From a565a6b59912a7d4be0bf978646cc338af35099b Mon Sep 17 00:00:00 2001 From: Benjamin Klieger Date: Fri, 13 Sep 2024 14:48:50 -0700 Subject: [PATCH] initial push --- .gitignore | 3 + README.md | 20 ++++++- app.py | 120 ++++++++++++++++++++++++++++++++++++++++ example.env | 0 examples/strawberry.png | Bin 0 -> 130388 bytes requirements.txt | 2 + 6 files changed, 143 insertions(+), 2 deletions(-) create mode 100644 .gitignore create mode 100644 app.py create mode 100644 example.env create mode 100644 examples/strawberry.png create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..686ade3 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +.env +venv +.venv \ No newline at end of file diff --git a/README.md b/README.md index b26773b..1561366 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,18 @@ -# g1 -Early Prototype of g1: Using Llama-3.1 70b on Groq to create o1-like reasoning chains +# g1: Early Prototype of Using Llama-3.1 70b on Groq to create o1-like reasoning chains + +This is an early prototype of using prompting strategies to improve the LLM's reasoning capabilities through o1-like reasoning chains. This allows the LLM to "think" and solve logical problems that usually otherwise stump leading models. Unlike o1, all the reasoning tokens are shown. + +### Examples + +> [!IMPORTANT] +> g1 is not perfect, but seems to perform significantly better than LLMs out-of-the-box. From initial testing, g1 accurately solves logic problems 60-80% of the time that usually stump LLMs. See examples below. + + +##### How many Rs are in strawberry? +Prompt: How many Rs are in strawberry? + +Result: +[Strawberry example](examples/strawberry.png) + + +### Prompting Strategy \ No newline at end of file diff --git a/app.py b/app.py new file mode 100644 index 0000000..e57c6e8 --- /dev/null +++ b/app.py @@ -0,0 +1,120 @@ +import streamlit as st +import groq +import os +import json +import time + +# Set up Groq client +client = groq.Groq() + +def make_api_call(messages, max_tokens, is_final_answer=False): + for attempt in range(3): # Try up to 3 times + try: + response = client.chat.completions.create( + model="llama-3.1-70b-versatile", + messages=messages, + max_tokens=max_tokens, + temperature=0.2, + response_format={"type": "json_object"} + ) + return json.loads(response.choices[0].message.content) + except Exception as e: + if attempt == 2: # If this was the last attempt + if is_final_answer: + return {"title": "Error", "content": f"Failed to generate final answer after 3 attempts. Error: {str(e)}"} + else: + return {"title": "Error", "content": f"Failed to generate step after 3 attempts. Error: {str(e)}", "next_action": "final_answer"} + time.sleep(1) # Wait for 1 second before retrying + +def generate_response(prompt): + messages = [ + {"role": "system", "content": """You are an expert AI assistant that explains your reasoning step by step. For each step, provide a title that describes what you're doing in that step, along with the content. Decide if you need another step or if you're ready to give the final answer. Respond in JSON format with 'title', 'content', and 'next_action' (either 'continue' or 'final_answer') keys. USE AS MANY REASONING STEPS AS POSSIBLE. AT LEAST 3. BE AWARE OF YOUR LIMITATIONS AS AN LLM AND WHAT YOU CAN AND CANNOT DO. IN YOUR REASONING, INCLUDE EXPLORATION OF ALTERNATIVE ANSWERS. CONSIDER YOU MAY BE WRONG, AND IF YOU ARE WRONG IN YOUR REASONING, WHERE IT WOULD BE. FULLY TEST ALL OTHER POSSIBILITIES. YOU CAN BE WRONG. WHEN YOU SAY YOU ARE RE-EXAMINING, ACTUALLY RE-EXAMINE, AND USE ANOTHER APPROACH TO DO SO. DO NOT JUST SAY YOU ARE RE-EXAMINING. USE AT LEAST 3 METHODS TO DERIVE THE ANSWER. USE BEST PRACTICES. + +Example of a valid JSON response: +```json +{ + "title": "Identifying Key Information", + "content": "To begin solving this problem, we need to carefully examine the given information and identify the crucial elements that will guide our solution process. This involves...", + "next_action": "continue" +}``` +"""}, + {"role": "user", "content": prompt}, + {"role": "assistant", "content": "Thank you! I will now think step by step following my instructions, starting at the beginning after decomposing the problem."} + ] + + steps = [] + step_count = 1 + total_thinking_time = 0 + + while True: + start_time = time.time() + step_data = make_api_call(messages, 300) + end_time = time.time() + thinking_time = end_time - start_time + total_thinking_time += thinking_time + + steps.append((f"Step {step_count}: {step_data['title']}", step_data['content'], thinking_time)) + + messages.append({"role": "assistant", "content": json.dumps(step_data)}) + + if step_data['next_action'] == 'final_answer': + break + + step_count += 1 + + # Yield after each step for Streamlit to update + yield steps, None # We're not yielding the total time until the end + + # Generate final answer + messages.append({"role": "user", "content": "Please provide the final answer based on your reasoning above."}) + + start_time = time.time() + final_data = make_api_call(messages, 200, is_final_answer=True) + end_time = time.time() + thinking_time = end_time - start_time + total_thinking_time += thinking_time + + steps.append(("Final Answer", final_data['content'], thinking_time)) + + yield steps, total_thinking_time + +def main(): + st.set_page_config(page_title="Groq Dynamic Reasoning Chain", page_icon="🧠", layout="wide") + + st.title("Early Prototype of g1: Using Llama-3.1 70b on Groq to create o1-like reasoning chains") + + st.markdown(""" + This is an early prototype of using prompting to create o1-like reasoning chains to improve output accuracy. It is not perfect, it seems to be accurate on about 60-80% of runs on logic problems leading LLMs typically get right 0-20% of the time. It is powered by Groq so that the reasoning step is fast! + + Created by @benjaminklieger, open sourced here: + """) + + # Text input for user query + user_query = st.text_input("Enter your query:", placeholder="e.g., How many 'R's are in the word strawberry?") + + if user_query: + st.write("Generating response...") + + # Create empty elements to hold the generated text and total time + response_container = st.empty() + time_container = st.empty() + + # Generate and display the response + for steps, total_thinking_time in generate_response(user_query): + with response_container.container(): + for i, (title, content, thinking_time) in enumerate(steps): + if title.startswith("Final Answer"): + st.markdown(f"### {title}") + st.markdown(content) + else: + with st.expander(title, expanded=True): + st.markdown(content) + + # Only show total time when it's available (i.e., at the end) + if total_thinking_time is not None: + time_container.markdown(f"**Total thinking time: {total_thinking_time:.2f} seconds**") + + time.sleep(0.1) # Add a small delay to make the step-by-step effect visible + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/example.env b/example.env new file mode 100644 index 0000000..e69de29 diff --git a/examples/strawberry.png b/examples/strawberry.png new file mode 100644 index 0000000000000000000000000000000000000000..a8f677bd81974f067c84cddfda6274ef2f72ba53 GIT binary patch literal 130388 zcmeFZWmg?h*DaVJAwZBoaCe8`?(XjH!QJHqcXx;2a&Xt+4#C~s-K|fa+uh?n;qCqf zcZ~W{r%vtKwPmfj=9;TQ{iJ7JGhY#d2hI)Di;?(2=`uci$1EW+FF!nAA!NK7QdVtQ~gTG<@ zyS~7L4E91se*DP8NAl%6CW>cE-|x@A=#G3x+-+uA0*-WMMv6=99RNLL68%b1V2uh2 zVR1g!c=)ptwB(eaMyEeigAYl<@Eyb8Yvz64C&zDr>X8YmMEf}}j(Ce&nHr66ivI)= zO%t6SlMH6G_MzG-Ho9jjX1<9%e^8F~r`C8}DjMdOyoaA^fdt8&F`Z~)feiQbjo{s% zS~QR=HB19N1Hl3%0to}90v!Xt1R{Nc%svIfAJG?stmekJM32R|MtA&aN%RREpXFl! zz56^t&m|BYo%*M>QD!Kjq^!m^oVj03GiQGzxg3TK;(Us=RY_VQIL@NG^|}bL1}^#o^gqXP97GY~THMT-K-{})JqS>p5m>B* zLQz;rk4_Nyt^dB$N2K5?2mzJgC|pk39V(?HttR{ZE)t1kxdN%zzPfD1f@gf=;e^C+ zjLDY34Y>EOjTB4^rk~=7=ZYWp%w+ZJ)h2$U&EsykHw?{qt8dhPdq7@0a;yI>;h#rw+L9 z3V_u}@fUF0=n~fc)tLpCpaRsLfwA=yp{X-yRHkT@Lqwy|AYH0|qm@%hKzrgF=9fAFii!iZ5Sz99s2ya?-fi?2VhHt3@WCw(Sn|qB&x|Cc%Cqxw zBUhDi+XzT}oG(0kn*8NvSgh6b%V;QG9+gg=6!LN}fzfn)$VIU|hFCmy-*K})iY@|k zHi6v%O>9f##%T4qck;C^sg97-b6(Hwxk_}q^sC`^%NZaZ{zP}uF8y_WN*JBIrJ~M) z3hr=jHgV@}4R8CK@>3@!+|J9>S)T;n z+>wgg<~GdYRcgBd_LxlM!IH&bxj9{~EUg3B!Wn$IH&m$Pzu)u}l$BGVT zcG4sgNfRG~mze?j$x414@p$qauFC36Jk;k^D947gxUlEhAB}?R9H|02w=3wC$qK}l_G2bWOZ2d#r{GzHrrG z8;_6_{C}Mg$S0A5>06Zu`@X-8*tP*FTfnnn7JG;EAD8+O>2ny!r&gZRGrVi@_lm?% zn2Qw+hxoL2+Zmr4dF=vm}V$uAu9%`;9_VB~LzgDb~cbL(ua)Tdc#|KF8CzNv`CVmUz4rSA#G$ zsldBwJv(x=wZ~TK|Q0Id>`(-NT9eRl7b4330NY3I6-yKkn zSh|weENm03I~GVPm@Ss_c&IXPrUJ3m$WlWRfU_|7i1_CT@ULE$07b1aRWLZ z&H_a61(5qDimuTWZFEc0Ue0>>_~3PBw$SueHeEC&r(-rntReZQ;uPBZ^lP>26GZKZ$YXg+1;QZwz7WI_vH5_9q{g-Oum#kIyh_-!Vdp98Nai+2yL$#$a^-sAqyN1WZ%#kw+$ z0K#gQao)$pS2D9nBZWG5ZFcYDB9#Hea^o#bjtY@Fs-c)}C@=Z3EMBr`*c}mXXzt$TyAKvn3+wBbC{M*10FEj|in$j}M~FTIbyl*$9tfZRW;~_XK`K zR6~+z<5N3)k2dYIB7IR9w1%Q^C~9h*7*fX!Y<95qk&)Q!#K5$f3DoOP%)?J?TJ4_V z&5o9(JC=6_j1LZb@Y>YzAK&z?Y~B=Ly{y|r=Ghqmw*>naDjp9zduJq~tn$PED`2bhGESK#JnTq{4LlO9kL58iuv+ZG7-sp;c**N*NS8}2tcvNzY zs2y(w?_>s@Z2xkdCZ$NqeDe$61&-BlypA|g+|d(Ba59hA2hDn$73vx^n`oGXlEdN} zW^>l)reSYIGjGZkmzVr*)3M8JsdN@mmS=A{)Uh;*qq*|w*WkCMK&Q*CGULhWn_&i{ z^B^!t*1I@2^6W+_}RjbWiSW`7e=663Sc z5ddr?@=0EqjD1Ncvi>OCggCO-8E-bIECe1LT4e8Jnlp-1xnp3t%^hpLc7KD>O8v{^ z^F#e)<=|VMR^pN@taOV9iF|E47PkWCs7R7s&}h+OiDbM&k3|yH_bxD)eP3xwm7K9e$_gSKg7Kv zcrz9oVo-s)7ur|;{~8LguZ_7dc2%*)@xRpM-^O2hfHxUoyQ7JpA~c5--CzgeB>2mw z*4fpW0QD-a$YkP#OZArV`C+?e##WunDH=_FzFLiH#bP^VlgDo2X|!$eKsoh7NRqS8 zvW0xP7^KUmTN)0}1N(&9d<>Y`5afR2tw82>$JF{Cxm!u9FwB=fEmli_QrJ&*u3We& z?1rgKKNcs^R?~kIKI^~XUYe&B*zXLXJXqeddBGZIGM!prJYTec1u*Eex{`+S&}pAy zq~uRxJ335J9L4Xjt{o7ioQ@N!`L!IKWl*jRbI@3#GTYqJwL7NEl$0WTMBsi--lkJi ziY1dJXn9@4AV6>YvcIHUAcIR5#dYhi@-qj5OgvVJ>XNiF=A()#ne{#SS1BCs@pBPLiCh^K(Zmw*Y?DqA91%t*CB~_v zv5*e63|Rz*q&V<5^$z_k2a~|8_T6`}!{h zF>o(XrT$Qb1{ir+zi}fp?qwQN!_~)ml~)ff9M?9seuz{P%+bo+bbl5-=GYHaM7Z+>$dxxdee$0l#3N!kiMSA-AoJ*}Y4jTB@x_VVcZi zAW@APhb6uS4riAQhkQ#5PdQCeDxUn&q4&zCAHZPar0oGGr*ds-JdXxm=j7c9bJh=L zfu4?qk)79U7iNyr2@@Ih$u@~rCw|&&@{nP}{XUrjiLCst<;$YajCw_m5Ubo#fIh`q zl~vfZ)t_lJCLeRn3ddu@i>Z(NO8Mq=1tv0>*#mp*e)i$aJ(ZORILzXVzv0&p zCXMA#RnIicJOo}FAr(d6N~$y1y(DBZxCqu{u}cpde8)CZO6nkZ;~>JEW-xDRr8+6A zD|fr?dH3eB@_s#@>uK3DE92mizhhv z9y(E|(P@&yUjzhVUV?rXAs6sG95-$n(~U1 zSWZI~N0z~(x!h=$c`0~ousUKkM+P%lepgC=IO4nWf{EP4J9btzaGHD0Jp7 zKbKjDiN9qVFahgeAOt&X%};1;C4X$+yPaS}k+a%FF13-;TwCCo=d@gat_Tu=zdVTe#uZ7Y9AOU}Nu2(J2aTcRSx z<#<`UaP91+^N~pGwV%PlEzs-M&foJzTMv_^Y*;R^N@uC@j4UGVZpP8}9fAvn@nIWs zN4K-Ks;r_?iUwaBhh?cXWUI;fHe0o77Nni3SRjGJpK_B#Mm=W?!%IuWdJ@ZIHuV6D zd4OAhmBr~Y%ZzIzp1{#a@n@b5Ht|vqSQO)5<;q9OCdJDFkENx}23V~qlix6z?ERXS zt1XA+OVGZ;k6Km{DY0Tmm`Uh(NeJGz8L@iIr z^`x!VK8)Q$b*!TqC`iGMTn~RwYTBM5{dp{!lzj-e?4ME z60kplIZ>hi`TyH7l0CPpT%Im(lU#eX7P+!~Ik5z3rfr_S*8dP#*y8_W?oK9!8?ICd z^!OX|ED#u->ugZ;kY)|W38T^=E!0VFFEVcp6aDvq|0j@G#s!<_gS7~xm*$WfuKc=x zOWs4ujQbDn{>z!J(-I&)Vs5tN{rnd9-!uLn(lq_E9D(yM0p550^HG!i31e4QVSpO_ z?zZ0{AljFV@|x(MDFX#dH=yb4f21_|_`WOu=TZMJP5u8nfYxCGo-dD1>`sS{;l57S z^LFahMsDG;AzklxPY*VjK1C0R4UVy1c@n>fO~^Ak7*Z&eL0)Lzih9d)WVK$7mgRYw zOu8$OPTL8i>$vxJd*b9T{w12?sN|OSzuq z%8Q5{G`lj{9aN}xHCZc~X%6VWzF#%-()dOJ_xlru3hf4P>aFLh;z_ht#1fUb2(Eza zk#uI&p+pK2D_u(xb_bIr_=*mihbwNHH7{1_^5WuI?KN*fi6q*btqQF=6`n`eO07m) z`BYX5>TzZ(e2Y2jXh_(k&zG7l)_&o5oC2Q!EJ}$qx)f1dm(h+t-m15~9>t62vYVb? z?s#LlHC420Tp=b%2 z+|6Q%)G6RYq1AXwcEj-$6khIaxkHYlF%Ee!IZ*F*Iv)fWfo#fZ{fo0;uRf`TrYkyjz=m%)7Oyx(gs{gzI2tvX_F(B!XQl=jz-ZXz{-FRAMty!D-yzcI5_cbq!gz8p7?+2&INZ2C^ ztW9`w@n~%VsuS_qhICw`vaU_x@-5@?v3W-!IdmISRlMW<7n_cjQ zyd2B|oFMi1fq^21PZ`dK)5Y7H`I56g9+y+!V)LnLNnAk8f3?95rg${IkL60epgI6{ z0Ab2IaYHvEQK|%6PGuw7X0=roX1iRuv;_b4^##i4F0<{@v(#jWGD8C=&7#BW3I2X_ z-nbXeQ|;dI9Pz>JQOa#UC!M2=cZ}o1+k4}|hV)sTU<^dq>-1XR;ey!l7|&Ab0-VK; z?O_NB`w}IJ1h7;Ys%XDY?R$zy()gvDFcu8)lK%Z~A`yp&#XXx6x=L6n4r;QiUH+$qIYR@xh{u92dJuh1$2U4PpHWe3c8j zFJd}R!^_SAZCj<2Eq9y@y1<$8wd??`7H4Td_~)L5Owx+?o=0di2xh|vioqh_2DD4^ zWzWh%5D%$t?5>fn$$m%T$f?>&qv6l2s+vL0&t~>As=ytltCtjF+0148%WVpv93Gb= zn?O8D>8x1B;!GV_v+ab!T3bAY;{Fw*=~yWH-O9B?wd;jF2K_Umcp6KDg8kGJ^g)|) zp6y2rX7|?WN1l9OdwRD#`YGd`W$Lq$E8 z`*Lc$Lt=su@}|#l00DKUKpJzP7SDA5*0+4B4-=GBO_itTA0?ssdg;_6?1jIt)Bx`)FxX>h-V)+41ckKVHF zHrFfkNybxC{>`5rGGj`#+-BThZvM@ErPwRiY3+??s7`gZVFl>dlrK7E#UbTqPT+mg zF@I{Uk4L~`QS0+$Eg!RV|iRK%ZCe4h^ z=$aidJKI=K=Orw*9*MU3)sp>o_fq#5{_{1>7U0jr!N7+0r3>b{nciL3MVk zrwp9+aPA#-A3wlOlh@Cs0KgBGr*&bGmosbU*(tn4UIs>V9275J&B!urn5Hop5B-4K zbHq3>K_eD8siwkzst)9eqD_yTv;1}np%jc$;9G)2PW5bh;22gdt4YB zX%5M<6H79(qHs8A5qQ%j&1Z`!E5EP72WjV4W!|Sq?AVCfOTA00h^@0AHSVEoE)B$r zzh}^wg&_o1m5yjBiG)es!Ag7|F%Yg46%aspk2pMh{z?sU64gcCU;96I{cmFe8pBP| zOX$w6HGu5E!IbIt<<9Wtg{y#=kNkUah1l;5J`h<#3`(BGQYuS;P#n{eMb5X9{VpHmjt0In`@-DVFIrea#;O)GIS`m(l-BU28G8m!fVDg)E7S*}S|{bK@nq&F^LyqB1j2B^IJ zj{Waz`SatuqZp7YowX88Hdcw{iV&_eyCqCPBMU`hL+7GX9wP7t*ILt5yVZDbFq(!c zl~XI^28y-06Ed1K21SUwlm%E4rQrh-nPt$E;2 zPG`?$pxyBJDDQndM(n?HBtVMT26GXK10t(Kq_Su)r(|_{@9*tm)N6!h%Td@p=QR<@ zy-QU>w3;^C0-4>`cw*W-gjuW|X)PCP36p3;KtaV3Px(o?8huO_0M%^^E{3k-n@<7~ z{Ltg=3E|uGRvQa|U}`d-@a^^J#z!jpW}MeXJ=N}PTij+LT;TO?jZp4Be5pos`&iwk z32~Nf`|0V75Q{~q_5&X0?kJi*GBM)8v^az@6ZQE={ZY&qELJHA9iGZ(>jfnGvy~R% z-H{8*PSdev7=#BoldWa+r55W=Z~5Pa=;Sk$)!sy5MvOMJKi<2{Q>=OHY! zTprbm+eA41-_Vx-vVo_xU>z^JGu;N!(-*nQApKFB1XVnRnpu{og3+sI1!1demDpyF zPJW4lX^cRC5YLN}(K=rR;X-@c08v!1RtK&9YwN&#)mLFUO_l9_Jevm^UE0gj7Q#x) zMQyDcoNOWJ7=`@SA=ge{La!%x;Iw#bu+iWqkh~{=q}I`_0&Ko8Y9Nd*G*6b!9+dQ* z_(d3v0`syxNO-qKXTSba?Dkj(LpB4+Y(XK<*(yes=YsOa?aF<}*H^PVUF>XCX9s17 zc8J+Bd0;F<=S?D^Rpl6g2k~Hj!ULYSca*o4iL6$KBfqgYHrKWX+nfRr&~imRnsTghJw}?i zf+JdU2D%vFPRXNY*e{?M<5^8*Di|_|f<7NYNj$6Sy0L45k|F=S;Q2;~^^^nk)BWL* z!P6&;eogSl`1?K`RS+^;xTCbfpa_AoP?V`CRPHF+G0;}1TF#@!b5$*LWyQCetpRT&@y

0nVk4e(K)$ng4XqC{5!qqXx`jXAnT^(8*_~oLn`{s0o zkerT<52L;XB(ey-3c_1WeGEr{NgfMFfRe)=PHaOdb#sVuy%1`4Msd5>uK=Vl5T13M z!6CqwVfkqmyI#4UaaUZXb2bc2fn;GSKuX^z$jV)g1gM-$uUV|!qYB~d?CwR2^p4i0 z`kVR`F1OZDCZ5=J@ZQH8QkH+=34O{>`M@0B-}o?4`D~xq@|%Qf{FGg{#lG_SI57iW zgTa0ieujjeveWpwLQVo_+N$RtV_{*~-`qKj`VxKV-zF-igLL=q&jH zi3vYMSrE|hW1}v<8xu~F<(qw};Hns}Figb`+7L+rqaZ<$0?dNLPIX_fCp;BM1}DrO zQ<3q}NK`!>ywo)FtJ$0kv9ZLKhvc9$6~d6!P^9ZXe>3hPjm>s6M;$Ak+Mm&;n1@6N zu74=7;9`jEX8{Zr6@BatG;r$PiBd$t!GKuE9k?kA{kon&dAalO&HMW;!Vsj8*4O5_ z(9gyQiotZcx8+H_m}+W45eA1U2cM&yS}TnfamqT>(8A67al|73bh6hYBBEdK zqIcSU8*Lzijlj2fjU2Xs-mlnBPDI{Bk#@_5JN01S`P1z8%55S9);$&6=_CryS#Cj= z++{+b-lg+!-0MG%oj&cu7jHEQb0@h_znR>!3+pSlYswzE5uPV02t_aY6ATNZ8sjUO zh|`&2PT*~Rk`RX@qS?G0goRNR74tVEa!<9rP@-?WP`Hf&U|3rE{pRF}EzWL*uxJ#U z8DLhrg5eZx^CTFv%H%61i*yA)44WNxM|AShL+!^i32iz~l)vle1R8q`B7H3z5AY3f z`mNG?l_)f3ntT~iJTdLs(@?{y#$+`LTul=;jIBVw@tzGfZ`v5T2??yY)~Sc+*#le+$gTMu@E=$e#7iP*10#CkS)DQW7PD8FB*`1)z6 zT0YqhXFymOLqtQ)7C7|%IlD+bLI1uJ6RV_#s#^?7qC;KOadV_(4;cx!~3jGM(1BdSW@jWUM!$$?Ft*~LK5`+ogg&d!yKp;#{8gI`O{)kMHvv)D0+;9>n+URYijWDK)iXYNY>m zfq&B{dZ2EAGa7t;-=3NnXq>3alu$$d#c5*r-$C8*!JvnD-yStFXq-@0D8v5ICxH+z zVlrR2d@vw`U37Ou8&PeO^IMnhYZicB>-G8Qj5FS0-H2eR)h!GRsy1LAByv8OZc4lM zx)WT=_(S_b4@1+tgiO`E-Mqqu29g?sNEa*y|F>ps4ruSkYYewS%`CA7RBA24Ab6a} zZ9pOSueb?-vItc-r@T%B(_dw`WFmEg31BV@a6h59P~)OIztgB_I2izowsTV6w)1#% z#6P${i{}@LZGum9RA({QC3SEsvQ}#r=E-fY~mbFMad2{Z9of8jkZ<#?6$~+F|YoZn2aQ&SYHtKcHr!2R~gimX*NtG)oZ4vu~?zTv$HfUIP4A= zD;5%c8{~l(X*{sEE9}cFRZZ9|Sd8f3vKwUo)u0IoM?bvPR_`Y#Is%E`t#v;&5aho= z!I#{&5eP{1N8-dG@IETNzT62x0G@=&tv-g{R&H6 zq;uXtdZ0I06yD-ldQ{fua6VYt#&M$qxEkIbOkMo5oz?wlZ2W}`1_CrW>l)sOL?een z6G{z(r>g|NG~7v9bbKzff<&HMO+1;a@^jo)5GoaTURXykKH62j9L)Y0OSh)@h&_kE zlT1==bPb*MdltBqZ@Hil%X|b*kYDFj__7N9frK?Xrqe)e0mc$y)Opjt9d%-H*l|1qyB{3=e5PH%@OqU_<#;bhbE!55bseU)E9@=eKpKzU83_L9`?Oq|a$Ubzm zD9ovS<8!<476P+AOPTflO5bv!0W*;{+dZrGV{1I^Q`zU{1tsGqoT9k?pn|kS&Y7gGH|TUaTz@k{dD3Yj@W;GG7#)-4afxkC zY0kbBwkkm^hK-xcAyLp#_03-Wc+IDOMc@~Sph65$gU~d?e(7neDz{-Y`g;5vnJstO&MNUJ9pM)$p3}I!(uGRWMqN7BmU5 zJlY)GBwvmBmo=PH2U6>fAQ`%HGNhC5wewg)t|xfp$v(qAtY=!xio8BgwZwnif}9L! zaXg5X!J0*C#Pd!rS5IciG zM_7>wh531%%msZmBNSB*2n0nRCk4F>TYVYrG8X$>*51hD3Z)W2R;T0$e2R7>eG#J% zehPJEdpd>&U^1FY_F_%D@q0dmgLO(={w~mm7h?iI@N`}wa^&n^AB4udmArVj6Vu8}!boHsPrid+ct;fTR(mq-`Iin&|)Bm%fZ)!g`Z3rj}0%} zq<>ufAHSb`9Cv0Md+>mdLVt*`?k}RdwkqwuLN-K7cZ*DUk~e!RLI__9EWY8M&vOA) z{Jh})tPgh=deMA}bCSALb+LA1uT$JUnSR}fvRkel2IYev7V{Nf2wUx}8Mb&#$TuD$ zU0|l6yEqa&UY~_8SAY7Dim!-{JVm~6L+b(6T3a#37Q&7QHCWr%d#lQQ_uj@KJZ8M%N+kUR(U0)7gQXpvlP$2Un zo;27Kq;;6H;r1}Y%A~3lq$z6Sd|Lhxj(Y_x6dtbUpkh7|+q1cRG4DYiMVK2vFcxwH zJUG?E7vf4Ze<><8;~o1mv3xiNJegk#aOeNNaKvGCwQ13elb!L4=41`PS63L!<@FUb zqtrUBQVnR8z08Y2slIz|Z+^0la?HI$hNDoKv(5nyWIPA%S){%=+`91BLeb{DLua z5efZiv*gxe(HkG({vfU*)$1gyCBU5BAHWRXQB}hrk!X}z`yo-ZsC55r9nQG|0!{{` zkpR2AEU1QUZVSTtH{Q!M4-3Q+%OBm}J>dlVk^@jLXfhPWxcQCySA2kJ*kT!2LuBke zg1msLZ(oK~%QimpmO7XVzHa8UqL)sqnrK%PtWN0u=8;?a0H`gF(T$oJ!H1o6G&e0G zV~pe+G@}V(R~}lN;59({bSva5T)^Z;)QHzwR6&yS`TQ4gl#RpbYiNs|7}bHc)%asOJ#{}xA>C3l~0uFrYj!r34%2DzI4ia;JM@P~pUc-9g3raA?;P3z#Va)Rt1Cq-5( zZ=EgQs%>CuHPwV9K;>wUSz@uI(u8VzADgmlW~3(b#DS5ckO##{^cg%xK+T2%Vwv>$ zB)qbW#>k4u^-zmO+ruL77mZZe1BG5;FU#|towGcHfa>N}aw@IvPfm^)p{NwZhuy(+ zC5kJM=9~rEJrN$ISVd6fOcslB4dAsTl|E%Enb1hY=Q|cMdMhUjH65$T#*5Q7%q;=| zFn{$1vx#L=C2i_g^cQ8K08crz)ki7JoJ=N!ncXs}1OO6L zQXY$q7p(mt>k_)z8%93-Oo+iSVsX$QV~EG#=)Y@Ru$k&O(Xjlu6?l_|odpH^ zc{^s4=kmTU#>9xmKVoP!8y0CH)*@ZjDzeRdW&0^lzkx@fdLizQF7jm1%Q)WAon>021Y1t6d3cKRJk)Ab*+z$@=v2 zeP{lkZvm7TZbju5xA0l@*TPz8)k0Ar*kE1QR|nQ)-JMJ+2O{8=@$w{B$1Bt6sTqc3 z@RrV57O`wJG6Sb@*W6Ef`rX$KmNEB2Q+47&3a}NC3DZiMFL);59&*41z`75$``#s! znPO=aud#7eszUHbypylAh)`5S{;X3pcBkX~k?b|z(|GOQd%sA2NKa?>I<8z5pvfO7 z(Ggj7U1>o@2oEbkP)mjhNkZ}b?gIwai~AN<)NbZtV%eC(@(^OaR9TPGDz&+Tr06v> z=je7gNOr6a=@j8E@#}Dq?V2pl)JevQJlRz&SEnsi;zBc<$D2A4b0%wsPR3_3klCit z!Gg19)g^Yyea$_xE+!c%C}~Lq?r4D5yt$^@Q#_^%@&>B4XefDrVYRte*rQJp<`J9+ z6%O-0^9+0jF3P2(QdtB5TH1k%T8yMA9tGS@b%IiUp7k2s>@KgZj;<#pE4rhMU}o!v zU_90(7y_h&pG6B__sBr;3(?aSxDhz3s?{uf ztS?Y5aD;x5|AN;^zpGNLHQ~PGavBxqR{j81irjFAZh>Cta3zDZuRVl22LuqM-=u8V zaCJS!rAGYX4P>^~lC2yc0+oOL8l2*pWlvc1hui&OCF---AwJ$}m||f(GgYWsA>t_m zVII^uU_Cy(jggRRmee_2kv4)(B|omRr(*5jv}@Y$Ws%0G7C+Gla@TR7fZ#vw+S(}W zkUqXXfNMFE*XQ!Ce{6_Nj)VThJ6t&!uITw8b9Q!Qw7=pM-38g+Dlj6we+zMVYxq*#`6WPFDJ9|iF#H<--~?=ILnr|F&zlj+pPw9XPF>z8K$sY zb=u@!N4ZFsTpy!Cp^>bNgtA9WHfj5~?t|c=h8))ZF^rn0OKUZ{^^TxN z9}mpEEtm!QBNH{Q+*lPA2kyCfNt0pI$(CNFSGSo|_3+6oe1p|m4p6>QLVtwEjbXC_ z+w*lnbh1H~waw%W^x2Abqn8`e?ErUs_g54ZD?7hxm0aFkMHMo&pH3M?>X4N(5J$c^ zxyy&$spBV@xpJuSSSmK*^fHViWe<;>2z4~cOhB)r@&;nhf=A} zez<6Q?82P(SaHuY8RAn1KdcI8pKfn$+Dy6cR69sP(74jw@CnCWAgQ0Q_9;6JG60r`FZXpgB5bA+7PBpQw`_OW&Z$hwt8UdL1KTjBM|Oo+LWLQBEmK_ zNraqk{sS}ucnhdpEakp{$2Nk3Fxf!9g5RNTP*{=q+*tJ{kn?K>GyEyO)NQWzR=p8n#?R?mCuz(uC6qcOH&$Quvm9ihL<^ep3D@4^5E80}t zIUhZq>#wd2;26$L;P(fZc%(Yi;Z*57ht}ZfIj0pNt7ul?J4UIra+SL3Q`vc?u2XZ$ zBT|<1P7~7kc<8bChV;kgDEswpBxl8bRV`1Z8t)ZRY)d`^94uceEK)oNrs@rF6x^O< zdlRS1+PnRS@~yHs&5c$#>>GcxD)W=daw_s}xo05!P+c3`LzrnFWuDItUUHYW8b!f6 zIGWT_ky2G_ss@*!&9&hhzR6xTvN9lj+ut|;Ryp|kX(|9_cgjgcp-!HSoccc4$E@1c z$B2nxKI(Pz7dIZKyViGWL(kqmJljgd3^_$o*l(0X;H!AV3pK_!bu>79FI7=~owsm> z^nY5WJOU@-KU9Ex-p<(Ja<`>2wTJBZ|*GtoLniM-Onn?Bz|xM=Oa8v=NqH`y%X;6 z>Lbi!AZjfb*7QWv^`JkH2|afPQ`fA*1PtP+jG<|!0opKnynz;@QSKVXCevB&RT#!R2YX@;a8H#t8A(!?CnYV8?80*~#?dm&%4W&8jxjg0kHVWXZwh)r1uz@B19B z$(A|J!?qpim(vBHhc3I`GmX6TS^knZlG8wO^0mruR#e*EwKZ6C+}u)nS27-lWj zJ$GK`b^b228zWouNE_1n{;k|s2ilE+ZLNn|Zd9ogWAiK+R(Ck3PvQsXv6nK0ufSGq zSaBh-_wE74B$s%jwn|@r)ZB;#LmbAoSgD_@E0>0q^%FNe-|)M>F^hthTiu);kFI@d znpY4lkFN>oOr+tt({|EHH?`ozLh=d2?f0>@jqufo)X53rd^zp+{B%l+fsb(i!oKcv z&db-go~DKIX{N5Lcc;y^RpR_ZmA|?%91oEZ)(yD*9+| z8B2Z^P}M9fto=eIe^S9E5Z!s9uhTj-(;~8#euOgk_;9m1W!c&|U@wjainL$Lx;3G< za?;tT3Gx*oTK!6&Bm4d7yE^rZ3XE*wxqXhfTE7cZLRI2l{kf<)Z_H7!@L7z|iogmI zb#AstO%TdDkE_aoTrb#gT-E*(C*C`t5G6O{ zDzs{0Ux>kz@>79b`=;5kzDMG(+0FMy$vl3M2q?db!JSWC>*`gw8z`!MC`f}|U5a2s z6@`Gj)NUSFQ2uoyvSa?{BT%*6$qReEy!NDJMrUJ<3NKFK&ZUc}=Uwq-23#QR>bPsB zl%;+u-H>b_(vqG6QaW5&bm8NhD(3{241!mx(pOf|>J8$gw3N~s`@a<5L1V)_pnEC&ZW;8 zzg^xPUrxVX=8vCQ%6L}-znwftLBktZK9tP9|Bn{TmLyV-=5$YBP@5&$iB&fXkNQW3 zx(Ld!AJSwC7LdrU_AhY0tl6 z0E?P5)5YJ!lKIS0%IlJKIous<2s%F^Xv>|Z(A&m@6DQ(XtG&K^#H_f0qb$+!Xfyd zine1@Y|H*cs<3ZN^Y7XgZ{bVYnX0ZyE;~E!vJUCfoGnQvx}Av`7dxcoC}gm0 z@7kO;g2RafmGltD)N{=isb*-?Cy|fEF2W04?U~EtM}Z{o{%~W%CT=>pAY5&_#vp@=gC=y-5}o13`@tq%f6#U-_KhUk?MaUE7LXYIl!o>9^AKW)jC-sEavTk)R+XX?_vWX+4)Vfu+x_MZ5P#$g$(4=0afYqkoqngE@TmgBX*^qpi`AMvaAcF&gK}ll2k?8m zs$9<*e0W#ken74@gXh*3*YrZ<&Zq_h%ME#WfWT)}+6qAQZ8&ZXSF12-Es(}~u~GVt z6e;le(N%gJ&PxEVWq7vjBUiVx`u2<*sx-JCcPGlpk2F$*vEg-nBwa-ocTatu*D>cf;RP@t^-|snUU51sSj|el9cRRDaTdUAMiMYO_(+JWd_Jv zzbqXy>p@3wf0|TNW;AH9DSgLL|3`!V>CLT3qnyl;=_91E6GDIbiUyp|n=L?&eLuvl zD1_S(%{?A)j!(XYOuHFc)p9?u&xeKZzJ^D|mq4zwQU zT-S~@Gw8DpE2kkfphHDt{eY4J4o81iyxTt}M?OLYVaPy;V>F>N2C>ipkiv5FaV1G^ zc5m38kHwtTEiDmwzQXzy-$ttM;=Iky$dc>x3rZccRo1OafRA^<{_G~l_g8kr2L?9t zqv@7RgT~LYcTEtB#XwEW!{^gn^;e{geUqsPR=MBUfB6Y_P})_rc;8lC)zwLQG(xOM zMd6|uGWgbhy^WX4$r!7_HHw6e?=3_~6o$J##R2j&hpZ&e4=^UW?^^o&_l2AFuK60@ zNff5I-D?7u-_mT1Jv`yaI!{bGI>~p$gCjrNZ4@XwiY|0ERQ}}a_qz})bm^*&A}sLj z3&u_@uyX8~4LHReDa9le^isHH>%(}qYCmARgVaM8tNSB>5O9dv=A4TynKrw)T=8|* z*w&Ep{CnB8?{)blQ|4s*iSOg7wV_bU<#=JzGgeh#u{cv zi6cF9@9JY~1hXY944RKS^68yR!cA(!oMd_n9a8RiKEU4hi0LdV!hZ=*o`R-JJgZFF zKM>x}saRZ+hv#~mkqkuYzUrClHQX5ew`05hzlHp0IkSNujW(nadD#5A5nGJ zg)?a69D$MvT(pem82x&aS7~#pHwwg6Ap%g*eO22hf&l#us>+hUcTjxD=Nb1TXH>hy zU_-RkajJ;>qyV2fDy6n`Q2lnUaegJGt*w4VDe1@H%JCAmpbe~42}L39>`;}3hwM@< zXM)2w?)#Q!sgIS*o;9F5X6RP$?Ai8RSneFf=&XVZ*);_K{pAwyb;!A>+P-upVb$E< z6&QHAuBtBKn(QRrQg8iQAGaK^TkfBYq&NM}Fpqx2cV8-=faG#OpmAs;d9GY=}W7IbsTdhyL`EC+Zhc3IFV$WQUL%%I8NCP3SWyYZT}d7IlT}`A4nYDUExRUYpWdIw2u289&tk(aepip$OR{ z{#q;~<6#88#5|0$-3&c@XIML)6NjsO8^$RB{+EhFj#62SN9f{Xs%->}t16cHC-!#zcHT}O?B?6l-na^yV2F}y4n*zbCGtb>$LtkT->*4!mPSx9 z*PsJqrduaZ=*4c$Nv~|A%09`SU%czk7jpB?dhe4}%B3<&>lQ9Ww&6Au+Pm04LN#lfy=R3rX;Fg}rMqmn|$-JVx&`MT@49o1G}VXgo-ZCpI@kZ36=qF z6U7;E?5#M!2vzWa>bjI{ecFvzzJkZ1qZX$|uV1@7|A?;0c@BLa_n|puA;chJmPB#+Xi zzgsGu>Koaj4!s4(CT-)ma6%3l|EH)grpB0cYsE4EO>porxWPquyKj>1OmTEEN|*sK z4Kyb*8Bzkwfdo&R+CZ2|&iQgtNpsJwZLuXU(k8195(iJTy|-(iaM>D}=O(3K5Sw`L z#UJJ;Bzx(dv2aD5MJ)GtiAH7GFTQUNyT(wnfPzGimXX$vV`5dJ%$Xwd1;h%SzGc=( z$$&Ln_KleS#Y~1`V7Odsi7xr?Y7B4+qL>T_a5yp`S-NGh)LAcyO<9Y1%0V!FM~rVo z?D~aT>no)YNxA`EBKl(bB*rdw5GHdTn zeGPuQN)z&mWg=q{O0qZCi*W-Wa`beL+Js{>p6O?M6YA!bMA`2VjOCHj)>+}iRgd_afxL|$%VzMq56IFp;!Mn9{GVXL~6S7wFz#UPH0VHmx9Wq-(KLS| z7xLDK%hQbm(yWBwxduE*%Ms9$QvSp1#Z zr;`OsftmW%aXU)&A9v*#KS#c7svbie3!`Dv^^{$;M*lirQrml+N9sMq?`% zDZ}-gKqrD%tiuaD#Rol6|3*SPQmw8CKws~3-ECNqrkY*)9&bEnDbmTbn%-S1V>%u8 z$*c&7IymaP3r60oOlc}6sCRT7Z;)99v>hG<&4_#FTG zput7$-?ESDz}soRLk*V3QLVzaf^lyIMn6!Cr_5<&=-1iL?2|oc*{XA|7%W&1kAjV) z=&361Ka^5TOPE=yYz)xvqfRGuq##M=i6EMVY_m`U60J)pJ6rt7uV)f!#6u!w^epf~ z^3brX%>l5*YxIFJBBVly(aHk4`_LrFG z1aS;H3Tp>vjosXPNoN04iAuYl8Ap?ERq9~{*cH#w5K;686980JL>Zhi+5HnE== zoq_kmjTQUu#`OhG!iQpXtw<5qBQ8sda-X71)8;OnK=w^QnsZ=+)KP}#sr1kkMkRj@ zK=`*3ga>dEj=mg{`{Hs($n8DpRLn6X z*wm3_e#50N5J#4CS-2vFiBnj@zx4OV#`s!1Ms0}ie-kFeNuC(ZGLHu%?_s)-4!`w- zS^i7Y^Ex2mzcv4gpDr^2P#%2$^?gxh=!(swU$r&*2w^(EdOx>Ev7AaSEVY%#3{9s$mx0DqKc zHg+X%)h8a-3w#|7SB`RV8#nZV!$v2^Q?qx86NGK-3TrVozyR3b^0Si;AA=@S`A@yk z->FR$9>BJ?2AM3id{uIRAwYHnx}*H=)iSuIM>(E7ul5ZPtl24hwXB-!iFdSElFC+YOUYV?-4#4sKFwA{X4n{&NOV6J$ePT$ zw;|29bTE2*_>VrDYG#*rAOA-)(JmS>$o@Ib2|Mv<>0z{*5xU+ivM?1FsypzG-`aB4(r_0^l&W8G|R6 zir$}s_hBQcXSevBQ_3*pGV(xd%X=xF4c4CQ<6=msS6Tpjc$AS_osM7*Tk0Sk?CP%h z-=OFhUvtQCDTmdAEpTi}k8=ZDpN;G0Yb{0IN52Cz;u_x^2dbw!?j>s2&iAnxHP`F$ z*1#4W;uTCenFeq=8^Q8-{s0+Z))Q(RjY-19?Ii;RJt-E>D?5L7!QQJb`3q_ ziEl478lh+O1vI=#y>)$IX3ODDg?%JYQ|Eh01wse|mzyWNJ1T7%4<7T&c)`)8`0Dcz zXD}MXI=PmM|CDuYXsnPq71T~*da9Nxxd(~!1C~?n-E*Ddi$azng2CapFlhGZ=T2yx zBD|6iA@BA$=%P(Jok($D-SHd8xFTHDqM-^%XJk4lpt^H;!{9TKdw5K6aAT+3d4P62 z>GtCFWdNTman#}7=|5+v)uXpB%8ZES{o6l&*!uY>I8|`m)r%61+wc|n^s}aFhR7?> zv@LBz+I@-BJ-xuR5Oy38Db8_e+)-xYeNsgRI78?!=o zEOnVf_W6lQqYVpU;@k$_d@s~o0o~i#iSEx{_jPblHC+N$$i#S zGo(_J^jDcC8*fOAIw~twSVxROQr;K01(CFL4q338f$cv_hq)rkPJ2bqh4DQJA?yuT z<+m^-bcOQnNmnLJl_r*b*Ry1Hi|}X#R%acmn_`!IHYBH|IKo92dF<(V6%uGWvm%HX zSRMA0PJFLMkc@VqQ5!4Y%92Yw$s`g%HTx*U$MJ=0-a1IC4 zJhr8w?(BYa$C0e*{l_#^q; znUW=n2csKp@{zy^*RjXBlzwqCk3bcbB@n60A}1}pr^MO^nBBi(U=B;0KU2fx%pma2 zMm|a%Uol9C`ZuR_4keF#%E!|yL;tF8lKt|zdvFqfhuGZvn>0ZoiyBz`!Ue`88yn^K zcRiA~cz}6MRx)GlZ<^s-`ad6qW&VHpTYk}a>jedLr?=j+3<601GG^ zM0X?s4+jp&@(KziB)rb=(@y@!`@WQT-)|8zeTQpc{D`^-aeYb8_Z?nz_8%)MKr%8B_-7|?^OG$*!O!xIgO_< zFl!q4$3P!2a})}x2IN>|MWi> zN`N}Yue!$nSDX9c{-H#MDSwdqzokTa|6RKwdL5ATlul)bp8x$`JUCfm2NFTYf9rs1 z0>BH?3xyJj{`GG>rhQ_aW<+zb1mKvq06N~wSFfmqGFh@mtTX?I4kdspAt@<4Ut>)T zbf@oB(r(I4?ci`Vv`>9RpFVvm0dk6zQStuW15g8VDgQDDQ}}fOKmX-o!#U6!**FP_ z8E?;b;&*pH@zs#sAYq0UFH#VGp}C(cdrs^6UG@yE(t*JJ~21yLd#g0W`8R!VeTkOwRZERUCc#&fL5t;a9Ggy*n@GPL8F6{hciIx3rb$1giPAF;J` z-4jBT>*jtB06i;Cns~qm3w6ep!w8;{ra%D#LffSUiC!y&Hu}qTfp)jj1K$UqVgOjf z`%xHhy&BW&7X1JeFr}uw^GS+iR;QHKm6LOty<44?EO?dPz5OY+^GUh*w084<&$NCL zv@cYHZlZ*1`=J1*v3(}9@7|MKc0WOJt1l+!?6$ewd^pARY{nSH^(jzBg<2S1BlW@T zVR|%4F?hVmYShT@hXr>Vy<{2a8pUEdJhaO5+@T8aPufw_(Dc}A61^{AthQ8&Q{GmJ zuXJc;?2S{iy_Y6vyRVXLnyWkhf;BkgES9`-wtoyLpHjVZ3obh&sO#EUBH+DK8Sca0 zv7BB&K7V!AJ8d^#s!0%74S?^dkIVflN}jR%k9|QX4}8Tpp5myx!P3pD5exQ3+)DG$ zwfcnk*80qp2|B|rtl?zfb+TiMg+^E5yIUJ{=nfzmpU!Ti#x}c=RV4Dc+R&?SE7_5I zQ_Kv+7oW(2)k^^5#n0oINZaYM#L|V@yE(t%%8g#glU8laH@^gvD136%B;V`X5Z?Y5 z>fvPNr4GcV^fUCn&zD%{iBD9)b_|CVR^At~*ioU(a=ga%ZiiS!IaL4ebsnc`x03WB z3$<{1y9L*TZux`(q{F6<7C3T-)vvMp2Ft_8sv8gajWl=^4Qw^qr0ul_wC8KazH>X+ zm+p$rl^E^_nRWX{Xv(qUw#PHh01TbEw=UbZknve~Hm&*U#Atun66k4ll_1$Zl`;4h zA~3t9TG|!i*nQ=>-v1c<;D}^VX8b^TcHU!LV=SIYn%(AGy{eBFQpRrD z@qSO(+M5#q2Ip7zAY+NUlrTBGUFBV;yTW@24n(&DrnU`ter+4lA{%E5A70r zi+LehfwT%KG)byKqT8^G>RT9MuYHsr`6fDp?RfH5we+U;(~@fS^y|r}birk+NH@=P z4+7yMI$bgF-68f|qid5!iH;Itu~Hs^xN{JE^yQ-a`$Yr3MeYXyhvgZ7OZ8zx@V^&R`Y!-$W|*@R{to0S$`(QgWF<%0vqkTcURyNndsOrb+@PqPCV z*;twgHK?{cbzb0l*qn>wz0({TGx0N=FkJfFmZ$Q4%O%!Sg6g&%mDRm>Qeh2-Mzmx- zQ7^l{^(Qd5S^FM0R>ytNQyacO6j^yWv~1A`Rye^gXZn-ISO$jnHnuuXW04sjnb_A; zwuKYj`fsWsQGbh9dpKG!Ghh9(%tub};Q3!fzWORu0&0R{d2V>Km^4kp5U#WarPNUN zY6R%owRBRHP0(?*oTm_7(%mnG(%WK_Krl7=j|WK5?sLrwpaV8sDwI70HMUo+(t2IS z`q?Bq0Yu!XPfmLDZVSv>jIh=swO`pP@AOWR%>h^<;9_2fG1Z@x8lWEFfIa61RyP5S zVdH1#^I>ji{pwuvO1b$vy_yOMY2$#I_y1YA{&_+F_0a_#UFU{yeZAhKL2Q6p8qN2# zN@-j<(}pVdL1yli+<2`6mf@^8rJRCzI;T{vG_R}OBViKsL8t7K57z9sW17V?1CKak zKVn=xy561BhR!r;1J<3N#^Nyxm1g;i&a#9YZo_zMANDRdXSy^yDh`O`^r;|G_;S=( zksU_5B=eVJ2mN}X8LUo4r&6qUx2I`^XD3uGK%{@J%JS0JrK!Dj53pO&2eBoZXifD~ zERy>gPy#RxK^B6V(;7AarV(K9`A+ldl+tb{Cd;Y- zHmxhAE1=z)bbf$E4&eyte*KDHn6S$Ln^3nxwYvSgg~_b0dZ$-F{UXvH;ft;UzS4zWSC`-@~&P-d2e|Z zYe!zId|UxJ_;0EsM$_+-Kkr`&H|+KNm@kWQ%1(*t$=Ej?#r*!g4u57PSn#ffFTJT$ zYkhyJl-hmCRW-THOPLztek0$Xe&+=_zOjcGyEispth+>-E*R_0QQ0f?gh~fv?7_9< zmzgF?Ttuc+t!FzPX?1G~V<%{jbbo_nS%$91eDWqP~Wfx`oC_^ z{EDMQc)aL8N`4NWeH%50|0%->!kA*oQaptfXOY9IztXf6Qv812is6vGF=+piY=8_4 z+QIZrsR02k4jM1k#%7^)Y85r@GX9WavSG0k^Ma7I9;eS_g&Xs~H{=pwBHxEz(7tz0 z!VxS&w5{$>8qLL-ydb~VmQ14W1#gw;R_6wOWW)NeVgB}o>J#lv3@0&EQ>piPbe&)M z*8?VM|A#&L_ehbhhlRY{Zw%u9j_Um%uj)4lY=n(1+y94CSn*e2XI)HJNvQdM{QbW` zlmGv>{*N~Kf1wRUs#L$Wr9DJ=SFbLZhak4Jd-{M=#75sGu9b*Y zYqnn-trEO3{q(tTt=-*(01eC)4vRQz4~c!XWK4_w=ghL=`;aq{U$NZXgJ3ouy3<44 z?qoi_tM=$ugKQ<&i36Q7)w~jl});Y(;odxQ(HbaHV?@bRUo)%@c%;VY$ z9^z$8)B#*~SwO?sfY39EE7g>xx&K+&9xDrjww{yZ=4L01QM9x%lrrnp=rp?dDhQ>V zTUUkpO5m;clKINX#W9f|J6s>N0B3~qD%brhbEKZFD`N!S;^cMSET~P0zK6qR-CqiL1hyv$ zKP+Z<`oBSJC9c$mStSnJuo+w_-R_sSVGRIQ-%izyU?Y>=YX_>uo>Px{4hk8ommu50LCx7xd zn36e~_+U31qgzRep>B{g1>vV*X6$%(MX&dl=Q+)%he96{mgqF-f$w~5ML<1bt=^tn zcirb(u>JCh@|WM+cEIl?Z8X|?J>pkw+wwD_mzA#^U4hn|`tVd32*ynacSe{Tj^f}_ z8>zIx5g{678bEgKJH-<|Pnx~v5ff%*yrm1X*E4GQU8{E^(oJ`j~)!G|iaJ3w%^o-K&? z4c)5QtJb6vR`d-ZFV%CO1PgO~t_OCMyVo1E3OM&`#0e*9fR4a&`vv2W-z|0`U%3|* z8{5-)2XJq@>|e*`5B+wYDp}I897>})0i7qTX019=)8D;Ps!BP1>g@5_b z|K@;7$g<%VBULW|%Nm&gm)%=KBFlAup!sT*H}K@tDGfgn(;BM5_Hhd&GKFjZD>iZUBEHZ)I!;W$;JMy>|8?6Zr(Q2HR=Dx1{h0(w)Fe{E_m<16I~YVgLtIZR!F`3e9Nt}}PRH*S z;6X&jVPzPJeZbp~qcBgU)Tgf#`BbU?O}QTC0Y&+*`ngQ_810i}Bl5diCH&lY{W(@J z)iRxSh3)7{Uyet}eGpH%ZqqW)g!ZN%rm(}=O4C+|)3Nd-m?D!Ria4Mu^d4frG|K0j zdhL5(sW^j2tDJE$80=twP$^(_^HsH{Az^NlzV3d%?!d`xd}33T=@jfXD}Pq1C;G&a z-1kf}&8p&gZOQ!p>tcc=S1E*)k;v>%u*jTGuCxQZ)g_V4pE{~1tL*-2ftr2$vd-10 z7ev*j-N1U}wAAF#_SttA)$n08?8IbV@V8_%4eRWiF9MGP1j4-il9BRnvXq`s6`zJ7 z9q?|M7K8H79N>}n_VdZhKAF>drtru+lLfpc{yNy4{b(V$asd?=8?<2I8s+t1ux1>`Nsd&dDWW>E6tbGzvm)3p=OzMzZ}&O!FHYsoP0lj( zlPCNQU{0~Ugq~5?^JF`#-vEbYm&&s-r5|OI{99Tf zO^_wNEP3IIfJStdi|7 ziGs#J{vNNAkaV(>9Ctaa18~3ykQJ1=eFLqu2D}I_J3r7@y9~*Nsm5!|NV(pNIipAy znO+J0&bB4FmZLx6Y%Pyarp|JJ2S>E7*Cn2(3xcNW04AOfVEOjHgtWHB9@niPPMS0a zOMEN_wXX{?j?~jte99T@;4R|4N3F-cI@{{;+gw*w;1ag0a3(>6j(Wb*odTK8#o@~pV-)PY3;(-Ju-*oClk$paYff+EZI5yi zRNQM8bJMT+1pD@hlO|?;t8`kl(Q|AkNh1A-RQ)NONyJd{dEvI-=MYfe-Qc#d52p?1 z*>Gl?2nbnNV`Dv)-8G@yu4#ntQ=Nd-xElQ=A9Ln`;O~4sNv)WBPrJ(RqMYwq@r{WN zLAz_THKg3U{<5Gh)Z6=zyg?tEN8-JvTLV*09l@mPWs3*mKWXnUE?OSi-wrPpeh)6*yi0H@NUTq_TpW*HiEOt_8YW!fZ%p2Lt3-*NS*ZKN@tW% z;q828JAG1>*J^p&XR_L9W~pZes>=yXy3lfEg}EoMHhBpkxnudy8ZHFEFSy2mq(FMn zc=T89wnSoAs^zU~;!D@iU2bnzDCY!%%1|?3Z>3XcfcOj@`ebrW$(5RkiZrHGYXc8u zwtC03Sbvc!LM1Bc%;6ytMsi8(QPBR)!-C*SaS5B>{xEFGxEwZTGgAt#oNxEZ@|azC zR}A9(4J~*79qEs9_B~b<{OEk9r}U8>e zFXJ%Mmf+2v*7gZzk33mE%oOnGGzv)}zKEs=d9Q2G67W~-;9^%uHPqC_`Trx5@ql$19|GQ|0AgMCkL$Brl--uO61)gnE!Yny-eq9O{dsneJwZz&tQ z09R%OC|G2;?^xdayv-z>G)~n~D)XwvY2%U`)biybWN4Q=MQ9qxF@|8s&{l}FeV&3s z=3Df2PrahNNUTG_c=t6#AfjY9qTBvua_*yFy^372v<4ojgi7u$M1us2FNzWOY4zW_qpyK_@jBx_ z6&dv>OAgMqgk|f>(leD$f7MZ%20@=m%wzZO3`_SC%iYu$;1*O zz=}7J7{Az1J|jRvW9IU z_y}yVNK-wTV~0bPQ0DbJ1Eys5EFwp;KXdv{s9QVvkrNv`rkoed)%V_dv3p0B3r z9=x8I+fc}{MDiQWcV=6yhJ3khkLr+~hj~ab;|L*8p9RY2!#eom8T(WDj@Lyo=N1fx zly@|ocb42r_NMu>c6BnMLb6;)qSFAja1jm=m8yyMN4Ad! z&h#>4Z-O>F{i;IWOEgFt!3_?Di;a($d9Ipgdn-SJP6pbzik-;P&*-pr9_Iik&wT+q zom8u#U&!iOE?Yx{<@S}&A}yql(KctQ?J~iLym$IZ-E`{P?~;K?nHQe8z2;1woNGgv za;dq$fb~QkW|4tTXJ<>H71_bX7xTdcO|pYYqqc<>P`O5-nrNbW-se5mfw%^Bu1~Xc zMX`BliLN76A^F_D(!IT<77Crz(ob6oo7nf<2X*}$_xD} z95wD*fuy3NyU^!7qP~AaLpaMwny`BSW9V0bA77zHrS~tlL1wa2J+6ouB|d=XVwV*| zuAN^iORvml*8+PF>}g=63W9c!DA1&^5}dS2Fn{OPMiLzcO7ao@d{bd^?4l9ZMStg( zVQ(>b;{Y?QTXa@eIefh--S(8D>ITV}lQQQnkw^ZA_bq$b)?8pHBTQ?l$#onaObk$L zJbsvh9Doenzm*pAUMwxfyyaSN$_WB4VKb zyi=M_cjEX*4ok4#7WF03`@{*Wk-iN<^6!9}x~D|MAiJ2eK9nF>JXxZum{pMdMFXJG zjIFrX@U8=KiVfo*X&lmS!v)?AO?hU$wP5bAX}BoTm*Y3}_C*s$kRk5a?3|9LFZh{rg=ilCicoz z=B0~!dhyMLg2L^ufU%u_qq{<>*m?_nB`D)h?XU9EpY7`2WZ*~Q!ZRBRq!2ODJ&6#~ zbe<+BGi=a#I))NF&=d>Tr%@h!U?tRuxf!y{O=rs2vM^)-#-pgDLSl)ZnQ} z5sa&t;^gPnv-RzK z@WG`MnyyG&|56pqN8(Fku+g)Z3b_aTszyzn6x0L}B%E4O5oE>tQxC2mi}zRPrY5)$ zIj^u@6##?Nc9Tt8T^Q({^T+OdlY(LR>n08pFNv@N0~#@U$eykHKYkn6iwsnP77b{e z&zQkpyf~hbud@g?=CMA)OMs_Bz|L~yO+NcBS65CH3c7pt%91j2qW8Tx+qO?kPk z{erjIoa3^sAw{TA{mwqIORx1{#ownEhEo6xD=96Ppdlr=b-o92L)t*%t>qa6J{L${ za8x~w{|5!em|r{JXVSst#HAezM8BOIY4n3;Mf^L0V}hG)Brr+i*xgs?xtDdiyr*a6 zY^E_lPUYIwSxI9-PeS3P@eJ`3D{CkWENNk1;qPbN^-68EaBNW)B&l@sIbM2A2&z8S)h9|Hr-B)>j%Ruc6Pts$^veaP7 ztT3qV5roC9hT#oZBO~ST6W~dPj3+IHAuk@P$O$Voww{mh=c;5s0j#oIym<^udYr|w zQy>O;R1}N$8`Bnl(I&Uj&F(~L`86?Q!FZ+cSf2wuCDh9#rF|!&4hnLilB}ZnN%#4#%7rNJ>>w528Aem_z&+Mb|U*VygRsNniLh2h!9=n_-P z<7_hTqT`K55?yUug1T*JJh^Evk^3U?92-&u-*b?!>amF?wq*&M*=g%Mx{=nf+J-W7 z%lPHSA$8b(HEtSI?x2$cG!$W=I-*K%p23jc zU89CQ1XpaL1K=ounjX>$(07l<(-N$8#a)c-&;b+p|nYG-8Zhb+HV5`Yczi@TfuL#cJQt;CO5Div#O_b3k zlFo4Ib$o%v51Xm6?#C!~eC-V7`T`|xj^yFSZrnt>gu#ToB@Kp#yO?&33P zAhGs%T)La|TC2>^Elo{Pa9&Y-_=3ris^b}?`OXbIZBt__H0oa6$f17=WiwAkeWI9b1`? zV}1gS0{vM7>mkQVRY~qTm8csUw7OfISLtPb0|jf_Z>!aP=joT9&y;%e_M7`ybtua$ z?Ev&6GIyI|#T%MW`Sry7{f8;$Xii0R$63Q4#eiHX^DcDpT$dR#7;FCPQodcK5Ipnb zCi#7f$MKAbGv%tL+2=ud1*|6e5yv_!AQmu-goWm*L27=UlyVx>J|5Nzf3_bW5k78LrlS>vhJ(UrQplN5 zN$~n6c#Br$iz#_^!fvyE{DKd|5R{X+XfAWw>lTX$eW2wcf1q5v=+pJ_!q+$0ekDbjFs;iGmtwle5|AMAWt1WFg`IzUI z6nPozCbG{HUfkz&0`VGN(;^0VD`ZiZm*fNv z$A{YxD#pRAxE&`9m;-th%v%~E7goTdj1J^+S$-1R$35huV5?KzQM)#X-ntC75rlj8 zUio5~@p2PACShGmkRF@+Me!I*#qY@nAE^+=q$;RZ9RW?mRCpY3G?K-mXBZU%SR_t7 zqlB(i$AX#+gtVt+Mz>=`?k)~cLJ~Q5={>okd*uZ8W$>`DEfO-$B|feq6LQx_?s2?< zpZeZ3iYaB-lvQZ>3M3_-v-0iLFxw;k8i$bUoH!G5K< zAFWhq*HeSTFfIkx9@ z&kxB9^T#l5f&=k~@eA$%AlR01RQ&8N3d&XIHT=wLD_oy6lC`uaC1LtnM+$6Q?WR^Z z(9*basd9}{nhC#N^|S+Svr?*^!5_ z+Jw-21iEmIWZrSn8|ct;-}-4{5D_xe#iM^)1HS=stVQVPV6peVxI62ps=Br9i%1Aa zh|(oUs5BDN-QCiSbazPzNK1EjcQ?`{-Q5kF*yP^d;yKTG&-*=`f4_e|hhsQ&Ip*H% zz2;o=zUTG3E+t^b*VNG|^E{7n>KYa^`m3uKPRLVg53>U@G_Yw(JUwzqOY)$%jU1#2 zcdMCtocCnO1}2l=G(;&DhX-H2dV^n9p{v2X|I%Tdx2xcuj?>aQP^la~z@xzM znN4vKE|G_|a&lZO0zoNyVMmAXwH;#w+?ixxM+OQT^>a&K2DS^Nq_qtIJ}R z1e552F-hu0?)Bhxqq^W7YY+j*R~?UB5tVYT(*vP&`a)WCj(2wY{*`n98u80J>lXx{ zccKwqn-N! z3!bj7@v7r#+7dBaECE}G3w+^cxVq+5CeYJk?fBi18gS(4%;k&Uc}*9BFXN`VHc98$ zmYllAgX-JC=iZYZlE7)Q4CnR=cv3*JUZMFnso(lVZAXyBGaARtEH+J{Z8tsaD^jW+ zy?;*x^lWYq9MU4VL*sZXFF%9u=iw+f6i-Nr*;;znluie6+&qH8k0(ny16YT%3p513 z^WNBE+WVAt_`T$wzC}ez-aqAqN$MJTJ#I<%kTS2*cQmP0AM-X3oUgDrzWlp8Rk)+? zm?BACb2B{>)*Nq6&4t3-{0@_ z;&Bt%AcRnANDSd8ahc~(LKuRuT|Ku}kha45Eqk_7HN4=fcU zfx|#lp_7X8QKkR*4!u78>N)p?tTB|R3cWe~Z!XqA@Y&r>p-Ne1+`R4{9&ob%oz=V9 z#cmK^e+faF>N z+pcm~tnR9y0uii0!#j%4H{fNb{|C9s=IA0>0quinE80N(A*(j47;ul&AMpKC9kpoc z3(`__ulutd+r#Uhfq&RMZbRHp*9^Q=uZ*DqBvwFRZN7z3U&Qi>-m!>+L02R3Rzn8t z){iwZ!=2Kl$S>zLK#vKljd1xtKRl3D^w;nAJkJ3!P#P|~28-2=l+}(Nqj*HyG5;*|5B?y zt3{1&mNKKuzGMZrOcJ;HVkZudZqRC((m|N3SlvrHhy6+U4F0b_gMt{#F5aFD0{t0) zB%p8uEXtF=*otQG!)?s2!TwWE62S{11=P9DI#5b-{T>t$NMf|VN&w+n%wQ;9uJzhH z)?hSNYTK(uw$01oLiOj*&=@Oh&v!~6RU%kd@OJ8~+8!mg_D9nS{+tuqMv`~3+)%w% z<#Z7g;=+=Vcy2AVI&+HY9jxIK%sTooz=bJG%R?X)cTpylkda>6dSlsxYvjDv!fRmO z0e`cG!K(jJjXT0|67d`kBmo@s2I_~SJ-svfAGOfy_Iu-hDd+|KQGDF==c_GC<8bw_ z9D)=1{Jr&(<>tEHDF>hu$CkBy-CSuhTTD0rQsOs(1LY{Gq}sk_y0)=nPmNmsPb=lV zIU{3ZGr!%gkh1>nhKetL!wlJQSkK-A4KdO6VV}3ghVMv*V$z8qxQqR5RP~>?6+w-d zErunp@tV})!f=a;f$~?ml zm+G_|0S8!P%?bisH;1F1ohA~e*j52RtNY32d~>?05lAhX8MycvMOkwhMJcm~`;EX6 zPCwQ6l>i6mx*w36J@)H7@~8dItnR=#R@W|3jt(OIuZc=;{!5b92ShfR21r0;wdtJV z?G=78T0LWc!dw}mrw(*k+=iQa%Jg%D8kl7)K;vt7=b;Vc{$}#70I*?yhkMqEzPDHt zz^zy$RD@co{-F;L_Qe2uQ_&-KDTB@YnGG%kq%J(I^gC&&8KqYtY)31^_1DV&`q{NJV)@pC!T1S`=4cUCKi5}<};&W=y!_E4kok}kP=tqnN|UgTs4q$i2E(p&Yc z*ihnAz(?xxkZy4Uipy=Yo^7B6-TEb0c}B$4Gb<8eI3+!*rTY!x9fX(rPdCKyDd6D! zn;bn%3rUQ$)d0`iXdwD!Tsn$$jw6$-b!a3q$E ztf!cSJn7@w&7g!!`DE?({tigF5CjF0pN{tdFs@sVjxP+se7aijKBlmdX2LxkFZwZs zO|LeFu zh`eY&{)%nJ%$e2rdry(gNo3vR`u+a3mU_V_91IMDW!n7$m~y*nf0dsxkZ6wajq^^3aO_L z65i*(DEx|6v&Q%)f2J0P*8_Pg%!*#gA`27=f*+NB_Dr$OcoV`xlMR3+?24NukvSj57Z4gn zAMvj0%^)e&s?x%8fA~3+2L4rTIj8uzVM`mm69;V3D7_vW zWb=RmJa02EZTkAH`Va*WBrfx~)xh^$enVG7t8uN;==hN4ezk}4#brO5`qr_c78Cf@ zd%Qn&u-O8p91y9Z>|YGe?W+=if8>b(8A}7eT77XojaV55W=Hom%-m2h2uQ7jt6Kcz zrAA{snmTcn5j`6JMT7--%1eL1ov*Q=As2r$!L$}ZC_ZQUR^)(s>v+j+>+ZyBk}1K< zyrq~Eu*!K)g!$q*hq~v(5*@K6u%S**n1u@L8xATD9L^CB9wtN?jQNZLp*6PSc_$=o z3ln*xyVs;)^w#0dx{hy~&&*$$J$8go+Muz3Gg$v4ndQ?8e7H4 zFM;7m;Oq5p9`L|mPk>H6hqC^2Z*vcRp2By&WA1jV+g6KXnVYt&`V3Rtb0Z%P#l75PTZ zYfTo!9FG@iij>Qyf{cNaxBGWM)SZ&8wpWU>Dg!J)jR@s%o}b_myQyW=s#6 zm>^rQX3k|(@)tYNLdAmW%(-odv>Kn=BTQ4JnlB5pH|3VT=(teAp1QG|M$#*j9IbBE z@^zp28|}d~l=|+9I0Dhd4aUQ%Mesx;1CJS25;vgf6gw`yf1s~5P0C_+_FZSXT=W;e=dU;_p(D8(^G5k@5J02_i%)P^ zwQWPg@P}-dJ;e5^J>%IOVmT)t_)OfqB)(QTw#eIxhy(T{05P)E1{$X?In|wGzPA7r zC%h)d;7QE0LnFB$NRm~^xHw_#VW*B!z2<`Qc=K2N5)G9azku=*$@E1QQ&pAQD;JFu za{uv_LM0~LFQ&!K4362G!%^ywl``F!edNjt`z;_Q8LHn$SQvdJoD!Uz_ZhVklc?ZtW`%#5Y$gwn< z>2E!$W`GpFX`4_u*M2%vcw%wa61AyNmF9m`0QUheLKro2hf)|JzI7MW z47KI!+yzpCagt<}@iheC;{&xb@7D;1L#FAww6aXj@de$svw&sZ?x;yt*28rAv*Y=e zUT6qDRWwhTHU*$Ih?0zFlX_JBbel7M7n&;m{D!RQ=6p28b|O^h@*q

A-sUwN{hn zdGfn1p$6NJeJkMwtxwA#+;Snt=Tr7ZbPPzT{k4bQ9?hA<$cBY>RPF#p z`(2Fg`SOu#k)AoT4m>Qm`(W%!HRmj>rs!}qzW&Y+-0jX-wx;eKKtA+Qi}ckbd;YCePh+N#z*J+^c}lbHBd66p~qW2`7E7)pnE(+oD3Wx zoRg?|L3@9kJP3cnCqRGD;)gB%=_=Vsc7WiGQ2c9h%LyiLE;oDdNnN-698f^)86SFd zzq$Jk)ADdwzF79Ece>5E!I~4WC;R zi!$ClO=r`WT?g7@aZSe`b7azcBsqjF%13brn=9^b=FOP)IuH+yrBf&z2)5?w{EpxU z`&IHiW=By8^Kp48SbY-?ZA^JsW2^JzAo{|1Cx>Spsg_jTHD)Stx?Nh4^KnLwR*en$ zsl&agM!!u8)F=RnUf!b5#9&udLC&Rz8&7Urxk`~5`3RA|O2GZUOU=KFMRY6}^RCb8 z451>jK^ea9YkuYfd(NUPZ8r(&H1-m-woY5!A<1b4q>oo)ELPK^jZSW|uH4fq<<#t< z^LOmd);t}D^s%dYX>_H4946A;<@|c?h{u{YO)Ew0gAE&(bFrFQD6}wN8*01>Pyi2C z>8G6*!ODb_<`%*Z_42N`Hz4}G`7N*UjS6mg04B2lOVyy@=JGwb8UA4!9RxtWi&oQ$u*U+AI4L90KS&= zU5*6oR4?JQ(iCkPg`V#nerG4wG0gy#85u@+90#agO$^bSg-n`#&~6 zlBTf}=3R6@T)wU`Z+<+pvtDPY8JhpVP1gcS*(d5x_VT0jm0c7CqbGuB+P5@c^|M9 z0;qoI(c_1-6v~o@b_~%OaSe0auQbT2+K{|4GOj2CKiKGBO6EJz71)G-il!Ly$McpAUg`?AEY5g!VAeaKAiwYZaGKgS%vIfB9(n zo_Ip~@W@h!RjF{&Cf00W1J;n3vm&$IlD;aWO{cT6Y3m<9WP6Mh2|>#nhVWgK3O);^ z`XP>?S+!72hHh4>L1Eq6d1kP(AX$VJ)oqVUHv$RTbF+oVfUT!9%%K%CX zr(1ty4kSUbNSy=ofc1b2^~jb<_WjZuwYwpvXip#*ufYKs?PRH*qrs-qEF2A9co7Bu z)2YalqUt4i#CxXSFWL(JyVEe47t{iZH%}*@%k?>@E+ae`7*vH86BFyQ)dbi??Au@g8*X)#qVkR zpaJkPNnVuq13hgg3Hkvoo)A1yLoFv0$pHoE1bMMmA5 z49=$`V!Q*&ang8P#HW?IEg5jBAqR2m>4<@dK+_1LV~F>kpWXKtk@&!+ei|Vvw5KBq zBFerCLo|Ztf711dSOhLfTYlhoc{(B~KhV4qq-R2Z(mwIt6b3HYN?;5;`Rd=JV*u4H znNNcE(+~JPD{u+(ix6OB5lgr2K?A)%56>HYG^MD$zirA(k>&RM0>!^E>Zr?Li;*=@ zYxB%{Jar({A^~fe7eo9=?`K(;V|Z#UgE!u|uXyhGvYlK5H^SOxKkvBz1`t>B@{Lyg zir4aW@G4!z%~jKhAru1ZU98El(j}HBOV;o=u9rXJ>*#d)NB0JDN9?`?GmcqHV*2fGyXh z_JZ9(S1Qmlf#-ZM&qPSm*oTPL#Qa31|HTyol)mH@g8d*{AQjr{a|AlD6+Y$B-eV0w zC5(*Ic98-K$$i|nRKtK%L}*@$4)^hVjR;Wo4p}*zZ)+PKOdmmZ{1*L4CsJGP3@-O; z*yDMRTV_=s!~%zUj)Br3Fsken@;5OT`nLA~c+MJJm|5Mn&AHt2oKk#y?&zPf*}uoc z9SMs73BoqgySCtT7+~5?YM@oGmESsX*p^$|1gRrh14MlAW|IU`x8F+z2M^U!{#P9< zWB@C@>~U9v1{6%G<_oQ4->v$=RVnIJE+iQhRRK2u$>)RTF8Ynl@$O&-N-bKZBc->! zrqhMey*%@=jEKjRG;CtUbLHbnXcGEP%4J6?{Iu2DB7#C(z((6tNll2_$_A0))!dF& z$a&+}V1yTEt@0r)!%gy=xyc=vh`AQX({*i7VcXBAi?Oke=-^D`n{m&hn*Dcn- z2mZxQnH%cvnJHmtflc<6_UIx0e|_ra22k*d*RVxU(>6f(wQ6%}mjWpkqxF|=`!Dw% z46b2eI2;e(pnQDq|57EF_t@7k3diQoq@41*1i7fF|TQptd*7$PxPet_`ZIA>?Ta@5CM@;vr!kY1> zlZi*48!o%Y12kJv8WG>e_HD*!*dL}309AJp-j~YmAU^MONO982s&!nTEVBwvh}x6@ zY+)w>cy2-Sb_405;Y7jrA&VO@=!yN6rG-s>;JmjrQ@zx9nKUS3$35jJ#b(v=&>EYu z1grUCP>3CJ@{aHrIJ7)pFatn79hY*OjrR-JFBM+scCHdZI_ZYqB#`%Av)GIaHJlNF zfWue1=4tprj#R>{NUctPde-}9u{IHe<^Hm*Ps%TatJX#*O|ZLKH)C2=4PBd6ya-wD ze|Q{3@-DKPxVFVQY!`p=qzk!oIPi=uT_QejgKmUdsHFlYI6=C;;g%3;fPM83$Jug% z0v#s3ag-s+Sy4J`)alvtXUfzhC+)nY00)8*z5`gH+iSE#r^c)XfWA$&$7uqCU6{1n z&>vrmq*}E7oelvl^pLABxSRN=-}%_dEa`#v^vqeOXf|^h_<%>SmSgA*sd+Z?rt8iU zn&vsp{gt?cI|4$VHwd;CaIWb!vk7ie;T9K7wf|%mVF=KO_FUhu@uSe&)_NqQH}V?T zyB&b?77+wK&|jIp(FZzXXPdT2u$MUdk47ugl2SPJ+x;o(pv_?mkDL<#`=tO}Nn&}R z&8kjsKPvLtZuepI5*cBwQH~SbI9?_OGtFpSQj8OQB9R4mEDe3Nd+=oMKYr`aEN$rm zpSsYHz__nSmk}nI!UbTEYTTO+lntw83vPAv7)}b5>kzx&gQ6BKM>2i zy(=oi8Yth&Qe3XGA|)&{o~@W)`oAwQlp)n>bzM{f^nhMzZXfGJ7He@{K5cYIl_+^2N=eHt z$@rEe*Fq4&(p++EZFQJ_%y7gI-*~B+Jb-db4j2IyvMuEJ2m1mP zRxRue&JE_)i>fG5?P{AqvRfjp2NX9gn}IrM-3$v6d?Z{Q`Wsl>tHKz2$EXOjc)R(>Mz%~nRH4DX5N)+5m9=GkH`*%YRwcK@&wRR-d*84MZlZ`&ZNpY*r6`0r zQtp+T&r*SSzsmiUEw|Fw>!m{Yez4At$R*S9U~Jj3Lg@DsI>S75aIeQnD1KR6f!~?K z-t(m-ZZgtJ`{0hlglCQT zJ|K-=IQ4u-{~jz|SpYu{-d5kJ#$RLwIKfy8fD&XM0w%$&1$Ixxuh1su-9A{4=!ET7BI`!U@kq)99yW zGW4A+-iAc@2P>%+JU?(d%Nc78AoAq*VmiifvVM2~m)y3fN$)BQ_C0W(E)5dr=-dMJ z*$f@t_(M?{_Wq903hkH+tb6+*(Cgg=M>qlPZ%@{GK2O(l0hNalW;Aoi)Tolu=9x3; z3cxxK25^4o%#Tg{21VBzR3>yc{g6h-!ZIDO1Bcu?VFE0bbn{^oXz`?I9qq3`ubfGU z`V{CNv8@8sLYYvU{pLVU3uZ)w;|OrXabK_H4c0Mwn1UJ}&r~X}1;P!23y}%x#v3s2 z4b?lBaVev6VTfFc;P6sk0(u*4|4W{Z?oHghdQvZ*Ipg$`2Q&(k5yytbPTp1lTmTxH zU;`yN#~)muDcEyEFK1RfOzD1&jGBHaydgLVVz&V*0Pe}Ge1IXkC}hRx-SKb9-eSGX z-ABJ(Gynrf(v)?auo*{-rz0g=jF&lhhm)6JpxaD%@PXB3jWt9ee)^*O0YDwcTT8|jf2KE5jKtEj} zsz5?F*FF#+>upN%o0w-Z?Hlw@E-6ntukvr?%eVU^lUCQI@U$ML3!ztNM?aEa6wFd~ zV&SI&& zYo%L^xS7$9puWu!7(FFvnefQ>7I^dg^?W=C4oIDFc6rYAH93}B9a^aoB8TudaJrdC zyov9u(z*CJe60RPEJ?zc>aHee+L~f;{j%UWYF5lfphyonj#)_5IfSt z!#YBh^sQ;})=K&k=9WMqcVt{kfMpXS8ld`~UoM15TAJuz_DWf1rzFPz@i!yZjVgj^H6J+UZQRu0VYdktiZZL_v<)U8UJmz8)A4To^IL498uf?M zw*z$JnuiIc0H2mk1O73I5|D_!KikKT;%G$I)B=b`_6yC8H{19?Z+BsIDD6SaZQ>WpWpINWg9B2&y z`j9>f<|eh`*^+reVOJv0{NT;OBoX->aq_pHVkfc!tXj@nuX-8{Dh-2kBY}<-K-$n2 z$YmA2q1BKrR4h#gmlg6`zMA$rAy2AM+*wYXFXIr8jR4B-K7dZ$3Q-#gcB57pOyz2- zHQkB<8suVev?FpkxRoUbEG*E|IYWm{%~Eg!Ey6+B2x&n zhLg5v5%BLxyKJn%-z?>j*qbZf-8IVw8u9B5K>n9n;%7?|WGqk0k5&CUrckj5S8z`S zb_kCRfre{-{y11ArZs-Jdv~ix${UT!N1=}MSu6c&9B^{Z#%c3C1TXqe)gQZUPg-n6 zjcESNqm8`Ytfj|8j=g(7&hHr0qm$fG_*T^Gb^2{UguKs)uj&nYNo-&22fIALGF(ov zyYx#J#GP5+=b|H|Govd2&h3W2(_#oL5huo>gcSiMVFlTwyB|cy_V7f13Hi+p?fm3= z@y4VSK8aw1h>Do}y-Z_&2xkhAanhfTv$`DbcTFfNy+K)OX(I#?#^Zyxt{vQZ3%^fE z9Z)-9^=e|V$X~uEzok^Q#AmA|1u`?@9^@pHq6(M_a``;$?P%{an(V{Yxnia+x>>!V z;n|m(gh8B;ax9}Swy_;x64v2hJzp-+Vq8f*yv#4%0nP?iRb?9b%@&(}n6z%p7k?$w zOj80pEb54&!E(Q%2Ki3s0ARr4#+s=La};)aC%;JH#o(=4BiH?CK81f7x9D zjZg8h%pXdr{RYKfw2mB7)$vpxw=MX(8O>QsTBY+lmYN*>XobVVoaJh8N3T%Uy|2cW zSx*b;O3r+Vr*|41O#9VhRxTh0HG0p^`V*Lr3sLGTk~m#TLSJfgya#+g$n=pp>RX&g7{wn6xrI8uFl^TK zW#3-{v5hRw%c$B8oV=uAI_*_!bN+$QWNCpg&rm(rC(t*sD?u6txSzxxFR|~jZ~Nne z#8NrWRQB4niz>F?=D8nWDHkbA8IB~6+OHt2Eze|oPpLya=(kv9+1+d`r{ph{EFS83 zFTJ(d;*xZ3EgsjJaWPAU6|UJmn5ACNas@X{$|64bwh87!Zh^Fy7KQ-wx_R6res^HO z>XgqayR##IM0p6c*$W|bd)Pt~T#Bz2@(6TSl%L}0c_EIOSLxJb%A+^ZyF2y9I(#a} zQJ*eO`qFz3LG7I4-X=Ipp|u9AUu-*BqOJ~Rt#HRTEKgLc@t-pD9>|&s|8&FcX>mi` z1D^u(d0=`%VJa~Ejp86|%FvD7P7JBF%~yfEPF((xV}VCv3E4|d1YZ?J znLBbg3&SD{fu_~1Vjs~{0Cf;ua7@WDi-YbVE%k>kaBQeZninfCqWA&;pjb}O)>3k} zOE`SDDeZM~9IX1$XW3Ae>C?CW_5%1AEkGUY(|MfD=5}))-o$C_s-_io{ zBXTB~i=OsnoH{WJu2!+G+e5!JcalI`$FX6A3%4bz=lW%oL@^lx2)o|VSTr1L+qi7h zW$f~*k)VwnR8_dkkT49$zz3*q#LSouNeO+#`F{RdBWyZPVVa%k*S5qMmhf9V_twy) zSnH6=(_xjgZ*cg7Yu2C)^~J7!5n-JuO5d2ddgN`>d+ESrOPg13QdMxKo7c9`K&R@! z@zlT&U~y?rc49=FQiN*SuM49@$vIaPQ0wp7X<2-kdx^hK8J*#!lwcFJ^a;f*IT;kf zT+9omNC|1#-3@kVO46`A3BB{vD65!U0#tTV)kKH3g9y8;QmNOapUvh)CwH4UdE5>D zbj)qwh6rr*ND&ngD^2QbAt^cOoY3xLO;Vb&2-4NiIP@N|r$~t)AJf(*F*JINjba(1 zj%qnDwyH~&JEZorYF)Bk>FR%Y&#qMx!+(}Hf92;K{mHEk4@bi4mGX-EdA*9q%UET7 z4|r@UpZpUnYBlOtc#}114lQkK{`c}l%FNI-rJs%md5h`M^cUo^t(AtOADPV*qsR*h zc@f&gw}RNI>zvtY{xw5Of0euQE(CVy=(qPR*CEwDe0G^B8oGBgDX4!rsv*VQVV8co zIFHJll-F{1cT#^u77Oi?X|mZj#^InStKU+uD?bL{%qu-#JkBKW){H4{W$qc{GIKmA z7?PvjHXK~_a%kR5p!KW}ja~<{??oZm;&{(~S=3@~E7OCCUCoulNWs>~l|4#N%1aKl z%X5#o+p>;HZE25N*@5LgIeo*)-HOIyXqkZe3?$iv$0DZ^= zkIx``>YHfap&Tn5y1zI2?`f8a#K5cT2k#a%Y5Tl|*sheFbH{OzdZQw%_i|aCzz(u! ztc?_n9=~rYh?r%m3T?BQFj`to`lWBtv4K$4urQe~TOdyk_loW#^=G}=L0^or4^h2) zb6g=v4*++k%zt7v!9VDH7=K<|CSv{bYOkEV;I>^G!LT#HYA|Gvcwi%(>&@s%@&0$r zyb0$cEDYn2_AMo{EFIbHV-7B3#-rn5CZpAgvX@L4fHRG4iXkn)vK_t1D_eHb7T8$y zx&$G>zE4ubBP*#Zco62%p2rW3YO1Jv^Y-g9r;EW(m?mJvYPSZ&%C@Uo55jJ*lKzJ4 z8Nj?_V_sXeqG2|~78 zpb)_i>f5vrd9j2+YFe~)arJ#DE`)A+vJATLh!8#cew>g9y;$O#w{Ka-Nt4}!TTJse zIjY;V=|2WP#8}#(Q4oK{#Y;#j)nd$YCu*!l8{B76ZS(zw2_YS=?|!>dRWwBs&&SyF zQKeiLr%r1|g!t&AM9lN_Segbk_1rgUxrNlalhaz;OZ!sJxv{WjJQaGdMXL0en-ond zILaNs47_YgNxDp$X?dJ{C7wU4p1gdS0~rd5X>JapqahLyBxNIKogCWRm&2 ze;WoXyVW}toi~rS7ePw1jjRC^vI31V(uG8ug#6ch>#9~UV7VL@9xK1tmKFIg2lqbP2Ym}J0_)#ps1(MG)67cBb4e!0(-%mN_H{z;k{_wkjuH zw>RT!&B5ni3UP15ns^?GHr#IWZ~sHIL87U&Bvph(5AvouSaXi43XDa6VFB{~X#Y_4 zJzt$aYfPSc96c6sv{8 z&!fgJE`-hplVegy#sCs+ImhD(iEMhZ?=XaRvtd(G4$Pkd4K?!#Dqdh^rQ)R1lQr}m z1fUXO`Mu<^3G|st#|$uhFr`bXJzu;2Ptdwd_MP%72wq_^eJ zQu;y*c2*rd1s5>eXA?e~+;+ppOzK)?X%l83 zcs$nUu%190&v=Mc<7lyX#oB70oUE;(v487odEY9XK2#Ig@mzfBOs+A^X5ifI>Ud@g zCx8pE%rq5Ur+ZC$T2YKyC z`%Q#}%K^_r?!yeza88+hi!Cp?59b%;>p(gKzZ%$U_^w#cEXd|DYue<&ztU0kSBL+# z7%V2;A1fP`C*!CGe^e~oN~~Lz`RfrJodE7_$$+|XUeKMWd^$+~j^f%_hKIsgcyI=g zqq}dvT0WroSutDQOw&-;3#C2xy$z)uE+^!4mL*=V+q@f8FV&#~%5$LIw}H|Y%HRSs zs&&a1y00|Vep|+FQC>_O1(T00$6emYmqNZVXT`MEkP|vZOxYmi5g@RXPP~f#8(<}A zM)uh*rUFoLNdTYlth;6zG*@Zq{4O;)E4K!wN?a_<%eaaFv$j^5-K*LQO(nsUvvuej z^SN^lSysaNy0M3Zzv)SGrTySSY-Q>7@{cu8HZASR67KTb1AD9WU0~7ZnGdhH^Y-R5 z*DT1YjZT;HeyK=w9oOIc==zW0a(UVwNHTuIDEuDk*aG2|5-eq=WBUA*=-vrhCnxCHPqY zSwRrjh#9Mq4fPjJ5^a+3HB(k;8?@-~WSsd2=21(=tg!YqM@OJ{4%=@s$|P+gl-l8@ ze`pJb)KxDL@(J*Dc~*&6<~l(T3)3TgGb84hM_;^_;8yQ2$W*SsW3&io=Maf}yts_d z)Ae%V+Pg@ByPZQpMD@tuHVvo^DP;INFHIGW03N!<(apJb#>E+%>eb@DRsAc2=5>tx zR(lZs%}c`<0mrki_KC6;s3?*>#rc5?oX$0T(=2EWt9-LGq`QmsUag3m5xupH%_ zZvrIQaO=R*jz=fuGP8$oYrU#?lD3ec#wQoqZpquL#= zt+$e!iggTEEI|Xk{a6nN@hCST2HKIT`#j^u$08ag7VQeqX$;4g6W@7>h~*32!*wny zv?$~3%YKygx%vbX{iUXBe!LYoDLQf&Q@r}d&GyR?Nz73XPR7Fx%G7%wgRWdm8RCO+ zxr+UE%3v1a(w%hMdS{!lKPRh>KY1j4?AhFbW`4_{Bf*LtC(ium^$#M&SLl-n2_8hw ze~S26c((0|8<{uOm#2()$;<;|v?Hi>FQ-szk9)u*ct*GB&PH0+p%7jdHC^OLS{_c< zRd$cdDV47#=@n8Of&v$-a6g>=BK3;U- zg<<}$KfEzt!!QKO^qI!-BR{^)|26Jke+%TJX8h;B{q+W{`AJCt>iFxC{I~yWz<&?V z5GVxykJtLwC27$Yj5U1s4`@7NW&$hXa@}iIJ;MoihC$!5Mf9R;%)nZcUhNaru9x8b z6J}^M(Hw*lG~4FIv*x81(BcLj>*Bf_U+W5(U@zjmr3`XkwK^P$|8nQot#<>8xtLxc zYq(dhwajukZw=D(=Ha2={rT zC{rvd58+C4k32xP*CEY=C1Ae#Krk%?H|_SjU-q|yrHFocf}=Dq$8oZjTL!|WV?l5p z&T{?B?B4i;-Lb5TtJ7chU@q`@P)tz^r#~*X3ufM0Kwg@Q_jIXxn*W#VWcyskz<21Q zTu|}qNiRsl4(x#B(4HzX`elB{L3 zy9X9F36qce&lwanXytwR77c4pN!uHx_spiNN2(gg`;e}1zd>@niDA7aas@5l5vTjW zAxzMi+|Njrz@NSBmGjG7*yquKQ6{9VBL?QpCGImK4|c=HYUR}%nd6qn&S z=d@UX#Ibrr5X^f-h`rZJ?hH9-m)Jod$~BV0SGWNg?*72m9*pScRyavCls<5ijFnWZ z^wF8t6yEb}vdDJ0nFwmN(7y&%Y;mR9_=g)6gNvq|jem0x%YrRacE|bS1hW>J{cy2` zF!MHsFL2Yw0BvPd*q5F(CEz=7I$6fl#Q52k|3QYqa#3*p7vI}P(~Hms?GsszKLSZKzC?Qo^hJq8LNatN z6=!T?TV2Hq&gG(Iw~RLuC3i_hO1WcM%euDstd>SytF+9j)M^*(w|jZo`5JTb_BV!c zxyp{x>o(D<8!RYLw zvPM!0o&wyp`*UP#VwdBFo%g}TO9%;qGX>_p899eWzL^G*gb8lrLm~*{r8#cgDnf>(v~2r{z27P*MGV^*!r8uc(OlEnVx$ME!IC*HjY5M#=pH?Ab`91Z0gS1 z2D=1ndI_(49SFw3U-iD8C$v3{z;^i_+?*$!)PH7w^9vrzhj!e!;$9Wai+Man#WBF3 z((ud&;kQkL+V!;y9;z9|ZID}zynv!f4^u;AzBpJ*zV_!T^;})dIV&47V~3+V6$I{0dT)E{ya0DQ zLG58}QE;u9*j!cGP!Ij_T4{iiCrxl!8$+^-kW0EMIw}F1sK*^w$4zGGFldd#XtUAr zpnK(ARB+sVQ={JrA|J@-v$khV#70K4^)Fa19jxEj`(lIe`%V+NJju?yK%qYvTcQ)k zI3oIRe}7(P1gt}_RhDr07I+okV&^Aiz^Pjw z{ydA1rf{=eKdc7mJKQ(2mOZ3^x177keV?6q3E#CxjK%L>brOd?e4{=MWXv&aBwU?r@oV!-|c5%&2nEMFT@38;y>+Z?w2fA$dosU04vw6nc0WpW%{Xe@9DJ_71x;-E-Y0sfH{Y@& zYHy+yueg8(dWbBvz}SB-cbmTBLpG8cxCVrJHe@N)SSCjgEyAX zzJIW*Jw`4JH<>U30(tFRYA}y~II5in*?>aKetK8&Jeh}z<*ImFw}@V z{t$TBIX?Zscc$?;zg>%;vC}4da9-ac?jrUvT|DE2)jYy<;nRj)p!X=1IH@;BQE92) zTp}=z_n@5rs62`xD-)qR6CXuJaA#9vQ;(;=_=5pqz8;lU>vWiv7HQn~4^KFnbE25O z`E%SUbtVR)$%pU3Jnt*F5M2f9;G*4t({0JSdWf9wh5?)shE1Nr;MT9snV3MTj!>$Z zT+s~!)>Iy2CY7C!Ti~>fjY;=bAg4Shw&k#<30P90aLDu=(YFUbC zG)}ToTf0q0k`~4xQXudu?858*Ll|^u6`Qoi%Bu5B&QYfZcu@2Kh7)X7hO2^rpE(X+ zvx=4nQzHCXJKeg8YGaN+GME~u=5^xUuiP2&0G9EJn`G=rbL|QAm}@SCTf$V z9BZMC@Ua<`L_f$_<=Is}CR0AHK`GjwX+zo2WET&>qdZXliooL!rY{*)QzA_WRb4h> zYXS^TzLb>bTyZ7T_8JJQ}{ z_OtVYPJzLISo|9PzWV|g%)#$v9tno`=2we|121oUB|RT5UqeDzp1b_u%#vKy{Lo63 zy1|{2-Fg(1K3royl{ztNcu_;xhjFTWtRpuE7Z&ku6E^kx4Qp^5qo%eS!(c{5d())l zN}*kt{oy26BH<>Hp|2%u8?celr_K z`68$Ab1MG2zbOM6UwwPXygFw;yXem>D`~i3uy!w3AMGozTQ)3iXWXULxR4Tb*(zV2 zVuv@B#k8RYm)4rceqABs-t~sRIMe2E6r98&qzw-{?@1yfg++L^EfNQrbgsAe$z3z! zD7|;U)6l%RnWtRuEh_Uph2zqhD7niD89c=}5vivA(fr)%!l^z0CFvm~oOb^;PExhI zt^d8lABQmG$7Q8zYl-r&B?YYy@tT{4zd^XyM$i`2X z)R9|ah~nXo=0?~XE1*K0eO_sU6iJiPGik`JAw?Kq18p zJbgxlWRa1n!+{eNr%;j0dRTqI3`{Gp<}L<3*kTG%0dPF>5nZ|GCqY%IN%Y}mAVGyAWR|ISGW15`cMl5 zknqxt-syQt-gOfQJVTge<#0L<`8JQUk!>g%rfCX_dPh6)3V$-E+2vgJXOd<1K+LB< zo}A`e%Y;ex!>&LYovllt|b!P)NJ!>V(+ z3j8va0MmP6@oQ1s=E=%#&19KDtl{gW+e`enDMI!lQSkO-Kd@y}IgQ_gx&zeTDGODE z?^F&Vktg=`B`{HzF>Wh2uM&OYb1B5FW5^7t#@C= zwTYwsI>M>a)_@dOv6u47WV?7YYwwiE`M#{L<`ApG=*Tt3>Pp{bCo@Wh`wO1R3Sfp2 zvP6ZB1`{9s@oVx@QHT0NW8GMS@pew7p~OVt)XJWLduX>zX5Vy|FIsipgbYt;rO|^* z2*6(o9L?9Rg0VHMxwl5Ww5W=y$M1Iw)epU2K;|aj#@}8E5`A&?8<96;5dgfucP}QS zC8|Ly*)|^AHHroQhqSj0tLojlhowPM5$TeW?vO^5Zlt881nI6#hcwb5E#1=HAV|Ze zdy|`PHu+zibDsA)&-3Hk`;lvJ*4p=4^Nu;k7;~g0Cl7 z`L%5u8N*#)W;A7a+fCmLHEQ}cdy*Z8)=^`g@VP@N7EdRtc+!Fw9$KK+GN;3m793W- z8&^E&dxzo*er|=xSRwX!BFTwn1#g>Y&n@dfrczt>Ww#=}nFsb^KgZ@yGAQ?nFTNM* zUfoP(_-$I7QfboFS+hd%Ir{Z;VnxzEny}W|&GEh? zvi@|^t99cNE?php!&%r#B?_uK&5FBTo}={181DqsW1Fpn36tOoqr7=zC|1(jUQhR0 zRnl<>@os3^`OC)Pz{s?)lU{4FtUk(W@ebElrC=Xfn0>BR;+l{;?h)1<>Gg$>MN{1D z$kjHFMM3ZD*QJ{Fd9Zf1DAGM=i!HOi9?^11jjRR2nSUw6-hI+W0wHo*m9#cm#D^}h zij7dRy)N31V^aP(=?CA&=`A<6d80WqZ%;6ZGRxP)s4c8xMT&B-D75iv%C3>Akwq6G z+I<|apI=wr6Sgb`tgb6~t*4V$lW~%y(_myap7#2SJ%`~<_nvx(45vS4CG1F!sJ+#t z+T2^m1~0gU9g&C=_ks>C4bk}X4zNSF#_ycxD_|UUSlRnfDy~wj{rT~C&qelFQLvnE z&j~dhTd-*%Yb}~J zRd^0*$0OSwPrtqZ1)!{B67gUQ+8t-w&kn{jW=+5|?ot#YcTlj-Df>c>$YpErbfp(rkRc>)YE&j54oix*_=o`rr!g>KYRqa zNOkM3-%Xt}a385x7z!>%0!QSj zs>)9q_@R`sDy{Ev%XzPrU6nIV!1 zA2I(NezcoKr3V_>S2<0Gt(?j)Iwud6bC*?K`WeqpQi&Z8-WnNN_ku4AM#O`$`r^bN z5BnCMuPp}twJ}#J95zjr>ubw@A5z!m+8np4vEB$lB?sYSRv!~i2yaL$)JLo$Dv|2& zcjbyWd4jl|{Jgfl35da{N*P7;ZzkPx16z@;&J_6YX zGbXfhqJ7DXz?oDSy1EvYqLo|3FBaw!0&!3DLW`Y_DkJ?YQNEVFh~SmmBVW?CZk=i!6kaN2RHiNMh=lUeu_&NllpOhh%ZU00@$aaAVCy^>>+;sOtXTw_O4<$*K_ zeZx@TT1o8M^Sby4s(=gal84zu!_^wP+s9W`ZUaN1aZNZPMjJJLDS^GAAi8m0`Sk>6l2EV? zQlJb}lypz%z0Tl~80~1`4x9Jt^ry><&qYfEv}@wteZMgLm|5Ex4g<44hE>QRxOhg< zz2$vvF#)w^Q2E7nXX@C?LqCRZvzZEWS*GHa@1mX&8%vFMKX2oOCb;Ic7KF@=f21QTq8TSS5W+$ zA2?^NuT!l@9X?kdhQ+0K7`lAzYbydBePu*Va_z8qqyE=JWX|7|{%5tqTrO>RMT}~e zr&go7yh2ikMjJm?GeM?6rXCS}cbfSWy%|@2;j+Bu)I+;Ay&Z>1ddGt;nMj-Z zRd4nUr3u^B!nOwE7bhDQ-&jBx{ANXJTqT0_@KD>6b@N|3uj27XnMryi$+_hG@qffO z31YuV;cXIkW8#L~8N<|4-}{8OQ>0z?XxxUAC*Fs9VbmYjkZRo15^8w0UW7RIk4=kR zr8Fl2j7X4d-J&z2(7Ca93bzrw$H$~)JMsi;CQ$wkLwR@mXU6(@P5IMbvGk#7M{_=+Hovmf}Jby`jxGm5Zp4<+B54WP^B@hon>oW6L_^kcTef!(UDFe9IOo@0$Spwt*U9af-zQ(V~kDqq7$0#ztR;ch-QK z#aIu%u2g=J*4m|HD`9S-jiuKaXDeVq9I%0Hm2JCP{B~Cw?Np10Eai2Xl)iq05oAQ= z%>5Um_j3#V@6R+cpy1*oCO)0PF~U^O=9`1yf%t2hJf!ffX!dWBKCvzAaEN5Vt=CL# zRo(_kP3v%Uf~_Y5sh)2oeBrm)$+fDCH^f|*g`<>$6&7c35fDo1f?6zNF)dlm$6Cvo zJu$IWLKi>%h{K_2=KvBCm!|ya9NmrykqXf8vEnP_2;Cg0Nbz!OJ5m#ea{O z+BSBl0=e)U#^O6?=9dh1;&prdRQMEQOEMZrAA3)w*#0k^Z+?k$xXBCqchM<1+K_Q3ndU2&+Q z9j5wS8Gjem82uGLIk3YgHHu&)ND=d-7vAjG!U5$@v1$+~Kw5ITa4|~H*7tgsu@9>$ zB7X$Q3YYgxC@*5Q7+-ryo@~s;*=vQev;G-RFXWDV!>(5E&jf6zIGM+in0Es4*w3{w zy>na4m8C>kFAgBttT3^miFkDyGZYT^;9z?nu>{;X867_tRPfu&8BFRvxSM&#ZQ95` z^l*a2Njehs`JJ@7)XwGxTk;wXCbv&$0l4eK*s(%G3$^=}N4qaVnUB9m1?3_ZpA^~y zNNniCahAxn0G4$7L#B^E*`$x4@~icTq0K(oqho)5(PRjwlz-Rj!IiG(!D1`kf^ZzZ z{*$(WOfzoD)zRgknIPDr3--GsF!M>buc~vq2MJf6KQrswe3)(@y2r{9HvRUSIAVt(ZY>EXFARqJ&mO>jzWM84u{Cr^EChaIEt2#s3H>rC|YJ$^}; zEgM0Z=`-~UfxE?Ak@LFDV%gUqSgNBA3+>YxZA);j5$4FZHp>s(~w!dAu1{29QhBBsl*G*78r zLi1<5rs#G+0?Mm+_=lo>AJMG@^n`r2nUEq4nCVJV-F-mAwc*W z7r>_J=QZP+g5QlD79lU7PM&qjR$g`y;!=D6kw`-)HUVTaN6_ky7UMG7b+t4-G7p;_ zIj%j{Y)(2e+7aU{I}|3n*Kv-t!iJrMT!Liw#~pPkBm0yjbq0|QO&77sT%1Yn!qo&c zMuV|umIv=zE_em!iMy<(@imC9!1Jx=wjDjDrx2Q}D>2d;6RfT(#t3Xi5P>E^BR`gD zitWsEzjU~X<-KB7eS!2l5^D566Y=GDOTBO=@(OO;HVyVPBuT$A&cWT{ZDCI5HLPh0 zP1rkTr$lGWmN#eMuqd9Z9t%gA_eyDgWxD#pWb$O5x7V)cEhzH(cPX%04pT354{~%A zc{)o$(&b)7AO#CHVR|>o)ibk7YiW0xp zS;s*${MW7jT2wsG<4NvJj7&E78~fm-uN<8DPDL>lU~GvO`>_X9k-^qX@47l-O>O&A z(=sAb?-qaMA9hU!NA5OWUt4G_tT&^Fwa5z;VE?u|=}*Wr-%VqyzwUL&)^A^dP=+VN-XutyKCTK;Oq9w;{9{E1 zI$c$s=~4d|i_I6<%$9w=vdIB)R6bSMw%PZBPMKk!7gbS47du#r=<}IgeW9e7>3jdS z^)P9@8^-ZBv3y0Etp4%>IxE!wM%we!gLdUaQPh=97Ikh&pePVaOqwx(DdMgGRt^XD zgk8@MmnWco0LB;nOc|}xbXG5D!e83{vhnFJ`A7ilfrtPdr2m2T{~PaDc#GIgA)HmD z{haY1#021SnJ;ksHK`~y{`+74hZW$9`}~o5PykKneEt;m;45(DDXBkd|0FHIiLC?x zl!i6jqQ=~cCx0{%aAoe7_IUr7?(jGSzAPN6TCtxrvadrwyrFxgsiOJhuY(}K&E!SU3Z1}^Q{OPD_aG@Mh3sr&WhFTg>J z34FGvJd;b0*3a{Ognw6#-*$xpz_>MJP7;^2lewXE;%KGBiY@dy&U$nBKQa8jro{az>UXi*jPft^ znNJ4E|Gyzqr0$wDAJ*DDgx$l;=t%i&ect?#YVN0LeezxuINwEqy6#)aND{}#aMUtO zBP8J6>th=5k*`JaI9d^#t1yiH!XU6Ql$vP2F(7TA;`j80qEk@Y9T)3tMD}MY#hH7_ zem&AY03EYx+{aLiwPi2u*rF-7P?eyLc;##^^ZqyHmp#Iu)M{YGeCkD0w7l^7_k5T|X2%-sOgBV(@}2pK zx>G&-|E_5HH36Yo1-|9!IU>aZUm>Y#E5T)!YU$6{AScWJ^u1SHMS=APlJz&9+Agl+<87K+;K1vpWn|X-{nJ$8AudnhK7fd~M0URJ;Ug}cVh)XL!dQm4wPBfo z4+wxa`CX5I>KC^gpr@)f?2@>4?qM)ne4LEe7ao29bxTn)iniqIS{kWvs!(FlvQA*0 zKzJ@dGNW4sI;)ECDYg{B5;>}!Z|`_ZKcACYeUjL3bRzx=c!XA4&W65y_=79Rs(WGO zxG|dtS`9=h?7Fiu?~80hbKCaeI9O^)rF#x=4fDUc-;qxDge8sb1N+Xd>SR$XeOf zi~Py}tYzz_gktI`?*R0w<+54Qc%|0o2!TR8?{>UK@QV|+ zE`0sr{MVOU02Fz0w98oD{4+v>AP1=YX49*hDfvqb5sKFf@P4}F7aXr*wOYERBR&~A zY)HI5Bb2hi_Ks>4nbam62sTe);KaBKc}_=AaamoTxa_YlAp8}6YdF+9uKbvk`Ri24 zJATGiJ#Wy9ls1DG)0cio`l|ggydT@LX%6(Yca)8A-xJ1kIo-Uh zhJbg=7Tw1jM%o6r*jM2X{aMu(g&*E`Hhnd|xE?{$+f$cHEBoV$yll4ICZD1Qe6 zY#!1!*dBrD8pumkBQ0`Kg0~cl?y}sCd*kmX^M)2Z_opAEEtX2q)XMeZ0e1zG6oEt8 z#^a!D$9@|8i7-~dq1z6=`~5oZPX(hrx8Z7#jlUY>^ENH-$w?h9Tf_*zi0gZ#x9yUb zbRVcP*5T{A!o{;{q(rPSs4+lCfTHm1hvrX(>Zy8O=4^O>yvc~m+3Imv>N6=Y2?g0w z%5>*ne*(Ii^50dfx`9tZ8Cf9qok{-6m{hlEFT`=jf>y(A&($<=)P*Yt8eIBk)$3pyWE)Km*sm60GCx(M;-l$P2X358Fgi4y>kQ4w`c)PuXop4H&fZjI;SR zy9mvGDwH=12AqD>a#;T}Y~B~1DvEu+{Y7HKLqJ&Xi%C6z@fLWs%vD>$o)=}ZRU_C2 zt_prMREA7ha5?XNhy*y3IWNKIet}^z>)r$O4TRrHR1i?&?&#F8x6(bZT89-GWno0fs%?wRY5n{cch z3!Iz^O*}84BI>4Z4ix)#uCqVBG<+uR;%`3$zEQAg+>y9Xr}DV?Do9WO*q3}K>Yhmi z_z|<)mBRirrS9$R9cPoVciSn&<>7f9LuOT5I68@yBLp6D*Z>tRPs~!Hm$%-wP2fbF zpZ=S=pJDAo68eRj#m6a(M|eGo?aC0*NUav2y4mTmxvst@dj$nI$shA1VouD}fej!8 z))V4E&E5T>i<)se>0a07x1Kw>iMH>oQUEvW1dFMHbe#NAn&!`?x-I+luEP71s`SMS z^M%mot^RA*Yl#2`uBXm8YfHRbLQC>o*IqfMq9j9Mon#Xsc?`SCh zNIpq$Mzj&jesfSd$;YSooqDAc%!=rQ>7UW=|14bJ3d7$Y(*IUL!yg!_%i*jzjWvUW zh91BG{4v;Z6X3vTgo{krSu?FC&t_jSo_`sA50GRnZC42oelIiW$wUc`$3q}n4V3=b zbT3$S&M+5q7D5b1*Vez*jM90FrT4kAi3Zm* zs$nfPmGJ6piA62rxOCxbpqhz%I+BB5=JPw1L`yl6HhL{&$F=-wTKm4pWB~Wcxb7># z%pdLG-zG9+T?6N^*YPYiOM=b(dYSERj*CvyqxkwP28P-dN8ef>(eMa2ImDlF`_#^3 zQ;s^*fO326K-WVj3C^T=0$<}+=lt6h!%h8 zR=#i8_J~6YV$`WTXE=JSkf+TbX8vVuiW?TDBNuvCV8bPBs^J57ftKM8rAMT4KAMP9 zO`W16wYhK>X7$Kk?EEjP8^NbsPj5^a>v5D#|FA>Z%Ab+t;c*;)+<7LI^;m{EJcA96jy^adY$CFT z-Qv`*?L5pzIA^pEeY@R&+h2bE)^yp(gy1GrQGmHaZSFp@Xg)`MVfDlk*}$x=E0m8G zt`o7O8v%Q7J_3)-_2>mpJ*#rr_>9rrC>3bCDjD|+jqKTC$v02bRFQ@1s^b2a4(B90 zl=`-IiT}N%{ab$UV1=miB@sRusE19dt#YVac8&3DN5Ag<&6C7kn)yxBh=8k_J=`M| zpM*AETtDm6|MUX*X)s|ohLw#jK4OMJMT+5wuTbV<7-2Zt)4Imi%eJQH1E$qtsdi`y~|J{Ru9XXmG)mWaC*5)^1C z0>l3?J%M|PZa&se2G#UCpR8wyGEh<=+cCh=8$X%oa^M5$xmnruOY0{S6cscew^v1z zqWtI4;&E6FK=Q-q08X@hvSJi1^EfOS(dUFuCRT%iKysg4+!~<$LhxG|w<&k3|jsC)9`!T?b~YM@b~BY%~V+zA}3w^!3aJ4dTsc2#LH)plmDsX8u2Za?TY zU1r}Sq({EsbP_4oyAz^3%w#ixVx+J;I4i|{g1x5A02~Fz=es1w7cUo5cZ|8^U@Ay| zfomPtJ^MRx`7aYYy4$$v@n?Cv-wNHlyQU1}Wo^0T*L60hY|MwH(f@j-Z%^<>HE$4A?rhOT zWR$h-b~BvQ`~J=6W>>8k8?p05>XS-*G1xX&F&-<`63nO3W%omVnmdEoYYtgd)z)yP zuyPj2M&ZZe8#Dx5(osV()~x;d&Z$!EogK6E{Qda{dr;)AuI3_+!~tZ04}mIp%!u%h zUXZcX?vBXA!uwNvrqD2a)r7%-T5DP9Cagz|OYZ*U-j-yzYsS23h)O)#!{Om*JP)9G z=;4MWZ`2)H-6yc>i?OzyAWL%oP5jAUaXPSVrb;`Wvp8#S`6X3PGu-o#D&fVp?Wstw zuIXLM?XNrq-W}w{9ASQuBR1}Db4de8~GPfF8&0$$C!fqF=bj+31(wwH=M(KX~TSXj(15}8mYXo z$#xLh@yNCZcKzJhJD@w+c4?iY#LoQ47&d*gRt;33NVAee*VVA&l}acpOkAi@X&ObK zJMqu=7Td8e*T?z#;k;;dkI&kkgw-HP-}~-id+u8~CBbLFXC#!W<^$&Yc8x?abI;{S zzVKx!>a}pMdl=H!rJse4fLMjEt?!hh#9FFwp|2~pTizQ{MO^X5n7-686`Mw&Ev{Cz zDWhDYoQL@{TWX#HnfSZkW>G{{&dn9Ki#nwo5oG6)tnPVUhp{2m3~|hTguYf)O(~;A zc8zP5-1Ntk13XxhJkEaGM;2aPeK)nPgI^u&{?|HoSD~^aQCawzp-fmsoR^5F0?Zg@1Z_P25%J*`tldD7$^D+iZ?3df9a7 z{R@kze9k#G3zQRi2 zvv7%4kx&?T1W@5r@7)CT0-y(X6K8s9#*deSuEB8({Z(K#BBz-FR`@Y9vC5KAyJv6S))v~M5Q z{vzFCO0X`(9m^}?c;5Esb6K1baO2((K@bv25jE~$1MO%eBBq|YF5jk0x4`Zt!r8+7 zPCH^iO<~L950~*3knBr+z%&Q6Vjs^IGwFi(7Tc_Jve70nZIM}Qu!uW0T>5`3who?c z-f`5p`|)?n2^gRL`9Za5*6M9~gg(}&4Uk3?q+4j7ZD=)9?}Q3MarU2|Be;z_8NS43 z2rg%Fx{e^`J%+y6uCrM5U1^N}>0_UXDK6Z>3dQ!!67D#CELa@c`o7nzKUi+dsCpiw z_~E-GZ<0OvBv0ivxJH|G6RAly(8;*y(7iaJY~3N!(4_uN;>7}yJ(X*baPMp?}vxY zHw?LzElrkN09} z60OD4S?<1Hig~Uz5$Yt(!#cG4ry88wkW$2~7WcM>Zbt+;S=9=Z61*Nj%x%s+Rp-yH zQ9MX|c`$_Vc5?=WjdHJ^qV;x-_c@jkned=aCE?EHq-7cHNxzQZ*voeAxXe;BC<_j)QP+EdbY1L5W zvn%nY;DyT_Ua6{>Z6ahvYTNVt+UEK*zJ(Fx#AwCpclA5FD>20QnB6WtV8{YxO?Ve-tjS)|S~;`Z)R#Irn3_e1H$N3y*+&TJyw(=~_{P)GccDx)4+;A@U} zDNOXo@=^2gM|PdPFvW!=%x_GIVbt}*MH2XiK3Aji=ps6FKBN3VMS>Xl6$r`x9bM%iqcR*H*U*G!R!UehSHoCEVm02>$a~RV4KoDuF+u% zs&;8Yk`nymj$99J)><-?_mLTF0He>FmOc*iH);a{4^WR7$N<@Yw|CjSe>;8os4=md zgo-pINq$QfsiJTWO6uDwEe*i-VfZsK&e3CgQ~LH=Vt{ zE}IIRpKE`n_2idLG`l*w)SSLO>Qa1BLmv0{7?8P~ZBc7zV`sMgK7KYe>VRqr8@!}7 z#J|77O70+l2bBX>JnNdDBs1GS+;nR~B6x#2rSXHVaN>ez$^0FCnQ@7XG@8U4#)KUo z4k3Rp)6sLhbnHti!5l)~9n&SUKlJlius=>t#iBwB&C2iPdZ$HZoy;%4rJ#U%Tyfko zu^f;3TYHiD7jsXY+;vcd-UamW5+E>$)4?zL*-`hh5@^FCoFS;@53d^w>%xQ3?kQN` zqOUOnG9Io7t&tVtvsWiq;x#fpqY zG#Dl9hDxM=b%p+yKfxhpZDgvlGrW!YgYjiTObyUnaysuKdlV~=7O^YVsGhR==0?{w{Y zOg`OhGVEQ?oDBzYIZSPZjKj!MxXKjsGrWl68JuuIx#DY=+@v#4>3KTe;&zPa80*5e{J zRuE-ltjL73mt8V)?^Bs2eWwfzv1WSpQ8V)eZW(tVE^HT>e5kreJg4c^(pH)ai(2vL zkg|qr89l9u4@5i#vTmoFSuc4PrGSB3TbJwJ0O_R?D-fjI92h6c@ ztK$Fuuvmx#(ELb0_m7|lKu8nb0Vw?lqxJ@Ru$jzym{jzm*H)ZxB{n7wW|)u-qiLKBRosLSccOqnW=Ky=Ip_4Icv7<$cu<5K^&Rl+EafEfr0ujhhg!> z>U3GepCXyHYu`3LOwnAi{nc!~ir{iyK=kA7b1O;{mGJXZ@fjPDq>_Y@{YE79jSqoC z$XLZ|1Ym~`kR9S~dhI;wzXpJwDL*4>UmrV0@mGW-?{>2-rbVi4OBWCFpZ=>5RZX%% zX8O7%75V<ZV%^59%|-PG zcYT#V*Bg6Jq`hi?RNno37FdIH6R{?j2fs1F`1h+PzCed*WR~$CbvV@7`&sEYI`##p z)}xtNS*?E)8Pf`MSDT7Q;9j?*q$3#hD*Vck$(vk9G+K8rKkWcd&AV>JGUAU2YuWGc zj5_Z~l0SSue9n@FqJ_ZPm@y25!J0F4r;ZC$TIDxaOcXtiZqa6PN!HQ;SXEDaqEoc5 zIe+F@*`M()QYvQVv@@_R(*1NOUaKuNl505wV8@U@0Oq5wq>L>r4#LUr{PDwwqEWz@IGlAU4cxvz#5Twm5eo z>3>{|2&t(|(=S?NFNXM5*rm2cQn-Tw_rMO&E)xFF5qDfNeLxCE9nP#=_L;kwaikZ~ zh8q}D%tC{MT`d7|{lJ$g&Nu3%DnIPR)2O&ClGq~sygr3dDx`J4h`Q@u8w>xolp{Ek z_ss42^D>T+5ow2G}3B=bcE{iaCrck#;dl6zbO&UdFNYdHE@WNqKM8-4w9X+(;@8K1f`p*py_!$krGING_yB13UqUFB)On zRPLw6!rmp%P^KBPhM^l)wu$$|HM^cLAj#SC-_pEGu-+}Jz9tdGI24dauG;-;b=v13$=urmv8kn{<)vnB*6_qvtZ%`f-|h;_FAd zEqmybi5(8vXGWNpc;4aC)^$P8GChZEK3@#Eu%zh&+Q1xT=fkD64~afza<0428r>~( zmRF(UG@CA`OWl2*<>zHy!COGN>qwLRD+x(hA5}Vgc@%b98z>?_oZo833;h^u!A>XO zxJ^Nvl!9zLv5t3XN@}q13t!HW=mr{tA`n?#UIj5vD_w57{(Q&0ZLvl;nF0NM1DyG5 ziFvFQborMR(*&0O#!gi@tnK{Ov6I(kY;ZDwrc*GD-)J9k$ne|w$9L(28Dz(@Kcc3d z*eC_RG>m6bOy|tb=T0rzQ@Me7sq`YKi?}n2yC&3(hsDE{WPiy+ejhT+HTtRSb+ZkU z$9-=R;aw=+fSo`6FZI_N1uZ1s(WwOFj*f$>S3t#|d&2M-3K8%sB(XVtk_=k`Ks7|Y z)5#s9zC*_0n1yCW@r-FmSx zVAK-Bjxjn_&~mb}6-0dB$GMi0K3p!danjsZ=vesD(v^Xiay9`ryrbtHtZQd* zKqw5w0qJBbzvkN%``_b)t`ga%@aP5yaFJ=$L7LkXS#JvV;iLBEB1(KjNqujuV}J+# zLf;5yxp|hPQP?;x~1jy-w5GZz5E`hyC6(Kr9LuC zgFGP`opZ~)uDc$5{XfO;G~G}X2IQkMRzrNNNav~>wTHa$^Ohs`cRmm$9`tzVi_TB# zA)5ZA`1hPCc9_Ws2I-;B&~3$vN8&*Gz*}EEoeSYO)g2h(SY@Y+F19^vObvIrvEEi43IS;#zLar(u)6+6$6+m|h{gN{`0F7`o(L%App7Wg6ZU-(^M4*x-9Yula*cNUB^N?yn4Wvqhz;lK8pT)N~Ryw}8X72dySo5rvW zb)tTY^XNi`Z!N-opAo}3@f?N)h*b8nB6!KQm`I$SJDHN4k}Z`z$}S6;9TqN!?>)<4 z@5*l2?g|y7%I^<68n-*qw&b1hj$ zVs7ynY&mmhGOE^6tCgvQVRP?fs>4xUu@$lL^=x_paB77i#8mhdLNIQ@UCN~NkXI5M zGO`X*v|`TyH+VS^6!jdhF$r04DRr)TU#iEt=ueRIh-9Pv?}2!R=($7D+<{Lf_)7I> z#%jen?#}(KZ+=AadisBpy$p6geIA>pE<&X@65Pblh>jQ@PSI%kDie%OoSS%0^@(gH>+|{i zY*HtKJTM1qt(J%DYt?UsmL8NhH4?$CDUR$2cs!Y7Ynk~TpO+LZu#x`y2#@~xWk?ha z=$_SCc4Ds#;3fh_b!^iVo*aHkNlKw_GttPT1P6fh6@pMRxun!9dYV)IJ>MV367CrU#!T@lsnu$lDjgH& zJqy{SReWrTG>}lPkTH}lsfcxbNkNIhV+7`$+uR*MM?mR)Mt2L^&ng!h;T#-F}$;qpJ91M#y-j|&IAhu-?OcBt!n|&oB9VOGpr+v_k#9c zPaseSE@3_$WGfPW0&OqPLwWbwbe^_VJtMqHXE`m7iTTE%+aQlp@~$I7iLF^!@;;Z# zfzCR#&JlJ7-ekWnaSX$1$0#O6Ko;zRAlxlAH=g+nWe_eiE$0TZtoG~3VeR4sh^#di zL&;F?1oN=M-2qvX<}yU6R&-IXoPL*JyUAm|ru&;&+Y3f)g@VVK+RbV5-sqb?x6mo{ zn_}xFzZDZORreTO`K8^+D6g*RG<2`8N4w7+;*+}%AAo+dxQWBO6GC&vO>=YS_)(M$ zYK8st{_UK-Nfw7}QQC$WIr^3U!+l=lBUSPU@^8LP#s0~Sm1`6esEUl(}VCfP_YjrVM_f>(c2#89izlDjd-oH0Eh(6X^N%~mx?)*5usclZhU zyr(EUP!_U`UW)oTqi$es9N6SZ9RvS#F@8@=;nyIBP8n}%yufl9@w z9PA!MEG%&6g~~Re<*Gw}L{t!CS+cjqq^~q<*CDvX==XaWUe+d#9tn369RuVVi@(9s zD;6juEP>*jo^Zj81q#$-W*ZzUf@hM1E1p+!*?-u{{9IKz8Jm-ZkkRhL#cL{N7x9#Y zadD4AA`W=ST+O~1iU5c9(~l&#iq`FhGVQ#j@H}^rOyoGsVC@wHI1;`WjG|=}jL!c` z`BtK7CVjCCZF>yKrTlMg+kHuoFikpEG0X{d_W#C{8;{XNm0cMwi$z*BV5X|~oq}mv z#qWpQFIKI_-wV_rK#k^W_d}qwkq~z*#*E`_i>Budv$p|J3e#PtA~Rl=l%LjWc|>>a=Q}9tvnP%x`$zE*9tApB-D?1Lby@=gE2}xqX=UkE5Xy z4^Tz4O^I)_F0B594K{fx*7(fMlOt;aMOW98vh}bf4^KVP$#WVE2C|b7cgOQA7Wd<3 z^qf;)Ml5{}aY6n`xx|!9pdHKU(J^ZCu}G=EB9BrXP#V@dBD3ni8>}sAyXmzoV4eIX z*fFKeZ>6N451G;U!{90vfm18uv;$~3g&XX~j(Wf*vP1l%T(J)Fg}TsX>J+#ygCV0Vh-TOrs$4nTXT82C20uUtAAX5@p9K=WzhV(ppyTrFP>tfpFK5rv@cxa)T@M2S;3uk8JQf*IlU5Vq5={Onqv862x(eFiig|por zi+Vjbqh+E0RgjVl7B0#AmCSE_aOwqrMC)9mXj@c%I=h1n%AUg|QsRMA4+t=7E4%}h z;_mQi2rf5K=tLtsnGYZ?<$l1j`kWbzb9fW*X?=3zI@Rs`-xYVxo!Lv_`xmVLevJv` z%fDe#5oX%hK6yhK$x&Lu8G^7Q6w+nhWlaQg9oW@2MJu6>`Ou+oG8^RT08|Y+uLX?3Sacv`S!JH85M8BtBoKL2yMU0NB9G@?!l95W_k7Xj zBCja`qbop~8jW%6{IB`Rng3YWyV{PS&u26mcjRm6*!`&6ZP`uhH?x@XmF8{vk49y& z=tBMq1H3*O%jGAE1FyuwM~EM64m#fO6pr3`vBBYw>&)q(S-cQAB6Mj9ooUsL=}#Th zDZ`DpgvblCw|9NOxVZA;LIs&|2K9fV`q3UoWaM)MOj6<-0=>>H|c`(msZtAMUp zc#kUXKm3kpVboufEJJ=KJL?tKX>$(6*wIq|QOP_3i2p+Ljho9|RpgREON@CEZU z!;d6tzG56h$tUr6&?6oXvQ5x=lEM(l`ADK3X817k;wgr<6!{~2g8U~9{*yEV2nK-W zM^!z4;r!&q$5DLczTp6dP+0EJovlX%*?cI)>5*5f(A^uECJOk_?A#`(vuc#zr$6#} zjbk%7oREi--U-a^&=_uhq~PB5I$Q#s*^aaVwAfW@pWD+B1@~VXZPbS#Ry}u^(={wn zAC$p)3sOq;xK75uI@HKVj{Q1ajtOGqmda&_0F)tPzxpQ{%KTlq>^Mw@JTp?leG>t@ z3FQYkMah2TeiN>kh3*d&RM)jha)I9~Om=x}yh-0Q@XAClc;M!C1y2^xg&Wpd&8K56 z&<=O5FRmLt+}{Dnou+%qA;nZFE}cTIda1xD&?}LKHX1EMMO=hgzcpsb-NTrcsilGm z^=Cb*@n?TmKb3X>)ypSaY#LP*d3X;X+d);YA6X6n+pibKT&nlQfFEdAIl4YwIxo8I z>e#+Ke!Y>ndtken|+mT#YNir=4NZ9@1hHECVh`=?rR2l3J4@a%F&P0waUoUJ#ej*i=tp z{116v?z4%Yh}5sgYq^Cz*`q+n`8tYHX!EcCpw+s)ni%<1D<|D}UBr0xFa&1Emlp1) zyaw7z+R zD^EyM$rr?(UBFct79!t>@Nvt@8)7ICEy7vwwS^UtQM~;T9o$ zb+oz#sLEjhY$6TutFtzocB=m=zu%s^CxiHj0;qg$x)RLV+HLcJ*72VsmmsNLe|+*= zQK<9ILYq4l<;lyoSUd#5hAUrzcXO$}M8Dr@HYTT%+#v$wmF#(cs>j0$P4kF#T{3a@ zEe+)#gs&F!kLUMF2R^La9rrz5+t^IQpL6khbtT~|>+4$V(YRx_=1FBg%|%8}wu7}i zA4R1UYgtn;JrCXyKnsQ5f;*)3}!eoDW2ezn2_kJw#%+b%lxs zDaOkkSogV~9dNKpv*aH{vCJU$djnkobeDg+0@OWUMWGs3822oisd?c*E4rQ(9Ybzt z4a_A^`XWeh+%mxkbpR*pvI3N!V;nqP8O!gq*L{~Yx71@DO+R~gjaF3FOp?m{ zT8x|u>?P)_(*_|X2Fm=oCH;^WZNXGd%l8zG>}GZ!1DXnUDUJ{$8e44V8&jy``KhwS zSnXGcdc4m(wW%QNE`m+(-za}n(2yLtd*`uIqlK+W$)Z8BCBaU!3c zp`iAXd7!alH~7mZ73n}e;iPA&^FCL&g!6~nDAZ@(zeK8eqb={;nvh&eqLy|$laB$! zhG#&}lf@{$Sbg#pf=weJ&!pZPz?`KZ>`TTf=?Q==Y-|sY`gCHRJFl+lp86ic2Q||e zXF4=C1*dA>c;<*arZ3vp(C8;s^sqx+cE-DwwDUr8$Z+8s@4lAGfUcb=ER5&!d-Sp- z-kgQHvHXDvv7;aY&E2*OcPR7YC&HGnLOwwEkCv;chz%f@O#zCKvg&&7d=NHQQe9`* z`b43eq=fCrLJKG4hN-Z??ByFdVmW=EmH@S44LLv=DHGri8-wg?eaid3k9y1vUKsp5 zYM3QPa(zH{Hilw5zMYpwSP}vdD28B@3rba)%Vjz++%uLz`xYn57DY7ri1|*iEPvN~ zI~@i`EY|iD2NjLZjpWhuEVhKq`H14$gwBZLUoI8crb%vv!}U!r2Ozf(&R9_C61zGz zH$XNlNchH%S6BPWas#bu(S?+f8i>{*l*<0Ds|3UFE`*~(r;s2IG;b%c z)6Z+XOrsfr%0`@ff4w>1{#+Ti^#G8Cu0sN+v{9eVVG6s`D^i2nL?oY3ImVE&@aM-e zwr2h5kOnGQbn5eScK44H0X-=F&R3{;6j{jEaDDv%fpY-cG=_4BmGuDe{G`A|EJogo zZ;~&&jmK#`!z*w6@PbLhcmCYx>ezhd_;PV@oRc;Wm351`e#r~!di;knHGQr`o7;Sk z41gJFR?%@vs?QshnByAUKs~y)no)c;eYxVSDv(fpfz2 z@WXcF(|x0jEmGQ@1(a>cukAS1Qhyc5ngcEC-DzIVx#P<-KsDKB^K?TtE7(&|q!)uY z-5NMS3Oq9>20q*$JaIX*2mmViqI`}UYqdUR3(fuc(!ZwuYyp3mp&n+S{$@kO3J@yK zPLsB`R9~M^JQ2H!9y|OEuAA@wTnW_76fk!NE-jLG$lZVdId&S}SX+Wi{>lL7O)mz_iONHHh-ktzvtcUU5L0)yxB6POX4ucX7CzP z<+Q(}_b}eV5JW&16U}q&i{9wT(+5MIXt935_1QQ(c5=9gZUJ*hQQgcWmVwZBW}Qf^ z^$hFlosxlUajDyA9#B5Ye6VaMynix`D=|#+y-pDBzd~1m7HU+=ch{$BG61XJsOAyujU&Gj?qOoE zW%m_^$MLaui(4S^<7O%j+PUVQq#~T zdH`WCQ7O*hUFUr-5p;}h>ea?|15hX0-=)D8W}@Z!L(&x;^V@KcdCjh*NnX2he*Wd( zE9gF)E`yQc=nVNwcHQIg7n-9PM&rX7;%iL{n@=akc% z7xL|wK>brpF3i4hd4ce7e5$w-E$%F+WopeqMx_>1Ik4_fYqHF!1%rE`;nyht0Cyl zG@jshS&DP3N)5#X!459_C{VDs9+kxJsu!i`Flb-Hpv(A1ujv#>eJy(Tr(<)Mkdbeo zRacxy*GaUx7|I>y#Q#_e*0Os5s-Af>M}1yybGokFMytd>5nbKhZauMP8-1IzcH>D4 zM-`rPBHeS9;G@X{(zhX&>Uk$Xm%)}3Adr&dILwzsjl%znUPNRTsTGwu8$p1y z3naN+1t@%$WA0Ql-+d!$jq3iMB%(1br~nf%89A39hpQif_y< zhV3upgF^BF&YjmU{hmJ2bw=eI_@6EV#^<^G6-74ZJc~7k{*7}AG4@#%SQI=2qk47@ZuF{8 zY`$?KpCJ|uJEA(-425Ug3#ESOHlV_PGGp|ixM$>F{7!lrCS8<{so=>})9P4fSv z)l|iw%89kPA2#9eNK3vj8F-ue{D&ALCFH;|s~6rWXe~sOLZNd5`|fWZ@AV5G`JU&D zs9VN!!UZR02vd|j*v-%l1)v*#*5dZo`2TPs_81LC6}>acLB8{iYd{BYY&P~h z8S6=76kgco)R>pw+QYlDEk(Fx=TbVvC^dgtz7BQz=v8LJj(R-oc6_9#4>)1Iit&g38&6f?T6Z z-4CtA_`gq^`DPq=?pK6;KeWudNjlsa$Et8U9pi96+HTab{L}&4yt3%`1Z8 z^0WKS&=l#`pu8~1w?m&9di6e4w3`8SPPOOltEc_~#rbq^R1}es=e(B+kuPbIvkS#& zYuK^igv83MMyy$R=5fyCr=*>S%v@yJstpmU^!nU88`inuo0N>xxwkPa?{s|FlJuz` z-M#41PM_f(Cp9FbLa|9R`jlH}#b!GyHaZ!DPBDU+%^ zK%Y!FokFSv&`p-D#bs-#R^ESBbizxoRgJoe=5@L*^V6EuJy3wgj;BM8;T<+1f*zc) zp&NZ;6u!6-YhKKNa*W7N>|_AKH?iwo@@w{JazAZlb~4keN3mtCU2a5&H&pZsWEeej zZa0r(vR*4w+($=7z*H45z(ZqP)_9kaFQ3x=%i?0wao=Lj?8_QT>F24kKmwN~GzYPjM9yBCapEm({%7ojK8@j0+-EutzNY zF5`wQa@=IiPPhQM+`Y2eP}wDzG=~jw0!ByE$8jjmY*2eQ$96ER%Z&7NA>Lfj3DSst z4?1HP>>5@7nd(V=x^urs2XbHmu%SIff1)gX@9CU97Z`vS7d}Iv*aHc;{@%4LgMW1u zPJh(Z4_crU{t*Pd@cI#}{mTreQ%A8~7dyx(P?{?rz-UjUya~OjdV(rMbs()>XPxye z)=CMMw0mUuh8v3`g4)|2m1s)^VE&s2gZZK6LRHq@!3a;XUZ5EM+N$=KSC-m8gcuo6 z)$}wzrTRIR{>f3xme_KN3dvQX`1LX_KCzjZyKG}39cDT*R?@K{?x7EB;=Ipu9Of>& zia-QRQaeYJv zR5SL6%7?cEfl8Hqx%4LSs%rk6uSqk-WoDGeaIdp6*)tWNzm3(6k-MObzkAqpEIr+w z+f3cO4)@e`_4*FK7up@XOjvY;Zo1thWGqA0H@H;Bj~4q3#7UBAlEoB@OYi*AzF|NQ zr>oSL@to}3 zkC#^@Cs-+KFGp=zR?B~fbq~{XQd>qFnmk=&hOXoVs^{B&#V4-Ta1dv`)|OZI8RUMdFu^GbY| zr`D3wYC*mbW|2NHv|s0p-80aI!{A{tU?+mDLS0tyNv@ILvPb*E4UyT$X=W>eZE~- zg1qoqjd#rU-gIT~tmx{n4)`)^M%@@*&jn9!{5&K&<%pa%CHmM60NE)!XN?ba6&SHg(3=2%$ru$mIse}wvnTevJ%F8 zPUH;3pboV$^}Px@MUbL1@;(z5TBOJgU8GzI?rTaaQe(l2lWzo}ZkTG7tf4_9db0*F zB>$@kR^k_iI7wE|i1VHU{7v%>pb3IneJ{31!Se~_WW)M9G>>3wfM7I9FQb~wAfBuf zrTEu~DUtPa7B~;+F`X_pw(ao@$A$el zBWNn?vx;LBop$)|`UtuaJKX8d*QamZT4|8<5CaQ z`CYP>g#AG7jz+3PM7U!?;eBNs^?Sh|8N2onDWxZp;3sSNYY{}v;3v;kilgDOZ_y&3 z{P*E2PMw2jZ%rmq;_EJh2%P)ZL6QJ`H7waPOyIx22V6#E4v8MOC;U71M_(kV|328+ z5zsqH_%4ZE@u(60`|zs=Zt6Q31;vlQMgrWT3F3>d91aI;2Y(F$_-K!xE<(=3&;RzwhTi>Q$f+ZXfR3^BAy@a#oQfI{8Bcl{a{AE7rRQj#VAcIGZ@QzSlrDnMm&Bv+&ADFr2XQ0qzmFyviMsK<94TW5ZV;e0^RmHVUHX%e z@@w3rNSc(xnHp{J9bB9lc15>;zbeJ`KOAZq|KU)>FHm{@HQc=U-#LpEk)Xl7q+AL6 zAp#iTUuFP&)Bz@^DgTJ#U+c+z1I*31IUD}Jle6?v#BWMG@bKTuu?qo)l^`6NAoA}l z5CQ*UX7G~ycOtj{tfMo{L8O1jUyrIt?eb|^;GfI+$tw6F+UJfK(MA4qTffA85i3H` z7o+|)VUIs13?bz3`*$*#5&3jkj3IU4S+~g6%m2#-;4)ofRR=_PQh*&64}VVk=f`}J z5YbEkJ9XF`e)q?=&KsM zrRXOg;7?Jo`vJPY2_x$-FWzZ=0NB)GGpUtc|0w_$s>BW}$KdhP{cA;dNMUg&fkcD~ zpFCC<#KKSwOnGbK3YBBf|6eDwBT)yx|GOsGRKI+y03OH%t))BXR;;C~p=NdK7u z1UxA##Q(8?{%^ z?CHOzmp*6(Se|E;#ksE+*=kYlp|7*aJlz>^u<23x@{d>QC zf|kwahyN1yaJEh#kY4(^5hCsjRDfYV705Po30B1i{(Fb>O$r;sNmM4{-uKQKds7u0 zqw>{MKAJ~KUYGaD7A01mQgv(#Swk%&-Fn%(d1>-7Fsn(4%I?FzP0kKT&lHGYX6!^g zC`d({fpauZT~4-siQYVh194Zg^+F}r0n+<=oB3SjE889TBJX`7yK^JJU!d# zE3ebu4cmHs{CnZ{B#8{KQuywJkQ%Q+j|}<>*Rn@x^emc{vOv9`8NW4|DQ^R$TH1Jm z&Ud?4Wpa5SRB1g;rBph%{(}+z(SwWRq8zUQe2d+%a>8C)H{*Rl&S%o;S+;xmCdKIo zloD8Tz?w?wv{~(j_h&^2QU_zxN@eY8ORq{`Wt;ScMh7Nzj#UJ^2DcQh21^z@h|xpy zI|CiodY@}HoY?MJI@F!r=ppK4m|?JR6DBVF(LlVaQl4)2x!0@L`t+P)Cei-%^Semp4ZU7^4FapaXG_ zZ{1JV;#RswaApTGrquH7Vr%tl2TeU{JX)n6-=)~Ztuv(c=ex3^p#_^RXLdQve7?@< z3?$kTl$iQDlG!DbExSGN8c3a2I&C}fWd`h7_pDH0f93hhs1o9SDS+-@mbLQ92DK*9 z*X0BU3t(OWppmpEfU;dq;oOxvN3Y_mil(k+fxUBWFhT5~Auo+d6><6M7~drMX13lwdd_|m z!mdyNa@`u$MGFooD&L=Rjg_xkpfT?8rmJtwIZg2puRq2rsfmm@!}78&$Hps~1x6SB z{FQK=Hx4##acW2N*$J74Dv^u8fdzc! zo_D_#P>=9ie=n>+#Aa z00o;1Zu6V}-cEb7k*F~jXV&G};AcMuIdy5erI$TB^rDGkBY{kW`g)u9WuG&A5?)k1 z-{|}s-V^g{qC!mj^Hh0ivg5EOyW`}g(nFzxL)){i_4W8v*c>%E@HSv*IBH+H;VaWJ z1$bntVCWnA>{kgHzi*+b4szjzCmUoeJBJq|)t?s&V<((Xnv~94mTz{?r1KdE0iDxb z0)=9eP4yx;>xkfGrry}QETmsep7S(MQ3UDjnp{WpuHDv}W)|q3VehN7)*tlt$Gg5U z49?m@v(=>;)k_#zFiBp=>o`Q|lpz@v?|8@!CBm{t?p=2wP~2KTVJ)>2UClt>)A_5C z;X;{e>#_Z0F;({bP)UyXDP83fd@;vtXvdIe-^Paa5R;4sLRBx>ngsIklfJF_*q)!^ zW{79B_b41`y`w*yBp@?FIe)%}NN(tS89WU_pU8`%(jd?;R%^~+hip>l)@T&tIY?iXs?D1X-uE0XbD zPH^lBC&AaKAq_dN&64=_%fQea?aQV$=^R2Z8EPXyZZ^7j3^nRHxpB0~d1);h)xOzF zN;^U7cQxl2+UqzXoBt~=hue?n)>CWmv$$P&F*Ii=+u-e zRxl0Ser4TPw``_C*o)c2iA?)-3RPps=v7UoX8#0`6+(4VhBYUQmC6MQWYHiW?~?aA zTZ0@Oh}=lM5b6A(oLmJRbR|sM7G>skg&AFm0_;=A3G@3yfb!mavYwytCk#4 z^4f`T7pk6Puv{su^X-iS40;G{UWW@U>?Xa8Gn26OfzPc&CcjMMV}H~wl9Z}{0UDr6 zJMKO|jCj;ED`s$c5=(X}0U3t;i@c3kSP{Gsw({O1;;2xy=p3qNj02yu^kG7p z1a|3YpdagF8GloIz^~~>Sa|KY$>kxYr+%Yzi+I6Hh2Mqa7!%t=xDS->^%2dFZS*+@ zEi?&9tLH{d{C6m2QraI6s3rR zSzBKZsHn~Ef@Yc)X3bWzwA=1tYng#F@uQG}b`1|9e7141Fi`8MZ8+W+DvvF;zIc{0 za%rhZ9z8OKtFl0VHdMuI=%-2XHi6dZXr{O_3Ez&7M_C1$i#w6Ota~W`JIOfBfEO3g4X+oHa~ztm&o0H0s!TCo-4<)Yao}BRcL?>jNSwQr#{70IMoWWJe zhmLphkKF;Hktyk{SKD3-2nNR`x}s=RwQedqrFas}1i*JM^`ZLRpw;sJuC~b~i>;f{kmy<1aN|$b;^y zO%9t`sI$8nF*{gfjXtn{7ShChD}47?TpY=TmK;g2qVdTXM&M~Oq7=+CR*z;7=ykrs zb<!t$<0&yU^sxm6&82ZaA0Y2)`n34RQYXFi1iAeSDletb)3jU63{Fwg4cX2F;NdI{D zn$dsKB?*VJTz|&{ChmU*;PssP$$xK9|M?*x3o+znUifzwf_mUjbg>@#1mW*kKxFbY z5L{So2q??_?fPn_0z+WZM?(GI%ltooSJDAtF3=2`VENAwPW~i9u3w5g`TOYrlLiF9 ziPys_KqBeCMj;aSCkh`RLO}fc+4&WJ1fCDW#_dX%jOlhINNKF+Lm4!YQ#IH7Uas&q zNeL$n@ZL0A%u335jyrFGSK2e5?fJW#-S_U7EjZ4cE!V=38%%enCF<*kV5(;q9`pCU zn2_U|v(#)%idGVi)_8!V(R7QG_2lJoHOc3;A=qR}el0p=kjxgEMA$b8wwJJo7)O#| zKyoPZ;0I_ew?SeOSQYkAuqSG{)L2?lS>fynz@Y1L_VR1jNse`0sOL%w*DRkj{X22C= zrFV2+H}SE8mnw9(xNE%%1HL&|Ud?^RX#4$w^Fg~Dz^5T=;D(4OS zDP?8h%Qd%rPAR;*yO`C4dgsRD04{){`&sDs?OlP1YOgm0PrkwGl6 z462c8?~*9$@{J>7HIWXutR~U;@1(l5ZS=g?hh9G&lsb3?K~b(&rSD+oyt!m zdZ+ag&TW}-c#WU%D}T%wV0HHSp?S99$_bWWSNOdYSX2@^p?00amos+1nKs1kIXoBR zfggJ-^*O8`Uke>yqj)Cz`JoRJgsE&l*G z&DD`NT}06xywZ9O6?e9K=F8^ra4XCjO5^4q&r5)0)jbDBx{KMz* zUL6S6XmPC#->99QSKH=DEjuDDXQo-q=SEkzG*kh7&3c}JwT653Bc^~SQsGgu@7b_K zyCC%Y5zXCv3Ka~fph|D|@!dzZr$xQ$>CMSu9)mVtPkMT^<3xL3b##7|9*=I{65kh; zd$tm<@1aI`|B!_VF)Y_{UthnW90B4jGUtHtsxBzb+^d$u-GmkT2VPew)1$HYxBEU+ zO1E(jAf#HazPsjlKha@deM*s{dVQiU?SJFE_61`&o>nGaCS`^z+hS~0y&KS%Cekax zmSpf>FnHfK=#4_#rft(5aW7>LrR)7DyI5&H!mL`Tf(h@?C%ns@XSt$1z6mZ&Q`ga> zqXSh{t}B32=mp55&Br!eJxquSN={@PJ!C`mlV9eHjZiE$p&1z6_A{16vYRqTM=K0( z)~=mSYO6Pc(<7=>e86=z$DK65q`e%i`+mI!xmAs8sq3M9>ldlyBd?NrmrfWV9oMWe z%;1z8@Sa8#)Z%rWb`nujI9vbeDarLQF`vWQSC*G>V#~ot;aKjHq=5{vV3RE%(x^SC z>jx6t{cntgW7B*dRBvHgkYHBgA`&*EY|hqWBsq&Aves&qyz9i&cWcPi%?|hdiixy^U!8o(GZWE8~mu0PNOnYgc%DN;2{1fPk zS;Oym$Dl6R-mKB*eLw9_P8e-_&v~lj0s=a2@R3aL>n!dQ1>F+`GZ=^m0iL>QABh~Y zW6tFJDY2ZVpIdS#ojqXK&6HkOY(r1(j1pQL*8Lev0!R2H(TVsZd#*boB&;OpiM|Gd z^}M#76L{@^cn1cRZ-?{r0hvALEEEEgPLf0K2il6|_j*P_IPMqiqi{}~Sx{?p-M)w% zhIc#8S`-^S)e_qI@n&#yCd@U`^~%4YMh2%uc%KM`Ws}+ysMJc|hF1DtrAJBX{h}6B zemKK8#}8f9Fh$<&Jfj^}$@HEB;!UBVub27er6-|o_4Q4A?FyaOC3V5OUSA%G_e8n0bY-56+{63jI40ZCrJOzHNc-OyZjyk0r$6s}B)}~dmY-{CPg5FPnL|wdREXGjh zQ||p>>^gJ2=>U*&A57uVC*>|?JpKOp8Iy8~O#*woWnL-gjJFXXNufG@^irsonCDYx zM%HH-90TNXrWS zl5I^hbzN@n#u>pF3|UMXN{ga!`*j{@*Z8F0n;Yc8FCFQ+LDIyS{ehprVjc!KbI(~Y zT@0E9Ge7TsnPE^*+;8OdIO9zTrpL)2(7^I_Ke&!ROMiAr@3{45Py~BVmJiT)Pm+IC zO&D3Gs2PA}DX>>Nm!x+U4ihp~)T@x|kyog(D9 z+r0g|#++BKv=WQwPs|Z7bL8(MQPo*y>r1Atdu|nBu&C;Kyuc!Vg}lmOzC|_KZ6t%W z6O(2SW3kos11;Ep(VuDFuhVZO1yittONuBY5_1*O60##I$4QFFh|H_4aw+U<0_gf7P7h^da4Fl1lVYG}%aWG2 z&Wqh6K&OO|pSfY}rO@&BT9RC)u9Ic94YtD{y3OEsH_39+1Dh+MGQEJ;`*K9+HUN-R zhQp^IZaC)Oo2_vYgvvgbHgBcyuf5g?`@$D98)Gb5B5x z>&kEYlyd_uCz`pDK(W%F^5t8|-bd3xC?39(#j<7mHf0PXWY!@E1Q-;h3NnLY49Jx@ z1ZZf90}poZ74dF2+D7!sJa2;ZJnvH?cQmT?%O7`bF~lsF2$cw4XCrUW!0Ih*aW8;; zYv9D7^wvOG?v`6VGDG$S?Uob0?tQt?71~oCxx^Z*w+QcVL+gvC(?RRFY1{h|RPs(`r z#>j_wbfPY)!pXDr-<}hI)rZi7BIP^D+`rz$)IZ)4 z$U@u-W{z`ubxNfKe|@rp*)Hm4V40+G=dA-+soxFSV~irM62tM0o}6%?%l-_7R+CGM z_eGpOk!x$E&7F!r!v32b<{i=#%)5gv`?T*Usjxv~)a!4J{x<;3ZDg4Li_-(|pN#Mk z*-3j*qc@cG45rwzo49*v`KxT#cZLUF$)9$97|2O3cE_$!x`(@MoMl1M=MT2o4-w~B9&og$g4eSpYHHmop|## zqTj_TKb(a`b=ronY7E*A`2{ED|D;JeL=yt3qGpus?r(N&YkbNvRtpE*4&m|{!xDC!3JkG>mN)11he!;MKNhWYgQHev&bZIDx z%KZD*8rwzhd3hR^C5aO0fP)>FWY0E0ayPLp@~}*{m%h(+{f+-?qv58N;;doa`obB5 zpWs|-Mkx(bbqn*;$D2(K&m8-8{N^;tbqn5HiTnY) zNwt$OpH;GzKz@tMPjn>}^~bAWC$`-Y3$>#G{){_clny6X#V2S2!ac%W3;_+3WpDYC zUfSJF*%a=%U)`#8I;IOTZ^AIzh#`ub%tB5RvJKAR&TYf6Rx+N_N}G7Hxu))9yWpF! zX7$3!n}x7Z0j>z$d#wBw#PmeH+87GL0Wxd^c{Bh18DiLU5LOM}B#GqLT zxs9FU()(ekYk0DEHEq}9~9leSOZuuba9XdAhVVo-CkhK!;PE<&gual}@ zxSN-CEL&1rwoO5LO$jN9S?y~@=2-PdV?X&@Q%ja#=iy|9s^8a=TAG{=(pAILn?N5+ zyi=1|(o*FXE1ioBB8bd#?RcN5>9RRy@;}%2!~r?ACUV_s6umy%i>hx|Q!8Mj;CGW6 zsk|?~cs5n#alSM8<8+vjfvZq`?3AcPd!GIodNOk?>_IW#qF%NG*|}zhNrf?kGBAPa z%JX8{ynrM*=OkywHjML*Rlr^x#al%6rFyB(k2eaGTvZMZQ?qV&?Zw1qb#aBT1OTA% z@zSQQ-*s_F%@PmgtXS>3sDB%lO?_eDFZAN){U@wgr~TibvgjUVWyxXHN>+RR$ z6Gt6$2^K_DaV$+Wx^BFPv1;c4`R z2?VrZcbii4&(?*Q-m4NeTTT|2o}yN{>-m#NuaRlc9Lhe>9IB!epDco~gE%fwkf*Jt zD+{RQenxQ=ElQkYFK67j$yIyvSSU*NGypOfjbVid)>B2d2m3StZh-+KM*2t5U1Pl@ z!!CHXder+p7l|n+piY&jFYhd_b)=&T(awdwMNqeT!lYBJkvFC)iL04U=BK}@J-d4| zeLabNlY+PAtc9zvcgUQrQp~z~YyNBDPDa%;8(GQn+#@_WYlo>Hb%wb3%z%*0Gx}xD zb3Y?}{E3oZIJ08tMJ-~A$L~GAxa^#U=x;Zxq<|;vKL|`WyWHrE|lPT*5r?2qL^Xs$bjB*ft=(R24$0iM1->G4Ff3mb$^5f0KtZQnBHDHNnVg8UlJIe59a zSNtvuO{~Nzd8sa7-px3`!VCJB3g3+ScdPh*(g)pxA?x^<>v(?n|%!&u{5dbdcR`Qe!^(( z@@Oz)z1j_J+##Alj(I!Iy)l%;^Kp^nEjahS`)5~~et0hS^zj*4(N;xNUIhDrkv)D$ z)$zCu#*jda*x6I!Q-kKO+_;8}G}<$Zb6UfEo7VGsze=_xmnZEIF>W>GjQDTY)7gFI zYtB_cF5hfI%QI1jzDXJDsy|Z7Xu8(4-cH0Z#PFPf%#-bdJQESFg&^YUeX}w*yn#u7 zE3beNZXye5(~&6Mc(H*3s5q!zEj-~)mh*lL5NvXSuzO>=Ri}ly9b&nE-Wu1^?zC`~ zh^Aca32EFA{Dd&OOh0dgCr-mi-d!Esi{toK~>jAvfswfJQQjE*rp1?)tK_~R>#7vRxPcr{Cvx{6>=R4cyy5_U~}{P~JOQY^&Z zMY0-E|9U+>?Uj=h0FQ|yT^kv-448_)-Fk)dy5c(;PFb6%n(`YTx-^9=rJ}ZUhd2iJ zkXjeBHjdZvJLGMYDgNNhzFW8P?{=~YXQBSfG-)ThD+lIqvYxp@e|wTn(V=Wh)l8TDi3@~tug-7L1L4c&I|U64SivTfp9tS0 ztdn3}k(j?2Z8tE@;eVzqQ$P&4n2ztE3y_bq`2DryS-yE~Tl(_xo3yANDo+ip_I{Zn zJ__esgW0wgeR8?fcI><1tQm#zTmumC$1c2HoY#D4?9T1|p@XE*F%5DNIOFh11IL92JX5SN)|oBQz}SyIeAwjT0rxGE~2Vc_;JrU~bWCmM5^7dns_3z4a!j-oWSuen0LY84q+)L&oJiw5bTo z!b#V^{8kFggxo$wcGLG}b^V5}#PqDE12VuZ$aPJK{j1Ub9BV9w#?7!!vb1qmeNpxZ z^-X>NZk~EkA zU-F%{>jcE3uC(qo*<<}&l501WpyW7Rw~{$)!Dh)RuVl`wjmf#-KZAHuO9iiHmK+aA9GG+v>tJcok>2!AdJ+V zyrw2#(8+1(SevbZPb!B}_-t(g+ICWk9(OB|afjnw==QWZ!4cyL6`M~zGwcrMQI-Og zv?+XM|c38ghB<1Q)c@=~i1Y|5u16sb_Q+bQ**0chJ>KV_$LD${iADLU5 ztMAS)Eo~zUPP}6I6`yik^BQ8eTLu=DNvnMtQGABRaULbh=`CujU%=TrZ5c~c6-%tL z{G#3x#_;*j*f8RXfdFG(k^X$bj(kkhpbDz=C_`vE9@%t)04z$i9LsE;TjRKz*24Pn z;#hJdhYU+jAN3+9i*jmCGJl~`VsfWFyJ#)iz4S{|0v7L7LhB3qwrst5ElZcO#+c*c zBZ+>`Vk0AiaMd>|)}E@10TfQ*bl7%OB|-vBujXFqiPHU8l~lqUwCpJP(_etsYMTL!wFO&U8e-nzrKXfg~L?I&O`XqpFVvyC@7ZxvqbIQ#@eMt z1l2CENGRe2#n~-KYnwUmLNM$5OL;SA+n$RQ46(`T{6(|;Tq0dN zq<10|-B6~z=agmD;+C-DC=*&h!~#Bs?{Gt-K_46)_yE$Z#o0 zPF?8~*r59JDPs{GWzcziJ7tCjIgW+ z7L{9tPaC69advNK#{9uD-8y*%CgVj;we^adubf@{lUNM9Q7hqx+Nu<7sj9^@fZjps z-2Co^MKWy_{ys7Nf822m(JpBy7+9PqBp0tpEWW0w7w6X^?=w3R`rB_(h>1%4dW|^M zmcH*%|G0WGnZ)uL%(RNVs$h|yS%O1~LUvnE$f)(I5(t^CeP_~?IL)A+k;~7z@~ov2i!zDFcCx2o zBso?Ei^Q_)=O<-P%g$IF)J2vOpyV)tV!mWYTk}TUqd@h=>_maCG8RMpM*y1;b90KL zwbfU;f{0LPT7-R*j*!fR%EgPhHx{{UfHwF8W;>-)6gTrA-hcbWk`Rm0miH&d!Q}^B zVQ_0z!BJMo)42~;Bh0}+Q>^FmGrkjHr=D;`-93mLj|F2DbVS?X2_hTNkvpCLeZ?oWAU6qwy(ITV%;>H^X5^s@=Ph3Q##prdsJ1l3qc@?`q7$aS z6-KH0IfyV2uA^5Qmb&Fvj;5@K*8LO62D}N=Cq3^m21VqLzpArcEZue7Zw!x(jCAaY7SER%F zC`7UKie=xkidBjg_3E5+_x%B4_A#J&pjD={R6|DLgW#Egt!?DZbXkd`=7m+!-ET}# z`L}?+=j2ZQU>e0`PRL7WiPBCguJ0#0JC8>GVCuftdVhcx=%?>K{&_j4y9^WfoMP{! zjpnw$MnFFN-)mmfZfGXlsTGxL#L80T^xZ5mivc^y1x#3A=r;gc;JJ#WQ9f)|zuGKp z5WVt|PI0IUU@ugBLz|uA`p*Vn zednnAi3q5H7e26n3)RY4cxrYtiTFlc!1J|o@W)b1%!|&|h^;$z`}3w7SV=m2*@eCI zxfN+4zMFZ$cnHdtg@nKY`?2pUTTPHAYzXMVd2Ku+e^*AKvEN+#$?>zNviWB?v}mF5 zd0)%5&0UBK=8OM0(g{1GeGd`BB&pQz1%WN1pMg-q!0tC2Hc7xYX6%#>p#b*c?3Ks@ zqaGw9S1wg_RZ_876~Ll$$&24PP6?afOzeJbS#lwK={8eHf=00zU_e8OY4qZ-C zysqEM67F4>ksYr%r%h%}a0i2(@5C|p)Yf-@#0i5rk{8(69U0nVKc&3IS0$PD?8`&p zXAnDI;TJ=O3slb}}4|HIx}Ma9*1 z3!6!>0Kr0V4+$FFgA@dJf)hMA1PTcjpa>Kaf;$9vDclJb+#$i;-Q9|U-n{3W9^-%W zjlSy97d_4u7n`b4wQH@l=bG!8&rEWgzBXHs^uUq}tc6Ig(obbl{K|0pL##Eo9B4R; z38JkoUka@A2(A5;bjYB*#BQ{dew6XyD!{Go2K97s)`jH$wq)TarU%4<6N0=RUT$KT zwawh*+&POXr3=zC8xNCzbGg7TvC2!x7s)S;G2BmZ@xC+?bW9AMKZ$d9$|qb2b==@A z52+3DP@5QZs?s9={tY^$V)&lVLFGBN@At{{Fext7?=?eiyFz_+uryK6rgg%7^pWRd z;VUYfy2YSb>EwLS` zu|j9~&bYt3Sb2f1%9Awhdu1f`&I<94f0 z@s>>^!fXo44_0N0zvBbWdY`+A@+XXU8@@rc=J-<=G(mYmokUWuy@ChRAK-u2y^xAt zh4>|gtDOg*XjoQlw1UZ()Z1b)NA>|)OasGU@g`3TIb9^=} zNFq40L~Q#Awg`c&P;=f+s`sdok3A1{=$tRbV!xBLHfhCixFl_<2t8S|F2%*sT72Za z$|w$u4)5C)KQO!4b+jezHkkV%j&Ym)WjVUR1d}zvM?~{s|EUY>va?=@zl zRUfoQ)a zu>=Qg(wa|g$f3~ou(0_h(E&!a=REC47(%wi}|X zYWNo9(b>E@H$=>jpUSOvd9&Jn;B!^#>)tW6p6b5$LR8+Qao%a5{aX1dmi*EdIb-bT zUgGBQ`6_iQ)5v9d9WC3w?5EQCvmL$_5=J}gaZP&q>OQgTqnBQn6``8~IgX4dD{lFt zKpot_(34;2^bx8)S0Mcf{L~jxe{n9rcNqx-AebtX!HE9@cKhc)NALg&W}AVFnBd`uh?E9zgJfaYEn!UCAIL z_yiz9fHHm28)0shFmizv1)96njfTVh&D(%@`FI2kxbeE=@X}J`0YKrjnZRk*q@v)L zsR1u8!-con(_6(&Pd8YUm>=NtLpYTSB>0T;d3?;3Z5#IYhVs>>T&X$((BNrE;$lBg z=P_VXsBh?g&T{S4*=KrZ3lRKedas-!Pz=aRg?gTBMZNk{I`F#u#in>8MA|xdHAG3m zV$oAjp4V>fg(Vx!a+&AFb-b^QCPy$4+c-k^%{JnE(*NYZgUXs-ryTL+qCVdA{6}>; zb?{7yVbiR4O zuJAPKt2p7+nG|$oisp_}h9f;eB03)hluY7Rp`q)!%F^rWRcP4a|k`tp32ujlr^ zn3CsyNUew&DVEQVb(?RMds77CsS#!Pu=4sM-CBc#x>JKevjjOz1v$XGD|q0R%4-`y zxDct;MK0u~!mjg`JEKjMIE;6WZ}E$As{4iHYHTwvz_7a>$QpdW0epeE+1VLf27{@> zS{uXn;n%fX%}z>g01tI|vSR}#vq;?eX+HQ?%!0VrO(#c_QUZgo((BUkjM)jYEd}Q| z>zqtZQ`@OM=2q4Hv=>S$toZ=IgHSvBr@}u=Qs`b!GTCD7YbW+I@3z=j>(eL12m}E{P}`Wmu@=>w;4Ij{bQEO zCP4&UYToxvOoa4|6=X4>lAmPqMlLB|^>B-iIq&})IkHU2D-;Ha0J8D;Abk29YwbU7 z0kXe><@6Y8KQ{`H?k0{X{lMsmd>Tf~q55Od4O(+?hep-k=nm?Kl?u@V=9gG;G#uFy zJ$l(_vXbbaxOBo^WjGv1j-N^A}hFEbIS=es=#$_wF^Y_uP=bNXDkx!Mgh3u4ho zB6Z|e_ST7EhQLuQX6dc_eC`;y)H^a2g!r7f$4~bexsy2xwBg}1svLiNt;`dCa+dB> zv2{shwieiK3ZOD(Co$WOeT?+Ghu0@ShQ9v|AFr~Y;sX@_WpQ#8LNJOrwrsgLTm*Vf zo+Jsu2UbV!mqot3d;y%fTpwjAujT*PqvZPHM=szg(FLoBp6Dv|{@l6xP$*yq-ok{g z_c60gUNQs&aMW%^$zqC!9bO`jNz{YurP)Ol-VRhd6kO@k02n&mgUsbeVA{;KEX%#> z2MbkZ%Hx}8(tWE&<2?U{)kKg>3jg(*=X-j3VGdBLXC~@L9ldNq3Y+mln#~lgu`fy0 zcFNyGZ|6?gWOJCD&#Y<3nvJk2-o8p2`!v`|6#sizTf?);+mO-V){});-|IZ~#;e*o zmbQf44#0PQ&QHh(J~sXglnBkRa5hSX7T!?a8GP7z&X|L|7G$UpB?j!a8{JR)0GS-! zYdJk?F^YSj%q3GxDC0?JEEX})|7HFA4J8u}Zpkoz*4ME@9dSqkA`4yQK8?lGvk~)CSe{#1|)&4fsRIwk*N#`Lf5)eK13JsBqC4jXuL+8o91#&3@P@d0RDHKXm`usJsn7j)U)(V z;s{ZhxmUxA^=J*u<$b7>SLrqR%6~j%H3~j?)Ur(J@CYp{Xt}%d%HQTqvhh6>M|#^H zZ|D;AYQnZL(7~a@Lo3m#lf=QNg}sMuEtaGF3X4zdm>co~7A$Z=@PSMC@TcKTeh|M_ zqn@$bEIU4GNvB4Gn|Z761+y0pO}1kW##<_scGw z?HR6qO<5b?QF*Hz=C+~Of{7Xa;u5NJ{~4eC=64SjVwVQ;f>8T$j-)&*8(bXXE87#& ze|WHD%`8GJ4~AV!%m~UV+pekoco^hYDsz+AHa}2cu~u)9_S?&Tdn8`&_;fg01BTFu zDIb68#Y88>jz^xoj1=o-iIs8p(lGrR1z+9pPf3Ccs@WeHBjFgxdf4RFVO*yJ=lr>s zEUqB3|GrwjU=MSQ_?WAuW`^eq#mqZP&tF$LWK7Fj;sE=TfhcS5ZmOjcOTs$0ZYQ`C zpMA1S!ot#Wp(HJVxa!2yrT8sP0<9ri;#OB`ZqLo$=o8^Hn-Xjul( z*Hg33bgBGVCGBiyw8YX0klqdoFQGoVsl?B1SSMJADrxUGi~t_({HTz!OZyua_p95J z@$n(FPWsdvU$-W%J+BmzY!jam-&4}H$1|!xg-Hs7azHhoGJ?3hi6px9o<7x6^MNdm zxr^+)&T!Wt+5nO}Dq3g+k*xkuA~` zEe@&>Z;xAEDXR!%9RvHL)xDx9FC>(mU%# zuuQ?oHds#a&Dch+E>gRlrxz^Z!}>Vzj?WmY*=+B9n!^Le3Z0(Uf`$-`V};J$uMX8$ ziGQ5W@4Y(QL(5UhS>>~v+gx_jDAE(m#_+4jHP5I@!vUSR$)MBHI_3~AnCx| z%9#CD#tYm%e}!Tv_gWWJ81}AP*7@j0N0HEPsVgDf-dGyFAR`Y|7+kc=Jd)uT7g6Xp z10H|6%jt90wj_AcHMh998HwB1d4xyXzAjNL>Nn%MM<^#F^K|(xZphV7J+NSY3GLbe zkR5M-Cf+zAI&6f{C@&L*s0LvQBL-BwN>QCeJt9Ckly@1~wiQ4zZ2R22Aoy zdj7&PTW&bq^ivU0A>0^BDQ$80j^HbUjir44V82)m*PkI>DMW?bEQIGBgMW{TR|%G> zQOH`h2ZX*A=CXiLsiug@6p;D%f1@H=B`PVmmlAmikqgzHR2*Yu=jjU1f(_8%=sBQL zRYf!KxI ziKv5VrM+6mTl{niDAl+}Dfak2uyxX2V*k&Sd{@&g%os zh#9`;Cn)b^sdv@>^rex>4CHj7G>!dOyeX&y+Zn?Pw8yG_)Ls@*$I4u$1d5(F(h^$AVQ?a5yxSMhWG|+;@a*SXA6^?*MwW_ zH6w<;*|$)tZz68Q4*B~^LtgG%QW-_m9^rJAa2 zAcf>1PGAVc7rU0&pIjaUQ90#>|1-nrSPN?hJ{+smm&0q>qH5f_AqO0)^(gW9e$} zz{H%&A=Vhv=O1^*z-wJ5)-xO8%T7ZR)~y@U&P@vY;&uy-L2JFy(%m4}gSihmWG);Y z=xW(A#@8qPy-`3%Mnp(jrrf&qYHmkt=#l)eV*C(A)t46+TQhn_`v(nn@p)R(50)q}=&t(lZ3HDx1iCId22otu zh{-K`m^xDFVw%ebNQ&mbZ^X^)OM&~_k6m(6Hh{$dWhZVjp8!(X7e?@;QE)pu`mFC< zB**%PFx*>`l<5L6RE)Trj$3Zmxzx@{rvr-mK{8TiJj`i{lKe86dF8dJ=H!>)q9{;+pM73UW9%33G(H zu%t1C*IjloGdyd+s%$@5fQcmuA@)?73Lg<@=9k+yX(6uQ0^8JfZ>BT!iwDm{K zG0wYVF;wG)P>xA`U679VD$!*+`yRKXHLafWK>ujRu(Rz{dWoKW>$Ri*3?shSCFM)sLcStKX#ox*Z{7q&T928Esj(?9CNi?A;t<8Z>+Qt8TMoXp+|SSFC&c zRY&SMNa(6mTfc5PxxPtiuOjfU35GQnw!$7bu){2WLZU8Q1N<@2mwl-(O0pmy7c#^< zfFRqcE44Nrg+x}TDL zHuT{oxtq*4kQ~x5!5b?E-RmuXI{XBp?fg??vp9R+4hi>Yf&8YFzK;Dvr$|~*Y#g+i zXq2Q~nH$=)uuITOUD8XQPqgG4JCAPNvLPu)Fwa}roW`=RE|P(rNzuGlp?cCk++yvL zpR@&?ou8AlZ|r+ zZgr{B0|F@FQRS|BgED>5(9~L}k_#B~=_GGao`z3`^-09@e2=+lmPAB45uiE{=H8l8 z4ykbTik`53LdS9VNs#Uy+LvTYWfj2G-y(fCE1$xw^-+XMPKKXujA+cPMloqawb%JYp!`laYMz`J&c)|X;6Jbexwlaa51izFp!DpOlf$BdM7-URau|p z-9moL;f{J3c5<<=cWLj{N8}!2xGsta_Xgi} z#HKCWkTN2~5LxJg6EJ-X+gh=`F^rO$FIV;>E*NIN&nU{idYp9{tSUYv{6F2`!6^=u zPtG3KEA{0NJ=NP!+2>UyN1Tk6P}O)}02`DlovYaQ`HT0*-5A0FqEz1?i#97kr%jh< z5k5#%W6_)}y3Pu!ci8!oq~QC2=Eu-h-IBr&DHT&!)rT94&3*tlNu z$+pb{W?l$KNdWtO$`6SIpx|aMedyYOL~H(>Y*>ORi}fBcVx8BzJ_NDoVvD?yXqY3t zWMphPLUL}mxxI4RpMH46FYboBU-a9Y&W~?MI7X9Ro3w!pCINkm$ps1&buS3Y{#`0p z`_IcABN)%y6nqhb<5iftUD-}^C5Kkjjf@o??;s)CmC#xhHXkz(Q?ztm;9W`!_<~{U}quKs*@v6 z?7Ok~wl#G2&`v9N&qpC$&2G{335}v6>8C8Jb!9~&nwv(8;jyx`nu8oio!7L=77WvogTgi%>Tf!y$=~|-f=YuX4lP&ETR7bD zI>@bN9rx^o!Ht<%?MbMITr)jrlzd3 zwfh}hTUsT<&R_Dj>-IIf5CrYY*OoDEvAy5CzTI2OUAt$-1WZJkxt05a$^==;3@ z62xd6#1aZ?s%*auHZdMI{FSbkzMpbFk5g0m3vPKM*24MSajfpR`ex0sDAkyJm8ZOm zWL0i&5ZOcF!idKkI2meNc(BS$OuTE(xXl{MD3*p8gN3+jx|p#flJTGw-Wh#|iyGIy z^H!r4ehBoR<+GzQ4*~g@dh{@Hc!u!1hC0(;PK(bjpOoizLr@-(qXtX9ia$1a)}Y#GuHA#R7z8;Mf=Q*!XNe-{b20rjELr~AQLuF!ag z&`V&e-~QO$&i7=-gy(i^lP>NS-NVJ#ZbY4$H)W%JCn9iXl3P9R`;cm02=;H;K-`eF zM;VVdP{w7J*(3WjcCCG?V5Co5MTPOuj9ZP2iZA+K;W?JCTmg8|ws?Z|xYe6;GT!mR z(6VqKn6MzlH#4Xc8@Ze&!n6i`ah#%2e9&7CFsy{wDMX8#dE>5C80VRdgIq2JtQ< z9$cjCq_I}wLEWm+K#^kYM0NdINYh(u$0ba!o^M(z6$nnq3dVT&k7}~*TPW!T4^I@| zQ5QtT9h!n8LLBS%C~(DhRDmY>hy5UdCn`)Fm>?i%;C8XB<4_@o)< zKhgX+1>>j1vo+h0Dwy?Qn%gbjeD3VsOUjLDGWt_WE%<^B+n?|?a3!;A$;D93Hj#9` zM&=?o1D>5Uo{(Gj9lAeqzc7yT#TFj>eyTwXy`$1TeGV(Map=sc$UzhCYvyMS-{G+= z+)?E!4$xPyZQ;l@3(ozJW0(?4LoD44Sd~(g|A&y;r0T-Q5uVZ&EKqC6%|{gcEE!0? zhNiNk+JGq&E%+;D)ySWdyhwA~!K`^@KS zU#tkn3=p`^g5e8E;01d;zP0H7{Mbic4AHw}Cw=DY6{}u>?MU`ZPv;6XmTIVl|#~z@sOTL}Q{OoYKBPxA^Z3Uvu>s1)AHY7VNCBu{? zc58zI4TY9#FOz}=__GYiRztO35q9ZY>qWL0&~4aLkoWn4Oa>lPf1_I2;{>Y9+U)Bk zg?wk8w!Ga~-#!uCqG+og-L{z21sM&;F34<)YV&LN@Iru@@cl!i+(-@bdB(ztMc}e) zxOla12+Ui8bezdGqOz`8@*|q^AB#+{a;y?^x zXbI=e`RJj*1pjI}=j}B~2uG6{)%6Aw)aVIsIcbA%=s)9X2WqIJri*v(;|Q^G%;^j- z?=QJb2`1b7O2I#65@p$!59ndnN6hWu%RgPugIGN_^noO_)g?2CRfJBch57cR#=X3Y zCAIOw319y1Du;2zBYptCHxx1N{o#y1cq^gcn3P{JVTl~UEVOiM9?8d?mjki7(keyw~*eRsT3QKLYAGNh&o`iihBn` zF)70^SwZD7&yQZB#v&%)#y%ICe2mxCRR5)Z>3*}LD44^brTkq0L7hAsi&fDUf`dOq z3O!^5wrRV3S?ACx44n104)KBO$^z;Vbzb!+Hg^`0VVgOUti>9y-yD2#?dzqt*?&yl z96%yT{^fD3Ug=}zE2@7+(kcs>PAJB>f&9ni0&Lmjv|X_1*|IfRygt0)k`l7=n|YOQ z#q_|oAyPX-LE7Xa<09nl`k4E|AwR6C1;;($EoFF6EEoT@Z8YD240$Lb9XMR5+mWb( z(1xVDwSmE;dIPN_=QG6MM&CAeJJsFqx6T|s_u7f}#Y#&_h7GF^XD>(n#2vKxp+_(v zPYP_LOP@}%rPNR@-1vY?9l;$*?Wdpp z$Bx-|uKR@Lx!{$*$mlGD7VFO$dU?ld!UhPiI|(!-e_ztLT|R$3Pg|NLTL}xfx!(4o zvPsUE2m^tToNXKS+9^kt{yl!gUmg5Ca`vUT&BiW3agJ78wFvw9h8u}^;ZxRyli(_N zEEN$Ie(E9t#C^6=dzDbx0A3&T+WU6obK{}~^fS3K^;G!M3=T=SVGY?+odt!e7V#XC z6qQE0D7efbv`skGLAhX&|1oZ1`xF%E@s!QW>%(ers#;tB72csnvEH}0nFfRf6>cBy zZl6@oRxN}Ryl~wEcTj$?of`-p@*~r>6s?i;TyU zJ+#qO_bQr|#^jv-xZP9sOlNVAR}lv2+3Ku{u1_4kpbWbG?Lf_Dd%{TYO~5v_`6Rmh zKM*stfJ0~WDL3>#TrzwxYL?y_efkf?&o=-D;(jt{^dBxgm|wS&MeI7v>bw#7zMtZ04phb*0w2IHTLZZpmuoBUd{~7UtUE2 zNedah3#9^ywXEX&MO%qZ&_?7waYz-a&p9*8Fj8v&uaKz7-r#-=r^M>@MQM>w z6>?t-MmJdtd4gg(vS#&`FV*Aj_4Z7CmZu;B(`s}_sy9`*;RU0rHlQahZFxuqCvvO` z3Vdb|1M1yh0`A#ZKsG`@AIq-Spox`uy{}c_eGj>|9#OaT-k))PBIdT2fU_1rR?`1P zVCcoaRYZ@_Egw)S@r2?J)lmv*BH{+#P6=VZPC%M|m6^6lgi)aT0@WNjNu8gc>mi0& zUkKcfb0*E&I%FLI`3GGy?7gJEUY$psV%~SLy>-_iT zYn2b0cU>4ioaq4`6dBHy`q&7Yf&WQTy!#BqzSRgIf!SB21M0!4+{8fMVA^pX3O_wF z%#qWw5hFere&ZJKf=OM43FeyecK%ai%$#-3kN+^vZ18&$<9ZDnO$(B}4LIt7V#ucN z4JO@Tzm~+U%`Us^Ppd_B0l%jz;PaoZJEmgP+|#RHiwZWKD!ViT9Dr+kmBUej(jhS{ zy0voCoH?&8hR7YeNKj0N7n(+L-#Y;=&2KmIGK3RA>o3#g%-197kQCF!E8oBAHz$0V zQGyj~4Q3dk5$!DF1Hf@50P4u;C}CZf-Z++|+`Xm)z%L-hAXaMt%~fqN=CYcoDklsu zCV@jU2)(Y?bJiPAzxO?^CaP~6*J32ti9QoqtsSFWzXTD#uHNC+v`exkumNihslx^k zR9>poZlnKZ1p)OJ%aiFCcH(&MhdpGy0!0Ktcx%w`6f=2oYr!9O{x{5;l|ZLW0YI4l z3gC5mlV5J5VUx#rUZ2pxyNLen!vbu;Nuof>b@m%Yja;lgZ9n6>AZc7);}pn^)duf0 z0rSXT!i+ozAO{{H-`Nx%X-Mkjaw_X7L>{MB#)JvxgnFS`G`0t%{||KwiA`(KfI!2gQW z|6dfTzxbxFeiiojtQdVz?QK^kp#ME9?19JjUS^x?-)lkQgKJMAtyAG|{rA`4M<^eO z2%7)HOgej*NjGoIpZqR*r}eb0#)Er>-wj0`|IH#P0NP)p9?Qt zFMkR%xmHR1TXgs;f&)F<(*J7fPuBaKpP#1t*Sg5S5zM8HdOuzEU&JO=RaIG!@078J z*wZWA%B8y~ivRr%?ho%U)iqKn?OMM#5(QvghWRRDy^*wmLdV)ia*mvVR#z)YV2kbF zN+JSjqD}BLZ{CM9%055=C)=*g&hYnbs(KY+{p5JvOkN&vH77eL%kaNxU+^--rV@Gi zkl!5xP8(;FPFIyV0fmfX@9WpufJTDTYGjfV-tAriv}f?~)_?2z&*SG9Ahlb7Sc7T} zFm;=)1}Fli<<0);$wEY1EYquUqW<=^-qEV_q?wwS<20o)riDc&nrUX-d%%fTA?B~s z;DW`dd8T*0(%;MJdf@pGfT@>i>U^mF`5tI*N{IahfX6vcRymf(H-X?tuIVRF&gX4; zGoXq4$+m@|Wdm?n#{62|py&{2mQ33&9Wr+LfVKkO|M5%hQ18`2SD+=YcMkAe4$!%W zAGQD%K%qooj}q)W&ud5397o9}(o%{-DtygmPj}>H& z2b!iNPYUR8(eP#g*IVPA)XK6Za3h{#b}V{>bQkW8VqzE^d^`a@umbSj7=t$$Xb$61 zT6&LM4RKm_0YRfWX3aOVk1m@o7vkHoixb+J_jn*ztqswzS|WYVM5A*ec(^wwz4c+Wg+SJaCe``Y zgYCT9$miy-2@B`Tpsws#WMi>JQsLvhUqi|GWdCGJsv~qjKfL)<$e0JwC_aBJiCgu$ zhT^E+8&houv@W?^?L*I-`=>2rVu9t961odC%-n5)AI8R~#fmd)+8Z9H{` zp~jv?+X{r9)k`)&J-?yGYcg05@tbzh*W{=k#l|~h#RXbZwdSS5moY${gVsHrLUOX6 z`<-?Fu#ApJ-N))5P~-TghyVJu?qCm}-_yNi!8c9IQStXqAzXNm63NhJE)Ddd`b+59 zp|`DLgysI!uAw)=3~ZuLFUZt;31WZgo)C)|G|hKhrBCdO2l0=9o@IJL#}BSgTgDy> zYSyD+HR~TV?n1U*b=WjC0ucCxnzCTQ7%AD%m;oS5tv=Az9PWhclSjsKM<_`b-?V#O&{&XSF9 zY?@{2)OT7R4?+XvWGlg!G0{nKiJUnaon*`lr<>jxc{c5~z?ksFMeyM^DVR`x2G@wTF3Bmg2bd|hJl=g!_U68ohxhK?DjCueE zRMe*-0~_37#NPK6s8+ZwnbkJ@V!!FVcrsj&J*+ zM>~s#pcUPH6crkN_ANdUztq^iPOB3ma7!3<8*KX?v)gJ;B`=_LSXHNTG)%D9eZFBz z`mfLQ75O9Xl=%g2-glUXFE?r!e=8}HY(5P6unVc8Pl2HY`y*ZOXX5Rz=_(r{2-#59{%;c*N!Gq*tfM-@ye7@=4XZ#?>%)$5c(arM!?b z`bi!Y8p`V{=mBgEA+Y&bsgQ{6NJ-bA1=6IDbQd|(2}VDx=x3F6z34)C89)0r$|0SI zR8Hx+G_(eOGTX|o`K`3&0z;s{YBk%n;ov9CXvsQMIE8e$+ry&*meAB$B6gET$@7lg z%@wPy{>ax(wL${@lIP#k7})obKM^D*nDskt99+D+-c0)vL8#;sKMBJmYzWuKvvSmWWG9_iV}>`pQn#}$PQhFIuKiIt z{S{58KzgcMkXe*4O;~IrG>ln>+*NjNt z+|L1BoetZq*JQZ%*3YxWbq2@xjTMagMny-u8hf<^Da$pRI+CEq&0gTsGBRYDdKhzx7}Ec?X;JF)RN4bpGQZ-b2a(Vv&QRU#}A6cygqQyZ$+kUmKrX zc#1(wdl*-GWney(oPyVaG4fBF3&_=ScL>V$!rCRuJKkuzQHKGEx#p`C=Ie{u!;y=f zR3HU?*{Z6N?MSvr-GXtd&jfL2VU~|)C3;p^BpW!pnX3@ud7`uJ?G7%`UdG*(Y}NyM zIcDCT^p{TGc744aYB*4Ch97rpa3b1CdN=v`jBhyHJMuH37kLEj{U2`x^|TPGL$ zXlbR)JvK#v#BY1gf%3c-Nj;m4RKZBXByy)&Od%xqd-u(G3nr?SWhvXixU$HPV_9r^ zT4|9i+qW|=x2+4`54ASRh%TO-BYQm=vn7tP719L(b(rsz>=sxD+-okkdjdaU*G2|X z3q(!k168kvC%}facVqBAU#nRmNKFc(;($8JjvR5d86f=@(OT!s%y%raz5(2}v7mA0 zo6E@3mTOJGry8lQ^wIlrlwg7{nQOB$B!EoNmxge@0{5e&0o8p?<8hauaT@L7rj&Wz zI-^?SNo5#K>0}AwHCiCQGbk|Y1)Cl(W6{R76WxurdyqsbYR6NzJ$dE+Ipw@wpjwQ2 z@>!h@%;{(bWdsUv%ZyE^xc+22?1?_zI~e-|o93s~-2;=;$=M$%YX~ zv0-F{Cr}rtuJa3QBxGf~9nZhpU!O#KMt4$}^Sq0VP49%c$pJC%bs43a`?)}6mufJ9 zkyyoUm`;QA^hZryi0b&T`muI}X~CyEi%OxpE2M|`p2U7%RE)lZ52*KyBcW1?;_D8N z%#{3|J)W`P&`pt}S-jILl!n;WJHH#9)|o6-)Zs4~;ebSV4!wSCn7dXTvc^doIdsb} z^0hk;fyf`Th=0mEDcfnCH3liNorlZ*5frb8%PaqMz;4#BweTs&9XEM?AgQoTw zj=I3mFn_>0{HOEo+Fr?Ke|xx4#z4hbV4S6TD-u(g3?^~d0-=GDErObZYOsjWpcmp<{et6RgpS&(QT}uL2jQ!?V5+m^!a~HdAf2FKV;@tEu zZ!xzMJGm`^+73tP%5vly2&*vrL<*a~~pd6zj_PuGZ^5sTZk z`jvZpTpRTTT|KT=NWcphDL5zO+*PZbSxRy=>zBJeLEE*t3cf)n@t((mnw{_v_P<*wU&L@yb_$~8q(6No|G`5VWemr4^Y2Ck)$%;)C^HGii952Ch3gfR76B9#{gfAM*1miPdai^nG;1TgWpH4 ziSb_f6Is~BlS_tv5aO(oPFNvKhqVs1*R(c-Iz-owq6Ct4_YT3)BT??-brrPFRHGc& zJW@T0rSAP+v-mOdS<2jrZfIhSjabD?~`?P1dZKGhAsKC1hWX+{e4_#MV^0pcJ7OZE{P%+!A^I3z8V-t9k-8{~& zlekodX9l8^YUKcoz%YTb7Z-hfQ?_rPeDU`C>s!Uz@bx~7+R#A5dfwdj1RJNba-Qd? zpW2F^(eLo^3pniBx)vIm|Bhm(81W;Kc@_6YC+@2-SD9>rmwC|WjI&aL-!43DvP1*U z@}Wjq=ycDr+Jv;s?|p$xg4q{mKKBzidbIsHye;@$m-N+qJ`Zqe%H2()m5s+G1$V9eq?x`LodJ zT!$~p;;T=34`ZMsoUUZk(B5h#5>HvXv{Jtn=h&du&Wm#>_bdHCws_mg^=ddM%E5tR z)0MpaWd8FJw@B{EE1;`Kt;8Z^@|6P0M81zdiK$g0J2YnvJ{vfnQg`ozXTABIxl}o! zOZ%|3;=I7Z5&~~De(V`SYP98g-T`-Yzqi59&B_BWQ<}L0C3ZpKpwt|9KOCUY>Kyf0 zvN7UN27e{M^Qp*8h2hrMot1+YbF{@qXeM;Z&vUbKF0U-! zX6)2hltR$Cf)iqJz)iwpIvGQApZah@NP1oa2J)%}DCp$LInx`1vTtuuKoIzTt)EWN z#OIm1eCds}_tTm!DwovJpPI0uIC`l3f;hiA`c$l)R^FjH1f2lu&&#GB+75yfg3Aa8 z_IxLERhlS@6QstCLAc)TqpO#Ogg}0c6LWoRLXyn;^83l@LBpXH;P_q|yF9UZ9xieb zvmvn8rUb{anGf23X>Uynz5O^qzI)1J2 zt$E6c)}@?wPc9u+D7|5ryOTN0pkPj|rwhvJJNZ3(C|A>&OIys@(?z0HrEF=q6mPZz z@m>ka!;e2ZNW0pBmExO&QsWG(e2h8Uoox>P*ku)^FJ#_QQ(8ie-#Qf>yt z^&W|YDT|zc;w+6+iZL6N9k1b(E0LHB#!EXD{j zP}qAjz9MDwcJ!V9T48j&eP^(;@#)mgNh>fbaL&=6>21`ZiO+^toj`5^sp#PYO>n&e zGoo#As#zY$&m$~%zoQ6g<~zDWF{Zv zOg1J$Q#!}Xu7HhN9r_gc0FUxUAR><#Y3g$8UTVC&oUJ9-naY;!V0hc*eGTu+@1grR z39_F1CZf45*BcGJB5KJOGZqDSizjR;BAN-$ToCe?BE!rb-DCt^U7$6%3}VADYr6*nZabBZxduLiNctLK$#9$$s?V+eqB>2;2J!MsK+K9`Ks#!x&IM?|Fs z=q9A@GHc7%l*Y5GHtliPWO{eYX4W`O^?t4~jaS$P1=pci?^-*h9z2>`pU@>`kx~9V z1VsMAND(N5%9aRPA+@*))JTd>N?}k@9QDF9zo-GMpsE$7vd%X1o6_XA$@WzIs77f?!E7QueGjqtx-LG>&a|x?L}f9 z_*`168DKEUtDWWtw;0|fz3@H-5#Ua!Ea=oBx5v2LCB(*6FJDNB6o0K)G1{MX{f3iJ z8~Cl4+&E^AYa8WtWz5L?QxYVoF@}*gT=%`ZRFOd=XR1tFkQ38G2l9gg3{2w-a zVsZM$ZjZBcoTomlCq$`Q8287gAHly~3#AtA0baD<6j;c zm^gd@b|2nqu{;N9SL9f}!vk4qCH1J?b86>Fi8*iF$pJnpMUy5fr&Ncmv*UfA^L%7i z9xb~DUr0>iL_^ScTp$S{=Ml@#R>Hi@kZMVWW}oiZ>C9l5QBU>O$Ib22`pcA!a9lo5 z4mJtsOg)GtC>tJb6dTe`J8aG{*XH=%5#a!g$^25fGrwmUWdwv(oX2KA5?wpC><=Yy zKbfUJOEN#;TLl@fmALE=NwP38j=o+MuGSpM+qf*9&~-Pz1by>;E3OGoycimVpSUNo z98kvjJBpV*u)@SAlR!UXNmjF7Mkg3M;T)61ljcq2Ki*wyoBu$@54mv&r(#tv%&$GU zHOgiC{iY`POScj~jf7Fn*NWWfXOi?Lw95R8DHeTXsxvb>a>?Q+_gRt~Igm(3}GsOFrRug8Qr4KcxN=2$qDjoUgg7xpLM2| zQjRkQ{m-7%ZpP20TJ(HEsVL|fOYZTYQK&nD7Ee>Hx635*k%xuLR~FVfr=4*=h$nlg z;Q5G=n7JUAE7l%io|hS7iK6{sUgu_zsNE=c2@fnN}Q<@9H*H2xpIf)Zp|F2Ony#>r+*T|2IqmPrd@JE+whP^x#U%zkR0I z9!y*16G{f9jwlTR>X>w^*sW zYz?dL1Q$KgPJ&b|CrMShef@3g7Cb7RDb%qTaZNB(@z4607oD}a2#$CSYjsacY|M z%Nh+^PlnJIsT?!((O%8>kd4Z43m3t6xd%)c2`I<8*WAh~qVw{QGwV(&n)xO|lC*Kh zK_bRXGfacVYHGMlQDMSrC#-?gJ%tvEp)2vdsMAPFoBFSek_t8puZl%m*;yphHNfno zD$7IQ15<|fXL0C_kJ2IAjIlBuIu7r4m~oZw!e18v>;$rGZJ|;VLebXPmDC&fG?o!#3Nv8Gu>|*Hsgw)rsiN zK9}SXL{FSA7Mt26{*;)W3C?kN5~bc@v4IysZ`V_b9Mo0rR`q#AeshC6f^F_m@HOeT zJn)+xn4%^j^N7+K3$@@kqY47r!P{7o`SG@&2IJPbd2?Tu6+GLF4A2YhW{9K0F18Pj z&*`n*_0c8jRl8Ei?w0CI<^w(|ZRHBe;s`w?1+=cCNBlgg!36<6tP|`%!?gC6eaez< zmnwgQvaq;q8CTMh-y1t)z2VcETqe`9S(%hG>O_%5Do9wj-i00yk6Rnd_Ba@XYn=s0 zEGOz!s=h?M(R|18ERf6k3d@}@jMV@k7iLbmM3cL!K}L=|ee^w;$C|n|gB?n8UyHPe z^U-(HM;^o-IHljzN5m>{T)~~PTa^>he~>H#V@|}c;42p-hKz$GPa>V}-4h1Oyq8eH z{Pz7JMvzGCW;K=lN7u{iAaB0>JBA@e>^VXk_UI+hFr>l&@;7K<3ZavKp>F^60k? z$FEvids-W>j0wbx&Hbh#a}E?fZ_NpnDLgylq;#LFQ19|#%~M_L+iuxrz0%_>Zhbfi zz1mO5eWN10^j+tJ*M-C&r2d6U+S?^>NjCqlY?_isa? zZCADJ9_Jg@ajQue4oRA7oFt~cRT1;EPip*mEEnA7De)*)>um`#T1xpzm$p~( zu9Y_z>U|lgtildNl_yh?zWxjopYN) zE*1WnxNlXF3UhqY1^;SoNL&nPfh5=F)_-fly z7e3pD+vU6qXu{qg6xnzP|1Q`IG8!L@CRSEp0rNZuRO37R3i?=qGz}IQQZE%-k)Cv&fa3OnHmZ) zta^pS8vtu7&FSQju2Ga#y45xJ5$Yb#?7l z;1295%V`4V^9vxSRv{KbvI2lFrYS<%VUXgjx`YC~=^Hj4F$^C*{!qK#`#A8S5d3ACR$K6?P$+ER5F{JpYeDZx;%;wq zpvs4Mf-UH7IhDT86!7=@xajutReI7YS< zacnkU+Tek(|Fc`ItoGCA6DQw6LIY7T18Y3L@{)zgb?fl&=zc`;fpLoaqD*s0-!`_8 zA6cxV5nfqXY;jYDH>(MhyaJ4^vnOj#MqDk?kZm|B0^@+Q`#f^k&SCu{KNmk-E%R9< zBTfC_W?EoN`sAQklBFkvUz@eTO|KC51%CCJ@g=fqp&ax_nXu(z(zd0s^YtK9bjIW& z#0!t1-8L3eXc#K$!lA`J)b;KIb5AN80mb*EQ-Rwj1&GaXJqIT-r#mAc_v`a0z~A(H z3d$)*c}gvZU3qj^Wa|?(o6_H`rJBdfVgAwOBY=8*nyxzXjDOtoeDyJ?=QspOdKoC` zQ!M0%sWhZGZNnxu(JAH#PJP4$ULmRKfd^X5yx0`_cN z0t#MIhjp)~{4DN2G7JoM3Z}GJfszJ2WAbPRhmb1cG3c!=jGNBNQb?r8!hMl2@wW!J zgW74hgOY%E7^C8gh4Zv4quIhyB9%RHDFm6zJDo`<8Y>rO0UW@06f(D8Tsx3c8>{rg zSF;I7)wO7@SsEqwo?iO$;cVL?cZ>)g9$6JNoJZ~y4GJk@bKww&3{i9$Cw730asXtg zH&vo4uksOy-EKxeRw#|S#jx6jnc6+r*^#pbS9uIS`0tS~ibpoFH2+x=%x;yL0iI^O z(3kHsDR0hP^N{3kDxX-stY1`-fPI^cJQwYraO#3xXVNLBY-n1DSd-~o9OSn-JFqE; z_0Q`8of2`fi9D*-)b{Ykj&WT4P!6xCzz}4oZqhPXFYaaz#H`+e;s?qzTox%yn*X~~ zWNB5UYCajaZeo*V*l~&ubG;%I4R>g?8(HgBjmgl z=zVwftdj~7Y3`nS`?iUySnaaQ3uJ<1x@-w*5yOjmh29&9+*XAG_F>s@gm?#R`j!ybL2BGiW+l^ zzyeG;c5oZMlLHqKi8QReKzaUtv`V%Kj@eJ)JRU1x=Kk!R%+a@FvVx5B`je2Frie(K!w|J zr1pw!lP00d!NN8?l$Pz9i+kDYDEJ|+nRucOCQMeE?(!kNt>=#|*-c@~#!d`Uf6V14 zot_1>K+&TAY_goj=vX*Z;*y4hmg?;)HylC*^5SV;9HOGihga7zFtI8v*!laCo7Slf z*GhjEJr|(K=*7a#d|!h>nu5Lj(^}+X3~kFt)nqVZPwMPSs<770oJYs=Cjypig?M?~ zi}3H67R#ezqjRap+kU>+WoC|u%j;eKlpqMLbH9~l`HgQ$*}@#ls`{*b7(D-QgCcSx z_1JvRr=)Zty-;aO{H<;HXCa0{stTwvaP$oRy^SCc-VHn^Z>L zNfpds54-&@^rUE!^rcPsekv+4x1Qe08sh(poR2LocVZlIU5(lbB$i@UJ8ZRzC`bWA z9#v6&t;;F2)~r6>rhFoh@w$qEDP{J;Z|u1bsao=v_I6qEO^il?_oPOUM!}aPei=*p zf(vc0Eym@-sjwF6d(?Nt3MGLIJZ|KRH|aHhaOo5DX6yQ!O zqE$ai;~^mVF@@}G=yDsf? zyp|2UME@@Su7&V6jHW$TvCP-YDfD+x{GPMCiK6TnRH$-_$gRIJ3;IPqJ}5h8v7-mo zMmx6S(UY)TfUk55VPHs*;||?*xe>;6=;VEu)t|Qx@J~CU|FgeaaBshus|ONkW`(-!gM3fD~qNypn$V6;F|%jjR$|6 z8|W7;7jALwPZ6?A{!?8;pImip{kp&E^+?p zNR~MkXkK}FoVX`5l@DbW5gi`$W)7{fep2?vr4WKTdh;m&4}+jy-)ng~?jn3zjS_6<7PU zukf@gO@ng@aBp%=e^aU;ZPGb>QYg^=WP+AjZi4z{~RPAsf$WAJ~d4MAOWBph@J zAISF@W1HOpAEgaf?4oVmG1b}(@`-Om*fv?&L&!-dWTbX|qbMg%+z;F}8ZVvGu9#QO zVb@1l+D`o;$3Wgt8Wlq8hOpYyv9~@CT0393^)F8d2y-nE^T&i1ogj~FvShUwmUmD~ z9dlu=VPb{9aA`bLtZVi_npM_G;~Qml$?OY|s!62xIr+hlj8vz(^i_bT{x^33L7V5s)hj18i99VcmPi*}&vYyfsB$f{GTP3Ku@vXb>$ zzOhZ_002T?#ppUmCC=5Pj~3}MhDHQW;j!>r-#d_l>TwVuLk3&Xq7W3ma;K=1-iLX3 z^G*@sRRaGlvDtyDa`azt<8K(P<{^^*7_dT1O%LvL){oQrAl#7V4yEkj7xZis@@GwH!@@GUA^m7QowO9I|8TU9z4N-d93fq1sx*! zvhe!BsX%)#N9OCqqq66Vr7S=om`&w)B@Dbb)o2|?&U@r8W)dj%_}aHdF3s>GHsTIv z2wB9EIl!zm zJ6FgZ7@@XKsJ-JF2_!>rL03ub1tRHxkc^MQcFQzd5;5Pj{pidnjO zOc^d@IS|~ffN;`x!{Pn?x|m3=Kc9Ww$fMU4ac36&RLuG;B3CMTUANp{gaS{yUmsw2 z|1s}erp=#K`{KhV%=fxS=r5B(o zEL4m=-YQQgL)E^l9rol|hsTwPMgd59cL@L7Z+ckYlhg=YOcL>ImC)~w8BjO{ol59T zqI0Gwg2OF%`s5ZIWxa25g5=##@z@qLo63bJ&ekW@`Ux?PJ_H}$0BUyp5ct>W;{$-) z&(nFkOp_a^Xx19+n^#NytP@~bSU+;(+*8b}SWmEdmMa$U{+&9R)hwqZ{M3LC{UhOr z#?JkUS)jnEAZlQYhMUoDaSwmH#HWOY<+?JkW>(*+z0h zeQW=$1ecEqs$*ER*U!b$-aSHaUMVA%UfTnBg_9c78zGIKyB_1N@z$%fElrj~cchI= zbs@(z28Ys{<@JVs(hEQLLmxMxW0DC1O1{O2OpL7#caD~Zy04Rn+X{2SgA!E0VG0Z! zoJpRy4K^zV-+?nDxT4Cz4~bgtA?TuH7HrNUY8}>}yO=mY+)DHc#m?DnppR#4c2*0j7`px+e4+FjV%SD(%)3iYV6Zo>=fQqT z?v%E$h8Zc+^Kum@*oZVz4~&$iw!Uo}?`}pEC#;`g9dV9xxMc2VBO4E->xfaYVhs8U=ha zGWs4hj~Vp5S7l=7I5a~}AxCTXLvRh%70Dl&vxLh}R&^XpLcgg_#M50GAf{M`y@Wzb zy)P_htCfs!%VX$f=(r1-dve)R)fqE|dkgRaI_kt>nT*x(rgxX3McJNuxQ+wM+-W zLyY3dEuMs{56VTn4SxeSBzrd1vhply4OIa^N~{Y^dQ6`WXXFTbJZBaj{xTC4R>ygs zUknUR4_)AYuq}Lv{40lhObVflEk^B5yRtQIS(_|ZTfPgE`^E%3heI*;Bc?!wM`a^@^7s7Iu{VpMs-hNg z8`e?{WU!cz5bcBzZDN%Tc=BrXEDe(v!J!!_Gu-~UrD|rkM4DXZo<=!S9%5~y$ZDk2 zV=(JBvn-ay;Gy2~uX*%XffB#0O3@S(7{@0-?Dm@5?v7DGpwF~go|d+`Zs`5uXkiAQ z)oi?_V9Q%X;sLeiRXVtT*t7Gl7Ti9VZ;$$6CcqCmr z4>=ccg1dk_vSGQx8LinVFGb@7wFhx1qQNyES_hZ6sUb2i-B^x$|5 z*_H>-b2gW}F{F zI9LBcJ^1JS{xsK?I6X5Op9UbnzdiU)ec2tR_P9Y*q08bl`i5gLVl~Wc^+@(1jT(h zMg_E23RC)_O;ZIwW1lF5Rg6!&UYbI7Lm+M;+z*J!ulTeNE9|k3pBjNmx2AV+a}eR_ zhppL|dBN|dK74I@WJbkpoVYF%*^uf+q{3iXKZ2w@!r3`tujTEzFv-asGjWp6r z_L(Ax7}F2siSH&cdaTx=P40h6pA^2r5niWnAwM64@}gVS}6^*N>vtk(snW0 z0u$@0Jrnn)@=|(KEod({dKZezeY+iYNPFmpL(9`FS7`Pg;P;e}zx~lc=zQ(*Zcgg@ zZ*s!ednBQi3^SYy;3sJr3#N{#Rf>KePgq%a?_SEbPSU@CPJ3T}mIB06&@h0#galnn zPl=0s5Dw-e!7)2C`VE~tX3wYUD9|g^d(fNBV@{>Gpa^Y634wPZ&f_%0MuIqZ^l`LJ3eh?B0N}e&JG@7#9+~)h*gmt=^fy=bChec?Zon|K5hPAg)ip1$z}+ z(qi1m#R>>Y3+)A^3Wd3VE#W<%|Fh44y=`)j)D$7bM->xyU1}xR9YJ066RAc1=XwyN zQ%hn(ngQjg4w)EC$K}!~Wrt)ro;P4J6^-jprls15;V z$;cz)6vv}E=LoYAu}`@>UL%Ed&mz9H2X+q#?-?391@_9XqcY=o;X0-m`MPCN#V+_) zO!~Dh!dj{~M7M5E7IGmYXcUXscilXa+>qgR=Pp+y8u#9Bo~< zms_P@wi2qTnyEf`V#L0J@@*ptIzET7@7Q!x70IjiDHpU+r)mgq!#gq8kSpW*8%+M}%H0p{gHB>k#IWCL9xG)|E)3AS~iQ*&HWTagNA zbtwpULRk1)RzHWo#VdORgB$V=r?lJf-|ZCFl`S2_>iPAO(UNl1W;Rp5<6Ntp#5}^U zOZH7DHE}!qDGhBl0Di_%Ef@8S!i%W$2>1o^~DRntKhwYP1NolnNU78Xh%nVDhAQRJs$+L>D!tjyYg zJ9~R<7=;sp+a+KLjum!Ejt$V+gZXs7pGYaTe;{nPL%RD_&>kA*;PeQ4TPv|KbWk+^ z?Tg^-8~LYIsa!h~(igPG-m`Vi4kIaW_bMvQ+b`V~DWtQ2%15=M@jBO>XwP7q@4Cxk z>Vf$|frsa{^n43ew^cpiHlnwk7p%(E;j=y`vBMD49-u2SuidKVL z3Hcky45%DVmAG8($HC2;gx~5k!|`%Y^3?w9ySIo{At*=3u{iMpB^47$RcJk`hC-*u z%55xQm+gsSKb4h-WQ%*|);+Rs)U~s;z72|GmANf#6dl+=-)^{xdn|fg^5L3-(eF8JY6Kc;FaX(A*IByf`fLw+;GC;YA*C;&p6C2nm^l{FnCU zT_IN>5^T6utbm;*SV*3X>fPFX>cryahP~4|@Y2mee*#)vh=`Y4)q9|u+@w6>2f+?` zMSS9!y#Nn8pY?PGb+O3#8w+MB%`*0qg3%mm?Je!|MYY_~{cW5p$^$admx5$i#1?Ej zBg)qGN9NR6iSvy?xmS}m`y}u_Ir;e&N*omq=S7nu<1y6*+>#-}0YrAaOa59l>o*)~ zJmqydy1R0Iwv}FPZYl6G4>xC2=>{*rz`ahnJk|U8l=YJJ{C=xx7K626l!LQ}9~lY! z!z%O&cWJ(gnvV-e0D=O;^!Ra-7Qe=^P@w1mz3E^(dGs5q-V9vFz$#aabYCxP*J?@d>hq?|siXjlGP9)U#Mvc>4y zr}cEE3bX|PXh9P0Xxca9`@Q2PyUmjE`m^@LMuSK49)jn+pf{PaUn3rYK7A z@vD!(i`i+#&s|-uZecl^bAsRk{CkMvVy{x?45A2u_f;gxPhtvZJkQqFf_>4knqKZY zaWnS5pyw70K|AvHr&(6?(W+eafBLN=y02kH{Cjz0op_lfYwj}%?6ywp?!6oGIZ|W? z#(cJgGC^ZYXA`B5goaYYe#5v2;|;zBK#%kuun@90f6=`B2E~$>RBnewJCTxaA2SEq zt=%n{Nwv^u?Ci!R=-d*LGq7&dx?S$Eh*6hx$iy57;*1X&E_K3n z*c^FMVBq?i(mHvn`cLiGnvf5Hvu6aYEye$Nkam3cW~TD?RxZs5dl9MCI29xkXO{EQ zB`ueaCx`t4Rzs=fBR&`>JT){12$#+GrZ;oJ57w7sLctXdNd{mSRm`{}V4&Uyeq zKlQzJs0L9Ox>SB(je}|UHuLuxO8U{V#Mba?jCpy9aoDY-Mg!&L5Q9GkVQPA|+ow5M zm3>R}I5Dw5TedkLu4J5NzTBhIzM&KGc~E=vh?MQuVC8O12UKl0KoVohW&vWgJJh6VEF=c3mi-i1TDVFVvT7{ z22plvJ+!KyoA$9Q&NzcYL@YHbJez$aTqAVzqrY{GWwUqp7S$IH#tJ?%0HYt(qRbwa z5}$%7K=d??()(n5?~7vphFbg{CYlJVJ{t}(c^W3t7x-4K3Op=>$?!NI?PM&r6d*_O z3665=moIptBbAtLlMSt!DIfh zTVe81n7l(w*`P`YR^1?*+4E(bvQGYa+lpC32G9BL=npzm&OpAjJw~W5MAJHQ19+d+ zrZ@p)@xDnJ*^y$po2sTM4<)mDVFr>MS*Kl7DyZF7u_5Hx>vJ`a2s?J)8$@i1S~`+- zHlTj!m%i-6>L$&v#OjWqt8097+)|3XD1mIAmegq@7v6+}xyW%ZB!qeTPIspyML8mfOifyjNlVFLmqy1tbW)f>5=1yn ziU=>EH#qi{4j%ogXv2O5v2MIE${tq{x9+Bdq9{PQz$lEP7E+q8Y1Z-y7nET>ogb3R zkQt%BLpUprT?%+Iwh2L5ctMidw|n`YX9Zrc?FCQ2FveF9yliXIFXR!EflJ2asuVC9 z6Mh*6jWP~_af&b|2zbgaqa0PAF>mz8^Zq55u^f`l>c}K#84|c|-*uNkVX6{8RdHl% zzKU+<|LD?6i%XI?pBD6nJ8F8vM}igSp+Gq9JG@!7qObG>lvUxx3g+p!$}ce|?G4WO zd%AuOZk}iM%SS2Cl!s%6tltxA*J+QL{ArW;@3HzL8;#0)}N28&N!v$xR8Y8y40PS^w!L=jjMh;r{kTF8xj#Z0-HT3 zwOM$6o#Z?q+N_W8)mdp9kyC#f2AuTywhxPTmSi_ivp!*#V}m#-o*N??*9mu56on%R zM>Vq#P&n{=*T!@`PeB=+?nR~4UvRGqw32^2VHgqnX*E@w4Ux{*6{8IHmZt%Z!phWq zOi-!HQGeM;x|NFfb5=rqhlGGJB4yyy^r5ZO!BQBcLqzC-z{^7_W%<6FXRIq^hZ>l! z4@j7)T6`qmDB8HpKCkm92&yCK)GbJPL=V?4UhKMytvY35+C_E3?;~C}%!l#cbld&$bX3^(li<9@e|=Mai(g=dPWO5(dwD+*-!9yH|;#&RUXn&d237 zC`$UVwsTB7XA;M|@#%UJPBqk^(nU1-oZk@|%uoUwuI&=<(#}6@hd&YAmxE z2M|nCSQdQpN|06#SDJ|f0V4{#0A+Stj;MuBxYmUD{BKdOqNy16_K@0Yv!6OF-B-nx zFW&UqlC?kl>XkjCCiU&z11@4MNpKTogyLq*M8SeAgM2)56{uUtlhYca7*-EsTFIsq zi)|0cRjtZ3b|1gL^S07HbGu3tX6f2oHZ!hoOU_qWY>m#_QP+TYQp(oXqX%9}(B_+0 z$pg`Y}bZTbjp*IImD3>UMoZNdhH;&J)og3gZ#K&213z;C>PWTbWcZe4NSR{pkx zuCYz*F{c=DhM&XYVZ5W92E{Ovu?woZOx}U%mv!O#I0`2cA||#dnrodfr6MwmYu4hW zAQijzk>-JT{e)5Hh8t_MNbnLYr$lW_H{4>9mw4PsZw7n5+_t4d`# zrol~Yejim*jKXjUPb;Kqud8OD1|4#Ly!qiv!Z6sni`$^U2$i_RtF+d7{8UQlV0qn! z%6%)N|C~J+9T<_!6i22Cf*{bSHCU&E;!H|TBj{S%qqPSyNN|=OtVNr?+kW{hTFS?( z_Gf4Sy|m74Q=1L{+=0@$k`aBEPNb#%9zB7C6X&PoP9)`02Bi(Z^_gg{4R~+yVU0J6 zvNIKbd5~Ah>_-EKS|P2{dA5TD!yHN<&4B=cL9~!2(ad_BvCC@9f(@uv1Svz#Hs-2d zTvM?`mJ?v72FH!9mtTMEJO&jf+N4{#U8lVCOi}Ru^jNK~%E^ENd+r=>4?8<5f%sg7 zWPi+Va3_DZ^2zPqt7LHf;R(Syk5o;2U+%JJ@?O8VY_gLxp~yv1;gpo;l))||^vE~M zK3m?##;jMx15gGuncjQ*Dm~fbrLyiY?Gq;3`!mW{s*AQ{fFn*^>VZC?FwX})+S};* z(`6>rhC%<%)0Y!i0(1ksLPFP7L`^r&iOl}Q?+JzTf0tX2X)B!1jSp8fv^i+4MCV-S zD~3Ua9wD?|;?fkS2x4En2mPR~7NEZAEqb;&Z@j^4^S^o>s`~%Z2~{m-Y`*!&gE-fr@BBbl2L|rN#ZV ztIrhB)97Rmq`-TR*H~VlV+Bu?@4A~Ur%%=S-0kK}9G;#$7ej}V`@%vh0wOZItRxRm z6B&MZ|8U_lY22@&Av&*4t)f!SF%Cr#ilJWeVAIn;z5tK}6>1Lp-K+`!$(~*V6e5#jquDy^?sS)L)VM_y7s$Dp&VJlm=psV zgvWJ>n$Uw0uZ{qPLYYPfn>#NPe*&HtgPhi9L@#dFbOoY1W$lu*<0ByL2<8?1*$>7L z=}Wo&1N7Zr-hUX<{Es{2dgj3@kjD7yJ7;uJ+&o;m*4?u@{+xgNB#nd+&xpr*_B%ii zR0%dRJ_(>Y@YeOIIp4cEfcbR;LIxS2R*qIENj}-0CooJScSHb%Xn^w2gzw9u_I?mM z!Zviyd;MskZ$>gEMa$!h`q z)VMHivmE`$N`yL?_WyoP#czo3YQ-1Koib$+@m-JoXfsPJr^|ne9@Ll!l3%Wt)oyFt zl~r#s=~q)=H$Q=N4P#KunwBkA)G4`O3u+pF^seMwe=*Fm z-BIh;&Mo8=an+~)mk@W$&9LpG1O<_3OLIyHB~FB5_YX6NuZ*sM%b@JiYK3q4?;Ek= zFTz_5Im1P__mFoMl_2UxR;|i+>h2}XVI+FOAKOz&ZcsR21MCJVBr!04ePgOaK8t(i zu2V7k(ZB%%?O<%q0?~R?v*cQ=LFlJxq|KdudM&_l!G6cKf2CN!8+X@}_(m7H=7eO+ zPF$2Ev+-~T_=|2^#s+@uqS5>d=%3TZ(}#j*)nB)vK&|}0Xyxd_#S3xUyc*+Tiegn4 zfxe)hcgO8Q9ic68Qutyh^>l7Tt&@e!ZLj<1fG6#1wA_ajjwcoNQk~8K8@E1VOJcHs z2D$(RHbz{B8{K*p+=LCsx{qkr)wH^? zdDg1=H1o+j{Y~dX4xCi}S&sMdycREzI}=JSH)8nfCIE)OY_0jX2*AcWV0-L{u8Sj^ zot|Ske(gQskqsb|*}M3>HN%O8d&%y=_AcH;LKLZvz(e8r67E$F1HT$$kiXKygkF>< zHbKb_00m8s`T6rT!e41s^KStC6ia@dE6{Fi1QZRqP?tX`ita>M(B-Iq?(6sQ3_ZlJ z0rAY8NATBYHyygUx}<`|;I~~bEJ+gGx-DRA)9C;4l7c3Kx z*f$yOP?5$C=(h>W$zmnI=|cGWYk79#U8imXw92-m5M%&Mbw_gmUUGiS%L3f6C@#!1 zku#=r_u!4e+m=<6q#=QCi|Df%;tU{KwI2{na{9e`*h&~xZ2uc09wt$5(vMORJLipf z#3Wf^u2waU4ZXQO`8tLruoO}K1QlVC+L};J6i7C zX|aJ)K4e?f>2M*jO@F1aP0*N zZ|=-F&-6p(b%o2t_qvA|I&(!KlMsV7hPZ1niJwR>KZk3b91ocwr$o` z%U5a9M>?GC)<_Y25Ad)a4FPjxx6t+RYE)=97>DFOoEcN|aGCQfsI0wdYk*m{HE`{Z z@jD@G8fq(6gt&7XK0B_R0bLuv0;Sf-SaPjBmi|JoOmg<+`Tew1bF^PqE)=%Y_vJbq zE!TDDj^#N;k-%kTd78A{=frdLTRKGbEu;{K8KteEm%-*w}NAgK#q&FDUSKYp8{PKud*ulGFWyP zd98LYo237Fh@1RGx5CmkNr>;HMaAF*sI78ycP~W-#)#71iQJyBXBh2-8q;q56lxO5 z`%FlV9`4Qct~0_I%H~UXqp@}kNTn(}MrUjG5w|zEXyds_3qD*7LgDIXRkH_WgY!V$ zrI5nU3vT_$_LZ|8m#goqYIx1zZ_(lMshlsD7qwig(Mza-n>@|*comVx(tU!)t7P20 zok(^5@x832?2U0!2u4|n0!NB`o?#zZW zLgNGjJSDPWEB!BVu>_Vg2Rz_A!u9E@(DEGMW<~lKW}nvLnEw^X&vo4Tf}*~%6lD1JDNu7C5MK&(9b1R|))a-sO~(3@RY*hi&hjL**mw54 zAJ_J^QvG*(&xZqw%4dSUu9SwiF?!Ikx3;)T;QhICTR)!5yk#g=0VNg1kLp^Z7x{@A z{1WQf`YVfEb+=Q~UKD&FRrpuIe+g(aUWD64nNg;SX-uIS{r4r>xpDL*0IMjAaxD*= zApTj=G`d1i^x5H~UDI~)bKk!Pj^Tb0`3XE`u?8H$rb|S*vScZr$u^3My>|`lU+^>Z zCDBUnREf!Wo=Y5+oV6Be?18v6+MU%);k$>_|MwZ`9-hYi%gT3_m>2wdCDoxLzYu_@ zjM^VuWFz7bUyk^OvN3Kd|K~iCrn66X-ay_BGMj(i%5+|DA9r1(eRT~ap#C>(94?Ll zSOu#+|Lg1!s~{l$nNfps@crZT4SdAD6BXY7uainDS%GNFM(eV9@*n3^;Nw%GyCChq z&PAE5d|)eHZ?%SN@UNTbrK0#<+(h@^MwRH#ylBEWs*Iuy{?{u0fBE8?ZZRJ7m!^EY SM&7&ok@+D1zVMyC_x}NrEBXQe literal 0 HcmV?d00001 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..47a81bc --- /dev/null +++ b/requirements.txt @@ -0,0 +1,2 @@ +streamlit +groq