From 6b19c1524e33a0fd195270e13fd74e2112bce071 Mon Sep 17 00:00:00 2001 From: Cherrytest Date: Fri, 28 Mar 2025 06:57:43 +0000 Subject: [PATCH] Update README_zh.md --- README.md | 63 +++++++++++++++++++++++++++--- README_zh.md | 65 +++++++++++++++++++++++++++---- modeling_index.py | 4 +- z-attach-pic-needle-bench-en.png | Bin 0 -> 98369 bytes z-attach-pic-pk-all.png | Bin 0 -> 64640 bytes z-attach-pic-qa-mark.png | Bin 0 -> 462997 bytes 6 files changed, 116 insertions(+), 16 deletions(-) create mode 100644 z-attach-pic-needle-bench-en.png create mode 100644 z-attach-pic-pk-all.png create mode 100644 z-attach-pic-qa-mark.png diff --git a/README.md b/README.md index 04420e2..deffcb5 100644 --- a/README.md +++ b/README.md @@ -1,28 +1,79 @@ +--- +license: other +license_name: bilibili +license_link: LICENSE +--- +
-

- Index-1.9B-32K -

+

+ Index-1.9B-32K +

-[切换到中文](https://modelscope.cn/models/IndexTeam/Index-1.9B-32K/file/view/master?fileName=README_zh.md&status=1) +[切换到中文](https://huggingface.co/IndexTeam/Index-1.9B-32K/blob/main/README_zh.md)
+ + ## Model Overview Index-1.9B-32K is a language model with only 1.9 billion parameters, yet it supports a context length of 32K (meaning this extremely small model can read documents of over 35,000 words in one go). The model has undergone Continue Pre-Training and Supervised Fine-Tuning (SFT) specifically for texts longer than 32K tokens, based on carefully curated long-text training data and self-built long-text instruction sets. The model is now open-source on both Hugging Face and ModelScope. -**Despite its small size (about 2% of models like GPT-4), Index-1.9B-32K demonstrates excellent long-text processing capabilities**. Below are comparison results with GPT-4 and GPT-3.5-turbo-16k: +Despite its small size (about 2% of models like GPT-4), Index-1.9B-32K demonstrates excellent long-text processing capabilities. +As shown in the figure below, our 1.9B-sized model's score even surpasses that of the 7B-sized model. Below is a comparison with models like GPT-4 and Qwen2: +

+

Comparison of Index-1.9B-32K with GPT-4, Qwen2, and other models in Long Context capability +

+ +In a 32K-length needle-in-a-haystack test, Index-1.9B-32K achieved excellent results, as shown in the figure below. The only exception was a small yellow spot (91.08 points) in the region of (32K length, 10% depth), with all other areas performing excellently in mostly green zones. +
+ +

NeedleBench Evaluation

+
## Index-1.9B-32K Model Download, Usage, and Technical Report: For details on downloading, usage, and the technical report for Index-1.9B-32K, see: - +
+ Index-1.9B-32K Long Context Technical Report.md +
--- --- +--- + +## Usage:Long Text Translation and Summary(Index-1.9B-32K) +- Clone the code repository for model execution and evaluation: +```shell +git clone https://github.com/bilibili/Index-1.9B +cd Index-1.9B +``` +- Download the model files to your local machine. + +- Use pip to install the required environment: + +```shell +pip install -r requirements.txt +``` + +- Run the interactive tool for long text: **demo/cli_long_text_demo.py** +- The model will, by default, read this file: data/user_long_text.txt and summarize the text in Chinese. +- You can open a new window and modify the file content in real-time, and the model will read the updated file and summarize it. + +```shell +cd demo/ +CUDA_VISIBLE_DEVICES=0 python cli_long_text_demo.py --model_path '/path/to/model/' --input_file_path data/user_long_text.txt +``` +- Run & Interaction Example (Translation and summarization of the Bilibili financial report released on 2024.8.22 in English --- [Original English report here](https://github.com/bilibili/Index-1.9B/tree/main/demo/data/user_long_text.txt)): +
+ +

Translation and Summary (Bilibili financial report released on 2024.8.22)

+
+ + ## Limitations and Disclaimer Index-1.9B-32K may generate inaccurate, biased, or otherwise objectionable content in some cases. The model cannot understand or express personal opinions or value judgments when generating content, and its output does not represent the views or stance of the model developers. Therefore, please use the generated content with caution. Users are responsible for evaluating and verifying the generated content and should refrain from spreading harmful content. Before deploying any related applications, developers should conduct safety tests and fine-tune the model based on specific use cases. diff --git a/README_zh.md b/README_zh.md index ea653b1..294542d 100644 --- a/README_zh.md +++ b/README_zh.md @@ -1,30 +1,77 @@ +
-

- Index-1.9B-32K -

- -[Switch to English](https://modelscope.cn/models/IndexTeam/Index-1.9B-32K/file/view/master?fileName=README.md&status=1) +

+ Index-1.9B-32K +

+ +[Switch to English](https://huggingface.co/IndexTeam/Index-1.9B-32K/blob/main/README.md)
+ + --- ## 模型简介 -Index-1.9B-32K 是一个仅有 1.9B 参数、却具备 32K 上下文长度的语言模型(这意味着,这个超小精灵可以一次性读完 3.5 万字的文档)。该模型专门针对 32K 以上的长文本进行了持续预训练(Continue Pre-Train)和监督微调(SFT),主要基于我们精心清洗的长文本预训练语料、自建的长文本指令集进行训练。目前,我们已在 Hugging Face 和 ModelScope 上同步开源。 +Index-1.9B-32K 是一个仅有 1.9B 参数、却具备 32K 上下文长度的语言模型(这意味着,这个超小精灵可以一次性读完 3.5 万字以上的文档)。该模型专门针对 32K 以上的长文本进行了持续预训练(Continue Pre-Train)和监督微调(SFT),主要基于我们精心清洗的长文本预训练语料、自建的长文本指令集进行训练。目前,我们已在 Hugging Face 和 ModelScope 上同步开源。 -Index-1.9B-32K **以极小的模型体积(体积约为GPT-4等模型的2%)实现了出色的长文本处理能力**。以下为与 GPT-4、GPT-3.5-turbo-16k 的对比评测结果: +Index-1.9B-32K 以极小的模型体积(约为 GPT-4 等模型的 2%),实现了出色的长文本处理能力。如下图,我们1.9B尺寸的模型分数甚至远超7B尺寸的模型。以下为与 GPT-4、Qwen2等模型的对比: +

+ +

+

Index-1.9B-32K与GPT-4、Qwen2等模型长文本能力对比

+Index-1.9B-32K在32K长度的大海捞针测试下,评测结果优异,如下图,评测结果只在(32K 长度,%10 深度)区域有一处黄斑(91.08分),其他范围表现优异,几乎全绿。 +
+ +

大海捞针评测

+
+ ## Index-1.9B-32K模型下载、使用、技术报告: Index-1.9B-32K模型下载、使用方法、技术报告详见: - +
+ Index-1.9B-32K长上下文技术报告.md +
--- --- +--- + + +## 使用:长文本翻译&总结(Index-1.9B-32K) +- 下载仓库: +```shell +git clone https://github.com/bilibili/Index-1.9B +cd Index-1.9B +``` +- 下载模型到本地. + +- 使用 pip 安装依赖: + +```shell +pip install -r requirements.txt +``` + +- 运行长文本专用的交互工具:demo/cli_long_text_demo.py +- 模型默认会读取该文件:data/user_long_text.txt,将对文本内容进行中文总结。 +- 可以新建一个窗口,实时修改文件内容,模型会读取最新的文件内容并总结。 + +```shell +cd demo/ +CUDA_VISIBLE_DEVICES=0 python cli_long_text_demo.py --model_path '/path/to/model/' --input_file_path data/user_long_text.txt +``` +- 运行&交互效果(翻译并总结哔哩哔哩公司于2024.8.22发布的英文财报 --- [英文财报原文在这里](https://github.com/bilibili/Index-1.9B/tree/main/demo/data/user_long_text.txt)): +
+ +

翻译总结(哔哩哔哩公司于2024.8.22发布的英文财报)

+
+ + ## 局限性与免责申明 Index-1.9B-32K在某些情况下可能会产生不准确、有偏见或其他令人反感的内容。模型生成内容时无法理解、表达个人观点或价值判断,其输出内容不代表模型开发者的观点和立场。因此,请谨慎使用模型生成的内容,用户在使用时应自行负责对其进行评估和验证,请勿将生成的有害内容进行传播,且在部署任何相关应用之前,开发人员应根据具体应用对模型进行安全测试和调优。 @@ -38,10 +85,12 @@ Index-1.9B-32K的模型权重则需要遵循[[模型许可协议]{.underline}](h Index-1.9B-32K模型权重对学术研究**完全开放**,并且支持**免费商用**。 + ## 引用 如果你觉得我们的工作对你有帮助,欢迎引用! + ```shell @article{Index-1.9B-32K, title={Index-1.9B-32K Long Context Technical Report}, diff --git a/modeling_index.py b/modeling_index.py index c374a55..c6d7461 100644 --- a/modeling_index.py +++ b/modeling_index.py @@ -111,8 +111,8 @@ class IndexRotaryEmbedding(torch.nn.Module): self._set_cos_sin_cache( seq_len=self.max_position_embeddings, device=self.inv_freq.device, dtype=torch.get_default_dtype() ) - print("rope cache value:") - self._show_rope_cache_info() + #print("rope cache value:") + #self._show_rope_cache_info() def _show_rope_cache_info( self ): np.set_printoptions(precision=6, threshold=10, edgeitems=5, linewidth=200, suppress=True) diff --git a/z-attach-pic-needle-bench-en.png b/z-attach-pic-needle-bench-en.png new file mode 100644 index 0000000000000000000000000000000000000000..9bfa6c034410f07059234571640bad7ffd973bc6 GIT binary patch literal 98369 zcmdqIgJ=0QE_ug~QxfP)(FM*7Rj|cz&vXrE#G62BL0{|2kJS2FJygijFc!OXssp$j& z7|#FR5bI{d?%0qqmAS<=SY4Si|@_-~99zRAr zf69XG|KFs&BJeMM`t!fP|J%*|GKCTS-#@}1_mz-g`oI79{E5E%|N7U|sarktf1Mfp z^SX`yXHN9D``llAh9)gNz3b(Av_iW{>nFRxZ~yKfIHyX%j{oYKBbGy{Q<6xl#k7}g zcI-+BVBIO0eSfuMNy~BA8US_bI1Lr}%ydD?h>7(x`d&pT2t1Of%3_FIUtcqH+)l69 zwvE@82d%OH_bBm%{4_uj+a~6V|9fjGE8Y=SYjvk5%`~;-1^|r2%h(htBO@c0GezUs zg6}Ukli4h$(#FO+J8^;nPWxku)XqCGoJ6PVmj5&6_%Zv{g{7rZ@ISJ%6)Yvh8Mf>f z9WpX92z!}$EaqXzQx56eC~>-0AMat@J}>!Yas%W79xMV6N_MH(cO*aGH}4N}Ze~>! z{#`CFiox@CO5#f{8X%j>vUgfH*?CggRs?Rlo-PKh3IEq)I3r_3h|0;0Q)PQ!Z-o)t zZgh6Ex4)dXUEDvfq`FmU*6n9`oom*bM4;ulU94;9``pczs;qF7m6SBUzdav}rysQ1 zdU!nUCF}dHdmNluUo6Kyd?#amr?DfkKeuUFXis$NSK-#+bFpu8Mneeewd=V1c<>T0 z!*F$r1K{$yp4MB=q@|_l`Mur+t?>W%jbWoXJl!6>KHWWMzdvS65P9tWyU5*~hVFvR zisM8Ew@R_R&uPsdbs-E4jMKpcKe(4KIv&>5#|2(*XG&Fy1^#XZNtgEY^oT`$)OFtq zVKp0*q)a$-%|R0FzRV(9uDsngvM5=^b?X|Hz~%k+*f^=9cCiosjTLenssL2hvnSx zuA4ka7xa5GP1beY@Og+K7JM6HowQyFU|@1<7|2*rkCv2T;_eS{@^xe4Y3Taxp3o!| z6av>o6$X!tjO^m#V)~!g(n*`!#reZC9UUFn4@o_}_3q=W|MDHJh{4~zE;<%!%Y{JI zM*WfCJ0LYG;|TvdLRU2gow zOixe$G{`NfJM({Bl$=H&nzEuI8ay=c+hwisDQXbhIbYyg4)dZ|ZWKj^3ZxQ5a{mkx z`|0TFo>hQ5kO9bWnb&M-X-PFxDUxOWuoHwTU}0@--DV2*d?=QAQ`Ep>e;gD}!$a$yIA>HC7H5*in0pYN=04?cOEa-oJca z`rA%zsIK~w8*>?yr3+PEm$P=bl%+@Osb_lf{?9lQzBN~_%*!S#TWP9mhb7BnpoD>k z;O6?e-5~V?H#c{;0UBWS?HdFLKW2V@ez{RsSvh`fthO8i3ih*pr}tW`3*JJ?hp=L3 z%=gV7eZ>mq&Jd{Bl}csbR_BOYPHK+ zy**t@6Ez3_Jop;s=0k6}? z10t^s0&%m#lU6c`*q52?x5Vu1F7tF3UCvZlt)F{x9IR*}dva6dKecg5w#lmR9u2$J%h#0h1MC+VofpP>O;oLQ z(S5Iz!Txr);b89z1bA*KyyoT_rKz0qi+Q(vx{zVF9zTr=jU3-n`6~53Mq(~*tRItP zwYYqHDVDm12c>ZNOMUq4q_3zj6E9;TAv>EGF$5e}zgbzex?N;x>T77=M2P-tqEi;0 za17*gYWVzI#HGkPF{Ppr5<0bnR=9K{HpL+_4E7G@q%-fBX{T1IW75+l+YUy9)KwS} z@`p@fQaZ|h`hp0#30YzO(YYIS&Nl$9vk^l;k73@Xd)drc#|W>!{(BtWZ+YI4JMG#I ztB?(%>VB3Y^@8c*nlbp-riav^iZxaVeXKHWT+ObhOUFq`joO6S)<;fbFh!OdZ|Cd3r8zW9F&XVBE2x0ffBQY% zEjdPj?GR71PxD^Bc4Nw>A4|c?68mgB-P`o<(Kmi6(w4&zd1SV z2N-n7=ERg&gm*d?Ys}IdL>2>}786(J`%i$u2fo~!{;WK^^^>zvTs9K6GsdN`3>_BU z`+1+UPOG><+UwQZv2#fC7Y@v!ge7aLwl%!#n;VH}+!~YNcx*a#6B(wckMxlK=w#yV zkz|Fp0|a&%_oLbRt4w~S)*O~N&jvE85F?C}1m2eGIqPQO2_H4$r6@Eg3EoxT=e}*p zK~|6Inv(jXHiK~uJ3Ih)T&$zu;>L6fkLwzo>MRT|1c>}LFh~UzP+&VZV2-Yfz$*ua zOVfnF16ck*F0^;>fii0t9{1Si{Z1A#`$XN@75MXWBG~1YE*kt-&GsT;iu9xv@=UWM z(J3{+zXU+@#}J{R2nI-}%+ck%6orVd86I{@rUVZ9Z~8E8{CwBSKcEwaQ7-QgNG zVQEWM{#9BUffj#tIKFS+mJ>bsoZMs(!(CjVZiJFb9+$a)gfd)cS5H^;)p+t-x(!y^ zee!@;@h|(B#nv88Zu8`G+ACC|E5|^vJ70Q=f*WT<&2ZAb5oCY?%pcplG&QuXb&iL> zu&EMq?KD-Onvb;@-LO=Jx}C_MPkp6G9=i{wRiCBOJ|F(=6=&P#7&kmVp2=o8{qlID z?|s#eslYeI^Z{6`Htc1c@j>n9&qkD?43;OB!e%5d7o5Gp1 z2EvJ|o$Bm)r{i~MZaJ-7uF}c7RVWg#(?^4Z2l9W=bucbTl6%ePsR)+$M!*6ZYx=+Zpt zI#jrSo2LZMgHBA0+6b!9ukce#k|KD1SO85w!YkzN(tpvWV@8<#{{9HT)V$M*fencU zAO-_}$}jPJ9B2Q9_x+qNfaP(k(YuK7<7;P5hnGWh8#(R=*r4w5bWX28nNWK!LXgw5JSz{@kbVxYj~>~H|vS^bLt1JU?%G&Xh=GoBnn>e}#7nyZ6) z`vrYUZ*e`MHx*Wc|ZRKXXf!doytEiEfc zXEq)BdV7*e&}v67^{;`NsqhJg{GjNo(Ui|Hbhh9y3hZ%yjN?Ff_Bq3VS;S_I zXG>!ML}(}XFGV2C3O)h`K%ydSA|^(GxIaFLRWLQ9@muHHi=y$%tKZA>+IxHW_!Q;H zn1ByMy6+6kLDryV)VI({0bQn>N$`1X2Q=jY)*UlfVVKs%iCaEN}O=j8ElC1LAKnl4(P z#EnivdMI9yE=mJIkt3q&k7v0L1PgupPYz;@4Hg;yc9<#~jEX*cnQ5u0+}thb<6vP$$ zLA(|Nk)B=-gf=^x?vH<5)jj~5{1WaWusm0~_oBAiFhC!oGibiLM=z_Mq^W9U50+QR zT08UDFuUfA!{QU{R~ol{FyJvacTNylYXwv~2VXS1byd!}XT6;IFk zasLvQNxmD|D!osd2m?D;V5kXpNS3=pKVT0C;Q_8nf)B8Da~Ps8y%!hFCs}PWtuDOg z+li~I8Fup(**9+zlMI?SRepS~JDTQ@LLw1bspaTbJgFtv5uQi0zeGD^XCq8Hq~}LW z{yOiEdIa4NO#z7r$E*fHyLEY|n__Rtl(Bb&xnsw=qJD;+qjieeP)_epO@q%*RlFv%FTC~(apVOacfpB7dwKbXq$kg%>kFTEFU~c`(dMh2!8l@6 z;Dpoq@9TwKRcY08?*SYPrn!oN~kN>%E6tTFoBvJRP1c)tQf{xh$C`D@i9a=ssQcqCR_fUie&iWm)~NJS)q6JK|y8>!Ql<^`v1z zZyr@RHN!2rPaij!Xs)Bp*KI`BO`ofn)0MqpAA zoyMNZpxM`Um1n@YuCYZ)b=Uq-?=HTwl9$|1Oz@#1T&AOm*8`;zbS@nPonm|LPa)zY zi7iHS>ruga-m~9Ceh`G224P^!&zRSY#F3__sZRe9i8j;sKO(1w7J`=TZ!Gw%1^5Gt z!Pw0Doac1=oknKZ%x&M7V8&=oz&4B2toFMc(oEB&DN_^3DQew+eOPazfBt#I`7=2g zN+?65`;a7op=I;kHvMtX{GHp-ASX7w@S>y9Y!7h*fh?Q5X!Byu=_I3MbcnbrmE(Sm zo3Z_}2izGewu@)6y`sArIJ^7fkyRbJmWJpJNGWQ+$J#0L{k6cCN8V$6I*i%h-%pr$ zmcMeyPmA~fQTO>IlCCm^{oDNhc=|$>E~jPk6vM%x3Y^ z7HqboVB4J^HVKlQ9sXyh|dyIbE`zgjiPJO-e{#a_V zj^i-cRSSCEp9+DP{N7#$1_rQdcK+~e;hPZl=iol4vc z#d2%9fV<22^MxJ{$`=8*GYyR2XWF$Bt`R$m(6m<=e;aKUbm!6#M>z3=^tt)><;0~2wI8b0v z6RI-M!WE{gn^U8S=ad~*>usXKh(M5oAdF7=Xr=R~+)c`A@MDU~jB&+5Xqy>uLEW{r zETYc38Z_AO(6};deWbw|zE4MXU9b0_+*WI>msn^_yL?|OJMNc}7@Ga3Kh88sB~W%e z?x(YwPv}$|2#bk{Sy~>QHEq1*6TgPv-1q+kM+n0ZpLUqkMhQ!t=vfaW8&)?S#gBcB zYNZ_onBhGBp^<9M;`8byp%uKW$x27I)$wm_s|FIdG%)7ojh$!e5$iiO$78uZUb$E) z45Ns&Tg zS|20HG~dl9)3wSsGMSf%xu_Ko?prFJ5q!>Er@0{fF+HuT2RABM-YVW41=AOH|wFc1z`ZCWcqyM{SCtz~S?+)SVWF*S2?OvKD>$JLF9ddrpO0ggv^Edjs{#*Z!v#NfVd za-=jz)~$2IH?39Txno(P&g4nG479LP%^QiaO^&d!E!X5;w`6#Zxi|XIv6vbi?4x*T zLWyXSk|a1lOUwEa{RcKx=STVbXFW{eZUj@f_x7?WLJ?|F1bBbKuL5-l0hFn-dE_)( zYJU1`X|W)8P@cg(2sHxD@$K;-+wbi$(~=L&WP?N7!u)(|rM8aF>D+_IgkJIoUDchmR6j!iMlkn9gc!i(w6NYrMv~LYnyTZ`x3hLDg~7-q zWH1+&)BEN5XHV)c%RX#^J&g?mnW7;)M96VEz2hTnjVF@QW%rO= z$eL%`f?UD4RjH=C)i6L{)28bEEFsT>#tN58MBfunB=}*AyHplSiO# z`?W=hg7CXYF4AEFg3v<0DsC*WM@u2p@S#HqLpVSgpl$fpSC3mqhV(nVw_u<3`RZCC z2j9}IE#Fy$@f!|{=8vte{M&*Qj4IA5R#(;{sk%XURe=#OnQIR1m4yLDFVHkXSp5qT zp&C8dH#;kwZOonqP?+R-(l~ot!CJv-!J5HK!LX(11>)bY`ONNi0|d-UI8pC8zC4cI zqT4F%lVx124Ql2%Dqnr(?M$CzshL8yv+u#SZC36x2Ge%i(v(VwqLLcYkds+IS>aRI zsB(TCYuW@qn1av&e~gv}6f7{;wn8wBURVI;fPU4&8cP}B`NIeMlWh~wLFD9CqVR+x zs#q|+jSoa3Ka4?!q}b~~yWSeygd#2dS(sgRYGcB+U@)XZCT*FDv34fIwsnsRXOpD*75t#rr^HR2d8@BL zS^(S%g=9+#!P@6l?T);VP{E8`w4pcuuzy zpnT4_-wA2;(Xq^b>2dZ0Gi!1h_ZZW|IZ_fyk!T^o8f{*ZZMk&ciE6tZj|=G%C_!$- zQr?`BQrJx3J(c={g41O|*vFtCpx?t;QlY`N?0Hp3U>p8Y8-Q+_i_j2&0MIau5WYvE z9En{AIlf7^xFcsflfxq^} zLxTYhEukfz5Lp$tse4Ck)NSjW@l9$;O!*Va(IaT_%AAdpNE_w)jHv54C2QZ$^H&uh za7ka9Ldg8$IZNgqU;xNj+ygq_g44bSQf*(2*T)6<-p;2)D>hv$Fu;p_NYYc|yI(Xw z^;755Ek!4^!0~1DyUhE#w_(-!m%29M%szbDf^BIt3%cZVE4FoyM?L<3Y5{P=(xG?K zy$jo1vld&y+7H`%m(1CYZ%S$AKZch10)er-7njY@yoSo?By#`#IhTK{II9`N!4UKM zK*Bf{{1svYLGWCb)BR#BH@KFaLBLaqQ zwQB;FX8fdUQvTB*S9&u?=l=R2vG3ol+S*!e+m^zh%;rj7aMXb#a^FlGrh4eu_KNAa zb}H5Eav0^5N$$#6y38E7q?q!-|H4!zxj))u>0}j z%X#HHdy6nc`=KW6E}+Bd-k{|j4F#NTsqssT{1&muO*{dLtKcBhgbUt-W$TbcDy$rcmfJn;iC_K_TW6`HfJ`RjVdmwCyPZhO?y zl4d?-3=Z=_8I-g|TaP0N-&YkwI`0R>1 zr*Tv?NwVZ;^0yDaDaRC$1r2@8obz2#S^p%!jl>AK?T?z8g{Oh(%aX19Rm!n~a@K6B zgldri#8hM(qo2B}%t^mSRLQo}*A73TFP(~)iLNG0_DmzwaR&6rpv&c`h9{yS24mK0 zXPd(ulHE4ukySBRZ~W$3)Alqg(GaMsT;;HfnJIvJV%yMa=QUILBJpCk)ORjky~aUl zI0)y7(hzmAdVh6V)UfbgYQ-Ao-fu@`4j9j<}mVEhCK6T2s(Q9JC$neYCFluJ;pqa%cw9Ov$X+iQ;or2ED1U)e{X8 z8kvxX|24o431-Mp74uJu_{nl43x%ZuMqm=93y-Jr9F=&e6Qp^*JN7yx;+~&y{9#zE z==dC?rrWmndPe#S?NcH{Jx)%Y6A$6)efH|!v+(juHoFQ8js;ZRblqGmWC+S9Xajws z7lpWCva=pt4)H$TZ$DQxn`S3?sN82RWIISKF3zPG*gf&OiTM8X!Y4ZVq1Pd%=nj>8 zo9!{N3VDR52n^guFy@PtCq;nmC@S36m2|EYl7Cn$)goRVdacBnjN0gz*l!KWEQ*;h zpZiJ&N}MVwfv48Ao5Ey6(KtLKZ@WOJ$vRNM>#SV4J~zmSe4p?A$MddNb;CzMGB#V^ z6Ti8~=TPlFX!vE`GI1KiD#_80h!rA7m?w!;ogPETA9J~fe3WCA^CP7nchraTqxS{p zcw%Vj%&xAj)z=Ta#_c`}rsRiEA-_v>8fYB)U%$>7ymy^EI(+F);^hsWNO=1If}|F; zc=Rv;AgrLl{Y)kr!v~IWZT{LYv!??u{NqC0sJCp8A!FwSc$W-P)aX*LPPKC8zf8TO z{zdgHWip`dVZrwFgH&!z=wsdS!ri$7+id{>ABiI)*nD9zN+?eV_iKqDl204o4 z9O!#xX$`q$k`O6PAZrV_SI88SkfC)sW-YyiqUxUV=-=2uNmE|OHJ7a9d_!@SxQBqh zG}-y3Z<8+Z(8Zh`bUf3!@u@K#=L{~nmmU!ou<-RbXJ-`CZ<*12vn@MB#iwl?$Vx`Q zuuT3_-zA#WHH<_%{ChOaY}<%O!D3k-BbzTZtk^Qh`~bSC_sHX{0EfS9RCXrTRsniY=6^1qZ(1t8dd~xc;;{OpBG&0y3QVuf+iv* zF*%V*v3UYPMSg!H>dcTh#FloaBG5ZH#7{Z^A!Ym=V^~o$zgmNHiS`#Pd$BTEL_2{< z-~&9>EGQV$3b1JyL#TnjLEq0`ZJWEGS}po4)I3?XBGMAa6vdRll%SZPh?yc)DpeAP zhM6K<3KOj|;?E?4hbFB&`n*yX1Te!h!>?6Qb^LgXH;?7w48TC=KOw|P65Y#lW-k28 zC5<3iA%!HQiK-HzMN>tHQ)vE~R9TNZi!APdBM&+Ur-cj++kG-ngo5d=+&p1R^O#yl zRI&m>6dGDAAnkV|&g~D|2!Gl#aRpaVRH9~JaJke+JYeej`?tLbX?6xQSSXQN zham4DuV0b0<;V$y#GhtWY!*Xf45y0|e}42=_LmIwJ(-?~o*5_`p97JfDM@;{DXhPK z0IG@lVGlrR4YJml4$!wI0^*V*7e#XU4}V0-Ev;gRJER&nIav0Pjx%>*vcJ8Bl*%-DdL zc+9MGL>WkLXD_c-(9T|SMeu!(J5DTHLymHN2(hV&>sl0eGpcbYEib#AN7J{3OA7~A z2=F@{6h7{Ka&FuC7lE$9iYMpe$f*XHRt=+v7NRNt1`8--S&`f+i(ESiNjB6V#uC6H zN_j8?L&$1}&3$YsJr#W|HWN`(CPtgT142T0Gu6~pRoh?hS9;-4X#_oY>9faUJDxky zorcg0Pn&buIKOvdN0Spm0m|RMz%$88aG;6EAdv%)_NkA(D!FS&SI$)($Fq>8geE+a z2E{)h&w2o^+-NkE*%@bCl8}*_4g_39`4q8Kv1Yjxv6dtcNpMT5M6Nj-U%={bDb+cy zuTjCrlr5@NiI^`=wn71?pDjEXhvSu8u~0NNfwD#KgyUnqgFvu1-+*llL@X;^33?Ke_fXmu`3dwnqs%CuNC0+5q7J+o3IG zNo;Jwyl8TiKi69yfzWVIooA|ov{g*BsdWlJwH!M_3$H3^xZ2zrnzS-_Mmb0lfdTqM z&se6-lh8KecHQD-XK7f*a22PBa<$TH_#|Wq07yds^o#}kkpMv5{Z)kF9TvB+_u1WC z1TokVHn_e7`5?k@N%7Zl`jkU1b+SDyuqho)>5pNAw;l^FOb)=f)C7Q7KokVG-8zay zm0J;yga8sE6jKd9Lz4jfpT-hk(TI0^Hw8w%%u*YuGlL~d-M&+nUX2N;J-$CdaM$j< zZ=IhE(9M|D{|sQ`LbTUz|1Qf>6J>N>Gm)~FA^!yc0#cyb*fG$5E(XY< z{q@Izw=#WoS=2C&p#|Gt#93H`b{R5Q8n;9XfhUD_;Y96ptp*lYjQvAkg=U3z>@k9y z=m5$9`+wp+jxCP8tTf|dV$YG-vm{=US(8;#zIN~45mX%Y@^@JDXH-I_t63FKWa2)5 zMG&mvR_MS&mfw^^#%Z@OAQFDk3Qn82j|via1a`so1D@b=RXUBzXt8`4m=H4Y*c2WY zD@#kuqV8mwu9wSv)Rj-(Gi;MwueVtpo-Wm|pC(G-?xgwDt_G2MrJncQNw^U~m{|#$ z_uKwpCPT@8Bp9-#L`NvM0C47CGnWwh?g+t(+965&10#+p;(AQ6igbQiq25>?@n`HE z_9OMis1Vo(AJCrj{oU!={#hyt4YS$gnd$V57P3o96_iqXGdG>%C2ItYY~uw37+NUurvv1+TB z2qqDd6!*hP&-D#EAT)v)fPn^Q=?#EnxV}A*E|Bf%v11?(;CnN_1Mtpv+$OGs#J5IiB(Kpy}4>*2ARfa-* zqZPB9%&!#+NjcI;HmOrXv+ME?Wnxt9XQYZti7_|H@`!gtmTo7uu-t#3ThlWx^DOpO zhl-LSw33KyA*4u*U+jKZT;tD5<-Cjtts*cH8Dy|z zOPjDy0T<o2y0ojb zi?OqO>nXbJQX*WEF7)0B&}HgZKVG@swr#vt8YAo{Y3Q{)9hWs(FJW9hpBdzIb`pgU z`pqiUz1?3b84pT{iVwj#9lSiXo`4dnp(Oo55FuZuD^?cC2Aw~56Oy_!Obm24_uN+g zzy_`O;DtaAFJ*3Gz)&l3mmHfo{zo1GiwV+wWuoO;15FX`nX=@nBjj_!OC#5V=|5E< zeWzjk3~AH|%61RFElveVIS`@cb*^vnUDiHXW50Ks?EKx@3Ho?PGw^1TIg3x}S z86IrBV>9~7iun3YTp8eP!dKI~9xH91iES^TX6jK4Xb$>!tC?0jUzS;2;V-uZXLDgJ z(}%haRU1=^Yf)n$GDVVZxBik-q7PE!-5V2gO4aOnr5Ibte3ovmN_>_9e>}E2==-N; z{E=U`*?@Y50U}#o6^9+vSh9rhGKo396GiJOC%{}=GWH3^h&p^ zVVk~0$fS|oW6_A#PnI#7!*OATxUoWWD?=@nD}QI4o*ylcHuinhy9*RAvLmM6%b$-g zTx5(7uNge5n(7L=Pr@Nl$88nwi=u+7&k;u0nf2aVAJ{$?l!vV{Q&(uvc4~6GT zCO=c-a48E5#qI46Fm&r^jNUrU)_cAdR#FyCS@3+pX&0KcKw&4ZWqv*SvwnQTK9QZp z%8(&>9b~mfX+CcqP5}TN=^cp%TqNsS1?qOWy`FVjKHVmcXX-j_4Ua!GF6#eIE4kpn zJriAAWNkRMensBCk;I1N`a#WaTK*cA9lr_ywfV3V7?s|}0ngim)&>eW!C?NR%ck=1whkNH1J=E z2a3Y2A`6Np6H6#gRy{^@sFOeLLFRv5^JkYUAm3;{CKRwWpskq39_Uj#zGht;Tz56& zV<7S(2;@+oGqz#n&zo((BGpodKNpS(SW>aznXf(*MTXd>Hl_x0l>0j6IXr93uzo9m z*$Xsws3P6p6(V6+N@diED>2WASae3NBz1_XpSFwQ(p;a9irOT=iZJ8uX|1MCggq%r zMq1H^FuDsS7!!)=3_}k!CnBI_(aDKKKo12cB7FZRmnW=yCQ4x;6mC;vfHi+|B{P^c zcaI;^kf$Y4aEGR0rmLk~IZ-17%G1|;)3oFV-+3Nds3o4IZ7&22WpkbQp zSZ~bKCpQ@KP8HP*wF=W3JrQTb7kFj=s9ftD7wYAT%e#K{K4+91l=(gx)Dpo~x zDRS|@6wT1hl+B=;aO(n6XC)7~Skv)+ZJ&^5C^Kk5h#pUavq*If)Em$GABp$YJ_ssa z;NWT>Xn87%;KGOqk(eErS+RxDO9I1hf>-fh{ETK`|1J6QibuoZ?s&J4VQC1ZaQehX#cVuWZvn)TWEh=)_$pQp&YmvZ}~1Jvq^BM!}Sa zSic#`x=nY#CJ6P)xJ$FWa#@Zs2djC}c}RfCO3xb+;gN4pf4ganST?q+O|tWb`|X7= zo|wGR^6l8W+$PbfQ&z{77#9{^SQ;@pJ7ZsfjQ|%Wdk#iH#S6ud?fM$hI`%+Efc+v~ zYP}{MYJ};SZB>x>CGH{0E<03O2G4TtsO zW#)zVK`dTZcF^26PL;V1JNe7#L-TLyK2IL6p@rgAwjk`${L_>ydcEPp`(jQgp_}Hc zx>fA2G{dn5zVVO!(!9f%AWew(BiK?8c=tl9Qekjq2*em@76g9F(pSq0XgrZH!y5-n zSrzJwaiaw>$-`5vJ02q@75k*&F$JN?OS-0|EW{Vt@fAh0PE*#B(`g$H)*YoUoy=Ed zzg~~(Gw5MN^*E#P+wxtVI!&snt1Gt}&*uUNh0>)YUqb(_V99JB z?y4w#+cVFKV`EF>Z|mMwN|IIOnW87vN{wdoZQ*&`d)nm$S3|-kVn{msmo`GQ?1ueb$Nv`y23B9fmQW(w-dOt@O@!o`YK)oUHG?OB}bdcb`j+V z*HQLpryqvkgS(bqqUm#>kbkx}`Pt9WxYKMcg;I}k4@X(Q23Id>!06RO)ll;-G{GP`83w^s?L1Q;mmrTmUx_?gIEJ_f(etfa9ErEy5-Bpa$W{x+Rs`hU%iRUNO*Hi0s7>Y?ZLqOV(h!ck`q0-#TFw1LlM=^~ zW28%?nG#>MvL|uip?O%N6BP;Y<|W7>Yh>{)EEh%nnJDqejEoy1$-f%LPSu6OT4O!u z6s3#jA4OUqi03ciNcP8l5+{C3(y12lQGt<;_uccJrhdq_qXV?!Q4@{i5>ohyxptB> zL`D!vjv#>=xtnd3JujKd8+PkCGl$vD$@saO9kunBd0`re&%OTbAVtWc?$F!7F}p^( zqnxZhb7L2%f$ahiyz-Q-$NgA##G`(hS~@7+{~X49+M=NpAF$9Qsge78|FWw>N;q0fOvQ^ulS51d$i&O0|iWu5FP~L zY*gtm+l~;IRLJgSJ*JcRpQ{(2>7Qf4PGsEX!>f3xn+qDK zPmdvq%u&~pHfw9Bs~vYy*h?rl8TiuDg|iBNPcwCs0&P2PRK08O4}YL$?4SVLne5w+ zNUU9!LTb|j?)@=uWuF!zN2mgjXp%CL#un1eZgaqV1x{UV$Gz0jP9-!c!c#P{0=q90 zUOpIg3loF=w*P4~U5NLpkbp0fD8?aI9}9^=(06)yMtGs{t2NBw5X>nD6|#t-*we`Y z)WGJTD{>IV3Ut?+=QFTwW8yoe=sSiM-6u?Il)9NZG-S7w4!NmD?3Vp5De!`*%KrWQ z@i(6D-=ybj@8*5Jc7r@9Twyg`jpx1BI1ybgUe!P)23-hXLB~n%fFcEs$ouksz}dw~biN>p5zqFyUwXVb==wV?)3~v)6eMkW)(|fY0N1%H z;{7aV!Z zPGHH+mCyo3KXHktNik|uQFx}cuL+y@L$w`&iu^hEVIgM>)=Z`Meix&sLiJkSiW}3~ z$Sh9@{)X)v*@+?LabKOwPO!Z}#&>?1#1p2H6CB1?w%>#~C`O|~#q{7@s^ZwOYs zFUL+5*|HSA+TM-7?%m$O6ET&qs+;SK`a5E9V4L5r4E#kuya5x(+Ufi9ZJU60t^4)v zaONUC@Vj(6FYZ%AS$f@*^#?*q9jAf*{YNUu{Bt;ca&tb0bFbLA)6vj7 z5)phckJE^B?TkOT9VIjencr;V$T4yB+zqK7?)Q1^HUv+EsV4%`_Stbe1Um9mQ}VKAJ=Z%&Z?DlYIWLAknz>I8-@AvggWwYC^@3M&{eM$Y{{vNfQo(+OUmF165#-U8Mi5}NIw=Q9LJi(s# zXZeJbKjn=yg&`aHyQK*NxY`3(s#~;vj)o*{&eEWO2pVDRQqnKa|KfGi-62G}NI8sT zWco>+Q;0GpL>UXi3cq`o9J56lzJ?13C_oC&`Tpv6f6m((dn`@(m-}I2>_kkrw%lm6 zV@t0lz<`Hb2!s$oo-V>+nqVzcn_ioK8ZTYjHExTaE`-k?jHbo3#xVf%phr>mwYK&4 z$&2+NYlB#!7O|GuVDzU;C$Y~9x>3P%LGe_&*M1_ihvT{E-4juRZ|Pqnv&xhL8gbG*#EtjUvvY7K*;*7-puOmnQ5Dz{@e&EGQEn>sM8(34KueNU-~{SX1zX{KAt@x z>j+Ej!X6*)?i(FVSOy7osP4iBFLcQnG&<36AHzYfe{&34CTNoqbbZj(MXk5xQ#-*5 zoEYzbU|PK>FsbNlMTZHXHtJ)XPqI<;-Fe+VKr!r-*styqDWWB*N*(s_Qd79jY>%f_ z&}y(+JYf7LPu=;NwrwGa`}4DQk0BG5VLOQO7`f8RMGozz~Wi2 zy;6}m9Wv!|XA%EB)X+Oc#p#2fUuy^RUyn~7Cw+49@~g6RlyvR4qQ31~Cz)znB+oN_ zzmeY6?i_!5_&DzC4U0CxxgE#`B{a>c=izX9K9_h~ro#&^f1m!yfD!pJf9s1kc$u6u zR(#mC7wfL8X!$Qozc-{-9tn&ph7g>oh-*=sUJXMetK(1K+Zlq5mb{IRi<8 zi=!KI17iwCkl(j4Mkqngz%6Lwq@3+MX9IhRLB2AEIRP@zpZ4+MAlQ<`(RSAOCOQpN z)y0=VvIhOhGT)C#Rq;lDi0ksbpl!=u2IoP<9KJ)%EB^cqNYlpOUQ2?RM*bG-$#OEz zh2{XeK+afBw)Pw=HnJpn(KQe+#x3rIU@qRDc1=|3(oq7PZi41zw*8|t*Fm6*>XM>4 zO^P*=f}$+1j9uK2Vr)Fcj#>Tb>AKZo4VBmR)6khWxyt+0ImN}tlGKieTDY@L-|_VH z2?aT;<@eGLM`yz)xMbqfZDw*_&m1i3;7exU4i8ylTa-Dr-bdQy*4CuYcLU%i5gnmx zPpub8#7L62g-cxdQJr>AUBPhg)%p>9?)%fDb(t09ocor2e-G^USiX%e8-49RfR)5I z!o_&=cQ7b2)Z0=)D$Q!ZioUF=Tuf@V;ms-Fp#;w*1-$Pb26)=w9b zsl64dhMeONC=-{jJ6c~h4)!<1ecf>M)>5Cd;qNaxz0+PFf)Yq5yn&#fL>6_o+{u^& zO$ABOIa5`PAX$^E4lRI{B`dsO5_8KgA)Nyv++n8w*{KYLCduCgmeTyKDtr5LwW$-m z{o~L#Y;5ep+NEdTrq>@*r1sut@gG!-QSTos(;;djIim2i{rZ|`W<&?Cie!n5_UQci zFy=iiAi6$qi8sm17C->fgyDrtFb3^A*(E~ErTu=nA}EJT8#9$!aKOBtcfCo*oKBVg zs^hra(Oi?yh3gDH6o9ag4vP>Eh=h%Nf0&6s>bpWbf7ux|vsCaC$s@-nuE{g}H2=-t zD5vTbZW2mxs|Bk2H_|XmgdZzZ``KO4!70KK9y16j9|;8)5f@QT8W(=tPcrTGyewIbPJTc_XXMaE1^vQoG!ngUl(WiN!L~uXPlvdB;|?hzYBh`BUEh^va7A zHGvIAeDTVQbHXWs4O>f546S=xOAWQeKAuTO`aVdD`n+`No^{qI7MyuU{Sw+w2!-aT z0N#D#SwUauyVlz>E$t=;3R&m?%=Z2oXOjf`Q*h4^&SLP57Y=UjTc?h7;pYP-RKdH6 z+q0HoLgW?Kb?-%;5>*Ce3m9h9sI=zhtzGV@hzxG;2d4Si_-W#BxoGse1y4gIs}R9@ zHm|*JlA>laJ6bi9CfBE=$M+PU&UD?+ASf;cZ^?d$DQgv%G34uX>z;nbHACY z=DMuq#?xemUWTAx%|Cy^wpg{f9tl=AN=tu7A}>yApv;3lTzj;D(2x@?wvRJu64*&MMJIRQJ+BHoleWqbL?ty&Cs>8c!O)dr#K3Z|5m`^>@2#i zWss5OqCA}m@ypHk{@%mYjMqnGx(j`N-``R2ej%zyH>yJ}cJ?F#Bt<`mLW6 za3=HI#!7X431ES>cj~D}qHl#s87!l_tceC1!`2w!X0@KN1XHsrAiFtvGt4%2_f`W? zzPc#IQAD{4aEw{5H&nP;W2%+lOD?OzPvmW`#qRejBjPNmZdd?WjLWPDI}>v%5T&YA zp_zsX_%{^|eGpRHhFMn-;YHy4t~Sc&Z1{dGbTj+-MV;biEMk}oN$Tyg9%2woOrbR{ zqN9jVh(XTJg1}@lU9pEiu>Mv`CNao#>!cx-O13cw$>jQwQ%H(q*nl#}|56~C-Z9sg z_fEtX0h?~ZJRifDrapecB_KVo26O53F{D9lX)vZi)U>WfW-+h!_47l!F9q#1i)4I; z=WP5&j^`svmf8N=qpgzdHs-x7R4XlN*#P#G;_?iBPqq|Ja3BRH43JHcOB-P$cV>$f z8iDLCin?DLteS^9H{hayyN9diJv&=?iD_wL^RnUEsr1c#kZ`X~u+{yyIQhce1FSZ0 zqn^t(_h(;Y(>eq3r-kt9r6r7kWbQRRSF-vY>0b{poW|8OM#tTKcw}Nws+OR_jq0p_}R$mshfD+3GUX1 zd%SrISt%!92@H?i_(A{^1kWV5ook72JZ4jM$F?dVD0X2ZP<0HSR~3>;PZw!13=HtT zxx7E~i+~dQB>MAi=3NDU#Eobg;fQh{~D|I}z zo#eHx@0;M(ai{~fj~@NHYMsL1J%3EnIb`k&UCm2h3)r3uDA`vZh@%nHH@}^&5t?;+ zYL3)(eg08K%lMF`q^&`f{SF@8(_HFE_^D*8Gt*9ig_{8pj*=8X-Fo%hv=Q(-D{(i2 zC-5Fe`T*;u3y2U;b|9IDw(v`aasvBHTjDF&SVe0*0F&-m4ZdZV8KT)yf~%0#a>vo~ zYjtD&*z+n&_)`quy|v_&)>%pJn6wLQ?epW_A_v}){W-9!JSgIq7;S8ylcm_yv#UF1xym} z9T5mR-`SfGP-f3~ID9R}Z8YQ&Ddt>x&EY5~%#j%jOG-=mo%WSYO$=;`Q+ z%gRQ^$A$Zps7a#14S4qbe|S(_JU(e)mejl!*KQ#9o|?I?zVs*z5QLh^FD|6Z>?|35 zw&I7P&#gyUOu)3xDvF2vHp!rDmvcXHjVmPDJjWWL-_{J$Ei zC^fggiX1?M(lo?{7qpnF9~QjXkAgzKTghRCbA<9vDwiFuhRG!LO+=G;RiuzLS~z=1 zLOqJE6Z3=y$hgU5ktPznxeqy_?9b(S+XI#;Vn+PPzmrjhJBs{N!SjXKPZ`8`>T(!= z3O#6dK6ESm-CS;NB5AI7iF*n$jMe-Cp&170EX8@fq=&Zukq;XJfy`519jcu~_(rR3 z4S?`_Lx7bt)! z`0w>vgKC=8`+d$>< z&P7E_cnpt1nCmfAc4cY0>B`g4r_IXq)P7@XCirgm=5O4LEccs{iStGnH_$eD8)`ZC z-;?IoZwnv#jT#()NzTzU+m3s1pRML$=P7b!@KxUCttftQ*DLhv&qw|)>XR$Qn&3Jw z8SCXdqH=45(4K*k&f8DV4T9BfMDXA~8*YmczlA$d!yFT~iZU(8$^k4|g0EAN4jyw$PA`OkrD?%4h?JDE!tGD>gVQ z(7W#t z7%}*681doNZXza@W{y9SICE!OcX|l+8+-~a;2EsZ{1fm`sPuIX8=+QRN|0; zLpR(I2yzl^1!_I;1$nUl6q4n)0wz8A+JrKajI3m9bt1DISm; zEbY&hzowBpcNVnbSMMf?cmQ|8&rPi@gq>Nlpv}|&J7YnEy1sTiw2ZHAOUl)ofy24% zRy+x!%Wrv~=eLI+fNY?{t0a#HC3{rh(r)9r>xue>;xd@ZkEbN{L+xckZUkWx@3@WA zOA7*0&&AXtS^iSp`pXHuU5a3R#TR(>N6YID54Pr&4?GCO?Gp9A+Y6Su)e^yOyjoCLAzl21Nz|m4B-d03;%jUi{hg%NVb`6cA+YD-s8-j>y=9P z1R1jV;ErW-a&nbz4<(w0_0B0F0Cc(04)3k&@u9n)s&N!&{cBI<%m&U;TybU}1CZ@F zdb&%a*N|fkv)(KY>$TWfO4HG7WgZPJklReN2dBWk@63{!u;j#g@l|ugUgFezCy%cF z{?nEJEC6U7sehj6K+Bgtt5hmmWe{8IGQq7kHq^J&swH1@b9B4lR1(dcu=5+Ubd368W|I6JXo;oP)?53c6eHfBrWo`!x%kitmk zOnPL}B!|2%NFFl__EU|S`(?b00RNMxdavP7n*H}nc;u#?K5-0I2}h!r2`+F~k-_qm zNe+j7?Gi&t2GC6$!2+{Wv$b;MkpA1Wh2Mz*kY4ud9DKeVffh$=^iV*I<@=relde5l z6}|n3wZf^_8|}T~>#^|V39JP9;j|<*@lw4;xSoz5nwijJ49njIDJoN03N*8GnXoJ| zMzvK>witbjuc8_QNI0YTLp`u7WnAW8_5@v4+2&t;L=(3CPyDdR6y@I&-#I7*s-|-5 zrd#JJ6i3v4Hhr+XHF>#2&EeE%PF>>GkEnK(FlRF_yN={PJ`?)%dgHzqZ7G5%YZ`&7 zC+W;|I7_^5kJ14z@m+5nso^b-Vt+cBnf3Q7f0AgDXUjHnO2$rBl&&Th3S-y8_?yaC zQE&{>H;VUk{#|L~6# z9!R>xu$Kpz!w9&uHu|$OTahFrU`lhu{QikW)mKMqp3zR9Gm8C!iyZcRsI@M~oCoDQvfGm(KCm#vd`;tajK1vQulHXJ1;xGa3qEq z#?%QMHxIl;0|L5R=y`lh>~vZ)$`oBIqGkp0d1njfTWr;wEmmGvT>c@(=|W zMCdl5IWz8XHV|S5vG2oxR)2F|5nkhW!yJIB+8nzpyjTUaFd+3#%m)H`#ED@2G%{LmiQLI>}>DIe#L-->0 zd2sZrhGXOHMR-|B+~kKKr+}&cCmC>Qoc;T=8Rty9|XW z|0tDX-4|~FH?2`GY*8=bWBY-$ne=69&|$sq7!*q>isw$iV9(PR11ssG!8Qwjw%jSb z_ILuVADlZ+p$_jg4v}7=f_npgXR8G-wa&_ELx|{c5#~Xkh`0ox%BDG$%D&^5`N=iH z8i=p(S#Kq{8RB}x<9g-@0L1p6oq=rE_k}OldW;NJHu?z6nBCyZoD#fdAswZ9AU0}J zz{wIf&zg0;uDM<0J6g)a+;*y94H?nPf@}h8K0EL$Rcp7^!)IR5H&VEB^j$4vp0e)w z>3U}%^V_EsOWm!o45!`e)1{;*DVAGJaC@#sJ$OGLGlGb3(@BQh!?(?iqCPs##p2Qc z_^rz^4i86b0_8Vy4r8N*;p-xIF{|sJmIPmEiPiV~4*&i~cdIbE`>)yU{x6DZa4qs@ zCLGV2EkU+D~f2K)x!?Wa5LzuE48CJQ<{bf=}FgM&cETIE}fwOUKG8tWJ3jA6}d zZ)HCJt!26Np$=qtLNXB;JTgNB2h1*Id}!3Z6PW8|>t;2cKuV2rZIFr^m~)+dY4bk9 zI7>F!7+NjA24XPbGu)6dswS>*QrG%kraGCDYuVPC$bGD&YE1M?%C++q$ot&2ANm$# zkhO6}LikyDpnLFI?GV&YV&^KKNzfun3_(tBxJ}-WVDkE}_~L-3s!4ysh(?*M4N&Zc*l^D><@^|{pTJ0W{< zDVcro>ZS=8DQ~83dDC#@=@5q0^1F;>upXyQ;ItYJBbb!^OtQN=cF?4G73FX}m}+?n zD+SZbjrByJ1yfSDN(AY>PF1cOBZ#Oj19*L1z4wh|h?TyZ|9tuc)`Im?Akm++W8Ys2 zBd`vhQO06F&(}GWmNdNz;z7_>`68favmQs`8LNL@uTErn(O(b$Rt|2vxFK>8DZVCW zinI2NaHaKG#suE_8y$?h zUkLB5yWeFi zafhejlgLesNV^N}f-G~&8-rK0cW;70!({p7)?ZX}D9104SWp*SQl}Q1gfAl>d$-x= zeZ6$Hzmg5W$$r7|gV(yXmWPhZy^56tx&m0?&uw;(*|1jW^Pv!l0BQDs?0u>wecKvM zA>m=F;4n(!=oNc*u_!440emkT-$ZU6e#Kr<#A}eKXeEh|5FaMIxG`K}*6uBHX;7YSh!DpR=_0yg0_$f$4 zx@RiN6*{rQ;ji^IMcMPx=G&|xh0(&Gm}rab?ybXBUF zR*E@U0E9frnXc)&(5X#@t5h%KK=lC@p1dCixkpT2qgJg=1q%2Ve#Ac);Yn#Fm^>Q#<&ly zaDa#M%&$`6^@|bQ;m8zi{&dgLCblT7Xj9^;M7KI~JdtOT(kQ z%kF5C9DD?@=e=l$1~>~yj2GnkdNJKHG(uPC!z(IjeyVNj;$4bcTc6OBwj@XqkK~Jk zrOc2;osQma6HNtVnnp5(x1e3TEw`hOx)M4{cM-*JR)f*^IbC|QRs#|@w0Q|t+L~>n zETRw1RD;_nj^WBjYXZ`h^rv4FM5p&(R>KG1dFo6LIlkV1mNgZ@T#Pb3H_okLtv?sB zST;DL;t+vCqtaWD9Yr6%IC!ri(;Dwat@^A}N3G;Rt=+8owS*ZZ0hdt7@>g3YQBN&9 z>*+;T6Z5yFBr9JwtxLl?@Cgc7qx*rwlZ>n;;mYMfMk~sT2BibLXvfY z6Te5h7F|D1oHcaVx9YH(DD`O4N)gZIBjMU*ryvC zd&AELVk9JpS0yb{@;%XGD~DtV4;%-F5<*jXu0%iD{H|F@<2VK!S@c}=&;nXEi+!JX z;mJ$-{m7lHYu6m`kiN`yt_2%ieD{4%oU>GgyYzN5H7KXe?q|dMmYXK6RwU#vryoKW z)g)1!hXB8^O!jBk4)0BZ`pPkPi}ng$<^oL-&f>X~V5k14R_&dc3l-;~7z!gR(O-$- zZ*M!NUUF$JI_yg=E%2$PCZ*;J=8nHuVRgCq`Axk6c;1b69N}*JUW&6H(@?xV;?zGq zS7tVyp_ViBulhVIBzg3|Z+0kO3rGlTaHUMukC+#Ncno;Gfw_TFX}(ROz<%NK}%mSj2SyZ313rwQlS{um0NFvu|mQJ9`3fY*hovZP zc`IJ2g*ouS1cq!v$U)%Z=h8^W!*5)h-;8Nu&w8@TA-zb;PMRx@gYvf{L*x$XFfPxB z%|Fld5qwXVR(#uHRb9^7E_?>|*U%FeYw0|PXssg#QC4coE~R`=?P+7N3m&voAU zb)6pBEx^~YnU!i$Hk&M)>ze>crGApxPuuIUbF8t;M8=z_lwCTf&<=K5=%2Bt`7cx8 zhXre7Inm1f?OGGvWE1}^fd)P%6@?vRaP=kW*H3sxxO^0<(1mIW7m2a4qCb*eX3PUM z6iHU_bwj$WL*3)k2lUlSUHz!5kgE*~uFowa?lIwx@zBY?eGkS_`DoQP54VFZ#m_e1~nYz~>FEl=Mwl+&Sytp!dPMjYXmX3SnK*_3m_gDSPxnnqf#F?fBa z%%T&jFX6yRv5Oq~y>BNa4fve?%W<0HjY9U3>F*J~xJ1Yv9a5{P80*vny3`BeGwOyu z(h&^(_I)&?mlWMZ!im_wk_8Uu8;BAx?#XXmg;VZlYb~x_>JL%SFiQJBkm{Q2HUEOl z4C3UZ;57byGd$HAUBFFj)^S-lcV|efWb%f)1y@ngwv@WOiyZ>U2V6z>#q>)FnwrG^hMG?umHt-{S+(vA7WkWOZO!^Qn z=lFUqnISJlszdxd414>8Kud*wSNSp7W6N&y-kM3jWgwLu2Vj3B1lfOx8q|m+HjC^) z@)?k+SR!~{9o`2UeN}v95Am#4uB*Xsw4n7YSAY7rkjiB^pu=+SJNZ|e=>mirwt7t1 z=YlM=XwH4c2`q5BdGCYg)%kU~{ymcxY`zux&5qXw?07&Z4TUH?Eks@nFi{a#nj@tj zLNdxBz_A*n2~D4L*Po~bahrBwxQ1Eerj(tdo&VRCAn_Jln=q3yTACA)ym5`Hc7&^~ zm+py$;keLqjgg!Ur)tfv=NU{p)L%%qsE6fJG}^;~*xpZ&Xv+}nB=bYbQEM49K&0uz zm_h#%fdav@`*p(lhH@4)u3UgUGG0iv{Kq62T10%-<6;L#$fp~AYHcqpITcfAReV;; z;Aga(Tywu%$@$N58L#lP1cgzwv?%0RKau>YzJ^o*%1e?Up1z7lC&d&iijkNBJdA`n z>(vQ-n557k-u>J39yLi|r)ZmZ*-mz2rcolx<8A$Y_Gw61_Ppl~5m-w{tzHq=MND;i zO*0N1+#RUtzCPAjj@@nQ`>MFmL!GqisZ$Ya=4S+Q7TlQ zMZt2fp9ITDn2;vw9=_hY%JCMb(D{*@MDxe?;E>DDP-G03B7dsb`dvbUZtcJ@(K^}> z*T4~fBSq`*j~Z5rw8ZJ`iBuECwsL3X9CDZC_&cms^DM^c+c$?-6}eb)gHL{zW6-xV z)lOk)d;pLQE`6c?>D9yElhN6wR>P^xx2on=Q@ZkoznOpaL9*@O`a@5Jx}5y7_--Fs zwx%hGjZeQgm;KPlJ*ZTDtO*rc@ny5whs+d!5SVJdEgjH9cbj8q;mFfZwp&(rUHhoF zCr{ulYTu7%vs1OzEx|7%kS#Q3Vt1#$6dgGet`jH9S&*&$&mL z3=pYP;8Qt{#>3vL(@b__0z46NvBsTtHv+P_++al?%Bq6I<^oN>DRHO6(JAAEowRQf z+1I~9!(_jZ3xrd9;wtf;OG{5{2QyM-gT4Su>Al0%OSnewU^3S3Gvnl*c96WNcHaMd z3p)Ze@=lOp+vqCG9P1d%^kZXi>wxQ>Y@ZN3ulX?d7t4p2+R}^l@XEMApBGnuc9j<{9e7o zgNC6gEH6Hw-|!DC9UGlgAW+RLs|h$Zp#z`_(smqUEMvJu=(wDh=_}azF4^x|Z~0O= zX_9h=k8!ohYp}_}{NO^QKRI~TTZG>wDZaaS&aJAsaH{p$=ZsRfMJ#Jep`M}%mB8@J zU0cNT143v42+&tqVZw4BHWyB?qtoh;^dQS}lcaRHod$Jj2szav@Zmo5lSyIxN|wcX zjF}E*`ErJZLL8GQnFDPw3f#yWC;rFgxt^+C`~mR!Hl7if`!xhr0_ZTSU35saUj3Cs zH|IuP_XyW}Co&4DR_e%W#w;9P3$>?ariyX>ECsciG`^hZ&NqJ)<6ClYOF;|$c8gQ4 z0o)X$%UT)tlDE`iYnhd(0Q^mL)P8OyL@YRefb8M1lt7CDbQ?h!y70%Xso~zA$n87d zuQf_HG4g#(B`4&i%m&E-)`~TK=5BQFHCH-}LMxrXPiCWW8^ek)3oL{K%DC$5LjFs& z>+Yx?sjVB+Tou!z7tgdwDV8~*pW7j+(H`_4qYCB+&vSW#Q*{|t;-1vc5D!w;x!2ra`oSBmo`jb?D{J6wXUtrXCC;b?U z1S{upZEtJbYV3Y5&Ed3-ZyC2?i$+OR;6PVMJaL=Mu%LnJrf`0m-=geb=le1Xxa7;6 z(|Gsid4+zZ!)Qqzbpn})hp*Aq_gNQRxiL-KbLKR@u$Ha}NSX^nWGr32=cJz-dpYl# zrv!g|b4=;nG<;o4HncJn=IM20N?-L znG=ErGIVMgZVH{rSkqz*M`@9~pAgrv9TjI@Vsdpj=p8yeYS)NN3nWuIrRdR?jM(?t&p$o;H?Gi%fzDNT7XZ_sV4Am*e`+=6d>85}&{d^r={( z-MU;PYIOL%Finh93nJ|6xo#D7HX#*6U8%99KsEJyeZxDP`+mmXQGa5={jtldwA{cD z-eA+}_1Xnt$(=EImlJs>D<$W%QIKU_7!(@fBF6yuB)~7&o?;6Ak#GPrb|L5s4Mj$l z8^zT9fmd=!FP_oaT620xpa}ke`Jp_ijcVixS0OwbXMJ_b?^>-VE$<7fp*RP-W8Qu5B}$9d z!@W9E6q7AYWNs}09|%r@qsIFRIul8iH(lng!-lxf65D`xNLCb6xfz}>&P~)5<*9bdSgtRB6!#|M zKU+))vJTl&CsspaB|bkVlrxqCbo5?z=_hJR()gjEYCQG6FJ-Js>Q@u@yaNzL1oESC z)cQLUD_b07zc~;zRBKNT)@SpMkMDsTnvb7Fl=QhQq(KOAK#P-wBSkaYr25op+8$lz z5rf__Q^w{PDPFj!`GbjD3%`J1;pUgY3cXCI3w^8 z?2h2L=Z_w!b`A7P2%bK!&$-q{j`O&LNCiR^w~pfHy2x>10l`@iEgFj7dzy2ntDl$E z1f*J9Wxtqs)e;~2qqy5uJsy0+>bhULO0TI zJ*o>_7*K&;e1E-;t$zVVIwuBzM#~+EQa_q2NVM6v6AzNqRXkY#G4p!M~ZCFSh&IQ>IV1-_0NVkiqNf6-0p+#;=&HE>)5TU z@Xtj}?x>kaJ`!x^Kym%f+4gM25X>;3U)8H$1v+w~)|+4bZB=6VHQqwS1sNOywqrx1 zi9o`SJ9H@mkxe0FSpxqV7MuVR2M{2GAdKT>3*J6zx7^BTb};ZPVx}IBYVW^M==OJH z3bbp6!dzAB+|J{lo&*cKeK2aY_!KH{dQp+>rz0z#C;y+c?0@LYMMi{%fTy2MG1E=5 z(qI4h7_vi%%h=qFnQ7w|mXE*h+q5ynrW5XUA70nOL|humDU@}%w3P?03nUBylUY68 zTZs5K$C0WbkjelWZ>aiwg*v!5;5SZUJh-a&F;p@l&8cOV_y1QvLRsc97OWAi45 z9fvpCNK4#&Y4E%>guV^O-$8>n;Gw2K_!TPsH?RGYc+ew~N?n6aeAa{*)@dzAq>WFQ zPZA6(8|I0PPRe=_bz&V)FyM!Gr!g=0Yc5l%n(pH<=u1s20K~ec<`O7@`0$0;{^m8} zdVe$=;-oh&Lpwf0JC9*}hj0&30Tqkc^(zf3pB|o`(ikK7`4*aII9vR)!|n3W=@xBNbTSaAYzc2b{2rbzs;B&|L45@Kb%&_i=mO#xU)@y9{WK9 z)aJoV`uQ{h!}?yK{5HO%xx z8g6cebd95Sjgh76mRd!ZvF)jjl3UA8Wz6TQ*NyJqp4}XR8!6w}=JRvDVw~9Kwcg}o zN@=t}0q#*#FpGtzR-M=o*Ovz+oPL9U;}@n`b=Tq z4GmudRjbS5BmvFzB4G$`UuLQ_e>bvcKzy0Vw~Zkw12g_a8P2@7a3>(97)WM&!#(bQ zO{=ncwd(fEbtJ!0a+1x^zrHf`C9lpMqMXvW@XMxh2Du^^W1YK)oh zTg=K?MaTyQlS6Stkq1PU!Qv-B8Xo-o($`m~sS~hDX*nWkj8|B>y-go3ph1!2*9(Y! zAKLqmHN*p#Q{;@Cw#gK#>hj0w^0yw5)IVVg@^T39Iq%>Ju}EsHq=u2m zIRCLp!@U;jyP!@yXw`1yz4y-wW+SuRzuVkZdcGxT-;?XFJvE4T%GO!`(n)rV1RJNn zvPA!xss;S7wDQmn>=}v!{h&w5ghU1&D&?l`c*ocs2F&2b*U2fw`-|O&i{0I*SF;jN z{W5p!8cQi^y}}cCL`}Wf!tNdJbPqwzPhyjGzBWtO8O8%RV?hRcH2;$zznq8m2?cPV zz8CdpgAdhuZLMyYueAl8{t6TgWeNdnjZ*|AS9aZ$4+=Gog)toy3zmweY(2WltoKL? z{2iy1X*{^QI{0g1dFa7^`MH1X%wTaY-o8O6o|GHVKtWWhuv>TSlSERBcs!GS5YdNR z;|~UJU8A^N$CkCaiHS&w92Fj8J*5o44Z(atidFpgI7<3@$Rd9hzh!IP1*2^cziCV7 zrxXTdDp;3g?^gY_q|Tz&4H=r%8?Mi~99)e5(}Kq<`zg5z2hyLHz>0w{TIkOT#AS30 zDrkDboUQfUs;-we5xF=JmL!6y}Lt&EOK@wd^yGoqn^f%K!!StGvkYfFwQ9~?Ug z#^w^p?`XT{{YFYO({#&(V9@+z657yMq=pVzD@7}K;c~IZu`QPOFAWfh11Sw;l*WAF z3{;&#ul_bg-nn5<7?le?WXv`Pt7vp-r@V9{j}dHJZs_>2{W--985JJd1d1t-2?#Mn zaxwx(Lj;plyf<2^*)B89;k_|<{s_d!#J|8h?YNA;vGU4Fdf~Ax{Rpl*Sj6wCm(}Ir zDx?i{Xn|M6kDyAfNsZF{PKgK_!p=_f=!`^AYdK~j)xoh$yOKrQ-keUxeN#0yL9vnQ zjfT{m^+{QUTpq_&&ns`+@n&^lvos|}GZ>(S#QQ3`ItmuEHHrD>ilO+f`b`T1a)M(I~$EL+0=x#s$Y@UV1 zUK_R%xtK$SLvag@U#Gxmcbnp|rx>;TLI6oC$wO!jsumQk6&YUi9c!VRyXR;!9 zw`c#X)2T2>4%wh#0f!>@XVjahQY3}@P3$So5b5Na>&Qceto!n@qGKBJ&B-l=VMW^@ zGtP%WC7%m00A*=Wncqb~s+Q+`&vo?d2ae8rJ>QQcbl?~vrkoJ<>?s;0^g+>8Bes!! zAT~9)v>2N#g?@!wY>+7vizWO{k^r$UIuQYz%owpSshvOCQW#e|7aa8lOe27}sWJb9KSz{eqOVunhJXzfzA~Lw)*(NOJLBBPHwF zw}UlDpOf?ir>|O3DzP(FxDFgO0hMdpc|HU}wEA)fQ%#+lB;Vx6jN7Dj&T-@xh)=F% zTo5??+)f`nGcRQ$Jpu+rNMIB;{w!*LN+Wx<3BNf&4Z9V-ybRgFDlNSxalpr3R0k!YV#nIz2}9WrE7DS1xaV*&E9As(t1_ z!=vRpzJnUj_ipz*>;BbS+)+cs@hMySP~N)4S-Z}|c@K#bufDTcI%m5MyX_2F5SV>2a!R3a;|CSTeQmA zz$pO5&bb69h-KKL14VV>P@N&NCV+?s6Cg&{a`W!={)NNrXS49#r?IjctNp^eumk>% z`w!s3x;f+qR;$$u(`)Z)KjjksixAyBT27OZ^s}|4jvceM?@;;33JeJEv2E^$-unGw zMx;OtXguvP%!UR~5+)ATqQ6tgGwj0vt^CErL9{g~j3B;gbSS`8G{g_6vefi$VdA<8 z=KUcV+$|A!uy9xWW$G~ zyAc4$l`zsE?;!Tzbr>MUOt#Q^qh3&a-}$h}qf~ zdD6Gf+Ps(4QN z!p*g&IGp_rkjK9@SWscCrb!(K4Fb>-C!5P%POLi@&d;KktFaJ8qi!^|vGoOeP8E+I z2a#gmmWw1<9Sd9yYhn!Wg|nn=lIn|u0ko#?Q(9>k8aC{%N$2wUjq>Vc7b96t&D{(c zWMeyvWTgjB+!hymg8mygjZr|)n47M@3S{w-oGZ~LB*ya0;R~*8R?;WmC~11ibuVJ! zB~Yv`G(WGCDAh}MP%71ykY4CyM^ul#{n~6aOQB5uh_`j1yQ5Q>m zpMnxxaD#TA@3`Xf|0Er657P9K#OGB|n{L(%rO@r@n28i<@aXKJCbZwGYCNh_=1(|9Q$|d>Qt@ zp2l(f1x8{t1P_nT|Uiq<^#mIO2han5vQoQ80rH{~2k4mdh$g`fUYHC{pa-Mjias z7~j}`-K7476n_9xI{g_7n+=kN!XD>8WC)l_m;F-<@Q1F2kN-^(gU6|^jr!MkE}zN# z0K7!8yjW98q0fKo3-FK7ga2p9*jx(GkkxWm47B$n{9;29x>%^c0618B9qyC zxw0qlHB=hha20$W^;!D6yjY5bZ%&L%k(QA7XfC)f_FrGjslY(}^~oXxL+n5`D~B#a zQQcAc$6tT*OC=9tMfg4pqTFH%>jhE%=Z{)a*vNlTm{rE^lKjnAgCiC}y5WJNm zt@p<1F`&Ts>o+3h|Ga7jnGOpxR_yzK-y9nN@tYwez3l&+Vv*Ozfax?9VSA3nGpFI0n(GSAjKJBx~nRB|Q%z&)-D{TatE#Bp4h z9l@aFIaHc2J*WSi7bo@{e1&_>_x1TJDk)crJh&lgUtb>>Wz=S_Y!M7(@BVnw=*huI zMMb3~{Cw3NgoH{eXN~*sSVc4 zE@xo+Zcmf+eVU7k_J6>UJ{{MNx3xCwRAlhGw&+y6JU^lm^Qpt5g=cF+!_Do%_-G>Di~Zc_4ln}QsZ}^yw?(~T8rP^5SEI$O#pUj3 zme)n7YX6Z3$_$q)47D#IfF>7m0z?ewC6HjoBHt~>(Bpw5!A<+x?{O=^fMz1_)!vUT zXE?QsE7e8=E+U>SMEE}4V0A-|~tmp`nhR+YzjjJx&dU|VRA8Y#~@YNzU?V5EeM>E@>(q{Q3og&W` z=eEOII(u5=5xygAU{U+f&r)lAG-$by;duB=w7P84C4@Z@$jMM%02`W`)AUMQpOE8* z_pXSs!4jgn{fbG=z0qu=|7Krwj+U=^{o#Hw`@IY?4TXfZnbY1!ug>4%h_L84J*dJu zo+tI-Rgod&{eS{)r_+wBBKzFo{kZhba%7L&COZ{rRHODwZ*hzmQO$ymyr%%n8etwg zS^K6Qd+tiTr<(%Nx0ukO$yxgZQhD`QF`gjCxH-exASIT`eo9d4d!hpsG8buZdl6Yn z)&?n5Do~pP6+>ce1fMEhe5}tm;0r>k%ekQhC1~NS^VMgVsnH6&Dju#5z`&?V_4)%= zT(4V`12)MXkHqe;t6Fik-@J+mB4ppQwus<4WWF|Q>OaX?}BgGNT%H#eljVJV1P4}!@2pfE|$DN8h96u9Vcd*)2nk5^<-q+bXV8vobPXo969K z?d$7PP0PQ=mipvWPKa;DK#4+>Y=+4Wj(RQW%<%ku`445{QdO66Z-x1_I+Z&0w?#>2 zQ^z#op7hJtF8sniBRCz`k4&69`~JZRv4)l{twWAaEm{VNc{p2D=~0j4CksuUEf0S~ zi;5EP`;>1+oafeHUXW%{VBRqNA;%zPajlHl%7nMV*Sos4dAn*W1#|q@-p3($@0aE6 zAT31uiL`k~)KQ)$>=qQ1aQm6kW~rvGzTv*bmz;By-Me>FD9UPTVzCVm(t>UtyM3RT zi8mQ%DI1kJ7q(wkPe=3r$Fho)l&`as{goE-W!>=!3BrCN_f&D3W+XN1@#9l1qG~OM zLLKAJm9DKeADDMM>@@hydEHVBC+SoHyp73TmCW_q4(&B6b!>$M5n5 z9K2ind3izmXxXy2{;RtR0;;S~piZ{508?m%1EB_Lq1*UX|e`Ca%HXP^AM@2BpIuIc95#N+>3 zjPLNUr=)Rj($p#OgEfXfk`z9?c<-nBVY}4W%}c^tb-MQOUJ0~`KCkjwamy7|6|wiX zc%>NSqAt-*G&IqW60@^;#noe(+ADH0?wpN~=P4VUJ(=tvP*^V7ydsmMce|0K&9}|r zwEV~|Z`2#6i%Nqn%?YuS}fan(*8ckg6@8YL%>a=dI z@s*G@8BVFX-@Lah*024gc58&66tKD0nZ&@2;G0@6mm;XqvR6>h9p@MS9`E*;sF;yn z_)&w|SIK0GIxN^3yMO{*j5|NN_>`KQI!Vp6hIo)Qz+}y`nPn^NBb_@U8 z7%?mCn1ABthV>4EnxCy7cCRCeCHK9YFq_!OB5uy)D)>W8?%c?4|hs=v-<-HVI! z6J^^>wQUqOQP@d`b()Q2#?w42ADNCHGnu9)v?q|1K^NSi5%Zp;$G_fO;~5 zP-E`SiHiwd{C@0`&JWuxooqs>#$Jqxvw``y z95p+3a=*4`XECf?)1|1hzjZ5#6zunD1F0<~#W*DE&cpMs?!atuoMI!Uyy8fd)5r&} zrN1+nrXv&Ozx>EJ?z6MVCW;!5(-kXUIgfXhAhp0TjNh)VSR-dqWYoLk`Mo$fVRlkR zOyY|{LEDWS?)!s8*j@wvM3^MK-09z<*Y`v+u1?RofHv+Fv^?Z-`{je?Z=;X8{cI5L zUBH6CVYzz+1TMY_<2w{PcJE^R(EA71$w`Tc+`_`b$UrERH!eCm5wIVhJHb#5g;yee5)y4UHj-e)-~V_U@6m&wv9#kYpOIP99#Nwlgqk2e}Fh``-w$Md3ibPq_)fSmC8Y5i;CE}=OocgNLlSL*&?Q8c%{xm3M(F9p`!Sifz&a(GRSw$mW=hdAZ^UWuPV zf2n1!G$Uzl=hGE3qoL2ksiD-6w+;d`r#l?j`r?Z`Y ze14YX*p{+v#cI!A4dPffuNxZn2?-Gn8l z9Fp&AUgDjOytpvSaq<2n&UsdklbA-<;XV+d8*}JNOn7(!{B>AZm_;+eF<2!L)JsEnM`+HxqVcZItCp>t} zu2yPW;y1Hyhr3yu;!|lKjXkc!9=bwQ7kEV6VLM(5#R4yf9bGx3J&SF&^ui)MCi`9> zeecXS3+lE;(Xte%pMSNNf5AJ6Y>fnIe}8}V^cM31R6aTbT+G|yi}%+%+!i`HVVPAoexdHC z+jO1KGpVawq{N*>M$YN7D6isjDoRBsfAGGC#tcv8P{gf`lk*?U3)(L~RS8j1QDL0m z+Qdo~A(^VR4-^ZQ{X8vO9GiBt^iSsU%JmQB*O25GG4x=*hl1=j`i7M7DFt`4FqRpa znG5x5tKZ&(OC#4W)Ep`tAene#wFQ_{cT+?usye|90~bRDb@YsaG8`=}m`yb;NqKuk ztZ)8N|6I|=ND4Sa{8;J$cjOxDz-8LcNFsunf+xM^3$?W)#P#-i-0;XEk=GKxSw=0f zI;TR>m|SR_JqFSRne+drH-Sy_4Yr|>mqCen3ALmScEI{H=YgM|`pLnQKX`hcje z!)MFS`gJuH*vDmEDx#hnXT5^@Il#Cws`YrEm8+Hh?6_$P(-BhbZeo59QT+5W@&#FV z{FqfJdQH5F*72!#wjQcbaRc`)2 zgDSGA`sEIxft+GnB)M@#g3^>5y1=M}7mJc9Rn_@A0NZZ@>^N8WDkz;c-} z!rZ%e)k}48u<)rI6zjPmd^~+?Ny7SkPwL}OyT|$XxSTU)elw0z#F*37NVZq<*{~I-MPCW zby)DV(J7Kl3NhTl5`pcj-aK$+O*p-1aI*865+&ljXM&`^Cc7|;2IFd9?`y27^Ts~e z&F;^uwbRUOMT>b3a4L`cfIDmLy4g~Rlx49mk+3AL)B92+y)e?|^=P7^Kt*qCIVov5){5z! zvtfJ-Ni4l9Z!0T3s1tV5T^BrC`3!)ISlTu2?+Njz2NrvmWQLaF(m!-}$20|?YmX@i zF4sx##U8FzYVV8Fg_SAm@9oSq!@9`e81IZe5ZtzBLDEL2!!~bfFte$SX<79T`Wp(y zQJJ+fbnY$~f7s*&DWCP>x#>FY&l_cXHCgBj?3wZ;>RM2)I*aT|0NTqVUow}1^39@tZQAl&tvUT z{ixcq$sPkNBZi=FTcv8n97~dF-WRFg29AH@@)26&t3EGqUq@t_mm0jVYRvd^gfz6`SE&sf3J?ONQJkEF;ZIR%j zHL1II@bfA^;21Z$!^~vj+PuxVF6xd)Zk0|z_7D5e-hh*(%Vb8070E=6UkY8!tC&+W zHrY#zfNa_0ZK0?z;W93jI%A;oGXK+IR3 zz@^Jk)QtCeQX=2_%J@2d?#r4{l+I&N1;GP~&BviPLY zQHp&+9h=6P)6!?luKNUQ%4P|Ejm}cr`ojxzL%t0-BdYg|G>5UZMy8Z`Ohu~@wR}g zjHF`oyQ-Mwn=c>uY@o{& z4v@@I-km*zWx(d@+#{Wo<)&p!J38x)YpW-m#NO5#s5(-U&dc!nUn8n9(FZG79XU;PbtS--#FK#z-T9{?_xmZl_Jj`q?qY!ojCBN zrL zY7$#W-6u|+x3cmR+kA}p{5Mk%r`)q;y`m~xlA=7Ruw}JWZl_W6cGDrt?W91!8t`Y9-maDeD z!6Zl`C#MKjR45aO$ulQOM-;Oe9Qk`^_W6l>o^)9s?=#^z<23G#Ww$)no*#3){c$lG-XSvo#{<7G*%E=EEEAqjQd**)&-C7RFNrrM`7-=B z&Ydv`MuM7;I^GM&?n#I=s_dGN9Esx;?OQ?OP2ZYlM7W_+yKYV~?V%Glw{S2~*b@)b zrPtf+L?qjoCsn7c zAx6z%W8uiN4rFFJb=vd$pLHAd>xnWa9U;l_{F|XNO{IjToUsD-AWAa^EwlQsL&QLp z^O_lxMw-;7VO!F_%#WDp{UB%3R)#bUxcpE!M^V}Hb@?4Z-NNtUR@(lfnHxwM>yM|+ ztQm**B%R=S`bvaC(=Jt&qrRMf7Iy9U+qFz@mo-KXysnU}zq=+fTbD_!`*C0Ra*{d$ zmJow=)^WEgPkU#IHz#YA@9)SZH^uH)&s3Z5*x=r4Ze*tMy1C}WlGn-Jwh0nRtU*|A z3+8q;xl>a-6t}0Wf7UEeT=(D*a4vHkianZqeX_e|UQF(CGBc@=l=%0^Gc@LecAx(yz6xt{cT&J;!6k_!J* zDKD3CyRTZ`gt3T-no4pjJ*y6&Q7ezIaXewl^PKAvFV^ki-$5d8TFlm7xxSV78MCS6 zXDs$$MU|l_|Fsj3J2=*p5*1cXoo1TZO_FKlefm*3bxY{f(5mwyX-X&u3`?ZTzDOB- z(CWSzG`T3VjN4gR=Zl#0>P2r95JF(s;)37ZutD<`awnVM7`VvEp@pD$d! z+Xefh){#5EXjr&2d+s(XcHBW>XAiTXzWiHwu}sk5!@Em9!K72){umc~7>Gm~=iozC z-whaZ+PsI?|GC^QxzJkz+jSBz%UdcJIFbT*4>)SNn+%lvXiw_;IFK4ON_+y&TIa-$ zjBCf4GfkdrMmvPQPFx|QttqQCBh{Fw_D9gFMM)dul)J2GMl;^$6+F|4W!{w9ryVqt zIs7nSB`IL#M1=ciRNoa5`pzD-_ZvtGGM5!sU7)YR4O>FVPM#iRvsc(s!y{f-k$kTf z8|E+_dO|I^Dn-ERHb;|z&pDk*zc;%UDa z91r=n=Q?8&Dew57F6LFfSu5ZFPYXb*U2Q6PiVs$lx*M%;pKAKp=-x_Z7IhYh%_oY##0bI4er{YF?`Hp{b`A6c^8aZ%S4S z;cTd@ixIc!0U&(Ddtr9dP6bh$o}>BK*AQco+xF&`(u2@znPsOR8U6vic# z&V7%(!t#R@|N?O{7Y+VhNA=|@@>(+rCPl$`F05bXT;lt^XkGW^77Ta{sR*aX9 zSQme}(c0Rov?NJ?R}m6b#OWjGYgCgs=d-vRkZO{RHuiq+~Vd9hCQUc%%%!28k zp95AOA5}mITace`?DKb;Mq}=NNtXcx*q7=&V}C@x!K~WdmU#U78ZJ-U+JH?t`h^E# z8zRPS^3LE;IfCdgur4vfd=f;(%iG%=?ClXyiK{$1fSHjJU265>77Jj_jF(pdp+*_n zD}zd?Tw3(_DNOvz*PganVyaH(Nx#3Hw(wG41dZkh+^en{AF(MTy^~}%#BspnBW2MhDt3@6mD;w9_yUR z%6??oRczM~e`#jC`{2cQ56@P4<5E@*6pU-qJ#(hmtUi)}5x>8G0RBQ*UA+f-+7S>g zO^RHU)E@8oF-R0*cC01F{+U_%!G*DzYfWF6#gO}7oB!2#3@G&MpKl54cvShr$+9g^ zX-?dvbzJB}G3q)H(YMM5obtv`eV!6e-{X}c$?a5Yi3e?uY4CiXcpNmQJ6M&dy?O_*Z|9!ea(iH( zA;%VryRCCG9rhWQy8`b8?EB5_TbwSH+BdIlYHIrNk&)LgVcCGleFndW+v>mAUbuMi zV=FuTDPqT!y|_XbXHKuz5pjx2vl#ywDYIt7_SvZxjWz4HKDpGC)Y_^&@tc^C(ve4C z+}c5$V6plPpFa$i3df3i4c@z`e*dr??C#6;%?+iFR>ZwzwpgtL1@m`c5Z`!f?w`d#&Jw2?oiH^dN%#eS&7O%U+ZNb;!L-_n2ZHEi;)_C#iReDMa!DPjx{gIjm zji{gVVRm*_i>q27!IPLbC_{_^=APp;E$UqQ)95qaT{Z)Xb)qTx)qi(Bbv=d5|G?2T z`u3r9%6LdUmea)p_pG5F!J_w?e8E0y1(Pn^5`K(@rd-d3c+_!NErcMdQHL z6AoR`hnNKbw)?G%$L#uQwKSyKfY8IPZ@LAfSrFWnq>FWtbvLKm*G)6e+bUr}Z!RC` zIm<&#UE+pBHq~x1cr2jIBa^SVmcRzyT))j3t4<^SXnXe;K51!hkcRjsgiGlKu#Zng zF*{DbU>51>aWP?G_JZlBRn*|f;ETaF7-KwL+qx+%1?}6PoVZQ3>?wECkp6Q4gsU-R z6?b+>&PiumbkxD#dK$lsRox<+mjpC4+**O@W<)weWXs5V&RbaitWm#Skk zgPCSv!b#?^_`_+z?b*vnmO;B{7=diS)YKFV`Da?J^>Am=1SQ@P;egG^F|^y7OWfMf)3ZFy!o0u@WZlWgy%tSL zFCL$(k#HIoJ@?$NwpMO}$EJMpCFDH^4;*0Kd&c&QKigbIV#`pud6!sFj{$A2R*bT< zQH$@L)^;At(+}PZCk+bCMf<6=Za3VjxQ$Ql0i}mWZQ)YVUA;ezjq(1!RgdrUxz~2;v^B*(<`IavVFtNvXyD@SD?GEe0uy~K9eB$Fi-IMzrHnc z9k`(Md7WUYGeliupA$4*nN2*7I8)raSuKTJlD1M>Ltz`ApN>VQ{{CZ8my-Qni@%Ue zxyQAhyn!mxq|B(fw?RPFE|imDA@o|HdWuQbs{jf+Keo`|0fGJd)A^9~T+$0TT+JIs zb2>*~3i1xX?Pu=Rqll8wW<7p6+G$AZr#`XVIIJ6-w#cej_ zc0;LAl~c_p8>MEt2x|iO>O2O_bc-PwP=xZukZ3SO3#l%()0+? zre3&eAy6RxJJOFU2^|CWlvI#0o)CjAMgb|N=%a&vP-c>4QyrZ*@kXq)II+m{>{9ie4|??4D>1%;a6F!}PB+QYwkvV<59NlXi9w{!@CMmlY(rr-5u>gM)bfn*B-0~rcr1dYe$M+0r&o}XjZ6?Txwp=`zBMnH5NwrYpqSk*dO)8+Zr(G`bI0dq`$KU1+3FP=@o5GjCAl9dX^T)X}0bUaHr9Bmrglaa)%<_wFEmxiVPdMBBSM9!UQ6Y)&nGsjtwsukJv zVtU@iNfto>RW@0Dbp?{+r|p-KxG_3?#^Q>PkAGCpPJhhHq?G2NO+!8w5t^&CT-NW9 zn4120HsOF-og$Z4D{kcH=LZVf2Qm~yUoHd>tT2wDWuUG|BqoI-g?%?-{dd9k%rL{z zm>5X2uxtx0+XQD6vfCuAyNWNyyYchz@Z{IflP2y+gtZo-@*mH0E9Wec7q+*zJC{lA z+m{1I^WMFCr?bVHPtbqKzF9})0e(EPRowb0yem zzy(~E{>r;4j%OYzB^0#oA`;-{RM^-Q6)U%*h7f%a&xFqO_Exd1_N(+iIptv}^bz3# z31d`j>^3g0Uc}0HDG!teA6yc^XA>X1YT;*4&6i6sT~q}M3NI<~QAmlWVQgXt58@L{ zjAC+-2u3R+cO69n|Loc-hrzd4RND_-K9jS7E|@hDRryX`rBzXLhwIp4tCmJXyi^%P zBGS^vEuv-J(w9FyPCXgrK6Au<>U(RZ7TZ4k6pNTQ7wivjhblHf%<42Ewz^quiplUJ znDE0hd8TbyI!IP3zb6H~!x7KM74Bk}KZ$&Qhmr{E0oBLc?@k+tki3v$BGy48hE%!xzK3r8zjG$N$7Lo{(K+^u!2$;@)dk~!NVyC7P^LZFU~Ihj6&6bOm5_mHr>Q{ zlpdrsCu=^^&dL&?2nl&314F<$u~F)4LzSy>j$<50YAed3&yEs=R?5aD8VMgX#6(?z z92MFDQ!14@{Zf@N?U7aI)3KbQp1Go`zhkH%4IsRL%mp6)ZbE|3&#%fvRbq%=D<~)+ zD_YIO4rvsdsO$dAq}j5$7cq^fnuT*?sCPN4Y*;R`+5FVD|q~rl$A@M1`#S7Jy6!| zjsL!|u#l9*tJcy*iC(>aE9#HCZuB+6PNNQE#9L(VyA9qWN&(CQ+`0yj90c9MWuy78 zI6WSs0Fe#2fB*hY#XBjf#Px@>2eI?XlP9oWt|Rt-%uJRFo}QlcC~n0%bd~;6!HT8d zc-znw7o=zX=|{_*9ldM6{IqTr%|W;$P8O7vmHo^ERXCgM-m{gSh){45MZMnhll`xv zgpB51ZnHVO{mv1G!B3Z;CJ`5JYy;~j&z<}CYchn!#v1(HuRE_)8{PjZB;lyr0Y1J| ztP+;d$nfxfM~Rk}mVK<=&@1B#J$EP;#m&#>>n7%|92Rd=gGUqej*-M=Eggn81VRjPwR?9+EvQhN|9uKK?6}E*9=Gng?>#9Eg?H$7G~|dVHe?8mk2fCMADiX1YZx`dF3%4mbeCKm)jFc713Bt? z>Cep?#W88A>FF0QTwrEq{`&Rn>^Oo?JXAq2sp4OU+n`|@C_cFN!PmjT()5ZyYPaal zUgmqWPo^cKf{Gi8NU=-rKV$BW+J5$((83%R)DKuj2ad8)voyb`1s;Mn1*AXH&B^qS#2#yn zb`0Ru*C58mny@c1ysAM-g|-sV-!vEfbx1GeVcSFjhVT#gPRrWb+CTT`~g&qx7cv?DSMJW!l!YKFcr9RmK6 z@{0Zh877E6WElXF+>ePFc9gjO=o)Zg-1%_IX8zPyx0Gbt7AclnbwtRr3i0sB*u$?`Mfuf&5y7@dk(r|x3%LgYi7y?To`go?>bbA5cATdx= zQ;TS>s(C^c+`oUnl#~?jb^1f)#QFTuDKiy4qTK?v;e5vv3nF9lCnFR0_u!r{1ga4|6r=3WZ)ml7fC&1GESH+n}cAVvY*BkGbn zpiPM@K<$4(_U)#NykTF=dDc=z800AfjuJ*fQEirH9rWy-dwZ#x+yP!Zs0g~lh&{Sk zm(v(9bbjL9jx8*@hCF_|A)bUR9BUj&RcDHFxYEWg^k?iuZ^Qwis1ah(PBkgIjCBlj zy8@Lct-4En2Vk%%Nq%YWBNPy0PhbBl7RWDB$aAX6B0ZwJcnGdC={137wWx`Ybrfc! zxFICASULXW9zCVW$w>s>m^3f+RUunX+DU)uY7@LG(bqNj_8yYPNCWFXfU^*QByB&- zRCxg$j);tW>h^08mZB6)e@AjRt$E^{sH)txS5VIWp6K;~o>ThoR140^Jw9UrzwPcm z2iWH4uU|lnvVJkp&EiI)hNN+g*xyvb?lh^?pBU*n9+Z4r1ebV;JSH$C#HGX#DoKeu z8|c$flT7>+ZZ!}e7m*Y=nr?YIjmq%FQNoFX&LC8qoS{j8SA&&iw{2x(yI9n@j*(ID zQ$vMnA^Ev^!H}3JaVy_Yq=203SUGapn6`v+`;jqHpoy%qo|p^d5)l!E$`wO~tNQOx zNT$nlM1B;*jW5A%5&;;=rT>IJ^vwbqE&yAQurRZ+5xs5@qla>sne7s@X;Nf-5FDL& z$7!64(MPx`kV~bNmnP5Sy}KzmL7kZjt;&JPn!p3*4@^h8&kjwmt#++?L#*@*ukXUv zgwIwkbRhXg_N;hkyB?Lw>xWj7y83zpxNKyif1y=x%{}V_NSgJe8kMMc=vCPbmqIT~JC2*UqXm51HCc_B+Y2Xq|Ky#~SG?@Tdj+jokGjL6t^nMus|z zLeZTYs{z3Vof07cl6r_PKr9Tzb7TVK=a&z;3^flxU|u#DW5p}+QUxy2&|jXbTX2&m z->qY;iMImI%S8MT*y2wk^YbttyT5yKyHXlE_owG-Q`<8j~so1U`0%T+r zUyT_kcWL(R`DXB$UU-n0T8o?Ozu#`9u)BJq^Z^uo1c;15p(TrD0)eZK{f4(0{QC9# zkwbKo=TSoc!97Pexw&3_vlJ5;eN5Vw_I!B;O*^(8cqKs47x3C}u`O1Y==ZK&?*0tX z0;Me|F{?uTZE%&(tT{M14#hTD7qPLj4j=k=YfUAdlvA=Hn_2pGp4}w?%S$n77BTe$ z2&gQhX|!*;P}UD05TXy`+4raFp-rrEro5Z|$g&7@De37}F;6iAjLw~fR=SvS+5z-N z73I;r1bKxLF^0G14sav>WPAj5MBt2WBvwKA8>gXWJ}D`qS55RE2Onol?cCYC^g(bZ zf_-*wWhs^-YC<M)P;-@zmpsLh6OXlp~sC=5a7FU=uE{DNR7**{5@$UY7_D{Q8fK)RAFaZAKhJ zjG~1QoCAeLLRZv&865yIX>mv0@>5de7>Gxp4Ehp$@Lj-^5`EyB%4;7u>TOcyu;JYd zLwxi4HQmi4+qLN_$I4n*@SN#uLEjB>$0}f$L^MS4eWbbOU%V9NSM!5*XW-1 z&Co>7g$hepP%!_@-l3r(xPPneQgoKxnIh4jC;}*jEE@nUgs8~Sj=66Y zJ+^J=IQ>^l3d1_9l9@h*M$K_E@YJH@hyw3}Szu#fk$2zw&q}zn2x9_i2*o*TP%3Ke zP|kJ4|5aTK5H?{8$66w52tee(*LpGJINnjX=fBi|J;H-GOnPI@{=R6kZ*&(YB zmqC}E1?7n^*on+{cGi_rFLqCeLKy-%c6Mn_H#~5G{<*3Xl%s_9)m^%6vJz`32jC0% zuJK%S6)&J0=0=ADrV)ug(FTG`W)^WV8FeFKCO!nq#GvhAypsGPJ!+DJH>*Sy-l9zo z6XEkb3JCEY*Yk%xkW3V`8+P{7XOsO7v+U_g-P>{XXNVXpM8E#aMY#|CufJOCMDrbS zq>2oE!1zE@fk8X$_VWTjst`^oUMXH;Fr?ty%uIFdsACAW1B4Fn;7;qJbv)+p?hmOy z1B2EFN7xB=0|~0A>yOW!%eH3zPYa+F!c4yhJ-axD-ZVAw?kRfk-OG9sBx=o&K-9VePN2+9TqIRlUlNVX9}Q{wRzRbHizLt&wzlb{FT zwE#EBn?}>e$&MxA`p~e1%CO(APtIkLF9U&JfRAqs06O|0U;Tr6gHH@m)02XA*VM@E zV&IVj28IZ##@_;HQ}3BIzJh5U0}uKZr?#To3|F47AUgw(AN*9BPRF^T;^I$VY#Dfv z`~NSKxTMV#m#P5$JC9!m%6A2Y8*m<&k3FA|$X$V(1mSX0S-I)TW%~VULCz!VpbVgH z-Rb9wJObV1%#K{Ctv9*63HS;=S^V;+Q@#ISR+Gy_oChO^jBg16hbUYC`;>QfH=O}CtP7O#TSM$jf5@>7>>}KI_MBwM zLt7DA3C{z=0e`ZzeZwp81G#8nQQAl^6vz?G6(+L02&Bk9!)f+_LT1yH0;EmT>8i z4(U)Le4zCUk(~hX5Gvtf=Vm4nA|uTU^#ShS+9@SL{|nP)5FuCtY=(C}TjqQP2_yOW zg#(4w-R^+R#Ctst)^pOAU6w+lbGbrnkQ_?Oc_3`?Gq$ro&P}kYwV-v-4M(S<`xWhQ z`>vg*uXH+^T?XWr;L3rM!_*V9`oc8t=ya(1XV!OAyc~phCBC|9j4L!RXTL#6%f}Cj1d9p{jK7x(|^OgEf}e zeh2uzQZU^)ny3=#&DJcFVIfdI1RQ%+gOBLiWi9J|WDzsoPcQzsSA*~wNfGUtqO%+% zCTv9E6o)R@u1k4mQfR0{Z?3!z>nG|EutInU^1P>DrSOkhjHunQ5!=H=7bXfW!PyybLI2M=8^5%LMegh859!Ih^8~pU$B>ML>i*_O-Ijk=0>{Fkahs3 zDSLQ2`-LgN=TH}Kr&Rn3S%^pPSE{Au?UbS(cdIYY{fP=0I6Eym`g@Nn2+6tegP;cB zDgRh=prFTo2)9`FNdNh|pkzq1n zY2n-J(4B~;z|89!88ED5#XL zH|RH&X(R6VY0R0Y)&?~ha=T;b6CC%e$E_i7Kof1QnYsDmfUwWxIJ6(AK=-i*rCC5V z1OI~Hif8|{y09~qxjEq8DPoi|quKU*PA4jy$vMp<2UZ9fC8|&o5D^p8#$d*HvN6k!P5RgUyV0}>des#Y;20O&mpTA5;i~Qqj24kh`Ia9 z>^|?REoLdXC&~r4B=JMd%+dC!sSD;9zpGwEB`+2ROoRW`+ogwuFKb2yTI*c z#X|6+0h?DZyx%%+dWCnhY=5{QZ!%aPqRk#^Jyco4-NnG!5er%_99X~o@cRn~z`9O! zm9$LA+^m^|ae&O}EC2P*sy#o|rR+&`|CY_F<^{Z-bi+^D2*D*2W#G1WPqAfN)=f@# zwD-CInZ)2cfWiQGB&bl#(>fkTMn;7Y&TgQ2$U4L=n&nj703d)q@%s5jAWp&wku$8< zN-&kVfX@4HUvtbJ-fvPxfj%-Cx)>sK)sn+#5;@ftjuNUbZMIJB?PENZ=mH+Bm(k6 zM5(?Qr+yLlxv`Opvp8CFS`>6TV4;oE4;#!S5v++?eCrW91e5q74_lO^n4B_)KRLLR zP%(ceBui!6VefZwkv-gw*SHxoe3LS`Sx;-)E;G_xrfJJES~kL)kz4#c>!Im!qiXr% zdZjEYUo77($jy5#;94Co?>ECz2wZ;EDD5-S~hB64U0AThRC?AN;dXQhbMtT0$(bpdy3f?xo zj-J+5S0l-J8_aPKvJZ>AGk8;Jz|f!+Ts`tz64> z^9O)=?RFT>OebJBAipCBQblgR%!@jAjO_Ur(HKz zONRWUKW8~5dM+Eukkcoq0`CJ3f$o>MbOO}N4EqcF`BrK9G(f&!Es3Hi{0(zY5dHSt zdB{DgP8<61UQfFhD>U1UWQ!4#e|c#BfMpk{xvD_uaJ`uY3?10!TEz z0#?rSMy6bYXqtyW_TBIwdLMW-P-!=2(~n&GNcY%VBE_d2FnL2aRPJUPSx|7yRfkz( z@dk&ENX9CgYYHmYy^`qxoot}}EOB!|NvTaB;UigDV^sNrUTiKrNuN!2G{0oaFs2!! zAnXn~ws;9UqlATF#JW7S2oVt=Bkx`LdXl08Q7Do@+`$FfA^`yb){k^c@YTdyejr^w}wt#b1>Hr39^zW1$b`2T?lz!kaK8_e?t^@aL^IDQO5O z7U}oxp$Je>6{63W36ti?s`F2rMUXKR{u6!F{hB1a5wTekPzmhy;e0vwAI}->P+|z| z954?A$V%$!(tlQ3$X2TP%P}?L%Lgs60Z(6=0}{=>VI7V1N!JN?PDU&B=-zfg_Ln^AMj?2!#epCS(mz!$iEf z@YBe_9Djzq7aJhNV;IoprP2ubB+9O{*uelr-wamkI|05`*BOPPtf1nQ(+_lp!D;LQMiLG&55mVS+|)x+j7l9sI*M12Urc?l)6C)=vuv}&SSLu`RN z`*C>``c;UOiOo@}5JK>>L;;lhr@y#scR{Zz(a zZXX`%5rG~qPrt}|$4C&}dnJCLQBhGX0mg#w!)72_;G<{8kx-`4z#d$8Nv7q4PyxP# z(hPv;StL>;&X!n<1%PMp)R)#ph`%p@CmjYJdF4>-#jx0#F9dH0hnTKq@vFR7nccbM(dd>vWokSc=-Lh~lXWib^sa6R=d}zylupovY??~NMoIn3we*3XQhst;&i+W8 zc$aHUbs5(t>!Jx~+~GqiW=!MgB!b-2PHRbI{oU5$u?=tqRF#tMapbVYhL1)^FK4&K z&}iDHPGQ5EY?ZK&&!+SX7jOKmV zKVAvP0-cNtgw?3$UR zRUH5w0UW9>h@#e+<`EtkWlLU#H~sr$g~i4ayXX87x_aSI?8k?C4j3XfAsoj0zpJbJ z`PQTqSQ|mM!p|~s9H>30C`T#u{PPn4HK7r@kVQ``Ksf?!i3|%%qN^_;=n_*aI0Hkf zHv(HWb8(V>4Olvi*$mu>UR7-stP15f(h@ZULlbU zJ1O)BiQ%i;+gxV4T{ceX~ZhA!&sEpjv@O;R5TT&Y7YPkdFvNzae+s3RDFijEKJQf}j%s z+!I{7fP(~)AHah`DREDBFBHFL(eHMH*FQ|w)i^Zex$Oet=k4uB^5OVF zZMe+C7OQN(JV)K&0PnWpW-^MCkA@BngbjqHqe0{VA`JkG6AyFg*?{kE3+$a#wK$!d zXyb(M1+$C)!wbyupx)PA|HF09QRfS9_5G2HcP>9Csm~tb@At*I3}~1!vQYaH5DnPt z=De3YeQfOL!P7=AM#!Pil7QGXjmUyU2V8I4q07zfNh7~ITZ~kb(PAh{94#uQ&eq!FxCd>si}MFzX76kl%@w&16HziK|7M)DI(%? zNguU+s)=ZiK^EhQK+j%%MROP~k=?}SfHDA-1BTOW_iBgEZAkFt&CLf<27>%fMyEV+ zv7>(vnJ|cbtR+7(c9+aFFZ=}uoZTkq2c8iyiXpq#R zw;z!hHtiww=kR4{00Rt)vMif}fUKTBmkoLm78%J}XhqNS*l*k#yrs0-fH{z!e^aT= z7U^;PerNJ81a^)+vitH&C7qB{lH=le=8kDwPYE`KtD&44{9$Qg9PK*czWxc^Z2 z-*|JA4y}9RyCoD&k9>%E2xf%3bK|jv$H-EzU0Y5ugRBG?z6&OXpO5dw-12`91FghB zFs8S+iQkzzF3%zvt1GK6JecdPgJGVXY#1l<&k3&?6gRRPOdZ1h`xY)3#{R#gOF zsI2^ku0ramFnw_gBK(VQqxZwT?JrR$Cf;|y+!fxiCg6e-L^})y2IT~z#lgm-1u#Su z+}5obp=lPF+HMqem`opFidzKKkHQX+tKr`+Q0e3esZbu-d?!o?2@Q6F(~ul{g4~Dz z{jp7?jjE<*6K()X(H~O6pMcDk`ni@qfwYV^+((S0nuM0A_BJ+xgO%qrMng)ul#I1iw-@oshebvqNfAtbhfuG zz%L;B2{al30py&mk``p6i=kxtxKZw*{2)*{1LR02?w@f)*fT~>43#{pIj@x5^~Bgr zlmu@HC-dOf1fP?bm`I4AVno-Pc_MKov~zx+FknC7|9-3)d;LP~Jtb5pxvyNA$MMzaI}Lv9gerl<;M+Zob&I9&WZQWCaiU zC5(Qr8+`t^REiAE$~P}V!5o#oXa*wk*wTW-?g}GOHR#R~GR(gGvnOn?GJG(VMm9yT z2Y#B-SxLVGw;b_WpnFkw0U&6z%*C+rewqw)PsJd+c2k_wRd-8i(=qQ^4x9A?^gkgH z#2o$K{6f+-ty6-unGSD)Km2#U0FdeQe{VwW=F@(nou z-#*d|T>L;ZunQM)G3?Y^y!Bi!nAnDher>{LYV?2M?)z_0r2p?8$=EcGxEQt&Gb(A! zx4vjM+6L(VjkM{1yIC_Nd}mH)&snK(>i_t9>#(Y}sB8SFs9*vjrKBJoN=qY1*P#Rn z0RbsdM7l&uQbM`}4yh<0ozmSQt#n9te{*~9ec#{neBbjs&;8>f=WzC3d#$ z|GT>L{}QrL)ItA#5v3fMXJr91?eAwjl~vWn{r1*tga7wB{? z)ee01|GnvdFNxAQc_3);Ihn(Mp4u-%guY58Hi5|F@2-r(ef95W+}V}I=9M#*?hP~3 zi2nP{A_QPG_4o38dH+SM;2znC>&|1s!yC*^{!V-BYCowTu;VZTUt70|nqd2#yhI?osW})&#BnF$?KNsh2PY_?=_ZSZcxFWCC0TKu1^ZIVp zsSEH1Ad=|-V;3lGP!gbkst8~m7gsg_9JCrOUWc$iB*t$37ui8PeQ<9ffJyNyL#TAT zyDsz-c6gu=e+LyGl-yT-n`7@9n zvPLq&i;Jtj>>fav2vr^1r}j60aYn{-IL$+rjPR@5jEy`0j&A_)JPlGHxIk(SRiHzN zl#^qKU>D>gSs;*r-)xf!KzR?O1i}aNDeyMPMwP1`|9vCDIWq^sMI;l`sn@Z^Ptvd<%od-_#l9fhQWdZ zFm{0BSiwvLzuFR*aS-BdSA$~Ga1hz@YWL`i-E0-T{k7K4LcPK6(HVl@vv)}{q6unJ zw;&!prF^zO6++O$z*)&D;#(~HC|rE*NxS<*7xGYHM}7bT$A>_weKOty!bZrCf=Rg+ zVb5IwH%2H>gQx_G<-))*)MKE9J$o4{gM?yo(f5s@-ULu}C1n4exH6e6Pq^Lohc4L# z8^>7O@#I%`W33k9#H24>bG14nmd1H!e2MmfPLtu?*vW1o-1}!qa33Py|5uYRJu|a! z31WfxY$8G~em6n_c3LUGsiOgy(uf!V zP<=?FAtk8p9WjElH5^>>wZ1^%Djb~#r=rx%CWM7m2-AYhr|6ft||FH=nP8RTTUsJ}hiTDPTXyhjprTWQ^(mGNHr2CV*GXwTnXBIKCfR}`Dq@nWoEm-rg=xh90ZzIy48T9p zVb##r*N2oA=`j~;RXN0CHECOhfW4ru+=BBN5G3KGj%;2~gr;zq4uQqD*op491-CZ$ zGg4|ok=&03*qAgU#nc2Zpm41a<0uz6FoP#NFLP&o3n3doXh(p(V9OYUe=M&B zKV#Tm0h$Dw93sd=I1xzj1?&)^szh^`sK0hrOpuV#RHOEWVfS^Kxh{O%LZaq?R~GuQ z@Ff%!E`S}d^2FNcqWta{!9f@>^gD?*W()Y(@`&Wv+E1YX-aXzUi+>0<`PqAe(Cnuq=MZXz%=qIos!bIFjh|_@nt&xpF;Sk_!Quh(Kt%>P$vCdG#q4iFKt0%XmR}eT1YQYbDF`tT&RFyp5nesuAyBP#m~2j;U+@Rh*>rx20)SHYiO6tQ8I(KCwWoT(w9i1KCX_uwObMm#%E{Va&iQr zJK}t%&Kb6l4>j1qfD%F#3IChvy@=%n5MUpK6STo1Ks3^@J1Ru6{|2;h`^8_J4L|^% z@%;K_+cIs|&d(S#`&sIJBNJHOBAk1Kn2QydYp;G>9;ipT?}>s76R~xP&O@J*{hlAS zsVh4#;IIwJ7Y9dv!x+dC5Y;T;uU`NYC|#{Qbe@14#215;_1^O2kiq@va+L@(e+X{k z5&%8+k3I9*`yS?#jKZZuhKj#52hm385 zr__{lR$~aPgpdvr_zG~YhY&IWmkp#^kW2~Qxl?->VRaS*!v)9%%<@j4!o1PhE$0Vi zGBR}ms7%0Q3Xa*jTql=N25kc>$=0J|N8|0CXZ`+~p2Z>;P?TE8pmWP$3o>q#7swei zVG#ck2p%#FDrj^9C?bnSmZejQ$5vqCAbuzbLX|OT2q6JT1&MHY29^}UwF3UtE1+wX zl$0QhDlkomXN!hM+$T0v+v%Pj`4+qBoTt5$b)+Z(Y^o`{XO z!JXtEx#czz3tWi}R;=hiGp=I9C+U;Dqt$B;0;|a?*0N+gk>@Y5)RQR6bem_UMqfuWb>0V>I~8w#Kw8?Iw94 zvlV(bNITb2&PmyXA~==^OUSB{%iIr_3R{fC?l5?rGyyM;$&E> z(<;nf^&*4iPm@yw`8>jsp zwxi)_VB<9}AzK9`ua4N3Yfx^YBu0CH{F5fo4GH0Yid{r|C8-+uSpR0op zL1n=CHLX!*M75?ERhz^Hc`~!6%9PZ(M{baX)+KbRc3;Z!3zpcIFYlzgS$0wWW9!E0 zKG&HPwmT^CYcOz>satoSw+PYeHPi2rN~0r|r;GSP2Z^Dl7|QqF!X|d#=BuYY0^iVM zPIly}-7mgf%tE<8_tUbVt2rmqx2JF|OFvo3p^NQSn&$`f!iW1O#9QF?~IIdH9C0Bba$#M5aY3k8E;y)?GvVD8+TQx5_PH4(lvV(oJuI!~niRDSvW4 zxFbXLv2)D6!2kULOQLdp?mM?DC|_m>t2DPKIQ{fOF%4eHtrH(-+IzAWyXlXGbEXPN z*<#@Y;huqAl3wCgQJSTi#+vQc0^I}2W|G0`6qF~6L_+nJ9hdS`BcOrlb%N<#^#d^Ef>q=4;>!e7{G$u*VaB$ zF+MB~+%f<0*fva8-m&6Hcl`Mouxdw)lW{T|7$ig;W@**(Q|5H!FUezn3io|ELNq1+ z5R^;q?3ZWMAAt8d_UDjwSNeBc&$0fE^$PS%H~OP8l|LT-8Q4@W`veCxk!AZ@v$ccG z80wN!Lv&~QjQs5i$zN%=QOU@o+V*+yzW!4M|G-NuWJA7iR02XCkqm*E`5B7yc+MMc z)k#V5tsj|%86}{HfdmqTq{hXYn{QLiuT(D4s#O%JpY+}V;e!pbPNZ5^y0eRYA}T4= z1o!pSNf+JZRyxj5w*1|J#Z0%+hK58{MT-MM7hEB2!tSWbDqnQ6nIJQBeY|MeI^#0g z@>&@@Fp*&^Cw)yzWsG*7W9rZ8^k;OFh&ki-6OPfp*uK#V&eNRA93=!rD4txelnt~y zLb<<0`jv=fEqmUn!jj)EQ`yJ2g=rL?X=6t&wplO3?`YMhRzFaEj$V2H1$gM{|GkmQ zdWJXVpO?n6vuG|iM@m7YNYb9U7*!BhoL8=(;~;baRfo8a)5L`_E3E%n;S(F{;h~Cq z_Z~q*&n&Y2W4cawuYI-Tujx9{B#(v$OxK&ibbSZYN86J8O_c{#n{8XtL&>)?|E%H+ ziVmzaQ6k}>>*#Y*`^upueUmA4V6+_^e3706QoK|h!db5h7M_QMd`%44Ps|;FP=Oyu zAO_<4Z+oh)BV;o3j82aiU*GNw@tP!uo*&357e|`m=660>GBl%WW9DL$?|tw9_M9oZ z^hoWuIu4#AyGGuhsGCmTPQXPSImhBFYU+)~Y%qT^(LeiS`B4G=qwb(08L-&JBKqmu z{qRyET`JW;c0QP{*Ih(zDZva(*Ne>5uHCr!I^-9?*CHNkgcu(gwF5T-W3#hhlLpuD zKD{tE9!LDWCnIt78e@&!OwTJd*Ue>@Yox`6UTfp=K1bgOP`Kxjn-u7;+v%#8%pSuP z2kCNmj|zOXr&52pi>9e#6*C1xMPinp{)r^J*wc&d;*TJv*QrQY>@pip7uD~obe6rX zJuBI8k>tzGkjb@9T{1Mgd&u4e;+e97n7KG1<;p*mqb8|EvF^LkW*?@&!xx$5@6)gS z>#xqb$(+FjAJJDWZB`e%(3*636LV2LU1K!pu>Pgk15_Q-VFAChxp7D44ilYTK!|^L zN{{`3`*lK?unnJ_$t@0^b*VWhvawkyJ6Z-^MfslpJ49LywtYZz2dKLIW$s2pOY@q{ z9ZXhET?oH5$`{GyXcE@ycCb>C`{@VW-QK`Ei|@E-C7(T4CPTXaX z<>KE9@m;3#x*3v{2K8I_193H(WT(yfnj3=QcB&2^c4q4_olnH1)N=We&|~=bF6(T? zFE9{O%A~F}dpPw>pSe@6KP3F>4~MFBVp9iT4!A1+y$x(_-JfUo#mIWc;AyBiL+HQw z&#!jEC@Z!f;tBcxfV@Lo@hNsriAp5h_KWhLXHnbdk)gkyONIwgFgHCMih1GsFN*jt z4c;IW&978DKb^PS;uiQIvt{I)w{(;B zK2fn*{2G?Y1eU`-J05!g4NOm@V+0Mkfm5our36h1Z3QIeM*x$Yz_}XH*e4;P9H?r5 z$b*yp{3hr{p;xFi;IV)Tfyo3AHll!v1NMzvHuFjhOa?!J{S78!Z{cJDWlYe*f_~f$ z7#QGgQw3bzl!Npv>3y`#Ongr(f3j0)5>pj6YpbyO$6=c@s7a)84>DNypxLYE1j4F; zD(suZK2rcKplC0KEq{3r4mfSVGIhZ?!!A?V*Ad&@;!7gMJ-P0P8>6p?`wtzh{J2MkVA&fBN#C&0Zkakf(6F@|^P!zt| z`3a9U5`1whfzq0bU1Dj<@4D1OS^{~^nH^0^Wqh2aE@ zNp~XYWbADtg&J{g=t8UBw1Agc!C} zuADgJ#><<*<;*b`1K5}hRfU#D817uSh?08t?~1Jx1~tN&vN2uIfQE-pn+`0s=3~Iy z1~F%tL`;)_{^(l!SFr*-aNmZRtUQNLjFiqytED!sPE8vMOG24;D3RNU7yTqv;hmLw zQzjJ}Za@>POMpi7OGY|@1<=GzJ*a%w*aezh2e%eGG96@{;04YgJN0`eC2`oU*cml{S zL_AnR%ly``5X5|8CE5%1b1r)?UF0+iEBa>m?pTJybYPK;yw?AR}k*>nn;xmrh?qe9VX{icjN3oZHS>E}jHFx4ES&whN zHWrep^k2%m6~sFY%D>V!n~Hx3&&yi8s3>Cu7R8mXLlBh`Ha_RUA#j4i$oo! z7FnV7Obh4)6WP;}NrO+2pb1aWXws#Z<(Yf-kw& zitj&V@C+AY{PaFAlJ1VmI_p-$4GMNym522!ukIX#8tSrH4g#?Pw5cJ1j+X@yscn*OYdK>lwd91>x zrLFBY)Dr%6>_n{Pz?@JAgsV`aKzz92E|}N)#+mIgHpPmm(AHp_ewk>bRVZYpOe0=k zH#QRsh0Ruli`egDiC8E;tNiGv%p39vO3!