From f9d9d3a8a661e7b1c4001eec846471bd19326ecb Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Tue, 7 Jul 2026 20:13:26 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: pymlex/Qwen2.5-0.5B-Human Source: Original Platform --- .gitattributes | 38 +++++++ README.md | 107 ++++++++++++++++++ assets/base_evaluation_report.json | 27 +++++ assets/detector_probability_hist_test.png | Bin 0 -> 30161 bytes .../detector_probability_hist_validation.png | Bin 0 -> 31589 bytes assets/evaluation_report.json | 27 +++++ assets/evaluation_summary.png | Bin 0 -> 58167 bytes assets/score_distributions.png | Bin 0 -> 76351 bytes assets/training_monitor_analysis.png | 3 + assets/training_summary.png | 3 + chat_template.jinja | 54 +++++++++ config.json | 57 ++++++++++ generation_config.json | 13 +++ model.safetensors | 3 + tokenizer.json | 3 + tokenizer_config.json | 30 +++++ training_args.bin | 3 + 17 files changed, 368 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 assets/base_evaluation_report.json create mode 100644 assets/detector_probability_hist_test.png create mode 100644 assets/detector_probability_hist_validation.png create mode 100644 assets/evaluation_report.json create mode 100644 assets/evaluation_summary.png create mode 100644 assets/score_distributions.png create mode 100644 assets/training_monitor_analysis.png create mode 100644 assets/training_summary.png create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 training_args.bin diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..8a6e1cc --- /dev/null +++ b/.gitattributes @@ -0,0 +1,38 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text +assets/training_monitor_analysis.png filter=lfs diff=lfs merge=lfs -text +assets/training_summary.png filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..0bded3b --- /dev/null +++ b/README.md @@ -0,0 +1,107 @@ +--- +license: gpl-3.0 +language: +- es +base_model: Qwen/Qwen2.5-0.5B-Instruct +tags: +- dpo +- ai-detection +- paraphrase +library_name: transformers +datasets: +- pymlex/ai-generated-texts +metrics: +- accuracy +pipeline_tag: text-generation +--- + +# Qwen2.5-0.5B-Human + +DPO fine-tune of [Qwen/Qwen2.5-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct) that paraphrases Spanish academic abstracts to reduce AI-detection scores from [danibor/oculus-v2.0-multilingual](https://huggingface.co/danibor/oculus-v2.0-multilingual). + +## Overview + +Preference pairs for optimisation come from [pymlex/ai-generated-texts](https://huggingface.co/datasets/pymlex/ai-generated-texts). The corpus is [Flaglab/academic-knowledge-abstracts-es](https://huggingface.co/datasets/Flaglab/academic-knowledge-abstracts-es). For each train abstract, two base-model paraphrases are ranked by Oculus logit. DPO with beta = 0.1 increases the relative log-probability of the lower-logit completion. Retained pairs: 6396 from 8891 train abstracts with absolute logit gap at least 1. + +## Evaluation setup + +Hardware: NVIDIA RTX 5090, Ubuntu Jupyter, CUDA 13.0+, bf16 training and inference. Post-training evaluation generates one paraphrase per validation and test abstract with the base and fine-tuned models, scores each output with Oculus, and treats label 1 as AI-generated at threshold 0.5 on detector probability. + +During DPO, mean validation AI probability on a 276-text subset moved from 0.6740 at step 0 to 0.2437 at the last monitor step (-0.4303). + +## Results + +| Model | Split | n | mean prob | mean logit | accuracy | MCC | ROC-AUC | F1 | +| --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | +| base | validation | 1107 | 0.6550 | 1.4619 | 0.6712 | 0.0000 | n/a | 0.8032 | +| base | test | 1112 | 0.6532 | 1.5581 | 0.6655 | 0.0000 | n/a | 0.7991 | +| fine-tuned | validation | 1107 | 0.2264 | -2.0100 | 0.1716 | 0.0000 | n/a | 0.2930 | +| fine-tuned | test | 1112 | 0.2391 | -1.8733 | 0.1835 | 0.0000 | n/a | 0.3100 | + +Lower mean probability and MCC near zero indicate weaker detector response on model paraphrases under the AI-positive labelling convention. + +![Evaluation summary](https://huggingface.co/pymlex/Qwen2.5-0.5B-Human/resolve/main/assets/evaluation_summary.png) + +![Score distributions](https://huggingface.co/pymlex/Qwen2.5-0.5B-Human/resolve/main/assets/score_distributions.png) + +![Training monitor](https://huggingface.co/pymlex/Qwen2.5-0.5B-Human/resolve/main/assets/training_monitor_analysis.png) + +## Source code + +The full pipeline is published on [GitHub](https://github.com/pymlex/ai-text-detector-tricking). + +## Citation + +If you found this model useful, please cite it as: + +```bibtex +@misc{zyukov2026qwenhuman, + title = {{Qwen2.5-0.5B-Human: DPO fine-tune against Oculus detector}}, + author = {Zyukov, Alex}, + year = {2026}, + url = {https://huggingface.co/pymlex/Qwen2.5-0.5B-Human} +} +``` + +```bibtex +@misc{zyukov2026aitexttricking, + title = {{DPO Fine-Tuning Against Multilingual AI Text Detectors}}, + author = {Zyukov, Alex}, + year = {2026}, + url = {https://github.com/pymlex/ai-text-detector-tricking}, + publisher = {GitHub}, + organization = {pymlex} +} +``` + +```bibtex +@misc{nicks2024detectors, + title = {{Language Model Detectors Are Easily Optimized Against}}, + author = {Nicks, Cameron and Chua, Jeremy and Liu, Stephen and others}, + year = {2024}, + eprint = {2406.07490}, + archivePrefix = {arXiv}, + primaryClass = {cs.CL}, + url = {https://arxiv.org/abs/2406.07490} +} +``` + +```bibtex +@misc{oculus2026, + title = {{Oculus 2.0 Multilingual AI Text Detector}}, + author = {danibor}, + year = {2026}, + url = {https://huggingface.co/danibor/oculus-v2.0-multilingual} +} +``` + +```bibtex +@misc{flaglab2025abstracts, + title = {{Academic Knowledge Abstracts Spanish}}, + author = {Flaglab}, + year = {2025}, + url = {https://huggingface.co/datasets/Flaglab/academic-knowledge-abstracts-es} +} +``` + +The project is under GPL-3.0 license. \ No newline at end of file diff --git a/assets/base_evaluation_report.json b/assets/base_evaluation_report.json new file mode 100644 index 0000000..437dafe --- /dev/null +++ b/assets/base_evaluation_report.json @@ -0,0 +1,27 @@ +{ + "validation": { + "split": "validation", + "n_samples": 1107, + "accuracy": 0.6711833785004516, + "precision": 1.0, + "recall": 0.6711833785004516, + "f1": 0.8032432432432433, + "mcc": 0.0, + "roc_auc": null, + "mean_logit": 1.4619352543295816, + "mean_probability": 0.6550314651811926 + }, + "test": { + "split": "test", + "n_samples": 1112, + "accuracy": 0.6654676258992805, + "precision": 1.0, + "recall": 0.6654676258992805, + "f1": 0.7991360691144709, + "mcc": 0.0, + "roc_auc": null, + "mean_logit": 1.5581493150792922, + "mean_probability": 0.653164010906495 + }, + "threshold": 0.5 +} \ No newline at end of file diff --git a/assets/detector_probability_hist_test.png b/assets/detector_probability_hist_test.png new file mode 100644 index 0000000000000000000000000000000000000000..b78b7309943ab517ed313f8340ee3016453ecf9a GIT binary patch literal 30161 zcmeFa2UOMPwk?jD=t+!{6AKaBiEb+`B1Mp53F;OB0qISpHxUq#t}*ISL}eo&-9ix% zklq9|hF+yg5m1_RrAmKuZA|WYH|O4Q-y7rI|GndX8N(BfY<~6o)|zY1xt7qUl!wUlKxhG4F3^7C!>B&*~;jg{V5wm4!Kk3&RSTV zvoJmVxATTJwx(8RcJuGr#s4Gk-%QS(J8LU0AYl2&C-|*wj0L>&!>n+Wug)IPu;t+3 z`i}lAFb=82x$GpFKkYwpA+Ya_L!e&U8|m3P1HV3Z#?RmW5TBo2!+kV2HpwjAI$AhM zGv;AZ#~HpiZyFvx4%2jYZ}4qMZ5ZeK>bvXTZrZ;yVX$lbT1!b#!7)KUvE3`$CY&WY zPjv?NW|U1iOLcL3)oI(x%P6jt!Buc@TwH8g)AS|#+kLWsJG+Gaci;V`X#st6|BHq8 z>>q8v^n5-0o1_0_KhkQ;pEEsl;=~DqU$mU@agTf;hedtoQa0IY#-rT z_09GzF7~#*`ATU+MLf}Nih@pKecHCA!ll}O<=}YEbsMihednSj%a19ptl6j>Az!+8 z@R?WRnM}U?b+*UE&-dMX_2{tiZOO3$E7#$GPJUnUd!kmlvA8ovq;8CB?kY7QeHo$O zbe;NDBt-)rZsg$j;P%A;$G*$wda8Fs$7Yy~)fMH-abr_Nh^u4F_&K-XQqkd{LFaAwmGk0uJ$K83_8LF(5Gm3y4)Wfi9L`%k z_UlpsdSSs1oqmkMHO7JQ1(F>tIP2o|ZNrCde(yQxGU&8s&)Jh1=llKXw_BfI5*sSm zJp9`V1);Q*y#r~Rr}`2VRJE;hPpGOIO?3E{78{$B9h`-!EN$;3Kcr;hmi4bjSTTe6nZ2bkM}?vB=K#Z7X5kBgKS>$rP!qqOVw ze1ob7CAFx6E8Q;-tpUQEK(HTJN2QeVKUjYYU`4X&SzN$?|!@PuHCpT#My>rP%b%6 zPj0!yhv&H)x@y$)Vg{y$iUkBzJeV`h<>k`VL*W5uiug18Sh`t`VLF-TyIXSHTtB_s z*eN|XQLa>{TvunjKhdbPNQO)2?t1&CU0IH!M-2@PCr7%yE-x3~UM@9d5tHxOpIm3t z?s?eg`NajME!i#^=ek*TbvmL`1DRH5(%xRZ5*s;LtrGC1UQT#0XNcQiY}QyqUqUf| z_nS<6&D1kNk8Vq4RO?rdPp?i&s#8-A)K559SN^mAJI60Ct`6hiczpTba3kwb54$&tkhj09F(tk zc)bcOYvJt0*yFi)T1l^GWgXWKsQVG`YgKWKtA~pO4LQK}{ zHqrL))pQ*U?OI||8luv$&u%D4O@!hlY3_3V^x<8c+l+a9e@f%(w*1?1YL?P7-3rn9 zbAxlUgQs6VJ(c@JBk_jfqeH8tKfU0L8eeZ$t>``y^R>U%N-S(X{_Ich-d*OD+TK|n zlJi=>wsSmZ&c!oS-8jfDDz!9NGV?v&kY{MxWKXntzt*AF;82sgSe=hkEpypeIGi`u z>^54dAUS#>{>}MDtN_&*%~iOz_R~{!W8#SY8RCKcb#Z#uh-UPl`L`+rYd2kJ^I*T` z_QX45Z|qxiOs1nap7gYt>rH8XY_ct1wcEIiw;6%#9TLfoh9pyE#*XD!rZPQFIE=ex zN_}|RhhLYvbLn1qaPP-c2X?tkj+|~U@XQ@_9nb91`)+#NZEk#%%UZ|2ghk^IKjlnR zCmNT_jH&qTwLddzJ~<(#XP9?$O-;_p^mjLS%+^P5HOvmVw*I{OM=bA^bZ-1qd3w4_ zT0k?|Oog$-b+RgiUqweoF|{sY`;F5>?S;Ai=CK-#9ggDzI@;&!4Rh11+iuh+8gp4? zPZ(KOD;`$4c5nQRy`Ei8x^35Lo|q&h&(PQB8!g?hZFEh$x5xVQF8#cl>?=m>P+WJe zVt;OjubysPhL3@UKj+k7j@!p~?gFcEDHciky!{ixBa>!*woe8}tE%gGIFeQZWZakc z5z!73HdnQ~@Zrs%YpUba%{9BDUN*Um)koxITjk80fA!$twM|TG#325pIQ|Fc58m44 zFx1|&?`)lpJ)co|uujBqjJYL3`*!4IHO7wYnSQIf*PTgK^3lt8UFF=EU6CDiKOOrZ z&-6YuE#s(pVsMb9_7XqwCkzPy*27!m=zMz zqSo=@C8q$+^@Bi6Mz)mnRDC&u$<$cC`>B^#YhH(&T^U}jWucg5`NF$Y#Z5!mNJlo| zNy)XD@s^zCu8MoMu@CCh^h5Mr;zGi+v4z9Va^fK?A~A*oIWQ9{T+FSIZk&NZA|F34 z*y5|Lq~B7bs>OGBz1;~`duM=^ZjU~;DKexvmcLh$SX=M3(x-k#?*2@<6u9A!}|x}q5hkOlshztPQ^)jru97dM(cL8;9A+45Te0wev6qD(WF z5VJ(wQkX)B6t>F1>5cM@-{+q>c6g)9Ic!2NJjV_|FEY@HKVZ!Jf>1r9jLE{>` zQ3t)b$vQ9RvA(Ml!(DahDPfAE+P|z&kl2NHuIpi0CNTATw6&@c`2HtWyq z4iDJM%-Rt3`i{N?o;Fj;X?qtUsL$kUS*2A!TO_?Yq+y-A%G{zVUO&I*+w_!^CIOZy zrf2z7P89*qd9PAcKlQ++_er9BO1)7)&yv50_{6#Nnn>7vG@HP|LZtbmoovIS8N_d!6JuOx0FU;dM zI~=n6!iUz8?y7BgMSAZacmwjtvNSi2)Zft;^_6m&G>FR@J38d{*3lcWx#QL0jdHAY zPJQvR!e=xFyT0amatEKOex17W7~hSDlj?@t$W4^08HIo)O6Hjh7A+3dNjXKrS2;{BuBN8_xS{F|Q;bIm5<>;tjq8wT91tpO zYgE)axN<(p0Mop=uU~86t)d!f*J4x5=Zjcih@~YvBhLHU)jDqUXPz+W=?^cTq<8u+ z?H{a(t~(GdEFBj$TV5yXI{m5d*>Kq!Dd!6@F3}}{Vu^YEqmt)s*9saOIfLk=?KU&Y zMt?xM+a`D~3f$PFWtprZ(qQr^j63nkxUF@Zan1M*hDXA$Sv^xqtUe&_nvl8iQlQsc+8LqsAcUDqOTq=eTXzwGJPxGx0M%SN`-U)!#1X z5W3;3>lisXJUcU`<|bv;{EQJYv)KiE(GP_M@@ojTM#QJS3BjcvyHTrzNu6Jl|M>A^ z^`16qUv(ujcO+%RXHxP@qSxP_=7lG9o=hJ zpVf}W4F0l0zTm^#msKb)rU&eEih1Im(F!#jXiBfCYh}4cR=ut}sb3G^nTR!FjMbbD zH09-dUh6uAbEc20-Bg$Gxd9>Hs6knk5P|;j@cow;8zP^IjW^jQ0#<|rCpcgm+u%hS zwz!O!=B>4AdYtNZ)Zbo;*EBZu7qPl~Z1gj~sHkE*WIffNs^*s68uDK4O@_f>)_Cmf zlBsu6J+|i8uC9C3vsws%J+|Cb;1ytZ2*Ux{lB+S+%uQt~LFJ8ncx>#mp`t^P`l$Mn z2LgmlmBQr$d>FvR<4PWxt-UE}b&fAwgtKZlx{N3qmHMlg&qX<{7Eo`&c8iXiE9TGS zC7dtPboS*r6s(Ri#)>N^2yrl>m?_0}S;GnQq_KT^S~Ob@_V# zxyiUWvuazDvWcgA^sb7j<%#i^j#jZ_7(d0Zb9e^21hyE3SJ$4o=ONmh=GX#E;LC96 zi_aHC@(kPH^y1_Lk!50sY9wD=TfRP{I(o22sSzP4nBmajttNQt*I&3BOYZI3JU2U@ z!)2xyF52RpI4LzQfTNyXbQhrX$3o+reWo{^K1h9dzR0d26~T?KCXM3UXw0$Isp2_i zdgB9c67#stc@x~QK&YfP@7wD(J1v1|&Rp#pl6QM!h?s3BgPHRBv^)2d)XYd#joYc? z0h8-838tR9&*pu(mcKYZeN>!z%)iywt>4$l}tt?so$PM-{R2o${zddH=`ntETKGC)(GNQIy!e{KY zM_5lou!Mt6Q0H$H^IgW@h%#+zHH#p^*;YKk8W}vnhNR!b#vME+#B2ZY37XvLu8J_m4oXLcvcVcN0yrxms)8|56X)uU zGSBwGSkPYkG88s<80oD)FHOkb;M5-MG*C$Ciyj&3iE?*=?0Y$&IqH$TZ40;f@>aXy zKu1_j2;dHQsbmCA2*FsKw4Lom~e(K1<^ z>hn6=uD7-xpJoX)TN>UH>%13e-|XOrS^&|&8w`s0fnv5p zAM-bM)oNMA%*x~)T5Fk9ArR3sJiqhi*Ud7q{7GGDIhU-3``i^dII3U#aBZCuBeE*L zCpu2I2`|8X{U8b>-iB1GoZsThr01ruOfFk1@&rZpllcDE@%pl2hZI-l0ywE9oq6LJ zKSLM&nNX-W$f?u!8mQ**F3W}_nI3KsJu$*{xqPWjN-j64ev^0EaG~{5kCcM+%(>CA zDD%_6c(OW&YaG@&w0q`aiK(@jA6HaVobFa|)3hM!hzhG$VY0rOdR;^}+y>UzGy_bO zu!;F9)vD#)#YM{>C(juLSgJY$e7KLe(f@)(s%{v(b8z_%RXvwcltuN1zTS>~fWD88 zD1pz5OmacdL6y0O-Sqpz(oyj@Ct>$DRy-heMq(a#KfRWY8Zm*bjzYo=0GK;^b_ zRc{8v&c&q}d-gQyQoVQMVPBfZI9jb9f0b!J_zoaB)?UXwk+?FFrpTLfRY+=lpkGSyS^`T&TOGS^IPYsWT#Mmn*6962XTb(^B+?h4 zi9d5N+i8RAr?<|7PA%pYpYXn9bphF?KU|Y8X)uoq!W#$RmQr*O` zvnv^e6e?C7?7kcWfOsZAWF;>9N#;O?7&6H)E<3_$e87FA5%)bzD_^T+QkBvVI4lEV zHCta?9=`21y%{{doMy7-^zC;5j`|aBU`RUdD$5sAHHDHyAl`*?!rs28jF30VGgwC^ zXO}H=kzT8e9hvPi#ZGz2b-DqlvA2P8V1n?=upbO2N{=2jf5!WV5_n%VF6RM~rooVu z?T83ufwI|2pGK`vnQUHXkv-8VhRfUy;)d#!(b#Byz;s@wY@lt3T8phk!RIRf3-DQ$ zE6zbwxK*p?HuKF|5nfPsuC5<0Zxpf@6Jmk%=}n&*YaGrRbP;d^Md6>huBRJts(e@e zIxp9mNkc$|QXTnj&B=)c9CF29Lz%dL&g$96Lj%Ckj6&=D^>rmR9314UX?05HFctyny54*0u+cY%%2cLZ1H%on$|_`HLA;&+W#-B;}!0 zhXf~3{I$5o04gG;KYa|lZFyyi>o*i3g5WYc`5zS`qjbsIWq&X<2tHVBbn9TTG5$+` z#tnnIY&%N|@mX#|3!bK&zeTC0a3ZGp@tAT0n98$823vCccouNGJ1pl55L?a{g8$N= z7GJwyPTbe4yp&)6lLQ{R{ri#h`VU@PE~mH>kxQqN2(1Q!f+$fMzsuLe!%0M%S9PP< z)Pb1rBzcB*m7GX@sIDEf28b8A6%QAU8;7`vaOpW)69fBfZg#4sF~qSal6%oOgqcq8 zdAje?sF3ISx@m4KHKzmHMn9&XNZw0(=^*=-*5M$HRymStI(8~7127k*NCCT%N;Mnp z`(E!_vf;wXn5jV|BWGwKV(;%?Hfzd3vNb}{r(rM!T0P_3mHF$rQiVgsId||74JU|V znIa(64ZGD&y}lbH9otc%MO(Lk4htdq1O#>gh*CBEfQ{3wOX^Xh%0{wZ!9@X|)$7v$ zubaa>>=3{VP;iMM6;hO_%wtP+_YF;6U2@W(60BGtM}lcH^6GG1!x=Dn>39aTtf)}O zS*)QY1VoW)i6!s(JZm|HRYQQNdb8-51Z3;FhJnYAZfU;nrI;2GXmivRa!CZLe-E9l z?B6Oq(yF@zWuPgm{ht0U4U0_Vklp4n$*SS-_$@`A|DVy^_thC0O7=I)PhNNYY8onc+j)JW{oK zIbHHTuY_M+z9KQOBtTSv#1hC&C-eir%({4562Syw!v}m+7Z5=iQa20CpY`?pwIUYk z9*xne+2hzO1G%XjdMU$K1U3(^(-g5?rzwU1(w}UBMhUAYHT~CD4Y&&f>OgH;#auo2 zv^uvQ)sGj0$|6%cwtD)s@2_bBc{sQy(w{U)i&IpDIC?0qO0w^7NG_>lKVbE|zcg_@ z;^&k_X`(Ppj91zql0`wt+;kVCaIDcv&-D`fgS@*nMlg^{#nqj8C{p85G>X=Aw#pxU0OJqUXSy%sR)L z_}>V%INfvzV74f&`4fm6Eki2tJ>TC@)4T47>fZiXrMxx6y^^wP*dp`&t$gBV!HKA` zRjZW9{^mYNE#;_L?}28sj-ROmWkHL9_eF)1LjZS z4?*k8a2%DKn;!0MN&%c+BXQv@_#^E&efG=vklXb~)Sln_9C!CYlBKUL-$LKO*S@cy zhtk*ah5z#rJcj>yF8{`2AcP^50x_gBG9tJLfY}$~MELd_)5tNUn&vSo`cpiyX`4vY zi)rgeBqu;>)+B1vUZ4$VMW_VjM+jlvYa1L*AZTkArPH}Mp7xo&x->|+4Y+Z5_>3~qXtxq$c_khG)rlA?3GCYV{p>b5?Yr5G3W%CTBbWi z6I)!T43SqRz?lZ(CXK-I79p{aj4kvjkbMeuk>vN!XF$=G;b~~P$okHW&&}!uO`VC) zT}^yrZ}nK0^qd1_E6616L?AS~zCLx$&`VCF5P-~^a#+h$^SDoxEBk=ido)K5D${Kq z%5j?n^~J(d+788)fF@T%9UgojiXkQo7ZR`7%l@7F4$1FV4J@-pIn_m#B(P9rghEIk z^q+eD+me-0HNWOOx&Zi0^(ldEunFax+MN5%^<-JkMk-}tRlphKl%&~*lap=LbqDom z^B}GqB_f!Vt?3}?iI!Hgazn|$s&=*-Z%b&vwqOG1gF zn72Bu?j+)QIc_F6xmJ^h3?IYg(jh29#09cOl#p#w!7B2Q63;SVlluHR8P$7K$6wuyPk;T|-9j3rLIMGq-~Rqrb{PbjZws>_X`*jSAe4+4 zebxTxVk^0;%hsy4jYWA6&P1&e4Ec4<|8c4B zbkL7EqoDcepmOh{@TZc@S`=u`U3*)YEOsT)h(a|dzR{$fD(ZOh!O zJuB3zCA+3k>(MRoov74a9>}LPPASv~H@*f|8rq#i<&X#C#>0aBOV-~FvTsiRs_c8Zql=xD zK%IaJ(nJBRuGh6QzsI23B3c?K#w~k1Yp?^jvzWH5X!C_fjxAJV<7$PWr2V?7ZM3g` zH{BXZ91>uL9a=9fVL6W_HPTKc>D(`ZjX0kRKBhd2H*yBXgWMDim(d!W0*<5EkqGGy zx4Ch*VLVr31R89lnaR;&ghB5cH*RR=lhMnJ{{vlU@&5~6`&pz^heOD_ zMm{t8u65qDW4Tfud%b9`{tr~>&XF7Z#Zfb@l<~Z^es8!+bjD2Vsrj0u|8!$Xu;gBp zr?GZ!;73qS`9`VIxjC}cHAlW42hS%Y`sSQ6(Vw)j!9UA`mmLDNUHjS%~PwaJ*H&9;{YYki+ko&FmSiR$eCF%_FmZ>pir1{FaU$lY?(kGnxBNPsn_x`vV_skwfj z_C03evL}0xUhF(?6GZT^c4Qx)_aHqGkj4&?4RLTdQ7Ot*kLwB`3*k|SxfyoJKQZ3Ie1o`_Y}sOsoJ zWoZOE(pV|0+dz%#1lJs0WxaU$I`y_ODAG4ur zr|5egXo&O)SQC=&tfuR~eZkz9j~|h_#RA zSp}cJssgA$dxL19&sIe~w7#G+unK6=@wPW3Mswl~yHwjJyY=i`AYN?e^F^E`{i!X% zL_CT%ojpi~ow#_CI!NqivX+UwzF#6ZzYX#TzRpfhke)wUC!@$<8kOAhj8u-;I??AU zsd8x&*ehYY*{KVTgHo8Rf=C3W)dRgNu_BGue|C8}6sHDCWax27ib+@kR;qvmAoYH~Fqe+fa;HI9vem;X5 zpzy_#je&J~ZY~e{Ng=fX4;l)CZP*AqD%|e?|2aiu2$Y_{%4cNvqWSX5a-A)dHz10lB~kVOAcROae@4yt~fA zQ|1;-2f~T$C=~X1cgH;&I+_A4sR^|$DHe%<=0cA@-7|dA^2ExDpssbL0Z!M|3NL&U87iEY7DFw4Qg#dG?-Ah5_ z_fOt_?y`WOG>ZyZ;eogYDcFgSOv0L7*mq>&;6J@#AjEajbO18eIi!3Nbg~+SR4tj6 z5Cpi#?cZ1Y04I9^NHsy&C=uYpbX``HrC#{VMq#rP3X=w%ORhG4^&|Fc=wEUC+>N9by>8vQ%%u0%t!*(H+@3g=4Kt7 zf9);R$vcp3F}OfT#P;idO4Jq#I&zL%x8-eNf@Wz5&DTNY;x*mkQZH=-Cl0i3D!zLFvbhp(sQ(jNHy<;A;0^Y|@)(8)Mg2t?#VG6bO- z6rygS@boZ;kkdM-2xGM)Wm+6Z%LcwQgSURwGzDiqJn?^H4q>CT`{qm=s%n~s!M`J| z5o!sbstWRiZuCLmI+r8&!~E=@eU@AIvFQ~F(6 zIViB4iBc<@7hiINPAdiD zx7A|4I+igRdY%O#naK*4bV6;iRa%1mOF}ocDmj znG9jkd92(BX^ChN4{C_QmykBj3WQe-t1Q^nGfinEAyPVky5&P{5!a*HtLfsTDI!v- za9s()xJnyEpAHg#?)-3&z0eW!byujdA2`Qo6&B1pR8Qh9h|cu7$%{kXJJ}G=MC~=$ zr+)fVjDO}ue{x+iSwLb@4olf@`=Yq!)v6!=oNH4=9)dirO|wF~4clOfB5d3BsZ{o*f4D*mm^!_Xe4MWLlUf2VLg-gJ z=aJu4bF2^Wj>(I=$wEP)&s`qx*fx4n99vmd~kP6g#124HsvI&q}jxV31iC+#N>6Abuf71lHa;fDYC@lFs zZ+{82tJR2n^28#%hyBTu-9oahQV{;g2IPnK0GP%Dfa(8+M!PadQM*BnqHfHgGQt)t zW*AKQVn^8z>S9?A` zG{xOWj$9@S)t|88JWxMwCAT3h)oir>hpy59HS+*4&-~Tw0*%ARPA=Fa4iaxS1Y_#X zAs?V{N;>N&Up)wpFVo76I8TQC}Xw5msO6+x?$b?Jv~=4_X!A% zOR7BT0HZD0ej}i;J3x>eA`zWDg5U*gXD7P4sKLhe?&r&^(4B z79hfh1g`-9X-~Crn78Ut*3Gq|vAd{W5iCKa5IzQem%#*T?QM#PvQ*JypF+JB2WZCf zXOOF+=TAQYkxfm8O=;HTP4B7h!n1UQ6xx2^ z(HAe{z6;hx3_67~y|sti*&aDk%E>82q7c&tZ#@F`dO5}UH72AU5WeRKoLV+;heLq-!nV>4X!w`2u*?&Qiuf!WC2y#lzLjGIAJ}N zfc7fZ9qQ#DH6P^hnx34EtBg{KUI+UO5$d~P9Kz%0C!v=ZUn2WsG=(*0=l5`!S>4g%FDPag612v?YqSK$5W{Uo=gd}x%-)5j|Dbkk z$-1-qvQf?WDs5)3o#L&RrWO*Lu`T$*>FfREaJ!NX1IWnfDN97GWwFcHYtJwMD4s$h ze{lZM@C4`c1@u#=57=`dqRh4+NFYhTYS_YO&p)a8c#6~w_IQfP( z8{eFLxhx%s=y&@Fbv@BflAx`870pf+_r?AKUJI9leg)g17PJA9T|B0rsw(~w>~6gv z+cL3jBvTTR7NK8Ld*&aEAQ@bCHnxz|@`aJ(p z7n9{rXFNLOQA9`@)fO?aXNoH4AH;!$<6F|m8H1z*8`qBj$13RIfl*FIH5)z6vlGqZ z*}kxX2$Fqc7It)KRug64-4?ZY{ggXZEyfvQ%A8X03ofnC`d2{a%`49J&5KMdI#(uH z{BI&&ibJz{bmIz6Ih}{H0$D72qHd-2~>N<3+L)K!lfblb?-_3^^BM4IZaC=dB zt3tF`2P$xsTOT^50t;v`>mN-bZ8vyg3(&4S>|y1+8O!N$-S=c3Wl_UBPrM-efIh+t z$2Cd3_0@BAU^Q&?@n=xZ29M}P9?S>*v|6ZBnMwe5m=)5EXaA>eHP58il=CT9AOU@Dom5%jx!gs~WQ5wrxI;Q}FfY#98c!5>PKEFr4Ln(UkK4|txn8gI8oXLQ~YN45zWXBOYy)mi7{bNnm1lc&7#|5;wW|L0R5Ed4V%J_%~} zCuJU8V_Xt9&TF`iZt?!xC;x>eQ4rI`(PNcdHL%k#a92)q;$3UH$kyT#@}T1D-$? zR#5jR-g3I#L-)Snl~t-oh@S$w?LZ{9c(~0dsaSIy3{&Qd`N~)&X5E?u=ftnTxg6afs+F1~pVS zy_-*QBC2U_Wzd9DE9zil(SWjL3z5kfaITE_RVeCP(S3A=MW%En3tjHjdvq~JWD0(Y zq~F@eEc}OJl)A$7hsp85ko;}WvfHl;75Mh!9^Oq}{t1D#ol_dbP;4WrLR7PGjjQ4b1%rQ5lQ|q9ZFlXed#$e)ge+1b`x`-SZ~5@XmiO z1JN*!aJ0Azk7ZG}6W}|$vZGlkptua(`BDlv-9EjfF(-1)Tj!4|3^ojg3TcQ-Mp=_E z7iE)0tC)`+el7}p@jEH--*E&G?(kpI=l}EEg)T_?`uBqWzx@&FRKD1m+F)w$Em(F> zZ&0IX4;}1-jKLMQG5tT$;c;KimWv~4U3AcSwH<9YCq{$AZnEoAxx)WIdi%HU@J}P8 z*m$OO_)mDII%w7Ju3Mfa^B<8XCBTn5py1k#@5#u1dGWHNpf1cUz&ee0VLU*j-7_-U zQ|kbCv^G6B4xa@J$G^nD9Vu$>Cs#E1MDqtOZ0i-v!{7S4YX8NL8ri|I#R2Q%ny$VA5|1k3H8F`vGCtX1KZ!xrB%pPa^Tf4^%J zbwN;DF}31j`bPnZb60Csr@3Hlm19JaKfD4z62TF)keKJ1v@Ej@CscjCs?JMa!Hp&%^>(zA z|FXb+fky3#O~bnT|5YnaK$k~yhU8z<>dcS~*(bxpnC`c7D@NYYjI$<_BBKzKQ`C(d z=%sV;>VGjHj0eb-0P2w3fazGG38+@J&&48`|*&s)$@8Ds*o#gnaj9SfLNb7=}S>^%&d5T}7C=rhkajv)b>9q2nK zq_$nvnCV>$oc+>ssSey%yzQ*sbBw0(BaKDYVjMJR*yJ!8Z?=$4nItB%NWj3!R9xAO zsXSz(p{5%Tjrn4@_%BGIw0kgjM{Km`vzIWZ{RaC&KRrAfvV#5H_DhIB?uxZpb@Xsd zCjL)~5BA6jI?ChB`PZ{S{QMiGyti}I3`t-A#6&-i;-)9`iPIOi{)o24+{LKhQnWFO=>E$>0M{><0s}3-^7x0 z>Q8wz;6E7XSP@Dng4UmDNn-`93P7XuT6#z`^T29q`yN@lVJ7BOwl8W$g3d zwy`SgSG|W}5m2!Wy_LTnFaE;6GGWZ(7r~y7fmd^fxnCOlBoDe7eoSQ8{qvW_VX~F) zV|mO>q+S0rkq>T~@5XZs<<`V~#7imH(A%hfK)Be)uzxDP_xpd(2idv-&u*W4htw;* zb;XsE-oDA>P8yDuK4F?1CpG>IM`)FBT-V>T`NeRJ7pf-~JB9Q7XVH+kr?`V+hJ7 z1C{KzYhti)oD~SzJwYR)DpJtAu#s{4K4srLLJ68$a z)GE5$ihNs20H1_C%6r3bo^(;UhfM2-a;W|O<>f`F-2yV_eQn(6mivOl5HAKnWpd)N zJJ&&q`J=GqqhW4a<^1mwuqf50wamfcQOIY=Z2~rr<_J_G83$f?cYSHUIm#Had$d!O zBi|dWb&vd_NK-kf(Y~6$B0>Fa^FDHwuncGv0jm4e_0lF4_Zfwx$H98JHD;bN4o8u` zC<`H#$s%<#Z-zP)XtW-=>QI$3kttU1ZDuzh%)(3)3M0D)9G={&AGm%)&h}zJ+$#(% z+#Qh4eScR|-DKii*;wWg6VKoC?tpoagv0&-Wcv@F3Uc~S)sG~vl?rGvEEyJHkz$PD z7aoFRzP;WSU$D&?=a3%qW>9dF2!`2jEYwo`yUxbZGzuDHh*HS0Zc=6lNoXsRv~h1I zSFy4+*%s6c-k$i64G_fLw%^@dKGV3tM^3MHE<|m9R+Wcf%JZyCQLZbf4OWwF$7PZ( zx#bp-vo>E({T!{?Jve&Nrx;$wfAln#O9+HGrHLK~J?O=NxcS(6E|lpdXkPmSGd)Am zVlAhR<$^CcW^404vgfkefsbN7K6s1?B&S&h;IreZK4akQdtVGJO9Ere_T_-V^{2e& zIWs@Rfx5qyec9~dz7^l$oVb1JqG1%$)JV7jrI>8)1G#kqebmA5#gm3BR?ODb?t40z zn0>{b69HsdOmLGg<@F{K{0Pt?*D>as3NX-vxm#_%9@dZAjv1u`n>2r>@lEJ*DTWci z3#`EwCe^eX=RW15cOlygr!tEDmTvQ69^^cFCPU_r8LnyaUCt5p(F>NrM0CTsfe8U?<({X6Cb(RGMpyu97%?4Td znjgBxFerxF3u(tpH!Ux<`1IjzjbD9T_E<8mC3=5b7QD>lXv4}*1o;pOR&0w(!+}*5 z1yYb~PGgh{4^DrBQL~XoM0~_!7Mi-S?`0NHaV}ZgDgrHVpC93S%ejXs96|XL;GAv@ zqCqD2C`yJ3b>d23Pm8|R$PGPf}c7_PGk7h7S)!76DwsDh0Gq7`!*ox(8#4uOn#CBXC;WJMx*4& zI7|IMq**!Y+1^|t)I_cC=uzcGpNzHRSf8I|>KhUIo@f?0^U?GxsHSZ#6O`u&)?)}0 zUxcZ)gY%;@PA>;7QzC?3Y1|KkJ=X~7Bz2d9*Jh4`g>4zcftPd$bx@Dq>zj#AKUV~@C1u#8ZC?*iHc=kKCY+#18gop0U1;B zD59}PEI^K{LX|=In(ZFUbNujP35{MOQ3up<0c>2skl?BHYYk8~tDSn$^8QtOZyEI6bW@DjjaKM70OoP4!DJq?c zq&$2c_$_kNOoK%_?T8XA_L<*f>5q-0=njVg=(?*6}8X3lA+0xs~e)JvEzNs$^l$?ex(dz!KG3CRJWUV$P-pM0iLQu4vt3U=SU_Hy z!HLTu+hol>iWM0DiH<0)39(kN-aE)%cUNieaZ&1;a%afEA?J?bIo@#!7k2{{ZS)bP zK-bA`yA2q~GlnUVuu18fc=uu{yAwAo!#WLhEG&4@(+fz6#@5j4xKL=G!PwYcaFHyI zIV+8^I_`|z#cM5&(}2bKnFJ3(yvnfN;l1w+8}m8TD*tG*NG%(aX+D-0lH!O7lpuI> z>hl(HQys@1^~lJ@)VkI6ZlK;*GjCuZLhOrtf6QKc1=)BLGixqsy}Bdy57?QAAgx^) zD-Ds(nOrhK5iK&`6>;Q_NF^uiO@ruGe+ z9%-fa#fM-daie&tItFtz836ABki}Qg%)Kh=l~37lnCR!u5+>Uu>)uDPJs4MN3~v{v zA1e4eV^NU{0y6V%veF=9WXX)V4F|LwW6>@-^C2FiOub3%U{>N;EWW*@TCQfAFeKc6 z=@r??dOdU71o|atDkIHPdJ><UPq-HwCG_)Mi4tC24yp++)U$kq?DI~KAN z2Kk*ZtVLzU_W936)2XhqjI$B1o`LQmRvKd(uW*N4ZGx6by`fANMj8lBAVsK@CezE$ zn^9>zj7bL%FWvrzo!HPYOjk}K=~|)H$L;Ncx@4#3n$hz(PAv;IV89&4z7|SM=yFiu zNJTt>?F_y@n!t+}=S1dEp(O2-J3K&)L1>XDLk-!Y5^@L`Vm1Y<+9eo!w!8l1mhvnASw8P=h7+ z+%-<2TNzj;6K;ce@7|!;creJz!h^@?Vz|nfLjdw^7mQ_A0XoMD< z!Z2T5e@w%CaO%n;J0)RzUjT?CGnL_t;;^7D47D!8H3m^52$c=kiWxmFdNVz0BtRR% z9AtL<&Awrc%JRkV@hG5ggFRBqUnsJSQ+qby+q5bZgd|@^@+_z1M4xDPp|P84bM@yt z65i%DSzb)W?cY13=_L{Wla;riCn9#(*|hT$=7k4PLk8JOxpn_mani7S7=qHai9P`h zV*D(gzF17{k~DIPTCXS)6I|-R-c-QsSJ^#_PFi!fwN#RdPs10G?HQ6zW9*?0-~-u; z5y?G>>K$muEJsn)_+bTyf8aNiTT8qvQNHYP zcHoDKz^=;eU+27^uX`#FA%{38hG3fiUz$vXqGM7tS!|a-CPAZ8LfV3UXY?RNP7L>g z-cwl?aAy=Y6Q>UOtWh9kozRENV~Sjy6j!DprWQaJZFqY6l4E4AL|pNl6QL$F+T;ROqHth*SV z92&BWb})5=5pX6W?cFe!ALzdEqK^Uf3EB@dkuwnUhe5yz;^1W0tl`{iS@iMZ)kd7i ziy`pr!vPxGD?{w^4E*T8X_0yB#cT{{1i&+pdFk-{+T!;`o~hs0jq04hsFmYwvtfQ+ zWcsF-dz#`3c&hup4aJ2l%NYQnrjhQdQiH=iF^%1+-V>75J2^K@#u=vB437^$!nTPV zt#S^JXk=)LT3*!><=4P>!#^AbH=+i*?|k+&|MJxerIj*JKec*y`{U%$e|z=zR9KMQ zMNp1<^yn$bjH%76J&9TDqc@Ye@d!>(F9?f)xK(?=?WhP|JdL$hVA0sZrK4n9q&-cu zAHx7CgNZ35s}GGn1g>#<;6ej7`O{i|X3UA&N0ZDzTq|kVe1e_S3r3)mZ2_WTK>$sb z&sK2wnBd=3IFf&B{V-le7vPt!Nee=VC-&<$f}o<=A3d&&y@B>h2U|UP?L5qeHZbVb zeu{@{ek&7QpXymL2?+@w6~28uJ2yf$DY#$wlLpcMSwfhRd~oF09UVg303^V zk-Ym}ypvWgQp!L#ubN~kY{*GZVl{Ce^xnxO2rs)QwI32Ii-3NY8gY^~%}|d$6!ehw z;AK6%`$pGrnrL%MeAq`*eNhI+Sh?^3oI7pBL>qVhjP2lY3jvw#0I8Th&?+L&AlZ0_ zVYCy1(?EW7jG_yb-59zaxM=yFlb+HC>%BJf7K7iV=Z# zX>O2$+oUp0EP~fg1SjY|;6fb|1Rcq+n@Eh#$M2~nLIl2N2tRR?tF8A{(c}mlcn=~_ z>9H+hK%GFvus({`Wl4+KPHaiXIs1&0#DR19&y# z25iB?cao_Y(#k!QAN)eilvYR(A?N#oCF|}WYw(j99Ex*b4ovIp(I2ovQAd`XOVo$3 zQS9&&E#bSE^siKqC^A810~Ny? zx?v(uG~1KpaQKT$0r5RCrHxz)Agb#^rpfC8zHOlU7qYM1zRwP|?tiEomH>Q{!`p7=K6B11+TR< zm`aXM@0|_qoosen_Y3EEdaN<8ALsL|aoqnsE69=SBPT|IRVFFRae26K+GgyDwxkgltuVu%rM$u9=i zf*0J)iAj!M+ke?wE+4q()Y$u1FS{hytXye;QIIteu9Qa@G^A0guBf=U6m_Z4yMJ@HEhK(YQ++->$50_YPopcV?rjSjZxef;>b2i>v?E(Qjn+WcydobrY3r8vf$ zk$qRKT^r4(mGT}|hZ6{d!UhH3=H}+sOsPlZgP~MWR&IMETe*4DrUU#4J-r{#?XAd| zo}Nx}opIcjZS8)iD zBNT)edJ*t+F%AyPV+*Y=A-ma+SG=CU($E5HB#F*4)h`}g;O!&6~0 zulJqL40ax3(kIVn&giy$cQFUEY%T(%EHN}T?ggnE6&b0B28fj#H^u>rPFC+-w>({& zA4d-{-@kuKC4iPH}il_A@RGwq-Z+ z!Etrir1waU&Kh68ew|y&IV~YEQAJ(-@x_ZA;QhLh%Dd)<_MRl3eEy5~`RAb(_`m8G zKmSWg_R^j{q z_`&bj0|#lWx%vQA=}cQKhQg+N^Rfc4UQ>uGb}i|Nb7i+d2Ps*(MwL4Ks1VatC!tzVJe^n6oycXw2DwDQrT zH;~CUUyq=nix;Q9nm_lYj0|x@1B2~*_Nepw%7S!I?kWocPaW3NVef#!1r@lXW z>{zuokJ{b4cS8YDij5K@-R5Q|F=PIY3Gdq4R;^qa z`uzF6(tEoOBHq-Y<%mzGxc@wlxVWaDpWn_MJ6_@4jlkA#{_3F&9)QJ&Fo+CQO-=tB z?(VqnXgoJ&CEUHCc#Br&EWgi|T` zfUa&Zg%a~Rew6A~G!(GeZO(-j41kRC`Sa&5$HmuM(D_Dt>kR$F!SwPmD={ilMO*s` zst+DfQMItJFx04(35LZhzy0<;;(jlcs!x4KM$T>7y0r(C_)Y8v6&GEJqcrsf@F4e@0uE4)#NJb@d_XWfg&Tnngy5h@e{-j3ca} z;bC0DIFF#95;B77Pe1(vGsFY)y4Z=5c(9)TtG6p{YU&EZ;1qSFXiE!PDx-D)MGVd` z1{^?eZ3%ESMW7fUf<+Axf+8TI5^DvjP;0`bP$-K+R1$UAY%tVX0fEvGOjyDe6e|QV z1wn8~OP>QX{Q;e6zugb_-rRF?-sgSZot&xgF2uMMp;u#yFdqo7<%PQfTd!H3Tn~z)HNYy#58<(9lqg9?#%V zA}E!U4e~sfQncsrMBWM$TUUR{^48_c?@ek|Ug(sXjQ$8)7~D-qQQ?~bKB}ya+HYiJ z6pliYrj`~zd@hbgW^V3?n4&0EQ>NV{S`wbBen@66w`-3~CuY9tkhM1GN`o zoh5eSw5}#yf!&@pHZ}^CAskCHv+Ll*orin&x^R{2l2TG;g81;USu@~U`rOYiQ$C5Y zS#Q(2A{^@)8fGRAUOQT(MRbkEiP*7?M3$vHO36d73o`@)#gN-jiwgW@VM9&K za1kIrGdp``Wxkqu#hx_G6)K0)JL77CfdvlKlfdo_w(Bz-x4yeDw6(B`mGCSUqTOvJ z+hbJ06!rJSvb;Pzz7YzA697CidPsQ9?h6SAm}TJ{BPuE`4wS9M$5hbfPlpjOp$wT5 zy_K)VpErX9l!vuEefo4^Locryn0TA5j~thJTN@CgkqY-?-#(8A&-9UoDy^UpiYfzOK@o=E$ALIIW&IR zp5XFB-*UO!cquxPYTS0s$!5jb7sGGN?EIB30k7rz^LKb}siei~r;p{iolzg|DUYNO zR!e^|u5_%D-#_d=4KCPtsQhgZ*o#cw31GQD_3~=}>(4HLFs`$;Wef}q09qa1-2u5$ z1N1FtBDBu_-2PhGwfY~V+1DVuM^IkXB$sy}sF;zJRRVfN9=Mhm)0WOsY zGY;x>x8d=UD4a{5+$bnmJ=!M=1jVQu0ds2_j#&>9LSVq&z8(80ODXvc7JcLKlS|{o zWo5n*5oK?5{kKt87+iaLABJIlm1Q5iet32&diEArfef}XnR*8hiNS(l0&QEqk?o7X zBAwT>nc;&O1l9~x_$pu?__Em&ya(vaL5vG5OFzG`@d-VMLI1I4LedyMKvqf6k3~kt z=F_JiVm$^^i{}1tO_cin$#VSAri2MjEX*;56g`QsfSXb&3x&-z_6c-2Ba-y}?oz0T z!K0fi;>QjEv_PYVla{kN?WZAET19cn5@TaJBsD2H`6fDZCct>WUDvVu9JD1esf~j! zRo@By8qq?#nqG-Ww9e8sp6QrNL3=D&y!f&ea)1JmrIXRatG4mJQlQa<;8p8wY(9k? z3Ywowzx<90ZtzUEp@df0S=$X8ey!O!n`FFPtE#K7*TVg)!gvrI(2reRNp{;m3mlJl z|ASSl_#Lc0i+Ocb4p5XTWX0V&fBqfawi`%?S3&wk01^7B+Q*MQ@-`pao@!3>0V!Ru zU_n@QH{lCJlHu5iidi;|9Hw1eU0rba`hc05nVJ@%^RE`V=i-G6W9Us7qXG(XeZJI&P8v;t0zD&8WJ+8_3Oa8PvT&L0v!sm^}D&*ld@;ljXR z)*r{41!;=Y^@)K|590`RSvk+-^d^Ocg)r{YCw>b2J$|VeYT?13smPSUgPJHVpdand z#Vxr`N8lKb>?OoZz2ek-o&~N$4D;u!Byj!jSRfw!?0&@rdv;cpS{`ISa_?N;tHQjT^>`c$O{NP|B zpz*^wduzLM))uF~b~bTvw6L??F1c-+6d z+3(kL6c7;nf_~WA^8L6Vy{`<`FAQmy~=FCv!T zN2S#3eqsE}rko>R=5GmN?9H$L-d~85wuYmL4oMUR)a&!>Jv zdzUS_X}OQ`46B~D4?dSSQ{hZkPW(8eta$9m3bnuBIs^pn?ADiYnZy6J`inm`^MAYZ z*<2U?pKQKRxQ_qJfv@cs(l6)#`@SSZYp6B<*pVYQ`jT>OA1aP@h1x~<`uc|X%uGZN z7?-}fHDsp6^OJo1;DT1&wZ0S+%gQQk0o|ZQ&2vsI;#4XQ-M@G5UUB5Ibqe>*sv;Ur z{j}8K{oTu5*LF|?cn-7lYe*dNDq37#dnvYCRFO_S)u9s#iW2}bN4>ajHv1)-p z`Oi(Zxe^Q4+V5hWsSK09{p}Cm?e!PBDH`c1U4Oz+!_a%8^MqrCjN7NTmpL5)nx>sM zb!@wQ^==hRbxPeQjkoB`)(8mQ0E{GMGDL8tFC0JhGzVgveri zX+48^Rb}$MC%38X5Nm3p%Ez{ng)86u3pP^FQLS-a(&L4nwpS?yC=TVN)n%rcRaMsN z7=@p7ZV(YmOh39+Oe}4rOw5coJzmv*P1P{U>)LwdkqSHS?WMtDeFg5S6UJBNV}339 zWZ7nwoG+U@#P-lObn8sFs+WvUdTiBnuk4d!(B_H!n>BfDclZObk!Tz_lMyao5I>XUk^@9wG7w@ReTaeI4F zP-x)wsMqT=Hq(_V-2UUok9QW6FQu@ZKAJWrUYe#m zDl+P$+U<3?{dI~lCm?c)fhBcTIQRZ~(#c%Yl65Z6y~bOzUXLnGbOh9PD|>$WFh5fn zhkzE$&a2OWV88-jw z$;c4FQGNYalfmg$cQc1WC)12ujSF})+==09K4DJvC*{HwoDQg|si}N=^V895MK*RZP>2uGE94CU)s=M5Jx?)PXu zTT+{wiDQ?l`@_YRz1D5mU+-qPL&-<#ZL(Ul8CxDZ59qITX+A46Ie>Lv>}AL9#c3C3 zt;p?9RUgg7*?zSDXqaQAywjLLv(>#M&d#yd#(kdaWM7~9>0N-Piry*S{QPAvV>HCZ z8q6Z+v*i{Fd)jX^F1{jEqU%(v<;N%*E)h05H`tt0$4)fJlC;Hj=~oTE`DwY~o3jR4 zwkJ<`jn-z2*}PAY!_mb(x4L!9xVGt;g=Z9U_8&bMvg6@q-+S)t>5s9hi5W@vHv3*v zoyj)G7v8vEXXUxO%vDu$=i9%|udEkK%08W9xz+dH`}$;~8~1m%U)kPkO}kTYpfN*? zwZdn*ep{<>8(duX(yG{A2ltBqZ0JovaTsWx(+prPvz{xhQw-OeUOU#u;-Z@8Fq zwJj`io$9Awm-|YdeEjOYqWj19HCK)25+|YN#j0y z3yoX<{NbISlq74#^yH{mS7o??Rh#tO@iu_I@Kv-0u>Ydo{kT~2!7@=7M3ReR z$$d_rUR?7&-qN*D_0#TcIG?ABudFUIu*;V*s`f#Oso%L*>p_6$#JubLMZiWqdN5oe z!?i!9B<^WpSy|aTM7P8jynU*ZM~1Nw1+H%{EcC^~+`(Kyrf;TA z(<;0CQSF`*$?f*Zsd%)jn7-M`1@)$H2tUlbeZtxp?|uEO`iyoK5YtzT|BsGIPZ4jbN6EM)ac-Y6+= zq-?{)$mQ=dPR5SrYxi=!wet;Eu3TC4Fg8N}ijYj)Efp{K;Tm-|K3yp}WN>8!0T=b-cyJ zujgf~V5H{=a~l%iyJp8K32diaAtxjylUk>B=c;$t`iOcB7YP>8vHpl1x&Np&B08s5 zzpZ^v;kz%8B)^DJdD~0-qE`iJHNMq*W}+L5CTr8UqDqN#Fwx8B!%xC1n7#;gE^OYm zldlfvep9j&Q8@nEaP^+$5;ZxJhipW{&mFyS|2+cyaPbv@(17SKr>DN9Zpr*XHTy z6j~zelUF(8l)r4_zN_N;8J1d%Er%3(?(6sMocYuqpBymW=HtWm;#^V~Z+6u5X9InR z*8xG`Y2c7ZRQ3p}9a({N)wf~(kE8O=j`IftHfh8ep4G3HNvTxm!(F9SD#TZwwLDhG zZJ-#4!=LnGoc`C)jTc-nWs+hQuU|V^z~dHVWHvZA*&uQuSf}Y43l{yDd~-4{a^v1B z50bJn+fLu!Zgyzc-_Fzc!Uc~#mbT_^*bJlJqlHal`W8diw-<}ndz}4`P@$V4jhnb; z)RCgXo8t6Vv4=dn6*Ds31~Tg7s;r(}|7NMedVyD$J+kNRTKwqA=VHfwrV&fEd=MFR zL?=e(g#WZ)Xth z8Hkhh@1$2;UbfECTJ>Y~p6#a!&ofGmc$4+>$C3w}vXSDXT?U)a^}pU`7U5=^=v9Td zN7#m7674;!P>HN&X^(*n9shxokI$9ThGUfGkGFog zjeDAN9GBrb7(BU!-J`FKubF)M@YVw1gzlqAC^uo8^XTa^^#bo{OY0$o_Btb!8zd!`S28(4!`|npLpHt(t9Vx{MvC))Q_ytL;8!0%-WW$ zov7c5d}dL-tt`pSP<&*yqudmuQZn!S1M)*ArXLKbS z;dg%<+be(}mH)Bk^t!BXO1@Hbw%&Vn?QO=W`a5tyeYh( zXPeVm6Q>p5dwGvHkK3ln@ zoY>UV)H+%0>;v^lCk1yNI##EYEHbVCpaw}7Nu}buKC8jmSm<<>wjYwj(=O!2Z>kWu zzZ2eYVsu`{?w=Oax@l}GB`|bSXV2Az0;Av9FFe2MRIAoNORkINh{>B1ow)KtD2Qre zG(yvDTND674#jIH#_=v^Z%qhw2~&G<-S|0Iwbd#irTBEj@Dnd&rCKAM`JZPzoZMZg z!#&>f>fy2Q-3|91k2P9t$JV#TeKnXz`CIn$isjh+`#TnUsKN-9(t>sIk^@ay$!uB6 zm$@!OjEsT>r9T>7j#F9e9v;B+NbFPCtF?4-(|GNS;K_4G2>hKu{--z~ZBcVy-{(&< z2$gC=K4-7CgvmCVM_J?f-Bxt5P0Al@>>WT3dWMSY219-@yM2{Mb82fcl={G7YSG(+zTl}Mq}sEuNGs(e#;o$>8vE|L!0VT-d~X?9`_{ty;`UY79Zt9F5Fz>^8-v zZee={m3y`W?>MGhHK^NWxwyD2{Xu(uUDDkw))wD;3QN3DHpJ;nRd8dq;JZN@A61wJX*J zz25V~ulCz%o8tnKMShWH*(rrKiB|tED z*_LxJdz%WhrgPhW-gxyHN|D3KA%fkm0*8h9HUA*?Vrk%(V=T{!z8WoUJ(HUWIb9)4 zmd{kXu%EJRUtMCrD^N_*S5s;Zh?yj2)E!_oqg;%x&qQseeR*C{KYc^s0f+d2+d^Qh8GYy4K5C#OQtqd87RQ+f3GCXJBeR-sj@ zJSB=nbFU$+;uM;)g)5KGKN4z_sTclsueSg2 z6f0 zV|Qf*{>0EM_tM&^t$)s&=nCaL+juR|u!(jEV}cXOJK+`oi<=j6#>7+Mnd^)OpnpNv z$fn6pAUPZXCq*EsMxId;fZb8Y*0f2nd#K=M=vE)35{HsR5gttJa1Q5bv zvhxz3U;kzg9irpf+I4PAgPoAK<}KU#HNgEue_BYtwZt%|Ctj$}$-3pS6T)B6nHg?5m0E|oE5kWJ%UxLo(>Bw-hF99>?D7Je z3BC>a-V=|Ps1km>4bYG+^_l7R!8P8Ea%pkW@#p46xW4C0eJ$|P$aPP z_U)$6pP`)Pj5XPH7^f1WQy; zm|NFvig>2L8z`%HYAOwXPp=7c?|nELH(;j9)kD#H1Hg^XwE)<$e)&?=v@CE7#oA0N zPbYg~iB1Xs;pm=bT;1($#(Ntxtb&oStnLl~wDXAW!Qxi{JQ%nuKfScHTr#(x6&vBc zl`b4_b;MnFy^p$fXrwc_!LDF>%ujhx$SUE6@YEZGuf>wtU#rdxUqc}@bf)Y1Z8z>f z7Uw77sjqoMpj;S6?C!jq9=e|wA?@D~mInAH=q_$XUhen(lv~&OgJK!rBcz25thwa>4X? zjG)3g^X|7_h!8dOnH~*0SHrB$Dqo}IYVQ=eUfI0^r%RI+=2WNG0IHCK8qEZW|F*J+ zGm7khyL&Eoq57I$``GLw$~b_>oqm_6?;Qrs+VPeRX8t%1ECXxA1m4zeT8g zvZ_;v6^a_dW;L{GLQZ>}ZhU3E^5fU`PnQb59?EXN8t-Dmn;9?gTdA#kw=zZ1srUF2 z1e@YdlnTOSq~iSLTC->AD!*o0JPGhgph`wF-I9O7L$FD)yfvYS~~x+r#ceRX|7N>xhlV}t6*#+ex@-+S4g-ud}~nvhKA ziqxC%VlnE;d;{e7iuBIP@-?{RpcCfNDYa+PN?^(T%^TUBQe%ex-?3b1P( zos1e_N-DKb<(;TQ)+ErA^ZuUS$dkoVuikrrL+`q>z4F=lIrD1p@b}8^McJ_(6~PIR z9&{S`>@QA3zQ=eaDz58P$V}>V^&M*h6b+DTb=^oz1XX-g-mOzO_e`NLA%HM0x{ z1q=mleLbg2H4@~+meSy?o4Uufvd(0>8aguGxMMaopksQzH)(5}r3& zC5ICvs#4)v|Fk~4p6$hLMrxsCmkJpq1`G)8Lv36nG21!qR}~#_gZEJ$RBp=zJwvBP zzV|^?O_p670cGkiy3Nni>6GQs8=TnS?3 z-9N3?o6N_4qfGGT9Z&3+QhZgQ#|D ziwkl-;^W(bC(Z%_<|;NJxsXNfc*h*P%>p&QjR@2L2Jv*EIU587bTc6q;awa&VH4Dl z92>=VKW|LMbCo>?C1}?M$Z_YRwNY!)lOwgIk|c*NNvL!|ZtFux!W0k?`A~hF|I7c9 zj#nL%v-s4D1Z)im7zZZtSem2xpCX0SMM!P4$&QDh z>Lnbzmz00uxK>|o@gx$OtM|4<{ZCP*Mo8t zn)Ah-ZMWL1M{alXe^PJbcZqn8Cm3IU+02!L{A)No7o0Es6S(WmGX5_jpa$rdU5oUm z_8b#E6m|>vRsjW??I!#Vmc|5$MHAa%)oVM1ZZ`n;?chpDsR^}XyDeBMblhE-|4I6n zR;|hQL7+zLG#*LznHED9y=7;FRVLD-0|8&7`3CXJ|*)7tD+%;JA@=b7|SS5Tu~C9Hc(Jyh9aIa@(^T8##$~ zUSg#DQDA6sX;c1P1-yZb${@~%$m&?Al)Jt7mus%4Z~cZ{wl%&3M}VLBv8gABcK|`99G4i*$ocSOad%%X1gXwg)oBZUCHTjuL|{Fo z4k8k>7z74KGlPx1<*A-W9TNmO>(%=-Wa3TC2tc9*qqEX;r{1P{<0NG!=ZzeoP_sm6 z#{+jR;<8@?(f8*@M zMVCu|nN2n0YUDUVM<<})keFzdPEr+%l-~zVSAZQ&0nM35^N;3Z!=8El=!Xp3Wc>+t zSBRD5xhp}YdP-)xLH~3}tT=fo+F7FI``@VG=`2~Vv=fZ+?j)qXwWwAyG7W&4SPUZX z!`s0cfxwOhFF88+`&NDVPB>%|aEFh?pskExzh+cEQf3lOLg$1IQ!9!zA?^?g8Ad7i zx`sO{{7smyB%xsM^YO*LG#mocn)}QgtONyM@kd^x)T-% zCe+C!ab5Poa{gyXX!_+xKQEUm2y1a}k|5+tC|1zOa~o9Z)BessEnHrSq!3r2+Lw?f zedgKqW*{;O!f7SzJCuzO$$!z_6JJgw_#0F_6cJYeNPkx-;nkE)07r6YCdq~md z?to=()+B&)*k3m8?Lg6A_2KQ)mrzcvQ;JqK00crNJ<_*x^pALOdfqr4APA1m`CJzS zQOYY(fNDTk^-wtM~#+jF$p`;J$R&SC;z<}DNp`w+#0yx|IDra z8~IQE>vsf9a6V>)s@RNrL(u9Ch!Za}tm=hqkcKD=oVjZ}`u@d6N?W7jkQGf~`_MAu z5(^B|L9$K@e;bIe(?9oS2C=ULd$od4XC87*ZBrzotaV1MwoK!-HFA<|Q(ba`3WJn= za454Txj27HICE#i2T-a0cH-O%H9s9C{s*exT(vH{4Hr|p+a=jBUm8RS>4=p;23b`g zne@A7C}2YrD#JN2>YG7@vQyb(EFr}UCIExHC;UCG+nfHr(2MXF;mKcrT4?suQrZ2e zq&Y~PwGC`wRX6C5mM!BbvhM><^`HVFW<$S;>OA>3=jR=G$lu@Rqt*SEHTQj9+}B>^ zGvf&OadXdd6{n$`F$I~DnAY-_eQR%kSk?AvLxDiG`^2xyy{lLJ{hNHn zlJ=**sU2X}0Q@H)qTE(;bD%m9yxzizx66HQ5&S3SOt426(#8WP?$3YONWksNT6u?I zUn5_CVaNcfHdQ%`Epp6*qU)ChEzojYYo7Dm(R>0w4bRV-PXyJvsaVw|pyJLvQfynh zIV$sOf?T@KsFr1^{6}Jb zT02|nH&jFcK(XB<1R*_I*`(n^YG2o3=Y>ICT`li$#uf!;GpbkGk%I1dkjQEu=UaAi zL%_RzRhzX$^UC!7z_UR`bm3i_{vlm9D%mB}4*armaPbZhJ7h_~6S=0GX=vOJ=+9)m zh}svdEjYW=)?eVx#X9kxJvb6oQ{cn%9I!Hqum6f}lyx6mnMn{?@dOIL*!zYp;5YK< z6|{Dh0urYk2W8~#Tn7vlpz~+K6|Dqp# zw0d!Y3lM*UECVu`ybe*-hclB@$s1l&NhWF%{6r~H{wsA(q*NN8>!}feQc{U@pwlVibwD2((J=cbbGga*FB1?x z`7rOcSwtyT?C1(LTvkSZ`pZKNAY)&GA#;!9CwT$&%Qz9^Fh3Eio<9lC)J?zUO!yq+ z-{1Mkp?dei+CE+WcZ*Le?O4hG?cc!jhwJ>mS%evwFlh&93gOW;(2B+<4iz+vh}EwUe$$Cvm_A{`KDD`2!~)Q#nX<-#xSt4aOJ zMqvRttoyi68?;lXC@wc9opEq(-n=Q3i8zu|oQZnV1hRD1#%oHfj&iLJ6yV942!OYf zAglKbC$gR+&c9S$q4f7F2O$?fD^@MpUbW|bKuE{V;1dpT1CV2sh(3l1|G@|)w+l9uG4kNGAx(6d!uvZyT=JYT zN{OM}`;hO}JumW8Vg54MO%G5J1LqXKyo8xA05$L9y}3Z!63o;Wd)GuGOUR7b0g5tN zU>-!VG}g`cW`n-0#AJ~4(rqB03EQh3Aq36Gz{IGGluK2?nsKaU5O=DPzG` zdQhN<$yxalc7*xsT~L>2*a~ku{XHmx&>I`~)p4!_sn8x`SvNVpSbr|}+wvN#h3Y@W z$uCPk@h=LfM8DYbQx~~9#2V)GrjdKY`*NVjoXK&1W&N z0i3Qj0BAEx!DtF)x$>WHi2uq#qq7kHD#yJL$%)&VLb+T;R2=-C8;Cjc22BFi|Lp^& zG-zyvl7!D2!LFuPw=Z8Kn@~5PCDsP}Y{kXM?-z4^d#!n3wV9shz$uGUw%?VTMeO1K zm|opeo|RC+Db{a^(0$8(MqZlf!>^Dq(%iW~Twx41C?i$_WFWFU5n|&3= zH9}=2>WzH7SiHpz0rx>>G=MGMj;uoLqfBvb2TPsBXq&9d61sbuzZ^j;B-~3!`y0|I z+w~50KffKon1EPLDROp=_&b`^TP_q9n8~mdd*hpd<%9 zL7hmtmLYE!cKcMf&y3mCo$r1o5M+VmM4m)AxwaI*zRH2MgnXCuuwL&FT}l_RE6p5v z5mA8L67{dy;HF`_p)bUeXpVGxHG&$SP=ZjFakU;`qZ!}=I-^!s6N=W$-FGjqFGGe5 z4mhN+g^W?7Yy_rmKw1r8&;vU+&fe#7l%IBB3BfJ03uO@{l4jgV;h}0W)b{ZfGGCE7 z`rhVLYzdRtaOX1eOm4JJb^udn3O2hEU_12f)621-Hycj-NjQ{ki9JJH_h=sfD|AN) zx8e`t*-p>zHDcj8+%_KDutX6Wy(6x)K3okYpjIfp0W#}lyiRgIkfS^_wlqlBweLAiZ8Ney$Ygy9Zy!WmEhCz@rg9Pg z>qRtC2Z8(V4?A1DS|+m!icZ}asepwS<{ev65rIoK*D+kFC&=n5;_%Qd zaRzopl9IPuzIw1022v^)P`K$t@lbk%%pzi`tY(Mkh~FW81b}EH)LnUyIdKKNhAQvO z!ZC74kiCRFzOTuNrQDZX;7v*!Rh9(C{b$I7tZn2qdeoA?_@{bm?g@wJH*NhmpEM5t zNBL#F@yQVoDmF2}{JwtENNXejmh{{k!x+K};OF3df55pAAAHhTj~qhO4FDbS7+L49 ztdUFlMT~!d@5raWHz*72A!P#J&w9E{Q5;Y?F{9$?a@7;lqhu2#ctFca7H4aeM}FtR zh|zrP_1n*X>1oOunme?+t>((#>bi;(rBgxC;{rm*YS%8*m;4vxI1;uEpB(=Txz4N- z4(pG7^-{3@L|XRSp)8}W3eu|F;9KOpI;PplQkN{HXP~J%y@QG$X^&xkk`Wh6us8ad z3^Y^{Qf?+~fl!^lEN|3^cN4!=W!b>^Rz|h0MCR)akiVR%(g;Ii%3|f#M?XBZY%$Cj z@j^StiKzhHGUaV!0bPZlnn;CX@KpG9*?+3)6Zm#mQ$hwa0YBusKMxpTp%+$PMpT>0Z+{VdyXJnn>) za{eZ}vpVDb4F;^kfI+dB& zKGUmHP)2vgxGig=k1zM7bd4>zA3}k&Nm(GF9p+Kkoydtic{g_UW)C8zMS`u|du{zm zV=gWgI}R8-z952JUiHYbiH^;%3TXS}!xyIIt0lgysnkTq0&_vz`3VdQN=n-~Mar_pL``Hv2M| z@!INVW*^Amr(fJQzXpdYGZh{o8Ap-X$7CMT5hRTWX_3U9>}8ZfagEOk2N5IFcql?i z9`MkLbp|DqjqeEm^>=;^Vc7G)1aQ#mW~l8vX@{58whK>(P>Q6Vmm=hszi9|JXmSbl!Nf5bU^gd{Dq;6|?cVCTMgrzZA!R z$*JKT>Tgs~%uP|7j!5tc7Al?xmCj`UMK4m_UvKg&mR-|$nKuf_PI&V*SOina1cIY_ zGAg`wVD=&;LX_+yk8ux1_$=6{Mnv}Nt9g`N~CoqAu1BPC4~ zNqK)`J$ug8@L2P)bW9ehBU?|OEYF=IDzv=wm7vk#A zrLy1r2>XgC*S@Z(KB=DokCS+fssekD5?2l(5R04VflohX~}!4}SdolovV z_0Q-%=Zoq(E^vveBh$qs7r}co1*Ak9cqV>_gr^=><26)g@Mea1hW9fmC2rK2Wq3O2 z4nU&PUA=g9c@~N8trhn*x`1fPp&f@q`nmHwBcT>DY{Vol!h`uCN(i$G62Bfpl z+~4c=2ig@UciA|@F~TTCtgp|z$iJk*4f-4AjZ>Cjk|=GO#9u^#RTW>X&gMZ5I>18P zR{m`<{$-t4d)YB=ABh5rFA-KzB0ikjPAQq7pKWW# z@A}rBfQ5rZC4}#GN0z7ZnV3%^Q`dMV0O+UyWH=OG6IN{-L$zaZ;R2W1J|U<{B9BJe zanZ1K6D>@tP-zXfc=4~+Tps&tIv}#|0{pLvq3L^WQ6N8Xe%SS0O_L(wDmJWGStgQ4na@~ZGThs#IY7~(ez*l0mccl-SI>vci8g) z&BEm!yE+Jpl9eWZntr3C0tTRq=y>l>Plf+b_S9iXI0f^d8{|F*5~RUC$DLIVx#tN0Is8lO7rrvS}GYtNlkhM6$O>d^B#ob1rE8Kj7a>9bxmO=}P~C4Vjgb<;o>YX5c8>j!UcB zyT&Gv7#%`P#6r=bD#dk&Kv_1rxNk3(QglLk zf3jWVeA*z1P4U|7WY~ZguZxOyJKZl@aq@|0P!UjVfc$)kNVjGDpHTT_5^brnRcoxA zJZhGRHN(OE6qU|K5`;KoTL3p4SyFaUHG$;cygz6ZO`S@kdr*B3=nwr(RL1tpvK;OF z2E@fNv(UJeZ?$Yf57b(6A8X$(zzJls;OmHn9`GL;cE<$|q7+k%OUO3q26Dp6h6D7c z%%oN|SrZF{wo~+#d@m*rzyCC`?yNJw?pA+nj!ny(u^|k+jK%;0t=ZLHAR4KQ)e(jy zQRXt`kJX!!2S_Mk(MAjzlHEpeWH#rp$Mc6|{*bf-RCmZQ$?M-q)@!maQ0or4!*K3y z(P06I*w6B$ZUA8K#yjl@35xQtJjNFYZ#O;2>L8XBNg{wjo0#B#uWZ3&ZL$L>&u)@+ zDB)65Ea`4vYAW5pu{;9`FY$hy93RAsO~?2a8?jkFj$w^O1OI8~b~lQ&0PBkeLcgSvQKJa|&$5RuJa9{P zXfOL+?ho?T7^!}R6xV@${v49XszztHzumx3ldq##Y6*X34%9F%aG_G(!n>uqVRhe- z(PkQILyA-H!Uz16Sjb9Z&K)QJ7n9@>3DVtc(ok%lAvgJWtH+w$9sJMQtQPRuAennv zXTbWx2TlLW>Hy1Rmmb1@#hrux>$5e(c5VaB$IP;AAp@aWZyKCC3?@q4m$#y4lc$A{ zvb`|y66;Jf?!H4s%O-yEZ`bl--Z;{%C=>7_^_f>(qxR@*f)_a%h1@dRIZtjSRI#=< zCiAdmnJjb;?Ko}1zl6gPd$F@ovLt3UZdE(df#+jj&P4|bNU%*zHY#p8+q1K;WZ{(o z9l(=tzoJB+8RN;*_87zWQTpE4*Xs(lZ^_x z6lURIU>VDS|NZ|*@L&H8#(|JBrOSdqA`kD_#CJ{Dzn1bCLJ(iz({W?p2-JxB25*qF z<>=VcJ>buOHsZHG8|2)=R1C_bj&}#hL@+UToU-{J28ZuwZG^iPi`qx-!)ypLht}ut z$T2}ledE=g_v)tc4l|_6aG@sZ7O%17W6V>fsCM>&k#R(;QT<~(@ICy-400MGG$&_N zxIjlB*Esn-czzS#d(YtGxD5tI&P9IqT7Ljr^BE~uL_^b*34k`I z%r$7rA~J=JRKELY88wtjMHTzsu>V9H1fw*iWW9k|D8h*u03{lD69S;3cjHjfkcb<=P&)|JqD^Df zzp^W6p4uV!k5lxML=6Jxdr(es6fg7HmBif@o$$@g8U(3uo=k7qvJWl?E9Q9jOsh`&GGM0|L)49FsF8!EnFS*-k zP}k*VoM@}b()O2iSo|$Q!U^;P%(_MljmZGOWC2zLX|3Wfr25zJDA1sn)vDf}neg%{ z3?;I^eR_GhCMyAD@;^Bg@Ps)DT6GH##zlop=4Z8T^r zk{aJ&`|l5oCrM>JS{P(rzOidC)}(O|uy2qcEYZ9kX@T6=V9fee#~#-ZApR zp!$eQYoXMwA=|)@h0tNTn{>c6QL_!sk{c?omItH!{8F9w*`SlIMf6QN1>JZ^hNp7D z1a;AtARLTlCb)n3%xXAcXhq&633Q&pmEH)`=CXd$a| z&oO>x`!CKDA{zdbMcSm)r5&zU$nW-@2rXS9>$lJU{l*mG!vFuw9sIS_OUGIUN>@H` z9N%oRme%sl+y8{5@xMoy;z#rv0=tAndz;BuMNqJEnra?0Mq%rbi^>8X9pgYgQA~cH znUzF_Q)d9;G^|a})dWu-H|8@YQNq)kfynGIIwO=pep;GtFa`GYK&Y&tCEefopo5>E zxJ(sIj6_===$O=(hZH*zM-C9SBhME+!PK)wLD3VYRcOZtiZ3hG7zY zgtqjkS+v6(0WmG7pUD539jX^R){#<60yD7;X^=jnjS9SL#TvRt(f7n)qAl|lBBu~n z4i;ZVDXt(G$VtZb#q0;HK}c8=%~&^C-r{3b(L%L-|HcE@cHXiZP%atdr5?4rT2Kfxm#S<&T5B$bo~Qm z^SeK;*uWxymUY<)T5z-<3a(Z-XHITp>g}gdPAqEGssc1OXz|9om@HYF-kAoq+E6(N zgt*%GD#;SNWObpRx(kx;Tu>hgdYN#N7b3X#j&vDT!Y6y+jzI zP=Ai;0oCtiW`nR2-m+wt!KZf1COoJx&~%;T;fKZCvblU3UbQ4!ou)lncfZl*6WDM63CJ%1hg~-nuDG9BUw}7y8fxg1f_u2MiAooC01aI5YoR9p z3KXP`f70T==Fxr5|G23p`?BKoTAyw3LhcRE-M6KkPE%pcvw!zAMIl>2|LQ;9*{)-$ z|JQI%E&xiZLFX_9jq-@#Yw}6a<__nIiHRN4)6;Xd;D=T5-3hbGB)_*vb?WVMvY^I7 zbs(P*(Lz-F65E$JP2wFWJxQmT2`J=sznSr4#I9p$PrTMce6z%8qTq?l46rby6!HDJ z)cA)S=77m5uNn)WSCdJ{e}Eb}1Klq?PW%TO!}*}9&&S6ql=makD!7|1A6X+BMBMNvDaE>g_>zqM1J+c#JT0Gva;!= z<`d0FP5+_+lMyvZ(&RVzZfhI6Xr>Sissj;9#4R;=QlI9Iv(fy8-my@uS?~o_{|CXk zP%I$_n|>34j@soK>*Q=tpz$Y&l2&D77j_SLoxSi1_i!24Y0s^3Lh zi6}F3KtAiX*xiRW&xQv(wFJs^2c^3QefB@9dG_Y+f!o>d4MJ80GI}@$A*q;!J8An* z6a7cz2ShwEQ2SLFdNTr2;|x^VXE1Bg49N5c*ZCaP`4E!vk<}E`FhGy_f(&@|7ZU1c*d#@9o(g{!M~?auMALB5N0sfM}3*1bCoIbacHKQ$J%QZK>|@ zc;4y#j=}u5_-O#y(OQ6#3`4}0gYKkbi@pIGon&ZS0YpLGJr+&UF$ww|4Hl>Nxsmk@ z_iaE1c$(cu4RzaLkS8-GTNQ^fZjb|Dz;9|Ii#rX+p&?(?a7eTsqz@;W5J%>D;xhv>Y>v> zJ(=%u(H#qPQf$3kP++*F{eus<2%4y;Ku$wvFqpMQc6gd#*32A`S~~yPx;=rRZh^qS zvZf8Qi#i7%@fx!%sQfD$lmk?up18kk<%fh*7MRMT>l-*KW*k-75*5g2@jj{k(E|EM zcjW(Gb^S-#ijx8Y8g^(xviR^7ee+)r(ADZMqjp#P^LI6$L770IQdxG(p?5*lyZK1` zpVLNm^pe84fleMbf*#yWt^l*JiD^4o8e$Si(5AZopNkXQE%SDzZSBic{*RmPE&pH0 zv-}<^fwD(bRJzcvDwMALr?DwOtb!(rjh{VmN>{k_5 zxc6#+!dV9V3;H;m8_57>TC$+Lf29(DQGjM$Pcy!mIKXzPJ z;2eQfzZiMkmzS_8Sg<6ps%^Uyr?HT?P1yWUlIp69|MGhU&ewd>>WkjDdZ-rrp)1Q{ z`R2PJL8YGNp6ZQO{dFcz1~skm(&@iB&K3ICPflP*oJdc7V(@)^bD>sF@p!z)rOsbc z>~^@Uu0H*#`JRaVy0rgzil;7m{IVYQHJX1w6(ISmAt5NC+2T70z4gtr9DVh(&jv*( zBL^Xs*s*PBVh!0esE%mBPv}Fc^mJ3RTRszzxCsy08%)TpL}m^K=hsanI(QiBdN)I3 zElp&gY<*_x({RP_G@bwcH-~UaL}bAsJoB`{z_tihH26l z_%ea>#SDA9J0xpiV$KN~wE{KhEZd7(OqinKfecbBLhmZjYXw4l3-d2f*khE!B*^bB z;}W^aD23sIlKl<~8~zJ-tXr;Oa|iPuzhzRVlKyxyra%y)z&OkZQkqdx=)Q5CZA~Eu z6&h~Oggez)=>DpHgM>rori0-v&uN2$>i5@G<+HxAi9|;;?t*LEet7rs zi>+HOlVB)kJ1xE5_N8fq?=SE$gd?%g8I+&H~m9by9y`IbMS5J zE}DhLy0T6&vu>J(h@mQ_i-Jxf^MlFkN{U?Yn3srVT)x*ky6*Bl>TO`MWa@N{Z~T5( z9-aFlTkbHL;b^oiDTB|D)eMYzbA`<8<%G4iqEa+ z$Ws@AT9YPz^}q-r3)q=%sZ|g;KsG6|G}3OMwgrHRa@3KAw!aph=Hl#e;Gm(w*`y_= zqI3PG^dQ_7k<^vXWMS-`34D*@CMQk}=R+1E>fV;{+y+y8_?y^LPk3=`q+<-E7x_`)01e{ zR0Da@9U6?sDoOLgiiEnsgiFy}k$b7B4(t@x3Ur2P4FeI$)vOj+Oii5cP~dODUg`=B zCRKhI>m_5}k9%E3Sa0-}&PgXNrq(>acElYqnhZJ7<%&Zy49J{!3s;z5OpT>}pa))k z#i1sGZSXX*sswaz(eRV^HPPjsjt)@OB*=O!F{X-&2H60DTB|mh5d%>`P9A7#GoQOFh0q?Z^(> z`&FrfB=w>t{WeT3F*Lg!{wfaS*KWj44b~K98&{y?wA#9T&eHJ`)tPO4&gcxry*-C$ za+}%%F(>8_DmM=JNK={uazBOiL6RegaX|PFCJF>mn#54Tm}Ie}&<`5z^{v>?o*Tm^ zKto_gs0{+Kh~NK>X_ho?4We%;X)J_4sXw9q6DdK&_fhFWjheJZowtmyZkZ52KcA8h z8CGdPJL$UA$wKqu3Eu}WC>=?{Pgf+wp=9DSU5}ZS?qmJ8DOW+)#gi%rS2TiWABz^+ z=*Y!~b4k!qoqTbP#lRf&=Ln8k(+2JEZ}A(8s8`T$M;!_gn#I%&XU%>fd+OMTMI5H- zbTm?pQHtxm1>rRNMdiX)KmBm7@`ceEW&POIn6mm1X}?;cqc*fzZ@T0q4TF<)YwWrKiG|Nt{4fl$}JBwK8`2e5XW>>`iLv;454#0k z*!uErBanQ)jI(Dmn3;bRx*9TM-|*sbQ#>>?*h^d^McVkw}L+}noFhD3L1IK zdOkk1;Lh26j8-hdK0d5GL|%{uiS|7BJ&(=~8P7wYs%;{t%{|b(xG8u?Hb;*I?R|47 zY7$buA9%!-6pco8G^n*~19RBVXzHF`@jRiy)N)CTb)ss>-wU25aT;~Q*n%|C_{O*e zx#Cp9G8>u48 z4wL2h$%pObk#*s(G*pm3*z(m(P6`fGG~5-`Y({+-o04oxMeSpcEQJS=Nuw%XJua~H z(8`TjzuY`KCM+2JX^t!&SJ>yyFt)VEZOqOF@(BbtkzYJRzD~G64yC$sJRyJZt53|n z=_4h!Y^&gd%c(p`A3#qQgW5l6BnVvd$}|{!5ci&kBS{nQ79meW^}De#!J`u!t_sG` z5b~M`p0M9dn1nw_4Ud>=Seh-+gZ>kFQGp!~31N~i27mWK8cuEP>o&|)A^C@S#vX$o zo99=jYTWwv8-8!S{_222U74GkoK)IE|v)@Z9#4YTwA!K`Cer?z;QkID>$9amw~uSfFw^{K;&F=zcyby z;$p?{nc?mUa&%#6jx=!#@j4~*D$I`XB&B>efSo@1-W8DHAd3_#8eN9AZ}P{Yg;J9K znhpXc=>C?&q~cKK-!%6CtKFyqQ0?3ue)y(^giy zUh2MHtGUW90^LX(F`va+w%Pvag!a=p{2M^az#a(C`PIXi+e>9gKQ<)M_EdZERWv}o zRMaCT$f)$!JE+qQl+DO-$!?E+U{Q<`-b({?=x?RqcTa)$>mVuy2FlPOuOSaSZk;mu zId_;hr+EV9LKhVMEiv>$opt4_ZLo9<<#7(NUb$<&j`<3AQXCcxE1FR%4n-_{3Di|W zX|O)`&>e4b$02N*AbdN`JT|YLG75B?A^bq?zhto`5{ay<@jSvV7;VYpkP(;!dXw-4 zj|5D3Cspin@i)$FCN+MBjVDLbk^&e~c^|&Rz+~-fz88wL#*~uv^Jl>1DPT}QmnS!~ zp^KO0!aJf@H!fUaBq-<5_W834eT!u^SD&9cJF@e`o%<{OZ)sd&6f4hh66v)()_pZ6 zJo9CvaMIfNfiSI2D`pDMTV($HYGd!$P7MdrLO2WEr2oA1UG}LbyN0_aXHp#7jD}j| z7P!y3SyduGEB-74f3YE_#r9@Ukl_!-0t@h$E(BW3hUyy_ zIH8^O{5G!%)xwNRKPpb%H0vIrISFqnK7xr9VJ=#<=qKs*=i|F`BwYp?JL}CtVzTm+ z>miFNMKw2{K;>qEn5xvUYzYg~BeqCN9%7|?jN2B>fYj6hXw!0abxjVs{4hQ~fU$DL z3Uhp$N+d;Y*8L|>zQbT`gQB9MRS}EMN4T=fF~=ZzY|Ob}hTUo`%3wS*O)LF&iQ4zy ze;PGvtgEec64^5EeN=f%no(nGQ(s<6$`Mw_IfZ#+9*xRp1=uJ0opW8bckbfZ(qpr< zv^;8V{@}E+@j``sDW%T`-|Gwy5BvK2*W%0Va3!BU*4Ed@qi2V84$+qT5wov#Iy*ZR zyr;57+UL9{qLIb0X-HK=a{ybj4HyEaQn<9|+*TQx+NRc)mI1GOGSxo)G{Qo{Fi#gT z<|PJeor5EBe26KKEnYR=TXs{-X=cjJF4rPt5(aAtX4&)SuMm{-yquhzwn|CqXldQ7 z(!~-x`(5h{yWNzL+uX;5rBf~Aydi=LJpH9amC+oPmxfOb8DYbEFa%^ow zLywJ|#xY>JTZ}CmH}3i7n{Va?^aua^LuwjhvLQ&qAa8yS3YYgFMzoEMqu@VP?Lo3U zaOhAS{xTxDNaLE9FEfC|Xzde++-Z@GXH-e~%Om`+k)i)}qd2<$lh+n)+1e*E#r!0_;vq3-!_ z3iS2$&tV$kdvv10y5bjAG|~ecspia}!h311twe$D1J`aWOHQlp#o3nwuX!dXzOb z)Hal+dDPT22G!O_co*Ia7JRx`<+^a$+G zN8pZ6MYy7lh=_>q&p%hQMAUaU_v>O#=3(@{)fM>(j$-J-p=(MbKg-R$EAnd(;f-&;$I~0$4StB|I^%+ z|3kg+;g(zXmC8AtV<}YkoJ$K)WY3c5W-uvBpMDE3@v`tFcM~bm$YYsUP z*(PBOp^{=G(a~X4*7JPm{0aAUub;;2JInX`S)TXve%{Ncw-Ju{> zi^$w|V`Jm#n(Zs9rl9Bb&y96)aq(>qhqLhaJZWWzK7Xp8uP<|w4C$j!Vq#)XdwP1p zdVw>4duX_z`O%_~EA$DHJP`7h*U(@==|_>?;>({=P)GXx+ohLtU(nq<8ctk{mh%0VGuU*{y=<(yn1SHF0 zl1RBB)~mXkU=!Av;^xiuTe|^!LUf#H`j;Ea2P%boU){CX#HQng_OW_lP82gUJ}8Ba zgF`0f&hpfQLtb894fXXcFtAf^YopivGnUtuey|>0K2m#noSh8+zO?>=q*6>$(#P^z z@s%sv$nhN@qDz7ugOS1Qtu3d2%54VCfp>yg zMfko{_%i||_}xRSaR2Swx8u|qEPC+1eOEsN|Mgzxg?{}**zoLGJ9_#{uhsE386F zqVDr6la!UsN=T3kfsdB2Cd!kz38{JhuVRtMw>Fp%rRDI#9mg@w;| zlf-MOly40s|C?`5X;Rz1{n+YAaXIagi1>|$hV)366NrQ!Y$LIPG07z)p{-&Uj#OZ| ztX5lL47;gcqoJwUux*8o+~tK&$-8!jrq11|-2g&~BQsx-XCYT@k?ROr5pL0HwaljS+R5FB4rwP-w&3*lFQG3m>a#YCFBx3#fYdVp3r-2^JCbs8 z*+2-s?DLl|vxU6a51`rvfRQtLBOzhP@s!Y8^K^H1TAF-BWTc{+n$?;$$O0O;N~Z+{ zm1%l(q!8jKv;BB9@Ce?<(ql)DosD7^Y6SUdzX{|8_(4!XC>iK_6cwAK_xn>P#e0@}Uw7m`D9}+r8eJpp=Ni zW*cEE0_j+3zyecp{2o}YB?ktVdj&({c60$) zUtCm_QBYu2Utgb@n>&7f8ZF^dn4|p+xKEi`S*;Pvr3Dzmh6Xb@1dbC>>R$Hhd_Iwt@_~16lF-gqI+~cod8?_@VvndmIP=_?e2u-(}!Q3D-fI zaT}kXidCl%#xAyOSqoBNvxykytO80$mIwp_L3{f>gdq+g`Vyy~4ST<$rC`~!4>Zexq8}ac<6pYGEMqIb0g+(;M zSsa#j0^GpO!(&YLh-k1)OkBJjhEkbFiUR1tbI%->)yFgoLUV63Q`3=>+L{_S;2pu+ z!NI{T@xW6K1{@3SLUgo^k5AEoY&$k7%4XTv*$wzxn413b&D0{%k3L$00uBqb^l5>k zV{2=B7g=?ifBt!w)+?XuL}YgtHr!wdj#TPvXxI{?e(|C;*e7x;GEh6{4(AMvp&3I~ zejicxHl#eILvs&^eT*!pY}78Q3j6!PO(-A^+(G8jT|iYRrpXyuS>`|rgAkZ@UGKhM zz~v;?uGLRrVgWmQ?w=FibNSFQasBSpRPdwUc3+gLSEou!OCQpt@7fhk1c*oDUq|1W zTUDg`9zLA<8;V&cih~YYTU%=cj-7ZkvwnJD4=W8wkyTjOnl}sSX3YJJwj2z~C*Biv z>dBYf{R{>}M)mN2aL~nDN9hm*PgrRa6M?foe(cp-tN^5gIV8MP#p&U|Ng^o7Q!q2K zBMAg_xbygY@IAmRMt&Ne>v$)vwa}g;pW|3oQtR713Ff5eOj3;Vu3r5fcKYkdB$dI!E86BL8F@96G(%Q($od@50PC^AJ3U<*7H5z;5Y;9~zS%?PQ!9KPH@i<^*#SeQ&LbR2;D@pur+si~yIjb1|wY@qNulDwCv?l$7Tv4G&3^{kG-m3Qa8b?tS*ICh$Vf zfh|gB5EvOiO0?CfQ@Q?k1YEARKD2Ed{}4N&=LA&k4*BdzteUE-D(-8)o!u>**pjB< z-addNnU7v8zd)R|g9~M5VIe>x5s6i+*l?47O~=n4gCc=WP%hnZgfZ58sUTxOanVR2r{vV+!p5k3M{0j%NgE)xZhm(+kj4` zUb3>XiiwZU!g3Y&)8$qp2y0_+&w-I^n*M}`T|jrN{C6UGu^`yq*T*L#KYt%8&g1xe z{-zRqA+2|QFe)THbraoAp1d*kTH%add^<91db*y-%<)Cf2nZo?1=IO_E0o+a^INf2 yD*ka~<$MhSzIsc=kN-PnNuKThhUU)S%*=P4`$j^4GFVba{-^BTYm&RmIs8wjoICyi literal 0 HcmV?d00001 diff --git a/assets/evaluation_report.json b/assets/evaluation_report.json new file mode 100644 index 0000000..0d387ee --- /dev/null +++ b/assets/evaluation_report.json @@ -0,0 +1,27 @@ +{ + "validation": { + "split": "validation", + "n_samples": 1107, + "accuracy": 0.17163504968383017, + "precision": 1.0, + "recall": 0.17163504968383017, + "f1": 0.29298380878951424, + "mcc": 0.0, + "roc_auc": null, + "mean_logit": -2.0099520581162786, + "mean_probability": 0.2263815667345318 + }, + "test": { + "split": "test", + "n_samples": 1112, + "accuracy": 0.18345323741007194, + "precision": 1.0, + "recall": 0.18345323741007194, + "f1": 0.3100303951367781, + "mcc": 0.0, + "roc_auc": null, + "mean_logit": -1.8733430301172578, + "mean_probability": 0.23908082744766893 + }, + "threshold": 0.5 +} \ No newline at end of file diff --git a/assets/evaluation_summary.png b/assets/evaluation_summary.png new file mode 100644 index 0000000000000000000000000000000000000000..47b5d6f05c8d94644291583719574e69258f628c GIT binary patch literal 58167 zcmd?SXH=Bw)-8&uZMD@lp<)(L5P=3oB^w&CK#>d*l^~LlC>c}R5=2W71HnK}B_cT* zK*>rfphzki3X~}M&WED+x4(0~bIv{YjB$V5TVwRt2vu*r?-SOVbFR6beOpmMcI9%8 z4L2>+nEdYHWt?Q7N!O} z9gS`6Os%aB2#5*@@85aJ-rmMeOiYN=L+s3uzzXc{? zmH4W!;gmm*sa^^0YjSc^RhyapF&3_I{M7NiS3eb1DjmIXbiItG_urX2eg1x0$Nr|+ z`}f5w*w-)lEW^9cd;iWAfA8k!*?DTs?&zHht_|z0-8nKf(|UNQ>>=gUsYj2#yGU)9 zI5^hm+TYonao}`wuxnz$Cd0+J54_TOR-0^O{m9mKi){t#M*+Y8PyXa(z`kRLpijZ` zJKMy?veu`^OizxL7$ki(NV+sTGaZrZ*_*p=?OJd5Nps6Z-p?YqDu4X=wXfg4 zjko{K{k5+?+1uY=1AiO#t1mEn1t)B++X7yqj3)s9~`LEGrW1}da zKmT-Mxcfz4U!R-oXHD5lE4LnbX}^3CX5XfXGk+mloy7P2MbrQjuM|h77PC1=`}60| zJ)fSPxH>U4(Mxln>pI0~rI-zljHq3@6fI`o^)yB$YM-QJ)0aag<-wmn?C^|t?az?) z+j3a_=JE|~ot;t9(L5u)^s`$IS$wqf^b9%b-d-HoQ=9N)_wL=~&ws7lV%Arel<78Z zd$p&clcx`qRV1 z!~4#i+Uu*OqC>=;I<)m29aB5XL*n#uT*RB zGSXAi&SZv|56--h_3wFP5~_6iwC}=2i#BZ96#ekwCdtXZWHHA+&8ubt7Jk&%7vB9M zIo4=r){>j^{P}Y-l!NUhac7eh5WrZkdJ&%iPP)q z6otb6OIg?qvFZt0sbS_dvBpmB=PJgeXMU_cx1ZgC*&x#5j&&!yefxI0#JQ;o>Dl-N zi+-sqH^r=5Wp?k$87dc-lb5$kFDrd?z&J@$HTmKhO63E7ZF>w~v|QjmvO?_bU!U~d z^z491`TET5ykoA0{f!yketv3L8SC*(c(>VLTaj~ant)z*v|#Sfdm+4?nW zcIoTut0icu<+zMgVolud%$;?yh|{2{)AVvwBjh$XySOw=8-B=jpFDWs?P7=SN*Rov z3KsXZYuBoyl{h8G+wQNDo{YzUU7C!SKYNyLPRohhbLKJ6AAcx5d-klSF~cs`p(7wP zH1Tlrl@k~?HGKH^@#E_^Zj7?dn?6)wX{-0-gZ~ct-)lHkX?l`N7B8-oTH);?5W)B2 z_Z==>yR=)dnqrk+{MGQ<^o8f_WQ%j|z^mkB5!X=*44+!yJ~gVpzdu&FJr+f`k6`Xy zp~5eYj~+dmsPLS5fuY|gA)(XU+`N3n3YF=J5r=`Cv7T@K(gOLLmv|`~u(8oogbWKe zQTFWHS8QZr@}wcfd<^pJ9YPrIu`Qc_aK2wnd$ z-mSTxT_xAeIm_Ltr@F}K;zjoE;B&J9g8I!@oSipQB2U~}b+PT^y;P2^<9*2$eRn?K zLO&-b86K-vtvXclfIpcLsT?5}sgq%QlKSKO_dhTKuO^2Iw^-LDqi`J>=I;ZEKL~Op&&3miWeGT4v==PfhjdjbT4#(RbnY z`W=47m87S>pGcx#@=bD`Ubt}KX{`LFR|qDL3_sjy&teXDSDnEy`*D367_fF)`Ez{y zk#+9)o))GCO;5KiReT`3>c*{GjE1-G-Z2wtzkU0*uV=-wWtV??e9T~eyvKP4>j=-&-flcLLk;NcJgTZ1 zaL=gObwIKz)4`n4sa9^@fQ92PJyZ8(wALZ=%#(}z)MAZXS8KLBDYz_T#&hn50g`4cU zE4hdAW~VFul$G5=iNvU9q)vZ-x4P`1kYOp}y`_G7a&mH6bB=4-%M0&(3k-zF%IK|4 zaNd4)e6Zc`)~#EcMQy`Lh7c-zh`W09`GqW_r@VJ#;MCNB=WMd2=U9`|lSNBcZ8A(; z?5GlXT1ZMtDpmi;)+L%P?qeZjF7@>EI_gcrL@;g#>g((Gh>J6(W+n$Z`m+X7Z|?G( z=9cIb^d6_2KK=UU))RmICX_cb5yu}dub^~*7-D?MlSb>?z%a+W!@xSJpx`Uw?U zG^T$(Xw_Kf7&0^78Rl%IzjZ;ae#Na96< z-||^40+(fA-|EcNHsyLMko7<5Zxnw!2^-=r%`$l7i)X zrFS+tGAuiS^gWXJ^X$8+^+|@eHUkqr5;FX&=@7P6s$Et5xdX{pei$%3RFsuVtBTU&tDffxC*mZ2dHv#(-?L1e$#D+VM zFmoE&u<4W+QU~@H#;#uS23JQw4e}A(yb$V8$w5YgP*rB&pgj#xQ zhsVQCDVO1{3tW#by!)%3U+|LGhK(Cdw#3{G@|^C~Pt|{KH_`RN--2^#?#x85+t_`T zV+-SbHVQsQG~Yytv~I~=MR&$-wd}MW>L^<^wyVf@lhE`0lxel{Ke+bqFa5$3uJ1Wr z^YiD=O%#&t(#%VonJrho`8nTd+X6Vo+}IJki&_)rIb*s-ZLH4Fe}lQ7hTZqpW8Zpv z&G)nWy!$Ly>puDO=R;gYL}L=5(1Oq{a~ZO*d}Nc22da<*?Wo zAhOjQ*z8^IMt&`$xF1+pG+pg-B~j1m4-5Euqu+`-^sJ8+FzjpDGCS2Ny)E&8Sv8Ng zjeFOpXU9ioku`Cr545d{Y90*Lxs3Jeb~PjjA2@IZ``DLj2(#H?Rw3$A@>yES$k@34 z9JJY#y?HKT`XNRl#5sm>`%4V|&D^n$Eq~h|OWE1-6%YsPdlS<3iHN9SEu`?L zDKtx6`t&qz^g_siZv?vH4O!zzL4i&Qcu6!i!6|A->7)Cd zqZJZEz7mp>cKnA6>zbtjdDO5E?GnhNt=uLy96QNl=644h_zbpepwP))I<3MkCu<;A zd*zlxr778DYc%9d4VD~dW^pwk*Dn9{*G~vhDfZo!I!v&c`&=XaP1>LjOZpEB2`S}G zk3I?K8*rDUIgj->IehawEJw}#`PD~al0(ES;9YxdMFhsI>uZ6}l0+u$r2lrN&G>-| z2~JN>PveUh&1R;?Z}wD8JemY>>=5;Tz~#49^p)atM_YGy45;C$;@RXJ?7Y-*Hak#~ zmmv(Wo*o2|%jxa_iq%h#UDqk$+`YRx)l!=>KHKyi$n-!()G+&>dY!^Yj?|4h72o5O zUEUZrGQg1C?)>MjUAtD%P3vDpfPoR@Tob3kcn~D0uU8r9+>gaV=&fzijP3cA2S)qq zUm$%QBT&00j;@xbpJo*j&Zi&Gr;!-k8HR~Fl_|_SuFq`B(l{$U{aP#4A_n}W1Zm*V z?L-kx(JSB2hl*(Km30conxGo3P+4w$?y7`(|j zG-%g}zfRe@=_M9s`uFu&h+s!mASo)HK69o9G?h#DQK=K=fSNcZtk)RdNyE^@YS2R8 zIbg;~yh)qU$NN59cxuNVKUqxU7ZMVxC>m#^n0MNYgK1dM=?Q7gk2|Hroci}uuzv%9 zFg4;u5Knu-;WPkq)^Fa-i@C`vs_>lX-b)$J^I!gIV9HF;vb`jTo-@|W*FF1oUtC+8 z5m}|w;ZG-4Z-{LP9+9ZbP$*BkWoJ#<74uyZF_MH z61Q`$Q(v8s-{u1+Eg7k5nwk%@v$HMea@a(8x~CGfhNfqR*T&B_pcZmVCZH!QeMrvMj(koEYW&>>0W>Ow^i;x z3O0^QZCc0{T*gu^*Q`C^n_t ze(L9CiZXN%H+T0T9YLCBNLpx+udnYyN%#KB2>F|_f}K(TAuFbCi1&_5W5W0s-}d(2 zH=Ii=beS3Ccy`fP(zAACHa7ijTwINTCGvbVGM-wDa>PP9HF zv`af=hx_n7+=N=5$F#(Wj_mcLIbrk^?YkA+lqDXIyY+RMImVW==I+unKVM`zGGhS( z8XlYryJME584ws4aewbwxy-dL;v6~b?Cc#js%8pApWqLtCN8eU<{JF*;~rN;csP%U z$jDJF8#FuC{E+)x}&^rCj<`T`ee7C08a*axqLSTk)i$Shu{DMdJ+<$I9V)L}J zvXU@tFfHBeD@s7}RY<1x!(B?#7+L=2MFQNlLzS5hy$eG&-v3}&vEr3Kw1f>;c8HkQ z282tTq@&f0_WDtG8ZpKPK+|+FygW2k}qmy+Q(oi(!j0ir0f!2 zxP@oag5q*EJ`mKmT0z_HKCCo7SRx3~qY7)plHT_H%e$ebTYMh}j`+9;0P?0d^s2j0 zGSepLc{35vHui~&YlCi7C09trAy{0hiB(G-v1`8ev+Quo`mUiFTAH==Q0W2e#IRK+#xgAG0uz7D;fGoVrTyq38j%a-ojFy>5C^s7}Y4^HG z(`{D-kF4+nKV=uxi?6HG90w~;_!d7d7C$@a0foiQy7vee_Pcf&QNbm~O&^Nx?;YA! z(0Z!;vnaRHi;<~zCs)Pt(XU%g1B0^l;({$fYaCx}U%uOfIlj%hJT?2yn3mb=^4lUV z!ZGOckYj$=%mU7R;8n=9rgq`RxJ3Y2BGY?@cnDfMJ>_M8Y?4WCo zZE9!y0Q5msD0GOoDMm$Wn=XIYmT{7I!v~YZk;mE7qYM#X>uIL7XUT?NHjF$zEia$k zw3g{he|n@m0(8wPZ`u*mnDXSXbuFfVC@nH4Pxe57f>s*F9N5vzysi9MDmhL)A$D(= zo3g(9NFa2U$oKF6WJvfSdsJ1&sL(R3*?1HdLkqnH9Ww%)h>^>)(P+?-uXpP%`3L)X zhdpMehR#xyp~-Cc{r6UzZM}`>BFZ>gk#BndRBh4~AR4Y+yA}buq6DjKC^(E;x|U%# zxFzI#ldQV>gIsK!<0AuL(NAu;{Pp!Z~CYMaCr#Vn@*$8-g}gPEF!z4uH}M8_vM zt**VMHk`6f`=y3ridoI8C347+rFN3NDO=guA9V6xp)0=_aj(vHw!6h(LI4F1DeC-n zdF}vqY`{^}l!5CtoyvQji)V?wEaQyba3++Vzgl|ge3nS| z)7e(#V7ae42)=Rpc^;{sZ+y73E%}V%0F&un7FIuQ+L)e1w1COU_hL?4*^ZFay7TP1 zJ*PjZoRy4-3U!f#+AjFrv3401$?I~BXU3T`XHvG58M%8`_BUl=*S72QS~F7lE263b zUqhp-3;j5Xt;Q!VE>0J#iaJ|i_x=p@1dDb1ApuFWDCsEo-@Z{2$hVi`Xcsr7)|BaB zIW(F5{p|`QW}RoFKR~?XGKJTce^zN6RKDAQ-^Rau`3J>W`X=-N>DOi7jC1@_xaNq+ z_$6CV?;z*}dnu`uH!I#5B-N!(;%(dRWFB$*`BDlR5M_KvZ%Xwg_Z^6zO&7vId)yY> zIX(f6!2HRSXcQuJgIV5#Ar;NqUiso#j^yRP{Z=hKJARf@`SZs&OSmO*-0>RNlgAWg2zq^3j z_~_7U5{p(#{X7b4m18Eobk){RV0pIu73Jl%e6;M{6tn8+dmM+YbZ(f@&M1|)*UU(L z6kRK7^3*&ha>d}IX?n%v)X8-njh!_ehZcD$8~(e*7^}!g(93B!B}^>^(6LRCMiJm7 zHA!=SN73G}gIG1GsU<;zPXNk4OCV%5vHQRLxm5+~365Dsko0CPO0i zjAQ!F{Q2jNWh+)BGsS7&Zu|N1D>84UoPV>Bkvi7wN=q1(4-$9;P{x7m0cmht!dx@S z;O39PL1F4?M9nhq4Sc6vTrv|Rd3lRYhltg@HmfQ2-Ez3xih)G=E_FaKZ%Vj=!*jfS zmpb^gO2> z?7qHVrak%W#I4fzx7U>+Mw_QK0f6ES-QA|O3EDv>mQZ9vnVYtI{Jda?1ZC(e1g+p= zWjLjf!C*LA&BpGeSsv?Sq*bV&ICbi8)7tn)Spt$_Hl=#OQay;!fpO zlh^d5J!i(Fm|B0|zMUj4NW=$_hJ)18ki#wL&X;TI@;p5`ixw|k`eb~l^NFwTZ}>{g zwFvN%2;|utfBglq1kz@PSw+UcV-fSm9TI(z7ayDXN~0`Q3|y2wh>|S4Pf`7p;q9E2ULK&IE#qNvgg2o zDl5k30~d8h><)FB_jer-k**y(iATL>G&4f;tZz<(`g$1i@CxhXBz5y4i-%3ACKaI~ zSFc_@N$vjh?0P+R7PPg}($hoCw3f%%Xbks`nUvIPTb~FOx`CUeN)Z+NK9y?VD+K;^ zpaXi+A;>PN(??wVq3Sl=`CL&^0eU=}-o%*OqicgTi2sCm$mVyYHkmjPWID97-?<*$DZ_0sYlBlR1W298YvS)2v}^5Y_eE~}Rh z&)DeFn*hQ3#}6U=;Q(Z}S1D1@A2E23WOuk%-?(w3u7&}9XDENs>W7eX9;2L5_aIEn zVQx7(mbv}>a?5%90k(iWb7jInRj!AW*@KpUZbJ^sI~PxW0Z*I*m01% z8b-uDrhe)$nr%z?Q%CW~bsIJqqx@3}`PVY786!+IY0F+MPtoDAu{6d9eIl(Ajnfob zgylA$0)yfpLF*L-T#rH}T^lU#LwdxDuy#_2Pay~_Mce7;_b-m_of4kZ(+IhxSc!Hu zYHJtNLPocs$&lyy_1Bjvfv5^tG`!}ekKWAiKr*y=c8zP@rcIY7m(Vl)QFF|#GjGiE z%!^Ttp;}6UXk>}$Ik#`n-g#HwO9X74;jsSq-_Judhk(Z||KNy3KlRs_NW~^;1K_<6 zv2ku)hzb<(4K!+Y8!D5a^F`lYx3|F~CN0!+$BrG03X~U9SFDbg6fmQsyKO2=HZKMBZD^M?^(+PUsYkj~z?1YATIZdXdO+9*nti zG}Fb^m2pk8H%#fpNzq16)5V&FI+Gct;~CVUft$f$enbQK>3q4rQFLgI08E07Jwmi# z=+c0dR#ljmTgD%YA2~~^FBdqF0lytvz{dUd!v|T=%_``oA~vl@YZ7&}0Y2p@6eTEg zHA#lDe%mFrpo3&|EO%z6(1#IfyCD1o+e1y*$HQ|9TQU#| z%;Q6rvA~wS;8>NA5bm2ZoQFD0G24U!FKm|~`>h7)+!-#3?owtVo@&Y_syY$3FRpSngO-xEQ zy@0mdgLqsEZV(BczR}fBNlB?8+c|l=+xKIP$%2ZCv!rT=imxzHO^%MxW7Xt=k&?H& z_6f=S`6uC>z~idmqa$GVaoTBCH>G*$T`jXSX}~Dqc#iwFSAhgHvFuV7s$)3OJ>iJRc{>w_4-E~tv1Aq9kV@&`n;YgM$bJlyy+!>+UE zp6qrdl<_uf-<~+sSy6)VLA8;vmnWT_G8wk*uaPqNbu(2-`rggSi6|Ed2{sleI+K~o z819Lqb!2Y)36Y};MT}|)*EI>+8ikv5Gwmq|rfN_}4tmbGktoy7ew@Fp1`wQwiUs(qkn~whfOguSlUyMsG1-tHAn(+ z&5_Gsp$H2~p7XtUzpFYcoiIBymM7*i99>ye)sB}<=wUXtR*y|rVYcuR{(|y?m`$sf zo0}Vv%g7{|RYm$Gmn>vsEAXN;E|~Mrv{uf&o%|eh5@wCL*Z=LGI@}Bs zj=b_C*8Fe(y44+az67Av3BY42MYV z_F*}cybNr{kvXSaTFxjMZU!QD3yb}o4qA4Uhlb81!q%>{{ zQQ4rL-H%(47y@dEQfR=VM={_Uy>D->P+0vk*mE7{-2095v3t2GZ{EC7NL4x$3WlOuxinG@io)TZQ{Q$pWZ0S9-YV{WXa30pqA{67*tmaI>a*YB=4d#5_(Vm| zah~-31TDI+)}5q5L~?nmRqpsjVxuVBgj5bANJ{Yr1IzkXGKU*&u3xMOO#t*6>8n?< zYzJex1aMXZ~35K4(Gh?3GX#3xhuPBMQKZXxxnpuVDfkuL~9qm(T+ADmnO(a{_6MQ2PTOmx! zQacTDG&TIgcGuI(mMtqTEiFyHGmtx}K&{SlvcAP+GSY&$riZJ}-jp~VaL{TO%XP@T z4|bL>gLm)#4g{$OWK#3!fXRAx_DJIXA(d@FfWf{2?7>(?K+0~IpgsfC2Hw5<6sUj~ zXokq%KyL?aTJv?%ewR}Qei%#`!|=>~&-^BDT?;jk+%rYPY7A`h3GmY%=<<}xGl!eP z!D5vPH!%(&oK)ctudSNI`1P_i@f27qfsp$WHT2!p;QqJ{pBf(}RY`BG#nUs_0dLG) zd}o!+vH8F*R}GiSRspa&V)5g{^~pn_8leW_N(x@sZTsmHAXpA{{sjh~u{z>`sm@V} zY)v-L#8)4|;kPRUFJXOB!%-*U!|Jon8F_$k5vw@zZhS5gBJSUIo#>82 znU0rH0oy{AykHJjck$vrDnSvHN&@7Nd>EM^LY2TD+eRnfEZuPlASmO3Ad){-^~K4R zj8{a|nVFe!!KJ|Iujw#Qp*Kb8Qw(LB3#(Ui`)dC>7x<6fCP@+rRSjqsJD-=6^91y* zYQ)ra0tsr(orzVG>p6VEa0{6l3MVw@#rWrQ76hI|{d*GF*O|@iHC+do4jbNw8K#G(^C7TpXa@{ge z%r@U9?V$q^g^qMrgLp!f;^yJS%G3Z@$;irz z0~#FNg%tiVVZTRO5hS2Q-7GE&9zE#R(r+@YGs|6dgN*jP5htEzy#8PE_4e)~j#SJB zu~Y)Y5~L23=1zpvuE!G$P{O}fZ6lDe2wq5V2Qx-$LNn^{28mneZu6Sn73}*z!N_Fa_HoTf*XI*h{CN-zzxKTvB;^8pU%`hDSQS&A zdgTK7YNXtTrK7@ZNU6zo9@1gDPYf#=7(6Ex0@Nlt7`rz&` zTCA!POoPEnYa4%0`@Q2!{?$cuQBm9?P2jA8Lav!U@lSD)EP!t%<F-V7_Y}H^^E^1v}VnpTsQXECLlXtepp!iHK50K#P<5NZD zmLHV3Bjdv!g9HcD00F1{nY{vVU}xobzNz_RA>V3X6Dn~%-(q5sQo~WF(n+B~jXIS% zSh!;Oa^i7F#P;g~tA-35Oys;K=gttIuqcE#^`{e9vs(qu%E>7k85unbyW1s)coL$! zu+A!$P*z)x8qtc!FvZlw(qkcZp0&Ss!g)wQOU<(rOA)SmQTVC$oEh4|Y|K#MQ;&an zQ-=ym1UJD~=C$!kkU)uCQ4G=vD^w-n&$jJyWg+5eM`ve|3EAo?#ItI^RNZu&V_ObesUkj%fXSK>6^wEE$)UL@kGTa1i2|&>1dWg&NlTS2 z#zsauBM#-|~ zws*-S-PNb52-QonXsG~6jT1R5+30+^47NLgDFcTY<7`hvI{WIbJfNOQ3MpppNV58P0!VOqJ8*%q; zML}N?W>_dUkyy#uM@6({*8qZuN^I0Hcd{?7oprf#s%EUyKr@t#2OuF_l*f{;sRH`B#A@G#@={h) z#zP6`SM2;+;ZRzN8H~wTnjKaf{CUVdaY&=OBbfp*pEcInoo_FiSiiW}$j;MPcl(A7 z4mG*)y|8zRZM8Bv^VENbv2^1wd)u_eNSbCkM0#? zwG3NhqT0a0ncW1R-DBR7SV9W3jyx_440K1k2p zGoMDC?N(>aHWIFgLyF6?DYNE6mVxH386fr5YAQ$=}Qtn!nvwqccx76y=+4an< zHtVTvd6Q8Hk2{7DTBTO5dnn#Tls@9z2cK$6OaQ+j`Nv0dq^5o3W%|?|Cd_A5(A|Pe z!bD{!w@bNcDmO2(T5h)`if>nb@d=>G^=sEY4-e-e1Q(G!**xs9btqR1mc0hEH}Z*< zGUDu=?UEo`j_q<<32Cdet_#eik3^>>IV-Eg2JAs4Ev_pK8sr%FLu4-#@jD9gpNQcf4ryfZCDg0xDgO%tuAdH|Z>BIJ_YfDyGtV>DIOnN)|vkax@boPT)LC=v3XiLx>TSpHDRuTummR0tT!b-7&bN5<&1G%rLs!9dy7gYUZ(y-~u zXyAfvsTwiLGSt_Y2^~wKHiJufN37~yw>WR2CvKs&VaP^v(4ve6!Zn|0lr;T*zWp82 z1A0J+$2S^zkY6WV5zoN^TS=-_lUDTJi&tD-&ATfjNUB9@BhoIhY@kL^0|(s**-?xA z=ZL7+E7HZpfkp}>Z5oJg4^ml1Ed(R~j*2k-Rw)S8`zWb< z{XyfG2E0s3)#?quzD#@z2q2gGX?KIT=wMfS$I6uQ9nk{TO73Nocw8+!Mah&QwONU9UTI= zRsoMsYU00+(wz&igDNU|xH~y<$37w^y++Fkga7Y>XCUnp$o?W8Q&-f`nE}7&Cu}UN zJ1fE_03Mal0mw{s?o0YGjBVKc*A}Z!C`FOQBVyU0iuV&co_9iOrIAqKCX9*zOjhp8$O#ZkVWdMpY^kRse-nT}y zMt}Uc?BdnlUY)au>`=v%s5timL!edaAr~*m^7ie%Tdq!mQ>x=bOf9tcINHh(#|&QU zeGuUxFZZDOB?f;)a>)Ykn;^wV#?Yewk#OH&zoXNQNJYeK0`O)Mv{>f=Ze+>QrF{GM zpN3dlE->G8>h<+2?5e2u$HF};T=;R*w?3-Z@np^Y3SmP%w0|CCK_X0r{oeI$bGPw- zGGPBd`t0&nI88VtU0!1^?}axILaG{6ib~iXme-K-4#?2p)DZmEL7&#J1~y$#&}3t4 z4?!WQG7>$6&@!}Qq=49Qq7gbKfEhq}fo+aleok@<2|CDFH+$?Lt`z9=%zfSD-(FY&S#`B9T5uPLIn$^_3b9VJXPbl=Ud| zl~%h-KR_YkrtoXMwyCqy4So1fGui{j|CQX_+(d$a!V|^3q=yD0B8h(UsygvHqryN(v_6Q;45KEA&`Wyw_UtMAG6;}@sA`7pnppynq+7pCD7o|T?vytAi5G7YUPde zYok`_WncMx!4)xpi}%Qp^iz}0LH z@pV-AhGEwreW)&9Z|}7@yLx{tu)7=;IH3nZMK*dLWts^gje@0;#{Mwp?O68QSD2QjECgHDob!i3R9Dz_j!q|6H%n5*dS z4`2wc{%IZ<5^jjC(2#!l1qwi<@R2ow+lV31`Ef~4RG3F4K-7i}8zL~&`*!XmKD8Pm zx`F`1hS`%s*W+ur%^GW->y0jpYw;up?Yk7=x0WH?5FfMuu+8ZbY8u28OAK7l4Nt*H zsEFMKLB0Fa^(V*+a=#h_sMNOx6d?3X~U95g;*RP=dO=imIb&5`pZ zs&j5<&i2HiSOPz~;=&EA*?!8E(e!IP(SlHAOYd<(V`}8ruV3Y!v9>;209V?UtE8v` z=Bek9gBdi%X6Dxaoi#gh0Sv$VebK0BZM<>JN2?eP37N3UXCm%E66VLT*S#!L%*{g8H{Xsx1; zjE<^<=8=L}4xoR8>aO{_@YY_e2}++jJNEtiCy0T>IkZ=O4!^T`Reoh(psql8IYt%G zWBxO@8A~*YG@2~W`o&RR+i|wuIVBNPA3UUL)b1GK?1MkgvEIPLEwJN!P5e0(1Q^ng z1dJ$2{>knWag?F8pB=W}2R1k7-%G)JVd_7I;{_HhSl}qlT12fAt%D2H(Pf!C|BI&< zLpF}AnP5BW@gEpZXNLVPF-M(ZIHAq!;Xc+|ybh$hdBG0!VfUGa(7-@7-x}7pJ$;?w z=0!{|p<=8lx7lVl&Ss9R3BbvEi^6-Ze%4Pm@GSlFlYr-nFYrI_rp%?bty?W7GoJqP z+a|@e#;lJ$4Zs(Y>KH_0!U#~?P7R|KZsPPQI6hz6YVFXG$|t}9(ifN%(}Oj>`6F-I z7sZ3$x_PpGakRehKkh(4dLf^5cXu~|+YUd!U!W+HX+@zJLX233Fzfc#Z%q5`C8~Uc zMYy9q6LzR1bD~}XvkzCw3nJCjQ8vs818h&z({;T_ZPKByP6?rn8jkH5izaw#I9g~3 zr6)=}B3}eXRS!z4LOjbuz$Vj<#OMcm6(h}B13tFbkX|4~s1XsJpnu~McA`XHzI>U~ z$w*&SpDk-}6#ul^c%Bd`FsxemXi#i=r^6(n7XMI$7dntS! zTu_VpH5512FM>ZZ_gr2&_jCRT=^CAT36!;4?<%bT78rp()&=w=I(vTm;7Cy?zkxVae9`+4c7qG66Em|3Pl17LB_ z+0gxz$HKx_k4P;`2~>eKl8XZPA)uN^ zRxymUWc_W7kz!r7_bLK6@(@gtS;NrTfTbX-p?WfB|A0EB>(mrM8kXP#BImbghP#t) zCTjI_nH2=1BRVYU$B_ULq`F6x9&NHMmEBoukG=?`Mp2U-F9KN{UL6)}ou z8N-@7XE`JW5Yo1W>||kQxIyN>;s@3+hm(#Curtg175Z_&>bFYZhDI0Rx$r1XF>N?f zkjQitV7rBi*4~F0O7|K#bkyn}qZe#{L8n>}vD%}6G|L5c5#gkk*ij%M6Wtk3tGOY_ zw@i2N3PjH)5eL!k{(y^cK_vbAG@5nNu(f+nE2z`9)TqcvIqJ3R*N2#Bu~Q**0GMY4 zrEqq6OL3=u`}9UJ;kf8^b>db3wG2;8Wv+5&!+~v)3)Jz<#HT{ei*S4rriQ0Ltu;Id zp6}QH3wB6jBBv&6}fJ3HeF!=uhnF7WO?N<*eY+&jnKK`8C(qw|Qx3=v=z z1K$ycGOW&tK-O9@esU{$1y4L`*zoDhiB~ub=oti3vp3h4XuUjtHPxd2Iac;Q0RaV~ zHQ^#YuWA1yIuL3tOQaH0@b1 zaUvOmS1Gr-v(iESO4;+Ing`#BhVB4i-vGAv#ya7^z|-{>Y}8kU^_N{hCmQ*g_=RAa zZI9W^8d&a91P&7Z!2VZthQA`mUXk1lnzyk;3QeaYNdKk?nxw@JeaEEWPXaVO6B?Uv z;Uxf{B|TYK)A$)KmjY$Jx$7Q1_YJ6d6^v~#SSTUa55He`whM=rsG)KZ&Ubbfx-SyR z877ib-`{aaxuxHao6j3cz*p_SD>fNICrKNFp2xWHElW~Ph9E*iy_YI5FN$z~1nfbK zN4`3e^&9JPj@&L;stFqG*2J8eQ(K@5V8(Ti+Z4S4|vC_RG?KzE#MMWdX-~}4%@mw6D0`&_^k(jb25lveTZijA`S_^z)x_G>xK5h zD|eQFDI}=w4J>Hrwf2kS0(ImW_*Q9|dQe5+f{_1DsK<<+n1J1Z-c^wb2h;+i@sDUy z8r7U1F}Z65&ZBU8XNPnmY7N~8B_C@-0|LU4OnXu1CI~1*aTn{hyzj#+$rBGEss&^B z>}ynzAy=G&_M=GH4TX?bDER1Nu8vjXBi6QZ{(tadhvR|=@ZFOX3P&TU|B*U00!v@R zQp7A`2!r2AA)aN(Wh;0Ct$+ekb|tDMQOnltAubN0hjI}tVTJ^X6N7?v{<$$9JO*)` zqI#Ty@g%|koXzC|^DBp&V5*AJQdMl$kpDzwpihyrk&;VTPk59Uf=BP|y`i75GsyvM zCP6G%=B3;Uz}w_DR7O%5X_Uml37YT~X#gl;YPTltKu#(Cci5^1t2GF~X2XLBA7?@( zL@ONl*?j<^ERD zj7@;u0FwYYd2RWB@OAJA)Cq~l4~U@LE(8ITc=yqT%J-kHfhZIJDqjtfK~^a_z9toh zJpwY}2$(yR4$Nw=I*XlqeQkxOe0dzILBfTkbC^Te=77#h{ z1DQKKG{k`42tE* z#`kWN^&({_BBJASHHgSjIM#|%iNJ;6bJi5{61GyhnKVw4Bc?O>Irs%>v*JwHEXX{Q z#vUR@0@Dd7=dd2g*biw3=Htr^xezn{g zQz9uTNlKLDuo@BtNfGhx-Me2U=U4IJlm7!v9Y~`Z)l(YB`SuTZGE{b;e&CoG8D3V9 zep<>~bw3?oAo&ynvf+P%@1G@Z4+lthJ#Y7bxA@ey(Kqu^Tg9#)uO zVwZwm5tr}&{{8zSIwZ+Jg@$IIrYMp@MV=E{59DkhmA|_E3U#7q9m?a_tIqkqCsQVKZossWnSU`r+6a;gJHhQvQ zt4|KrZ4J07v7Ko&9iolr#B(O27lanGN5kfSCD|AK zIv3xdB@&8ADA$~K5{HnX@{&lJ2uRzcfB-JEyMH3K4^>swd!snH?s%6r8~j38^^>YC{~z40q-L((ivG*#|jT-GGl` zeTLxttiJ~^0|q6E0WuBIwQ&l`9c6~o|IGRU=^uN9ivn&cV5>jBuWpyL9N)BdEt*&$ zs>Tx+6`V+6Xy)I7ezG7mC&2{_@n4=w`okE(s7|4|6lWRjJ9Mblaq>AAQs{pu@)J0; zGzCFdXEOcDkLP+>>!VqQDZZkbW7fCuJA_OWNq*IizM-;0G%LmY7BzR&fNqGjTCrLXO#MTcH3?EiO zTp&&uupU@$EydtLgkE_N?edKGKUg=D{ZiVMx+Sw|PcfF}x~~r079hvIIec z(`ykW43jBuG)saOk|XI)0HC>q9YyX2QY#L^s9h*6@&Xqk2$i4!EJD(R0c+2F814wf zA`N>uyVU*mRu<&-5>MV_=$q`5&W@7G1o{SuX#$&*LWKlrmHy=ya>NLMf{52&+xE%p z|GPW-f33k!{Tff=pf;$)1blC=J*HhqWCbYu1ZxCA5j?`e%4vCl?Rrxm!J=AE|JLzXJNEYb;Gi;b?m@;Tx(5^@2S*BPXnCFs z3oR_U2jH-Bv+#RXs}6e8{w}tdms`DFUHzAm_P>7sGdXET#|IkGTwRG&^S}go`1#Ae zxFA$xI3slCX^HoJ08w)06ii4&AK7detUIsG%RK~P{8@USq6@r_*r|yY2jz$y!cZa2 zdJY?Fg74r&QUoj!!QugSFbSHUzqK8xNB9cCt+@FMOY+NiKt(McFo#!EwEkaD9RTi* z4h0%n5;z?LJzlJfN8~d*@~Pp7>oHh3#BxTICrBeD@7`Tzr=w)8oH&24bBGHlvzTPs z7nncQF!#}OxxFUF#(~O+%;d$h3>*a|O|ND1t$B%@_{E$jo168Hr|UDC{t>U!bN|sH z^CL1)uTdwbD-h4nztqe&Eo8qgEFH(=4y@1f2v}`Cp95e)%(einmL)j$&*7Sr;cxRc zh@+cZ!Aw2I+k*&HAuR>Ot&YXf1?`#@IchakCxJtP3GHd@dq~5!G(pS&3&*+CIWj2rNqu1t&WT*b==J@9K@`ziiVL(JU`>Qqm@l3e{08 zB5qQn#2FBGa8Tw`tTCdglkuK&*h>*H5uZ$eZEM9eBwKK7woXsr~P zDZIwMr7lo6&43L8jP5n;*Q63oPUHdv5`p?fI-rUF%-()jZPFPA#1V+wpcm0NpNE*` zfd8H$*8=T&z*{?nV;6;yi38p$v9@~p>a^^eFAtJ#MRFD7{S>&~+!2pR4Zqo?mp|ml z<>T-J?NgLSM}f;|y$Lb-kUAOsB&3gN1bPz5i>PbY;4B;YpZ@?Ce*l+#AG;#6ab`4< zwC>O-bhO9tDs!0@2k??+^_2gTjiB+N+r}B*$dLwfS`4Z2kQTUNKAMi*Km6t%OIAY* z>^-5#Pbk4Y*v)jsCy)(-iC~2COQ+dDRg^#M5UBQijr&D&oE&|^)s3zJdLv8jK6=PiV?GIAJ%_1U;hEaKL)@m>qNT>-CE0hGeS~-~uCS z0@{eW&{0o(7UZ}Gf?0{59v&$vM6dX|u@EYCH^o_M^B@1P6!Yc}h)Yjl6(Hv@5cl(n zY+YcVckM{*z}m0Ha~Y!#C_f^7sKqJW<2zc!{D=dmf2L^$<1m!8YS@#BCx`U$52L9>EUS9qBq}@yar!MX zK9L;&x&MW31U>*biYmvc^XK5?O43b$JhG=ORC2CPHG?46OHMt2pzdQV{omP&KDiIn zC7mEWUXTi#-N$rE%gW6L57aYP1!>D(+|b_bSMK-^Lkai&BSEs`&}=_jz;dUV$yM~# z#QRU$;L4iv7y;E?d_{gI&$pw^R1W{Y1;kO~D^y%A@PD=U=5aOWfB*lnjv>QmWX(E? z>{*k27|XE>DM^_mv)R>VO3^|BwnUN)}q|=7XG}a_S(J3*NBxNjRN%gxw&&hn2 z>vOw4*Y&-w-yhfadv*KVZlBwrI_G^}%k%lzp65HAK#r&ihEW}YnP@v1fU}aoyl=b2 z<{X1kH0I4?=lkkbL)`&poSeO)ZU#uJxR>Oe;8~nSaF^7~3$HY-d=*sPQ(ZX#d8q0P zsc%9+5lq(2Er_~XLhU>-X#pZkrcdv-<|pl1P&n+>Xypt534zjU0!vPyXWPZmEH-87 zde~;E~t%YZpAAq`r-#%eP7prHnMiD z8<;{3N^GuJf$0;DvFJ|lfoXH+r2#+^Ls>QF)TTKqi2G5YeK=T> zpqMW2s0QV@m6()>NP(e&^o5v}oPTjVKo(z|-(UL{LE>rY!GPtKrYkAtV6q_fP(;J# zn(F@)%8P3_2_(ID#TZ34)Jaynh{btn$9VuPPXvj1N>VLf!!Q@dx38(&e22$2 zppwPX?4DIs!%Gw$-7`PosW1`La%nN^AS1q;srz6vFR;mx-+~Y5zPhe>_c0H`&HKLw zg6Zy||1$vXf4}#?_U!*X0CLty5l(_#;g&JQB>^#X0$qyHOr7arRO?5;uJdwgjI1Js zm6QH{^l`Bpkf|k*wG;>-FpchHA~88bGyi!+EA0Y0?7X0E#_X;C`r3B06--*hwir3Z zDQsjpQ2P@`-T$RQ*gEpXok)LF1=GeG8yjEA7=)e{CPW-}B5vfIPYEr515}}@s)okA zXltVT?$*EY-C_U4LAt{bqkP<%NxBL$&Q&}aLu_YnY0;}KLd~vSx&+LfqT2(R2LD7w zd(@(t_HQqg`I$w%+#y#TR!6sc?OU}nRwfYL5OQ~6^JdNR+*YIZK))J8BWNCR;w^ak zM=@-OXTXkKCC|(idw##+ll$oXFJ1;6P2~=Vukez{G#w$n^-tv4zOKcHuxahig2E)1 zgF-6J-Q3*xH8Cp-r*29K*J5Ckq7QuS@pm`OrKF(>v-pqqr`y)&Q10BH$AZV%Dz{#^ zCZvjC5or2nn(&k(KmR;2Tt`><7B{YCG2$P|=3RgHOwRoM(H@hA*+F#&PnCIuj#zy7 z{!8E8P5w^)IjC^A;gkb|MFJ(`Q>bcOQo2q%6ed(LQDH~t>(H=KR=*jR&gqLn7qiJ| z(dkh(-97KU)~IV&$?(OTb`zyZNyf<4FN1|<1189ST1-`%PSP1E07s0BL|!ZIAD4ro zrR9z?{-v|-AaUzc*K*FIe|@UPMRLn7<=1(pz;%=apcy=WZ>g@fGH#@kTTWjm@=2u# z3RW0p_8u|f!F?k|@2(6)G3fX6syhSzXsK&xd_#XvZ0v84>!P@vU70uq>%_VmvF`s# zQq6xp+vb12*M9JVC6@i;+ZZ-n?0b8VcO-HM0z! z!n|Cx9b9uzjq>$qF3CXjnsTe}+NCeGKK<5BCZ|Yfs^Iq*yro~46kw?@sU?E)4&Roy|phofvV$x@auKnucU91Zl)muW zp*#PHNFHyxvmua4FFNS@Z(jpk2bU@D+|fr$v>Xz%w7UcM~ejQ*SY?2KRNS%b7)}Sa0RhTR(49p*s@d4z05B-d#NB-)ftVX6-R#B*EZ$K&MIK9i#8=F@0pjiNl2ozH8Mg z<1vROrmgTa@^uP{y^zN4pL6kVPjc8#py*u_a_d?;FuH|=ob8z44%%EBC{kywCWek_BA&>xQ7R02t=3V!(Tp?S$96=_&jhszYZ z8fVPdbM{Rw#VD%_UIvPd7u#CC`~Dx8i;!|%H{doLFR3K?87V1#J>aAsuyX$X5%EI) zxgFr{d4z0V5RodgY4`x+Y^-5!h+*hST}#4IjOE9(u?L>$M}J?B^RoZldK^dk2{^Zj z_+~^^iFeOhBXQGEBofzz;N$C0JLtez-?a-qe-qjYR#9Y>BZ>v_Hl@#kUR{aB6Ws{X2n&=iwnqDP=hu!9%pAGRxm*<#paFbND%Xy zBpyK(Xvyl8_TZEk-|(STzkho4_;GC>A&QjOkv^4^`15AlE$jOq2WWh`t37bmBKp@+ z3#>?0y+2mBmlUfPd<5qHNqp8ni`4pm>d!KF=+Z}!Oy9bHv||$(0RD&M>PGL2Qz`y% zd<`Hk1mQ@_-y9n$4hPE}H!q;98l}#aNPM40YfP(Cx*1iKZ6tx`YFSqP8j0$&+VGeV6~Hi?~Nue zf2qM=CmJdyZq^Tp%_nUnEzNL!({98*mci9z7<3kL0&pa(FMQh;+^ig>P{y zN$~022c$&8O*}n4&mUPF*7*$6_AG~NltpRWTtxA)LYn zD$%f7VW|L!xWQnGB{SmK)Ps^Yu}On;c$^4p1%HJ*7YUCfr%7alE-R>08lw_adGLDD z7E@n+3|8X}i$k*B$&r18(-S6x|Lj3>3AD#uer<$IDR4;wZqp{J|M0^M)RAb0n8{H` zkOTOKD>3IUetqiP2xLp1EBygpV7Usj9wQzQZGbSZ5K71%B*BGP=);_Bfy=xxOzcDO z1~=fawnT#30CQyKiEP=D!C=r>YI`W>BL0cUYHKr%g&|T)7jH7fM8I;3dy}yP1yRS6 z&a0t+G6f+4<-G=-{KzcMLgcrShC)V-Qu1nxm!a_%+1Gi^qJ;|=qfCSV3PkdyjTJ+- zPwe_mLl$G-w9MQ3&NGnkd zqVH=ac*hWATZc3**>N+3r)C8kp)sgezdlOZiJ&)vNu#G-Ro1Mb!k^Bf_fnFhnW46M zb3c~IG488zDv5cI@Ic>2em1Jyt6_f=0Uo}Vs}m5ugJy_oGU=b(!hCASrWmXw5MY>- zY9Vp3Qy4k$qO2^Y7iL`v#(vkHY=p4Ym1UVSN{Gm686N1Gi(sN3x{k3!95Y7J5t|a3 ztILO$*=FJO#|s*kn8yzq$g@)ief#aVsT?8C)RG?DjrFi&p$w!VvE*45!2$-J#eHng zXUmVyI8Hjvr+Rv4Dxc-$+0%a)M4jjA+Y9WTKjacp4NV%r;s9pFJ-kqBCf*I}T;R|6 zrTc;JZK{!M#jfpzh<_Px#U%v@Ueby|NWy08y#kb9+0_rEx zsW>uonKpAg<1&Yn^FXwt_s@;Q`elbIS+&etHJL>siPP2@&`~Q1CR!JJ5K%m`b8gtVwIaRJptgfo~(Xc;@ zf2AbSM--wNlaYL0IX1=d!w9_tbzc(kX4Q?nEt@y5Shb#wB$LCQl^642RKx>#$h5t9 z^?ou8a$ZyrUOl2uxX+6A28xcPauJZayZ;5|Ad>RcTASV-Yu$(V3JkBUsh0S}z5&^X zJu_8JW{zkeV7wU&0CD0FE`dUwbr~{*z$WNiQZ0+#b@}nUtcM5O%uieelVx zG05`~x2yWXe)u7FYIRb1>Ch3ImsVH5U3=T$Q~#TteronZ`d|Ly?`ytme#C~K^-rxE z8{DA5(~BKf^*Z7Ev)!1U^O}aFf3?JX%=pbs4gGIU8r{TyNYco+CG#_!M~_ye8lFA0 z{gdsVm^nVa?&z1g=+)!vt&?F1q}Gzi=wuVUJa+me5Ed5?ANKqG^Ye*PI8#zh$&)ge zz}W?@OzR}V=wAPWAx-thZ>t?fzFex?^5uQAv$MCNO=tzK+*jTg5fOPPEG{KgmG!Z{ z*V4eiDfW4I(uYNhDD2g?Z-dsBn&m|%Rh_QvXTaZy>dntEIW;x)9*TDf{tI{Ym~+DtUFVK{ z`@^5z9f00Zu>c?p#g7-;SC{Oqf3C2>6LOOOLwdB<&3TUpkc z^O1VVCX{H-o$Q&CyOk2>{(Dr@OPw|9)K&=JPc6Kva=%GwEY~p)uIXgV1XT4`R!Pu9RNK>HRJR`rKXQ#wL4e1ChQ=E`J&Lrh}&AJwjxU# zl>F+daYqxq2uT18h(2s6^VdkN`ij?wLY1X~G+ErZ~OLe*Fvj0NHEe%MCF;mTGHNYvOr*+T~tFKt*YTsf6OEJY; ze*7^ewS8-9&E&kfb-w%1FiLbxV-n0looU^R-m@BJ=I4czR$Jr9xx+H>QOIH`>%V&!_M)F;Q)YdiJ!o z&t3ZA?F&D{JP5O?nO?=u!nZyc6PEj}YAc$Ldu0W$D@!smZO277i2fql=^YA2K0Fx! zXx08XpP}0B4g9}H+!Ti7%%D^rqw34fv#x;jY^?MH1=(@nz`F5;brf$qWPow%w-N!9 zgx|3g;i)tkt~O`SL952L%Oh!YhoOkvB}p~eh1mZ{JnR!xs1Xl^w?SRewdnD_d94|x zD;CGL<>-N!+=r{cxt$lM38-+Ap;C;)^X8>jfA2#LJd4>7n<^p^H89vNR!R}-SH11b z14)~3t;%DEYeZ+Jbaao8k9SyA72Dn(lZL0$R0`fHT6(F7Orwe6c&d)f99pvZQh&fNRRlUL;KH*G;` z!{Q3ifc^dErA@i^c6cxyxH`|#eVduL5B|ozsQotTRV?co?PPUk@eE};*Z1jR4=~Gk zP*F*`7G|^MaX;?gzkf~nvu;qi+TdAP;p-BW-c zL$I6cSxs*+A))oc-MwvwB##s`yZg!+FMY&$AkhIFN}(8hR(N>C^g8X_*rK2HuFQnN z37w$_b{ksnRn0~Nu+#ljOBoMumVJp!N`2++NUO*cp3N*O2))P@25fY_`obf=U9ns^ z=s}P`Xa_&&!Nwov5rsct1=GoXtv{hnBwMhFvOa3uC z>;>U!SKaor@~+&yd)IZXHkZ~g1bru^v`5@BilKgb9LAETnjPFL1U zt>!{HqW320_VY+f}{LA)HjzRE+N!WzPI)D-y!NK3CEi5Qcj5egYrqgjT$D!MAJ(poSTJvcNPcTuh5j- z=-V}ub3f<~*PT}0jo3$RwGdi+Hbo`|hLKtmLx$L1p#+K#!prwyNWk1HZ_7 zJl8+4D!%Mi2`unaod89ayC{44{KeAhPU&}$)H(@kEIkyp(=u`rE9A7hjb3tGp8c-w zv%9BUK7k9%5V=x*R{Ue5;%8l>yBlYoibC|@b%v=m@K;X1e)p+FmhnCSTO#Sf#2>5< zv=8)N=1~5=##yXAOhRUkr&PI1Q{_=`t+}RRCd8CW#n5-{J^eJ^O$uJmMIpr0iy2z# zAC6}h9X9s#O~QAJ##+omIprB|!cm%iG3mJ#rJQF4@5Nf=kDOR#oR)Ht-UTm|FbYvS zBF2kJ%xS6c?+ffR>KpsUpHdpJ+|2 zYe`y4phfGe6MxLG&0m%?U&S@usmLc<*-v$=xN~H4>ZTU+7J9CaEibs7^v$k!15cN8 z355Xusy&M*2Z@#QkB7g2_)l%wV4NQgYYIH=4`1^$G>>+gk{YFdWxMyg!}@+i+l~qNG8}15$Ml{ z(&&_Sq0#ZJeVj)vQEARe3mqI@Flnw$KbHNC^5x;N79tx=wjL4Y8xrr|9`f z@;L}G8LMP7<*4OqcfRXy5H>JkUVOh~7j}bv;_%{(HpK)&6+KQE+nS)ECLPY_X+8goibrU)czluHf`EbDPgY3G1CDyc0amZ^l~omLNqE95>{`S!XcR8!i^p9 z=vjaS`EWa_f*BUOa7djo6O$T5+b@q>WYkzs7Ru^u{oW zRdVg(ML}T2+?Mo8BQ#Ib0nJ8bobG( zxoln$8wT%>-Jf%9ZZU8`k=u0+vd3|~i~DlV<+=SBFP}LR6|SaRwm!FM9Y};)Q5018 zq^DVYKx~A~+i4LI5$cP1%e-snN!!@G*W6iD$ZdwWFFw}E1ui1z&8S6}cP=#jHuKiZ z4z(2JtB%)I=uZ%()ev` z#AN`z;zRIU@DOG~o7qkkoyYDilpk9 zz*{nbNe*fF{pgLx;%4TOl)P_lcP*&!nsWT3WcZEcdrIYB8o= zuC7wJ%|U@;5<=~k;=ho|YYUx{*cS#Wnnu=qdKn6nHb6qLE}gIb0Z>L+yeKX%?p_S} zw%M+^ne*4CMvSE4ck}WxHEb=VCG&w66sJ5{Ckb&!v!4G3nYv((El)y^RYpTeIE?@w zff*)P!H!JW@rAlFCnx7ec6c)GI@fGk@uQkIEFyJT%WmesHTd+?zGwiqvS#kN#3GzL zLWs56#m2@)`z_1`EN#W>o94BZ@~Jg!OSFsqDa);xzS_WUtJUb)@0aX6aKM@0nOwTh z(y4-rxJ2C!Q)bS+*!d%szzuYwn%$ zm@Qkj^krDoro8#_D=s3$3(4{5L-VoVlqC;~-fzh;BE@J!v5HTL^}*5I>FQf7H@C}# zhxCjLq^xU=#8B{{(;lTPw!Y|n9Sz`WQ~qFboOel4QDA9q&mNhnC)xS@Ajt1)7B*rm z`VsL{PtBX}K}X;#?TdTNJ#*p|o65c7@^8PjVj-V)DSZ5RQQf+A@13t=r1;JyE>>oy zfCA`{g4f!Jh+7myyL(v=3cB(17|TSwETWi%yr7KN>icDWq?}-hW4m+) zH_4E~i$odijm@*e@Gja$;qJvGKu1g-+#l{0H!y!m@CFB^WHK<^jC7%6iQ!>{*2yI& zr?TY5b?33m&zLi3P7Ylg3uTWi_x)vVp;YlwmC8tInOnTuc*bb%A1d7$V%!n;m5fx> zT&AZMWh>7I<+%}!#=WJ{H%6b9kUOB7?s8D_ai+5eX9rLCOU&Y1qd7iq6BlqOGWr?o zr z#Zp#P`01g|Xcp$bXQSOYvt*_uUf|WHMmtyX^V@279wbb)H~gA}edRxXEF*nIE6*A7 zGiAhaJ}gJ4>)C>Ni$PanYv9s$sZ>8p_rlagNlj`S(YQGlIC;sE<#=xVDwH6|?qm`N zu1KbKh<;g&$u80fd&JIpWNASaJZ=OA_E@W(6xV|M%a;MSTti zA+qp7uOyL?jCwF>$`pZff{DIYs+^rx+i+&7r(oV*;W8ZQoNxA5x*yA-ew$0Bj2-8M z++HOAG_n!>9Ii=_qD0EyL2qf*GvGsSR1F>5wWvv=@(npvzs9UH`A`4cu|Ef}&HPgc z8uF*2>rVE|L`8lC6@CvQ(7}S=)dbqbZE4H6G0Z`jB;6ynr|N}`?!v#IWO~Q2wRr&t z4qSgT2yS`6Tjx6ZQ~6^o+*fv<3jAjF6-&qYtolAdJ!<*y$3)swDVZH3=I|)|SFTgn zYIr;(!J1Cn}Nl+plQAqnx5&jNA2(=?TuMlQWLgn}7ym&Q z7~(rjg2p5ZfwR^htVr|;Q}&vCNv-9n5&N%%d2!Ou{`sp6O<)_1n_^mT`RbYLW$B9)ELr?%dwk`n}Nbf*|~E3jpdDg+9`gl z(qicXIOh>`RK5)PLi@sBiUCoA5*X(~`hYnOmAUaNj>^a%5Ru!i=blJH9i@>Bbd!T# zX*wpHqF^yln$I4K5MVF=>It1mSH7T9W*ZMt*z1xCgF`FcE24e2HEZ2E1UbbtVDy-Cea0a)5#t5+9=yjxCB;y6hYU}dJkI5?%jEz& zM$)R}9OnuW4PknQDTseg-10F}KFAnhuMZ+vsHo69WpMNin4NrnFEv?_l%*~eq?m-z zdC2h7*Kh|{lao8oiTLu%000Epk6pWpb(y6f=o)n3Ku<5PH^V}X+WCxc-Z5z1%O50U zjqnUw9!cevsW@caevxcqX`KPM6uB z3$K2jc%Hy$r8(Wp?RL?;8_(!Sfl^^6LvDp+?rw15tG5s8`);`WeoJ%3T5h$CPort-_wfye zO76~j>+1&`KkgW@Z6-XCxcY6Xr34{HqC4(2m^pQE3r<0D^TzVY+y$lCO;AG7W4$26 zQXE+)fQnSXAn4KxNkoc>Nu^m#OcS@=O?;jUtgcH`!h|Q+O?%&vN^kI26KF- z15?ZBC!8wtDTGqp&T?Yks~yHdbYdeT*ZC3uCSeaFMTf)|mpnaAQ9DhaE?vf{U}oYc z7Z;4|aD9^^r7n@{9hJcAsf81@+w#gt6b%AcYLmn8&>f_7>q@z%OcxxK-Eh@JPcs7X z1^aEcOv(bVlR#Mc&-K-nUfMu4Xb3!xT^Necp7U|&?I9w^`NVP40VZ}ivS(+aBf!W> zKF_|~0`2ehFD66aX;h_v-4r(<^|N`$VyEI@VEp7>$iH2#6A zI(bPsl~Dfyga9bb`B0jZ@&Y6=fzLkP-P5gp?XY<@xkXkCT9ZT}CnsAHw1_)N?`0f| z%1cfyzXc+L9QNp8^_K6yzw-QZ#ci-?#9poi?8FH2Jq$kI^y{AAjR02r^aIKYm zc9a)=+`yhEJp{E}z_vNipdyjvb)iX$3_r)d7S||MJEp+up~Ktdf4kw_$$9OqsUO>~ zdRR*nMCqqI?UYzn^a)8bh?vtk%AQ@i4^tsYfwRLbB^%J3H!Kh!=(Vk6YGZSzP7@+3{aD#9DY zN+l-fds*|n%VrC%3~kLFHb23evuhy06J6!7#N(TWUD6AiOi0>PVrHghu6NQP$8sGy zRj>y*Um<&BW&%|wqi`bG6dW{%%qhnUo<7|d8l$y>*tN(|b`mU}%`ZI*w6+XGkd}nA zyStL<8b_EAAc{bV9Td?sPg?NqyFl0?UV~s;Y+6pyU*-eqAW zTxxGL;<8l)*1+E&6Xra?`L3YfL(6cJSb$vw8`EzMIZ)51M$mm)Fi7KkK&dqgY0}t_-`iRG5SoNqpZ<(4OFu(n$?W<;TOqr6o;*hisbIR z&FdNnzOyN1siXu+uq^$IWCCHP6m8j4TF0M|{I2i{%eKkf9S_unJKpo zOCZ0fs2lD;;&i0-MwyBi>FV>BrQK1!aY^kP;k{=49#t>bcQ(3r;I(CQ=RNsepIUwX zYJTE811G$TlGG}Ms02XhM4QZI9u?89bF4U1Y3T0C@R9Go|NcYoPrj%rsa8vgp^_arwhhycT+UE}5x z$HW7lYVX#5kKE2eBRYXB$?oB>ZQiu$Vc0V9qPISDnbJZ$nJLiaoS}%f_oEKnTTpB_ z=z7gFijSZWdWxGt9F=0hXVLGZcQ*_HAwo<^}E1kDX#V4tTG~h?1#o@A-;k}g3V8teh z-lF6cbaf}LP?+pl$0oN1uzt$sn?qvJiglm8`OnQy zGD*CF5NfP6$7mv%79b-MOyOB9GhQdlOd<&sps62?a#R(}YmwSi8(@rAR)FNQCCkCi zLg+W0=oX$ru0{0uT@rd^3Jrg=LpX>fJQgigLJ262+ZL}GwIVaxBqV6W+lO@|d_di_ z6j^}y|7DCI5}>Et7`qJtiI!gR@5HH+DY4ZkHI?S5NM!O3r%vBFX_u|yHa6Ans=YUO zZZ1@CA|I@Mf`Tb4OD*~WYE?pLVGZrLx2jI zWh%uvFJh6C?U}_pWQ-B)kObI!_P-*@KXPd!{Sm;;xkS(-&fYudc&t|$DJjfkMNu`p ze5?2BR}%I zyjBs)_^zuVZNcjcJ}CZAlEc5AgVFi69&=cCNR z?Vj8>@Au!GeZ*K7y#LF<&iCVgygj+*Wb`ds=GKGu7Q!2_BN0LC0y{+O?&={;sm$8yeRD1=H=U90$l$B7l@70p+6K z-L|dh(W6dEp%{{@>@ROCSiG)BalA~HX8We3kANndL1jkZ4}p)V?v<2+@#g!ZKjJ0E zQBqd|AI!3wjuM7L zw;mgFnS3(pwZI3X_qOBJ&!hw$Xn#ph+6Pzfp2~iDW26${QgwFWnBUDa1n~TcXoP!N zJDK;4GoM;Mf1=BckH}BMGtx3rn202vC;GFLFQ^D+kt~BNeIS1`g*ne-0xqwGpqxdG zSChOYFJFdSvREgoK;@(iI~p8(f`A->{{&Q(VNxt?A!Z^D?18&#(bMuUg@Z&Ea<5o$ z5xj;33!%L3Zj*2ZSLjJ1W3tLc)huj?K*{`_n6A(Pg>X8`u+_lc^_MNGxt9-*dR1O7 zZi?5E_lgivh!hIYBS4rTU;Xg8r0H-deA{z-A;l3RJjCVC^4cSa9{tp%(tuy6c_jY> zg+M0N`x&q2^Esra3Ak9&;J~piyf!zR%%ClEf-f@&XZZ6=oHK$MX3D*6XrT8=Aw?DqqT2eC~~c|>D#MUuMRzG ztw;-xEI5$gDgKvUw%c7-u)*%)L|Ew%Mz1TCB+FXLg}Y2&1Nxf=s*uhHCXwQ(5{Av$ zrY*$Wdh@FhHA~C}P$E~vJDbn_?SbS~hWv5up8cJWxpDm+Wo@5Cu`G8QMf&r_Ve-m2 z?d2^<@KAhw&e_+(z==jzOD7(mmUi)}m|YY%1Qn)NkaT91#LmRWx#czch|1lYpE7o{ z{?)?GJQxXIDY!P6O_0vNE#P=3g(thkd}X@aoFLfJSiDE+$d0%=&rEA>z7P*jFC#;c z{7OU^II({Zx-I=yt@h?RMAZ-I{{hLM1WU<93u=@&LJV#U%V3j`ZMzp*H_UT^7o198%RM&E<+v_JYv|VGna%+vfz5PL*@4Vx(z`k`A z4ZGLw*)@*iQacTFK@v0)*5}wTR8hKWBc$BWH^x?V+gv>gw%h}-bd0BGc{nMy)4UbXj|0(~%PRWLmD&}Xsg zP2YVt_@l{u!v;mlr*!eXv|74kxHDR!12xwAQD1)PTTqt+VmAb#+@mnRS!Do|oHJw5 z1>TkBcUp5D(73l{EsNg!;N3=#86$(863Yc?XC{@91`LJ|M(k&u%ScL*w{Q|n;&Hos zUe)c+W0$`u4HS7ch9akmA*7M01cbXsWX5x!P?#Wt5K#%@+|*Cv6#3`e~y^I}LS+eEdop4DBb$Cn~wtxXcy$ zqokF}i*7u9aDhXYU)ub4;PU^Wc1RFvoxxV|FIbBICw`p6FI-B}Ov{}*fByXL*6J`x z0>#U-(CGlZ9zlN#-xktwuXfih5=Ff|*6Ul^c|t=>XI03>B}2 zEp>6q(EM=&sFRoAGGi47i0X+{^x;Vpb&>4GujLZLM-D=z6qcEq z=5`q@wvFn{;#*%h?$Ny$x6Fqvex3XQU{n>%QD??>hx;08ok#HAd;sZ}uV2rywA?FD zEnt0qm~NH&j@}H(K~=Wfa5q+{1xYc(2Mrp;H~k|xUwT-F0{Z?ctO(%ZZbSIh!Oz~5 zmF+f!h%=g$C%`lcvX7KOJI3frr7rgPBp)B-@APL=t=a$)|K0i6^GEw}|H1Q-Ls{~! z?s>Os(c+l21n6fa%Svt{2eX<6G|sxIox`v1@BD(C*6i7|2^0Jcn|Cue9DjK=-glWn zA=Wk_V=Pbo?(*h7Bf@a2Uk~H#E{eB`icu5 z81^uP2T)-Tn`&HHhDv(SE4P*lF)PUZ+qcF81`HT)uf3!d`h)6P2IBL%Nwiu|rNje6 zbZM8JSW~4LWG}?V$b2`RkzlMjmZI@wfu*;z7h!&8Qk7A%iF`63Q~9@QPCfm}J%3+s zASk-1f~Z?T29}B!lgd8^^NVNz_)w!YBS4P{6%HEhkLbu{+6Cu6 zy1-(JrAP>lYFl)6PqGFQO-=%N>D(F&;F?0{iVP(3sO7?rcSlB%^ykIb>js zNd9Dm8+9%@Ox{N+)vstYL;pPLA1K3~!A~=P$lsdclr}bL>i~t=rGi zMTbm}>stfD{LeWuSI+enWis!+M6D5U3MhZ&=&`zM%DBOS7IyN7^sq@Kp3>P65MKD* zX5C*;Z@Ra%#jjw33Y+#!luDr>9!i0ni8o198II@>y&d8d2QJ*qdIRt_ir%H{l=S>%Lc2g~COG*gaiz zKjuP7{t{o0P?2<5ZPLBmQJua%dAw=OORwJLSSx^91(Ck{9}mA&szO7Z0;=QU&0M~2 zrTYn!d#9;{q{0EM`T3bpo^afu$+~5E*#BCzf&rRcZb$0=z&FgUam_pU8&*AaN$63G zD}yEpnrlqyNvGtHTJ!G)_qibQH;aylK8_<4d3w<6!3;Y)yY?0}mrZ{@$TEq>rAH7< zN2DK2Kr$XY*it1JxwKGF4Lrew^_Acux-byVjC3Gjz`?$byLI=6qS^ASHkQHFy*W90Q56c`l@l><<5j-inPi z*KF;njiMMs7|c)3@k~V6rg0HSV~<0Q$n?dVPIGU;r8HYQ@}EZ6^TuN#y(e_Goj;5QK_0rB)kn{;CY{$4%67^zW7^o?7 zGCX+>>l&XDT8~h7Y23&cxFeDjREpXJBnnPU{YgEyGuzuv&MYcenII!w7Yf}u7}xL6 zj16>ua&y=)U5u6QhO0|zWkAR5LhvOfZJ9<_RaLP}*jp--o6LX;7si|4A@j?a!Pl|q zarj!WjyXKUgR_qvWPeL;xau{e;#I7H8K%s`*u+hQvaHvf0+c-pAc+BgjEG;e zv#Z`Hu85Wj1mHc6cc#1C&mQ>~?OyS%eVtbXTM|iwD~XPBA5h$j;**9DllfC2YymMP zWrrzNQ&sv*|CGrpL_}r^#s5@$Fat z7U+=mj}?$6q~^-Zo|5gFq%4&w48VoIKTCeF1BKp16+QiPF6Z_J2E}(y>CTGME>oLC zHBIuH= zXmHpKcTYfK;@U%7OI|A^Y7uByRLt%$ZAx>f7?S$?i$0Ftl{qe5UTNhWpZXU4cKNc? zi_)2!&#xPjG^y6)f|9A*s>gg{(u~%w=*9i|Zd=m^wO+Z@SK@^v`9Tt4^pc~BD{!D_nBa$n0w zwTAFpBPDa-qQXg`7BmvPn$cWqQniM>RAlJCYUw0*kg$0 zgc89saTA>AnR@${EyA5^)i+_n3DLHQMuy!XkvrTfOXvsWyGI~wbv#&8q<-`0OlwQt z`c2*{>i9c)vF}9G3g(5jBHhX%Cje!ToQ6IOLlV!EaGPv)*ifk-?yng=ic4IEnTbq- z6)tHXu)LDSE7OdQHLMvedi_@%9gnuwk-JLL|2eo{gAHkMRK!$9N+9KZc>Ebl(1(je z?l6hF?SHMiJA|L1QlvvD5%Ogwkkjj5y_t~vcGKQBSp{C7Dtw1t0QWexq3V8@KK(!C zA+CbTeL~*WEkV}dR^-8XR&u!lhwtlaU%w_=Ug6C3r%ad3X8EZcfnt+H&fiTb&7(YK zi8ZC9z0tE~P*In{JBmqiDBK~`0`l?l{Y|>-eN?UA8ei6ZjwUg~_J896fZMjDL)*3o zChgY!@!^gs(TY&mAW@K=iG)l7An83v*X8+cFiz9XHG8tHPEA2^p*w%Vg_?i&rtSyC zZHfB6W=7I~cjup)8u-c3wdG+Wu$)QWIQOVIDy-xZ_BZL02d#9&L==;+aWilw-X#(jH* zBdIR{;AfwhuBA$~{&x4`NL;45frR47AyLi?!)uFN+~58JDCemkpP*ay>;%pcyS-VM-BPVzf7^Nju91>=NYEjyuaPCLBbN}uI2qKJ5BWn19D7YD6Kje&J zZ*_wu5RWV~ns9P2bKLD=Ejs7N=J2yF56E6Ao zK)L>})G{HkG_*(Gg}cC6$m0@bhQtj?XqAQ3%Z6LZ;|~S>GPRzyJ}=GjR*7 zNW}kT5WtJpUIzsTMfPy5}Gqik-*6OFkM8wJkI`6vOVD|7V{#6FHd$MpJo;#C3*I@tsKnU%bw2G zm~d z{P^)b=mfD*-bf#;Xy}KeaP|vR!=nXW-F!p-c=eg0VHb+OZOvb&4T4~WpHJI)>R<~y z!BJSzK7NmOi?qi%_IbfqxW>;wfI64F!f#THOd;*XsdlX9AE7_&E3$HPZRt#=;}M#L zNlT7t@pVyTzsi5BI}GaWW=ryPB>e&gA zhkevnL+{T~HLDYbeTMwBF|j$WC~K`6Cb&9Mzj~dGMA|?($FXCCN58p3RpQ%sg#@un-Eka{5fErjEg$NJ$7 za95jLP8|=DSR{r_y5tw9!lv1TQ9N(EtUD)J#x3k?${7Nn7lzUrYxfi6h%+g! zh?6iA>IINZ1mw}zu1)8`6d*6Oqd*)vmVF~fAw9ez-L*QPHfP} z-;aSQb|Sn>#;O;Tl!W8ec>GJC?(^1no@!lZl1dt5&aI_f5ARtyWGEluRst8E4>gpI zoZ%$r$l&N;J<8H~0`1Cf=8%&tM$|xZ9MHC(z@UWvX;{wsjE#BK@l7j{;6xxv67Pk` z!R1(@9xsCZ*_frk(4u%dB9%OqPr?T0n* z<>4=C9^_Z6&({}dgG;v$m5lPig9odgYa0X9JjE-Y4|9d7j_KhZ3&B3 z#QS0(0pJ#_fOm4H|DV5lM`0~0#CcRKx-5f?K?Zz{EP@Q=j#=~Mr%f{c#RFmlYJ9ba?gUrpf5B51s0L}BMBIs(QbeE7 z?J0i)|GgTUUH!he&pDFeWRtOePrtr=`*#0G9aXFtRcps_C%e{ufZDsx4%3yKiiYvS z8bzU>e7Usdmt~KA`Ju&V-Gk`Z_5Whl?b;}g{Pk}ieInzT0T5MyIJ62Nf_2J$i>cDRaHzW)BcA1q1Y%BlHzM5BATeJaa)e)|DSLy&TB-DiGPoT*q zvE}r~3C*HS=^EuXhX$Al>XF)fr9Mg=iym`pl&ke>P3z>o;Uf~&FZ)s(XD!=i@3(QI zne+B-+bqyK2+WzNN`@^}OMG$NkKfX&c$;(2mgt zc9cS6QHiHzi~w3ZM@nSXu#;L<1*(LfZ<6Q5_z^}fs>|a&OXeQB^Lt^Tm*xfI7Y&u7 z{Yc+SE57oc>%l-NIG*ila9HvE`E_%P)7%P8-FmElP;1mLs1Q1ylWtr*3>ybup!}V) zeve(VwrzV#K>r5Bm~A7z_0XzhIY?$Y=?Y?#p})I!HO7zH>$fbFFbN_=>qZI6{SFi4 z<+)n-c;UJW4F7t=2E~Mf=}ZmRHRy*iZeMfw+Y69jN<(xWQd~2=MP1I@wU+ENr~-kV z9rx%+4ZAfPJsXE*qfl>&`hB8GY);DbOk1CD*2rv?h(5{E%yosodqJ__St9Y^B6I<2 zm0E-=QiTFnCWzT2t+x@OvVbj_#30Dm^oOvLUt{>-!;NtoN+6qy=WNfG^EzM?;oqI4 zka2?8RRxQtfvcPX(fiLWbA|8y0(L@EA(3i6tYph#-9^#S;G?Mce-5AZ&uo8$cHj>3TLHFZk%xxX%rOL{%K5>1il*Q7%P^hqd1w7ASA&mgy^uix9ER=`e?Z<G zy=AUuDEBw17(vLeLe_=pX@B8`0~~w7V4C8h7P2LNg@Y`2Si@T=d_-a`1Qr^dUBbX! zYSgIF%6si~vy~A93^q;q#6L|eofmWccLgBhJN9eZP=)bc0Q12XH%Dp=yLKhxY525D zz0cH=A*cV)$Lw4q8g1C&d*{pFyb<-ajFFYXMmk4{2%!=lW;R0mT1S03dvTpG8Da_J zZ(T7j(X-d~lUMhmMgMm?l!&_xF0}o*Pf*7D{=?SRiEBRcx#IA{-=iD*&;PR8dFPzy z$l%d!?S!OHnsnv#pB+b94aB#%$@17w=OGMKNZ!SG{vYt1P1a8$FwAzv=KO<1gxJ9i-S_Ono3nHe|qqgwcXbxZ$wN6kKjO4=0=S8+C{ z+hh?Wp(508`q6eFZr>V!?#{nBOf85uAAFelO9r#lQ1G*nR*HQHx-Btpc}uLXf-F+K zVdoPs13meQQ!BJD!1vdUiXL^OQWN6<@PY93(!&s^^%GimIX3nUUjDWE@`1t2f5vif zf>z|Dpmdx#LKL8Ak%2<-KA&rUo?@edGmK48CTIo4y!4)B6!uGiB=%uM(@VZdVJEIs z{Iy77#4CYkMMj;|G95!bvY0*y>E|8bN{H2;h7Ieid!-u~m{A8dNRlLafl?)wx17J~ zOZ3wgBz3U63VUuhCH(|6QoI$jAPHPbs01@*SO(%18OD}bGtbYsXM?EHQEYr8B{Orb zzZ{X_5y2?ULlJ3NYO)gNozM-HJ?z%$LP8xtoB%@!SDd7=#hIyZy}<91-TOP zE|w)~ZGo&ex9oGMV0q<-53WPkf5eQe+N`A3VFptFXpwdoyjSS!owKg{@*Mp_!{(x8 zog@@w!{xrz^%3(7oWS}d?_ByxDb0jy%&5}JTtR1z8L9keh$ZT*J%%zN;H;f)DUAMZ zZ1ysH5{E=91u`gBV_bt>HTDvO)8cEey#6-T_D>tu znZzIJKwH*EeBLPv+pbEIwWcPFaFXferK{HIzU5bBb#(xqr_&yQXAAw$*y|yaDnNR= z!wm{{?bHDa8d7EHV-OH#WdTYrJNN3w&=o6J-exB3in6xaAEs#d?dZh%7E@&e3ozmw zvQ*BHAKc3_s$*Wmc!WXr(#VhX9wnfDz-% zba#cmMP19*2xO;~BP_4uWTQKK7S?h4kDfv`pv-@X$l9`i#EO>RWY0vhE=CCC1}tdb zc|>6KR0>3@wJxvN29^B?2&b2qmzOk8nU@#Ux99{`o6@A#;if}~&Zbe@r}gsYH7G0D?{@eaFgu~zFKY#E}>!iE*eMA1+G-&x7bh6f9r&!CL z(D7fZFNs5&PMnp#bLd5f-={v+_EwG*-M*ujf<6J2@K2^`MPChnU~)2oC{%hwEAOFV zE_HPk%cTAy+QU8Q7S`|C(J4Ap3+;bSEJl6^WcY{Pon|hIY$8k3(6v+D=~qgaya~7h z3UJMBzu;8-2OZgNL(#v;C<0sw6ZiD)1*RidqQvTmX)rv`QGE%&_HAr5?WD}1D3uq_ zfYXDIEV+oZP$+Cy2=9x~M+=>8Dunf#<)VRol^`LNm|DO}?^S*E)mIBc&ci&TVX_dh zl0dmIE1OU|z@G6gMI|S3XrP3mrUI^&Oe%)h+ArEe^Qf=jwF>rQSOg{+Rk3b)v5UBp z*ic6Zu${t7?9s8~D8ZA#blYtsoN>O87hJ`{k<0BzDZiMANd9kEaF~y}*7Q|;(xZNY zni?($uL#d+*ioFPyY$DAq%@}-G*k)(A>@o?4NIvn00@^|k+c@T%d!R0^7I(*ftSym z)THxB<|KuJA-#(Q<~X+|28l$8TM#z?Vk{U~l44$?!7B#8ka-<~_eo(-_X}jd(@>mW z$EO8lU|E}uXqErGGYE*$!__($#5q)IMpsu?iB=+TMCJ*f<6shXm`HBSk4`+QSw^)j z=cqIu6yr~5faEq7L%No?$4Pk5h71<}=bY7ACm*pR!a>2AITc5*&lpSqRr}TXe*uP^ zjILppxWq|y5g9crr_IRqXMyP!X_kRB{L2uJ$=gP16vlP+6vp}DA(+q)e|w3$H>WZA zU;qJXHD_dNuH>n)C9F1L$gMtB9DU>bY1hu$QLip*K7@;(v&)oyi#ZTbgr~R5?C)?*A9NFpUdlPO zCm9i%lC9f@Va+5hD$3~<0pHAwDIhfq*5SeODY4@C0Q;1wB#G92h7TV;5H&lS#0k2T zs?RdPdq4SnbLOwU7*UdHn!C#oUBRF^avVJt-FnIW=<%XtCjzqI_m@ewrf`0LZ}S8! z*=Z=eNztW7jBaPT#LM$;ih8wUo7OgdEoe0pjidg+Ao5D5~8#Vx)k*?Sseu=z$w3J{2nw`Qo6o0Al& z=O+$reOggCa7Qq8@JaY+LFLi7`Ioj8!H8=R5Ti(S)P86Hj1LF~q%`LRv@19L(>-cU z$%Le)U*lFLqbM|I!k-j8z7!dvNY6W1>w?WA;tjZ*{zD=TL~tbqBccI`=v@k-BFur1$2Mo6sUoM|`W*+rn!E9G7=vbjr=EYUZM=-qpF|EF`4oztJdBQwOaTlj>e-aXaR(X_Kk6#$!t|>0HN#E zC89%tWEH-E7FlU}gX44Myh$uGNspmImpHtl_ZYu!$4JGedW~T11ilMTZy|H>)~}qm zXEq10%-f?lKgmxodLLe$I2WPdyrErK32(#tpW-HsWJfuy9!X#U#?h=pJy#()YutXA zB}DTbX*Gy;DO8?QG;C27+V+A?UdF}jIpK4Ua!HG`lfLGR%Sr;gmD`qW9P0kWp9XwK z-jJ~3k%QlxcruY@Q*4t(7MYy;&)mjIDwiP|vx03;nU}IC;XDekC0H`K^ijhp)t6YG z^=uaf^$`(Ckx%st&*KvVdWLX6D$^gFTN~}}tk|f1c;f`yp{hy+wP2<0+_nCvmuU4S zsb~uwW9!RM>oU-($JgG^lngp;B#h*1xRhW=6e2#^IF4cJ$7 zh)Cq5l1w0$U8;44Oy7#gHPMqC0TxD7jKI8{q)M*?lmZh~IfXwCt#qz)*e$BnjrmvV zDPGQiG?YejQbK&xTLiKBB_%GgQ>Zp1ElyJJ>2~)RO6(z?l!lEO-Ig1e6W%(=edU5z z_wLMr$~MBMWQ`QPHpxz>qXKLC4E+k z3a}R~kxWhS*>>ARPZ!DcptBW^js)PJvL7$wu5Q1tVoJE=Bl)9T7J&lYBmYbrSpdAu zB6f^b6Dji@chM2xKXFkgy>j{|fPo!;NaXqvn2BIgsf6L+I1^E%9R7lWGeO`M{hAn- zMJ$XhZx)(fp-hBN7LgEllwk<9fqb+Wzo*ESknV&}N=CY0Vuw+w9 z$0Ar0ffKh~I-rJRXKPi0XrD!Z4lXqsV!&fnXwY5I0`bg>)kvs}^Y0$-@0nBo9Trk2 z3DRWCt6g)X%Dc)TL!6m}tMs?o3znwuDrFb0h9%;4MJg1@Hyg;OrwRtvlV~PkoMqkx zr%U<6Fm`WUYJM_iwna^E%J-`t9>-D%)pFT`-k{ zgJTAB$6x9k9FrzY%N|zT>7GyY|^0J7Q&f#LQ%g zz3FiqGb_ur;?m-4#FiYkwLNCDQ9|PA?>C5B9X}+oRAoXrE;8lV4qY1#4&FKR_qaoW zh3XvRI5?PpZP7S!yY;i9esRf2cE^vnSzaE8zsc-Snt%63>Q{xeyI!n(B(^jm&&o`1R4sm`e}3HV8}p3~^RrKH zx6WvEY3y2bdE?^ERqfIfeR2-q%YVJjRUc^o_22k+*-Xx@zkhssQfo;?m2?bna}h z-umUsm-@(g365O{k5;DX&RDo!%ppt0dAa{XBk_bo`TVY3Z>2syI&{Upy)t^jq?unk z>))8a4?3xGd&BOUvewok(R-h$Sd_+;yt^aQ^F|_5NLJRs&CM;PEwQ3F)<_PQ+ZhlL z5b7ks5wt8welmyO4%`?QAKwGL1oLtk->uhH?!E8W)nNAZ{apdU9X&0j+Q*K?MQTPJ zOs(eANiZ*=w+{5Q@Jefa4AeDUXI98~drPYQZ1$CTt7}p&*t(mpxv}m@*{Zj9WVBgz zb#)9YD=T`a(f)k*$HvdbuQW{4k#+7BTa##B5*fKWSn+)0C`L$t>G0XEbVfGzI!DFd zmo7=VCyH5dKKD0r)4e0(VE=mj(qv!L-glw+<}jZXs+I4{2EV1Mwv@(7xwqHUER&Fs z5D*l+Ijv^xp?Ag2B~f1K`{r_pESP$RL+yOp$UuwJa8GI5qE|Bp`)aSWEjqQ$vEjy{ z?!2}6Wil6!XXoTFcimjK`^~kL+&nyjJ~<)oBVB=^{J8GDhPSsw#l&{*+qZ9{O~b|e zs)2^h9ecu5BzY&TP`Mp$UHdAhqGIp4nTrbdUy;4PNXGu_$w~b0Gh7FY!*>U7-S01^ zt6r1rfO*o2)?>2H&RD3`e4Q5F(5$hi`Sj@%*MbG+{G)HBst%6~^@lFF<>M1PamE6n zjT`k`2f7OuIec2WV#Nx96)Rd^%#tg{bUrY0>sR8G8J8o~k-aQi&*s>tgzU|}I+Wq_YE6c8zme$>Kf2TJ?w!hBDv$uBo%$Xl@{X|RB z9BqbsE3BNFLj9HQwDR<|yN`-8J3BiItDl{YwGg9w^?ezT?8{iR=|tT7zG=MTzD}*a z!h4GE?^>9g#5H195}8Byl9D#en7^hj#bkm<=j)uxaUAjr zHX}oh$tfwh#;d;K8N}k-l_k=#7u62*pRdin(t^j=xWX@6{Mc-dqoX5@Db`f!*MeZX z=HiHj7oyiKOmgqcSz%t4k?!K+QrFTFmD--MmzGpaa=@rn=J0)oDpzf6&CHvU7J^1b zM)NNza!#CR-uL~>#$(m;-m7m(SzUW(yh>vA8mr1p^QWKPYNWklI`-L`dDA^FEOSpd zkTd5qE`jxU7IUHztT=;y)Jw57i>UI)^LU;+7lrlO+1;&i_;9$1iHUDupizyp@h)8W z!_$)!G{aODC8wrFVGj*dRE^wEwrLcRkcfR5zxRoyW_xA2X0)Cp-P5E=Ek>gQ{)L5w zTniV9o_=O*9eWNTD#v&gmtN#oC-;L=QTtw;#a&&vbg88NjlZN_v&LuZ>_wOoR%~o+ zihWz8q{Ro{@)o~WB~wD9vn32tiqp2A3za!KJUlFE@^Uh>kk`oNZg+RLdZ5hOwR>p7 z7&G`bsA)!OB!Ag}1ZQl(8CW~*+FqCbdVen$@h6YNK4K+F9(X-l^6-0ket!PWo*vDX z579jhx2!}~u8b}#-J5D3P1`QTt|j;F+g-TQ?%G$EN)XD@v362UbleLObNj7YtwfR%pQYT<@)3EjLexFzAH9unaokz zbZxI?0it5CW|Wp0HbHYy*p)0dK_BKc9uZE6aho1E@D*!oqf>V{kC;x7>gN8xh6jI0T@egwt?{Ly1>X=xdH zVHCmDsk>l%Pk&>ea>_&7^O%G=bLS!qiXdt#(TY!V?5b;S)@yYPaBP^Lj-7e@_;GbV z5l!D4HzF3h5A6=#e&s`eth1$g=9z_(_N_YUUGHRAF+=(;uC9J8*1by$rOYv$dU3`l z5qS@)D8}@DOKmqt0BIPHFN;N3zguePyi3_%ykxHGCToLu-}?Mkr;yOl2n3=5%o4s` z#KFN~xFdV<$H!(q>#ZsujE?-sbZU*y&K)*gw*7rUoqe!(-w1ufbQ8SXvKs?)v(2dATN9RnZ0CVA}}KK700TGseB>%Zqb<81t7e z|1v#vsO6Sb#%_cZ+onQ+84K3!z~h?obRlY3h|k>ImA7`I`$(F&VOqEsuY`GF2y*~A zJi(>E(Lrm8o-a45Kk@XIxq>^@)YVz^ZMe7ez8Wu9i03q3 z^XF%#WCheB92TEj>=xcs6efy=os*NJv~%Y=Uggarefy7oN{ZL$@b%MubnwR9k1GOB zY|R`Qh+_Hp*x{*Y9UZr}E_iimVGptz@BGyL*)uQk%j#k0d`__|y1VV1FVq(XWDhtNW< z$>XXgb~hDm&&bHgefRFeJq0hZUg5HZ4_pU(%|9hs-`&6VVBY)J-pjeUxEL$KMBTYl zlaj*iT0ZC{9}m@geE6=B`>>{wONYXZm$&@9qax~2g-=lioO{l>cAv`HQJXg zcVVTyQej_5t)%6r4WI2Rjy9M|VZn0EnRAbG8c(=(tf7*sYU%dHt{Q@?joR>37tWve zwykHr%JEt8CO==b&`*HZ$hAlF(jplx);iY#Ti}~_HIA57N$1`pm*%g1m6m2AFYmE= z==-*WBjxI>Jmpm%w;nurzhC7uLY_r$Yk8#Zqx*=tFEQI6)0Pfm=3+jlI`A$SEmW2e zmXkB0yMPZ<(vZ0 zalHQJ`MCtIOxG<)u>8F75}$P8kVarsRMhhqFA_}O@RUUF)dp}DeysUQs>&sJXvjtK z=tm7i<~`UzZ?h2wOYUx)M1ixxB_eH!|G?to!W9_ik)=!uuB=n{Rfa3>L27;zH*(k7s-|8Hg>Gxt^Jx;VU%aS2 zYZQ!mVdaW9M7efk@gj}+ojZ5V@WdBRFV|OB7E2&}*4NbuiHpB833TddChW^|g7^SyG)uyb=69}H6MnJMZ^rlC$L%PuX|Mp7@v zruUM~ry8gH(V>=>*vt>-=dSR*cI{wg?A-_ZGxW9$0mA$D=VWGf{`jFCr4{|yb@2T?7#35TC6yQ2z4e%j<#So~Fsk$qng}gWXNRc;E`@Wdu+|Pw`nI;x&YQ6=NzZ z``DW57K}#`q=hVP`|XqTXTXgGt4+=3+PPA^+@QgtWA@)SQ|b$v0Y3j(s`RKN@Q|@oQ|1-M7wrX~Rcav$C_dW2I>* zDk`2Io_g88JA)gAn4jBVn-p_R`xDxQxxvQe{e=xzwcS5-W79nMoYwPx+pH#Ro&ik1 zcvJ3-kUJag3Mb6k6ohnj!#_q$;&tfAIsIIxYvKlx$Ui#${r$~VnVF8JJRIR-Iwo8k zmRAWdFLvr#6U<~X2b!Z|8M=ms>o#w$)aRpZfaMT|)M$`)q9Dz>|N83vjEL7oj=jgf zS8t&#gzGKXa4aZexOcCqsj0BEbUB~Rvyqwg0tdIN2eh|l^$7QIW?>2FZVx99Uz}WdRW5`D*)Le|^Qo3?S!GF6QLq zY$^;@){8gsq=5a|vGI<8+ve!kuS3;to4&bb_C9C}w!3CkhHFpxp}-r{VmQ=vzdu>P z@#)NVe#gI1N`CNOzWuRHqe_BVkz%0xNHV~VM!J*TXQVELS1!Hfhgc!b-;%etr~e4Z z>f+hdwnxh{xt@n9z`ICkBR|4wTG}Q+@|}UMy*F;(zEEkT{$aII^pX*al}38l-0qGJ zYfJ5V)_7CqM$|lPeZ+KE-L#7fB$e=G{WGpSX-G@|^T}uXTfOa7v4Ekx6^+gNmo8l@ z5YYZ9*`{G3&%NN_l_TYx931jlT8|FyTC~wN{C(lw(l>A3C|}vs`FFoy>7zsW%|5D| z3lNCks`7~IJ`8!VHN&hkKY;Nup>^j?I8VX?EP`Vj#Icu}~P{%nC4@Wz6 zw&Xc{vfdugc@`7_@8AIEe#`Er=coD{+CGLN5bC!2uvqGcW1n9Ls!n-#TRQl~xmkN# zef<5ycHLUf6mc=2Z|Juy&8!^flEAv`S9j3;VB&GWn&FYbcBvuFO52tXy9)in>{ah< zG>y+kS;t^12Jgnx3w5}}$H(WsdEi{SCKx2Ge>!S^%Y7L!KP?(eA!2 zcE1He*dFA4h8gfE&tP7FY(-kwYt-Ry+c5r`{^AAki;$*YD3Jq2fsX-q|VA;j-AZ+dD+`jUvju zpwomRt!A8S>(G zT_StMHF+p4`H~w{G2Hu~?wv1eoTPX~}wtN6g~g zfyWsJ!jb8nxuOlb>h`FscYm~qZ35?zDqSEfis=PZzDjhGDvBm8VCE1})tMQ1w^Lg} zX_MMZ>}X3Sd^^zyn@YTJ5dAqJ(pD__pYVF=Vg0azFY z(<-gwtf0#6!zzjD>gwzEJ^y3ZosF8TbtuJ3A~jo5jDi_JtO$1aOK5$6+MkNS1uhu` z&|m)jXM@b@wQJU_vuW5#F|E+gvA0yZr}K>jDv!gMQYuw1^GPpbBE*!i1eA+2-Q8{W z^*Qzav6_`2!h}|@E*P@w*%Jkb?|B(;gKItwZFqi3rblv$?CRCK z5i&hr4Ga!i4E1%eVm^tjLK)Rn_2;=+i?u)@*ddhx6qt3^

yNgP0<6ZwKq_ti^8o zt%w|NjjXom*EVw1Y-RbQ!duL;=7leI>wD(X z3fiR@z$>c1tC3ePX043OUTlapjk*9W59gJhoG|I}{_M*pwJZFW`HL90=_5}*%1lvJ zR6NT7%FKM-m#LTGlH8y3Y-D(F58ofv^LBE0-1-2H(TCAh3VdLAr0R{o#I23?t%tu^ zteUqI8%7XhmJef3tYP|2)Ne>%c&g;reW+D#GH#rmxyZ>N8xemeJFwZ^xqX}cnL~#T z`7nx3&)Te0(}x8Y_g-?KzyC&d;*s*gZq&;7B;uRefz~W9-d!jeq^^K&yBUEzcOO;R z^*M9qL6>BGI`1J-EF8wK${^M;L->qCf zf;+oq^g{he>G9~&#cL1l^zN^&sWGu^DGc>$0{n^F(2F8QxYNek!2wUeE&*zvJ$t6` z3Kc?pnIm}7^834P<+-9DcK+PH3)>+^I&qy`=0n>aNrM&(Y+{91ym_I8E{o*c(q8ug z5%00JeVlyd(W6H>rKP3ps@V){vo!7U(rst2Gj2p`$66v-h@W<#c}}$N`@YWy_*Hrm z@m2jc{Rr7_hXIy%VgIZG5!2O(HGFvLLiZD?75&-C&n166oWb4c6PdOVl2Yghv>aw0ECfdMfZ=}+4*nF^qB+^b^W9v%|17}SQiA36^-Uls zX*tETRXll9QIT2}kA?IR0g&J2`<9Z3J=+l)3sGFzVP~kfdw*$YxKEWgQ5q;JxM$A} z0$ebK8jA}1Fin+KE=swWh^fAdg7=bu;fuy<6%9Xn|Z{FOD z>E1l>bve-2o9yiDnzDl6?Sw#@%O8ae4G;VI`GtbeHOF54m~0c~*yLXmFmt7fnfpP` z_DeoKdpyerxUQe}kx~GN_36wO8a~h!`Rkyn~N!9+cfurc<5w_PU0K zgI@2!(y6^Vb?Ve(vm(JB6tq~=+6adIHjb8-G0B0?jA<7qIJ6t0)>40aQ_=?uN8BKV z;qLAZ{zV0h&TaeFvVE10)K~#0YNiY~%8eEvkJwcleUejDw1-kS9-t(C|Ms`nS8qdY zwi_3jmPPpq>cC-8K%k$z5nSI|8w?loCUYfgC|LK*J&%{bw@jV5$T=JuwiEX}%e3d< zczREG&;7%oGMeAteKDhb+dc{6NidarWP8i@-&}i01>=h=;=eARoj(5_LXCfaKc0|7 zL%&WvYq|e;j&5gWZYc>657*0O@iFI*ic0L?x;(A{X)?CZ$% z1<65qohJ3+!-uvl(N9Fyta+GcG>D_)ieDLi83IM&+=i;t7a=DKSb9e;X#5>@J>Q^Y{6)__pfElO|0aV_N zg=PNnaRkEFW?9fspuHl~UyzvPaoiJ+Q~mYCso8WT_UqV^RuH7WUK?hkIQjMRm_Uf- z*Xw`%SJt?-q(s0e5%6w6ZciM9=pqm5iX-+Q@)m;7I@qpeY+82$e=1+EU1_sv>KSf% zC#Mu~ql_c%tJKaTbM0X18yK|lO%V}on0Mr)<3x-7m!Ey?%WL28y2JSB&@E2(&)4_I zaW>3<5S`}U5GJoP4%(9ukOBd#^le)NFiWeM>L5P<^D;NrAI+6m!S{zW|AR~JkBpDz zt=3s+Gd=O?rqc<2KlrZ5Vzz(1CT%_WT_R)fn+(;mkp`)WxU2fc#xM-GInv6S8#@&S z8WBGbtqZ^giw75k1D3UrL<1tFZMN*M3vsBexi&97mzZ;84PglhRR}&P<%7lblY)*` zBsNj83(lk`XGP%k!N$f$i|VH*Ar3?g4Gk4XX_NFMA}+3ilD80nzc|ItLdNjVe=a^x zb@qs`l$7@J?UywS4Fgc|&LuUGijDP_pTg6fe?)>)AVvW-h+x-sRP8$ep*7XiuDXr% zAIi$gGDFde4Wwlroaj-A6|VySVk&^R6_?_%yMAWc9IE=r&yJ+qZ9_ z&AhW`FJaQ=n909M2!m&s?!?_BW&D(bSqOG1SA55>k8o5A#!vbZxIoJC0W?;SC)?;@ zrpYRtKry&dCr%y#8xS#;(S+*Pmq8l_DPraEjJUW}%)-ia=c643(-3>`y$`0(id4-3fR*SP5cTDKX%w) zdTRU^O_0a2U`)cTsxnBZ1!K3IdECZk&lAhf#YxutZK@tWUdLpC8_%)nSM%hc~UA@ zsGqm@U1YiBq$HxdZgxpyh14`NaNF_ zuUanPd>$pHpQKh$Pyp5B5|6lk_|>bkiRg9$!wSZ3-O-PanKJgRLOpJtxNOp9i~;dz zUS3|~$B(b8t=(f8kS3B;RFdU+<$Y2jKn;<;!ooS5V*5EM!0|D`VJ2_*+SaxbiOTWB z3Ex|MvDH(yx>a4V$jQ&w*3!BL4%F}3wfm@Nb4yARp35;`TS<-B*1i67#-fcHPd**@ z(u&a+hMvq+$JRKQ9}rEHt*CZPG1%6SumGoAmrcu;zo_X)>JngLRzfd-0RzHQv2E*C zU!>%(Qxu;rKv-HoHkk2uq-_*|xhV!C;q7ZbHg&1v%N|5Q7E&z0WPMv(G^LNSz?!vq z01+R|K3Fln2N3m=^_D8KlGSt#r(P4v1pQlw$ASn=mozgogO;N1DKUFZ*Jw9L2jLYf zwu7Qv#XB0)`*gyr9V|A58flc75h9xT@?l6&I-<^p$-G#T>LN+~%}$mN$LBsem8^ek z!cu&1wb0bWDo|JTrqo`R zVK4`Ov}4_>c#m)n@+KZGxRIMqr;b9S!iPi$R zO0G!0p!@bvy1T6IM4dzUMWXS3y^bv*poEv-JH$rQRr6x{B^^8KmcbsdzXTb}(b<_4 zZbG*N9?wOwKiEPJ5n#311RB9*hJwz{dGTT!0ArC%dm7mMp{>JieP1TY!Ubbq{xB4! zia25?v=JSoyW-f)5%Z2uSdOJvmu{ojhkYN8YfPOnqlDyrr0HeDv-mfKhldN1+Jn49 z35t;Yq7BEMij>aOkHso8Cqh0G_|fEBDYT-kwTf5xqrZMVOuF2kfBtFyIVAxUJ!*j! z2)lW&wDF)Gxd_j_FZl^F$#Y)4b0-?2a5KJ>NM~S~2LyFn%i;$hn?gpm_%`@zq19K& zc50}Bi=jv`wddrzj}BIWy0`%&MJUGm)*#mRUT{!q2v#H+4Yp?*&7VIX74CI-0*GFN zjCo^F0#2e?oBM(w7jiFH5V`*7$FC5kh;AkY6VDk1>2|%d6^F7VQu0=J@t8!X9&<{R zJUQU6v<1Yxdq?&LKhIJ?6q^`{)SR?ZHlPb50+Z&YBeFS$AWy36dp!+DV4f4FO?*=902_HkJCIKq` zP+Xec-Onqoe>G(5dE=8H<`drE35C?B2Fz;cKHRfx*tz@bU1SHPFx9{hsDLfMi;Qa_ zjSdW#0F$VOWLb!l?DB)Cq}NHO61hdS%9beMPBx6k@Xq}?ycp9+xFEDbT)$U8V}-!) z!}T$2nXoVuyg|vM{LSRu5Ec6XYoAq)?ecIAkRZnKpMhB5_EKUpcOO6g5SjV$u`gR?J6_HOmnYim5)lzW z>5kEq+!#<)YUECL6os_b+1smyS;5kjP*70d)^$^4K?L7pl7^a(eP>)^5>7our&+em z#lp;oI()tiWIH5J5c|5gXlF-9yk!u^E4&yr0J|nb9I8Wcb>YGVmaS>Tb%4hRFtTeF zTw;Y_I|(mcx&>CNP4|`jM5y*AMIVEH7(kbP#BS~Z_OQS`H4K+c{br0!clf;ZCrCM3 zNgJyhZp%2REL?x&Dk|Upcdg?&Gmk)|6thqB_xDF_rev^W`jjd0Wp3SHcbCK%?9INs zDE0E!lZDDkN)H_-hu5(&fKJw-H8(K0E48(?VHkLm6VaD7y{ohH$h`7V{bAe61n@-u zJkM0O*;@!Pi;44(zQi?ou*5SF(} zSE8)snm13V$-Vsr0-(}G0Wq-$JFCuJ5P?dI(Zeb!fRAumo7spq@DxCC!am#5bK{p{ zB-O@oZTj4;O@SAWbYR^ADs2?Jc$%4|kWE4Zh?irHjfhk+n~JZ{`LQ(HT%Gax-=4iXs6KRkfd5#Lw+R3&ip(fHw5 z=}Ibuz}#8nU0>}4quhmVITQg|U4R}5VAw&!_}dC(W53+yS*aHS&WF?oNZdKkKo>TF zRAgk^tYT*ykEu(rJ1|l2t44aCY;7Zvgb{&?3NAG*tWU<9Hw>(6O}G=BBMjTgF%ZJ^ zp(TsRUiGOmdau+XStkuF(30<8URZS>=SUT@bllCva=pfYjfYESGs;+&QhM4~u$5wo z=gyoF0@#A5M!dw)V__EG>4eqUs3GGoh+@Fu(_`7znW;P6zf%i)m;by&phmlMMPq@f6b8T}<+(y4 zjzO%KhosLfZ72+u`VCkyTo(Cz_j#L&tWX#K>I+vWfy*bavHX;@_03A~e)>?JuGyM) zIWmb32od$XddlQ1>N`cMFV^ZWo=ipcd0m9R+?V~2^@rjO_ zW!begH4G*$lBn*B**M0a{C7I%z?yQI$-WPa-7nz#DrC4c)DcpAUZ#AD;~%SAIt=A71fA_2oLdt?;h>@=D`A zU+mCu1Z8TDpy`BFSYR1u`CWesLH01#I(CpcypezzC65lNLVaN(qTQ5n__m985^@zs z(55jg$r1h-xajSh(=*`_y*Yd+@A_T1C1Ghfh*8wWodH!KdTJ>sD(Xq=(bvVz;B_X_ z4=XkSQ`-Wbx>QndEYE(JLim&;cN}bD^dIck|Lq2O5f9iXL>P>}5C^b4rp}tBt)byd ztI4YJNc(rbTtqo?s{?notI;iM$k#d4pIhGOFcvnCTSA`%K=Z{6h7q^|{-t1@{z7E; zks}XqA@D2*#y%SKX-Vcb$1f)A<^hkEhrLGjj=GI$X>z04$+i=|IVR*8I+s5*Wrd(X z!{RIXCd5T!#e`m#fiE631S^E-UcRo9!HxPB=WoKbkBh=d z{``|YP-xc(9|TvYFP^-`ur(q!iy}I~{&F8RZdMmDt)oMYas;BV=TIO=!VwS1Y8qeK z0gxJr?N44_z-uD?vC;eoTBfF{80!lv30iplq6!xAQwC7_!>g-eWKB%*ES_wVn?2DN(stHTfyG;J(+*HTlaUGQt2r--0cI%L7q#LIbS__4b{xe zBk%9Lp&mX8^CS14f8GVnM<6t%F~HgP=FLbHsFAQR-P~vw336Nea318dAcDfMB?7%_ zpmJwhA1puXAr56US%49kTb}u7F`I6dmqyhP@%r@+SfE=l2Bj250c)-~4WTM0 z6#}MaWfn}aCGhM}ScS_^%GeTW~_1L0RoctN>X8lqnPKVd+&8G~Ltf_cNRoFaAZSrNczs@Xw z`cxhRwhLfv0L1RwHd5yyP^>%g-I%U`LW}H!z#@LJY+YdL^33I#q84LeLMhVu$2WzK zpv*;>pbBm$A4S%o$^(lDfYIw>1dM_tB*Bwldhnp0M726PMYi01ndA{_fmCpZK{iaD ze3F8gg}}BJmH^zh7){S6Efy=3Te9S7%^+=bjt_siZFkfD@UzkgX-4@H@)oWn7Vz^? zOVKi+5p*Yr*@lG*kWUGGYd00s@Fj}dwtm=aRf73A=Cj-AR%i=LDI<~WM#!Vb;v09u z>N+|Kl0c+M>7IE`kJtou5H~$Jba^P|!B{X7i6}g>L4pai%p%M|Zg_!SI|m1UMzroD zMQWh2eSq08y(Z7|@&MB;wxziX2zZ+$Ost7Uuz)EoW|Jpn^ZFO{8|VhJ`HT%or)1X4 zz~u#h*%OWZh{`T|Vw)No1eqw49-SD%s*!gCis1&>Kr_A{VVLEpt>4m zS#UPL^Ga%X4R4%Z$ow9g)~R%NSd;q@a~>u|q}&BGpk`x}6m4X z2irF*pTKIV0-GOs)YoB%+sfj%u|T0lqoan%ZK7DPhHYWGB0U*qpFLQZZ|YLu;D3Ci zd<`adheUce3l(%M>W8K;=N5mU4gyd`)C({Gc`a{0@@EJ>OzbO>V?^^IG)Li&$hH8@ z;LFb^dB9$7>x5<-nqvPTUzZNu+~j!N8#beOqL$!u*Gw?i>}f488ahWpiBLNblUA%@ zG}>&M@LeBpU2a&x0Fom>ZaJZ~0!oXO-+&AHDZs<{fi$=e%f%L4kR;K&0*8>lLtx;K z#NAW9OXe?{)sBvi27x2FTfuK)4j($quFrxz{s8Wv7d7!Pud$)r zW9wQ)n98$Uj$rRl#3?we@#EWP61l;Xy*{u;7!!uVLW)~^$Bw^YB@>IOn&#_?dJlB4 zl;x4e9csF$w5H`fx*#DZSCyvEMAO*q+qtFbM>v)J0op30=V&lW*TzzEK*3Gqp4OLV zDkK=Xh@bjZrNyQ-I?R#gx7=x(+o9jONZ#={3AO9jf2fJ4+8XpM_{9L^z_)Gi32N`$ zc@YeU@71e8SYu3eU`PCld(on3fCa=0-BC7Vp~cGKVIkyhI(R&?y6G8(pNXfReFCns zWs;HmZPpehVG+fP^QgVx?TxkBiBweld}Rg6>r6!*MXQF<M!JcuCDX&zvB8sQ!@uQqaoV(LK8&`{ zsig( znZgbhBk#s**RBaN0danFB7g%Tix&sZF%o4kUYZQT%%GWSe-t2~bz|@(r4I4|lKf zPftsO8i^+`-pe`bEn~%sH>eJ!7gRUg*eQsfKxL87k>2%-EXufE99Yu?g3<4QBiIpe zY(#QXfFeNxJKFPdc2*XX<@Dp*(GnsKMZ82bBZYv*kgk29-~olJTV7kRQb)0_x&AMY z8WiQ^bRrQA!lqqF>%hF7nc)1gLgUr@$t@((rT4#j*Gn$5Ex z@p>bqR!UbO-gzplz_sh8J0$?F-UAmXEF`ppMLQRxKwS}_9Uf^?Hs!tve+4|3)Z%hS z&fTyvKk$jej)R=c{f^9oyRG~B``H=CS7a$u2In`!gXxftO7wkVma87@b zWX3hwD;^D}%))K6WHoAxWFuJ0kwO#o8@Aqe>%q@;F zkg+&74G1)1gS2!`Rh1F6b2u6555``AFHM<+M>v3J`zOe_3#ahy9xe)wc+YN})G)k2W3>L@(z#v{HQQ>$;lH<4ym(zvxMZX_tSr~U;jrP zCI53DN_a8(C@8gW*r0=AknF5FI@bf7ze#%yYXg!KPXQh{Qa$tn0yr?6$inSxjPYR` zTkPUcGb6(UiB2df(C-#W!V3iH0xZy;cQWl+BRO((Au;+YyS46#|ns;8hiZJosj zF&TZLAUJ$we=`Y^`bo#OK$TU4Dt%4DC*Y%wSxfq8-1;$RkB8C<>e)owBY12GJ<5{zjRT)ij*-@)9CP8} zH1>f3t!D%j+0Wzm4tt9VJ>V_UFTrvViGm=6njmr#{|R~A^ZFmEOlASV27_$fhrGL} zeu2HP2%b6e283hi*Qc_10HLwMf<0WB^t-k=Rz>FJS zr?D`hCOnq*c(-a|g4b35P2aQL}LTWOCWrO;BNOXmhh317i zNEg7-PD(PsJz9{MEI?K-*+W~ttdf*W&{%!u%o&{{a`2vma*qbyFvu4e7kbUt_dxq> zwH!9NySi+A*Ypq9Zru{a9&|ppTkQ8>g7Yo(3mGcWHY!2i*W2v-Dt98myP9{@WKl^> zMjU5PgxA(OAZcU}d#&$|9jI#UFaIGGjIG%_^X~I|V>YXBTcE(Vql*_UGN?NNwn;0F<4ii`U) zMILqzS?zWV+^a&z5a8wU@B=6fruMbz(Fl~@wE$qg-I+44fOsUDatlK^J)dTxcW>ui z8`{Y73JO2>NYf|uKCnU{$V1NHm3Hf>QDBZbAAg^ppRdmtg00@GTh4XhF;(igKI-Z$ zy?tzWxa;TP5*iyp5tdTRIe?;}Vz)WxQBKdln8aW(fd684jGjt_S!eHZeY(v!;a}t2 zgyvX(21s`mppdmsMp4LO`Q2ogk%77w-q9R1$}EP%6OMW_OF8tA8KVCUUKOGZ*I(eL zt33#FX}`**@}ACM^R{RuBYO}2rjAPT-T!f zF~|w!8_dUs1^=x62;)f>`hZFv=&mJ#1Vl*6=*S?shKbw*5d?P&sl3o9;8LGS!W7D{ z5|9{CbTR~#g@-S=e_xLyi#(b2Ik5GUM-*g;d4Fd;EO4rKYtgoQ^ltmCMH@qqqH+Mv zP@|AUEx;t_Jr>`(gL(6MKq;I&d2)R!Ik3lGL5xjXPWVCoqTmNjVx>BtZwQzX-hs`6 zf{I{tsOc_Q)J!g(d{4l&4WTb(c(_Ys94_`gV=_o)1viVN0 zT$Rr@hEh#JPSi#0NqIUh4kkp{-~|krxkyG2yq9l}r1nc3jzaqx3L)s2?U<-~ny%=HsB*ecFfK-4?cGBLVhp zJ*~vzZvw3GWniI-$jGF=?x22`fhwQVC;}UneE|<^6fz1=g&!y#G&xWT|1fpo?}thf z=bAjKk?H12Y#GpFgXv$fTJN>gcKC)Mr7&4FH8mHyB@VZsrBU)Zn`UBv)N(RhfSbT- zvuGoOwG`o;gksR~1fsCu>A)PwK-9TTX4-}kgb6lHeR)w7W;_z?Br;?X zf;xqMQd3r~dVg8_pSqVkuM%|R0QwNAC;DTW<0HgliZS4<$S|ZZa0UKrY+AZ5JfVV2 zaCm+JIIM)u_DGz$`1f!L{mJ<}bJe`*PUuabJMwqh38PQB1)FhYzl(dk^B9_8|MdUX zATAQhR#DEHWWuzw-&!A1lHL=`m2gzzd=gFcBNSukkMOa5(K=VW(#PV|)0@ypB&@93 zm$gCF6E0lu)O{G(6?l{AXOw;FE-q<^dtnfmAliLgVnTxyC;kf_v;h=qp}vbPxB6dk zHBFpOAJ=*{Cz$@tvE$}u*A#{s+AJDsf*6Fw0j1THlrF%fv_JMcy(K8`CxF?I2JnMJ z6Lz!K89(({mObqw2>*RWN%W?t3x2xc)FMFeY)4BgSS)p{Y?3!n^Yb>_e0{$Z$SDdt zm6o5k&6!_j8=vcJM0@iWh)6)s1J{5X4i&h$YTqfro!5;mW#AKK=!(r$Vgb6t6-TCG z7;LpVbEHrSPmCexSK6Vt(0`Tg`2gUZFmo$K|MNg@G|FytC ziSx;71%8eB#Xr3z4)e08FB~rvD`+kwD;HAqHIRK6h#tcCY^4w<(g?3zTa>W{Wg~~j zqVH^3o#W|UTZmAkY0&X1uz3hUsH?23WQAP3c+n&~6j4$=!k<_6ShYu1FU-TBi0Fi* z()rTIT*q9u58mFiX$2D3l93WQduqib1AQSMjRW=lRrfkKKl$1CP<@Q8Oan>!Fz8Sr zmM!(A4+CIR<2qP}-o0%-ysCHz+_Z;OEa*n{}} zS|+}55*$W`XN8aforT9QjWG~lBF2iZ5d_i6Dh8HYsKDm)ewUz4z?s`{M${fdL&Lkh zb62R4y&IMVZ6FXbmv_a(nW)4fIqtC0y)$S2cpD(Q7vUOi+3Re>IY4gsKOlDl1OSwH zRJX&_1p~Ay)lWb?#JOVhTyd6@=c~WQv~^M$p$H-x-iI%T&QZZ39}qo2Wd*v5k161@ z*(Np2tPQYgOGH>eA?b{CI13sMQK*qP58ND1@}FXG{OhFoYYz&oTSp!Y+Q4)a6$Hd7 za|OeJqwJH|g{F}6FVml?*Brp`x0CyR%9U^NtC`# z=n1=sLJEopG4mkTo}j0Ek=8a|rOyidM-Dl3ea-WUqoucXxmY zUb9&2Ztq0UtD*pbAUhyOQauhs8=a1UUJl_kYYHd+`40pvRXiCt4{bMzSSTmny8W;4 z+ET{9zdVRb$D~_uSKwv?);hPL6E@arES#MX_2+U$AprpexGUqePyBwf{8FyTR&YpV5#0EDg7Gh;Dm6vW3MEUW7k(7ObfJYJ_+pce&T zULjC_F zMqc~h#7L>x(rQj@j=QyCk@WGGl}mm1a;n-TCw=dj_+dAX&Be?~yXTCIu$OGvRMpvr z=Sc7esw!}pZMk9JnwmHq>@yJqSTU`lLQLQ+Fqx$& zglvJDmJR=)<`naSd!B8l{sC7?@+aebe>OicS-@26=6l2iKL)UI((CI;^=z~MQ7(bs z&##6Ir(F(QM~4a_Wo>PPMyUpiI~f*0uZ4qhZP*VA$BzMBEA)Ma8tg|@ha+9miGdaW ztU+`G;!wt*P164-2TAt5_D#cmCZkB~Dc+;ngma<_00-%G9F%Or2#7dS5xg54Ze9 z_vo>3iyOO)?A6Abu)zxv&K=&mL9R?Ak@583>?e^rHN=kat+89VChrpT*(tauVvxNx za#uJvH~ zWA91uyAZK=K#$b~W?T9EQ8Jy(X^{G%a$gWD3HBUxb>X9YI~-rPlf{sf6-qX>O zCWFyNnTD%Zul^6K9@)r1J%S>KR-t_`o z=#ryIgJia~=4P)m={ahInaHA!a{yQwvbFSqMZGqBg3CmZ6POx?324=0xaz$U-|2@PKbxt3=TzPF=ganD{A zu*XE{4Nw1P)DV>Ji9|!Qfz+R9xq^vsGgkA7-d5e=HY@icupelqRBGKD*TF96f`;NX z-F~1ivjwu(K=tWaO0us2YFNG?u#W^HbudLrI`83pjkq#?7=CZx=A&g&96wI#l=MMa z0$C1|?KQtYzT~Cs*;lemWXaE#MBm1InR-`CzxJ;q#O^i0s12(A&MOr1@S{E~W#>~3 z`NZ6I>fXcXgGjii<_t^(*K;lkQf48{&G*T=0f@m0f%Q;l)1lwetEvh)kb<^G&E|ZL z_WsXk>Jnh$h5(d)p5Ygo zPWc<*crf>&+QoFD0iBlg^K9azDfP0MUJwOwhKVmuA%r?YDC|&v0OTbf0AERmZ~Bm3 z%VpS`FG-l&WY%+(Gjyz+`(Q;Coo_GF`jCpcR2R_m_sTpegJ$@fX9-+8(jH0U+^sb_(_88Xud;Aylp|!E2APmJ)+pN=iz2Kx!o%0DF*4Vn;3AIxK`gw=}wdet#&Etb9*zeHJe<$*Qc z@)T+1r4|1rxuAARC<}m<0Wpxusfs67rPQDUvupVVwvR#H>|ZYmMNoOu2+H#&I%^Fc zFzP78F|2|D0`S-!q*J@d_C$ndSq7q+6HeFb!3A?*3?!WrRtYqsq^|K|=Qoj!&h>Oc z0Efq@HI|@hJp>f8gir;3ty~&i61rGNhL5U1fs&mCenC;p51na-N)2}I5S(n~r^`-Z z)svB~*h4lFR>(D3fPGp9butJxevI398e<#=jW6xxzZ4eTIDvu+eZ5BqFHtKhWI3F# zDvA)c(}bNzx9`5z&tBF+aY~v?HbH#Ddb1kX1m2Fi$H-L++92j-#;*)wh|cSV-k&K1 zFuVY536>iL=@E}HO#R00??U8k=h=qJX#1eGM7$yd^W>&3IyRO%=y0A3RP<7lL1O2B zyKAI38$acsPBD}z@6luBTx8AOH>TPj*!Sp>Yk^=3K(B*XDe&QXEA2$|rs%iE!xkVQ zAOKez_HJ`esZnM`>Bm%uSVX1!AbAm=cLSgbCAR-Zlhx&Oo}M@I+0ZWT=-8Txdw`27 zixk4o0MY51 z`$lK@-T( z8kHC|dJdeM{xgu$Y;hQKbJtASs?4VEA@G_W&mfDLzl6~TI_jx;^>4msFoezb{7WqZ z@ir$b^!Z4V+B>c%?aIu-XB?&{rR}?LK$1!O?A+*6VJUq-=6raLrW|B6=X1tVrgz3x zhLYA@x6}^Ew8E&Fu@$vZqOt=ndHFI&2jyVB>pGjCjz$fPHOY#eA0It@$Y3HGY6AN( zny@hTz#gCp%9~jTwpc7+EgFMxm?-+D4~=f2Cri2@*_AqVsf?!HpoH`Gler>4u8EGy z9)-b=*O3VG}u838f&&in$1k~Uv4HpXfWWl`MLl7mKMzG?gLa=pKeUh*RJ%-2I zD;r+jyzHqL&i-3jrHjVIu=m$NsP15)9n<>7>aiue-)juHs-;cEc?ooECv20Nv4#f7 zc^cRk7_aN8 z;2@+1V~St^$aF+J2(tB;*n2HEs`K_(5(uW02%ZZ|H0m`S^VyvcPyb9Rlkq4#To`g5fd$9lcAL!2ff1V?6*yM7 zsMHdNJW>ej&_?hOcrV2i_u zL4=js{%t^0J=G0Db)GLtPtAj%I;gwqFp zQl7DBP-f&QG<(4%MLPDM+826o9$gcGP86uxU;F5cd5Y{f-08A6J5Vca{g<4^Hqg>L zsSSeu=Kyp%0*k~zIz|>}{@Y*v_nS4UPn3tjPLU2R0A)cfOK;ooK03toZU%{g)b|WJ zoQ}OnoXJ*G)y8+SXI{uC*YxCfYzA@%;O{W-Tt<)Fp)wXfu`;470x|AJWIj5Z%@9=U zy=G5K&=6(3YePRWN9lZXvdQKkF5Vo*8K>*er$n(I9+UO|KCWsbzHi3wL+*q9GX^uE zeg)ds6?E89Gxc7HRWyiC?UrV;gKKA)KF?&Ft#}CkLji+QS(28?56!)dJ!GFI|9k*< zJisah3E0|7W#6G~7Jy#sZ#I{DZ27O7753-c3eI^L%x9_WH^^@OIPd6ic!AEpo zMt&4*)Jv#m%b$4tFEokvA{vH9ZJN>FKdB zksEkicL^UvWO`8eb+^%5v0>s}ySlo1(1rN*l2oM{>SR*9KCV)y&&o4@-8!B0bM1ta zQ#19nW1rv%yl}Yg)j)4(zPr?_nO<*RqNYM@oNvR5^JiJ_@u+Cx&A0 z9)|a50FG^-S_YF!T>J`)EEEkJWzzrg5JIJ#&&R{1wS-ATiieWN&(c4i{)>nS&TJ&!F=X1~ezRZ7o^1nQ8Dcl$T6NnfT zA!K00(gByI4T-lKr+ne83D>O4UY9OuLhhuqL#X8k8H%LN8OzzgujQAU$k))hO%nDV zJuJ==^u|iTxup!V_)R(Y3>-KRfz|<@`D-Dx0hn3fph36;)o@j`C&q$BH3N7{%w#Xs zxbgou+Qf`9^g&Mgo;$bwZZAp15cD6TnERsfC}o@WJ8@G~zn*$Mg!17uGl}j)4+{$-?GI zKs;j7iPfY}@BJU_y$4j4XP5U)nl+Y~*s;Zf1q(J*Y@o(+KqDe3f&z*}1rY_YAtf3$ ziuFiQv7iD{MWcWXu^|yb6hW|o4HU3M0Si*z-#%c>lbLyD-g#%fZ_Qf6nw4i%;GA>c z_jO%+|Jx?ib>sJH2(73_X1JgW7UwJ~HZl=rd6@h`VNNoh*gMVe=zMRh#wwvDW9CN6 ztJpNCNze+-5D5U!eixR!Ob>v`m#wh}PH3WZR6&$PN>w5hBipmEF#x89R@hVciuy~$a z^_~9ih0?|`jYLALj2^msmG%+^eP8nck?Ggb;#nCONXy%-?9Bak=g^I1chnrHkq=US z_#mLKkxGgXoIT_B43QZrH-$iq_N=&aRo$6+J^x6MeM!S9#jbdXg&Poxhbttp%#vE8 zM3&KIv1pwYzRQm?|03kd%WY09TgB@!MCB_ z^%E?9asBv)&)FR24Lh^5tG}{Uc&(5nC`cj2J3Cf<8ahhJn@{ZhH$$>U=pQw#s^*U| z_EX->ImMQw5TPjbh-^>jdo6>i7@(j~QV1Qc7Q@(R)u5gYX9L5jf^bueRiTApK8CiE zpsa;kD~bP81))~E(`AIbr^9VO(yy~Yu%z=rC{jP>2{LvmwGjQ0Urr=y`%g69elGd; zJKr{GB6cpRJF^eZh&`eHfQP?doU48;O$W&_2Pnr{4*`JCW@&*Y%Jcx_5zJ?4lz8cq zv<&&Z{{!;l1aDbaUVUm%T;l>#3mYgbXf^8xF6l12z&cEKOU<)H~j~Y{!<=h1)W`pBPVc50!>BYi*8VqU#!l4v#)9v z)&BHxeLnx{e9?Wzbx0c6HsOyx^|=Ms)h?1z>TO;9d3-i}KBH?Y<^h5WB=PFK^4#Ao zBy~SpNJ9Q%AxWIk=={uan9Bh3Bn5@|wosOJDAk+0pnbrf} z0S=LN0g0ceP4f|Ola%(EbQ>wT0~ioPaODvR^PO)*(z;^V^5xCk+L8o9%i`bMBN4YNl#*7Xz&86=CrHVkPLSAYk+=HSb@_}Z<}jV6Qj&1~k%jvdx#jp>hng4X z<<%@47Cy=4k$9%(q%JN8ThR5aT!9xFKQ0kJVAHA~;Jl}t-1%?*Rk4ElHy*F`hWIO> zWR!_fbS+^3Pg1hYoVj1BIbbwNg97jpU)Hj5l$jC|Mbo-^%^DHWNVo*lx6A~qfh%9` zM_pdeP4OLNn2n=d@1*S3)wkED_IGunp)_a9gp}LA*?ALlBN9U@gD@=3u+?6bFRLmi zAm|!(NzCH=_U!{S7G@o2J>=J4>x|#tYd9Up(F?wRUJVVuiS17t(zln8$->aEf6y+d zzssPdZM7su{inan1gdM4|1tkW%S%3RR>{Sr)n_J@eC?w!yYeov?Sr$Q^-8L_B!T5M zc7^{jpQ%Q)qkg~tI%{e=hzu@?>0*}(K?KC%@jHGw;_254gMaMUv6)GiIEF!SB)|5)7gGhA?D|_=iLLxY2Km}bU&}1lEy92zFluW2M-+%wl^T*ya zmt$OG@}EcQ@slSDh1{ba50czC@#H&H*E_p5H5Dt;Fl{-Ns8%gbj}TfY2kUHg6p9a=Q5 zXV*Dh@>Rx7M-_rF=cBai{QiAJ z``>2${H*Tf^2)%zT0g1A`6)-_m#!G{y7AQ$Pjb@QG<3eY;>FO~2CKep+B6uqnvC$# zN@n=kA%p~mD%opRuKe8Po=8EJvMMPw9eTb58`!hFuq#PDbMRcmR41-xH>=j=cuhxP zdQ_sstx+?p1Q8NXn~H3=>ERp0<^hPuRLcvp8-Dx=J!E!40avyV0IpOaRt%AGG91Nh z3c{Zb=bJETx3#;Sxjm9tlz@`|bBkm_Npr*08>LP|=??Yh-J zbTRCZx@Ff0j9o!uu*9x%Vq))|-7_sYS*76V^0{@B9AzH5b!{_Z$A;0i)7KjJ z%xSN#BePc{>XRu&@X*Wie5a(ieWNY~;~z8_AhVPr)0Ue&&9&TCIV&2AK zYi=9pJ2Xyz@pO7t2OkE{Ww_SKd-(BHu#JY`A1xwgrxoGk?5##^Zm8qS2yX7Nrz1)P zJ~nUkNM`jd35_0G-3+#hWVV6ibV@;td^`tLz4wIIYwY=Yv-nkhi4S?PV}qZZdkngLF1Qa~Mee_~t?3fPteKM0j? z#i0nY8}RIpwHg3?9#)9Ag7$*TNDuYqNfrRmAry})Hn>rlKeFu zL1Ia|RwKL(KIbY`+Xzj=Uc)9iJUG9)5Z!pqk}sZgkY*uVAyM1;j{_BgV@R$N$$PFM zqeoX7u{%J0dB)1ThSY@qTJ?IYW58!;xT=^et4X~0G2W$Mp4cV1x;J?EL|G7UN&SSx ztkxPGb&a|}IpA&dSXy$0_$Vk7RsGmAO&rJB0gOZhcTs=fPLv|N|E86a6c>DZH0TMa zj35M5YUnHsoCN|kST$nhwR%zlFLG&VLVK)CN4qJ`W*W&Z_~uOmfUpf!6wc;uKdU!$ z^(ScBe)yc#TzaL9u%j^4QmSRD-j^w(OG!;SN96l13xA4>37*U@Ymy%*4k!Bp9 zQ}9oO*>XsCRZ2v2qD*1v222W%7(3`MA?Mkx>Ym?wne<6knuN5%c^9G|kA0_bqHmWF zc=CRqqL2tKeETw2M_G@Yzhx=v4=4ZeiW%ED=X*{RdiM;vf0=6uv~9R))23#d2@T1j z8_-hH#4HReqqbD0qgHTiuEvkmzr$Fms8baY8aftQ%?w6Hpnf3B-xCvq@AhZkRRy8B zDeAIulxaPQ5|KWfC>A&l0 z1P+(Ep}Ne`Wo_chF(yk2x%BzP|N0@l`d7J~fr|%bx>nz}>=9^ZWa^t?%npn>#M??> z14TzSY|=7LSJEe0n-c0DTUWgZ?7yilHVjq?HpC7r_@%n#Csi5n)PGqy*c)jA?cr*q zQwM_aRmlItaVT{RHnY5c5t?JsE$|_+!3$Hlpa5*&%@BV z|Hh#cpvFlIHrh5iZ+S5>u|V?HOaow|waHoqO%>lZXpa;wG6WHMW5ySahS&tysMnir zC&rVg9zS?6F~2t)AfT`~<1syV8#0?Lm&Df?r^BZj*iJ946K-+X;H%$ue=)yu|Faig zo7Q*#I(Br;d9dDh8datDmk)XfqeGb|a%f590%VN>jp(yEm(E`9`OBBl{C&WHBf0Tz zaoitW=nf-JY-i-1$uOEFUl5KhLsNQP-1zTsc#76gHLJH?mwR_l=Ri;bozrkc zrmCMG4PRL{uo#A_Vfc?tN`akKLBu;{*{gNbHuawkHy_0;W0is_;e9rfkIMkTHBc;3 z7Are3^k?RKq*R&R1CJb9{-s$D^T5wHwki8Y#b5|4;3|jW<}JF z$W%G~w8>FFomGxgg>1j?iPn>OVXm5Lme;i1$Av1PQ7HCzcv>49w^s`3e_|d?BRtl> zTY0Kazf!euRhHA_t$(|pg$N1qn_gt|i&@E$N+6 ztE?rBPOa81#uKNny>@@v3FlEVfz-^y;T9FNVTKHuk=#p}{*1x=3TdVI7(|LLENrpb z?G@O63%8MN#ZU$P?{s9?zi537QrFRuFIu!HDn^c4uRE(pPOrV-ltj)`8@lEtH=PdJ zYFfc`EG;F&9b($Fs(z;VuW_d)znJ~=8>s$XgJoQRkz9O*$btqfeE7?W6%_pvB~Fc? zyYS(~ll4BqwOv*Zt>bj$zvRlRU)}5V7WODE*)eELle{>;>9k8f+;fPI4`JTW9O9U6 z$_&nLI`q+KoHq~vn1|Re}#VCw(@uH>!Sk5` zQz)~+I4TPV{h;oZv(wrNF*D`RwCm_l|COJL z2n!4}kR%s{FwB^f@=ppX{>v{i!XiUdJX1QT8_USEYDt4veEZ?%<4McSfblKywk{t* zP>NGn8TJDs6;7)ucdA(s?VqcqLTC%vbFa_FHJei`KTRx4p_ zbl5y@s7*o?7tM;s=dp~VVz#Rnp>I;n>n;c{(wM)b=AdZgUCQAvAtEXD(wb^&&O1^L z^X9y0!8NCc{ipOc3|x_D=%>&N4c*jn_{dQ;hd$6!OtF7@-tr!Chb|m;(A7)Ww*Aq* z7k@Z4lU>;Iz~+7Zucg^Il)7&kv+|Gr#?z*CS319)Ym&4zaGyj(DGHh=yc^YK%*r+E z|8nk(YCg#~z|ynx=1{$qS2hkzmEsrGplE%wE!_7$;+XAJgMe*HEW=)*R0$UMWDusI zMCTim4%%gYkvXc}pNG3H@K;o1T&l5~y|YK>-bo|xRl{nP1!(x-VlrwIbq83GE*KhJm=3~aMaUvV3Jl>wl-SIYPOOVWR z6sZDghzzv9C+n$aO4)o>El+#4deZdT*BYnn)HR}BybfTIK>#Z(+63-$CWLtgii{o% zgFQ4-4Gx%pd~$4hwc2>;WW)U(NG;8jdoKmB)Hjl=D6B++)!$@_*!yg1=7 z5(yPDeOmmY$7OFKd+NJczOl5dbXQmQ`Dm&#hH(3?87PopG8GHV(zQ)J8(+vg`6G(k z=py6!-9#WF(?)>!5g8$XQSuseP)%dw7d~1eI!nn#mxLV9*T?to8yD!brJe*;h>%cS zHaW&X2xcl&BVeNWJTTOj5ULTLGWo+*^y--tt&@U9;!E}b#nt4jeSv$zqTOT9L|i#x zO2+8NB9n#)+@?>Od!%xOHA!7+IV7ePZDd#UG9tSI_S41W0B10z{4GWpv-H7P`BQ+~3V?CL1fsrM4R3ecx#z-XOCs1_(`KDRy&Y8$4n>^QS(V%`m;iR5l>EyKBO4 zzjS(=pi{b)7`PWFp0t(BdDxUmAmBt%&vJDm@j@4nTHIqXL(?CuY;8MZ$#? zPVg+-CIMaSU_Z#QPGm{srn+A49R)00(E4&pO7~YkJWU{0C*lr>xCx(Q8w1Pz`TmQA zZ%_|skxSD}DUpM;qFPGl1q-ebQXI)7SCKE4G15j%Ru%aJ5{{JJMf4@&XDuaEu?ieF z(@~aA;P1$KLdcmXbtT3FOZ? zW7f65L;rf7yuZwY6WSqhU>@lhK6$h{WY)ald6kfgRqvAYMVSI|FdR#@tPn&Lk~1su z=JrR4Cub=#?QdFos?HytXZ*9GJ~S~udg6mHk^F86#%1``L=byd{wS`B$(}vwDw)+J zIRj|N1#Lty7<&Bp@w;h(;q&98A^jw!i|z&hTu^7xN?=yom+}TBavYzRMIHh(B=eyp zm0T2OtIpY2{W$UD`;r_+Sx7ww-}!rHrWv%zHG*a4l(ubbw(f{_#f2s$!^^=bF@4+^ zNtrKwerE~@aQCAdbt`gi3+5zuU1wdfe?ob%>E5BN6*0H3I@g|AvlU3w^Q;b%ac#Cf zdPqouWk}uo=pv(0z&$;5>V>G($OscFk08pri^n^d&OXuNM%$KVc4bv5FbK1MY?x!u z6ckAT4oXglIt`~IITtD}t7%>fS=e^ZkC!|l*i4@9Fp33XuMiCa-|X|ZTCSw7va@pH zny%llK_-{cEXl`^FmnbEi=9Vrna%A}?{z%idn;rM>fUt9_!maMPg{TDJD0HaW=ndS z?RNO^?wyZe!<=M>PNQ{E1#vxjb4$$5G}HKSzV$B}g~5Yg93RQ7$LrwL;#3qTXS2nYN4vGWP>4PYjrT#Sb4Sv&-^Nqmrb_wNUyD3MHP znfxtt*gUH|iih4FF?{&XlJx_0CkGV^M$)Bt*u<7Wz{|nAkLQq-D~TDf57ObIuGK1x zo_;EXSj4kKmbork1a%wN)9Q36V57t~G6h(uSNkEC!b=(%iGLBf^tJLQ0nAoJUuh5Q zCbATg|E5K)n=p!WNOt>4xL(2zAHKHhbb{}J0|#WpE$2ZIOWK0?U;K4;uU3E{>FU1+ z@tkm5kqpmBrT$D3cmuFviZs(DYz58jW~a0dQ!j@5u##mlwk{HZ1PcbI!t#Q zkC4Y~UGZsVK*(6$_isZgE-?Ei3em0%I4;YK_6UYfEY3;g>6Ib%>|9`XhKW`;wj1^K z|Lv=MlbA<02h{RjzrL_n6OFiUA+e2}^)7<)@AgGirE&QPn)DYCZ_3KY^l zfvaUA+Gj_J#vdcvV|MNvvNPj?ZRP#GUDdm_dU^v%r(r1fR5bY{vQMH|kl=lHxKX>< zM)m5YLu~EGZaEoo5Gq|WPGk}=gK#RFBGlxp*M9Y-4Ro+r@FX1EPcgLoj|(DAHY_iJ z90`9{RdP_jfLHawNeJJF_AMN{)%5t~W}am?_9~Pz%ay;sG9*a`{Be|63e73>9%_Mz zDbYJ~>sX*pMm86<{-Ac{`!r9XpO+V>4uJm)gQ^ktF6WrvqT;$&UgsEY+_*85+FVWw z8Q=+vuV4Phsu#x}HB_cUAIb0t$l|BC)Ux*W`%*dcOO6sNY@%!c^r3FAOZ z&{s+tw+LyCjBapCCCW#co*ryey4kb*z{&|HmXCAK$k1WjnN@gN4kiddWwnh;Ibhou zyZE0!5Wr@n!h|!+)jB$od`1aplg#u*6=kj@AQj1V;o+3&Jr&s8j$L*w+D4Gf)$&>k zAWf5pTs3_wVZ#<94tD3y>1gm2_sR!DWE;1RY~#O^;$aM#{wL+rN%t$6xG5>7gthUV zA#N|@r*LLYnl)?II^RjidmTJl_kxE+6lW}8YTv#x%#^Ebm^P$%0|2yEh11J?nIBh{ zyX)o6b~nnSJN5RT+0(9mO0fOfuCHFuH*sucI`-0--)^)<=s|YijU0fZm6s5zOdXPs z>Ajy}A1byulP6~=WP1}3(&h3yKCfT+=Jo6Q81@-GYSh%}OeJwBDK747*k>4%tD8j+ zCSvnIP@lBvTalI>P}s6_2hTi{Ni()VwSmI6>qHMK!~=|?o2cRvr2k1J8raX`p#3Ji ze0ON*p~y2!BdC5_PoFl8_en+4-E6PF|Lm_B25;Es46KITo`c%lho34_xB|m$v5$w@ z3R{0bae#91$l=3>P2@!GDucZ!*|BgR67Q<6_E-c`lZG?Co%{<6Q9OJgHwi9mC`in2V*r?h- zd93U2NyZTuhP!8`eTbAnQ-@u%d*qv>1aCKL5Ss38G1y<*yWr)I%RD#T9EkAe`h^Pz z?!G*rakhzi!(r{qpbBP&ljRXyD4rOWhEhBJ^qf)D$TB4{%sIfs{|V)BuY?}ORD700 ze&X=TyxnCGc3P9v#1#>2MMWrbcxJk}9C(J6_cDbDWk2l5v85?e-Xa#)0Yh%Sb=8U!p_cb7mN*3bM(eiY?X`87MTlz( zZ>s?R+Sr}A8cJ;mkKhFB(e@F}6iEh7Ppzmm9uS$6xHXIZ&Y%o!+n$NjlACQex;2@# zDl<4a+{G-yp%78DMdR-1>{X2o;@?nJ6){u0w~iK`bqAMwV&BJEC-;My55Hwsq5?~2 zNRxnOxHT+yZGb8{GkWGdRPjLp-};eVWRjd`MUk~MJ9sJ$ zd(<|W)H^r%J5SolOv()Jq<)MPP2g;jL$UakeinN8K5wTT=j7D7TxeH2;`@I6j-?d6 z1^+-1b&_>1JsN%K!HnMSWhGsU?}oUYVH4~A;{t`K*CYo(gb;LbbD2-C+sfAULsGOy zX+)o@6-0wYFqlQ&bxL;8dBR|VsqE&`E-^$xg~QSQP~RTwiWz^kBVp;0)z(#IS;CfgfG%`>byGfxxuKVayxF~x08Sq zvZg5Ztkw;>VY!-$KW^Z5cY42!1W!+?`DMo?9$#WqJocy1VyNt&)xF9_VPvv8z@c`n zT7FaG&?`u%=ydwk8VMrcoWh!yqTxG&;|70l0rDknnjEb25FNB9|kYld<+uhQvNptz`{wi^q12y~X*)xCBdm)!iJ!j7Ul|2ca zj`y>8&mklaspgYh^LBQbD<>$dcJ#@w(|X=5Q-l|6)Hj+R74ftnle0s7&D#`sz_RWn zcybX~$Ex|mezot{s$2OjD8zMdcwhz*>MV^q8H67H#%rPHAA9nI=kOUb_DKZB ztBu=a!k?-iavC|&36|B?of=kG`_gG>Z90~jq}orc~@E%*#?<~iPdG@V{Z+1i+jqh~7K3y~=vL|{-~@)OUWA5nb9 zHP+){%piKy$$5JbtY^5s(?U0U?zAQ|de=%Rl0`x=MW3(RRjfu&*~_VRh-Dm+DmAh3 zg>hHb=bT(L#}2DPA;X^$GhSK5SSi-Fl}wPK=uB~Hc2g_gB+s^|*{N3P)51IL$k8kZ zYD&3$4pj8`p$nfc2>5<@oxq&>_3HJ}zy8y5?`tKwG%J4Qe&-(xZpt$-c0j9*=>85} zALv;cVZ9^T9Vw`H(zFDR>6mb15(iC6p&sn%GGUEi%gfv+1%wZKHD|pi+B7UnI}>f8 zkPV-inYVK%KF7|ZmLPG2uXHHzd~4Y6cK)LQ_(yG1-M-Y#|l~VJqDOiO@~XtAq%Co^6~ed(lN`C zjq@jl_VEqMlP8+|X!j^wnG&3wG%b9wZqNzS@mQ(TJ8mAbUz(>~nwouo8aI9ISNHpm zUfKAp;{%2*`!6a^J;w$WkgMqDTeXW`IVd1ti{@n;d)H?bTgn1$wJC-8-gKDu#zp6}Q~c+I-ds@Zg+66eVdCv$Bwo4Hsnl`>e-$kE)X!Hu&Y=r!}*Z+N^witVppSMI`~ z)=M)Z=U4TDS2CjrPdo{cVyL1ILMj6T9y3Fn zy+9n$d3zX~6!^pUs0b47KDu}Bo>rLY>+q87Yin(kcoZsrN`UB64ih5gtBb^C~whW zI@`V=mL@1*!gy@F$I@TL(Z!zrI*HIWJ2lUwxCt?R%xfSyEGUbKm%yppemO z0g=o`G8@Lzuvr2LWG+B{XEzGO+63C%JYDzH+}D$*f&=yHJX*S083lw~aqA)%<<8D~ zmW~ixQc!?$CIxaU?;|HG9^G_c;)#HxrjjL50L*}7di}Ef^qkN7*hVWuhJD~xTgK!j zbLMxWYaP#ws{F^Mql_N@FlJ1^2eXk|$>Een&vTshz^2Wb`E|h+9hY5+5=U!Ox9;72 z78QF(SYGKd)U`Eux!~WdA_<6~{nxrzJ|e#cFzuj}`34@v0l7YI?Lu_c@BlGUVQNex zGy{RP%=`ANNYwF|vFD{6GLk=R)cuslqe~6k=_F;kAqZg*e*R0--V#1DmsDf1@)&hL zvV;Cvg0hCBA*ndrA`8$K;_y(PN3*Hn!oN=mo*#bYgpUHS%75V1lKzg=MC)GfO$f8U z?E?Cu&-}Y>80#+owqL`3%{LnJza^Prv@(A$CCZT$TQ<54`1<;`bLiD#1II=GK?4W2 z&}!N7`|meUSJE&^Jh|xy4jlRtQ&ZF6LR#((GBEZ1$%YLZUSbn&-KI?&%6!Ozu5lIH zd)pe`JpinF!V#1120<$6O+dP}GyC`Gk(v!r<#NZ%OT(6~TmHJw3&xeLxcjNqa@~Z^ z|ItY1xM+Lac+%U)klKDvwvo%B5 zwU35J6>JCbF)M3jwyVDmD8nrNlgOo-(IDu)ly10 zTMG+|6K@xQo*kgApu4Q9NT`~UIsuX`a5)Wjv*yiP!%0k^S^n(Bi}@vQ-wxP(WxPH` zXhOM8Fam@*wTNPM)h@xia22NT*@Q8Lo}$_D>PlYN>va!Da)nn zja=XL9v+pmD;bZuvxt3jBYj4Xw@(0MLvJ-|Xs{{~pmBcdxSmsU?Dg=JxV4Odec^|v|&voWuGTW5Kif#Jw87kVjKBm)o}o| zh>|qV%1Kgm%E`@UAyRm;3=+3?<*xsM5Gl@hCT@twfG3_rpq(F>y}e~`Yj(`{b#JcU zv(&dTE82rDC~MmN#V=^jWw2Z+eQN}pF=Y+V=wueqcccK2?qBSD#qPb-DHApvJ>5lm zjGLQ`c#35}W*g=i3w%QGMSHvua=BQ?lLZo6t6x4G{;toH+0 zJZ^`q6J&Z;1faPHjE@0DAb^hiVH)d1BFcnNV2kTEc<>#~tSF}z0>!Z7%sAzmdlf*o z-dmgQ4i2p~-s!EnZf-QV%@-sDb8y;&RutZe6JK$JVO*mI4KkSr6Q*wYr?$y(VxPT< z&OjW*vXkE(+Lv$wDev(F5!e!ZUP}j1!RyX9E?v!6o%l}U{u5ds4Pzb7JtNgJ+hu1} zlAxvvlB#U*KHng&4kd#!S4-G4p1$$v5dz-=!;~T14pMwOoX*Jc5E36Pa^>ZM33bf@gTq zVZK=-(8{*wR~n(eo@1y}(IENxny;8u|DefEZ~yHtG)ywL9Q+W&wHy7na7PrHH)Z}Q zejF1=7-10DkRoGM z630lC@Kb07KBPaJ%K;iLp(!#*`j{B*NcOdGSmCExCe5N@+Ux~r)$ZAIGCm(D)6$egy-7~mvc&<%n!vyN(yGx9Lhl%*&7y% z_0@zb#w<$-;7OUpMjQli!@M>V6@xRigcOok2$?o{?b@}S$JKF&>Q@T9-Rg0Z1Atse z<|eMgpn`CD8uB0?_4H8A{LGUKS~z_GWXgeA-eO_Vb-Zn=lTePl7pq_9N%7}Ye;IFU zHEZSJAzWZT1y2y!#W5C7guSQ{0+V(07$+(vJ`L0Z?Ts3Xxu_2!vCkZB{ z&=zIXycE^QEevo@9ZRXG-Ka*<;}AB8i3$=kD(nl0Q`06*O!Bq|FeVA13wb`jB|nkh zY@8rCGm;&_whIS+m)*ieSoXjN5iebaoHA67uzBD@k2ZjVAEd^o4s zDE3mqRMF7Xc*|BrWxnm5FkP#TepR`PSb#VgpgFotq?QRHY*0L6obe_wPz2cTBZYhp zJ0%ZEI*(Xt(ri1s9iGo0Jecund5scjT*SlrVz09@HxC6Snga|od3Wv5?l+uIvBkS; z)@`L-Bj6d0*oQaD443#r7YusLVdns)a0T8u+3>3dK66WhpuaN~D&~YDS^B8@xyf0y ze79F@z?TmYTakG=5SO%i`fq%l@$7_C9=_#`EPuRp%p%(S0;ZNtG%=CvjSTA9+h40Q zqtrJ!bmC$p-9%O(q7eWey%#yhiG{H+q**W@65hflyz|>%;(89)$pB)AEnoWp1}rLJ zSrEx--e* z15*@mQsw`~?*+ISqaHNk{d`;=S3A5!mwmA2%W}@Oy669;Td(EUYYg{xhM7pOdh=bs z-aRIrLYcmec) zkq^&E0nhtQ5joNQ<3sQZ-P>=j%*G3nfwr7iz5T7BkI2Q?q7b~a)=RbEs`_oWJ$SO= z*=C4;Z9Ix}fH&o!OnijbQ8p}=mjtRvBAY;uL>(e}9VPL<(22mMOkC-Lpt{NPit_Sf z%w!!(=hun@d;}H)H0`qZX>}yLw?TuL(&wKW>}F6QmC@ujos~3Fu?_1kj_gyBV$;iX z?yZFgBvdiBI)P_4CbV?p24(28C(gOu*I1=DagGw!i}9wSl!rL~kubYKRGxt4;%*eg z52iqG_+O10LlaK8R-XUh&Wv%?YA)?LMg$E zJw~qD9WhVeW#PiDus-D#6%oh2*3;04*{9808@8$Dt?BUAS|IfyPdQ@q+c$4+(%Xfv zh)3f#2la~C{6-pa-k?jeA91+&+CSk+9{AO(Dr}y9w=P{|QaNh;OuVFLLO<8Y7;M(Y z?X%K_<*C`AG=Uy-x6rkEIR=G}4=0id*%SdrCdPgC03p5EI^yc%zJMRLHG{>(|F%p4{O$;MJlrrao;?CA}@QvnE zSM2-BGJKrA3kd$(2b3EVLD5$zIdhl%92e9eH?GPnhmHC-vHzoIL--m5v`p@#ukcD z(fd-Jsr|MxDhswRi*}&&>=%um{#?857DYvFRmEO3cQRzb@F_% zilP$^@tzZtk{l=&wGO$JJe|l?neCpQXzK*Z<@L*+9Zf@m|I?v6SV9H*rsWlw-Jcex z$1urH4zPVDVK%01WbTFWD)zcmYhz`)j>oI|GNwc&4qTV_s6nPYtWP=(S}9RgbJ{+I z=qHNe(RX*DtA%QALXf7U1s%Mf7 zJsaHPI5wy_Uw!8W$-siZHEhcEyx-tteSm$XNwih`%B=I~2P?% zN%*i^Aq9pih!%PRCgglu9q2hovE+x#5GRh`J2DVUunv4!Mtq}Z{MYy(b^k4%T^ zBj;H(QXXOLev2a`!#KK^EJ=;UGV#)#8bH(=C2ZMNVgx>V)FsRX_;W5|F;D~P+SxG= z(o17UQ;N_Nm}}C*chJg(3_e|+zeCO$@de7<0m=HsEhk)h7$|jY75eGyvzvdH7d&B52VDP%HZ!-hBY zZHbxEDaiL9=oMueyw~iY^@YkmUTQ_6gbUG*aYNa|X&wwOkhS24P$zB!BZ4J&#edn? zRipO}DlB>z;Bjw3ubwMEdi5rc-2JF`lTRk+|2e{QgLprxe-sqscMY6~ECuCB0JTo0 zWFMi)lAS5D6S{0%wJCck0{oW6Q&o}rHbeF*+;Ac;gzUNMgG;0Hfc zjp#0^M`b@^zA3Me<+^lnV#(@1czkFQH4GX|{g32c*m*mWYz96NYNF3Zd~|6!FuJbI zSq&MnhU63YB#X=r(TfAW-g(`BV%-h#g^kopJ+5<2T~f|zZel0IrDDvOq}vS-j`Q5~ z)ZF%oRQ8esPKV`y9uE0v24{;=8%pU*hbG<-*(hzV15C*JjT@ti7Lbzb51PAY#cQSP zVghXXTQdoi&9)5S?EojaeO|I}@a-RY#;J@aPwz~FB$4*iL^2AUj9?}El)r3<;@v?A zn!rVJco=K{OYo5??iaJY)z5fgb2+d~C(-07y25HwW%N_OlC%WqO^dqp(a>mB>xQML zeiq$<(4n%)!%&)Hb!^_;U)vh)I_En3vo3O67iVKp41|MsP36!c;L{`Cu<`AV)f-}| z`qu5lVW^{&m9tJFHX?8YyMEJzbkYNAmkHQ6VBzGV+#G&qO+HRf1S~`WiXaiDnT=<1 zUQyuk>SH1^sjYm1t#cE6!Je66%ZxuXw>cj|BHb6fz%q>vSUDiqv`*c+q7dhuhp3|j z0mKuFNR=2V3IOr%N+Ss+L?v`xWX*_)%-bwM36GjzM_G2ox^m{G_c!BhxmTT5oiomF zVvbpW4M#K_C!V1K%OC1RMW~CAic{B+7#R8vXpDFTo5-sbX#2_@wW|sx#wVFq5!RBy z&?r%l_Ide;z0FKcng3%mwBg7s1jD3ln)BMw)PK`j*{`bf@*xhQIu7e&RDfUF2A*3WaRmXZouhPiWYNcKBD zDw4z0^%|xsghm@{2M#Wn88k8yn~8|GJlW*=y|05`lp$ zni-&$GF#xMtGmMJXZWCT7hff9Za0M>Uk^C4dsJ=`eIw#IKuJ;X`%baCjtbR?Z9R2B zDPupb*z^jeqZV1eghP|iXb&)wd8W3;+2PN3Q=KFXQfL;#P#yco-~^Si$tk_wjS?hNO%sEmq?IaB260~s;XO}rN#|Dfi6-&` zwdPGo>p)qlEXBT_*WUmrI*=zN6KeoyZQg6d2OqD8*E=wUQ@8u8IbuJMX z;nNDb`e=?q(;#d5hd~3I* zOU+O3Apt2UpsLcM<43EuE4#|hT#sWH=k(LAZabJ@rqlNu=#p7x-CY?gl5qP;3kZ)j z4cmkdUsbDsXSb}#y2@haGrO|xtUSYMX(i3>5hor&lcX-S=5LCZ98u9)!vCl95Y3)% zYxp?=j#UgK9=`5KmPC$I>zJzTH$cLsE#C4JcVkIP6)RgP6HTV?AI2L}BZOyS<`f(S z{_Wq+A$&l^5-z;hCq%Z;)=hjaQd(Ey6e$7)>e2g+tSxzd)hsm2G}XNbExD{7b`M>u zG?%J)*Jm-P?&%%Is>rQ2pNUMu-2A~_(266#ic%#=*znlohi_CncUok12>iLma2S;w z*>+*XZUPW&;%u=-nlq(tXd6-(pp~XbWZ7uEyMw>R zzq-^qruhmzO*kyP?#0bbRV5MD6^3#b@hb5c&F*O(H-ERNrDUymzPr%QaK-zU0G-5T zNsNrl^*gbGa4D%I>3mWz4=>11cc$FdDK?s}VQ|5jc22rD$m8hKuh%cr8L^G#Z7!{z zz&BI{g2zf3DgGJ(m?#?%=VVMQ39T=4vGhm>&~)3;WQCgk%ah^_Qw5W+LgR9lM`UCd z!Ls?#2C_n;Zr4Af2|WvpHe=n9Dd>dIKiMGh^D&>i1iDv3(j^Ov8Py>dvx_igt`;$c zq+0O-^66Xsg}G=nv}6mfs&03W-+Lu-EUvRyB*Dq!tSy+$eSKOiVrI%~ZL|gm9)oYo zSTxqLdNwyjsCQCE2*t7Q*cCg?PsYLWjZjg3&wVwG_pohIao45W(g#wm z_~p*5 z;pvdH^JM@0aH60`%&))xYO-(31zRD4aFQU9XCXQg;2eAxw(bdgd5jnT&640~d=}mLL@)qIr z#U~we&|*h_qtNQR>qgr@OM+ag%5x5y`A|s zvx)Fb#$&oacbZjp{?*OA9ct^^a)hczr()DLN~YTUE98c^r*9;@`DEjrVEziDNWyllg~>$L6N(AWOi< zV%YO1<0gpzY$6Ap-MW*XeNihT+ut-~d-t%EZTCZpe_6X$97=X=n>TK3cUKppky3N$)x2McJcYDBh3Z1 z(_^;D{SQXZWZuw_5F|tE|(D< zYcPJs?HW~Ve>46Hz!k@g9H@dQ%7ZRDp%hUy!5SYy{;XHU#W&bbF}nt`LM2Ub`5)(M z3)||BN3MD-?;OY6VfHO;b&8U#(uRHLu116Jd?!HLg4Sclj=e?)C-K&@H3_CjLFJ1l zhwy=?-1IC0c%!VeWlq4!N1N2o1*N6f!`P{1x-^L-J#e`TWFkn3K$t9z-?4%LPKw-8 z3Uw~xln-Zi?b;l%_B;XXyt>*uTaFisslUk|CW~&}7DdbP}R8qI9w?eUE%ol4gWIPZy6GhdS(? z;9c}&cyEj*BifLP5w=w*1qp{BRC2iZZI8G)z?rF;X4GWTj{>$VLVLwCK2CHTf}}FN zKJE^NGyAG1zorNL`b8WD z9Uq0D>QJ18RFN}_Rb!<-UbU(;!Zg6IC#P17a-NrIjK}2N9t}QRNbo;=lLZ-`@dC#S zdy0QU2IyY+X5X2*q=6#jO{~Zt_ijKvabV|`6s=jc@SBf}ZA_~|&COdGEKu|H-xQt} zIkQ)blmt|Xhc1lu+Ueq8eI{lz`jD&^Zu>f@H#}ocITy?mZF&*7H%f(dZF_a~bo!4*J@jkv?K$I`0FJjMxn15L{#*A*yd?D1IJ!z^Sk=4BD9-1U!- zk9TYZU28Tm^GI{!+)KIY9jmaN>{t<^8KTL8xhmtVi<&>XZ01UxV>U)+&u6nOGes(H z6gZfvky(fPA|M5@ZbXJNUv_Tb4o zJbvocBKvJEjRlsW$=UToogO)Ls@?GUR-^1M^?ZuKdBdVM4&Pyn(Uhi6Oj;`IikE6G}#(t2Q;OWV9tEs1N{!?)5-H!s*slU9Eh3&*8CN#t# z=f}S?AZ@<{PK$jU1=AulfQ1xhz#8`J`g5>NWC$0`h3oyZpYcj_VL@c14Dx-+Oe0&_ zXU;Zadu6N#r@Ks_ApIRFoGYz`U=*lW_#3yVdw)r&+*)f#`wc`Qz-fq%zDb^F6sWDW zlr-?NQ=fS8F%-{;;!fB9ZB4E#LiJ-yUp;K{#EsKa{DK=b^-RFE@?W#{6rvsUQvj|d z{N(g$>OtrlUab2B5DqORLVcO4@~=g>cAIzx?x@clM&8T*DxaGhntJc!WdnU~u-L!- z5O&3XKLNT)p4ikTdUmT((Xg%|&zEk@`Ggl6oAKMmjU7uK+1j;NU^P`t+t5?~wq4Ul zwh>4bZL|=qXjKs6AkjbN#rE~xOGsG${7>&Gv=%sLV1KcT{0EYv<4%lU_ME0p>+&ws z$gv+|^^&VL{q(xq)x(8D^k*-3Xwt=d?uqGVC#&hib5=<0X&<|4t;|3Zoq{6qYoQEHOEYNWzlX>_c2jL3mjJ8FxYO&$1Z zn3ghe=c;J4C+|-nm@y4&^Q@8kSAS;w@y33asOF5Tghww>s9(|i=Kb9E<4|V_X2k?r zi6SOwICvAIih>mdj8|!vCWBT{oTISG-t~-^+=?J9*>ScuzDKi|m!ED-Xx#>bhHpoG z&4XD;d4zL5=i8W3vD5v2kHxm6HJ>q>ZI4$e=9Q zc^o>c<_jU%yp_GcDgG~#VU2vo{P2TMXhNnq+=MtrTa=m_W${*MrRuK?A9=VDFVWl! zo5v$O7oZTod)K(}A9LHZ-h6$FltbuLg|)RcsQ-~40x&IwfjpMs3YVm4H58$1d+BRs zI((0PVeH2j(D1T%;h>v0Lu!;$i=z}>|E5@JuY@qY!SEk}C26H(ES-?#>`kzaF^dXJ zc$EF-yabD6gL_Ivlg{QMdR9;znTAK8cXc5f+QUgb<4yh2q4L4TO_(sC>b6gpV~YO$ zZ|-XE6O?7;HeTRhYD?jZIM*;rj6(<|($XG#q+pl5DgWy322+akUs?6$iTyaod%y_UASbP=g{{MCGX4m`pxtl>Q zU`_u|%}~&~`j+ll1Us$toP)ma*fBMa4k1&5LzKcT)hKK;K9j0e1Hf$Z|I@kq>G#}( zU{l65jp)}!AJleTnI$_zD5740J%z?AQL6?6 zV{6v#-B>g)3gv?b4`^b16`~nab?;PLOZ3aAHE0LbBVY^onE2x?P9S2WL5@117F&7^ zlCXUFbQ;D@_j*>I5VV%N3PP~sih3+8Q6F}(rGEyVGKR-q*z^|Gq=!GLJ*tRx|tB zA4XdLtj=MrmV#D%IKT}@?b&De&sjvYT~L8T@{EaX2ZgiI?{kod2MjQJE& z>++lMUF39ijoYmbx63@E-fBaQYGS?PR{u+7sP}}te`}7zmL_>2c823i;{c|lk`xI9 z62;7m&*lCY?5@$Zg}$XS7dli(012wWFTs+Z^U56kN(0S-#;Ovr28K@Gs8xT}D6w2U8DbBy>|0hnm-g=m0$>IehteCOiDi(^%sLY6br zwot(TC8*u#*p7dy6b+eQy-RKQ*xnc{lbBcp(uOM3m?bHF)69qTgv$Bsv(HpPgkz!c z9mO<7$&+RJSr8dFGRgovAA-v_I@)R78~P6kgK4|`X@`w%hgv|A(obfIp^~5rNrhaq z=JxB!@kz%tRe7tP#d<}67gO!C~kg_g25)n5iN62=z`;dW3gM(NK191mb; zHOc!^M^cInF#?SclE^6#a^l3o2qPRYeS`0&PgmfuZ>@m#&zK}cI(A09+Y+&s3u(-T z(rw;=x#?n$w{+bI#4Q1N2u*}hr`j2 z+Y7w_>qq}ouraLq;8y=+M(YNP8=b#>7|>BEb+l0?62ZUptBz|w`9;h#Y;xO2h9mhC z4Xx~A1c1TLTI5%*qCMTBAZ;PWbT{lAP+t&$q9_z(pvBy~f4)mE-LZ`;Qy^_EAHEg; zEcC-M;12rP9ao~UYH{!?RfL%J*wc+Deld$cMkuRm9r-1JR_%wsv&JeZ>M@updaZ7l zLLHE1iKthEF>IlXskpgf#pKC;@3S~No29Y&bXAhsb4+^;Ixp`$5=?!n+N3_7vTH`( zJ)cDwbF^btRWOVts;Kd`vo+!A7%Cz~qRH{pYNM{EdZ@Ql>*dkHbi9j)(Qdo!@i#~% z+$9N4plW&qM!O%~^!=xbK78|+Grp3s*^~|4*k%Dm`gN}3G@bu;9s>)3WfYuFW?egG z#(;2E=YSXN&@*)TBWhO30MU~fKDY6F+U-w=2jTRiene^&yck8*nvUv6>ujI3CmY^h zj7q~&na=p*R6BmR3iok!vwCMoGIXBZqra@gqAl%@jX*;hRQ0^;9GO$6OefjfCMCkkm{30UtO8qWOJVEYb$;;JAnz^%$pPoYLP zJz0yt{hP7ilDZ^50eFgV<|>Fl5zM-m1?}^`|jEzzU1zcL^n{oe=X3o=K&k?UcC-Py*Mv#~iFZ z^#%=+;cV!CZ;D2SKH2>ARe92Z^F`DHLqJC>NsGEfU9rS(<>&u-xxBRP57#|k-9cKq zM#A2+eND-8C@r`#1`Z+A+3nA74U9cpyThM<`fozHKmPvzc&xd-?(n5RPdMt$mQLdd zV|$%a{~PsV8opjnT{+*~!#8Dv0*g>N^pE4PZ=n>3F^$#My}QKh|P$=j0+)o6?H7u7#zQ1Nh9QGF&?9k}?C{F;L% zcAW;yzk3ZRQlzKMsk}2tJ(R#et9O$8px2$fso(xmt@X;!b-H~_iF!o4c( zo9Tp#fMNCP%&1we^>PwJnnHiWw{KH7^$YH}U=LG&g*GBrQAdeAX;IioQq0(B=0ZPm z5=GPuAsL-n*!mZhOuj;vG?xW-l32kVM(106U5lxMF@6Ws*WGk9aoaeugogu^-NSi< z&-z-Qx9x_A&~EBoo$K&57>LtRl}Wk^zK867YLxVFu*LYsR*0Sx-lsY(B3T9$(|NP5 z_ zoqu45ur!y`L{Ev6f*b`h5PgaB6UI=6iSjf|MkoqT?=Wmww{BO;9hlwh{iKAkUNWcG zqUp%LqqVQ+8**%$`rbb05fl<~)3wf=`=4BeHIS`YNn^X|5t&~;032tUqmjUE&`B}N z=F0u4N{Aoa=xF$$;>4;Rn%nn%xi0kAFFTH&v$e7A`fr)kFBqGo2sx4& zaZmeF#P;mDy6H#aFK-O(-R9elqZx=S?fj>AYzPYU`{r7pjF~JO)G8wpnbBpCkG% zp-Vf4x-EW_>sd8=y*Mgf`NSB!LkMoi1smUUA*Zy>72PCFr=&JZQo0`8r6SFv4@{}k z_@DpS7TtRKk(r~oB*)HW!AXk^>*_Y=sQgtI6C$dO0ZE_b5cn z=x|$@Q8vlW%4R*MnLjyR`kdLn4(mGd_PRv<)~pV?sB%JEJCbp*R8NQF$e?b&EKMg) zE@h?Lgma~Dkm)Hd(W{Vh zvnaaW7fwmI9cdMY8OPY4_vlty=o=m${$0J*8`|j)1KrAfdc@4kjBJ7NEoIT!81>84 zbYi~Pdzh&J&v$D*Lu0J(qu+MslI9a+WQ4Y^FVQv@kABpzD4FK*KJNr7w%4a}D-MNJ zQO;iGX8J4ip6qf-c9yjkYIl zX6gN(*BlM~6Eid45&Mj1SCyqcufKZbV@~D3b=%}j?l-}%M`IE(HoC?}TgLT7;mzH zej+NM-1*?sS5DX1Et=e>z-4l6NaWgk+mjhhPsZq%P3#$8l3xBuztVQcem1heVUOj_ zrA~^t)bPF&H+q>ols%8%UwNq^3JR}UD)q|_9e>DRyF!)`Lz62KHmb*`jcTuc*A_cx z{rm^|;L8+~tp|n0B^fS?AwCqEuU1087(`iAKc5Y_<@}Vx!_OI_9k3E;~0CZ6AzhD zL#(p9JS*Q95dZ%EbNN>9Pv4rwh>NRNxM0R3)UT8urhNX<66rJfK=V5O-KX--{Q4~x znZkEJt1ni8gU{y==qGlQH`NDu*Y8L<_mUAcO#c6gW7_y~vYhHYLay4L>Z@jStNt%l z%UhHE8dYd3(JkHSj(%|c$?WDKT9N2ybqn~iR$n&`f+EL zRS3#{U3ZSmWSmd;h7g({@q)-uPdcxm?l{}5`ZmhbBZ=WH`^*~4iaC1Smj7-;;Ul+4 z+uDW~nb%uNM1x{k-%!vuID*Hw&Emh2R`DmlmNL@Vy5^GdHtsFH(*u$70zWid*KLW7 z+e*yMz*Em-E&s*cn=s_n#nZ$qw$yW;MS&JKyo&8!1$t=5wxn0^e|r1!fSU8S?Pjrs zn3-fK(Ku8RlQtz4CgVhlN@*u;+E9u}Woe8kIj!1}lBIo7T8z=&sfZRLv{8{t`}SV< ziQ%_Bzu)^j&-k@z{kyOo0~z{|6NA(D2imucI@VtTzoh*SO9VTz#O)2$dW_XJ?EiDND?_s_-SKcf~cZbkY6JE6bsdN+#>QdSx&(dgMX(Z3IAjQV&_a6W_S@?>wE zTlZO0IxMzy5dsNUAA_?2+*M7MxIxF2y8q=p=@M(1xuo%;U-SjN-es%Gx;Zsg;K>2xBf_nKN+fWEMiSSn(`oKNlW81E5U5Y9xcaz zQyp7M&;2NI`P2pa_E$fDGpq0en_cR5pEf#BFmHj9yBjpFnGg2BF9esZy0cQx=zt3S zt6PU*;|dbce6oPDBxg~L=ZG~8a8?WC4_fCffYq-{UCo(#L=yh?vP4m?J$6~BKi zH2Ei;xt~s_zqW+?)a1`JH}HO>ETT_{d}M)?r)*z>XN;F8_hsejlW&~&%U>7Va#nn9 z#YIVBT4G4{0#RR!xqf{G&`6lTp=vc*i~O!z}fr`-N_G#w$5P?43{Xp@ciaszQ;r-oP9mGrD{NVH%L19*N+qWfC}{?ybg}Z5yKmfvdmE|@-*K^b!0m!eUxA?(BoagcJdlEBXbS+Dtm`ObGZBoe*O$-Qc%LjWo#{hnjYSHDVxnfD(^y|EP1Guu zC=$@t7TCsGBWGj9a5sblD3+s0DB zfTHv#Xqb6pFcy{eHsfh)*Z8}x6r@5qA0BR9_WQ^4=`zB<-pxX#U!2*#l4m(hpwTuq zjzI8jM!vj_MV`|Y>Q^P_hT;AxGx>PenNNP}Yr(hp*LlY7LQg)Eg(8sshY)I!KqJZ! z$lhx3384~EG6^6$nOfR94FS+fJgy%v6-$iiu*!}r%f1@s9BFp6@39_#OLjmdHVyx} zZw=Nuopb!Tk}?H0`anXD_=xdxtN5M@YVQ%PtUcQ4_2&qm1YCP`R?6g|p0q>eonn#- zgn{T@u=%`xo|`Kx20DcF!kde0QN~pBtq%a&OQ`6_H?Sxd5&w}LOtw<<}J9zzNsd&3w_E3JmeAaYF9b_bBW;5&I|BsRtTW3O+KY?z2)`m-3Yy=#vZ=~OBFHgK2_ z8jMOo^};y9%uautd(wAVd2oVY4U+}Zt@eo|?SrBEO821l_V#c@%Jjl;*u@)seN2H! z7)8tdjlCYwcsYV|SjGe(3}5pLCuhenfjC%a+_sA>v`6K)Qu&>!b;BO57}7tETzBjcrlWCE)BW#$rL6O!jJ*N!<~$^$qTq}gc9kQfNBXPFi=uUn^Hc~e&rx`&3K*Fzx{tzEQ)Kmtn0C?XZ2gKG4#2eN# z*FZo>el;%KQI)blm{+I-O*K?UgWgT!J2K?qDaY2fzmZU?htb~jzymTV zLv}Qgpxg961X*1hI!4);nfDNiZZ$yO}Jjto&*0uzQ-G9LoB_y`i#Uum2zh1rL@A+6sj z*;-vl(+ik3-rivkQ67?iYKnMyaBSPaLH*2wsTJDW&{}0vpU51-V6NNAo1(qIzQDD@ z!`2z$!Nu3!MjG3^#k-7qj?t(e0#)aj-`eH0mAhytVPB97z>el@o0UNN@sOK;Xx9{O@{HO~sGT zlF*2s&?Xim6Ax_a7|JTDEW)R{BOr2Y`#c^l9)Eut0d@sI4zWZZABQMsRbKrscvMXT z&Nq>Ah2fO|v6%MKfmMw7$1)bB0ijI*UZIGbmN+qD0nTFB>??2)PNKzc6Az{Dj))?$ z+1c4O(&Rn(9c~L@*jFh+NEGFWr+!c`rUgPrs~jYZF4&Jog?Er%iufQ>(*v#xfDow# zbkfu4F@O8BeB#$1A7V?_n&0*ODhrgLBr;YzB!`5n(WoDcw$jJ05$ID{g~?jQK=Yg| z0NfFbn0?VI@*=2+`2(@I@WL~k2c-5K13TBClP~4mI-ocwSczSCI{rO$X5x>aEAaXf zl-?KHTpv>wr(oKZJfEk_@IJ*`ysSmU{;yH(-}_)(=GqcNSr@vV8XI8_-~xXXS@54; z+8hChep%!^zF=c?H+{hvd_m7b^C|z!i2R>^caD|d^Zy;hPjTKeO}WfvD4?xlegD0e z$IkvZS&8L3!`W$ch3)@olJM!C@k^?^QT6p%w9)_n&)t4}Qp&yi|Mo_z=5qWIzRHBN734FPULy1hyKvcd=m(M3n{88AO1B z3uNqeqODxN_4Oolcu`HxTWSXgR3qThqzxk=E^{_K)whZWglazqE=cax?@I}XZ=;#J z&kmVl&{hEY8iRz)=zC(HN=>=vbGxThjItXw!9)LH-HOo>MWy! z4^*TJ{$R)a67)-D`GDqm#MhY!qJC<}JkB@kZo@>=? z_t>M^Hw_K)!>(&mc-(Wk$_@ngr|^j41Zos3%HVBF-Ps6_{k8~*nio4a49XHU8}8Oq z@&<8^<`ZBTUh|2WtBOI(USwo}7)}A(Q8=5ZC%oEAxbLwK5;P+Uj0h$`*_BXDs>8{% z7?>4Y_xko^=_J?W1D54RYA*D!`aLhbb84?2Df=dI7ch`R=iJamjgqQtfhz*#^uHUk zXqNhj^bHWy?rQj)75?*18Sa7^X|QsJTEmzu%sN;;Su5!#E(Vw~6~V6FW0F$vT)yG> z{+TQFQy3+t1M{}A2!n%rsQ?e(1Hf*#e-xz>jK~@pSZ(Tu%QKjS>tO#r?$3}nJNw>w z6C0L-JpC#{Bo=oo(E?!Mg5-|CJ3j38e!xce{AC54y2xZr}0i#+6@d%Cx{T2YnT35SNbhuTTcRzT8ie4B`@uc|x8c#jY zQRoLSW{Gqvz2^?*HMa$5tCye+0y(qs6HnZUYPr~ErI%F1K%5N&yJC*ieW*}2@4`tQ zc@eNnR)Uzt^`WD7wGz&awDsWxTi-=tP^DNQ4io)KE4qnCjsb{P;v@T9#1)~-dTIiu zDKkn`<{Rq}mGBME+9h9*4Klh^CQ!MeJUGL2_+fAlNa=O!-ll0s9)5LZ6ryW3c+W6O zoCtlRY;&Q~tyPl$+@01?4ydq1q%KE3#ewrk>JabW4_Mgl;0K7OKWmfLsqff5)Ci!=D#=m1X4vVMRLEYprkr0)&{NZ>af zr{w~vFtw}>{LC5mhlGP{`4cA2<~)LJ#CCb|z4@Q`4C8bv$Q2!=E;{is9%r;`yA^_k%)!f_1>Oqr3s%l`nv z4fzgB*4{bPRmgMc)nKGHzSmVt-|alD`em~Fp66`NasaDA-%X!tEy@M;*iHTnoHt;J z^KL35nJiGHHLjy51*Rfnw*y4(UkuX=UC&`2S5VTz8g(}PgHgZd{Cb*@NHi;^2Ng~& zs*G4C%OqZ|X9|^6f8xLw9S+>Q@T(w`Ma(Rdj*gqPU=4%m_|!hr{%6aFF-#^4rI`Rx zRdO91-ZHv?hF3$~QGx6+Lw5wdL{2CbTH>fkIpko~NT);dV9e{7YurZ%4MqZp>Qfr2 zuhar*Rjt16mIC#?X>R<8C^YSG?28t$e+RpsuP0gzgaj16en`t9ZkWt3nh{A zPyj(rT@2#Z5n}+Xz;#eg&F!_(0e7jRrzcx68xM;2!ely95uEqosvBl#RA4=Va4^MB z2wy~?5g8J`|K5xt?7Rrvw8PKuLTwXD=&~5HZV4K+9{dsK6H$IWId!(psdc!nh$3g9 z4Zqs^FlEyHfl8lS=nXy0_bVJN_-Yc~w-8TW*ob+MIpgEycxd zE+N2+b^U?`2H?iO;ANeH^NXI;38k&22c=vh#W=GL4to+jCPjW?K9r{rASOC9XsHq?aOm`=K_!EZm2?TUe4o0f5Sbj@G7=Q=klaO~*czMZ3Ce-?3&c>yBCTp@g|FreZ)GW+ijZ{6mqcEr^_xA2yc_LkE>6=`kzy!OdpRXr`Q zUeZv7cJqRYHm>apbJm`*;?EZC$bD6VGfxkQYcaS2%J#5dUW=_ zbJ@-zxE3y{c{EItUY^`$Q-s1E`RNsF$}Jq`UdXj#>n6QwvO-Od$sC7&cVj{86^Q|L zyW;e>_0zeerhd*9@w<4Z@=VFTtjwP0GjA+xd7@kWRbaUbx3beEp|M<>E+xbrt)gS=vIA)w-v?*#E$NE%KESBfyWSBI$ z*ypdxSn_SC_ivqX+{$A+UMZgNxw!c2yFu2kBio)kq*`=JXlU>HoMa+t3B9y$yzN<^ z;7D&5kC+*Qy=jxKolK1l(BHLR`oH>?OJvTZxvntTWHO_}IjQQyVXr+F*2Rsf_Ka%> zxlbuyvEA}La>U<^?|iR!ddM@!V&U-E5l8l_K0(7Xy{QsI`>2}Wsd|Z1FH%me^*gP> zuf56ihQXORd{3}%7Q%ExLs~G_pr3|cYetsm=5v#V~;IWAM- zeLKD~H*mmY=Z>y!-5%-1jiZ%!kes$PF4DcfC3B0?H7BqXm~zXbcuCwY0)RUGm}cw={wfGzqY@l$IBry@f%OIWNtsL)Y_4t z)I+XAI_>)Au@wI0o; zdWV+He%g^DXHy>6725H`S)Z#}ib6KNUny7D`0ZHN+g97vIF$cxPVmZ|d1=pU)kE7N zkN8{_8kxVmM3MbI^X}>#P1hmghgFr0y4}fp18)aM1)gW%QnGP zch9l@j7o(-7zo+Iwdp=Xb2T>!Y9-tk*IGEd-^A(Iyq}b_KrSo)@HphmjX=q&4})Ef zWrOZ`zIO{byc(CX{Q{B||`})O~hPE$R$-=2G99;?>zSNBKWssU1JEF+SsYxOQZ>W3u zm9k2b);t5g{Nl^W#a*!YAob%((}}W0eqxU1n)(Api=4nFo1=?93**3gslWp9mpb}g z`PXg3=gVwxpT;GA@-(}&Y=A#>@sxW%{fKk|W6>fAkyA3yL26k*iB6=ed8DnuMq?ts zEVv^s876*NS-W=U6n(E3L05O|nO4N(CByZT` z1($l)(ytLq7P#?v(s4>4h%>H7Hr3;`+HLpAajL2?*MQM>q>hBUe4pQp^R?bEN|2Iw zbecAfqn{~2d^x^KM))WU?;3Ca61!+l@sA1>@*}mGt9K?v+ev)I6>xI>9M7Q5_`;g{ zy)7>-O8ew3l-x?u!Wg8tNBm0NSfd8oH2pXEUKUg9Bb!PT(b&z z|0d)5aK}V~xRirHnh^&k6I#BS(HtS0+H-Q5&!WvLVwUc~#og8l11?vYU50|25>ROcn;IKB~|ENNI#PF<7h2#D^)1;MKCU+ z@)v>R3B!O*|KS~&4ITnXQX7f1aQbNa=SrW5lR2(tH)9B$?V6&v32Pu{4)w|yLe0)F zRak{(bgb_&O669L(CN2ABMoZj3wtr6LfW$1s8Bl+i-b&>P`?v0IxDo8lM3%4vVYRw z_$&f`;|e4D=F&NF9n^<)=MsYxpSG1lR!b1goTZfCSHAt4kxRV=Y0>ta#{2JDvdB8c z;n#5uymTfZ9{%*76L)i`+}oT42F1v&yMWRpz+`_2YeX>=+J-cB;)=D%K-S>cgHF^e zNkHZD%(*t)xkg_<`{3U0Z{q4j3Iz=DNBXL6Z*5J>kj~c=q5TH!`he=IiBTBBdA3^* zPm^*k7?ta1f=k&7ia{HSKD0CPi5i4nF{@05y1MP0WJNLkewxEGdCVg?#70E-YwYMn6q3?|||)!~|+k`m|*FF-+c6$7K=uU}V1 z_LW=N=HyYm95&i~I3QHuyq15{b{uIQqE$Hb zeIsilKKJEJ)4`1|WBk=uAOVZ1!mirLy0>B4BAuNmm!IkSE%sW7Qqgz~h>V$dw->{U zCcmqk3vG?5bLvD*aTV=%P5jf~tNHmm2NzE?dGPY!D71}`LChpQ*_n4IViQ7oJ8>G@ z0e1dH2+$GaC#Z136m z(p#>GV8TW`SZ>&sm;%zx^kGQE4Z)!Zd(V?$Z%b~ir&(rnCe3auhe^ z;)Wc@<-x1CH)5>^#w} zMGVgx!X@5yI-$vC6{#54g(dL?YL*|tS9*=FgJVUXytuvhd3%_`a6@BSNw9zwy9DUmtkz4uyeSA|}VB4H*7qnr{aA`kU59gKNU@$5|clP7%` zgNh?amxF)o6g3FO7=J>Z>ty`eVxcW~ZnT zqd!l^=wqot03X4&q&k@enzA_BZG6>M1le*8$n!u<#T-6feUsNI5`}kns{2v}8V}*N zZX=YTYmonT=8e3QLk*b!N9n-Qw(;1{-<1qSp!u+ru-Y4^iJE2kUrU=n;LBiw%WOv| z&)fCKiIm8*L061=&EVFUtUbPRu^ZYh4T<&(7-CcB^+t4=V{}?EL`$aOOZL{lz9XT> zWiUZMlk(9Dcqe@rW0mfaUVwy;n>NNSz#?|Q0Ex9r#0lMUcvNdJV+0!IrHFFn5N11( zRsu&^Rb)JMFwEhPzC8HPtfDnW^w_)16G`XL_#DL83-1^)hH+*ZEH@A<7VGDW|0>s7 zK#SA>T>-63{%BeLqY(uuje^KM^NkN~Cz2*={6n1L&I>WOo$SV{uhg1)9K#QkT7nE6 zN?;?wIKEN>QwkkP&qZoX64`k3u4k(xdjwJMAll9}Fi;?r6@#t{B0aNrjg z2wh%%tFF?MmA@B0*ygjDOp_C2Gqr~s5|yXhWndO70}2;4cs_^QFMsPyt5)|}^gX+d z=zLNI7b}hasYLToeHQVElUrqRSldeX{!~r`!hQ{=GC^?us0B$X2)6aBT>2vcK5Z6= zRua9D&<)47uOt)vZPo%73My;S>u1wB_p4}iM+I-@r1{R56D0IUhx~E0PAU;&B=4l@ z49Pd!F1LuZD3gCjKiSr>FGQRA#EKw};p| zTT=7NGIiRXL5U%~bTp_>V>z$ek? zvo*K7z1#QXb40^xmTvI<)#+h?;=t3BN$22wFEU6gOAzP~f;Pu+b$VZ6l)Dqr`$XXe z8#yxb26DTkS89gdGGix$jBJJMS(Su#gPQqZBpD?*Y0oB79%n-w89N!PFWOp}+*kCW zvtAO9hyMeHR*5ltfb<^;PdYPG_)YAK^Xp}989a9HcersYqZE>y9$<0{GzJWn>g7H3 zON!V0FWrPSihk-W9O#@$Zi31p9a+|LsuHW8yY;fEOT-mANJ)SaHyl*E?{Kt~Aq<#Y zGzrM%M<51lkI(1UDVOU9QWq-m=+f@aB!gv4j5YHGUcpk2O&b9EtF6z^JGQ5Hu1vwd z^aA;M=Yk&mYp__?oJGJa4M(2fEQ#W&8U-Ybyr|&nnDNBs2DF?vMUtx(c%6Kgd5oQY zhy1;q6yEgMF$nei*#)cEn#rv@!J=u2@V1Xq+b4@bOKAJ#ngGC(4BWs$oKi~nW&(%? zh2n&x*)bNgMFc(r^foL1U6yt*(V!(BO6*yN|H_@UJ9!*W$;QzKGnw3k6JYx{W5-aK zSiuk#z{jThPLyc4YvDxm_1qIZt0z+a$ja;X*~g2xgx-&Ps6!Z4k84bP&_L({01a-J zvAzee1C6^0FxofVOm2J!v)%B>Ez_ecqXBH%d#X0gnaASI8*N!VU(zo0f>}i}W~k&? zD$+5^(r-~&60=KX%XlGz-^0i1rX0QWW<`y{$g?hYU<*!&#cYLy$A?g5;-f%p4et0Q z+?RIAJFnJD=w|iO*qV<`0PXcBSod)gWTl@Hs1(~=)_M8ts#0J(I^w|+d1B=s(-wzA zPuWb}Jvipm@z2?^kL2mlJ~mZUF~8I4q?54|Tbg>bNTuoqni~Bho&KnXtim7cTrftR zz<*1&c&HyX432^P8OrQZT|@go1a0}a2p5BhS}ND6I*Und$0MBTEDC@SHPP$Q3J}2g zHgHbnNDL|=^$LT^(TajG&L&PpfiJM5#(JZ-bS0H+;39;OcNwB!cY)OAQDdD}y^vjJ zwVtWQN-Dtn{#yUeCw4bvk#b{YLIH!?P}vp1g#zZ;M#8l`n?k#eK$;{%@|VmL5EPj1@Wbn3*N50 zl+~0z%Td8IXg5c5)80dxSlRp`HC7B7)Lq|P4eo(2XxVBythMx4U47C;QWFA@c(3K6 ziF-3wn-dm4po2>}EiJNL2z~xdEAXdk4@s2|jkqk12G~V-h!H=QCff1I7#tpWoA~zvy zilaNi_Q5nI>UW=B#3^i{!bO`lqN%1UKMBTfbmYy|q0u&_D3So9UM*cj>GM!cW?mqK zZPHY8w?Y#UiO;F`Ca&-UJc2obIeJTsA41LB3A-9Xb3r)Vi~asiFav?8jjuKxeKo%t zzfFlLHbuoD+!_3uhv*Y$nGB_Z!qKu@ zgUpeN#iK8#(ccF0C&t*`$ltAxG#_@%>B9o5okXdjs+r)*&{&s86qqI%@~WgeBe)A5 zAqx^_NmSe~8+Txx%b;b8A{ht-4jgqOJgx;$qbn4gP9@8N?S8gIibU0IEZT)lbJj~C zlxhGL0_o#0Uy?cJU^`M}aSi$$b5P{XLJCZjR)b@ixZKNAKgg_Yqk1t(35Y3yj4uVt zOzi^1nDye&i#AAet~-xX+KrTbJwBllIc`96;*6Gw@y3aDXrHs9qAJ0-*?H=l79FhG z;EDr1I6xe5Ryuh(73osoUCp8KyeMs}OZ*Uu^@%luXa|9+KNfkH+}pHjZ<;NuDd?ym z_xuQKcX1FoEFSii}bK zL6ik9ein^+0DBRKDU)>e#U2V(lzVPk(oH6GhGRlE8&8{!*;=uh(b`om^VH6td@JJM z>L=+W2ag(U7T$|qBDJSTgu=Sq2kuakNQ)<5G=^^4hF#hNAcNY@dyMWO7zq(k9Q;sh z7jCEw<07f4iP$UW$X>J-l%t8mw6~4g-jIK9Wf>u3O7~rlBqrrgo^^KnS0iOOK+vBu z^TyZf_mw!8zQhoMBh+I|SZ4@o5t}|^2#cAlePEI;&Z8|*gy-`;f#6c($ayi7A%>)w zww9D)kdhnEA`5zSZiypHz9Wh|xFj>L+Xt>Dh6?!jjD!ClHJd!z%MosrC zZJl7#h)3}$lmKBgyZ=1N3aHo|4)&PrjKUvM#pMuR9H0hFY`R2|TG4bcuWcA6SwVRa zY&|!2jF1CGLv%IF?+e@nZ#Y!k-R`@|SGedKYdi92qEKBY0^B*miN(RGfZb5C&vthj zF{^`uqr=WLf5uVcus=LnC8O$>WM~MEl+14EkZ~ISp==r*Qy@J zvdN>eSPG0Diu1|jN#O5}{yR>n#S%v_NXb?Aq9dS;RNIW9p-K;vY8Rkos;k4|v{U+O zGSsGWdA4rx)e95Q@SRqrGsv8!?4L6JSQ7kSVtTzR3vG?^%r)?5D|aUCx^hM{o+iGS zG${_rhyI42Y@h~TMiyi&)M?cT*#IeqSmv0DNxK)7`|SyOJk%JA_J9Bwk`>xJhyj&6 z@ajIoTMN9#zRve31sq{D*@p_u@hps1p04aKVO0^1%y=e~MQU2=QHUs-$L%$WzV6Z~ z^Np%r*sj`{^g{dTAt;5|inYUgWL+wN282tdjuSOl8Q?^ec>6-*nGIV7%_?HeVrXY+FaBA>$B%W6e~ z$n!H(kUeUwe+Px}7UDV4Ce{K9cB@$vG+)*g2pS46_8tnPBP-v&mm4^c&Kg0*(fH}<509c z>g;{LS7t!IAZ0xMDfWN2_IXbJx6=x#fYb~s>Ckcj zwFpB$((w8KX|9>V5dmcM#m40-0-%OoVOicnrRe-H?CjJGR`M}9!48`}r+@^@iWAB`(FPH|R zP|Ty{Q&${n27b8SS_ke;p49lnOVB&z@DA!^P{4V`BqS&6N8(YlfXrGJ9}b*IKWQLa>Si*EN_GYi&aC;1}%E0O&jLsNI`} zHIAkn%VFW4;!PF6$g_Oo-5tjLBD?DpS zX8zb)8eK!@@$>)=HXm&qF`>45w4z&H>9#L%_I`u7P>E>K3u=$UT>;5UVzR+(UyO;- zVB0#|8KK*W9gH1@S`=4k%JqA~wT0g(dxd~%KnHHpIl=YWIF7)OgntX9tTm~-Jv4U< zcBYJqZ><#iX+u|`Q17|CsizE_OgJbVAI?my*~{R4vpXTUlDbZr9~xI&!P4}i3Sk9^ zv8-Mg34rHAOb?Kn10St?1*kEYazScgTcGH6c)V9>Lh_b@YYFg~vJ*O*tp(|7oY%bj zSAat3_3vcj|Ev@A-=_tfOMj^~`mb9{{~un^Z({NB03Unh=J`~Fsystem\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..39f09d0 --- /dev/null +++ b/config.json @@ -0,0 +1,57 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": null, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 896, + "initializer_range": 0.02, + "intermediate_size": 4864, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 21, + "model_type": "qwen2", + "num_attention_heads": 14, + "num_hidden_layers": 24, + "num_key_value_heads": 2, + "pad_token_id": 151643, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.12.1", + "use_cache": false, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..8ae691b --- /dev/null +++ b/generation_config.json @@ -0,0 +1,13 @@ +{ + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.1, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "5.12.1" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..14384c3 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b7f21bccd6cd8bbef97fdb58907ee2cbccd1984bba1eb204b95a823d7ff8b42a +size 988097824 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..3c72934 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f7f96da3a872b5e901575b2067c744ad336c3a3d77a21584d20024557b1bd7f0 +size 11422059 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..770e41d --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,30 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_special_tokens": [ + "<|im_start|>", + "<|im_end|>", + "<|object_ref_start|>", + "<|object_ref_end|>", + "<|box_start|>", + "<|box_end|>", + "<|quad_start|>", + "<|quad_end|>", + "<|vision_start|>", + "<|vision_end|>", + "<|vision_pad|>", + "<|image_pad|>", + "<|video_pad|>" + ], + "is_local": false, + "local_files_only": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +} diff --git a/training_args.bin b/training_args.bin new file mode 100644 index 0000000..5d657ed --- /dev/null +++ b/training_args.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27eee94ef52ffdab13debdfd69595f23c360fa3f04a478919c1ce44e5a3d787b +size 5777