR;MzM!vBqUM_?v7@4;j03_$$<H-+T8u^=w@Y}I-^ytohIe5Y
zdH*TGTfRhoJDu|9LA#Dudc7nWv+tv^pB>+X_k6$Mf-~Q%%z#l23>+^q+ZXdwS>4`6
zr3V|Se%9Eb$b!rE{3lGKYQfd1x(=$52d-C-wVAePMClAxwRvW#MtwG-UQ*3-J3P+F
zb99zwheF+shVhhv$U1rIegiem)0RTBW=6X6BvFaQ!}vMcGNG#<W=_bP@b`_F)w{cX
zkfPkXH>_>KD?Ps0z~Ld~NhSidrk<EzQW<LlBj5Xdqq}qzsJ5NP9g|eT)ojV@o>IM3
zrfnH^R#)kv_m+rWL5?dP=bimUw7ryApK^QVx-DSis<rnVBaKgWTWF%i`m~>|XEiWj
z>Pbtg3*NCKPO9ay%E4@XNzvCqSZ*wzVr=k(p(R3`Op-}{TQ<H%`-qLGRh2J(h&=I;
zkk&#vseX}~L}XBHK5M}CJ=C7X&U$Ze&kd<c><#}KD^AqKZsk&bW4BeJZ``Llk)N=G
z)Q1LX6Pi6}<2Ji^^!;EJ=A&(#Iz9jLgE)iU`-;<xnMGf*p6zYquRMr^jUB?(SjkP2
z3rEAZC0AFpDqnM~whx(URrfgk@{qYRX`b4oW+uJYQoD$P-c1Ds;LPVU=U6q{NO-qb
z#45FiNyznHxn?q9?>pA_diaXflc|YYO#LTnpGy5aXWsqMF|idK5R2+Fb!@8Ut`ZZi
z3pC|EF<~Cv<=pI&^vUl5sa<K2c1Y}3nV0FcHbW0NhbbtkWy$#hyg0y752ZV4%MZ;j
z1@?G64c-%ICmYAvAKzdm(Aw~ZN;%6Y$SC!MQ9ye)uG^=ZNO_T!I)WubY%zH%dV2U;
z;PlDNFDI06VMbl)ES(-{U$R&tP8_pV{y-hxR(Uz)Q^#|S^LH)VV-lM#(eJ5?I+`4C
z^7%W5M+_oQx^{|=PMFzvN|ALI1o3DWw~wW6@$)>txd+#f%|QFXHay?uQ-<e$wg$!1
zmf@T?V(1LAMJcEZnEgKlcZNPZ9(K6GkP~Ct-#}HFOC0?{ty=N1=*zFhL3YQ-^JFem
z<K_%9x>5`6_xs>K)^ZKfs*vQ2%ltTd{z95^A6ILd%883z<$8OCc2_On4(|Wn{X^uT
z!#mXs?q!{iUbVQ7d0zyLZ+}<Q>*IOZ`y|gh<m|Jj;`6xv!_yh8-x~uS-Ko*7DXpG3
zoLXJFU|c(wK4U&}wf{j?#a24&Y?^JO<@4-Bx|5eb$4S}56#Yy)G*a=Xa@x|S;H4`g
zJMNiDVaZw1wzmu!xR3M&8fSdFh!X?S!)ZFWs%7Un9e<9}oO_!jX|nwM@%N#z(X$+d
zhNBONscrBNk{xb$c_bWG!QFh!Xq;E@%B1vEe}S^QK|tfDydRxOIu3Szy9Bni$(PEy
zV^j(0pMnfAy{>Vdsn?!8lu~PX&gx&T#yI=X;7F1{Bx$QDLHH`|0m{hzY7D`4W0!26
zZ7Drfy2aaF@@8RSvzdZM@Zg0>^2L$p+O2japRVn+-t|McVZM7Y>sLU5*r0jmAwQWZ
zmgmM7vQz`yyC&mh<G0%U+H>w1ZJQCb4r%UbB_>v@Cfzw52Lbi=QN2aAOak3U=Z<=D
z?9EYDuqt}nKNB(U!L!Kw;()xi;$a`1{$1leUG;{OypHF}j@%@lw3`vVgt4#1)6q%o
zBg_v_&RbK?mdhI(29v0KAabZRk8BYnVhFN0BH^=}=j^lUGt88_jcK>UIzwx;sN`RL
z*lj$!`zW<wiG*+3ao(;`CBX-RLs|v9i=^-U5OZN~NPio8wf+Tt!<F+k2NsUlW3yZ`
zd2f{o7x74TyqOs-Ex18`0&mVP`ZiURqxihYi`W!Q##qoE;cScLL@#_pYj@GlpU=B8
z?cXtYMccl=FL6%#r1Gy^gZIxu=rS3M>=tvh>p$MgnX((19sAB>62tk^&6Ft1*l9_N
z*t)ec(|$SKDd(|YTvXh%oTM0+pv%VjeezSfC2Bei+ct~qHKqJ;jt%R4cmFOnv}FI;
z!IL6gin~4RHKy$*ZF>7{pT7*;ru%>bckK*;z^(V#>TJValZ)~J-_>kinEK9MpB;26
z*O-maZ4N8p7$>b&xtTGmP>UP3Y{hw%YvopdC805#512BW>gd^a@_HU$vv;w&k!bdn
zQUL-{Ws_}IPra#oC1ZLt&6$(bXE@pCwnW^W99dHNSb3n)pv@#RK_!^9u9{oEfyf)D
zOeMF|I|5IiqiK8lu=p@l%&l8{OWYV=yA2dPj_`_z@QRL@JZbgjj+<+cf!lFhQT9#E
z@;yQ)*%rPtoyutu%vs8{>^MXBa3@#unBMZuo!R_U6ar_X93u;tA{+Pb3kr)%7dJZf
z!10~8ghEZYZCUL%Izr7nG5PfK;{j|j1{eF9`x$O58ZU?7O{|3rnjL?-(wsYGKb+E2
z&HJf!QTiZ{pu~q3?_KX3ioSK>`}-Ej-tuQ1lO>*wGS|+r^!B{p{wnL8K-KYC)7c$r
zB9-Bi`4vP@T9aBZ!+R7jnx6Y{Vw{Wr&=2AI`L`Bt7xBNIsN`6e3~D>E#m8(;j0${y
zW6o;!TcTi!n7(&byM@~4Ev?p*=95ppjztH&e<jCa{EhX}$%z9QLz^xMlqkuJEk4O@
zVbl6KKiyhDH@wphSK1|dzRHd9`Lh=%JtmqC$oc3JPq47&=2_k*gvpqG9uFO7yI1%A
z-J7f+my_-(hZu0}zCKg3l2UUz%!e~sg&xuh<YEXmzu>=Qdp<UO=qH-KGRICFl*!CH
zzc*=zjEC<bp-*f~4l1|82Hjn$26%^e1$9_7VGM(u^Y2dAxJgZXDpMG~#L!^v!4au|
zovK&LB#!7b)oo?j+P3pnlmb@tg?^*zuMl?KLJP6haQ_pjeovlX{Z_S*OebvG`ZFim
z_Qr|bS9~VU86CZuG}9LH>&Mbv#Yb9vE$1WsM4#%vJI3(+W*;|E?~N098Sjc)qxvO=
z`aZY9y9U~eb%y0EuI{gYTEJK;I+oue-Qnrf+1u6AFWA}7f2v8CP{ZFWEI{b8QPQ|=
z`m&(Y!8!VK(g2fXa)<KRb@^8VB;AV1lb4=7(==|1e=Wa2w4X((zDR0VHDSnU*<$Cj
zZ7-IKM%0BwhIG9ZGh!Xedd-rTZQUKEVofB{(v|m-dDUFJqDkS}Mf=b?HZtmwuI~9z
zS3yJL(5mlWLdI(_8Cu@8cdtFZu}xy6tEgS7@cCwDh6TZ@Mb!?P(|yDCArzC}GxS0$
zj;LQ0dT{I5)}x~qDwG<^V!X;V$=Aj%>)<r>EY)~xb?;m`@!^w|icH`Onuj->_v1?>
zPUhQZ4A*AImCY`zdw54Kmt@*>1u84=YElSR8#XB#y~W$N*mQ-eg8!|kK$b)2oC|%|
zE3@tMvvOPYPLVD-$`f~U6q2a5D3RqpDEr9u#cJl}a_+L-iSJ5>a_G0T%eMzQ`l^4+
z&~4i?`1O>_<+M&0)}cgcMW16;8rLS7pPTPADLo)pXL#?u_juL^*2EoK3IjfWk5SJ1
zethhcM8F%<c>~5f-rj1(y5-Fgx3UCo;n^Q~>wWOQm0eVyGLp}Gb6)+6ezb|>z$1y6
zs9%_znnPdbt^A@W-KfimlzdYPxk62@BwYETV0FYMUcsuN(~2`_O6%!eSxm^pL+|^B
zBKe9~0kbzuJ!T}fmnCFF{Ezrl&g=MG^-VuGLSv|~dlqxC^&_uU-AkM4?#R~^UhZ;r
z)0YKoo0fl;2<9|IsH)lBoyke;PV_PnbRh95*lZN%`oi?R+hdO<>6^R}EQ)ky@33_$
z!{Db7%LSaHuF0|~E$><_igMerYDxG;?njuPtwxjdlNUO<+FzJn9h~5t%sVC+CwNlP
zDhb;mc~ijG+h_XJ#W1R<mfR#+vyiQB>f*(o3@6O31=I80jJvzpLgPLsUG)~h3+=|2
z9<*j?3W(`2c(#YUTMj#a+N*k)(<{Vc$>T%M)W_vdS)xVnsK3vveWz+mwuvaHS9?ij
zNy5<Kc2kS1qoU8!XlkUpb8=AMp2xG8@%HWF!^z%-3s-35BkO!-1G>pM`N^h_?3};O
zd3NRRpmXos&pDU5OjYup<mtoBEltInM)JBFDxV6z)-I23j5gktezYgoINPk(@cYqx
zjt9K6kq2(+hBnl42q!aOF^bLhKcY3%YYsNpZ@qn0y*lFF#aAIlG$TdgG0RcJtu1{A
zyH3dQGhCWw*<YWql};_cMDMWIg-;CmON}|xc@xe0pHde~6|IDAr?HcGl`Lxq2aQVw
z<`b^>-=2t{aLM11JNtaJHKVA%_=j}NhekWg;)SW1#&m`J10p}1Up!m3CAKy_lUq2l
z#Vk5^n1;@72ew2$xhn3RnqzLqKpH{CS^V|Ez&#;d+SLuY!G=~dC&nf0nT{F1t+5S$
z;;rrLXZ^!<viXO5zx)B!6fN&M7mLrS#qYxL+ph{0ZS}UwY%UiFFP7$>;Zl_g+ogWa
zaID8&@-xdo!-!z*#b~XA0v#C*0bk<<WAEizE9P5=<XMm94=o6h(&P$MEPI9QNZU0e
zv0Q`Cz?fZ_xoyOxn<HY`DR=9__pMI1XGL;*cuE9cHFPwaMugOTbc_r+btik1_V=1e
zp-swf25n1Ndjem{WxuCN-i#$ma|=m$sNH`dc>MX@%3;g00|k>hIa>4WlXDyky-lf#
zb<gutNq;(-d@{8EQPeK|?e2)8Z|=|TcD?f_Q(iZuYT6w=&E%_p$Dk$WrNs}Tia;gR
zlToUMO(blx9`D44$nxyJ$PXMdyHpoOQ`DZq)*Jrw>J#kZOZntw{R1OD;ja}&pL&F~
zm9}=ZiA6n3Cvv=PvfTdk=*?xnina=iiojdGUmkx6RoJZ6N$BV_REh8u&_26g?)u^G
zPxsGki>t#$-zZ;7>e&5|MF~?aqq5~z>MQxPo_1wou?146ST9f>9-6dfxu2IT)fK?k
z%k}jmo!rzs^P^*BQ{qgz>L#W_a%cCH?RIyhah|`tRC{%5B7Rww{1^RwOv9%iKI2n|
zeqAD6v@35<RW2`{?su#?!79(75x2+g;*aQQro=`Qy7byfy(|40KW9_hRe#Mr{Juwu
zP0Y+i^dQ$cZc@uh;dttFjk-Glv7dHu>yT&#4=hIi@NvFX62v+Yc$nW_dbX2Rk4afm
zFq@`P-cw54#?|t0MOEw%$B8_uAIG1WIW~kj<Y$b2lr}cL9q@2JiT{34?r?>e(`=6`
z+(a(eTxm)>rXX@&{OK`+)Yvv>hw0L3&-S89|Fmm|^pi6=-)3^AE@*x6++$=jGMjLU
z#;nz>q3#I2v+sR_y;(?D?wI|I(XUU7?ppJbNkJpLOZ;Cs=5e}VOPgnSxK34;-Y&XO
z<sr8uo+J^Gl$9~P#1W&K7ob`#$iy(<SXoqgXjqtL`Oz;?j&$uXt-Z8g3K*rC`yPt(
z9RBRX_?f&`m(T_N)6I(3djCyAwO^b)xUMi}*ggIzb3oSRuD+k4oV0>T-RBkqoQ76I
zqgUb<(HOCKZ6{(C#s%hBu2^!{&gVBa^L=5F@W0xa5PMfwehZg=$n71T(i#dPs;5L8
z<R~v@`PN(;qdUGmWmDq*qFfQDnvbnSPs`+cO|NXq?l>$*v{^&?SjhhU2`uT(OgOK4
za@7UKmpD1+gcgDA(hA=1uU{YA#YZQ%`=NnX#F3Y;UWFY^I9e`eJ=@^3N7aaH#(#6S
zK9wr|vx#=;uG#5har4(smS|g8-)k<jW6w)yX|rTGQ*zjtl|RtJ!!4G&Ldq;sH;=KJ
z?quxyTF1WV&q6y-_7rw@?<klUG4eaZ%W-duuGNo#b2DTE%cb*AJ`T+}%<{cDQEdO&
z_L8k#w7KW2{py>%F=Y06$uu=D71C=PmpC6@ii;2EsE#>L>+LUmP^er%UyQGC|54k0
z{khvs1V5^nM9uM*^pal*5Kyc!8uc-qI$J;}=Sg@+WlVuDdwKOmmB*J$6kXJp`6W6V
zddM{n5hRScaIscGhni28Z?mn`Vs8|sahSnux_r-lOK2ONu*UY2*On;f#hf4C2`2Ok
zES^pr_^1}n{jqDaJxexgZL{O2ZP{EG9yp)k@a5hbOW0eaEplWF^Fhk;(>!{-j8vO<
z@7jUgv^UFX$2Ql4l$IL8^qa45bKM7?-1n|LU3;i~bUV@J`|rl@2iK-mc51aq`JKD)
zF8|&5p8Fn2x7otaNRwYw^MCK<F?dv@=+r^J_sit(9@_A_@cNxO71*UA8jvvPa*TqZ
z$@&z<Aws5jxFr)~fIc(5_<4QGyOKlojLj*GftybD`aiw;Fj_ne8{YNMiNw~a?DJ--
zZ<|P{DtN0mQ@xduZn|;Nc?Y`zC(EVVPsJ&}oqKrr($-7r@>c5dZmRq=mLvN*cQKNr
z##|5)KPV=l_N7Dopm(E7nhCW7jrF;$&&9kC`?82d?@6hey31}`b4^OQN-aK+zI5A{
z)`pU2qUnMJt(t=B%6yZ}WiLze%mq%%$aRZ6X5)^!RQcTe65r+%smHjZwmka&i0xY4
zf&|9*uxJm-`P%ye>TbC9i^GqU)9kgzCpvyj9~B&7pyRMfv1*^~S2^jKYHweW)luJ_
zW6_~Ov+yPM=25}rsR7AMt@8V|cYah2EEY*P98j0O{;D^N-#w>!rsCkR)~N3s+h}He
zhWNQep4wE*0BfAEEk<CE&c#^j+a<KwPniz2Yu~O6cG4GnLqqq~Oqcue?u0Amf!E%W
zW+l)V$g-DaXNs14_$NO4oE&4b#Kx;gDse&IRCNyguUe|l^7j}#XQ%wd&KE0g*hZBv
zV0-+2u=t|~#$Iz0UB_G|yh;L1N&@ed1lpDC;~IO1`FX*^@rHb@URbN{UH<xomej_q
z23(___>G@SpG*1Dh@W~2PIw!hKO}lFR9W7qv-5giptb_7wmbf~oKT=sp5Z*Xn9OXR
zCso3OL9tWYR9-HR>)aa^vIt}P-p&zeJ4u^;d$^rVHqp1(?DG}#PjX&d_TTDHU!&%?
z`9P%Xrl+=*=anPfILjOATytl&Zh_rIGdpPFOs+Z~xTrjzG}LCFZ@smj<vzcbKbGws
zWt8UGj6}C5;wNA294C!yogi1=ty*^?_&J_d*{ife%EU#2s!`u8ls%Vygnxor_aOe9
zT6~S)5%$ol=V?ZB$%(?a9_8aK+>cYet&~6CzT16&*$zzmxYW$ntL{{HE_`L9r~g77
z!qz<Iew;V=))pdXrg$Rvcy7B~wUS(^v`pqlSI?GchwfCcBuP3*E0deM<tY<YcuY`}
zlQRjUbgs+x68rhn2`rBj#9o)*JM2udnO<~8dAW)Hj;V2^Yt53buv?^tx!%c_VQu{3
z!p`J3sHhW;S?}*)RjpJ#`m#)g=~243WZjO}vQt~!o_~L@_sMZqY;V!<xqd-^;ascA
z1v{&6?=tQXr(bUqtDQMSad4^CN`vHWpZ#!sf6+q4<PYtRvHVWnIvUzzcZE$uo>lNy
z%vWGsjHHcZV_M$s%_^|AZ~iglbw4B?7hfjrC+#VFIE1ykoZmny{_sl?m8X{bybhC5
zJ0#^qi8YIT$&vNpuaxmgbiXio8+TLNi@sC30^cd?-Boe4=F$BbcTM+DQ-2W)d&0g8
zBFAXC#W^%QLe;OhB;CKWk3OBfF{q=;@P4{P&1^=HkDU_fZA_IK=_$8C+x@$;14vBp
zO=lAmnx0F|-r4((%*pP}XYx(I_WF`(5aKqu^GUujebVSYc&yBKn~>X}jPm|C(>*)!
z<fS^qJ`N0b<0vD$F70^TbysKy9e-w$WKi{<x*rRAM+I$%9e$DpGvsQ`m1@<G1;4Pq
zRokMRGnW4<<j||7uf+Fof&s!ay(aSXr%F%ReGbC+ISkMCQ|ohM`^yiM&lo!$Q5odC
zaGthJyiu&RNhZjI&A?O6%jlR*x@&D$uDEQqw%zU6dShApo@Gl-<LYpKs~=XW!%I&l
z^c1wnWs<vMS>HZZb1sT$kW~HPFkAYea`2p1CAB&eLwY#%x#OZ9R{k8(Q)iwYB$`q6
zu$aG#7tx?(pwCNgZ0q=7NJ3E%)U>Zde?acg&Vq5w=fu|65%LtI^rU0~T}_2~f_;nD
zM}tgdfA*=k_2wNfa<|^YtU+_BuW3hw$YDd#&Y9+dA6B=jyIx|2Gp|r8lEoTqtyh0^
zt%*YJ5NX7~y%xzqhAiy<7q<MrLL&Orej0plb<q)4y)|j39KvPC+V562qx<^hd23$B
z?`FFkY<Ol45${_5s`#nkJG&-Zzsu3@o1zt|4_H3w=xWlq&L5%0rQ6dvKXoBE<g5Y}
zOFfQ-f}8o$2e%#CNwzLK%FS!saWcLJI-?XF!oFuI>~=iL*S&juBq{BHj-$;RwxZW$
zQP;DIzWO>}tbEXLSNRMJ-#)IE43~;yPG7ngC{u?f3f%U*uv2uS3#CmvSTHtDmUnH`
ze$v^CQ{a=bJc;uBrSEU0m7iTx9_{1(u~TR)IEK2;@)YmzUc-6o7`sLf?`9o~*WQ;m
zE9|2Tb9%bN<EzsdVsRyr_^NY-UXo!g^0xlwNtoQBiEjnpj*m0xtCpM1d1V!AVA!a9
zB`f5T9k@zZnlA6yHym?dn(}1)&Rnta^CvU64Q<iCTOgwJn6t^2-7eYOe?S@h?=a<t
zxvIHEUl%44Mr7IBFWIXv`z_p<t>~_-6l5=cEOc?!(Bj-ka?s$!YZpL+jmRY;*I#z?
z14lo<@f~t`R837co^~?`Q%{@B`>d|wVvs}%Z#F^Rd20OX3AbZfCtilVys4$EWm0Y}
zc!fTn-||RBaK%BNn9kbJt@pWwFMO-DsH&v6AampO9gj^I#?-m#TP6JW@9$&cBOdJZ
z8ImY}N>DnIrshNGZO5=nQ@K(#B5ilXf#kr7>jliC-OcZ;zs_#I|6II~CHI<E=FRII
z5=HxD{Y=VlJYbRh!v2*rdePy=PD=OXJTJ+_;|8C7ELkHKZfa2Qv(Dd<JD;aOT@^^r
zWfe%ZHNQ&DVCWlp%`=1BW|iN)rA`cYJdheDd9AoPHu|RMyx<6hQ0!Sz$K4~r7j7G~
z)wm^*Mj6mWMdwF<b?XT+W}&gk+|%a!xfLTR=x}7mrt*f_F9Z%Z(uhYIERljXwGS96
z*dnG`pQ_wFZ04^qr_}O3HG-9Cw_~Jsd_Yi$`+Gg6>nGb%1)ju5ni;UmmGT<847Of7
zzB%52X>+dG=h(705jrtniOz)Fd`6Ize?4(rdNjjuOCWuDS!}((hJVgu&hv7X)7@E*
zMKt}7X^&Nry%)Q)4O?ygjNXg>HZ^^5@CTn?XHHO;Gheg(@V)<~frQxTB5`!6&0tx$
zRQE@Fo9tY<!mOKZ&Ze(8UmE|aNY3B+ZoYl-^V0hg<xx4I;#1-K9ILzcrLrf>W?cOA
zipf@@lE!<aT2uM?(_+)hl~eWLbYE5b{g~od`i~@(cN6UHPUQcRIlVJoYRBd`#I9#+
zXW6Cqq&FIsmWA&nI^U*U<&?&xW3jJC^g--?{fF+|$7aOm>ZoaUk__$9uTi<~nI_rE
zn6_zu);ZE1SD_g70sZl4^-{b@SWu#HtNGr>i!&s}&pyf4*p;cUvhE=Pfq{%M@*Rs!
zTR@;CyHS|kK<s3a?T0r!vCZ=SOV+W?bqlt`S<WSo&z6aOC2_ie3n#+F=k`~5IA+Y}
zNn}m7&rZG5*Gra-?lx56{-pnHnm8uy*snrj;$q=KoP4ao)hmZ|*uO}>E2JwUsZ-rk
z9TUjFnxOjRUFgXBbX*GMbQ<Y&nlnwPXXUQ9_qG;e4(#1Gc)b`C=_%>4b>EXdeb<GA
z-CoXCrAqgAKPzA^J*Z#y<@%{Zy`D{`5@nN7uJ;U&ZCPaI<~=OWnth)T_vPZP%p=R%
z_R99h8vKtiI}0`^UAlb8oc>CDeDV#Mi4Y%|ls(5T=wJ0)unst@z#2Xw>&G(TEwksH
zpKh7twsw1>u}R}6PcG@(DrP)6J6?W3&--EGO^@&N)fycEm#Ial>xmeB^yKQV89o^>
zS+Lo6IS6x4n75_QNndI9V@`CK{;|UQHmxHe!scq9d~Kg_Mt7OA+nT41*^OnZ_04^D
zcsgE3Y%MuVR9(t<JdPwD|62X$vK~`E<*AeV4!Qjt7!xryin=|X;Pk-RFm1=tElTg1
zgd=aOpPmezOm_?Wj`?!OYAf;SZbN@hnbta1HbWLOW+g`Zrh^6U%hy;H@JaC;#LvDs
z3+%ce5U}-n!E5D1uac81M@2}v%q_^D1|J_`ZDKsPE%j^LXM?w#4gRC0^G{``{I59m
z3>e)=cqN)Ar?#sj&Ms`xZLy3v{*a4Y%i*u*-n4$L)yPRxy+cuO+;LN1&@XbK;6|s-
zxwO9y@RNcwK2HPpkA%GrVrj@K;orGSp7RE`%mjtCX8vyDHhr7zkHhai*k<Ex%cy<n
zL$b&4B{%J`gEd1h-!!^(xhS2-tAsWkBa037)0Xnre$D85LWo$@o|!j$r-Yw&2w8gB
zrmD82^KxF#CuMG)kyQ!p9KU^&P<Fj0=t7m7{zyju?(9?hd?_q<T2{mz^|e@F`0oCa
zC_~@eNJx5Nj!#AEpxf+bowPpIq+Uxw*I!}k-_$F46Pl+UeIGT^WGC+EHJu5nZFV?F
zFL8W}rIvigtDDkUcN_Ji)z7`@*K89ze})iT!NtF8InE~X?CF7@d@l@NKMoHb``P`H
z%Y~4pjvHXpWVaSOa7S$5CuO?2-~dnlY2{7eNNIormP(NQ#yi7pIvhiv_p8;)cV#d-
zA9Q{zdT!Aqa)(nk^}%-<i3K?h6y^jcp<Uk}sEFF#l~`hX##k_A)b~BHfBZ7`{j?lY
zVAzF1{DQ66LE5gd_T4q+<JpG1lutV;?-lqcNnX@nB(%AD1Swsdi>r_3<dxRya;dN*
z_O`lFyYt#Xv6)DzOLw-^o+NHh)6zCi;;*!?(ysax)3?;Tss9vxJdm-3mh?zJj=9Ie
zR#y5FJ|mZ_N2xE=4PAZx^?tmoc<m<K@D6F7m_7H7i%34*oe^{31|_TKm>Vl!Y61IM
zx+iROlc}Q#?FW96-i$FVw06nzFIK&J{Nu>?@%)tHFM9C?<tf|2FSVXtdyzg7>G`-h
zPp&}mU76vfoY!N`Gc{%t@@ZcEbPL$UgTIQ*odsilHPa6i2l|tqn7cgQGEiu4-xwaJ
zfdADkU&R!a<-|s+DcQuwL>0Y*<iYl~2ibZb1atg85K*YdX1=6)`&erxUGqwf(u~X;
zX>O^C_H*7t+&UL^zig9DER6{Di~0C%F>2>q8;g4tJYUC@?0yIj3XoS`FK0CM=kN-R
z(kVSc@}Sk0pm9BJmddIq<=%y2%r+jD(BPmEqI<)xl+j}kXm4Xq9ML=~$nLdsSzy4u
zoJ8b&+EoR7+e687jU~2$<~t65EpL%7ES!qOVa{B`r#A03+VyUzCMk@!K&i;<?eoXU
zD*A~eCb&<$(j>i?pKF?$a+YWB<+z(Y<@#j0btZ}7K!i|J*S>N~j^(5NPx)-^uPzbE
zi5A=`zJv)g&%I+CbBVsNL?u^9yMWpCf$rBM7#sPXE8VzcMcE{_Zy7OhogMt7qGCS_
zH6o)+I=(0nnjJIG^#tFHi@LRtLl&QU{7y`YQFpd&xFq{dhF;G20>u->QY38AAN$=3
zHx-z0kStj37_K^K<>YzekyZR))GkLZ(PF)w4AXuW4N03S1`qy_nVW0iOeT3dbo7n#
zw4W{gE|<e0ho;qeyBC)Ab}{=WiDw@c=Lq4uOdc8RsNYX^!tf`V9UdQ9eDh|}_XN6%
zrGs7{90hfYe2nSeeXBT)`Bg`JqpjgZUrGA4$}4YvX(|~po(WI+k>0(xfys2luS8IN
zjBfn=pwf{q9v$3TlWzxGC({FS^aI|M8TUHd3P>tweow#JYWS0QYFF7&QQ^0XuY`)u
zS&N03<KOMkGfX<;wV%S&Kb=-6-ov6DYnb2kypGh!HR8Qojd7;b&#bSuALNF&j;fC5
zbl<Bunogq<cb}BwqOU=xP<&Ldm}`rT6Na(Y<B6cm4n3WWJJWsk(RxG*{)~;X@#$pB
zeVt1!kDuRkcRq1Cp6!7_Re_Ir7h%)RGgVcasyB;hKC~2ZxhAP|;IfXkwC3J2E#C{5
z@1AOPZfEH>z@C`=RU(_Ly6@&-FQ?<aV)r?f!cK~W(6(cO)Vt<bMxQAz^>tk0(JC~w
z*CdaOcZincB#R9>>5%xTpw)WY!`6=3S!Nwe6HmqWq&H|I9Qr0GB)lT_bn_;>l9rPS
z-@A0A=VVPd`8AtsZ;4uU<oqMZk1uCT?`eCy_f%JzZK04T#{Tf>zOds@OD*P)3fbx!
zrsG;?7MBix&c7!V8u)9^<<cd()M3tN!U2lJj$65m8m*{O)q{&8=MU9M-^!$1Y*paO
zs;PB&vb;%kB4t<M&Q}&{Rgbp3Fi*05^jTz6-rG|ysuYZ>zWdrlbvc3=q7*{4&*oUW
z<*3S@V|yO{HH`O4i1(rUQoAa&wktJT(_S|7JSZqFvw3H}SAbkwL)*fYuv=KVM*C;B
zDh-Ter-M?`XtSOL9?z1Acr4#UFM2LiChM}%If@+RX-hkWkTxAFn$-6pH`(iZqI$eO
zHXr0ZlzA}olNGMIkzJTijrTkMqiRQU@PBR5s}sbk{hcgIv;EJeEoeJLHGFtE*!q3Q
zDEP(xG>NB^&+h7+#1U)x80m3zz1g34-_1(Wk3quE=)&8?&)UR{`bQL0Z#z=4e19Aq
zC2)|eqs!&Fc@S-FR#R5{9Wo`m0f~I`(Crtgcx}9Vf+H?eCh=V!<+V5?aeP_)90OZ`
z$caMFx5qiEz6?<Ka~6jxOFwz?l*g1qQsC#K2U6Yvfm;-YJhrE>(~c%m_NkuRM<Y8<
z8SJCL!JuAJv`F%pJj%%}y?LKNLGnv!c|6Vy{8}THwbewvSzd+BiQ?j;b7Xa`DXJqn
z;y8c*($}Y0di!fzt@y{<aOb>3gChOam%PNf%=PDn`<7zK*eg==1VV}jx5ec#zdX;S
zn@s%ZYPMzD?aa@0FLKo0_DNdX@JvbJc}+HL3;ei^+|W#n>KALZzJx}YZ9T0m#Umn%
zqm2xDV@p0Wox;jXKfG0ah5Iaqhd<y|eFfXy^b20Zycn3As=u*QL&P(=bo=d3RNawI
z)42}c3S~px)0u+{X^NJs4ig=^p|!lLezdP*jB>N1=}BB=c14rAYjNiX57RP96B3iI
z8^vk;lFDwWxNZ)^?B>#vQrxu@DcQ~YzC3WD_4GP`QI4EuynKn_eP^swq24y`1v;it
zvOO)7mm;uDDW`9r3=vq=9poImes}j{!DjuP`UZTs?eET<qPw=;%~O-l`El6wgOZfx
zvAxO#1iHHlXR?H*-=AY^YUw)FY2QN7x6ZMRi7NUc%&m6#3yG<$l@)$!?ob*vZBW3s
z(TW|7WIEe0=69l>g<b3k)f&*+Twe6G$FVqPKAorEqb^t1wd8PHjs1OH(-+Nt3r$g{
zr6vNcYfhhc-6?SVK$b#rlS!OVOrvCvs}aujnsv9NFR5?$hm$2%hMD45HREiCP7!B$
z8ZDo>j(6JJ;Dy__|8l7qZHddaa=L9_O9&psly`M^h}mY`uS}NlQgIrg+sA3NPxLI`
zYq2Za&P?`gGtcBM#ZYG^h3#zPacTMHPIzxgcw_rbgTnWs75*UpwpPRfv()F0As5v}
z)MsW|rXssZDC!PvasGK=SCdVMuReu(4^H%M@z%T$lkI=KcL=$l=ij)T1Kew}{sKzt
zNYx9q#xC5H1v4~4iT8H&5R90a;zj8_#SR&C?_!+uXQt8GcYEN|%}@T~&seV3TkEw?
zT3l;e?6#zq6<&Jm%l$GtqoS0cQn209*-Vd`DQx^(Cgaj%(Jg8EvPzrC$1jXd9<gb-
zy0Fi(vbxc5*3g~$)RFOg{J=>&-Q-Ubdp~~}ddKxm<7h=dtj6~4fp6WfauSJyV-3O5
zw_k2X;Ks*&>KR*EcasTtA0&V9ym?^1o%@lo>ogp~u9uH!)EEDJaOugFUl<`>y~|aj
z_8IKV-9p=r<OX`k+&!cHA@hdot84GrgFn2fmN8bS+vVZPm@dkDl_~el!&}VKN9V*_
zq~n=;ce+rCUtp3ByH6^8JkT#IR<vu>z`a*NSVr}truC6?v!ZNdN*BhouN=>FGRWOD
zLFhAxTsG2P7;*@u7218^;(_yegLC)a4a6S5<M`uRa?9Tg4By{gj&xa8T=dGd-(S`Q
zZVp1OCH_w@Y67<hA@$bXYV^m&Q3z5fB;e{CEG!3ZkU=lAf$ymN{BeiVMl%0=hZDHU
z2x;v1_c8H+8*5fBsrlnd8F>8>Qtdyykck^y??YGvJ}eeq2ZR8D04|@$fqQECdEmW0
zD**Da;L0Fa2j-!5(K`Q>u9b(^4xs?r<KYI^K*7c!fIE^9K;FT1QFzc8%!8G|Ra8hB
z*bunMXr(O3N9wJXTdN1^z-N98xc+$+HxA%KiGV3)<)$U1Gi$_yHqd9J%~ghgJCxu(
zN(c=wh3%u|&=fKS(zsR+JVV-H9twQ$0xKN63~7Z4C~dGDd`9}e+7}e>U($6nqTkl{
zYpwlN+R-w<OEDYp@qxR#u<%AL$bXPR02ex8c)*2Ds4!qL{74?W_6ZpyaN#h_TLaiO
z9><8`$1vi-Hv+hk8Ghr%W8fvo;La{ABOY9Kg$NpG2eyUq4+;jv1M7nn2kr|)=>{}_
zyRhI@UaPVK_yqHCAP<f+EC=7=omVKGYvTrRL0V850yl#p<<WBJ_&^*8FTr@gZvY=Z
zVO^VO+c4e8bA%6Y>{iDQ8B2f%mP6b5rxa;_RTdCh0bgJWWd@NYKp$)y?FYh})ycFT
zHvz~O3a|{M3GEwNAHfH3qbY(5yV7r@4B8f~4`~AP6iHWkhn7L`g6~Mmzmh`vM)0oI
zh2KybU_PW3O;LK#`H9E^ex)s>-YRaGzn&*p?5chMBZNiz2kv^q0RHgc!3A(Yr(j^8
zSLPp-Hy&;v0N}bfAdcW>GSG4O3<Vf{Ms6&FlK}uf5F<ReOb$!nW5jW<PF9e@XFNAh
zI=p~Dkp7<oaD5)^1L*t8!~u7?@vj5;4Fw)<a0NXNH(((@U@5%94+0ikTZRL}iG|aN
zXN6nHH(&uVP~8FyJOm)}SRjJnRyjT}^<f@-hk!n#;)96EIx$4^H>PXivntAK@2ld0
zirdC%`KNbS7PJM`0xEX!9Ti~|2Og@c^&*S53F<-7MeCv>`$xSM@!$9k)f3D^>#em9
z+E8W0;Gsl9RS5fp;za9gOxNRpv_Lv>pbzMDN7MD{0HqlZR0RRvj|fscP{jmb^YLJO
zQF<V59K3@NreL~3nj!zteAMjXpe%rVv`;vm6}nf-;XxY!FPMI4T{u1A)I|A=1y?L$
z!4!wQ#{k0u^Vhz?@qhs2bLIPr>cRqZjUfR3!n$zwfq4usk%Y7(c@PKq2J;{t1Tf{X
z7~oETSq$G%Ie<8UPy^?N8%Qq!NF*}HA;qgDp>)F<ur?0dV+f!5SEU%1S<?%k9Lf=d
z8>{sZt^n@gAWopTVSPOCBN04cCc&Eq@jy|+*#X;v_z+@XMT8YVAmB8ES_={f^Kh{H
zSjY-!9l<j|f)Ea-8lvSu8AvcvAF>se1u0^A5q1JRU_KMLLBp^!2nzu&kO!wRGPTkA
z02k8s>hy*zM%V{Zes0idXzf86ga(Kkh!6&dFSwQvh%*l8Wo6JI&<PySEWiK52f7B`
zCFm)yx=lEM7!bk74+w)=77)t|#*`0^JIn+4;5(KZG=>BBBEs?@AIA;k0G7jocOchT
zpyjaO9!e~bIiwuW=HT*2q#h3FEgXgqxC4IxFL1muU}Olu9-#PF+5lx>8(<`nda&*)
zU|~KA8)*iYXF_Hm^n&O0^g>$K=tOD!8~PAB0A5Hx><63=C@=Yd#2^3%0SpE&H(UYy
z`41M{ocr$r#0ATuI-VEs8xe?gIM8qF(-pB<pR@592W5TLav&+3wUA<<5h48P8yq3X
zQP?WD3={$)RzS1}z!BsJ+KvygI@rIw!*;OH>OjX~eS81m^B+7!vHX$q_fK#lfZI}W
z7$Ed$o&UE|R1RQ!IG#UbffvX>lnIz(KqLbK`i^o69RV~S(WmQ12Fd`!&5a|r;eF$X
z{nI-iSWc`5bcE5A0F@L}N<aZZ*!T|II0Dcv;2#2*6%hWKgN6FyUjdLj43st?X^2E^
zc*jFq41gEdLS875tGLj2IERsW45SgM50oMn0K!YacRnDE2%z6r=g}I^S9uF*fc4Qa
zLdOP8(ehY8A8hY;DJpMJLeXcKu76+ujDA}wu~KK__w{)GuRo*n1g8J(zVHCU3YLvL
zVCsSUli>x!1mJ8yI}d#gXvR^l|1QOX8HRdszbo^f<fGo*iW>o}5ugR}Z~i}&qV5Hn
zu6g&sbA<H%yYGMS8s+)lr>Luirs&xGQ;P5njOpK|fX=_rzv|MV?ffo9#}n~>fZK=o
zn=n8Hd?eJ>gXv2BKioXX8|dc!i5{Rm(eZ`e{h#=UYWQ`U4b?J#NmpeRT}hxcq88(K
zDXPuT6xC)MEzE!W{hut+|MvTOEB3#6MlIj}G~H++|LOg&_VTYesKtX8XT7CFE#rFY
zh~}Zz@jrcEYirfY^6-FVDe@0oY^*Fe{_Op2w7>uK{!iZHfBGHT`t|nyKYrif5B$zg
zM`z^P_YK}L>Z9>N&vzBjS@%Cp(b<ZoC=DpSjrr(1<l%aN+5y!VD=Dyve85=)v4{2f
zJkUo1Az}Cj#xYj@Y?R@@k<bm23D-f;=Yl+eH1qMowc^SuV||K_HC$f-?+dQ5z)J9U
zp4C6*ua4weIcTfE(i@48foC*@dK=N*pocIefTcD14GaAP5F<e1ZZPTsBQCr!dbSeX
zfHnoy??|)*;2?mVnH5{GVjBsoQ5!srXTWwLJ^+Yq0MQvf!paI8jV>Y49T1^G=mKH&
zm2$wtgti36F5v1F10yH^pp5|lLkbwUng!1=APqT=?g;TfBf$fy<KYIeb{=jV=p)F&
zfM5WUjfAoA0O=}mFkLlU;0ea<fu;H*3I;!;HXrQ=`i`b3jYzA1ZXYee!wmw_Fgk_u
z3c<CGgpKcr{RaF-Qxwr!3VH~eg80xBp%uKZb#0Z05C`NR25zFPe#ZmN0mm5&Y&=3g
zEDOhJ9ZhIkKvE!vb(}!oQI5cGe*%CFj^O${JRevC!jXeg3D;C`UAT&Or5x}w;Ccqc
zKi1cST!p{~+Th~_YZ^c`e8&Q5fg_8;A9a8<Kw6<>0?CE(7RaIB0TQeNvk%gXv;`yz
zX%C1G%6$YkkZdHr2g)H_g#80^8|f#E9imbS^Vb2wtJVIl1kFHS_*Z5G295ya-D-J$
zuzH7f2JEiFFd$F~z<WnRec%HQ1YmG*5e>q1SjY(Al0o1BQ8-=@)<c00l*NFK^8xn@
z**FDO4CxrkNR%0%gM0wiHbMVp|7Ii8P=;*G|I0gQiwCF^K0p^AFPQeQtyOyel%lk(
zOV<Vj4$5x;;`qC7|Ly#ZZT`30`yKxOpN>Cd12xtEx6<`92HAoDZU7#rG=88SVTy%2
zt#Atgs6<rVqG|^!Y^XY5>>P%e@lb_;4FYJ4p*qCD&@;$GQlMI(nnnPGtFin*H3CC`
z1qK=eH3f74U`PkX`axN!DPVgT=#T(_^^lDQ*apxvz`(9}1+WkfSYCdhU*QT0?$<yB
z1fbh+VB3=b2*UwY1@<_Al7<ujilOqy0}61!Nkn@^;0BdpfNeDe5qscsfI>)DfD+_^
zT8se9GT1O#YaLnuL~Fv>{U3i;NChoJa@Vatalo@fHu6`AK-aT)s9-?Uod6==aHE!o
z2k?df3gcl2A0YS>&jI!Pfaf?s4`TYjcLLPPAbgIdP(z}NW~2;oJP=}l##%AHs}30G
z&l(OmX3%Yh=>{XL%E-$HVv8#t3HlLTO|Lby+AGAO13QFrVJ%&?vnb1vd^qr6KLK*_
zFDWDfb`FdmEQ@-G{9ud;ApXw}xC{3vaBv*}go+<9j33}b+#CXEY^5O}nLw%`cm5cl
z|NRrngx{s;h^=rNNIMi2K=AL<-{JX7KA3fIbk~^p4|vh`5St0gqP7#k3z-g?ye@?_
z!rAw`6m@hqrf56AO*anyhWCyAgm|DN{x01}_ix`<`31EV?EA*_xAbn{>qh*)+lby+
zZq2O)?IV0%O%eXWafIza6@u~|^5tIu#18@PI{qENjpe@sJaDlg@B=?+J-~MV6%c@P
z2?05n_S=8fdv<^K47W}oVBwnQ@8CC75P*jX0UW-7Ybo##Kd=xG5GNSS>))l2H~heQ
z0Vft{hE+2LP1$b&nj`@HU@sa0uq(>H4$whCnTs+F?JoL`5`?yc*85%hPXoG!_qQzi
zcLoTh=C|p;+55li1=@r4>3YWkeg3<itcfs)t`Y#C(;cmYa`!JOm?CgGV?bm80$LuX
z=m@N(FmeoGRa{Uy32;>oR`76ItgrufJmQBD2q=soJ_Dr$p65X8z<xoxAwabVQyw0;
zhyno@q%kn(fdwT194qIm;AtV$1fe}c{RAA`4Fd}m=(X^{$qp!lfVTFpQpl0Nd<UKo
zT<O7lw9P-KkVM!A%xb^j*&AfP5m8HE!UE?31I`*iw+T{<0RUAN2CkEV!?3cR1Zo7D
z5#*c#P_rO~-N%6C*V?!PTaGRnATDG)0A+YMW*~+2A@2~};5!EJ8wd9f!T7*Dq%L%Z
zz|=-OC*U065a$s@6@VXr0bGNQBm$r>aM=ovHuCX683Ejc(SP_I?xcfnSm4#cvlJK*
z5rL5z44?z%<3M1J4>-Ro0BHcrN8s45z-m5>B0&K8$PyF86`=D9@ge1aWBW%P$Txrk
zwgviwlmq?X0}dP?9A)?nWf?A0fyROO;4&J)1;4G80sUJo!w<Yg9zH-A1~kmW3tGm(
zT969B^*@g<d_yDhYf*J{uXQ!W11*Vz=bxbD0UB}O9S?js=ySmcHe8;sV1=WJ$QbA$
zy2Fd6cn~`T@vRk02M*P7uSq=e0v$+Ll@~OMo;gMQ5zr6dn1az?jSV3_H;^oTAVqM7
zLV!|=N(ZC?HLQqa0KNW4pW$4GB~gHK17&EX1Uzj578t;1<OTiuqZWMnZ|}iu#Q#rw
zF6gMCDLQ%^<H2yu*Y8XG)B8W|NuW{T-<>bn_#N5Zhr9eRdJO?SuX{%$_Gsk!AKy3Z
zD4_jD)4%i|$ODuKC`?dxP>qA?LMS8f8zL)EenI>f#+mVi6=xS}HKY!-5O4*#4j-az
zV0}<#BW{R~56C8h7d)f*(fTljnhpXyC5W`Mifg4kF#Dlqf!YFE6sSRfRzXgz08NB^
z12Y3^g!RA+TqyJ%o*08sNC=3=fEozZLeT938UxWNs~QN|8G&{Jwh6ThpluDn%z=SB
zbXFktWSu5Nf@t6!E<RAJ0cRQH^WS*}>+@jW{}rIt`FH8Yx_>PPj4iN87{n^9=nC}o
zCc^7gzORHGRxCE88|eo+cB?5ePODl2{l1o>t6V4}h}J^6g{IJJg!U4Z1_T=@4KW}Z
z3_L^5qR(rX(WL>T0!Rh4Suh%a;)N;11<&KI=(gWkbaZiuE>iFyr~$PrkP={L!TK1e
zR1hqNM8Iuy7}<b;iZRSb0kUX40q_}7y|DWL;Ne*;G&}G&954?)!$W%T5FJuxB}Jym
zYMqsQP!>2~SkM{d9lGd19Pwa%f``YLcmNXk08eH^+lKZDasYZNyuez)icpKMc_82&
zmWSU~xDLud?*<-#hh77ac`O(|$W<8OhxQT!qvD_pW_5Jn!G0XDf><a=tJV-cubjYy
zx&hDy_sAeFBp)tOK$HS73gTF)3)+C~fp)P7oqv-e-yn`Z0MfG_P+AZ=AT21Y^Rl3)
zh0w9S9f*4!Kw8%Nzpg#lHo^<Y4-^1j;2zO>I?!hv)Me}V1^bHvLM!AQ1fXlyXkF#u
zidO-~0`hDlz&@-2^gaMRe*=*3>)}s$pl5{w-~}9$m9bcn0SpkZm9c;_0Q<NyR<Lh~
zi~t)7XBDI$3ME26@DPzU06!4=0Nps`$T8p>)ajsaC{9$KR`OQrBe;>i0^HE^gfu`;
z7v!Nlh5Upo9|E8Q4|xl<03x5TZAkli`oT9aW^h*ti|`uK3(CPdP%aVrSNgT`W1&?U
zguI0~A$~aKkWX-a!4M<Bj{|lP4-^67VFUW$iFL&D25Vu|hW;n%%0!0r{5t?O;lBw$
zA3&Y(p8(Vc{{)bK>&qbe1Mr>?*b_d$Gx)y#``<l79kr&|HY&Px@9Xs!f_GgTP?te~
zp^`uJ8miww3Ka9kaeyaXQNRN_Ve}ObRtLO5rv9e@`~~22z<@sR9SA^JQ48=-4(mq8
z40YHx*4ubk3OzP~I*9-Djvl{2)AdI!;Pb}zHqy26edCcCcz7Dw*MJKvARPQap~1;X
z0FD(7SUMiKX@N2Y=sGxeKoykyjsEe*_l@QM>3!8708#;of!-t%I|rs0@g2Z8A!|V>
zelP<GcOfA!SP(3uKn23;H)!L*c?7tw0^Q&NE&*Xxalpxs2Rpt{L7>(jagqT>KKQFL
zsC0mkBU>zBQXz{p@C~{ZaH|ChCZqtmK5#b}I+u_dNHWBS2b&w<caw<!0SN|cHbl12
z#p9o30w}1peE2hm_3!`m3=}y!5Nj!LT9Iead$`1g0BMEJE(F9|fm;k<ApaF0as`%-
z$iWY|?Xdd%j|)2>H|q~}ZCrq%-_S#28;?+JTu}X!z#w~SpkL_xfT0u!e~9dV@`N7e
z0lZuHQxy2K5r_pnPK<@)kNi+!V+#0-euE1Wz-PEfgh2}+000AG(xLeS4lf?4Gbppj
zGYCRpf#l&~@C}SQ{DzocB!&&t9F#5~c~Jeqqa;W@Fv9TI4}u4nJv@9zcFO>MV9ubK
z!voH&<blx!^8^Q^6aKUb3-JJ-6fuW@QuqviqYG6w4^*cB7cVfEyoi|wG$9fXW(8bM
zf~CNUI|9r+Xa|~OWO5=)O)vw127$+z5fh8J1fU+``@(uq#jlisI50pm;X5B#jv{S<
zNrQz_3i2Qj5Hk*+!K?$ETzOw{Z}8BK0q!20aeRPpApQ;J8T<zi#-9hAM_T&_Mk(Pd
zj4#2-0DgP7^7~#msv9Mm2P`?!FvMSvpKVld@Yop-a3oOu4`@Ti0rCZW;R9j<ln|J2
zU<8rFKd{Gug9PvaF3RC*0`7ex`=2l<1Y`{ldb%;Nu~Bb>@d5qj1#*L?=pqYZ#sLnj
z{5lNK0md2u*ct@D3CR1Ela|1Q@W7vK@&ic(+YVspfD+;d;(!N)ZA_6SK=+W&{9Ou%
z5_o@*$552ukItY{gj<yG=V3fBIK_|d#DYR_(;5#(j2|=xkH(=(ALM7az>UKK)d_=~
zsMbImMwfeViy8jD8_5Uw&=mRM6_^tkcnk|36asA^0M}~(;K3$15BR`0e(;V1vJ163
z{E+|-XiyB$`Y0_JU?~ud4;Q)+Kxh8wAj|_atd_w6nMB7Q{wNliw}?c7aR3ZM0QMW?
z!LT=O)dInv2dw<K5so~Rmeu#ww$Of~V+>PB6Pgco#)>-x=ky9cAmg!MUf`jN3#AVj
zRWLn3C*j@@@P{#opA7x+71Iw3!DlE?Kqdg!zym*^8nZ?P7}nKiK44hktmOr^6xvl}
z+X3_pI^Qc!Js4HMfi(c54o80FPypaOXb204K>|i#G%!H>Kn=FCm<4zsmq3{n;y_ub
z*^q@Mbm~{QjHZyQ|4(~w9Tvy3Ep7)wAb1iiI3YN}-Gf8W;BLd<&fpe;1=rv%ArRbx
z6N0<DySw|>Wbb`;cJ{gF+<U&?pJ#ZUp=b4~)vH!lS6A1}dh6ca{jYcK`&vf8hx=*r
zAA@q>+wdPg+&|ddw~!yv{q0`;>y`gMef}{m4aDP*Yy8)H(!agO{qnQle}6|}25Rzq
zvMMkR(FE`!Kfy=t$Etr2Mr3UC!8XPghC~$N`d|x)F~o@yfldx=Xlx6yaU!DN*SFLI
z0}^>VD=RawIiNvA|Ffz4`{W;{_-#S=`+<%UAdTGfNx%>wqJV-N@KM)F3~X#@1i8Q4
zAkf`2NbYrMm>5|ADv6n{p)C>fZ+H>`0ZT_<@|%VgxYF-;-``5^yFg%WPV+Yn5nXd*
zvwPocjCIWb-$X1eAR@+QV4y|c&r$<NyO&7onuCexe#NHT?~#YtfFU3wB06bH8*^Q=
z-_(_V^A2EIAkc|Jbj^%G{1%30V4${i@({4O5-<ovp!<{M@+U+EfllT3ngJuDpF?wB
z^FKlZxCa5-5Z%`l0u};;EcL+%bdq2TLx>S@rQDYS!VT6nM-cOmfAB=-!GrJz;s1nS
zb6>sxg-M{x1AYb!#Pg3M0F#_-e>uo@w40S;3&yv;i5VBm$MC|-)ZwGZgOV>;mqAak
z86QKfP`_}6$rSTWII}n;aB@03m_;O^A)ZUc3_wcfZ%z|~q9kmBK|rT+j}GzG(aoET
zrpw`{_OVwhim08kr9%zySSRc)W7^rCx|rdqaXH=QFm#x!d-tIKDdq#e+7j^_#Ojb7
z6=>PfKxf0t)#jC6<=(vXQ|<>m8W=eRbsiFDc<(w=1~Pd@(tL9l-49ALU1A?UdNp*n
zRxBS6)r~w{Pxl&M6M@N4_6oiH3dUsVL>?MWoS6^K(MYZRG)`xj8EXFQGf(MgUg)vP
zgf82+3LCiy-O^D6ZYMM7Z|xWlTI0or1I#8}4&-q{A7-Awt#TH=eX)m3VWH>9&xTUe
zn&$AHjMhqwrTLL}5V~f~w{zWSRQ#f+wrPgaYhQ$SgqJw)>OPm%JtiQkvc=^&JSy33
zuU@J-e*L7M>|&rI4MzixGDP4IOO65^!ABrX_CNX8a)+O!gT=!E^=in?xdh7HBy9{<
z((ovf(NFpsfR>6`NOp2|s7IDSUAPh&r?0<eZD`_??tEMa36H{t41(oWhf@-w9(8~s
zN~CQR<yceYv|*<B1)!Gsd67tR@St_xY9g?D`?E8@Zr;L{&Zp?u9m>2-%?_7%*+jAW
zWCSgzFn+b|#cKJhT$;gTL79f^IB76?IaSWs`>J92RaMlXYPK=T7hA~sH6hz#C8m)*
zMCW3s;dp7q>-l!eG<!#>VVT?N`JPsVYhL1*#F^B_nvtW{=I5zoIb6PKP@8t5TkUP*
z`LWa7Fm>z#+8Z(-V-Vq6h6^&EejPhzJXm>dIbIwY{>JhnC(en}L3KV=2~W(bNL@1L
z;Gs)g<gkY=pGc&Ph5h^4+M<}L##z^{p`z62Q3%t{Su*3sfRyION!#bP9_{5(lv^$o
z2X1LC7-NH=68i3;+NT3O6q0@9XE5h=7@8@jwd=X{9UBw0h=+%8ormv8C3cGNEkCH(
zRN@DZzhxpQYpSwQp&%iL{qpc2HqodhZym2Ig?ea6RQ2Oq(}GulDhoCa(*6@VV=dtJ
z0+h?lz7S@i8ID1g6lIFi8I$=sn{?~|m}Ls4?NT?EVXjsb@0HJ-9^INb+)si!`giPe
zw?Dr^QSyDy%R~}M9T6fG*cq#db)u@E*s>P?R$|oWMoFP{hFv74D<ZWIp)IeG(Li-D
zH^1!Ky^Bte%{gl>;3B>818(Y9-?@N<M%h;mhvQFM<Ug$-1;X~o8efc+*LI$?L>+wI
z_-fK)6kPVDo-_1rMLl^l&EoQ|Qz``sqzfa=_UIFTulZSh6t}fQWjr^sla@!)DjR;y
zjmIkAA>C3v=mJ3l87I?dt6aeOYSu1ebx#0eD<Zu(q*`ZJCecS@jbfNjz?QR;ZuW3+
z;hFDy$YfchKfH<&Qe&MU6n<M;j9ta4gj{&P6c-G((5DIvMj_T?7%MgZK#QcuoLDo~
zUky?sZaqmJOzDur>XO$&7cOALm*b)cpy7EDM14V~M;-lc;|!9?NG3NTB#XFvsY7GH
zF4a%SI-u@~#vHlZL{Esq@36h$3LV-c=N@4|lZ88;z{r)%SoBOHkuw&>uvxE~hBPYt
zF|E}n&M%29y%I%_P!2)TTo7+bP6l2h``h%oy=$m?8Kz`U5q2+A&g~2&ZX`spqeq?F
z&RQ?}bL{JhP)pXC*@m!0D4CbuMhlM87_}s`hoX{GCnWLo;_iNZtk9pF?<dIqK(yqQ
zdA0l|v!H`oMsgnOcdc=ml?Qm9s0>myi?z!do=DYW8I;Ln>>;8~>2A7<P@S<Ns+)*j
zM$Nw3jfD#^vtEUa>Jmc;WoeVBN%H+4Z<oj-zp5LrwmAm(WFNA7NN_Ks4>?T8IZpPl
z*21sRqg{cprFGrndRPxBGW!EA6s{o_$?w+MFO9n!Z(aqL@Av5WRTg+~S&wcAaYZ2a
zH6iX(eUi_72C95K*AzN##p=b=*Lzg1S96}PD>ocEIH3v8HIHN8cx4UE`yMLMuj|0r
ztl5Cu6KjHAsn=v2OfX-1@${`EIO2nU%Ov9t<&B=6$zpJGjlZe1XDJd{zmtmCEZ;+1
z$`Y@BXhK<zhih+}LdN|AnqMUb@uf2oDlf`d<65+lsja{yx5?~Vo}<?GuD=Z5*rttc
zah9+06Q0nhh&I=uQIIa`8|QOEolRKVhpPQ>_ik!=#HK#Jlh<8ZKLB$<HW{(ZZZdF^
z)!gqi-d<RS2{Y?;CzpA`)Kz(k^lLp~Jxx8!^bQWV86#9CN<;_2r%sk~al%)1A=1+p
z?Ec14HImzYf<@kpOb-ng%<{4&X&X-}TaMhY2tK{KL7|K6+sKPqv!%uT7NCm#Q8cc_
zpmf9x*;H?@n69#s>(KJRqLz@bgSxV1sn)Y_$>p5uI`o>mp>ygpJF((4jdP$`_)C!h
z>~v`}^!#+igo3*K8*!Nt(-ZI|)J<WlTk8{0EkomHdUw5THtDSH%%Ka;Z7=O_=6u{;
zSch;MUtBS$(XqGLxun;eV9%W>Ga@@H77$LKvljEJ)$zt6w^~~X>&q9+>Cu&ZF{7tz
zDQ1T^D89xWJuX-T=LR%yS&8F)8V`wFappl@EA4W|*%sFEGU{P-N^W1UZ1THC!qG#!
z*2>gFt!=J2Jb)mCe0VXb(7uSPgOw5-+Q@rK^m_9oig1X7z>jX|PJjb*er+16w{?IL
zr=9P8i)_=Zp9CaS`CI8a)<_Wof;B<e_r7(d<B{*qe08|DzK>cWx24UX$tvU_UPY)j
z`P8o(5$d%Xx_MLCgaXBUhOXC^-4Lf*?php2+F0#04{TF*#^F6<`@CyqlO3#6*=aSg
zNnzq+*;&0G^sw#u6!ErM^HM}T&}2gx(qO<jP2FUcdYqfH+0XkVci8lGq!;JM6T;ir
zYVnZ@le@AhggeQdX1;5N%*C5sw+jCWKZAxP7v4RNvs&A}y4j_=wJk&Waj3bhu??dI
z7S08xI>J)%!y;XTjDg!&X{Y1^UwU^`O)xsoj`H{n+W=gJ%jvtJcbyZ#)z1a|91-UN
z*U_{T`k7D9c_GDf1HrlcG%}I(!bqBMH|JkbuZ%PI5vvtqGh-0=(kU(*%@)uNY6ToN
zq^iI7a&!A1Ex>Ol%1l^j%U#vcseUjCIW;tYT_bzp9==0wn%b~Leb-Z-F~&73WAu&_
zVGYqk$gWV(ug*Kt5o@NA>JAE(i|4D+Qd6B;LD=#9?c!C?B|^iiJOdVHMRsr8{;Ol#
zhETcN$Fs#cgrGWd%8U~%ty6sh>6fUM#E1;~Tk7k4eES3^$)~rGy`Vnr*9}f^SF2R^
zA=6jrQy!};OKl;&cupJpX;`SzGE&m|tthcqzJ9PNb2U7p1Gm!^`R3|sY?ha;t%mit
z$G+L=G~p*Q1?p3HT1^d@j7ogPx#E@@6S56@7bRH|m~dN|G<lk`^7#A87qtYzZzbN7
zn+q~eeV^)f*bRCUpZ!g&2Q&^HBNLuC{M0vpIOt8!b7pdap`fbx;u11MoGByqvKBEb
zLD%7yU~b$ECeMa}78*g<oP8dIyR`3E(5OB-IwUxss*xJaUcQJZl;nV~K^$7a9By{v
zmPa#B)98UtMSSP)%o_<h*^zvq=9W&A{Z{A2`)9$m)Gw3{X|X-`z0q>42c`_ks*h#c
z11cV4${aE9*UAqIM<KL)#C?l_<-XDy8~r8CR-|Ah+Lo6vlYvW)tG7))<I{fTs|}Df
zjC+mH%@+q8g78>Z@#(}Qx)C1fblu6Y%%yIe#Ux(adS((28bsS~N{Hm<<nUu_;myfV
z4`<7mqAAC*E18$yEay(2fE@*Fw!M5muO_*6au_X*Fmt}Yl<_WLVQpPS@JMU*UO<ZH
zCgFrwWL3x8bhU5rS-XL|Ra7bcE0*5}&NQ!Lj$njO`W%Hzs(zx+qAgCowK0eb`rwd3
z<Q>lX#J{8XlhQ?`F)8^B0*mV_SZan4Hb$D<r3y5&NLOPz*99WB#4B%vd2RQ%9pV@q
ziVO2@5ufuSZF2avz6+BOj~2#|E`}~85x3e4TLx6rMvSqiz~ej*<J}atkXM?5&E!Lm
zpgY&#6#)?mRrEoOy;_e=(WjmidmBh}<VWaVghlB~M3hwZyzOB7kT&oN%X9Tm9!sN`
znPG%%JmBs{Z{=Y!)a($O9u9mP?P`T#(R-Vfe6Z?MG>N58qGJKEpIoBQg*nueqP<nA
zYjwF5b3eBo-9E^bvyKf%=Xc4zG9B?2xXXT9ZzZFavk<PzAUS}UllfJtA7f#JlK>`Y
zsoc=2+1i9kpMqsf*TMRA%TOvd<KlbYBBmzCLm&10XRkDy!%8X@Uf)#Z5v!(s#<E5v
zR81O)Cc#NsBB=_8n2~>^({HPMy4;(1ns%DT6j>zU6G=DCogKLBgjf}?XFh;QOB%wI
z{8Hw*g`RT=rM~TTB587{ibjyI<A((7Jkl|d@-%)f6v>QUJVV1P8wPuOo#sTuMUVCg
z{-gNTvdS6bmC@G*z1Zwj=*p2A9Z}vd;5T)}dRS;uk58(ezf}^i3rJgsB!@3Pdc!TU
zQM-Ehz97S3g~B%w%(-VrS{zY<Rr{{1t9o)PU=m8~y_`*?)neGQ>J+>W{7g!v9HW?1
zIHqHq%=$tl1)jEO)#})qmWKF}eY(BwExn~?7N(LZ@=PaKET#QXwPtaC?OBtx{_}mB
z=lvNNNWrmVQ}9P$w2dI0q1$DT^==8|g2hKK>OZJ{;oy1r`88#p@rdcFKe92!b1b_3
zJ@4hsW_rG-(2<A_XK>zdOb+OCgm}`4Dh)P$x}p}&%YtW8CFW8Z97&Kx3vE}6&8@DU
zC2<j(nCgi53fd=on!PNYd6&T^L^tk!@r3}xeOGm{z$0<6K;Cc|o1e$GnQEi*Ib6H2
zRCGL4xQ0SFy&Zd&HF<29OGlU#ih0Cdr?JaR6MYki{XsK3Gs%4ajCTwMV=GNg%gU#4
zpF8c3<J_c9VV^sa=0~5k1Vq)i;WMa;OMmRhgqeQ(U8c$$+VrhDD+$WxVi*SHm(1mO
z{Oujqs>Z3P0~C1HkR*KK1nCz-iEJ~*D6O>gNVeTQsobCOoowG^>yVXd9Fu4TC`kGz
zf9p@D57!83KgFp4kFUSTL+uzvUT89soWE?AFR?tX-r5j8Y74W0)sZ+X-}oNt&Klln
zHKE~?=fHNwC_<N>0VN-{%Z|t5{iI2p0(5Ecc4V3cj+^Oea%X$OjCbugc$ymSyW&K6
z=>|MONou-}B5gRkSsBAcr2TT;!8?3@GE6QBJW!w)vd4qE&Z$I#ih;49)NtnEFVY*S
zVcr(vs<G{gc_<RX<6p8>@j{kS&YMEnH#weJe|%`7Was~+jufN8`5j*H<NSIIfhxyQ
zzVzNlwG?sO+LgE)!D+b=<6uo@6>e6ID+}Y?7_C@S*bqg|2eNxr^juS14QL?&q&zoQ
zb|kF1(iVIJbGvT)eps6oGpOrOC#Xw@Yo=pe2QqUFM=f4w_3=n@si^ua$8lF!Fa|rQ
zXL8(PsIxBnCSd{BhlU3}xx^B;e6Qa3^QKukhYs1i{_26@HpM1MmXP&yhbk#zUR9W3
zuLgott;}!P<|scY;PH4LTL)L?dB4i?4pioYhY`NJiDfN#Og0281li%=OgI;DX<Z+A
zV7Y!ZhTdo0@0#t~cr${@iF9dLboEW5Om*|ys=$b1_2XL^A{nnURuQyg8PCw~yBow>
zJ04z2olj*S-A2Z)X;{~p@-(Cw*0mvew5Yx6u0q`BbUoISgmz9XMF)}VM9+LG-L_v~
zTz<a6eBJkkH}wnqZZo$b(cZfmoc?T2HsTPfAiH-@bdpYK%?F|fuAZ~$++0oDJ+v5#
z(y(=s`q1!vsKE;t)aUxHPy1nIMV1v7=%jX>z;7s&|Eu9kFhl+0ekiv|QOI~r!t+DB
z4u=@-XR=O=GAYo>M<GL6{Ycg*=NA3y5w}=pV8R4NyS9Tl+r6qYrw8JQWw>;@pPQhF
zeWKr4b}K18*>qjVqRHubZJwC%ZPj#`o$`x-Q;szSvi$Ztq9RN$>G7zrj%Z3jI0J(g
z4$VcF2+BYUBoz(wJ>G_+X>|h2MnA?ILz%;#Gmf?7n7NCjxhbeI)oBb!tX;`04{glB
z4pf7`?QrUzfR$V;r$-FKt#HZnD=P2}X=)tHoxx6;h(W0b6!$D%F>4umo?c<-OP(AH
zBf14G!;-P=&8OWdj|vvFHorlC^t)-x?LC=A!$^u@I;98YVjO#nyf6JCwTYM1r-tQY
zUwMGuCDO{AK6a+_@KDkB@o2BW{*K}(HjFDhI{LepIxjyzQhsOJD0Yf@YL{Q9$7GT)
z%3FkNNyjO~YFfI%#5{E+dDZP}MKiMo?U69-TlsoS!Q*X$aP(S6`AGJ#0dd8trs>Y@
zOP=gW1*|2P)z2Ckj4Fi96~synf(9pkWZ4=xuPh^-%T+(p>5T+V#*e`BK0V9~Dh(;+
zg{~piMm4YFT@=I8bgePd>v6iJX^uK!?3tz+nkMX`StXR)42giY#B)pZEAHbE1sj-z
z2CdOrrrtz8FH|I%dUjODlUR!3R?#uEevC4-s$n$wEO`vabzWRAWo(mM|IT5F{h7<)
zTogv!ob#jytrd!MeslNeykH^CWA;9i6aVFbW_Bz0=HolOVb4JM3^Y^ua(}GIm58lC
zJh(YFQX3y-;+S}zX&GK?0`1g>>8mfb+pIQY=8aS6Ep{lTBu6U-+5WMuTD|-^%IlZ=
zsEpg|OsrU6vp&3Z2`+8D?*HW5$b0KR)V%P7yb*qTUCqoUY!x=RkCpF9M&n?=)|$h_
z8m|+q7WRZ;xAa=u_EBx6X6wW%=Az4T_I5cpXG5!Kur<z0mR{pT|JF7R&@DptBd$^Q
zTJ2nchI)D-Y{q)ROJ3{Ps{$lw50j#nxu<4!S8(b##J6|wj*XZQYi(ueBs7Tc1w<iA
zV(4a&yfb6gQT2IisTAuhUL?60L4MKU$>G;7y}~3Ha#%H|F+bi9yx}#Y-GXZ}om9OH
z?V7%PgQ&TR<fpVkuqImliR%UYeer=fS+j0_&ird3G48C|=n|wQd!=s63gDe1DsYB}
zLVzSkv3=<9y5<Il0zuu?FwY>{N0~&UNP#1!)@2FH*8H!W6yY?Zv=EE@51YhJUr354
zwy-m{%!_Q_WO{rKl~Tg8=Pmy*S+x0{<;FG6c*{TIP`*%u>L3ldgL7g&X36%V<ReS6
zu2x*<_u58Q?ZWVc{X$qh`G*Xmc{j?Bb}XpZszNJKra2+QR1fPoAu6VQS|)=G_Hmb?
zQ^a$!xCdiT{K}J6UQ%}(#VwA#dFd8RU>)J6Ja|Tb%Y`$i*?X<4JB@j&CEd_VGpZ(H
z3Ud;p?~k;<Wrk0r1e-5EK6mq)wGuq|4qrP-&5M8_oWVw^K}S6v4L!CIicQ)5vG!(A
z4BJE+>K%(;y?%82nWPVTmCv~aA2#UrU7<U%Oce*?SS^`M92WRvMb885jYA_V2U&HK
zJ6xNLQ!dLvEow!BXGggD;c?UsRec~AkEq#I*4=og*^KcHt5rhK%oBe>xfP{(b%~2R
zc&9LH`%wHwh)*0DXuB3kMfGK~zJ0-p0(hG8aPzLOJupwxMuah0gx5t{GscOtm76rO
zf2d|Yo!Oz+3MUIA&*ApfoK0cm6`H!2CWVs;(h%d6fxsfatPWW_UE{M`ZRk4$GnubB
zGi2>t^G`=-A2y`!LHjVNl2HwfA&tHt%dm{=cat7VfwvSZ+G5&CTE+=uC)k#2Zp&En
z-)0+dWg5@=hS`OFtJfhhOYOA#__Cq3R%HtJJ>O2$LIKQOFWJzVr?##yfdpgU^BK77
zkEP#guwCnIVsU#_D{LQ~O`!&rUfzfu4zZFvd<N(Bbv~e(e`9Ud3mJOyQ5l@jWzeqw
zZJW8r_HAMZfA%K#ETLuF9*g>v6aT6KafuhLiwcc0r6j`=e{IqvxiaOo^7-kTvx<p`
zM~XJZSDBsO$RX>qr<P$)5e(T&P)0e<@zzZm_=6sBj`r?Rk5LReVDzHQnx<}D!NjGr
zXDP>hcD75A^a$N0uZ}stA<|CcAX096IZr*WYNgs7$BTP5<p^8}(rjd_xITtzM|be&
zy{0;JjwfBS)Gx-V+8^E448Ld@4mTerXA`dzgDYMhD%N4LHe$WTbkpDKeVa;mcQtUP
zd2Sqjigw))d0W8@-G&r?qN~aAp<dhDR(`>`bns}(gZwaMNyo+6-32kW@6H4I(CJEh
zUc1Q@`|iaNfv-p8?JPsgX`K$+PDUBlJC17)q+UNdsE4mTR@o@a2sTbpZoXd}?}e6v
zO`_GqZJ*a7y3^nKvYUqNG9k9j;SAgug6Lc&AZuj=j!bnjGiMsBQ)@@F>`!e|lH%xB
z_~BSqoYX{3X}+A4<`W85?6Il0l@y9;HMb8*Y$@j_mAm`c-GJ*2S13gboRkXaE%jSR
zo2`vut8~QL%Y!bOv7h1*oi6Llkvrm=%k{UmW)cU_BiksWRPBNnci|oRcGC9!DYAu&
z%hiK=B8KYM?PYA2IhKdhpV)%f<vqN+1SFN4ZLMX(X&h2)Y54?0db@}2Ou0Ibo;qui
z3J2(m7fC!Vl&BejQk|UGoKCJ-vJ(xRDy}9mX&cyanLbT-HYh^c73kh`MsQP)P0BX8
z6Z5SkbhuC-7ZH_b<Of!MTkQ{?*KQ6<dxwXS_vuD<Q=ak-54CU^?gJ+V3Rsp)<m6Z*
zbZco?{4x(AuCeW}pf&H$9R_{YH6xePqkik%t&MF8?%0S0FgJ}yI=YatOJDuHGrW?5
zdRr+)tM7OZigD<vWx}|=m6q8Wtvv}mx^{2gc{cI=F3ZZYlI_3^wlY}7J>x6e`aWS1
zsPmi^7|jlSI0}@+H6=iBmypyp;v^+^N`CdyVKh?E@1V}V3c2iP!L#ECjJ8$Ve*H22
z;WcQv@y($wT@U`Y`iq{_=wh~5(4qH~=o?kTN)8gI7okU!D+WEv?w-pgy&0D1+=GWN
zOqNV2AGPGMiQ5KG1q9>i(q6Q6M9%D<luVgLa;ffB&C(1`n-(%>0}l!&#mpBpgUbbx
z&X=R4gdgp0jZ{CG3OOm->K&)(QHA4~*xm|EdI=`uC2?q>sa)i)Of9bj$6bjW$;o$Q
zwXyTLe94<I!L_+YkZs~Xa%HSf*=#q4cTX{>;^{s(vtPMJ$Pww)8_5|lFYmS@T%5_~
z&^((%B8=LL%_17M)`&KuJ07(Dq(+e|b*>HnX@f^StY)Mjk0$HwuA9!DY4vQ}7#3mg
zz!j>N+>Od~o1-XfTqqQ4rVUk5A%E(iQ^G;d`8u)dBV6WCd8YFArWem~%_@#C$DOin
zU&#h(d}SykWp_n5Y^Q|rld8%qdadp3A+5Fl%r*On(?ye(L&?M8#Sm4T`RZF#e<YDm
z=Uq<&k{gqhQm8Z3-E5xeWFGx5U!JY5v_o7(OsKxT_O_%vdy`*y+vPm*O-V7?`nqbZ
zl;+`b1|q4fiq1EkfO&|#z5w_Um4GVELrA*Zlf(~lhOEH>>C}%61QV%0ppZRzRUNmk
z!27I%Lw4G?x?}i*(e%5=1`*$o<klzloaWA^XJ_T&g)I)dZ2Meh3y<8n`|fmSG-l38
zDMLlAwYbEb&TEg))-tq#+s#(XtYT4N5;**>I0|+yJkA{}=Plz($8NXot2delC~t2G
z>^b`E7-w8W3&3@l-+T6-%*_}%;^#k@j#0-iMK64D#4@|*WxVTQd6iNUxFRe#De7g`
z?&;jo*1yivIS!Uvs_TAk8jHAezGiiInA(FJ!f%mS+=yBUqN(C0oXo|KM_n;#NDigm
zivu>g4%2G4nU9RVXsH8luCIBcP}vcItvUA#+1Wj$qZ(qu&cbuP)qzpYvp&DWTf^A4
zW><=oSU%KiG$*qmX`3O#qP=RzJ9vBO=%KM=!`n!0lG2%@nu6KFR05^%3>3EWM-kY=
zIZf^exH>jWQZ+?&&DVq05g7E(KaCfcnGY#(RWt@q9M_tAY^rXXI`wJ$JhbO#s<@n`
z8Fw%0beq#-+qJddm7<Q{Vmm3BGn(WXlU!^%GoFJ}ACVl|qv@a?pZl)mIMO3=7gK%G
zZ|N?6WpavWL#*P{S1IkSGQ(q0#9Apq_B`cEBv8ff%YolrL~!dI>3O{b*m3wN{-JkN
zj)g2CK`-M;j4w+w8GlMDMv&II*moVjDDNw<h*e<FfwmA<Xv-X<$i76C+Lcm6eteTQ
zv9dr`EB*DS*6-B&Rd&L3&u?r{?5g45;`ZK5NcUE-CsJWgiXJ#|-@UJ_S8{(gOX`5x
z9l0~`bhTR40Il#+h-rCo-yJ(<wPJvq5~<-mtyM*;mO<-WW-b3EEL^6tE`If{RE~a6
zeNsr0Nj_2ZZq!z?x$PRNG>Rv@L2ow}J|>J{Kgfs-t<a-AemM3*a`+sZo5r(2mgG8U
zoJR|`#mA^Ht)#NZFVCNMjf)tv`D7yo9}Rz=t^M7(2sY+u$Gf6<9-Q|Uw`^OkAJMZg
z=jwTqDXrOgjD>3QkyoGBjkAoC@C4Zt*@Ml2#x?AR2*x&Ctaa6l-29yP>2VK%ayCf6
z0q)BI)74Gy>N;}iZj>@i3nR&^)$LR+HC49kN)=W)2jg7Br5(AaSL4WxT$gbQKFTGu
zGnrKG!qu&yEWgcCcGhZ(<kt0l#4@9gNII6Za5e$UWb?PAL(}+$;JaB*)5@T+YQ}yZ
z8BSTPoykMqi{c(8N&Hz-)T+A}E)z3+bC=DB%Gx*lkxPPs9fFsun+h4C`4tw%rPZ^E
zDTnsv$+u=*oA|3ikgm-I1(}Kp>LS}gL&&V(^nj?*6jr)|=$iT_udhf|n_33)NP)vC
zC68(D$)UND@>kud!9ots(b>{rHO(8H<hs!bsGNF>K7$hn!~~MvDtV>CuZG!TX#+{U
zt*A?=1F1Q7D@nFy!&Dxf<pwg%4xCCSE|0eANmRTrc^*3NMy<Q|zLxkzacfhx01*;;
zMp|D*D!ukq{MdGqpFhPlA_Kv;zAu7%mwo#@c+pTOO2>(}<E_`KMfMBl_tt6i8WOc#
zddGLzI>;ns5ttAb)<G3V5n1dv*Kr`@HxU#Y)!AFI1&DL@@Ai@-lWaNbx6ZnDmttmO
zN>64C<6UT{J8r@z#W;3qCkUI~240eH+S>}{Z7Gez6mlt1On*$Cp1Qj%WtRz?`ZU7f
z7(1<C-RF$;@i7?dtmy0=-bR@4rz8uvMb*>mmWMl>KEXD1Lt0lCAt9S{7;9ITSW2C0
zONgJu2v2C5HS5;a;5?!xXjru6TB;}qYWNe8a^^^DH9PAXNMw8*7STdT3VqJfAH6Fk
zu-dlCE1smgz(0Lf+Kbg?usu{2HWf{!*4EmgUpF+B3&K)~N0~fab;_zA<Lh-`e&fIC
zs}mLV{Dx6^Gqsto+vON~u4ueLOT@H$pH4tMjZc9twuWesX56nFqOVDH6U=eu@`3w_
zLaB6WeEas0wBEbXIpfJQh`V)I$jaSgzT5ia0~GmChcfj%H*dQ3q})JP#sI5lYkG`!
z<m8qYC*#&3OIC<SNyN5waLXDV6-Z~ZLVM`)?zr7+9;jx9v9MnjP_PX;aXHAzKcl*T
zJJK#r8~$dshuFp#Sl<^V9(<NQoa%47-Zwf0np7dq>A3C)Qe27|AUxq_BqbDHz^b`>
zx<{BfWABZ714fyu@2)A6*0oJKx1gkpr&+lr-j;<luj@;!qE#`+(rS(mg;>3Cshe6s
zjc2Qa%2PTd=__>U>q2U|6QV-;5<zqO+KSaxY1Q}T%Je?^r4HTN{L3olYYhTax=8-F
zq}JQmsze+OsjM6wRbLKINotsI<0Mc96eww@Uw|eADf_E?of94;<ggxyu@6POn2M09
zkU2z|n_<bYU1BKt;G%&tilv%Al2jq=e0I*)(L8=Kn2^k!Ajndz=0EF4<tq5poUDe6
zJMO4VsV{oyeJ(@F!EJ#PjqOI9*#TA7aCzP2YE}o&K7~U6p2=aXL{xY2G6U(FQ=m;n
zir3Y0`n<sNj=S*ul!?BD5KI?b9^yI0_g$Z}C1V<Ismx8!s_WK_B9IhnZ-WMonETEm
z#%A~}KATHSd7Ns6xd(7qK2+yBlA4n*nVXrl745~$T%&RMG<A79Da2yKVGVW}4%=S1
zAXN$R(9DL3AgP_&KAwEm@X+DP-lqRxaPHE|6_g*f*zm>+oX7)d*paDTNa!49TU?Vd
z39>pU3~|R*jJf35zuWBU4=C{HiEK4?8M!#GJJ`JXZYf@Vsdkb>W{@h(BGWWC{Mqur
zzT?rX_?8!=3sQQ0``-IK3Q!2RHU4f^XHC8{v%lt@rK;`$7kN#P%%;9uG~Mx8$tBZb
z;fZqHP4cLRlchT0@=k_yCj&c4Qx)RWD>62h$>vXJqcS+!A5uo|;%h3eb4q9VuUpnn
zk0XYn6ArgWhbyuXH4~%?q_!@HvZ%&;I8>WvjV0X`>z_)0M470SSccZT+ke-g+<KtJ
zB39Zv7MpE7xQ*tb5KPATD(<?LX#AyO_16W8jojiuyGeM<wQ+1rv}`+k)by@^4>f4r
z&(GN}=~fd7Y>$SoGreuAnG>$Esx;zFKLkBaj<UNAHcC4JCkCEP*&I&U1tgbR#pI18
zO3{ElGG^Iv*(8xBpe(<u?-QPrZ)0$r5V&wEj*%vy-l&!J^(<(Onr5S8N`^%k1&&bP
z3aEzVL~bD1s^`ewYDB|QHl9Q`J$?==uM<>yu7PcN?MkzyNj-M1IRN)DG13OR<B0w?
z6lquF3u<O9Ce4j}6@vOsOc6?XbE{fLp`WR$73zs^NkjSeou(ZAZdk&1kM{2UN;8VQ
zFy!%(dh(aw2TDRLYiU)8R^qeMs5fhg56ji!#9Y_CPn~4f^i~Dk+zfYj%$v(d<p^uP
z*LaOz$iBwI1s-N{`tTy08=~FPLmGk)m7VS=?Vs<haa{3&kM>d5WcMDb5_E^ZH^SjH
ztVh2NJuHDL$gPClcd9v?J$nHEA`HfRx#fZ91866m8%pRj283IvhazEb6t6vBH^T3n
z%TxRKvMW)JU<ahaN<gJ4%=>su`MzzAR?9@#kbI3Jj95+;;_)$e+P&ti{@l?BG?%cK
zTz9tn`!COWU$sY6ic0&W#J$1AI*^LnSz|X`JSu74+*f>_wCc_2BQ$%;Cy?FJZr-0b
zNQ(AFlv5<My8`$cd^2(&rLkL>(?BZ`RsYEiozGkoKLiKLZr7nVu@DkeknigHY1SS^
zKDMg6x!XJ-&nmeAnrUxi+`8}52477Vr8|DS{IU6KKEb(9X07I%wS?<NX5S{;(ck8r
zw2>8-INvpG)^u;YWXiWVUQ${_RB>7TJ{;FSX`mw$xa07NU~d}-XQrFmGD_}CQ{ZSt
zYrK1p3scIh=wQc`NRq*2dqywKVArYnq!#+RVMCH9Y6guZ@!nFRqUAw%7*=iRrQedt
z$V^_tKoaXri05u|MAvwRveS*xm#|Ad;sW6Jf$*nqvc3)!D2D8kcJ0Hp$eLe6C&FDU
zl=9QVUN-gb&$jE;gf>tbG<eAKmh-+yYMc6g?uGO$t}l_>L-4ZhfY2&9-c!T8YoKD1
zfw%KKyJ8+sJ>gJ0&h5Fj0TFDw$%*MkUQ}+`#aG+C+BT=-0&d-X&L=~75o%|#!@19{
zo#A()+h0?7tLr>Ie)m3Xa9>m0k<iP1?bXN5Jlk&U`Mpl(mN#fFr5Ub=&pm|I8LSNQ
zVgjI;ww{vn5*i<7zqs?yvvaYcH6yK;Xqh#i-Xbi5HGZ<B6)mmqoP-fs|7s0a4Kz>V
z9!TvTSUSwNP`i=xL7J4zELw;eaYC4Ow`fM6G8>MOJVpMqFV0J*6EkYeJC8Og55lR~
zMLPc8tT74yngkVn!RH>s?dXSt2+N^WbRT$Ma%dGmjtaubXZXZ4AxULN@uUQ;RDpV^
z;%!D)8>6&=w)TA1AN;{&FO;8p^fW5@=ODA*(ngE$JfE8O(T)>+#S&)=_9^>%k=6kh
z`lRVqIJJNIT>2dX8kaED%?+7FRznUMZF)ZTtd;8A0_R=TxC&o(6Gz0iUaH=9)dV5o
zWHJ=@cpgwnN0kY;)A*2F{ONXpY_u=q$@P_zJBf?{>+$1Ek2lB>ew50h1TU41NN6p}
zip9wF)@fn03-2tw;*Rcon6#a7kJa;Z)v9`2t#{(|SFL;1u3^e%4VM+;oYWFr^toL6
z!Y0W_<cz=hB6yt-why(1j}gnf`1&2Dk~_o9%uR~uMynq;SAd{Hhu-ea7Y`PkbDn$%
zt0^)&8s~PZth#v`?Y@eAtc==asgotoALK}>-`O?TY2g03@M;mxPi(B6hw%fe`?@Aw
z)$Y{zoJ5fXRq@Fi_1V|g`=ZOd+b+r1ll3){N?cf7o9p={I0;&wJq6$VP#nhEy-sUZ
zO1_)6vGsM*O`qIy?Si&xhDI54j&eUcygz%St9>qUW}}xh5%mS^D=(BVqo3%KqOlx)
z<TNwzRkGq~WG}Eh<Q%^0E??H-vry(M^~7YxNp*6>57b+Uip>LCVWkW9RRSqOhtv58
zb8pGW^N!rR+%V2cz0R7cKUTQLyjpeVU*_=m$TT&VF&0L6ptbYSY)X_aZuM2!T<k5T
zqv?0|y{Lh1a8g~v%-wKYmm{x!koxxQTu!vOwPeRDFPGO;AU}Q2mDfaE%ZHl5$3fzo
zYuZUwsKjiY8M*wQu=PA5p2F@u+P?ECy-CCAaR}`s&9U`5JzdJCg=il;aE;vNo_-P1
z3p^l?+~+B8r%yR@+zlpe&55E-#+ug<m%i`}I=0YBl+SF?vN#2;&oN!sb@V*n+ir)A
zdtVFXBt=!2vGby!i?@)>k}=T_ABWYi`Tcms%;USjb;b4+BJ!?r6-q{0PzLgOYji2;
zPN<>Tqw`k0%$QC>^*y?<tW7PONt}*GckWPmSVF3|p^oe7as#*8HWJ71IYlR?nWbk@
z5Ibf16o-Y#Jx>LTagwo`6kR6M%#`}~<4*ZAqD>bCNiS~`a;693Xq!&_&MQ-S=tc^L
z9yMscuyghgVq%Z4Vw)BvfZK$hjQ3CCBS*|gD4yUdPCAj>f?xYCb>4cT6k}^_8dR@<
z)5B#5SCyJJyXp;kJ}0opdb+}U3BOfIYJ+=3-<#*9^-8l&>yX`4$&cn5uFmbKx1bL{
z=!$?6(xKL)x+1-hhaG@#DJm`Md$ukscJp|tb7e|nl7$o7cyV0AMFjrJo&dzvd`YOA
zy!UBmtGU?8GA;-*M|8@zRi;4@;AB(ECYSpmi*8uLzY+0+;3&wnZCPYfl68&vlDVQr
z`7r6@ZO1x&Z?p2jQ<hswhxD?qYbL=#N`$hrfpji&cg-NzUOgR+-k#yQI2LZQ&=L_e
zopc`{QR1s!pr3i7)|R8(moWyo0`yJ3Qr}Q(_xkm_0Q;aD2%EF&j3h046bsLS$KtlH
z;4;SI8i(I&=@gx7vR=YWt}e*6sqQk<WWwtjmu09zF@n@Pt|IfHRg%cH@hTk)#<T0O
znJtY|_1zfj1=RyNb;HF+&G!3XZiq9J3)b0EXzDZ?L1yB+v@rbr78zk)Z5Tw#xi?9S
z%ct|*Ty8bIRE2G;;-a_2Ps4i~6x6|$+mW9sI-=ixkFlt~3aLzImC2*oONEPXpo)g}
z--4><`?yr?F-ZMkum1+;O?3<EwRFrIL<-G#JlQ96IaizSm%lD$*sp6Lb5!|DudHnm
zSL2u!3Tv!=6ET7j{j?#FY-n3YxY{IQ<o)nl{i4Y%W+UEbKg=T$to7uMbVqw9?U^LY
z8m4#BoZ8awQE_;VHdwR^e2n*PKg0EnGRdrdyXk+tH^r6#aX$=CTTf28j>AA^G9=yJ
zk!su--kY5A&F%24b#^79ZiN}4h0pznj7WfrgWq2N@L}8#Im2B0DLz_F*Aaxkt6T7(
zO5>$TC?r6LgqGT_zzjO8Zoh*fX{f)3<n7#Ne1D^?myDW=w-)%~_S=aRmW8f%ayBFd
zv+{eemcup3s!3=kE1(hFlBYQQU)atY3bbOb6a(XI3tpxX;4FaI;gd}k?i_AKN8Spw
zj_K0}c^k{323tK#-()G6*!;ji>cX-To;v&#_(0#p*<BuK@@Y6P{_W1lvJV!y{p9y|
zjk+&p$zLs>Jx1hk^2gu&xSS*RD%bmCYkKlX3!{MV=AwQIV|Sst&3Vu{id|ls(Q8-m
z#S=SOR!@OQuVYu)03AG6)YbQ*IsS5y-F~D+&sd?9T3K)dhIt*~<Hd**^wER7VmZSy
z6Yw`z^gGraFFddd<HyNDD7cweC+r0D+Oir+ar-zczLHANzd^%$_F*h!rvEZ53}#u1
z=Gn7XZ`J(YBs|HH8xp3H%fOT?e`cPeK!Sn+omPM!W$}#UbNX%At)|+E3JOmYnvWnQ
z`B_gMT0s1pnG=_}gtPjKiLXqhOR$FzFL2C#f;?pE7tZmwO^_N$wQXu2J%`aC)&BS%
zoz#>lBsC;7N$vsY$(&GqZ0NZ$hbn5Dtz%CrhzLH+J?w25M;Mij7jsOA93OK@kdp3=
zyqtgoyL$j_fEbrFOBNPcYIoFNIqEA}tYt)mfhb!-{&32bZ5JJetlA3{6-mm%B<MiO
zm5-5t0FMU+Q@*pE0+8M`>3EiOkf(?ye>%90DNa0&Fm4}Y);Go}VGf?wkDpmjO9<Xs
zl9NEx->&^+VVSo2jI|JC`y>IYSoPZ~603}^EgdT=NWSHhcMp)kWk$OsE#~82ZW@Yl
zW&~wcpm#*Yifl$T9t5nyErs32lHmQOkFV=RlP+%uCjNXq!MIy32@E!JV<Ku}vem=m
zP$IC_;5!mFuI23aNC|7|&!n9Um8alUc&TNrA89oqTw*jM(-}SbG=RWd0*&m*PySkj
z-{SrBBT6p?s2Xfo-nMcq2oebtBf=qUyJi>_Z(<D*Owwnh114U2)^!!|{0)&s3A6*#
z^owVM@vadvCp!*3;^Vl@H;p!7&2I%CZm-`u7tgkqBchtzIm-rei=%Q#td5UL&F0T*
zY`id=Id6(6k&KjCM4gX)z=XQTj}QWFPwW-LH6PnmgfG5~prbC%2{Tel3Wn4CZkIO-
z?M87UvM0t0b>v_icS}5Fp^?t#wbluJBOagiRj=Z4@>W1FRJ6XdW)$bfh@v#lBhMpJ
zPT+LZ)1C~(kP=X^dp5yFG1K8Ih^)IC(a{9U_q=1pG7{jFJmbtmQ8M)0egEQf$ON?4
z4DEq*6aT(O20k2WtGTP>)Qdzk8-a!*bt5$U$1gk)qy#dGgpUJxi>0SuDFvphkX8#5
z6I%yr*5~JJGgW1EwxxFVlqF2@erL9>Plsvp@Wl!{@urq25u{8kw~$WVt~9&hK(DYq
z@qB73&+bFxfeH4LSIUkr_c=_(P%e$8-`6YnaG;7`i|N$WYQ%21#AusjQFdKdCG2f|
zv%wUMl)~XAGWIrgL7zBm|7>{AiMGxY=Zn$F0ET0?#T(VN62U6Dwv{d^${CX-`zj>+
zQD+aa-Zjhvw`)<dx(|B{{kDMx1g?Bc?bij#Wd(-jt{;xVg7%<LKlSqTqAgJOIErC<
zq3qQ*1q!&$3qOC*x5WRpH_(|oaji8-nVC2a!tiV%F`to<y=|Q8F0vHoku-BB2Qu*6
z?Zgq-Nb5WT>2Q)%7*grRsjz0sXS1!8egtpzFgmw6!O>^S-$U6WnsVyuT65}<@lNiv
ze4=s}FD%@MQz*TeKns#k`rXb~%f;`&Aze1s0)|i%Hk6<xw6^C2lq$}ZVHITGjjP6!
z=7<sv7j~_xKODv_XfPCF3}#v6bD{A@jILe5PA-L>u++>dUwwlOMlNcdRMmDnK>lux
zxeIb@QPs8{RZbagyAp8CMO_XcezQ^M1h*zG#UeRX+!~f_vR^mZv}WZ%K|fRpBN`*|
zS!5)?XCX=v@w-5N$0!M6<Dgy|r<DtJ+BZpu&(`qTx!$hx1*q9!oE%`uwAZUyWk*c&
z&|}N!5|tT>OAWLiz^``1CS!#tOv{nL`OTi;8gHL`<7y@7*i<_j8P?xElxnL&OVsS%
zu*pY@v!pw6;>K8Pn7dPW<T61;-*L!2`rh#wc6Aqmfgk+#<EEGUc^Bc+&+zibzkcsu
zfI`mG1LX&I7AazIfSZ$@q{y<Vlt{56F(4)a7$6$bEi8%X>f~ba*;g{z@qMIQ8a0{>
zQQoCTwBM9~Kh|%o%92Oa!@`ThFI$bJ?BWp=jjKm<3(^}NJ%7+2n@9Nf<T4<??thhB
z1|(SiHJ3~ytkI;29?5sl9RYtzusA_ePzQo!Gp-iB1BIt9jvQ!)z83a1Wzh$Ptcd^i
zPUbqgzKo8>2kEkPz%Ewz@iO*WWs%^zHBx3T#`*l=?8hl7R!SPHuf5pW(Y~KIagO~y
z*sfxr^zoiLDqMCFaP&X+E0l16nW3R{Tk?)-d_DB8jUTpd;@E;5MzctMOBmIO2mWa7
zTmwx&@$$&>ITlZE2dBQo%iKvZ7TJb3EC?NULk_uw(=#^KeEw6ho#<z`_11?xj@~wi
zrOT9D6#NyBJ@<=0p`$%6$3J=b?Lq1z%YTxH2LPe|jMblOw987VD2cxLpO=ycGF^Y9
zC;p$8lE0@10BMbXrXT*4XZXYDeNrF*47?`<{Irz(59+}GB46;or_=-i$Ta@*l*-%b
zL7c3B^idTl$v?s_1%~MA>q2z@kyQzRF<5^}s^sQ#w9*Bc0y(dGK=!N!5Aj}212K`Y
zJ`b@nixj<-l_1#2Sj^c5EblC>0CF}3ap)8C@gi_Laypt@nFF?o9L>!vY&jiyh;{FC
zZaIPNdodj`(GL}fDG%|FWLzQ@DOn;xOB*l|2Q32)=m)NVgO-(zMW5b)?G=zM%g97W
z&q~L@K*PYn$;iM7B=7(JBIZQ^wzzHd4LIe5M1DUW@QH`m2m-O<q@#0iaG-TyqP4U!
zq+{UV;Gm;tq+?{H0W@fAoh%@_jx-jwFMl)ghn+vtV2v#;i0<v`>RH-Bc!-Jb5A=`M
zZxyrp=|C2?v_C3I3$iq)19s3c&@$2evqJiye>i7lXJhumHGL2r__tJKTc8}nKP?Bu
z^dANPaxh0-E1(el|5Qjy>R%T#H~*(4b@h!bK@NWg@-K(v2iaKa=|cGLb(Ae_ObyH|
z9e(rS$NBgzOx!>eIAv`t_3c1l8(w)+V_iB~;2fC)Y4k**mX`OK$U>GNTOv8I1(2@|
zw&A`H+n)vgj5oJFh|}OcuNlIt3#4otgLEOl$+_3&ru%c(U-f~kZ!_>u&Hyg`XeIn+
zkiSa**kNXT-+DOBbS(^dh#hJ4!3Mf^W)NatK}&mMeIk7@$jsQ{$8ovo?puYK@n6mS
zCjG1RAKv}y2sdyZIi)Q1jSZZHfW&EDpmDR%(6i7mFe)%GaMCkzGO^OovvJbXbJP8z
z`BMe&_Xq;X)j;C)?>3ld=s9Q@*cBL<IawGunSqag+W1NH7aM<c0DoBdm!ACIS^Uub
zs~ssRPT)-1-KWxv3-Q|78S8Tz7;xxwaIiDb=<0!VX#h%`K8>CMh@FN_7Z3obehwA}
z@Q)h)wd~*Qid)!1bS*&OKkVuQ#X<C7dKxwZ;EkD`o}LEand{QfgP0i&=mBVl9t+Sa
zfcOA*e=7Tv-QOEFCtw!{KLa=2Uj_d}(;jSN3p6-h;L7|{`w!vo`oEq3pZbm;&Eq#I
z&@%zOBHcf_#lN<kfAlH;k2n6T$p2%*Kb!mSL4J<Lzuo?Cxc+U3epdKzxPFetzuo?C
zxc+U3epdKzxPFetzuo?Cxc+U3epdKb;X?TH!3r4r@(?@RKQ;kdzXNlCt@|fj0K@g?
z<J*rh954vEAAJ!~2x-s*v@77Th#o+cF#xL<Ff(b;1B(o@Y0xtRz^MCo03rm8GXJX1
zLJur@08rnUm{|Xb`X57eB8vO5I-tPzFNf>E0Tk{B*+dk78zNKw{4D=7ndzseeE`4o
z`vd8{kO6`2&p8J*T`L12fZqf>Vb~(j{RTZ!(-qSD+3L@brr)gcTUb~^?x{|{n^iW}
zHv|I$5d|VT1xLVHA_@rD5u#`5r~$06MgQXssDly_1@JEP+dmP5dpMFD7z6=uP0aUe
zf!(wD?&(+n7Y#r)3GowA+y_PsY-SIf90frA$DfTMU_+MZH&oM~R4M?u_2(J<kG*90
zmtHag^g3367{?6I;#dLp*ni;V&j_af*h|KL=_NC;2nQ<wzPo1~-s7SF?_L5By8j2U
zWcrt00?b>0?*=fp0Cwp;)$Tv=^5<E!|2US+|JuuY;u|ox!+75|0RriN;N|_K-5--^
z|FM@W|JqA{JqPf*?~!;60Cev^aPoeJ@c*}ytpD0cpef!HJpqa+0GIo}`{-x`Hb4Lf
zhRg^6(CzmZV2}lvwKO35hYX<Z{n$rj@uv*nn*J)g=P&*uV_*fCl)uW@0J7k(GIjv@
z{Hu%u;3fVdW4vEr`d1k<aC&}~-6N!bm9Yba!Cz#+5-&hgx_|vyHvl^dT&lmw?$PJJ
z%I>+Vzsl|xp8Z9}%mDBjf0f-6e1DbQGc13Vu>*5WzsfiOyyq`60G9Z-Sg`<K3j9rv
z8K5=(T9y^yV*Vln)_VH8jOp)n1CX$P*SjYu|6&hVf9h}kaom#^|EdQp9QC)dz=Agb
zi}M#fpoRVu+5H-c_pg7POMvGK^oGC67=XLXud@3^m42160R7ZoWx!gXf71i*tp7xI
zzxw5`W$zdD{6)roPnrFzj1555{#p+Jmkr#1e$o5EVEk3a@V6KM%WVLJ>tFSl|91Vd
zG2Smm^{d`JclK8q2hiL6Lk6+Y1u%~`2;AJj(8bspeBYPQ$yr(g%t@g81HK>;w=l2-
zfS|vB5CX;}+#nVZNZ&wL58#%vfPgE3Ltl?sSD(oMn4~nI=g`;ZCE{ja(AU$~*Jn0h
z(%03cXJ*g?v4Gk10GKIA7tFvx&%_IKc0UM>x;Bs>ofv>OXW>8~B^8ztLHPdwtHE^W

literal 0
HcmV?d00001

diff --git a/src/test/test_controller_timeline.py b/src/test/test_controller_timeline.py
new file mode 100644
index 0000000..b6a31d9
--- /dev/null
+++ b/src/test/test_controller_timeline.py
@@ -0,0 +1,94 @@
+import pytest
+from api.main import app
+from unittest.mock import MagicMock
+from src.controller import Controller
+
+
+class TestControllerTimeline:
+    """
+    Test suite for verifying timeline extraction integration
+    within the FireForm controller pipeline.
+    """
+
+    @pytest.fixture
+    def controller(self):
+        """
+        Provides a Controller instance with mocked FileManipulator.
+        """
+        controller = Controller()
+        controller.file_manipulator = MagicMock()
+
+        # Simulate file_manipulator returning a valid result dict
+        controller.file_manipulator.fill_form.return_value = {
+            "status": "success",
+            "filled_pdf": "output.pdf"
+        }
+
+        return controller
+
+    def test_timeline_extraction_integration(self, controller):
+        """
+        Ensure timeline data is added to controller output.
+        """
+
+        incident_text = (
+            "Engine 12 arrived at 3:10 PM. "
+            "Fire contained at 3:25 PM."
+        )
+
+        result = controller.fill_form(
+            user_input=incident_text,
+            fields=[],
+            pdf_form_path="dummy.pdf"
+        )
+
+        assert isinstance(result, dict)
+        assert "timeline" in result
+        assert len(result["timeline"]) == 2
+        assert result["timeline"][0]["time"] == "15:10"
+        assert result["timeline"][1]["time"] == "15:25"
+
+    def test_no_timeline_when_no_times(self, controller):
+        """
+        Ensure timeline is empty when no timestamps exist.
+        """
+
+        incident_text = "Firefighters responded quickly to the incident."
+
+        result = controller.fill_form(
+            user_input=incident_text,
+            fields=[],
+            pdf_form_path="dummy.pdf"
+        )
+
+        assert "timeline" in result
+        assert result["timeline"] == []
+
+    def test_controller_pipeline_still_calls_file_manipulator(self, controller):
+        """
+        Ensure existing pipeline behavior is preserved.
+        """
+
+        incident_text = "Engine arrived at 3:10 PM."
+
+        controller.fill_form(
+            user_input=incident_text,
+            fields=["name", "location"],
+            pdf_form_path="incident_form.pdf"
+        )
+
+        controller.file_manipulator.fill_form.assert_called_once()
+
+    def test_invalid_input_handling(self, controller):
+        """
+        Ensure controller handles invalid input gracefully.
+        """
+
+        result = controller.fill_form(
+            user_input="",
+            fields=[],
+            pdf_form_path="dummy.pdf"
+        )
+
+        assert isinstance(result, dict)
+        assert "timeline" in result
\ No newline at end of file
diff --git a/src/timeline_extractor.py b/src/timeline_extractor.py
new file mode 100644
index 0000000..5afad21
--- /dev/null
+++ b/src/timeline_extractor.py
@@ -0,0 +1,157 @@
+"""
+timeline_extractor.py
+
+Incident Timeline Extraction Module for FireForm.
+
+This module extracts chronological events from incident narratives
+and returns structured timeline data.
+
+Author: FireForm Contributor
+"""
+
+import re
+import logging
+from datetime import datetime
+from dataclasses import dataclass
+from typing import List, Optional
+
+
+logger = logging.getLogger(__name__)
+
+
+# Precompiled regex patterns
+TIME_PATTERN = re.compile(
+    r"\b(\d{1,2}:\d{2}\s?(?:AM|PM|am|pm)?|\d{1,2}:\d{2})\b"
+)
+
+SENTENCE_SPLIT_PATTERN = re.compile(r"[.!?\n]+")
+
+
+@dataclass
+class TimelineEvent:
+    """
+    Data model representing a timeline event.
+    """
+    event: str
+    time: str
+
+
+class TimelineExtractor:
+    """
+    Extracts chronological timeline events from incident narratives.
+    """
+
+    def __init__(self) -> None:
+        self.time_pattern = TIME_PATTERN
+
+    def normalize_time(self, time_str: str) -> Optional[str]:
+        """
+        Normalize time string into 24-hour HH:MM format.
+        """
+        time_str = time_str.strip()
+
+        formats = [
+            "%I:%M %p",
+            "%I:%M%p",
+            "%H:%M",
+        ]
+
+        for fmt in formats:
+            try:
+                parsed = datetime.strptime(time_str, fmt)
+                return parsed.strftime("%H:%M")
+            except ValueError:
+                continue
+
+        logger.warning(f"Unable to normalize time: {time_str}")
+        return None
+
+    def split_sentences(self, text: str) -> List[str]:
+        """
+        Split narrative into sentences.
+        """
+        sentences = SENTENCE_SPLIT_PATTERN.split(text)
+        return [s.strip() for s in sentences if s.strip()]
+
+    def extract_events(self, text: str) -> List[TimelineEvent]:
+        """
+        Extract timeline events from narrative text.
+        """
+        events: List[TimelineEvent] = []
+
+        sentences = self.split_sentences(text)
+
+        for sentence in sentences:
+
+            matches = self.time_pattern.findall(sentence)
+
+            if not matches:
+                continue
+
+            for time_match in matches:
+
+                normalized = self.normalize_time(time_match)
+
+                if not normalized:
+                    continue
+
+                event_text = sentence.replace(time_match, "").strip()
+
+                event_text = re.sub(r"\s+", " ", event_text)
+
+                if not event_text:
+                    continue
+
+                events.append(
+                    TimelineEvent(
+                        event=event_text,
+                        time=normalized
+                    )
+                )
+
+        return events
+
+    def sort_events(self, events: List[TimelineEvent]) -> List[TimelineEvent]:
+        """
+        Sort events chronologically.
+        """
+
+        def parse_time(event: TimelineEvent):
+            try:
+                return datetime.strptime(event.time, "%H:%M")
+            except Exception:
+                return datetime.min
+
+        return sorted(events, key=parse_time)
+
+    def extract_timeline(self, text: str) -> List[dict]:
+        """
+        Main public API.
+
+        Returns structured timeline data.
+        """
+
+        if not text or not isinstance(text, str):
+            logger.warning("Invalid input provided to timeline extractor.")
+            return []
+
+        try:
+
+            events = self.extract_events(text)
+
+            if not events:
+                return []
+
+            sorted_events = self.sort_events(events)
+
+            return [
+                {
+                    "event": e.event,
+                    "time": e.time
+                }
+                for e in sorted_events
+            ]
+
+        except Exception as exc:
+            logger.error("Timeline extraction failed.", exc_info=exc)
+            return []
\ No newline at end of file

From f8ac7f15e7a9477eb58192556298a6bc94b86fb9 Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Wed, 18 Mar 2026 22:23:22 +0530
Subject: [PATCH 3/8] fix: remove duplicate methods in controller and clean
 integration

---
 src/controller.py | 17 +++--------------
 1 file changed, 3 insertions(+), 14 deletions(-)

diff --git a/src/controller.py b/src/controller.py
index 8873b16..b8abee4 100644
--- a/src/controller.py
+++ b/src/controller.py
@@ -24,33 +24,22 @@ def fill_form(
         fields: List[str],
         pdf_form_path: str
     ) -> Dict[str, Any]:
-        """
-        Process the user input and fill the PDF form.
 
-        Steps:
-        1. Extract timeline events from the incident narrative
-        2. Pass the original data to FileManipulator for form filling
-        3. Attach timeline data to the result for downstream use
-        """
-
-        # Extract timeline from incident text
+        # Extract timeline
         timeline = self.timeline_extractor.extract_timeline(user_input)
 
-        # Call existing FireForm pipeline
+        # Run original FireForm pipeline
         result = self.file_manipulator.fill_form(
             user_input,
             fields,
             pdf_form_path
         )
 
-        # Attach timeline to the result if possible
+        # Attach timeline
         if isinstance(result, dict):
             result["timeline"] = timeline
 
         return result
 
     def create_template(self, pdf_path: str) -> Dict[str, Any]:
-        """
-        Generate a template from the provided PDF form.
-        """
         return self.file_manipulator.create_template(pdf_path)
\ No newline at end of file

From a73e90dd86a929cc6caa977c214c48e10beb8f81 Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Wed, 18 Mar 2026 22:40:04 +0530
Subject: [PATCH 4/8] fix: remove invalid api import from controller timeline
 tests

---
 src/test/test_controller_timeline.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/test/test_controller_timeline.py b/src/test/test_controller_timeline.py
index b6a31d9..680141c 100644
--- a/src/test/test_controller_timeline.py
+++ b/src/test/test_controller_timeline.py
@@ -1,5 +1,4 @@
 import pytest
-from api.main import app
 from unittest.mock import MagicMock
 from src.controller import Controller
 

From a18f6f62fd4fd0f81288f2e9d391d098cd09c1d4 Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Wed, 18 Mar 2026 22:44:57 +0530
Subject: [PATCH 5/8] fix: remove duplicate fill_form method overriding
 timeline logic

---
 src/controller.py | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/src/controller.py b/src/controller.py
index b8abee4..d325953 100644
--- a/src/controller.py
+++ b/src/controller.py
@@ -1,5 +1,4 @@
 from typing import List, Dict, Any
-
 from src.file_manipulator import FileManipulator
 from src.timeline_extractor import TimelineExtractor
 
@@ -7,11 +6,7 @@
 class Controller:
     """
     Controller layer for FireForm.
-
-    Responsible for orchestrating the processing pipeline:
-    - Receiving user input
-    - Extracting timeline information
-    - Passing processed data to FileManipulator
+    Responsible for orchestrating the processing pipeline.
     """
 
     def __init__(self) -> None:
@@ -25,17 +20,14 @@ def fill_form(
         pdf_form_path: str
     ) -> Dict[str, Any]:
 
-        # Extract timeline
         timeline = self.timeline_extractor.extract_timeline(user_input)
 
-        # Run original FireForm pipeline
         result = self.file_manipulator.fill_form(
             user_input,
             fields,
             pdf_form_path
         )
 
-        # Attach timeline
         if isinstance(result, dict):
             result["timeline"] = timeline
 

From a4beaf21636e158a71adbec38079427598825545 Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Thu, 19 Mar 2026 11:47:09 +0530
Subject: [PATCH 6/8] feat: add AI-powered incident similarity search with
 FAISS and embeddings

---
 api/main.py                |   3 +-
 api/similarity_api.py      |  15 +++++++++
 faiss_index.bin            | Bin 0 -> 4653 bytes
 incidents.pkl              | Bin 0 -> 128 bytes
 pytest.ini                 |   3 ++
 src/__init__.py            |   0
 src/controller.py          |  14 +++++++++
 src/incident_similarity.py |  63 +++++++++++++++++++++++++++++++++++++
 8 files changed, 97 insertions(+), 1 deletion(-)
 create mode 100644 api/similarity_api.py
 create mode 100644 faiss_index.bin
 create mode 100644 incidents.pkl
 create mode 100644 pytest.ini
 delete mode 100644 src/__init__.py
 create mode 100644 src/incident_similarity.py

diff --git a/api/main.py b/api/main.py
index d0b8c79..ed814fe 100644
--- a/api/main.py
+++ b/api/main.py
@@ -1,7 +1,8 @@
 from fastapi import FastAPI
 from api.routes import templates, forms
+from api.similarity_api import router as similarity_router
 
 app = FastAPI()
-
+app.include_router(similarity_router)
 app.include_router(templates.router)
 app.include_router(forms.router)
\ No newline at end of file
diff --git a/api/similarity_api.py b/api/similarity_api.py
new file mode 100644
index 0000000..f83b30b
--- /dev/null
+++ b/api/similarity_api.py
@@ -0,0 +1,15 @@
+from fastapi import APIRouter
+from src.incident_similarity import IncidentSimilarity
+
+router = APIRouter()
+
+similarity_engine = IncidentSimilarity()
+
+
+@router.get("/similar-incidents")
+def get_similar_incidents(query: str, top_k: int = 3):
+    results = similarity_engine.search(query, top_k)
+    return {
+        "query": query,
+        "results": results
+    }
\ No newline at end of file
diff --git a/faiss_index.bin b/faiss_index.bin
new file mode 100644
index 0000000000000000000000000000000000000000..deac8575ec6f8ea42409071970f06a54b771c8e9
GIT binary patch
literal 4653
zcmXw-X*8C5)W%anky&LbQOc1FN%h=&ladT2LaC(Tq@p-SgDHeUMP-N#nTG}<LVE81
zHbnzXQfQ!2b2JG@^0wCdzWd9**0sN0>sr6Ht^F;HLPbW68Z+wuNA~~3|89{#w^5;@
z|LeIt`v7wrZLsK2GXKRnoG<q}gvW*yKqW~Vf2tb7(4-Ky_-Z_RW}=BkGRlIq0%I7O
zpogaX5jIhL0~)K@Lr~K$=HVGd-8CBQeU29GUwHr`x;j`wmo)lc&n20UQK-=u#1GEc
zig$NkVrwnLh%ZRSIEz7H@clTltk*(+j}ctHS%Jp9aUksl#^9TN1KjrIpp#+-XZFyM
z_HX)+-3mI)WPb%yx^fhCr6c5>sUwABM%aFqK!4R4G#uB2=6Q2y>%>f4>8gS`u@cpH
zUt}_$qSdgxdKvBdnM1q9Pos+MOSb6k6+S;Mf(cx5U{<XLpYcH*17{8}S%WkT4s<8Y
zl(&%Aei=Uf^8;?}God-H3CuuI4sOksz<gIXa<}loOJQ1M`*{(pW(Dl~Dql|AGaP2$
zFDCQWLUh5E)V}lwcTKAC@`j<yFp!l4Mw5*2+(r%5-?)kuj9Wn^k;81WN)sfkmc~u>
z;yB&&6!$AN6`YF?V2$YbYFhe)hJ|8$*XlOfFnTU6?6<(@wev{m^@5GxGy~oWhCy$9
z68qu^e4W}ja;d+A>xveko$oiAnO{$5j(X65!+%g-t_do<9gE)*hoMVLnEm4hD3eKm
zfCiHzKT_ODZjU80M@tqHCkiIVgV0(>mO^9qg2K+eE9Rm${8*_7-1e6~dH$V+-q|^%
zwLOcNMJRV7)}C3}*RUnIMQ~uEF(=wvNnH;8G|?%7{aZ1a*=Mc7)&M0CeVL3q-mE0;
zkl&!Zay!Hr=L#R-O1#{C5I!^_*#?MEZmc<l$`<iPUNsc5LkfQwb+gzdMO5`)FvS-?
zfpfvdxO{6L{8SDAOL1+X*6<T@u{?qn^U6SPpB<^&Poxy@tB_Uv3uk#Qh6ToT{5jvr
z>{GuPp1%}Jeu`UBpb~*n+YDjG!d>Vqca-M-bqWJaAHo)&K+>z7in{quZ0qEg_+sK|
zVV}Y?C>*mL7e#!*vP}zEg|9wUEc?yfopy#Rdf3jY402ctA-nmj8(a>)Cn>cw)V5v-
zr*s-fX+u0krrMIgK?)K<j1o%Q(CW-a+OC{LtDh%AhqM^3DcA#U*RM(FoIQjotB)}@
zL7!eMRwU8x0WjK_$qh?h=X8IDv)M0|klU_{bv@ba>e{n#LdFMuS9s&{Vi`88K@-=!
zS&2buBVeWG2mZQcto80bTH!B(|9Uyl149=Sl#Hsjs>;Lxbx}Gym`QlTkEw4Y7GnB?
zAH8`S?)yC&^hEtJ&ioT|*dbcIR&W}5duw*_@Cv*lBUgRCF$eu*Qc-u>E;h+c3Flpq
z;m5iUFqx&3*?!e)q^MMbF;*dH8lq0_mg{*P&q1<w>En{3r;(B75nT7QjXzWtMc>1u
zn4r=aTPEwGUCnbYr}#0Xb-aM<HFbo4k3pCAdNAIc!YZ;G(PWGfv<E4oy7@l*wwj<x
z@~+_dhH=#2b%wHM#qep;H(_q6Iv5+wz}Q)9VEv@mu;B0qW^8*3AEms8$=e%QvCCMD
z9b1OW;yl>g<c)MLGo3Z4ZH3vTWh@~%4YZeNk-?C4nc44hdatNRvuHac4#k3u=@h#6
zWDH5m-aym2=@|7}o?I^0Qs>JSRuZ=h|Cw9CdakA7&*pV>?bbP#?v}{*@A?PAVrQ_N
zQ*9)6^fPnuiiGz&d{8I66#hFfoy2d7qqkZCYn6QgORGXqn7aW3Zw4}n!x`*@OazHl
z^>b~?HEg<q5j~O;;^CuG{M~OW$Sb82zL!rT<M%h&Z9P}Ibgi6!Egyrf1})U5Z$!Tr
zMS}N!M9;WP7||_6AMsKu+u;Z6?Ycl>uOW`x8%BLCA)K~}0zMAAh<m#u>Geo73L{0?
z=ywKq)3FH}^P<_q^b+{eT!b3aw}8XCHYmB+h8y^)ATQs9y`?#V(D=1z<XMgL`hDQa
zTul<`2;`ev4w2NfOv-nSrV}nvxV18c&Q`DElSk)K<!*Nr)CaK_`<fw9v4ZkOS-^UW
zVb)Tci}9K_xiSMkin6c~>gK1?ZP^RlY>QU7QKm_@61ON!&zIaD$1%x0(sbb15WnQv
z61w4B%7l|j*aF=Y3e&cQin+6KVYV3N<u(B4#G_h6EPHg|1XQIsqv2zHUM!qvT2WWH
zg98yXde(2|tlI`l19;MNor#?~>oED77=`&<1*01|P-86u<-xMxd{zh7C1lga{X)Fn
zdK)`$$DwL-D9L@bgNK{)>GVu5dVT3Q-{@zA9TRRsUQiELT{H*3b;MJ>SpX#|sgPm1
z8hp0OWkI)>a<}u2(1DRUG;P1cbb}9~UrIDt_KwBovKttdasfm%k7MaNKa6}P1qRDJ
zD7j!9ifHZt(em|}HdMmYg~Q;M^@b^be+sI8iR^~vCb)N7g$8HM<-QnRg>g>{@xgLU
z^oTo(f$K*2szCv5^VLFcjq_~zST%g4(<9JUM%?@}i<JxhW6M0NxK{_KgUGWWs;kMQ
zwafH{uAWgxK58(GUNVs+3?*r1)OapdHXKVLZJGEtB8%y%B()}iW!ZL;ztbo1yZ<k{
zzVj;vT6L4=KsX!o;43zD$gywnrI>Uulb-fW#8cj*$ZgXvuoi5GtbgKgky}GWdEQB!
zo-qrj?7q(OdJ?c}-f>1n4<X}b3{Fkn17VU0a6wKL(*joDwaw1dKNtgx2ioDUH&*c4
z*oKCLV&r0c2kfT5WGba&N&l)6vnk#|3mUcAnJpUBEuBJBFO||4uXg4{t1$Zy160p<
zg_u?SxafHhEBPFQG};}Hw>DyhPd=noW#jvwzD#Xt3VVA0H_Pmir`{uDsHZo8DNp?h
zCHqg3e^C-${qIj+eud$@TLI81VN0%C&f~>VG6d0KG+HEsPF;BiUkf?9I}#|Y+j|e2
zPZU6qU_QPzKY&}dWKw@!6fb$;A{|qk#QDz^qumlFC@QcA<!>jbdG90?s!ftuHsV0{
zjjediKRGO|KE-(}B%;a1a60_fj5a|!TC_T_MOlTywttJ+JdcG`y<36IYn<4q+;Jq#
z+61j~(cIX`NH{M0l%=<=V;vX{w}Lsr0lA~75bTEfwg}das}a^olkEjtlH8L`m3AM%
zwJr<8Cs$HK_j35OY7w>+&A^obj_B-K%ek6nuy>lV)Dqvz?);d6@w2AUh<XRqOGu#O
zN<W-F;~^cFFXBt&dtjik6C5}6aAmp<w8cA-?(el`(`99G-}fXu8pC)S)`)wbyOUde
zAH{|3;5XM;K=H3XT@(45sclcjleN!aO4d&{V4qF*q{ORNTNhDiLlqlwcc=QHcoaO4
zqvtkZ^l)k?NR{c~#?ZHH_T3EFos&c-G?Z~?!3?Z7yUrx$2Vm5@hnV-|H#1AhhTj@#
zxLf53|7wi`=6m-rTRn9WvF0)FjuP_n2f#*fiY$kN$})Y&Q}F(^SZCc$7ld;t_;(2{
z*&9J9G^UBMm*D)JSY}n33sP&tNaf>s*nU|8TxFG5-<VuFn`A}1e2UqI!DQ5{^<v^L
zoZ-`lD{w{Z7&9Go!?8Q}U<@aY>qB&~@?sKGF?8b=eafZ;Zh)P7?MNn;ne^hZ9l{O~
z3d$4EU7cVG85N2%%d`2)p+jt!)g;o@`vO%p+VnhD$uzt07-qgbiF5BRBzLcwwC|Y-
zh4}Xg^E7~xdj)L5Y-uQOI3)b6xDaFRaLhJjF|P9x!5gbm*^;tIX7(hSwTxRuX@84j
zQIHDCxc0&qEhP$cACJq-b=V`5wX}ctOsp(RV2+8Ju%rC~EO5WYWcuyts$3V|aIit%
z;W5myljX)9Di==nSq@t*a;d>Ohn#eu64OW_=TrB%mn|KjswzYG9aQmr^9Uy$^DkPc
zi6YI(MkTB9JPat&g4H3oP)(Ul-xNu{h4IWVuMtg0X;M>q5ErMh0!wa1L7QVZ+?cAy
zxbI?=_gtBtxNnBTftlRTB?Y)mVj6$hDU?)B1>rC2ST6nN3tn%gDmL4+vn@7#%xq3L
zRu;)uFE>y_^^~)$F;fQ@z28OKKejL_pN%YfP@h@~i~02PXRzb<cv>=LDM|;Aryu?^
zP+|En_qOd7`YwC`Tix?PBDRBNxz|zi-{*wmCdA<Di<jBSnd$tzmlbedLl<RCVrYN!
z0Jr{`7?q_=rHtZjSXk7{22|5IKhMVy=v0SoaS`-YDhjkWn&A%ln;3pa3*NlafCcmQ
zF=BK*iyS>0<!|<J(HHV~)pv1MKA5SItfdr1sinchP+dw-P^wm&+ki{wIkQO3TtTQ(
z1ja?G@@<&Gf&+4Bd|@=h&YuwNo5xCD{Y8f_chWCQb>{bCFP!hy#F3_O+SK(6#CA(k
zLh*DoPk6@#M@>AkSb*&07AE|V>_c*oR^no@@1W**obe|DnBeDHoT_?^iT5A9ayxt$
zZD}lJM-(^HIlhV{CKFrkl}PS40=Rn01lg8GdbX>P{TpzJ-WhiR-*lICzVHOU$pgZm
z_aD&Gi(@^V^&lE>pWU>33uPT=L91DSJ5OlS%vB!L|GbbHd5E%ms}Ga+GhZrQy@YI?
zo-(hM7s+AQVkq0HK?g4+V!8Jhfy4Qi?08@pMRh0RSNIFPKb>QhXY=XFlzi}tlQbPr
z5EnX5H|0*YUP7@x4IHiNPh8z`9GMV{-3dF;f1ngiMNDbg%jXz7%^g<XiX)k7A*4kr
z(Zv~}rnR3Ep*>w1Ki|z@jUyY;?q~_qzWz7qnB4)h4QtqF_m3bZDWq3Eax~vo6%Orp
zC3z!B9BRAHbe-#9;13(5<Vw?KLp=~J%Avh8UZ7*G9KAiFMw!=Bag41PULZX<SUyo=
zytXrbmH7b9y&Gt8>j2+$d^=3N)5Dz}t3y32$K&SAUP=;F;?>!8T)_o*Q2C~Tw+sg1
z+=2^C*XI;lu0GbZUm{ItS|E+x2U<X?m)P--7Z-*#O(prOX}rHo0hJYw#)2jfDmi$X
zo9ywJk4SB0GpoJuXi>62<n~l{`ARVkedXcpv2T3eTN_-VSi*mQ;ENuQ2dUI`B5Lhy
z!=~F4NX2sq_0m$vSILcT`ljN7!CG3>RfU1;OHgHJ8@p3x3B~F9bW)fA5s#e6yg-cV
zW}L-5`zSJ3-%9o7AGmPUkMO2LlTtsJp?r`W{*+XJhrv^5Q^7lak5)Y7+r30LheWt)
zzL&G_{EWqMu{50eQE<H0neq%pX;3njw!O~-i@$uCVpkTEaDD~%j3ODnn+6qjvG_Go
zn#l~eu~|J%c<F~YuBh6;_&@)Kj0<~N;0YJ_a&(Pw$r?{gPu)nJ&$g8r_r%gP`SGA;
zuL56|RC4qE58^nZ)08xnh##eMaZ%tT+TYbp+ai={(6<5vKaQb^un_abhuDM9t7z#j
zH}+kT;GyGlcCCIn9k4kB`DOYL$EM=#I%Dj4<iSbW9K%}o8dkf|0JG|&u%g`_TZ%uj
zfIErQEE!KbDl#ZIq@PT5>N#blgE*WfL&F(LOz3@=+|yNAj@B@n@<|f^IlBx49~Uth
z)nznJWDIRJ7OS3gMV)5NZ{>QwIiOgyJ~jDmf%Ipp=yufrEv>xi!M+8oEA*mpy=E42
WcfRok?Taxd(TL^9EklntV)#D{4ZlhN

literal 0
HcmV?d00001

diff --git a/incidents.pkl b/incidents.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..de7dac4bfdec7f208f1639b37e5e541d641efbb3
GIT binary patch
literal 128
zcmXAhu@S;B3;-z@L>C$=mf$WcP*Dg)!QvDvC))|>7$BwD7Xn}Z|7-s)yFb@@T$>9z
z2P=u87iW+-nNAY#K!FD#)Ku5Q86A*FI*u7;$pMC<Sw`K0M{(h=)wD?2d;xxrYDp|Y
PZ>lzP2e;+7uYCFdCWkJ#

literal 0
HcmV?d00001

diff --git a/pytest.ini b/pytest.ini
new file mode 100644
index 0000000..c7b23ec
--- /dev/null
+++ b/pytest.ini
@@ -0,0 +1,3 @@
+[pytest]
+pythonpath = .
+testpaths = tests
diff --git a/src/__init__.py b/src/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/src/controller.py b/src/controller.py
index d325953..19f684b 100644
--- a/src/controller.py
+++ b/src/controller.py
@@ -1,6 +1,10 @@
 from typing import List, Dict, Any
 from src.file_manipulator import FileManipulator
 from src.timeline_extractor import TimelineExtractor
+from src.incident_similarity import IncidentSimilarity
+
+# Initialize globally (important)
+similarity_engine = IncidentSimilarity()
 
 
 class Controller:
@@ -20,16 +24,26 @@ def fill_form(
         pdf_form_path: str
     ) -> Dict[str, Any]:
 
+        # 1. Extract timeline
         timeline = self.timeline_extractor.extract_timeline(user_input)
 
+        # 2. Perform similarity search BEFORE adding new incident
+        similar_cases = similarity_engine.search(user_input)
+
+        # 3. Fill form
         result = self.file_manipulator.fill_form(
             user_input,
             fields,
             pdf_form_path
         )
 
+        # 4. Store new incident AFTER search
+        similarity_engine.add_incident(user_input)
+
+        # 5. Attach results
         if isinstance(result, dict):
             result["timeline"] = timeline
+            result["similar_incidents"] = similar_cases
 
         return result
 
diff --git a/src/incident_similarity.py b/src/incident_similarity.py
new file mode 100644
index 0000000..cfcb9a6
--- /dev/null
+++ b/src/incident_similarity.py
@@ -0,0 +1,63 @@
+from sentence_transformers import SentenceTransformer
+import faiss
+import numpy as np
+import os
+import pickle
+
+
+class IncidentSimilarity:
+    def __init__(self, index_path="faiss_index.bin", data_path="incidents.pkl"):
+        self.model = SentenceTransformer("all-MiniLM-L6-v2")
+        self.dimension = 384
+
+        self.index_path = index_path
+        self.data_path = data_path
+
+        self.index = faiss.IndexFlatL2(self.dimension)
+        self.incidents = []
+
+        self._load()
+
+    def add_incident(self, text: str):
+        embedding = self.model.encode([text])
+        embedding = np.array(embedding).astype("float32")
+
+        self.index.add(embedding)
+        self.incidents.append(text)
+
+        self._save()
+
+    def search(self, query: str, top_k: int = 3):
+        if len(self.incidents) == 0:
+            return []
+
+        query_embedding = self.model.encode([query])
+        query_embedding = np.array(query_embedding).astype("float32")
+
+        distances, indices = self.index.search(query_embedding, top_k)
+
+        results = []
+
+        for i, idx in enumerate(indices[0]):
+            if idx < len(self.incidents):
+                distance = distances[0][i]
+                similarity_score = 1 / (1 + distance)
+                results.append({
+                    "incident": self.incidents[idx],
+                    "score": round(similarity_score, 4)
+                })
+
+        return results
+
+    def _save(self):
+        faiss.write_index(self.index, self.index_path)
+        with open(self.data_path, "wb") as f:
+            pickle.dump(self.incidents, f)
+
+    def _load(self):
+        if os.path.exists(self.index_path):
+            self.index = faiss.read_index(self.index_path)
+
+        if os.path.exists(self.data_path):
+            with open(self.data_path, "rb") as f:
+                self.incidents = pickle.load(f)
\ No newline at end of file

From 0d6269b4e4605472e6604f1242db2c661213ef9c Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Thu, 19 Mar 2026 11:52:02 +0530
Subject: [PATCH 7/8] chore: remove generated files from tracking

---
 faiss_index.bin | Bin 4653 -> 0 bytes
 incidents.pkl   | Bin 128 -> 0 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 faiss_index.bin
 delete mode 100644 incidents.pkl

diff --git a/faiss_index.bin b/faiss_index.bin
deleted file mode 100644
index deac8575ec6f8ea42409071970f06a54b771c8e9..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 4653
zcmXw-X*8C5)W%anky&LbQOc1FN%h=&ladT2LaC(Tq@p-SgDHeUMP-N#nTG}<LVE81
zHbnzXQfQ!2b2JG@^0wCdzWd9**0sN0>sr6Ht^F;HLPbW68Z+wuNA~~3|89{#w^5;@
z|LeIt`v7wrZLsK2GXKRnoG<q}gvW*yKqW~Vf2tb7(4-Ky_-Z_RW}=BkGRlIq0%I7O
zpogaX5jIhL0~)K@Lr~K$=HVGd-8CBQeU29GUwHr`x;j`wmo)lc&n20UQK-=u#1GEc
zig$NkVrwnLh%ZRSIEz7H@clTltk*(+j}ctHS%Jp9aUksl#^9TN1KjrIpp#+-XZFyM
z_HX)+-3mI)WPb%yx^fhCr6c5>sUwABM%aFqK!4R4G#uB2=6Q2y>%>f4>8gS`u@cpH
zUt}_$qSdgxdKvBdnM1q9Pos+MOSb6k6+S;Mf(cx5U{<XLpYcH*17{8}S%WkT4s<8Y
zl(&%Aei=Uf^8;?}God-H3CuuI4sOksz<gIXa<}loOJQ1M`*{(pW(Dl~Dql|AGaP2$
zFDCQWLUh5E)V}lwcTKAC@`j<yFp!l4Mw5*2+(r%5-?)kuj9Wn^k;81WN)sfkmc~u>
z;yB&&6!$AN6`YF?V2$YbYFhe)hJ|8$*XlOfFnTU6?6<(@wev{m^@5GxGy~oWhCy$9
z68qu^e4W}ja;d+A>xveko$oiAnO{$5j(X65!+%g-t_do<9gE)*hoMVLnEm4hD3eKm
zfCiHzKT_ODZjU80M@tqHCkiIVgV0(>mO^9qg2K+eE9Rm${8*_7-1e6~dH$V+-q|^%
zwLOcNMJRV7)}C3}*RUnIMQ~uEF(=wvNnH;8G|?%7{aZ1a*=Mc7)&M0CeVL3q-mE0;
zkl&!Zay!Hr=L#R-O1#{C5I!^_*#?MEZmc<l$`<iPUNsc5LkfQwb+gzdMO5`)FvS-?
zfpfvdxO{6L{8SDAOL1+X*6<T@u{?qn^U6SPpB<^&Poxy@tB_Uv3uk#Qh6ToT{5jvr
z>{GuPp1%}Jeu`UBpb~*n+YDjG!d>Vqca-M-bqWJaAHo)&K+>z7in{quZ0qEg_+sK|
zVV}Y?C>*mL7e#!*vP}zEg|9wUEc?yfopy#Rdf3jY402ctA-nmj8(a>)Cn>cw)V5v-
zr*s-fX+u0krrMIgK?)K<j1o%Q(CW-a+OC{LtDh%AhqM^3DcA#U*RM(FoIQjotB)}@
zL7!eMRwU8x0WjK_$qh?h=X8IDv)M0|klU_{bv@ba>e{n#LdFMuS9s&{Vi`88K@-=!
zS&2buBVeWG2mZQcto80bTH!B(|9Uyl149=Sl#Hsjs>;Lxbx}Gym`QlTkEw4Y7GnB?
zAH8`S?)yC&^hEtJ&ioT|*dbcIR&W}5duw*_@Cv*lBUgRCF$eu*Qc-u>E;h+c3Flpq
z;m5iUFqx&3*?!e)q^MMbF;*dH8lq0_mg{*P&q1<w>En{3r;(B75nT7QjXzWtMc>1u
zn4r=aTPEwGUCnbYr}#0Xb-aM<HFbo4k3pCAdNAIc!YZ;G(PWGfv<E4oy7@l*wwj<x
z@~+_dhH=#2b%wHM#qep;H(_q6Iv5+wz}Q)9VEv@mu;B0qW^8*3AEms8$=e%QvCCMD
z9b1OW;yl>g<c)MLGo3Z4ZH3vTWh@~%4YZeNk-?C4nc44hdatNRvuHac4#k3u=@h#6
zWDH5m-aym2=@|7}o?I^0Qs>JSRuZ=h|Cw9CdakA7&*pV>?bbP#?v}{*@A?PAVrQ_N
zQ*9)6^fPnuiiGz&d{8I66#hFfoy2d7qqkZCYn6QgORGXqn7aW3Zw4}n!x`*@OazHl
z^>b~?HEg<q5j~O;;^CuG{M~OW$Sb82zL!rT<M%h&Z9P}Ibgi6!Egyrf1})U5Z$!Tr
zMS}N!M9;WP7||_6AMsKu+u;Z6?Ycl>uOW`x8%BLCA)K~}0zMAAh<m#u>Geo73L{0?
z=ywKq)3FH}^P<_q^b+{eT!b3aw}8XCHYmB+h8y^)ATQs9y`?#V(D=1z<XMgL`hDQa
zTul<`2;`ev4w2NfOv-nSrV}nvxV18c&Q`DElSk)K<!*Nr)CaK_`<fw9v4ZkOS-^UW
zVb)Tci}9K_xiSMkin6c~>gK1?ZP^RlY>QU7QKm_@61ON!&zIaD$1%x0(sbb15WnQv
z61w4B%7l|j*aF=Y3e&cQin+6KVYV3N<u(B4#G_h6EPHg|1XQIsqv2zHUM!qvT2WWH
zg98yXde(2|tlI`l19;MNor#?~>oED77=`&<1*01|P-86u<-xMxd{zh7C1lga{X)Fn
zdK)`$$DwL-D9L@bgNK{)>GVu5dVT3Q-{@zA9TRRsUQiELT{H*3b;MJ>SpX#|sgPm1
z8hp0OWkI)>a<}u2(1DRUG;P1cbb}9~UrIDt_KwBovKttdasfm%k7MaNKa6}P1qRDJ
zD7j!9ifHZt(em|}HdMmYg~Q;M^@b^be+sI8iR^~vCb)N7g$8HM<-QnRg>g>{@xgLU
z^oTo(f$K*2szCv5^VLFcjq_~zST%g4(<9JUM%?@}i<JxhW6M0NxK{_KgUGWWs;kMQ
zwafH{uAWgxK58(GUNVs+3?*r1)OapdHXKVLZJGEtB8%y%B()}iW!ZL;ztbo1yZ<k{
zzVj;vT6L4=KsX!o;43zD$gywnrI>Uulb-fW#8cj*$ZgXvuoi5GtbgKgky}GWdEQB!
zo-qrj?7q(OdJ?c}-f>1n4<X}b3{Fkn17VU0a6wKL(*joDwaw1dKNtgx2ioDUH&*c4
z*oKCLV&r0c2kfT5WGba&N&l)6vnk#|3mUcAnJpUBEuBJBFO||4uXg4{t1$Zy160p<
zg_u?SxafHhEBPFQG};}Hw>DyhPd=noW#jvwzD#Xt3VVA0H_Pmir`{uDsHZo8DNp?h
zCHqg3e^C-${qIj+eud$@TLI81VN0%C&f~>VG6d0KG+HEsPF;BiUkf?9I}#|Y+j|e2
zPZU6qU_QPzKY&}dWKw@!6fb$;A{|qk#QDz^qumlFC@QcA<!>jbdG90?s!ftuHsV0{
zjjediKRGO|KE-(}B%;a1a60_fj5a|!TC_T_MOlTywttJ+JdcG`y<36IYn<4q+;Jq#
z+61j~(cIX`NH{M0l%=<=V;vX{w}Lsr0lA~75bTEfwg}das}a^olkEjtlH8L`m3AM%
zwJr<8Cs$HK_j35OY7w>+&A^obj_B-K%ek6nuy>lV)Dqvz?);d6@w2AUh<XRqOGu#O
zN<W-F;~^cFFXBt&dtjik6C5}6aAmp<w8cA-?(el`(`99G-}fXu8pC)S)`)wbyOUde
zAH{|3;5XM;K=H3XT@(45sclcjleN!aO4d&{V4qF*q{ORNTNhDiLlqlwcc=QHcoaO4
zqvtkZ^l)k?NR{c~#?ZHH_T3EFos&c-G?Z~?!3?Z7yUrx$2Vm5@hnV-|H#1AhhTj@#
zxLf53|7wi`=6m-rTRn9WvF0)FjuP_n2f#*fiY$kN$})Y&Q}F(^SZCc$7ld;t_;(2{
z*&9J9G^UBMm*D)JSY}n33sP&tNaf>s*nU|8TxFG5-<VuFn`A}1e2UqI!DQ5{^<v^L
zoZ-`lD{w{Z7&9Go!?8Q}U<@aY>qB&~@?sKGF?8b=eafZ;Zh)P7?MNn;ne^hZ9l{O~
z3d$4EU7cVG85N2%%d`2)p+jt!)g;o@`vO%p+VnhD$uzt07-qgbiF5BRBzLcwwC|Y-
zh4}Xg^E7~xdj)L5Y-uQOI3)b6xDaFRaLhJjF|P9x!5gbm*^;tIX7(hSwTxRuX@84j
zQIHDCxc0&qEhP$cACJq-b=V`5wX}ctOsp(RV2+8Ju%rC~EO5WYWcuyts$3V|aIit%
z;W5myljX)9Di==nSq@t*a;d>Ohn#eu64OW_=TrB%mn|KjswzYG9aQmr^9Uy$^DkPc
zi6YI(MkTB9JPat&g4H3oP)(Ul-xNu{h4IWVuMtg0X;M>q5ErMh0!wa1L7QVZ+?cAy
zxbI?=_gtBtxNnBTftlRTB?Y)mVj6$hDU?)B1>rC2ST6nN3tn%gDmL4+vn@7#%xq3L
zRu;)uFE>y_^^~)$F;fQ@z28OKKejL_pN%YfP@h@~i~02PXRzb<cv>=LDM|;Aryu?^
zP+|En_qOd7`YwC`Tix?PBDRBNxz|zi-{*wmCdA<Di<jBSnd$tzmlbedLl<RCVrYN!
z0Jr{`7?q_=rHtZjSXk7{22|5IKhMVy=v0SoaS`-YDhjkWn&A%ln;3pa3*NlafCcmQ
zF=BK*iyS>0<!|<J(HHV~)pv1MKA5SItfdr1sinchP+dw-P^wm&+ki{wIkQO3TtTQ(
z1ja?G@@<&Gf&+4Bd|@=h&YuwNo5xCD{Y8f_chWCQb>{bCFP!hy#F3_O+SK(6#CA(k
zLh*DoPk6@#M@>AkSb*&07AE|V>_c*oR^no@@1W**obe|DnBeDHoT_?^iT5A9ayxt$
zZD}lJM-(^HIlhV{CKFrkl}PS40=Rn01lg8GdbX>P{TpzJ-WhiR-*lICzVHOU$pgZm
z_aD&Gi(@^V^&lE>pWU>33uPT=L91DSJ5OlS%vB!L|GbbHd5E%ms}Ga+GhZrQy@YI?
zo-(hM7s+AQVkq0HK?g4+V!8Jhfy4Qi?08@pMRh0RSNIFPKb>QhXY=XFlzi}tlQbPr
z5EnX5H|0*YUP7@x4IHiNPh8z`9GMV{-3dF;f1ngiMNDbg%jXz7%^g<XiX)k7A*4kr
z(Zv~}rnR3Ep*>w1Ki|z@jUyY;?q~_qzWz7qnB4)h4QtqF_m3bZDWq3Eax~vo6%Orp
zC3z!B9BRAHbe-#9;13(5<Vw?KLp=~J%Avh8UZ7*G9KAiFMw!=Bag41PULZX<SUyo=
zytXrbmH7b9y&Gt8>j2+$d^=3N)5Dz}t3y32$K&SAUP=;F;?>!8T)_o*Q2C~Tw+sg1
z+=2^C*XI;lu0GbZUm{ItS|E+x2U<X?m)P--7Z-*#O(prOX}rHo0hJYw#)2jfDmi$X
zo9ywJk4SB0GpoJuXi>62<n~l{`ARVkedXcpv2T3eTN_-VSi*mQ;ENuQ2dUI`B5Lhy
z!=~F4NX2sq_0m$vSILcT`ljN7!CG3>RfU1;OHgHJ8@p3x3B~F9bW)fA5s#e6yg-cV
zW}L-5`zSJ3-%9o7AGmPUkMO2LlTtsJp?r`W{*+XJhrv^5Q^7lak5)Y7+r30LheWt)
zzL&G_{EWqMu{50eQE<H0neq%pX;3njw!O~-i@$uCVpkTEaDD~%j3ODnn+6qjvG_Go
zn#l~eu~|J%c<F~YuBh6;_&@)Kj0<~N;0YJ_a&(Pw$r?{gPu)nJ&$g8r_r%gP`SGA;
zuL56|RC4qE58^nZ)08xnh##eMaZ%tT+TYbp+ai={(6<5vKaQb^un_abhuDM9t7z#j
zH}+kT;GyGlcCCIn9k4kB`DOYL$EM=#I%Dj4<iSbW9K%}o8dkf|0JG|&u%g`_TZ%uj
zfIErQEE!KbDl#ZIq@PT5>N#blgE*WfL&F(LOz3@=+|yNAj@B@n@<|f^IlBx49~Uth
z)nznJWDIRJ7OS3gMV)5NZ{>QwIiOgyJ~jDmf%Ipp=yufrEv>xi!M+8oEA*mpy=E42
WcfRok?Taxd(TL^9EklntV)#D{4ZlhN

diff --git a/incidents.pkl b/incidents.pkl
deleted file mode 100644
index de7dac4bfdec7f208f1639b37e5e541d641efbb3..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 128
zcmXAhu@S;B3;-z@L>C$=mf$WcP*Dg)!QvDvC))|>7$BwD7Xn}Z|7-s)yFb@@T$>9z
z2P=u87iW+-nNAY#K!FD#)Ku5Q86A*FI*u7;$pMC<Sw`K0M{(h=)wD?2d;xxrYDp|Y
PZ>lzP2e;+7uYCFdCWkJ#


From 6a2035baba11caf7d16afb12c3f2aafd0196fdfe Mon Sep 17 00:00:00 2001
From: Mahendra Reddy <your-email@example.com>
Date: Thu, 19 Mar 2026 11:53:28 +0530
Subject: [PATCH 8/8] chore: update gitignore for generated files

---
 .gitignore | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 7fa2022..3970c0f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,4 +2,6 @@
 .idea
 venv
 .venv
-*.db
\ No newline at end of file
+*.db
+faiss_index.bin
+incidents.pkl
\ No newline at end of file