From fed2d157e96c298422729d69480e07924afefd04 Mon Sep 17 00:00:00 2001
From: ramenyu
Date: Wed, 22 Oct 2025 16:09:23 +0800
Subject: [PATCH 1/3] Update README.md
---
README.md | 28 +++++++++++++---------------
1 file changed, 13 insertions(+), 15 deletions(-)
diff --git a/README.md b/README.md
index f8af2fe1..4bfb7151 100644
--- a/README.md
+++ b/README.md
@@ -4,28 +4,26 @@
-# Parallax
-A fully decentralized inference engine developed by [Gradient](https://gradient.network). Parallax lets you build your own AI cluster for model inference onto a set of distributed nodes despite their varying configuration and physical location.
-
-
| [**Gradient**](https://gradient.network)
| [**Blog**](https://gradient.network/blog/parallax-world-inference-engine)
| [**X(Twitter)**](https://x.com/Gradient_HQ)
| [**Discord**](https://discord.gg/gradientnetwork)
| [**Arxiv**](https://arxiv.org/pdf/2509.26182v1)
-🔥 **NEW: Parallax version 0.0.1 has been released!**
+## News
+- [2025/10] 🔥 Parallax version 0.0.01 has been released!
+
+## About
+A fully decentralized inference engine developed by [Gradient](https://gradient.network). Parallax lets you build your own AI cluster for model inference onto a set of distributed nodes despite their varying configuration and physical location. Its core features include:
-
+- **Host local LLM on personal devices**
+- **Cross-platform support**
+- **Pipeline parallel model sharding**
+- **Dynamic KV cache management & continuous batching for Mac**
+- **Dynamic request scheduling and routing for high performance**
-## Features
-* Run LLM at home with personal devices.
-* Cross-platform support.
-* Pipeline parallel model sharding.
-* Dynamic KV cache management + continuous batching for MAC.
-* Dynamic request scheduling and routing for high performance.
+The backend architecture:
-## Backend Architecture
* P2P communication powered by [Lattica](https://github.com/GradientHQ/lattica)
* GPU backend powered by [SGLang](https://github.com/sgl-project/sglang)
* MAC backend powered by [MLX LM](https://github.com/ml-explore/mlx-lm)
@@ -116,7 +114,7 @@ docker run -it --gpus all --network host gradientservice/parallax:latest-hopper
```
The container starts under parallax workspace and you should be able to run parallax directly.
-## Getting started
+## Getting Started
We will walk through you the easiest way to quickly set up your own AI cluster
@@ -273,4 +271,4 @@ For Windows, simply go to Control Panel → Programs → Uninstall a program, fi
|Qwen3-Next | Qwen | [Qwen3-Next](https://huggingface.co/collections/Qwen/qwen3-next-68c25fd6838e585db8eeea9d) | [Qwen3-Next: Towards Ultimate Training & Inference Efficiency](https://qwen.ai/blog?id=4074cca80393150c248e508aa62983f9cb7d27cd&from=research.latest-advancements-list) | "Qwen3-Next" is the latest generation of Qwen models by Alibaba/Qwen, with improved efficiency and performance. Includes models like Qwen3-Next-80B-A3B-Instruct (80B parameters, instruction-tuned) and Qwen3-Next-80B-A3B-Thinking (80B, reasoning enhanced). Variants include FP8 quantized and instruction-tuned models. |
|Qwen3 | Qwen | [Qwen3](https://huggingface.co/collections/Qwen/qwen3-67dd247413f0e2e4f653967f) | [Qwen3: Think Deeper, Act Faster](https://qwen.ai/blog?id=1e3fa5c2d4662af2855586055ad037ed9e555125&from=research.research-list) | "Qwen3" is the third generation of Qwen LLMs, available in multiple sizes (e.g., 0.6B, 1.7B, 4B, 8B, 14B, 30B, 32B, 235B). Variants include FP8 quantized and instruction-tuned models. |
|Qwen2.5 | Qwen | [Qwen2.5](https://huggingface.co/collections/Qwen/qwen25-66e81a666513e518adb90d9e) | [Qwen2.5: A Party of Foundation Models!](https://qwen.ai/blog?id=6da44b4d3b48c53f5719bab9cc18b732a7065647&from=research.research-list) | "Qwen2.5" is an earlier generation of Qwen models, with sizes like 0.5B, 1.5B, 3B, 7B, 14B, 32B, 72B. These models are available in base and instruction-tuned versions. |
-|Meta Llama 3 | Meta | [Meta Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6)
[Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f)
[Llama 3.2](https://huggingface.co/collections/meta-llama/llama-32-66f448ffc8c32f949b04c8cf)
[Llama 3.3](https://huggingface.co/collections/meta-llama/llama-33-67531d5c405ec5d08a852000) | [Introducing Meta Llama 3: The most capable openly available LLM to date](https://ai.meta.com/blog/meta-llama-3/) | "Meta Llama 3" is Meta's third-generation Llama model, available in sizes such as 8B and 70B parameters. Includes instruction-tuned and quantized (e.g., FP8) variants. |
+|Meta Llama 3 | Meta | [Meta Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6)
[Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f)
[Llama 3.2](https://huggingface.co/collections/meta-llama/llama-32-66f448ffc8c32f949b04c8cf)
[Llama 3.3](https://huggingface.co/collections/meta-llama/llama-33-67531d5c405ec5d08a852000) | [Introducing Meta Llama 3: The most capable openly available LLM to date](https://ai.meta.com/blog/meta-llama-3/) | "Meta Llama 3" is Meta's third-generation Llama model, available in sizes such as 8B and 70B parameters. Includes instruction-tuned and quantized (e.g., FP8) variants. |
From 0ea17d35d1666300d0b0815679326d327487fb44 Mon Sep 17 00:00:00 2001
From: sibianl
Date: Wed, 22 Oct 2025 16:45:51 +0800
Subject: [PATCH 2/3] fix
---
README.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/README.md b/README.md
index 4bfb7151..7dd28793 100644
--- a/README.md
+++ b/README.md
@@ -271,4 +271,4 @@ For Windows, simply go to Control Panel → Programs → Uninstall a program, fi
|Qwen3-Next | Qwen | [Qwen3-Next](https://huggingface.co/collections/Qwen/qwen3-next-68c25fd6838e585db8eeea9d) | [Qwen3-Next: Towards Ultimate Training & Inference Efficiency](https://qwen.ai/blog?id=4074cca80393150c248e508aa62983f9cb7d27cd&from=research.latest-advancements-list) | "Qwen3-Next" is the latest generation of Qwen models by Alibaba/Qwen, with improved efficiency and performance. Includes models like Qwen3-Next-80B-A3B-Instruct (80B parameters, instruction-tuned) and Qwen3-Next-80B-A3B-Thinking (80B, reasoning enhanced). Variants include FP8 quantized and instruction-tuned models. |
|Qwen3 | Qwen | [Qwen3](https://huggingface.co/collections/Qwen/qwen3-67dd247413f0e2e4f653967f) | [Qwen3: Think Deeper, Act Faster](https://qwen.ai/blog?id=1e3fa5c2d4662af2855586055ad037ed9e555125&from=research.research-list) | "Qwen3" is the third generation of Qwen LLMs, available in multiple sizes (e.g., 0.6B, 1.7B, 4B, 8B, 14B, 30B, 32B, 235B). Variants include FP8 quantized and instruction-tuned models. |
|Qwen2.5 | Qwen | [Qwen2.5](https://huggingface.co/collections/Qwen/qwen25-66e81a666513e518adb90d9e) | [Qwen2.5: A Party of Foundation Models!](https://qwen.ai/blog?id=6da44b4d3b48c53f5719bab9cc18b732a7065647&from=research.research-list) | "Qwen2.5" is an earlier generation of Qwen models, with sizes like 0.5B, 1.5B, 3B, 7B, 14B, 32B, 72B. These models are available in base and instruction-tuned versions. |
-|Meta Llama 3 | Meta | [Meta Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6)
[Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f)
[Llama 3.2](https://huggingface.co/collections/meta-llama/llama-32-66f448ffc8c32f949b04c8cf)
[Llama 3.3](https://huggingface.co/collections/meta-llama/llama-33-67531d5c405ec5d08a852000) | [Introducing Meta Llama 3: The most capable openly available LLM to date](https://ai.meta.com/blog/meta-llama-3/) | "Meta Llama 3" is Meta's third-generation Llama model, available in sizes such as 8B and 70B parameters. Includes instruction-tuned and quantized (e.g., FP8) variants. |
+|Meta Llama 3 | Meta | [Meta Llama 3](https://huggingface.co/collections/meta-llama/meta-llama-3-66214712577ca38149ebb2b6)
[Llama 3.1](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f)
[Llama 3.2](https://huggingface.co/collections/meta-llama/llama-32-66f448ffc8c32f949b04c8cf)
[Llama 3.3](https://huggingface.co/collections/meta-llama/llama-33-67531d5c405ec5d08a852000) | [Introducing Meta Llama 3: The most capable openly available LLM to date](https://ai.meta.com/blog/meta-llama-3/) | "Meta Llama 3" is Meta's third-generation Llama model, available in sizes such as 8B and 70B parameters. Includes instruction-tuned and quantized (e.g., FP8) variants. |
From 62936b0aae6cf6fc4a04bb1b55721816f74e3492 Mon Sep 17 00:00:00 2001
From: sibianl
Date: Thu, 23 Oct 2025 12:12:34 +0800
Subject: [PATCH 3/3] fix
---
README.md | 2 +-
docs/images/parallax.jpg | Bin 75022 -> 0 bytes
docs/images/parallax.png | Bin 0 -> 1376341 bytes
3 files changed, 1 insertion(+), 1 deletion(-)
delete mode 100644 docs/images/parallax.jpg
create mode 100644 docs/images/parallax.png
diff --git a/README.md b/README.md
index 7dd28793..8ee3c04a 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
-
+
diff --git a/docs/images/parallax.jpg b/docs/images/parallax.jpg
deleted file mode 100644
index e3b2db444e3e2b2aa8dfe481aa4abd8c0cc9552c..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001
literal 75022
zcmeEucU;rw+IOt2)>B6*in3c})IvZAVUN?QAiIKW2$hilA%s1`YO6;X5{{s(0I4D%
zTTDU(0+cdRgpjg=1PM#PfRP#Ycz+?mb;k2P$igylXf9wJz^EEZ9F7c+K~`>%c2k=YeYv;QDLCJJ)XST)X=R@?L)nc#ST~
zH-z_Dya(@&4}1FASOecb1^!EbfiB-??RiK;*xG
zK&O~*e<$+`2z2Z^2vkLX`@6R`@xK~)b@%N)2EKj-hl4;1g&@!o2M|d34-n{2PP@+m
zU;e?peF;1z0o)fF_=f=bf;>TAf{a0aAa{@waHR@52T}p4?+k*@gG7#fF8ujX5#cX{
zPn{GI`%?YPmr_z+ey6M|uWoVC>azJoGZWjZQQo%BAuc9nzNx5?AFn6gO1$EgnU{X^
zepFoI4c?pVJ9+BVml9tZoH=7~!@fw(@}R
z2{mXyU{Fe9*J;(uR@PTUE?oWj_VF{2pXTn(e>W<_d-L5t;{Dy52k#9&IRHF&PH6W@
z(0D=X9vBdddDgm!E4;
zaA&p5tnSdHwFlt_ha1ZqqcTw#8k!gkKSStERcFcMP|klQRrr&)Kl|}S+2f@mQ%4PA
zP#jm`MrF`Ca3^ZdKQm4@Pn0c7&&OOWL>l>GvYp*;T>WE|8U=~KIeD|qEZyzsRv|GO
zITwy59sScZG`tc9SBOOE1X=EYj(P2X)X@q0@!2jhygMQ%co#ij3?9`YGEU2Lf?m8F
zp%{qNQZ2lR!P+{(2*1d!FW`go7SZ#^6?;aOv8NG*yzvn9OiP`&)9epzOE(gkbs~xb
z;50C5h3W1Wv?Zlk_-T*VQV{OMWApoN`n|0~?OSz0CG(W&!>C3}al9nBoZjI;UatCpqkCGFzz76>%!V$D=c-PB9^!LD(}G&)(4so)r#=RH^@
zJRajJjE^$<%wTRgc@e&v_p%)Rz#7VyDDjRPX4JIM*+K61xKU?$%d+n9S7~h`Y_sUh
zq*@$w^Q38E*8~ka0Pjs2k2HL~Wh%I<`u(^s|0|C4pZc5MWr*4mj!6c$C`|bXY!UiY
zE#)s1!+00FqfLpHQFlozr6K5Z2^^QTnUi;AUn=f^0MDWGEDgCex9KR_G6wJI8IHL#
z+m0@((1VAPgWMED{b^9BBlBvTdct7zy6&3Xu8ZP$E=teoeIv7p(wQN-TVpXlgKfY+V5i&7C^@3*hsQu0L#
zM=4xqb89Rm(*{ltolPdFkb~e2KeL0^b*n1}6`8jwXsZgn7IGcr2RjB@zb7>9Z;V8;9UoU
z#?@S$>HT?!$L8qn%)va>nF){nLHh=8DV3LXMg+;Z!sXH^(?oB`%fPXg2pm&A?qx@4
zNlwX(XM<@iv))MN*!3Myq~$cZZBQcUJbANfRrVwm`Ya^%X0s#ecp{o&7BtXcZi+8v
zl#W||v{bHaQ=9K=y=sf`Cao?^dGD&S_QT*?j>F8FF$Y}4>X09R3&y0x2NlVryrv9A0scIy62Nb
z^pwP$WLip0nyKGKyc!*kI&WFpgw0S^&l-$i5hSs=-X~LzRRK-EMay0rbiPt|z;T4(
z)|L{QkD_$8OY`sCVWBtmb%EmT&!}7Su{M!8^@n32TX?lFkzV)Snc4K?v&M08IaRNM
z=k!94NMmoUWG$`hpoDeF>ja#Bv~g^kCwT~ObyJto9#D78Fm{Nn-1be@hC>8!!(pE+
z!H!*7X{Smrd2SW2R6ju+@Af91s`R9^%m`D0;gO!>i2-^_CFgzZ1I;Vc;|KH34fU=r
zHn7X-3DQPW;n5S3{hrd6;RSgoI4el6%pH(|f#9C!dsDb79v8z+r+QZ|4=b)hr!u4a
zJH^5oB_aeH(-9)G5~~1FA;T8AnsOyaQ*9zAi3|b|X*Fh8r(Ugbb+%0%lZzI!>z}Wb
zZae=GQ&xY-W|66kmmR-b29cg^Gh30eb4`7sm)5
zS;P4dvZ3c}d;m%*TExu00twr=U}We{Dk|O7>U*_XQmWeY^u@n?WgIS8wFHb3eD8~_
zBX9|^m>b3!WD`Vc*Oq=k2s3@Yzgd^6T&(lQ=jjaOBhMb#olKlrNJ#9J^RB(qNUNuw
zQP@k;hqjmTedyFG&B>eSHPoDmG8Xx0M*dhFk$F~RI6Pyjl3f(Ubs-_d!cXQ0V9JIR
z-0;553eaSqi7Yqj0nOmo2BLFLE7I4MJ2r;-pmAdPbxL({SiyMD*0t&nZSw
z$PB@gs?*J2$$KP!JSG+`g_nh}klyw4%kaokEvY;wf>taZv8*8n7n!OPZoORahFD8-
zkgQaD>@BM1fP+Hjp$Y>^0F7_#Xf_89va3npC
zYGvAQ<{$+7VvVcU8`iFWBx2GvWbsBWw78|T&uSH{Uh1CE(SZVDuf?I_rU!knwK8aF
zk5@+0`pOL*{b-9FPzob&I%-OptT!X@H=C&C#HqIM38Wcy4c%|Gm{|KwJ1-8M8BE(2
zL>uhLrlom)S9s}w9GPv#>B{sS({(b&pHCN2=wNjbcfF%%Zpw}@R&E4c(E1wb5kNaS
zyf8SDrt6zCqe<~!wWRZc(MM_HS+BGQ-R6ZM$KzRW^{E}um@GZi1t!;EzwgGM|K(2g
zU;hBn1FtaVhCWO4KeS;MSftFqOc~y8kW02sNR7&hB9#VZmNuXNwiCo&h^bhvu0MpN
z71FMuB@24)WUD4~q!!Xo@H>aZJOu8+LPV
zTH^G#g_`bWY6Aw&%N$BU-R)=;Kr;SkF@h@wUd1V8L*Sur#W7{tT2D
z6rWUZ)Ls|#<9~hj|Kq>h|K)(0XrNubSr{=!MZ7d^`-nS=xK`pos)SWaOd`P-(_((y
z8~eY~IZg>mj|U8q4y5~}_{>b^X&o0SOGZq;Mx#Qz(Yb;2qs}4;6I35Z_vkY5kW-I5
z>E7kvI4;Mr+$yUZO9AWI@jSD7QjVaaLZn`4PP0F!G2ZP1u`5hGVA`L?E$x7$UMy-c
zt~b|rWN39T+`gR9oH}Tk%8ez_=8R?YGH<+MMm8vT(A#)>R&%~Cz2>i1kmg!0SRbP0qXT5A8bZPrU
zU5w_FlldyUyGY@$b!QX%{Mb&S^V?^WTMTYtEH87SQnnAT<+?^JTsIPAQJbQ>S=3?o
z?L4h*W69VIpXk2Yd=rjK$oAEu72DT$6^P4QiKM}cla8?=uosByEac6>HJK%tXW@#?
zYr}B!$tTebsRcWrYmVDrV};pZgQ_P*&*i%vV^IMJ>Oz6R2@3@>t6C3HA6+C*Z}6}*Dzy+>EC+W~cR{6^{%8>e&E!pFC7
zHIQH{^`E_@NEOYdV+~%mZ`jQG0f)#9=ng2~5!kDa0ejWZrM(OMv8SCU@Q0#yK+-kX
zHAG{DUi<5Mf9m!6*yJIjD8fj8?!=0#ruz=)cl>&qjkNWYR&@0&?0B?g_Qdj3T|?~e
zwGO&cOCFJd!>!RLA1=Gsi+%7TzG<6gIaWyJ?J@zhD6Cm{Y?c2{bNE^BI@`6qDNq^)
zwtgJ2^(X#>u|8Qm)ZN)IExT>%hHurA$1~TI{uFz1DK{4Rg3Z}<93H=Z@b2&bN)Oz3
zXZX;f!RtGx(bw1TE2ceL8jA?mq->*(!1cU35PnSGJ-tuz<$;Fc?I2(-75<)wxmu3G
zlK#g$>~6p7q!>QLk8Sk;aIh+ne-MB8=)GBdGo9?Y&GHP}DA~o$m}#8}`~k{}a?M(k
z)E8^p1|gCQ^lPxl^r5KHrI*lC9=f>{i|%+(J{AIx3e0)Ef&n2YSX&1sJnU4rEe
zU{}4~|IsHF@Far-yhQ)+FYfUsRb_O0;J5w1#bD4j^_OI3uWv4~N}~R15rcn9s9=DC
zJpPpv_1}E&ed)INIG^BWn=pwU6LkIH`P+BX=#Blj`02&*D&6YIUa}@r`}ws`s29m4~l$
zRmw94w=Om`M@xL^gl6}{rQ}N*6I8}%(EJF)KU!nX6!*H%M?9t#K>*AARo`y0gvm9f
zfkjF=UO8hfx%T}rW5b7|CB6dV;~5;oLiOVLsD2#tj92F75&c5-w8bcmEJt_mj7_og
z#-pg%?%pRo0B81Yu57kiUVy}6l&^)jMdJs2v!W_fPt>Smtr(JZFJCXz*RF`Hy1#r;
z$4Oa?>|io-CK03&Fqw<__0u2!n-23&|NJo7tqY@&ZcO;HSdg$!-?<
z#-gbi3L<^&Qs_!v?cU217&u3iHwzw?`2(1|G*fc$^Imr4Dn$!^XE?g*W+}ze4lh|b
zK~vAKZtY@>AG^Cby^Ng&h7f?hp^yDMjov&HT4;l_@v4eSjfi7vyz<^(x0m<)Q=9&O
zd-8zwUP&uuucQ?y#LG8;$XIbF-4z87tq$2dY0j%pntI}_G?F;tLEJA-9(_~o$$f0P
zRGVG0Tl1U*YM!@v6|Nfr;hDP?E}ezJY2rIYpPnAk%vVW17H7iYxmk566_3BEN6Y_&
zvE%KGRZ4E
zNDiv|ndwdQbTBGC-^8)2E-%}t$oXvwLy8WP&DPNT^{C<-;~#$XyWFblr#&-jxfIXdNrDgQG^(u-RG)L2eVy53zNM$JU8%$tlu~7Pi
zZ3Zg|Gu2L=Y9?%^4DXfc_q*>7`c8rngM;LoC
zfiY-g=%%A*QTDfmQ_LK)V_}1SM+PcL%)&0wceQFfBs_sS@6-DB6*hM
z%Ifhf_aZUes6Jw=dnwj3vn(**yU+iXCUK?B$rVGjUHtUH4(RhmiTa1LfBtR}mpy6h>uJnzO{vYbis_NimrZz-qU^*}$*?3y7BE_k(0@6OK
z|NT_F(rQXwNs0etMV^6-g#n7XnQDwZfAZPUia#jT3DN}1YZ%XVJgP^A~D=tkqnHg@ACX9O5
zI$ixDnads7W3MlzjYgfZEbR_|UiAU`@Zufx!J^^dmblb&azOIMX}yfu8wHTL*^{XW
z82YAO-sW2U*Xs%@v`DPk>LiStZEO<*{iWqzHtZXep56-Ea+KUBk~@db1#;Y!Pw0W>
z4#KXbpr$YX=UwW5>>Upmt{Mqc(a3);huP@Ao_O(Ox-(SI$d;AJFf$C!Ux@
zdoj=CsW8j;mASyWS!DrKHSySX^v{=_gIsPpXhvNu=(<$3(M;95ea3OACc7jA-9x@U
zeYT+Ay&b6fhOt72A6p9wo>!Xm(;4KAb~qaD-ZB<#=6LWH(Z%D`QGrLG`n;p_nx8kEj0p)(ZBT2Eskw
z?~KApGhL(`@yA3Ql#YtXJp`C~f%T;-B5a4C0l)*yIhw
zSO0X6*8`{MG56d~*ooXMRE%!5ypLV<6lz1ZS+W
zL{p+ObDO{H7)mcvR<=bUM7v&e!>QP1(yVbQP@~NDE&W}I9J21j0A1xzsW@@v7UotM
z`I~oYtar`OI@Oy#KF#T3ePawCc9aOtR;2|FSD#_U6n@-ywcDp6ijl?eCYl*;MgFE{
zd3P-;wISL`mtQF^MG#%pO{ofwaD(>mYlix#haB;LTRe6Cpm^$haw9!k-!A(rBv$L*
z;5JZkEd|QTM8bAw`^sEez$6Y)fmYGz&16qwg5K>aY1jcaTty})@yYg%hNxhs^
zryH&cqmawsSMLe3opAcoc>pVq+%26(vKJVYop6HC(U7KF80E{as8MIPN+?n2BNp0G
z_>!%1^v{lq-itpBQr+t`c!kvR`L_L|2CN=T*#bHyNNf7}Ldcs2>xfFf!^`-wOf+*|MaNg%CB7HmCeX)&LGA0-Cf
zSYA}zyO5T0+B;!6enQ1zz=J&J^F>XW(%K_8Y63<`sGDe4AImO`AIqTCsh9^aDuq>C
z?)AeoREJkBo=ECj_H7SpG%9&b0?^%J^RQDV<^jBCvXPwBf{LWB6W8(RPGsi@9be0oZZ@ph(j^vNAaBqybIRrm<*(*ZPv#Z&V
zfj$|}n+F7A-S^kX0-YDb_e`DqqE8J)bd4Cd=002X*Z~nBDa)IicLjp^tCFRc?#j8he
z+A0j^(eqrEL+5uu#>0KEDfBhzjvWw!mWiDmONpKr-Ye(}%6rhIX8I8X_SRl)-*LCL
zujtY3bFRNI{eX$xJPH04Vx&Ido$B9m16kidc6BSndSBy@0v8Y!P3Tx~0B@cWN4pYS
z@+!y=+g+-d+Er78t_n6c6SV_!-T`s6d)ejJYJj{sc0T3QHgZGXdoX%{tE4+g=tdBVKW{&J
zSe1rUC)!p*AUYR}kVlvXI*qdmtVfZ8NkF#WRQl{SJ*#ggQ+ya4q5n}T}P*n8D<6#-P6dkmwhSM7dk
z4H++wKJh9`&*B^N1@FHTAPeT_DNxN1!GxvZbdy@YTB^)J9`bJvfNgba9aAMiZM~l!
zJ=ax@1$iSs@JVCU9aFt5t4Z(
zBB7OS@L?Gle{6BJP=9q~A%?)i*xo`&u6qUKXcbkYF6N)2N#8Y%th@_t_AcV3DyTEX
zk%evR4a~_^SsJev3EbX#CjH7S0g_?97F<#_t64b=9?O_PG9xa!N0Alq#nbE3moY`lfj?@1%zWv7P80J38;l|z6-_Xz|&gNYrD@G%}=;^PAzZ9%r
z)j>X370LsvNOF9ny=HZdHggv|CdZ8GEoDBdu*U{L)83vFmC4zy)rT-2_#O6*-|aF^
zcoqqpg5=gX|1a5@Bg^271cn?O;T6Z(jjMp;M07>)A@+W{u=$kU<;SD#KX*Al;h37C
zNqK&Gd&{{?yu((*c-3@jb&HR*zXp)@>#MQ&7OfTP!Bj3Dz`IOy-H;GrakCIJlhr*~
zogJU*FwW4E%Y$OVA9>V8pdCA!wA384ui#$vOq982)8MB?qz~4K0%yN@!P&1cdzBkw
z;9@<*O9X%oZZ{E-i<;Ny-Ae?pf<(Z_GMo>k?`O6y&Qnaa!hb#di(pnk`xO~)m)xVF
zyhV!CLfy>420>DkMtKrALbL;e`2)=#b(l-1&u=`OO?O%A=p>geoY_NbCwU8yQ!mI$
zc0l~X|8Gy9EM(4cgQX{N6Cd@LKI0I;M@k#8i^go&Z}WtSzs1?7^@c9*hK#
zP?gW8-au-2CR$p&$r`&Cc+x2EuD2Nq4{KW?0ssJRIJ=X#Pk!f4jUp$wmz8->oJg9e
z1y<}Jd{wq<4{sBuclrc(Mjm(Se#U{;!K<(VD#RuhSSgB&b8CwF@8xK(rKzC=g_fa{_LaLrqu0=`j2SB{thVSslb#r**AC~)%FD~+|`LH^`^~hxASszCo
zu(;`OrpfCj+r=wqoJm^YwDr_Q-)TZ(4p>%91exvZRa`?NU3ISDi>R_c>+?f?pA&>=0&=h3b*(bXC-JG#okRHFu
z87*>igCJ!{U9XmWdM*JVGI_-16d)baYx$gnC;=zoP{V;JUf%qjk?YGX9?_*dYJzT@
z+gW6h^%81Z>R97Ta7Y?+OJz)AkpiAqhr6^4u>IqB+y4Zx{p(#;FKseu8`a1fUEVff
zq7B5GdnbN4@VUUVMbRz03;`(tL%_>1N}7ifvLFi-B!tBGFxL7W5hKTcTq?0QQf2s0
zu|Bi^G7nSR^RT9d1S`f^#3U&bo9+>7NO{sQnD15>P56AY1QO1OA{C)GwGP^rNL;vJ
zOUWyDlXy^UW1+)
zi$RF6^?OrXu7w2X!F)rh>AK9cDRCpGq-ZEK@(8Tr_M6j|e}t>+Mm&InbUkDs`pgmP
z#tlYk^OEMX-ALUe7gJ642<%SFG|LH+Q6+M2tZLNH1qzkeb+Y=+(>ePMAaGrK6q
zSSp;q4JwcHXHKl(zqWfkQSY19mNKNk49nbfBCc}`vk1ZL71vbtZ6+%SiU0T7c0
z>jshH2DYk?t~rv(A;xaSa=L2DE`|uhu-}ZooNXud_q&d7tly^Z0++Rvii)k~O#mue
zd``u%a{|5+98v@Pl}+5ZPBqTVBzW`{Mvwe1$Rm!s3M4aQ*1EiN+h?FH1!Lq`O30qdR_l9&(8-!sb=5s`Fn
zR#}(BY!G
zeZz_{0Ey;ZE~OV|b^4~pB!kDaal;Q75n?rI0X=)W!Es;F$KDIAX0|VxTBa2M_SBER
zp&viRhG)wZJx`+K3fHxB1=K1+3Y-qo386K
z?Le&;W-CfD$L^1{MQJIdO4ewU&I+$;Z&sG?`jw@Dapu#^e(}9?j)1{&{e4h2bE!^Q
zD8;*bF#5js04_CFCVjRfzy8(w9j(cC;aLTCb-h2MhV1WpadbCtpXH_PnEl6u`$k$$
z&BL?0DS2KIy-2Qh@kNLyjv*gia9V8p#p-;;ohgaZ{ns)Cj-)z(?Wyn5b0Rf`>Rh0H
zopg`AofQ@|8y_pmHhb}sDxb(ggbx?JCbQ%QQ3PiuctA+mt_q-P&$!k#EboABcx;5f
z*$6kAV|M%`_O^t4x4j-Y$*|VCxYSPHfnpmL
zmvJN8LHVX^pgY-+n==->-znV%%$Z&)22LWor{QFUnO&G&3o_aEuw6@aFyDJ>ZzaVy
z95Be-rf2Q)Uto9#ylMBms9X-1%sf+8_1wwHhlbFr%3xyd1+XEzOGr-iY9lR;Bb_s{
za(C7nlV6aQXd6mGgx~#nxpXf{#0$I(i+T^imaNm0D?Eegt&|lIU>vR_y$5Pb>f7~i
zQ-A=XG6T^vo4z!`hZ7ineI9nUT8Z~%Hr7oewl
zej|KjJxHh+EIqDGjg6}B
zl0>0i#x>%k6RP8RVlQ+TR=12QjZnG}@nxn+~IVbqpfthM%d;cu=6)Yp0S4uTW*
znGmsTW=YE;4DFS4A2Fx4p3QWk&9S__lM3ADEVI`(f%2?NuYjD=GZ7v8S{{I`-(t|N
z=Cl|kQeU0`ZQNsiIW)evYtCp0_f1lLBZAC}`~rv}Bt3a*;zIT~RtwlA&xh@8kM!J0
z9Y#>OjP3_GBksLel{E){gUz1}QQE%P5DmMst-Q-E#w@hfa;JbBOn#5+QDJFZ^m|Qj
z$w>kF`c=hJ43AWAqo-ecIlr_Y*xTV@8BB5I7ATNPx~kDo;$|qxfbEm|DTqX<7WH_L
z3z46qTDkO&F`oyQDdf75lJ2WxAMSt-N4$n_5pc~Fe2SR@Hph^Bxg?=ADmA}nX$yS}(04bYKr%QUXTk`lYu6*a!
z-I7CmgRnBnpR5mE}u?DJWF<9
z&xI;-Cu5yDpRfg|sI(}t#pm@iQ=bmKxA@Pbi`P})@bV=aKr*9o!FG-ZN4(-g`qWbBjyLCoO^tnvQd&KOXK;m
z%|gv_Eb>L*_d_fooQwhdBFI!VmYY2jf9%j2d&_q1%Sb1Zb}6&uBH;zD!?3Ht-Bi5)
zDHqI{0jciIEa))VYjgG>r6SU_53ELXB#=sUnoCcT5Q0VLybVxqc#$f|2dYJ~OPr*z
zy2LNgM>uRYR7;$ZAFsT3R(#;i)gqE{qm=F*aWm=&8`!paetj?5A@eCPaY}`qfg3@r
z$KksbV7oV?chQdds;I|(K0J_iwtfS3*gZ&_W5$A&?vVg2IiYZX*7FRY^+fP#J)-QQ
zl4m~L{|nz@ZOIXS@9QOCbNTSU$+Ns4XsMQIs%~V%uBR?Bf}!zu+uqw#@0Wo868YYW
z++|;t?6I$I1XV*9j3Y2r$jv6}*JVTB*dfXC#~B_}A6MPIwJ2d!Fj>)6vR4D$V|1P_
zY9T#gJKE{CAjL1BBrk7^k;FKL#g)!$@OcN;X*coy(&}+Lt4=-svGK%75!2B&=L}9)
z9U>gx*gugJ#tUfoBi7A2uXH{c;458jS42D>);DfT=|MVWw>RZhph|~per*@j3ic~D
zcbJ(4-4G`ZuEC5y7%i*0OzD3twY`ZL+Qe@^yExVBNmtPV
zQ>aRXt^zcsDQ!Mgw&FxWOJQ_gW%gcr#?mrvS=a$74OdNd|3`W7I*X_Cl}${42iwOLVzGI<}L|_OC{>
ze0)g6rWDkPs*Rb6f@;9s$F+g^TIJNK28@qVc*Oc^_`wE?S2^?)XL608~tZIXc
z>xg}gBsWsd3N~=c*eh6*bV}EAvP-8U#FSNX^J+_By$N%Jp-s*RtJh(~*ysp-D~U9i
zd!4+v9P|L6
z+y%%$dE~D0%Agh7NvdY1V2tppOM7zAzM>IFXKmkVq;K6fR*WQ$#F(C`E*D{$G-Xqn
zwug4^BY$#6DQ{23>mfEstiiD#o3n)gQJP~DkG?Vh&{s}twhH8+Jq{0?%EJKo97`6X
zu0ewkGlr5dGocjZiOdGAT>r^SbJ0?Ieg&%wwELt&6Kx3DSGEDrTJ!GwJ9o$Hv<9DF
z2eK;7`X2-W8syZ&Lk=9HQeSM%#UZR3HvaxL7rT>svVz?B#EFxdfn#s5lLJ4`#)#MjEXVqAo8vkIl@(
z0mUx*c#pMlS(QYPcj*O7=2Tl(V|WZW44d8K^)fj0W#{vibs1U>4+cpP@t%t`5`y&b
zC|3@-`3$94Q^k(~#~xv#V2L8WY3(9a8ypp~)^@Ul^>uF|MvIm(AlIcL?c?q@vCXRP
zTV;hD_(z&vo;X~FR{ZN<$HjCplI8(pnOU^c!#=!8j9d1dm@w7+mDi~Vv|rh#s!L^+
zl7z6+c!XhF42J5y=0Y>#GC5#}Br*r>Focg~>*t;)dGz>$m0Z*n)2d*1*&;b*l9ki$
zfau%DqQuSh)?A0Sgyw7l8iGXWosECx@8#crxwPd5-$a=~o}&n5iLqT?6wk4~3NJ{@
zGWUEmjx%>V9n-IGTA`E4B&%y)FZ^Wm8HuGGWS)1gYcNkIX!vCc{@_x8u%0d;F+Zt~
z*_A|pYtXc+jvp+P{3&TGdx)^FZMVE!g53aYB
zK4)2VLfp6n8i19LX#>
zPQw^|!*tW&=C8UQ>X`}7)scO}i44M({GJl>sXP~ut{1!~UB9&7p_-DP{Ry7uK8t|+
z7zX4@C!W`&m@zStv)wssC@vBf1|j+RUIb0q_v0{A%oh9-k$9f=87-i9GC`R83zBAIm;tp4ZjsYulzCAGcvG9;Up^?W|~Be5gYH
zMAt7WxN5_3UYN|io46XrUj=5sDgborAKyILHQwb@l6;(rR7;F58m@>~SF<*bWTPLl
zZO=LkdQTZ_1h2B@CW6jQSEX>f`!7RaNrhh6epLqqFAfXc&PbZjk~m{dX0>g*zho!t
zq325{XXZcFSxrloO7k9@?5W>a%GKOu$G+*-kTOP#@^Kyr9~X(;qYmz?Xmn90D2bWT
zyis{E@V^P1CVOogrhDhWN|Nf%B*4GVA`O?Z0aE$77(!v|V)4j#Z3RG7t?_jL`_?IR
zgLNEr+lv0sMbAh&
zb)2rXi@~%^7-RUJ{P+39$j-@scNzHabs6~m&Im>4gI*feBin)=8hHi0D9}qQ{{8Q*
z9Rz<*`zR>EKS@2=NUPFGhADT3V}^Pj*LbP@A=MO3su0qNb=d7r(t7VrKLsHPSEJB7nRhq#7H9AfTHxt_&~r&ThkzCw
z1gP5{t(DmD*{F83UnJr(+{Z$9*d1p{a#1|I#KHlc_V_?45j{$_#;B{C~ZBqP2
zTW#HRikiYDxjh+=7|QZijs`C-l^lP->Fjn
z``=kf{=Cgi^D{ZzPu{BRN)OWGrHV^Lju$7{I`NkO?&fi0Z}ae3o3`LZn4h}tHM$s9
z00QL}G^)_gdk3_)rXh(Hzrp){2%R^Fs$~scrK)E&U)U;-%8@vEbF4p{O;g9-H1fN}
zp~v1g8;m(iuRr~ltSG6jX0s(;oV7(1g(Tv;+fVJg&RcK$(m=tJeJ^M}j(w%US{ID0
zI}0yITUg|boemu=df+o_xBR2VNcXV5Zsuv^395J}Tek0o*nxF6IvNUCxFhwU;mbP@<~4((J;0f(N~2__D9HoqX%
z!B=y#$36~EqNmINOTUbU{rr>%Z;Yb<#BI8Ic-yKEU`}6}eF3st%eF_Tp-lO=RSUe+
zgZTk)3b;FC10o&<$sU4TNPYONLB&Xoi+Zw>Z)m&v1GG3(eQNs8Vl>)>;>bVicv9lH
zSe;V>bUZ;7D8Qr*UuBRLKRyphEEkZS*4X;K(dTgyHI=F2hxl?${+S@ki>LC^6FF7b;C#%7;`smh{U*OCqbpNl#tN=R==StAXjj}
zHIXgQQx)i1r)K(^!@BaH=z!MM5)en;U6{Pa1)5HrO!ApWLa)?+W?ph?i~tc2nKiJ>
z>#>@eu9@!C2V&%@dT%3|>B4
zo^Ygl)kmdcZHXPRcZLs+VNgnmE$}vIg9*a#Ry+P~s;lqh)`M_?a2e06oLBmgVy|45
zwk2N2mou*rw@adODyeEZyKMWY57_p&rQYiGGM`SZa6A0?4yc}OSyFSD)Kr|m5Mrw_
zT(T}pDa_woUiIu>kDk(+D2wnhUXB}+icDt)Y4|+0Q@_8aP|wI24^2-Ft0~vu;y27*
z2CrL+JB_wQvTjqF7m~M66IT(Jv!0B(5&Q-MgGb66H?SVIt)5Zqn8X
z{_rZT3}Wk0z%+7@0I3WEcu@Yk+=~;+-=<|iGah^76giTvQP&U9ndP6=2=P6+=1}1=a#0$
ze+-I9q#|keLtl1igy`$et|JL!Hw6NgzuOZeEh0hBDd;y|9Ne!QoIuygVTpTNSX1<*d&XvBt&5O-_X#R4>*JNT
zazry(nDNStWHN-J>k%J69K8}5{kj1BVxwWpvK2Ao>chFe2sWsx2uvY*hqoq*q#psN
zxb@|`x!==W4%aPB;|`uof(b{IOQT=J?NV54pA3KAGjqZbE;+LMqc
zd*=6RuTKLSle{brm^B_As0c*zquAF{;D^-Wepe+?R;rMY4(b`3*RTax#kcu__ClVq
z%ltoV-IEV)U6K^t0fjzqkg3Rh(7|yYXt~Ujv^N2g_A9nZe`EMSUZBo~*;(?DsuGNW
zF0baFF}7)GS_I68IE~-G=P!F5Sy(_vmUV}aC7-Q||C{x0y9HH>DRCqu0b!Wet>rIw
zuZ(1sYMa~4=Jq(!fRoX1MYuUXY{@M4W^NStj#WP7_wUI)wyv&MZA*CDzDMK3&QMdl
z&QMzaL1(B$pfQx;tj`*+XTcW7pm{`f)#OMWAtbEX!Q|nusDfqs}c1dyDQ%3GkE8@ACrK{Kh1p
zmKF>bufa=&Z9xa-&%fN{lTGv3v!}SbLHYs^qy;^F=-3D8MTuvUZ}nKleC5hLNjj}!
zWaP)HjWx=CwnXf6~E}fa{kDpeVYDv+SJXPUrX2yZkYA4AOd@6?v
z?eo<)^e8~|3F$gpK#z2xl;+H&V}n|z@u_x#
z8anoDF|~-Kd!>UTTt82s{)uj`-XP_iN>Zp_tlCPMVi!g0i1y+2%l`yu7YhLGqCADK
zOevq2=GO)0%h45o6wCBMnkBZK5^pYhUCFJs}c6C)tJkI(43
z1hl76lp3r}nm?jXIH3Ilg^5H>VLC$35JizUof72$sZZ6Sj@+wSHhN7dp-_4$XUpcb
zU`fdCYk?l`n?a|GY#m~rMv%RNdHYdGt>);yNkQWRPmSNA=o|T;-uVN0Zlq^P)vTq)
zS~oYD&4rZrHel<&n$(KE%=+1U
zGFvdbIK9!EjU)gm_m)h_
z6wy^*Aa07ONzZl}uysAS^$wBsdf11_2tsI#X|^u$1ZY6HoOE9sB3Wi`c~iR%e!
zHtEYzJ-pyy`$VetKr+=Zl7@+vtcuTd+OkR;#~i)21FH3NO@USD8D}zQaGJ&7=O??u
zqpgR(NoZ-(EJ!u~r6mzOscfG!o(CCJg4vo!6B3`Y$636#CtS4AR0hzdtw+K&o*kks
z?$#8+4=|s#XRKcIVTuiD#FfH2_D#dH1!A<3p6TV?YUR-=Z2_zM`Zx*b6AVqZE
zEX@MoE6$lc)eJXrw};!&cY3(F==qXg4spbnNKL-A2ue3DD7od{K>i=DHpX>m6OIl_
z(akBQ(4nJhOQytJN%DAqtD}l1zHZQ9bNiNOLAn(72|A^h>h~mfFm(Iybg*rE;!&{|
zWk{^{3TFp2gqE;0_3av0z%Vk34B!!UHEE`R8f6>ch(!(<2#Mam+wMj6CY_Gyp!+HU
zoy&N-n!k8!e0U0>rgyfL_e%^D8E=?>rR(J?d2RVLleaOb6v$vZm1gY(1o+#z{DfmL
ze_TuvSXe|1whBuiP}|4c)bQPlA``$rL%h($q43^n1Q6|
zER?+z%9M*ha}nxM>nT7o)6SDne1XaLZjkt630!4r#_5whG-DG{QI$V+WWat;OS3Oc
z^Z*CyKddxRp;qvGeBPvA3U@RCIgUE@n9kzhw_`8Fq@PDwXw{(|f!R5G!~#1IaJ9vW
zL3$7}%Ulkh>=W}L@b(gn1)zxJ;i@ZjpNVTYR4*7fvF5EMpF^!TfeWgV!qyHTnsPEys3xyk{0
z)h%W~fEI5q`PsH71vbBPH_xd)=|>&Y+{Y_37iaL>ugR9L@9#_4e5#rCRZdHO%K-i7(CBfiK<{zc0tHgd_;$|aJ=yZ6le*FwU+bSYS~TJ_->d=)24{qFf28E$FBW=m&F-^_DMMJ8yW6A`^*?C6IXaixJ#
zYwfWxjyXaj6K@4H@104Ox!~vq^la%L2k&%&GNmPr|^apviI2i@%LYWCti;RnM~gwP&e^TFQ;&^(Wf$*h`w#1
z^X1WsQ`4OP^z<5Bo6ClM{AS?02Su}w->t=%0fbwy`#d9CVB~4l!
zJF_Q0D^yaKRXdtKgq+z_BIMv9{fX^ynA
z1a2H4m-SI3Ed4)ShpG_Zvrm+ob#!(KF<%Nac`!$<8y&kUBPAWH9&wJ>;KP<{N|ELP
zR{cc7#S=-LN8I-YN>_nq0-YJP3uOMYYqdjTR~wCOiHhXuf0^G4=J3+>7wRKw6H6jCN
z!76V}lZ4h5(KpKa?LB{LOS1=g1lxUEOmge%@yzN#3m?xVXV>_yo|ab^ACI4oC&5qN
z8Nb9eagrUoQ_Ae=6B44d$MV%-#z4Qtm2?p^jVzD+BCl6Ol(K#B8ew)Uz*Tz#Pu`hVCv^SCCjeE;Kgs_k{xiXvO<0<~-+vTsgB5ZOkNeXAfr2qCiX
zU~4NoRM4=K76e3=$dUvwKvf{c04W3#Nfcz?j2Lzh;_p0J*tG53JMGM!-|O;6Wje1{
zeU|flpYxpaeSh9!XqiHdJSl}e5S2^eQ@K#cA~)Jm=&LQpiBf7Aq3QsxB!H{mF`j1_
zsFGV|bJX!xd_n41R{dAwXk+8>iH?4ce91U+BI^l4Jt*z#*6!}YZQlrN7@F2oIT;92
z9{HO?-j`}svhJpvU+TMsGiW$wh0VWr=x|`t^`H5b#g!BzA>0Dmsw(`fm6A{*0m4^D
zr(AmK`)U?778QG7WL`#R(yjhme-#K?L*8v(9htU5fcQkAa`TkwZTJh58E(RS=!_E)
z>esXSA4!3&a%Ssrx`z+%Ae(YJ9oIl*zj$9`Tt^BEH|rqjRIhVXq;yGT4Wcl0RL5M^
zkfdwlgMo*em$ap3DPwF3$jghzxBr<*JYYb6AZ2o$9hcx?=A6%+yUTWKHxa`4$lrIG
zD~wVgb19C^Wo{^;v_c)(`W9jfDvNjqSJpf|C0QXD|~#kEebuGlkDJLb$A<1
zU;dZwS@h#1e8S~gt;5FOHXHWGlgDM<7m&6otoEQcE-p#*9<*59wuL3%!ftl>F#BNH
zrL<93%e>iPh27M?to*Qi5Ka{I39fB7t>Z;jm7#xTi9^Q{tO`9dJ^2Chb7)cb{9YGS
zvtQP|iOvTY6byUxTub4s;~}*-L9w^#hdsz6Gqnp!@h1BT&CSS;xgfwtxmd8n>RvaG
z+se}APEg+5n>%)#zoNsM52J+~)>u1>H<;%HjwT-Fd^V-CT`>cd_cFrU{bwwy;41_^
z2D)GIJ*#ZRS-I8U4ThHv4YN+$sqD`_$u5|x&lU&usSSOG>yqj3yQyiPm$ASUlCdUV^z{mGdGd66
z(L`hDtpM0r*+|;^*w3Aqx;>P!zRvM-8(CZ5ih!D-2MCcYjLEkxZv}{K
zq0Fm~`1?CaTY0!{tCl#H@e$9>pu^chYiFSvo(nX0;5EuidMgrhq;qkrql5s36k5x%=+KcTSsyjn9sn
z`^DE9Xdf8s4IEz73z4dvq+hiL42YZ+
zu58?jSQgl|>HDvQKw!}2&6~a#u2@54IjSE#{dy&W)zg{+H!4|e`X}YLHa_6M
zqD|}0AM42yFUZ^dJHjx;6*5?6tqi
z0h%F#o!!$1f=Z!m)ADsxrIYsVPB+jl3lv1DfW-b;Txy|{8I(H&p@bF2ELrl}kkc_e
zv3rXdSXSG9{1E!#tJECX!2Hv%W@jsp58*Vpp9Mu(8n9UAbJ&d3kFvuJta0|HHtg&$sO^&CS;=dYGgf-OAd#t25^4>wywO
zzme{8g2{{5qIEg7Dm>CD=6tBGe#Qgqr6EeoPmCCuQXgF8cwB0auL^T;^mPYrS&ii!
z(~_UFdpCWkCB0Gi`A1Pb=`AN(j=9zQnyA8IFasJ0GKDK>z7-f8aK6#a`Ob9)%$*XC
zxobH@a(N~^30D}n)4m`9*XaF0aIA-}&VPb=tUgHQgjjuJ&wn~yx_kp&?imZ7BY{t$
z3o9Tn_ntIoaD2W0(lqDwc-vXgk=0d0?omQ3L*QrI^=+{q)NVwM3&A*c;4v+H_p?g0Dna5pdEhAm4Ce(8&6IJ*1h^)s|=EV8u8cufd_{Es;$VHV?xE@ML
zvxbSq^-r7{(%|PN<9;00sxyU#uoW1>bjQ!0aO%ND=+@f)%^9?dw~*VxwHL*Q)#Ii@);UN+OGK#t5Un1&lIazZK?BZuLbn?Ws(_NT;m?
ze~W7I@Vu*k#epbvC_x&VADG(hOv%n5m?_KjLJ2`ULKmL2zI6d@J(`rHxJurnd*y
z*K0aRTZp>kh{H=CipMxlS-s|s9|Dw01+B}tk
z7*3+v;+hal+*^S*jJN853DRa1vz)RC=#u~3pZ~v;qIdp&QgoSXrC_pbx}brL+_~u(
zV`}`<8I^hBw#Pp{j-Q83Dd8yXDOvTi>uq7kfM#MqXHulmj)P;0DerL|MjCVD6|$^Q
zp?OD2P5RQ@TorMT;}MFHQEzM))KuhlHk7a^D1_*a_~$}P{)-y?2myYeUTo7;pFZ1Y
zYNdNSyR6pc6}dns3lR)6zWVH@=Hq#-jaUisliq^}v3PGsoPLF&9zBIob##3f81tD+
ze|LCZmDU%n{}u3jg)@25z=t!WcyV+OO8Zlt#~jZUc*coo?zmUUGHij}^r(Wk2!)5!
z0W;O<{UoJmYUby3Kjw{zk3$xrSu<~z{8$66C8^!iv-00eEm(n0FkfhKIb2%F<>CEa
zI{2-<2SZ^=je{#4-(670u2zD?nvPxHc}^4J177HWqC7exfRJHIg{X;P4viEKf9B;v
zJTX_)cdn3?xmjjgFU!<*bfWHD`1aaj5h)`hSe=+i`IX#k|Bi!6Fs*~N7naXkSG$h8
z&BxGL^0Ydaw*m*Jr&7sAE=d^M-%Z9oIN4nFCMHVy0(M?1kLui@pIR(afowU@}gP!lIxv&I|33Xq9hmO-{thq^^LD^?SsI}&Brg_#?~@5`gsC?cWqiqHu-?JczU1~#elpoy&IGCP
z;lD|%k^Ae~z?bft4Rm*y33`voByyF@+IO3?^mb$l&N$(HV<764_`~Vn^@%pgZZOjH
zYl}@SD>kvrul{-jILB0zAVQKe-D74FGr}6dDiWh%fG_fGT@EIK@77eA9!lsE9^|Hg=+s=eJWb(2K*RF^sl8Uw
z_3WdCii|}ZT}s_Nkmw|&rcgUY6HS1<707G#b}wHJuUjfT+5VoIC>6?ACX$s=&iIn2
znWsFngd()BdhVXd7beG)-|0LeSKrV~elm7evqDk)lc
zwOe|_D^sbj$l)klBd={w>ZC4u>hfCw`RUUyreec7{EH?WrsrF8U;0fp*NoNG`^->a
z#mAIV(k5nWycp{W-AL>6`{aXDX~DaDWI$gfl+72R2@Cg*wbBalU&VW)huqF6*x!7D
zONm>CKjCQ+v$~Qp?3(sGll#_nCe1|n9nEO!8qFw;tK>wz;-zJEG=_=xO?sMGt@wb?
zz*I4wO=uBPcX`won8u0&6$%jzMjSWrlG0+;JOr8fu0m$^paD}EG+^%ME#_zHPxV=`
z_4y!98xJ}A0w8DVx=S>()7%t-^qJ4s71L8g13z5r-!js=Kl
zcf{i;_>(={ppZjgaqNDuYn8-2IDwV;e?FoH*gX!SX1lLM-qx=#Fvu?@vk=#vx9puU
zT&DbbqC+>JQ1|mDjXb}u^nR@C{>)mMr1?3g5t>Nzj8`NxkbEHDjXt&4ax5}nsCoi3
zI^_K3tw6#Y`I
z%ps;i02#VF!zH5cmsYvGN?BQNrt`yWLd_$&iNYWvJ^tq&N&B$vrQ?;06eebXRzTbhin3sGz)QBzIfmbk>mvU~*yT79f_qBVE>-
zA$RT;HYZq5CE-G4^*BFI!fkQLK*a-OPV;yc51>+B#lS52#Ppe9J+55TKOB@gJNcs*
zLHp+KX?Y*}e_I<0Q42un6bLDuvP{r>(E}6w@~}?Qdz-fz1QqOe$6Ju%SK`M`M4veviv;OPB97uUs?2<;{F~zZ0Ssbm0H6|d~M=l
z{B1znPe^SXui(urcOUq$a`rN*-gC3mH97&J#7gN9~{
zwTD6C?_C*Csu#9Fqg?upp}r%!;bccU9I-;T`dqaakFo2|m!_+UidHMkPfPSX
zveXW&97#**!w;85bjT(kFyM?cXT3d215$DHRvikCcpa*QITNE~;2dKUI-A1C0CUCo
zV~@@PBw*$7UIy#e91@wO!X1PH^@zF{_2sSaVeUjp8c@=p8&-btL#*oK#`ugCs|fm(`^X
zIuCQmLRHL|RFxm|=fk&9+$z>#*{A%9d0nuwVHa#>TP59;e+M$Ps+{9&Pw<3)Q|iQhx}kP6AjofPAIWKT;@n;Ptodi~YG)w{WJTmRr+Hk&RTjvDn@(^2^O
zrlPT-S!sghe8NUshyb+&`&WXH;8}ud5LPtd!`&qkTead(100_LzSwlwLLi@~_DEK&nHU?bFdj
z7>(#w@8gp3sPt3dsu)F@$H^UNb87F+Ei<&PC^Gbs%xV==u0Kg{RvGM}j-R75=7y)8MEdC%L7Qg#Qgx!P3(j5zzqcJU95+N9p-)`_O`0EV3a<)mSg`lR
zn*pvt5?>zUzzit*^pAF5F`aw}`PS%zbT*uq5tFO<{n~Wq!xCHNWHfqc$yz
zLFhQ#dBk36R$EAyoJg^2%3A@MFUS2I3Vq$eud~+cvCBbgwM6I+TT6^Wux^{EP<-cA
zhgbGj7woToSHkyA-<44Io=;@SK;m`O8jQ2;;mm>QXQ#z%aU<=A{DEjaS)lQ)K&w@F
zS5Iw;mVNJA0gU#Cwb8`gWIJQLtQ)coTaEXM*Rnq_S<{5H+_dVP0OJ<)q_yQzTJz;%
zinGgcZ=N^^MnA2v@;oz6X#$&pU3m8M4@KI8p50kgfIR+A+SX84P8|MK`A(z4sJH5#f85j(YH?wjq{}ZKr&R@2q&G(6Pm8d__j0t_dBvo)p>Q+y|xkr^GcBplBTZoRgH$9A+7>Jt1!6ns-!r0$#?j5BAGDyrehGcg7?P)+h~
z?WOX+WCefG-<0``tt_|K78&U}lOj*~aEM}qRHr(XibB`?86OC12KJ)dni{?f=W7oC
z<-5v%?dFy;tlUpCPfv!a0Z%$*gjr!Y*)x{3zDxeJR$B9bL{Y{8eh%M;3N3t5BJ=o<3v`4)6TedY-!8E#3F`wl_U;oBCGf9R};R
zr@{kteR5O@DB+9E2UbgX{4dUVq8`$zl5XaV=9fcz#u%WfxH!x97j|*&$2#MAX)V6x
z{kZ8&Tu;W!XdhRZ-Ecz?7uZS2%1Wc!En#H`I*=Kr?ySHHglL>vhIe~
z4T-QG6ozFIB+nZuJy_-6(EJCE_tgh;k(*ZgKA0D`=_71<9~Q
z91l{r1RS?Jm*YnL2r5lyHCB5g-`VvJdQd4hC#MpEQTdW4;(Z#w1k_j;_X<}n=?9>o
zzyOjXYp+tY&V+(6`08Qp**0!rQ2|aOa`h3~_F$Tz)WxDm#uk}VNci-xpFbM9-Fc?W
zz9PE5*(l$m);P<{PT!iWKAYI#DwA#&zpU0E&zubo1oo*RKEvn+yzdw_jpQMnoG8*C7SC5rq4cy5{6kI!tx|8?Tv?PFfWf1oDpKk?;5YnabVH_ORTK`2$w
zC0{kWe+>!59BvOE*wg|MySyJ~#p@3FdE0!k!$DL)U9mqpPa#w6{Y$0C^diSz4-?Ne
zxTZ#R2jRR&PEdA~3mO856fxxI{c+9n@j>%Y8Bh?yKtVXgLg;E5S1))PPp3piF+7ML
zRRjB8v7I&Q9r)=SBW^@Zfz7N6(>MEoW8fD|%ad>UcaYjRb!lx6q_jryg!S<;e1$%l2P7XmzPw
zL#?d4sZqfE6#pXsS$}RqEm<4sx=piQGzCp|V^eQ@$7v+i!^`w*OEs3On{gFE6Zs@-
zqH0>Rjw)@{7F+T@MbLXxEqq0ggoZyUAWw}>%{p({ZA0Knmh42fwx`qp4}Gb|(onwP
zaOoL{*|Fgm+NR0p*2(WQf2tNpMjt>Fl>Zx3D6OiBrtE^U4|F!j#N=~Q1H
zarT9UD8fu_v!_$=%#MXvIn`1srC(|+%M+YA!-d;jj
zMOuLlzWZxC_%KXzLKASgm=#)Kv$0XBsq{nYoFfD>J9{5qytNB?uda8exU5K}%s!F<
z7nCT74ZxuMh&I+v7`HX@Bexe>-r-Kef2{|{NcJU4E^6wHT%LE%b9D5}D)_G00yOQ(
zEPM6fZ%qwL*$^AqK`Ohm3SB27A1t#7i3-<8-lG*!bi^v{0)$CR(3Se{?;`6>(ymm$-eggc2}MF^%WBO+t8X6Bb8h2DwZi
zmDxY%gSq@TFz=i-DxRdaYt
za4umWL~XpgMtY_fn?WZ=N%(B0n-7hL;-vg*lyde!fm2vCsd67eT^gJ=pf0!Y*Tq}H
zU0R?uw_IWdHOO$*_e&rOxVG*Y6xdSz8wD!{4|Ig%f&bHrW&7(D3$;?QV*i+mCCsf@
z@jMycIMc4U&(b(oxP^%QJ~sSTaS2Tn*H=dIKHgiU1E2&1*WSO-WVE(p*oNDkPl&
z63AL3Eo-W3Gu834ORs|=OFBOW-7S!uV9`I*sR>F1$Fm2VLIYl)o`xC@-_zwVoX;%s
zma5Gd{u!3s+Q5WrL*A0)Fk}zm11PyfMV9oNel$-Zl|7A9H$qw!=VTZnj@J|{IdDiC
zT7E|J*!UlyKid0#UE2x~7zosmw6z4;lgDd=GrEd^;Iq|UgIC`w1{#u9j8W&N3q7A0
zRc0AwyWAt>EGmu;%d2$~mktLX$eJ@_8M=<{wn{gg(6oc)3wGQwukjT1-Zd4Hll!^@
z^;V!ByXTknc>_Cz{c{5wdlrTojB3zqUlpLFt%5W3)R9Qs8*(%XBUg-XR&96
zd7I{WKh5q&5nYSN6)U^}9Vo_f^&Tz)kw~fkoRw2RwT$~j&aHtKdw68&RQ41>3y9Ln
zF7`;CCZ6KL7d6lSG>ub*A=Wvfikc_a3^olS{(Z$l1H3xH&JDc0fl0IbqJV?
zftiDCTT4j1;X)s>AYHod55iF^k6Q}
z@ko&3?+Z|uhFmPH26X!#bFGif5FpCX;7vZ++&%s8ZhLaWw|J1yp4NkuJQ
zLIxze0!J(338tMjoGS8Ol`MFBcOT5~fhItpDq)8p&2BuAtJ$^dU(pP8FAaHj{(A@Q
zud8H_0qAu5hK)AD9cV^$Z|0bLax}n^O)l!_PRX#j51CvDZ<~!Xk-sNvYjwQaH4&AY
zQ`S~dbBQuUu8VF6o(`Ob*S2Iypcb|z4RU=#pmO&X
zvD(&S=0{`GjEoOXPrhh6$5tw;mtNZ6W~ph~BPSBxmJB#9+UziKpiaEx-d8H?y0l51
zYY$mYwsr5Qj5e;!?{$J0_vmHT5#lvp@SrnV7?9JAYs5?c?l1>K2=ZtC3r0EdoryHI
z4pM#w?oPSy%*ia6+D&M1;!>`Vry3Ay!O(`gvu&Ue_-b*C;8W2@Z#>t_benQ@FmWBilwL3>0&l!#zf}}
zQu}jVZKw7XA$C{z>dm`#z_ADKHFyuEH@E~uMI!CXh9Sw_94F1h_M+`t>C_enK-N^Q
zn#KBExan1X^PF&^UsBf)4=qaNTFJS6Cydl=K);xcf){ciae2mv3y3|ZG%8Yr!|&qf
z6LP)_RaR_0NHc#0+T64XCX(YdM@VnXCQe-f=92?CV$u|Ai(80oE`4gny4w5GrRhoP
z%nHTjCRV@0u~tRCVmJEo$b#y0v6Lvdit6w*t^X#x5)xvh#e2CcL>C_Ns|WUFlSW
zSdMABSwJnkg}J-JkiApId*Gofm=VF85HEm8><~O{?3Y3SDWcd_$jSIZNSH^IW}oQ6
z7flcEr+7Oge5E8aNb{z38s;Z(s-<|=A|ulIhJFH_Jr6J^7w4+BDrDuvWN5M!upsYzJBjY*E<*watN<)QmjeBVJ=6!*Y1d
zamnl5u>iIXezz-Jn$s2Ds0^~eS_a2j_~A%w8q7nouqFQKbr43b3OX&y8jkK@%?-U`W=F65;1C@*LH
zIZCSy*bZJ?HG#ReG}R><%yqVN0qV5?)V}FwJt}ZJn@RvV0?5~1h1*21DI#j@wPP$7
z=&6uLM~-0+EZMu4yBUJ+ecGHPF)k!ug~pqcl|>mC$p{uPuVnVwWvy6^MimxQX`+PS
zqb$#ZK9UHQp36+KRtP@NFksxHYPe%6!6MY$y73Atd5JQwWO3v&S#d
zu*pSPO$qOYv_#MP$I>dQ*VaAOD@l+s>yBa^NXs~w9fRBs^TKC(mapsjy<)g9>2{*k
z5I1TaNP?xWbM2*8DNpK$EmlL#^ry2tM*9zr#?^J$Ea|m9s!dNH-u~Ye$-U%w3ja?e
zH~GInB**O!MIMav%Qv$u2`LXK0tVvkDrF8k&J7Sf;>OkM*_-jQwP&CKoFyMji|#(w
zNw6qiROS0rgBtGQa*i-$sdcIqQ<|Z$@+Q%xs+uOb1GP4Qv5xiBw5u@+ilxOSS(Cd4
zoA82`O>mPh4X5Vvwn+1d$A!btp#I=k?cSmA
z=b!7ov@V)=Z6hYa?Ss_=77gK8=`okcz<7s?{y(VOtfA|E46Tuvd8*$qsro5DzG5f;
zb+mq>bG}Z$Xj1L@{}wN<&lLhU2=#qag816t)MezqQ>!@q-_R;@!ok00dUTAHyA=zP
z6Or=5y329WNC&A7JlN%Y!mU=)V%x$MmeD7f(AP?h*1B1j4=c{6v1d$%eRyOdK|h1l
z?xs)N=?29!M}T_K{4zf=qks#$4&8|Dig)6W;Q+#@(B4$Vf=CBio^Yr^smjbErw=6?ZP
zSZ}U`%z%qiuZh19i<$=&3Jxcm4y%S%O;~A&LFVg1I-i`D&D7r2FyH
zf*$8QIkN}3?&t5Xsw-vdcz#vxq+#srRKqf-uQ{CC*ZgJ8I_R1Mk9V%XdK?Kv`-Us_45r7vytO4
z52K|-huRYEGJAS;Kx4HNaz+qjlTKg7?$Cw)`N5~^oY)CQ+{8MR+Ietvf37L_)v6K5GhsHN
zl~xc`-|6YJj5si;de-!U=E|8Ak#k1_Vv~$f4CZd?8YY$hrhiQ5+ko%MatT#OB9~B2
z&}{CedIy?53vcrW-|)pCQW=s%dW0Rm*U`@kEH^4psAZf^L#0{EfSptI`t)bi2ixtt
zF>X)}KC~KK#ix;nI^4Y7F#B5qYqFK1&=2cOtRSK3e?y5INOkZCrrYPiTmmzP>}?OM
zUavpzx6OZ3e#d2@2wWCt{&|;$-_;gHMQi${_Yei-OpdB*i|&IDedx`VK-+eQ$pHyA
zc5_Q02>R*)Hv~0J{?gt{aVFU~k6u7kAg>JX9<$i)I6Pe*%dd#w5}o*I{dGF=FjFyZyaJyavu&?L(9E|-GgIOg<#vgwzxb;>41
zu9@p_eZrQue(D%9L7FaQ?UR$E?)S)s?>$o(E;fdAEdQiGq<>Xm`t#8Mxg8B9v6M6}
z&dJCE>yypZgc!;5U$$uNyuxFaq!c=+f4I5I;_6U_#i)+%8w9mg^Gs>O?D(j6sxK>4
zP*acxZE`JPdPlDs-M5kZJgSRql{i`5H!-C>UI*gPZ&p8*INoT~@0yvdZtZt;JgeM$
z@u&X+IU@ggqP5MI-j~-7xXq_H(i-P=(whAJ2YOQ=(r6o>G#U+=k+cSCx?R8KE0X}`
zEXdc`eJn38$!0}bla%w#>m}<6QPsS*Uq+a1nN<_h`suzb<51Qo(v%moJm*q&xu!vp
zEgNOIRebx4G&}nU!4MRQLNI<~tu(CN)*t;Ep%in*{b_L`V(;$R;=LlvCUU@V+CKQ-DN!
zndbF%Lfq@Hp187#+0G@dP7IMAwc4vPJe@OwnRr_SwRFWL7illawfE%l>^&2$O|u;f
zuvyhnR7Y-M=WG?po|$x`EnZGR*pOKoVtURT3cb{7C^ruU6Xoysary;>{)&n?9dkaP
zl?-}f#UPXnGY^$
zDG#!M-tKDoui%4V;3O+4M%C_nLGEs=L-O3dR
zaz`D5rdB81`omw;02ck6i$w$RRDELSSLZmYzCOZ5j;as+7hxxKzOdClIQ*Ev!O
zYjQ7zBWo$b-slmo(d&o54!^^y@BZdy^7(jF58VEcAG?fW_lo;+#lm<lwRKha>gK#lf?X}d6BM=tV57uu~?j&*FRy;C=k
zMq9X%|J20?2&M
z&t_9LcirGG4quPozp~`xLZIchF|MQz)^!r>-F%DKMUZP^gQ&)5wrncqLFa~Ozh}=B
zqFqnYw{1j5%zj)&Mm)ws0(+)uE)6@mJLltN3H<)owLRw2^JDr!DP<}uOixB6rIGHa
zaS?$pvBj4h>@AT3Y4EhY44G%=p3dLMOTFLovca*&vx029Y(3e_N`-5FPFETWSoW0#
zkzl7E3#a1ywcZN6NoG%|j>qKK`V;DPeBI;GBQL3anareIQ5)UoB{GX-Z89x=@j+Nf
zdF*l0j)YI4>F0l#GHON8@DC}Y?o1F*YHmd&Qq+C*z6>I3!dzaJxcA+AEUnRciaRto
z{{(L{ej?(}yf8#WJ1b65Q}&?Ek%q!^^~5g&U-tHgoHi+X9G@bml*S0`E*DKOpOICi
z*|>;ka5v!%esM0@4&&1or3+kN9a=_TYs|4}*ZS5}Jx{3jx^}hq+T;V;S8ekncLRZeGg*|bN-e%GRuB-VaT`M>%W
zHI;Wfj*-EyX~fbvr4
z!~c;!BFG!^M>zjM{)pr6`Xj9S_YplLlk;7p=noKM=Xi|8Ud+h2A_Xmqzr(~W4Z~{Y
z&YG^A_O^vJ4@goe!s-Ho)Miu$$Xtv6t!ZMnDPr7-|v^E)CUP+BhJFhEoJ$hOAIS5iC$nhv
z8brB!>c8wtro!(#Q|xc0rW^YDhF?7G&@l$T@WeS}74^pPkwLk5`2BIooskvvV}d;a
zDZ{1E@U_Fb91Pf>>j{E!q#V(Y$|*(|VzM;z+ysGHcR8P@v&yng()N|V94W>Nh2{l7
z>>}tXDvXyq6V=;+_33iLM&03ohNMva@Fqombc}&gdF;rftAgoT5JuA-clG(WfXaRD
zvoP{oI=bW>;spa5*GD%4d~_rrdV!>8H?kD(0YK)$Zvrwm)U`s5fjotp!`s%?=JoK0
z%*G5i1q{Lsi3>>D1yF9kAaTKa6v*?e(JL2y9l!An;NGWUqmMqF3=FW{Z57~+h%Er)
z&!W7qL{D*2^>g@T&z2pK01c(#o;j{UxH@k_hF_^HBbQ=RpgZk#KPvYW*U{|HEl}@r!d$
zvP-YF9=k)iBJW5FjG;;fj5N=Zk|E_|-(+1{TP0W(#`LD9ncuVF;G7DB6>FJ??a2w*v1*MW`+PQT%4B$58NHK4KeeBCDim^Y2to<~jBS?-EU=j-H7
z2~1Y;P9FU6ffO$r_sO|7$T?)a);YvzY(m;J^joZrN%45~9t^K!6~jv}o5-yjsQw}&
zxZQsi{w$3LvTccRlOMy#^{84$Y9GU`_dUHd#rn&F>tqImGW^&(9+!|Gi
zKvqUDxsyL5_U8qRIGd?R6z)he3m&eZmK$X|Dvx*Xwde9i8Z#1MqvFm@ZOIs!ajO)2A6MbYD>G{wK2M6g*n#G$
z4p0Po$WtZOQ%pjb-51QNC!TkM8{!v`pAc>ADNm$?N&c%giJ7(j8Ta)hL(=uLBe)2&
zb1lVrqKQW)=Mm`qZT#r#ZxqSi9Ehks#79fP9
zMpGqVE>|L%D#!V{9P7y!q;J}6E3h*1wbZ!kc+!9pI%BjdzyGR7#U94ws^nw~Bpm4grD!~!7{2)wI
zEMMl({PY4Be@K!@I)5Wmqw>Usy0}95Eyo(aPNO2O6g$FTev$DsJ^nR5tykd^h0Q*6
zIIOA*zvEoMQmV|AL3JHc`g&LggGoO~44O!QM;$>Y=YlqC(AouQ}Z10wStCJQ;-QXq)L;|6g;%gveP+YWeY2BS8RdEu36{TLRrs
zBv4yr@a;86Q1LL~a@VP^7(~Zf%>|!A9P@L|Jtpn+$t|-#21=6V`Q5_JzoL@4Js2Uj
z`5A9mt!q|4GN>}Nc_~QK*!m1>bdp~F#Iamn@_$^VKK+zC@J=W>Jx-D~?9VOUJ+C`{
zwC=hkL(Lt`_acty_%^pV-z_8mBD(Jvw_;1IPZzA5gKiA3pc+Bh2rF>z|3cvpbkLhY
zlZx%axKcxe#Mvl144WFXq0$rn`wxMN#)>!%m9e&}s$L>q+jR*g;QaO2A($hmzneEt
zOjjrT()60t!0HiUCZdX_=uWT__vPz9b@BPYD{(_o!Z==6ef}}x@#fWr{dMTW_3LMQ
zlJwRwK0gc#Z0N`5shwI)>%$W=JA?
z+XCdg{8o>**taCaWo4b%IjU@ZQNEt%HqC*nxw&v>b~y$oaFze*{m$91S-|7B3M0h_
zy0!VOmb|>CndF2ZNH@`0ES~vd?)HR(!|--?$rxW%Uk)J|kUN|NY&*#CSO9mXa^Oxl
z-&2~UT~F*wSaDJZod8bi^{xe3dxw_TU$q^r(S&Ha@H&m`Ne!x5fAA=*+U
z+WUCji#+I{5_EptnHa-(^Slv_;bRKgiGJJ$QwJH2VO^=_tw1~T-!AGIER+x`LEVl<
zdU(r=dK??`AM;fvCjV%F*ex1r{PFlLVjz7GNYmk9nZUv1Q>DpkV0tjKTPe_;=sH%i
zY*W1egI~B}FS~rx&Hi#}DE=z`+1*5RM?h&;&;ez;i-u31tRId$x
zBpd#TlF+4o&$UBN=+gHan~qJ+3|WW!+7GyJ|4z+d_6|Dxb6|T01jouvb|FsY{m<{Q
z_Y3&NFK+84W=Ps>PCmFpJI7yqdHSR~1a*$c68;vstscNB|tHVb2F
z95Ne=Dt5W2R;8gZ=pGa*3FvSZh$5BRc7JT)1$5$1I4PLtc5|KBqwMsBa!h0EVXgz)
zge5Ld8jGL)z@al-^{v3e+nioTPE%bLv>dfC3NkO{@?T?g>qKn%_`fOdN*2e?zZLj|
z*oWrDSB7s6;aIs2uP<*mI}2r-aG$$?`MJ_ZIG@#^>mmxmZlNSsW3D{xbLM*1F)BPD#kh*l*r$-!aZ
z-}{vXXpR8gOI_@u-1(Qpkdy2Gr=oVmavHk91j0uD-k-K0k^=Vj-Fr9nYHNa2)+2lT
zc}bI!+9rcmv~eytNGj(f_Vsg@e(2jH&kAszI}$j`QpW5
z8#>MOuP@P7yrmp|1)pJG?HPMjG;c6GJ$JrG>IDCryE-^raBejNBSQv+omh01;(`%ftxJx@pj&OQv3xib#M;-`B^wOB2~^_`+5cY
zi;Ld;B6Y!OCD#_6z;yXX{6%+~WF4AE&T;lL;dgg&K~tm`@1ie%(@C%fhp4apR2S
zu}bERkTdYzvw8kmCFNQ&rR`GomGM=P2%JH{{2ddEf_$xDT?6y-PEp$|p-G&kRuWmY
z4m>xHZ{M)=4Vkq$9!^f6$Is%L#i#mbb83p%4=w2RByW>*Wl**bcyk~q
zNaZhXM>09F-4w1yixN1m2&sflhW%
z^KKjYZpTnZw_Ms(unx$ByMD^f=8XmRfk{D29-(LZ5GsWZ)81mjb2Eu-l0n~M!l;ni
zq8sL)>N7fjBi|^Yp||B^-Wz6x>X$a!yJ_hFm-!?k(A&Br%Ts>Wzya`=37i6LBL{@O
z64+F}u3eM{V31cb;2<7J?*v}Q~_
zKNg+`^0v++S>k#h0kMm3*KdJ313Paojm_3vm|9`XAPx=>kgks)OU~g0vruE}`H>jL
zl*x-Z!?t7%%8zrw!L|pyZT2mmub4qlXA(3^TZRs4(UfJJaI`woA}0PaetCI095dZ@
zx1;ea*70_?3mX3Ykn)kFn*-C+waJ5)n{0mq3-CPh=46dIWw*R2MlS+0JHwbq`QmWh
z5`GNW14eGwwln!TcqdX=T?afMb>gkSu}_&?$j?rv0WPeA5IxTpIZcv5$Nj#}r;c=R
zf(FpJc-u7)%ilTou`QqKcCtopccN=MBQ#r$foQoRurqbRPDw68eqhxTo$>TOty_qfd7Y1@{w%TWr
zshd`AD+Ifp+U<13z3vk#5Z1KBXNj8Uh{v>~A@nn6=^`MjyUneY8r6Mt0MtAG1zvF_
zq0c9uPxOKjx~Dn`*bkxCg5{=NV22tE-^-hyS!Yx_I*AUIYI=1@<3b;{Aw05Y(ilgY
z4MELUedtlVoKyW<%p_!hLUT-D|26{@WSZMzj<&l?F^6B5ZZB7FMr=>+OKZNh4wCpR
z%z|xE;YZ=pgxQYRxNN2PyMUhf6h*H8eWg=~Czt&=EttI+o22T8U1-Tq{~9l7)zHrH
zsO-v|GmY=IM{hSkQZRy+1bUGCZqX9=F2ZGiS7j~`DAMhyBE5@KaF`>cD+?}a247;y
zH&McYdUsQc>WLSLwi?&Qz~^tlvejFGU7g8FhSbr^6?8|X=S3b97GrI{_A>lH!92|D
zci)ClV^jS&jjEvzyb4|I+4T=`?5Lf*$$%>MU=h9WO!+`M2(PSjI?E~9*LHJ8$J(0w
zNB=JLp0M~cyzDmF+6#7}*i`x;h{#t$>m@77taOZCTUlp9(}SAi+FyBr_XlX1B||N<
z3bCNMS*W28MxpeC-I^dF@3ldTPs>aojFvPpgt?R{7O2GarUkjpR5TP|B*UkMdj?mEe2T|)O9j`TIMU`x^IQ!ej;JUN%o?^M4zWg?{lFpfC
z)YWJGE3E?WxwhMIFYY*ZIOXE$w8+f5BCIm++mGD#59Wza2RSKd-lSbPOW_DXVtD2w
zNC<-BCz6YRuX#ub^4+beMvvf2snX}m&5xx`$D38uBgYNi4fD^`%NPV%3zxwHAP5^m
zXC&Je4f$31F6}qUZyRheSn(Kqx_>ofFDubt+T&k*lNA2ZnvME-K_onA__Yq
zcBuEJH`5s==NyCg^32dH0et-mqW$K^pPf{J-=#V>1f~=-E0`_XOPY6b*ao+PT!r9
zf+QKpjg-mP7geINvcR~FezE{1YwZcdGE-F_d+E&We6fhIj}df7kpyvXfQMC;ogiZR
zt!qV)YD;vNM4P<0o0G>tGH8|9308=R;?vH{_vY}P=!8Ia+Q59F%CUam1EYvpY@Z}@
zTx$R8*#xdxiog6ojCW2hi25SGVLD*iI<3D!K{4%2^>A3t@W?>PR-0{u-D>JDll!s6
zu+PqtToYz<5H((dHCHM7Jn67QLH(>`G|fTOOMM~0h=c$OAj8X*`5)$NyPO&a=GfRm
zpDee&5ev}?P(LHP;_?eJ#s`JiIZpz+4wJUsXFy%}KWnyQQ^r%D6C7Vn?u#mFa17tm
znZ{hULF~&c)aWmb%@pbh9FHfKhf`csaaQcQ9=2tgtJTS8TMd$pVvZIk=LVh0hwHfq
z-LCEAFHNPBPB3Wh#y_Z#w{sL~c|3(0adX6W--84YU%syfmsyp!e!Z$m`4M?t`LKsz
z3oCa^K4b9Wp67&qPZ!2JKkqWR!>;LY&xgHFvE6FkMmayWF>=(sdq!@qI-U+{9ALY=
z(c<(fhy}Ee-EEs1w%@P}%(%9`K8ULQwk2W&vQAOUEY&LNZ16
zNA%GGMoCKX5qci6Z1rU^l?_YCmls$^-U>)8ybjmftw7;O$~Y^@*(ORg<&r8MXR~^j
z#ElBu99t5*9H~8_d0ZakYMfGno@%Mh5xN9elS4d9d{G=gvC!T|p;(mU
zi6mVq#`olq6Ad1P*Q||JD=*LrG0<+3;TMHZ71ue=d@rih-I)=iHPzWRX{9|&RGZi1
zQZ&Vh5;(e=!tSmyU$=mbIucXb29XL>yAa>fOek@8>K2iHMGxgM$|yt*Ynn2H!z
z`KR4j29O)ebH$CdzR?g#Q*8}C9KK^&$0fSLF*fOm3nCT7*xw9fFui;)=V`@xHj^zr
zkEdm@qWy|7@`~|yBjVvDi|j0z1GF#{&V2M(T212=^e8+rIQ?V8UCKNO1Zt;@>GJvu
zYs4u-aN7cFUt9GZGMba-wC>VQ!lPr_{Qkna4ky)))EobpR^}#TP{wX>8(_JDwiaKu_~U8
zkFEC$%E)ly#Qvd7FI_6lpn*KDo3
zEo)~EvACm0%&Nk?VpNxccUKND814WIrP92;ETMq~mMR;x76L`#5cKrhww%p_x2u8`
zgu3Fu^D~?bv011RJV-oR>F^O{{A8B0Oxc-gQ*oG+$52c7hwY=&fxvTZg*_b5-G1gAa+T;VW2OI2M=jMFRx~A`~D;?)#MtNJ!TGZSLCm_?2k?dO5a7(
zdBn__d;&L;@N4g9N#;6WsrfkI{6JUf{lD0J^ZMm_l#-F^8J79ooQUtSK9aK=-77ZQc7KrZ7K@23KS5K
zy`3Vc1h^GhLRc!umJlL@HEiuTgMcg}C}9hXAVCO$Vm5&QRe=nKkU~h1Ac=qwh(riG
zgylYAvCAyaeLtVi%=5hH8^9OB|9_oxopa@!>-YQq4Ct<#815BL`af6C7xcR8pZ#PY
zQo0PENFD_LE?iaV
z2_e89`Z<43eiYFk&g;iqDJQCc1{ciTwzrqPjc$Dg(5L8IT7};Rhfma9qdc6eJx`Vd
zNwS=?(yw=#sh*umMj0ZImM2puor360r#FNb>C=U*>#`)R#q`eT4CvWE$uVuvx0tpK
zh3SQy%?jsFLsr?3B{e5U^8@*SP`3V0w37jw+Q|||QW+?naBD7awq2~Aca~Uzgcklt
z{5y4O(+TdvSReJ8XkUlY3+o#b6wGPpL)dALfhltP3lU(bIx6D3$3@1ct`*v}CRAoL
zW_up)j`@ir++cg6rDz3_GhFrgfm45xPkx16x?Rc@cmfP!s?`lcwb+$tAGP}y<9xVk
zu!om8e<-nhhjV7Lr)5(dUAZNW_Hx;;H(_Z&rBB=$W}{akLq4h
zJ@``cx!5;-Yvz|PdAeUm_VB622@h85oRszL9SHr6#gQ`<%hkZ5lB6UFG1(nC3PPp)
z^=|C{Ak*9`C~(%kNy@cB%YbQt-s_7F*G0o1(yFQ2%S5Wglp}SLCgQw6t8Da9pLX
z5EVOi4Ot81O%f4v?E!I`9yuujFv7Jk2y}adj|+F|@YI*ycjZ^M#GASP>=%FshOK?<
zWku3Gy2V0#(Iwa#<1mYrwQ3*Ure1P$*8E$(_**|YTa2|Yl|mmnpnCEL$_&0aD)+5t
zwq>PAe+mED2Ny5o&Lc8S|2nV^i~lH1PGacz3G*lQXkU5nDC|E=toTP^8Qf7AZ944#
z<&f}Sc3t#o0U};Jd^>W`N^
z(Ox&9XXDS|yU$Z)tqjZCnjYW@2$3kxKV=O)-NX#kaas+Xts0Fz(M>wY;iwDO9Y3k)
zo|tjA9HSOaX#@n;y=Q3RFSciLOI+H|#Ga|I;~ZzzW^z-;*`|N?-D3O@<@^*z`BVFA
zd6Z!Hym2SXA`5`Kq2z`Ah`afn&Kxx?lvot;Ghl-IwgjUxIYBq@6C=MydCPX>A~S8L
zWjjW_aZeV*Hjaf!P@|?6!`3c=!!5)soJ`#JW266-E!+s<@ZRAD2jiQEPSf%L6+Sba
z9YPNa)h_QHC*InBfil(&BKqNPHWb2VZ_Ut0LW`wYmogVdVK(e#=+0xL0$7idt5(e2
z%2uN*tmF-afRhJbXW%g+F&Df06$=(o2AA}{>YhUsXz|ioZP(DGfDbr~YfOY)Xt%*o
zBZ1((p`aGKdYrVdwg!y;WPz|-iMftJKFgt`xGvFSl|!Pk5GwRAjOwak>*zzY+AYuZPL5gF2bR-`>1xp|R!53k`WVJO3gj8WFR;(?cUArW$>
z1RTzY1_F=X*HhS!w*?*%)0R>DG&0i{3+7hLkxCY{mC`){lYJfLi`<$Qs4u%q7Lm-E
ziN?rgch9xwt=O_=S^wWjE}QYR*=}{qNSbz@
zXH?L5PukXuIV+jhuWD6a2qSvy1k_+32LtCiS5U7uiNx0(T-CIy7FnQ!8*IL)KDwsO
zvJY1N9RG-U^Z{`&k;tuFKhQeI_d1-$%0?vK=^9kd?E;#~{5jJwUph;oViOTy?(!H=
z*Pf2XJ~;${b!u{8-DiKz8)OgLx3;MEUFE@kR4$RQe-6YK`ef-|;NKO-4kUJjy&s8O
zR+EYQw__NcGKNnG4S6KOcnq{oj&84y&hbhq!E>1SJM35@UdHIppNxV7fTU)ly(K4f=$w~uQXB-eLP^{ja0GobF5IE!vhGN=ysa)xdu?qT^X+H+Yh4KoYfl7?lUMzMQ_7f#^pUmHC)m_S{Gu<&LLEmfN2!d%W%gpRgl(ahA0y6V@jeeM$6dy**ABxP)^xxp
zk#9CrU?2Yd{}KM(gppe_!U1sx9GE0F
z4IR~fw%U9_*er)j$yqY4hJ3xk6C-zth8m*}0A6W6l;|{_sEzL#r@Myaz~=B#=#wB$SjHippGt-a@*P_~&Ac4dHIwf=&WR<`^2w01Q-4h2
z^nL7c%r_b*^E|Rp*cXSS&o@kAgwXR7cDCkm)`vChiHO?h4fLQ#cQ`2tXjs+t(cSoXC+pUBQXsT8_*ZJVl+AXZP`?e(vuDui;BQgYnPK|53q3fPst`n5SRH23)uw+V($7mM{`OErQro>ff
zS6q#zPB|NR^#f^x?W`eG90Zm3{tXV)yB7!2ie?{v6|?lVH~XJObT4hV2X5$Ak+sLZ
zFL%DW^NfzwffdjJj#6IsHp=JMUh5WzT}CDB06V(gwwqZ~qO&rFDj7~W^GOuew7vHx
zo?|k46VDMTc6U&fP?P%IAH+7d#^pP^q*y5E}!
z#>C@LBhXxaMjhLPE*%wE>5w@AauJYsw*~&xiMi#lzVi5JVv=%AN3-(Sk(Q}u@0gZ+
zC(3^8lXxpHP#PzN#$&!s$oTXdK>5@auOX`doTrkE}bdPULd8%-wnyDO&e6b
zO9@0SkVB?#k0hd>}vni
z9;ap^lHyW^bg=ekhL$Ql4NY~-`M!;vQENx~g7F3MXQe~McWf6a!E4qUGotuvobOnv
zt$WzDzn^aY->9A4#88ZIUQq(?v<3LOciitCs&&%cd#82;-uVai;%RhL^<=I&*ZV5nV$L6sZ)YRLs4p(sW@W`L$PDfe`MQ^
ze<4NSTi4+9#K)TPrmPvdZ9A_0bankCyZNlemLkn_b_Z|e)~2y#!|4No6tMSV;`=qr
zA<^VSeXsuJLL&e=JH^v1V)^Sov0%%}NvWGAvJLF_!)9Jr0Qy1I>%HI2$Qvw8{5Ydb
zdQUFd4(S(72uAa?cx~Co03oe<{`iufJb}%Pw(?ZW_!G~{E2=nLRK-k)s2@9qxOu#F
zzO~ICZ(7Yq89$wLt7kL1Li?fZRu|uRDu>xPOu$=bCTv+3n)U5{)IZ~q5DpbVDT3HD
z*CnTW4E>qO0SF%w%(-Mum)^o2`53V+oqGf
zM7YSRsI97Nc{z`XfdoEmM08!~J$tt&IH2J4Vzb(elM4clvYwYW?muaOIVXE)?;X&Q
zaMkunG-QFMqp`xZ2F8=p!myXjT&=JkUW%kTR0?MWAcFGpL`u)|UN)nW5U<#|R+y#U
z_C&W7CU{H|;%bMYBE6G`DL9niR4}#}^~P1Z&|84+>Nx!4Lbr?Si_`~`g?+^)>c(%J
zl7mDHkN!G{D@AlH>)8wy!N=S?+meWLm}bPx?06u`i8<_{jE#;@}xeeC7Dz*
z!<(D&yd!f7qy`eYs%0EK?PLmU^po{Va`EthC~3!f)}<9?E9Kz4JX}T9RfNkdINtDV
zki|M#g;VJ9P(}qS+w2M>&Ti!3VBrKB;5vMpd;#vrSyi)hL!kk7HXT*UR9v!)b6$xB
zbH}+W9#fO5u2x1D6HLP(myZQtBE?u+tV1)&7?S6!-!8M^1eIJ#;uObIVp`iC05M+A
zJiY6p2kvBkO2K6BXyB0@g&-Kd{}B;xhkj$fsqP*DS1G!Uv-vm_;I-_C2e)`F+hh>0
z^|!p1Q6sZJ%l{a!W!LuY;|{N7_q(8H>Ycwtjg#~B9#o{a#o%R~d=d%D;=Y2Kd;TF%
z9b3^l#<^LRrb)mcq2m6>m5;L{m8dE_o#1g`5)reW@%q_VWN1ius<%dYfo(|r^-dOI
z0RaavReZz>6o1QdDmh?5OblpBe3T`Fj)vR~`0NBpT{S;i8bP6ox-%C10CNzqq^cQU
zf4UrhAQvTBCW*3g$KZjMn|p|SU*Fn8PCX*$hkLh3eC`EjQMz%|RWD16#6uSrc{Gu9
z75#qEihIk4jE|poGrVYdU=i=r_^3_)0fmqje4ej4Dfy_K{>H!hh5OJu9rCktqobm6EIZ
zoPNbd0osK>8BPIjhE!5g9d<2`P64(a
z!2^Bmv0cw5=#chmP&GvtTn2fXGAQPI&R6rFKeVwy85$MeFZu0koXkf%pn`>tYmC;l
z(5jmevrW<5Yw}%7r}D=^BB|%Um>Y7W&R3>LyU48t>Jbh;{!KX%GGKNy
z@A-MDr?WDRk%q{uQ#AaTZ!%vdyNV0kWG6MQsh7{FTO
zHgQQ#_r#EX3Dzr8WN4ONt`m1I7)q&ls2Rnc!<5Lyk;I#j
zT@XO({edKo?=xwnh1XfIQKq76$x`Xp?;hG-e*X>M_P7U_-Tx?F&kEs>e~%`+MDIju
z$O>znDw%~T{uTCXRVXfPP5(aEbt!yIYINT(vx^soIJJIDtD==x=r~}rHnr9`m{n=b
z1XtQJbCKAI997{{qEqXQm7$Tt#+k6G{SsZmneo{GW)QA{z*X#{Z758dYNuRAyKX2<
z)U|@MKkH0@Xnn&b)a=tb)pZnnLht)way2o1S=d;c9k4E-ySWt5&HAT;igKyFxH9hi
zIkAyxb${n?L9k(aX5-6e=(&Sa91=h`jeuU~r8xT<1=nB1h>@#dgk{B=vb&
zXtU+(dQXW<-L>XZZPEd`fFSErc#CUNt6mm0tk_vS$MCKw1@w;vYd*FRtP491#0{Jn
z57sF3(YBbQgg?n@osX>>Q1_gL
z!-|kr(7xgyL&?-gG-V@
z30%>AzFvCyBqZlx<|VSlC|AUCOorsZ*Y^oSR;?`LrFM9H%xuMMdSY*MwYXefJmBzV
zL)=j{H}SxRLV65_ZHg(D``^o}>u9x^j5ucQaxJF`&s+5$Vq%uzJmBU2{a%Bu!Ry!+
zT5|d-3&uJo)!0xlUCOCyg~Hx#D>&dMof
z)hD=ji+vaFjawVV>YBOjvmu-dA%+j_-u*XIP2YLuyY;D$n$%RIZn&!%cVCJ2_U_z^zTwwij?+nidl)k8?T6*6
zjYB->&x3yeWC*Xt{-TD?<;owLFHn-+4W824oL%4+CO$@VHCNs4Lj{H1!rim+#lnt(
z%GnS>TjSkHv+C!^GH#D0t(-vQ|C3%1xk?N#%qPqT9M4rFL^9trmG%NoZl*IA3dbXoBwB24>~&}?ScjU9u;
zy$oaJ-`1FFF5yG+42GLe@&`PuH6Ck#bb1Y2{i?#gmTKRp?%`%cM3(XAuCSl
zD;T}|y(5VgE`|GZcDJ<*cJvvNliob{OA*fokEjL5Ot7Nq615~5v0bnAm
zuYJD#dIpP`3yc^_U~sBHUCqqlT*P8N^|Mz3V}9IG_SDpQT+1ELG#>8CYDWp!hCVjh<9PZs^fGPn7GJcmG)b@FNQUnKa8Qoe#g0I&q6fI
zOh$&GrJND%c2~d93~E1J7C0m&vM)$SNcL4MqGt(?3a>>*G8r)yz*4N?Yw_>KX~4hOe-9s
z_i$7ojF%HL%`Nkyp{#pZ(EMkCm+f>by252>!L};c4WxUaM|3`J%*!nClS+=CG$x#N
zvRQ`Q>xVXzKm^{^I}KeIvDK5$3zi~A+h29&2tQ&Cz@c@I5#n4tIDPK
z=qdJFR;F_M)RXJ!4t^Ep5q`iJR#KdGfPnG>+n0!lLAoM>NFruXeyt0ptYjVgTgu9<
zSLMKs2EV33QmeGIt$B1NPjVJvWmtQ!U#-P%zm9)WueWfb5~WN&m$aY#xW#_CB*&vA
zr=}53@*C=9B9ahPX&DK+8iNJ~$kvc>znd>eL
zv#~~31UM->w&WesZ_s|SMHX4BbFafuvywQB%$7Gy6No2nxcSV*8mViM$Gf@}!In(J
zwA7b4*z28@%oa4oc8h2HJ4#MS*10Bm87+&~G|{ioqS~*({T>*x5AWc-!p8lqQ;8Tf
z+131#8PNuA5J5;Ir({rXT6>`l;`0VqM4podPoKR4la9#^0N3f)X9mmJM-1j9nR+Tn
za`l?b{Z5Y%?4IIvuhQkuGbn$PLM7Z-PZ5s~lA&
z)=XTIc4!5Q6nE&2+jnBp*Qx2z1+87Pq(rL|#kAC>h6qWugiOl{>4b3E_wz?+H^roD
zc*H1mXY!p{spgcjOHPyqG`WZ~lU88bZl0Lmfto(ENb*Cb^M(S|=xD>l+#~s{GTEF}
zwxh4sedO=v^=i#VYy_n!x-&!XxM8n+g==&M)d^+z_IX@$XH?`Fx<^w>)Ag3OAfCP7
zbw-{)zT_RxV?q>B3uUo+VAC@3E^)@1e8_af%B~0rs1?5pRmAC0)-d8cLk(9w%yU~)
zcW_E28sn&`GNCNGQR8wFc6~!(A)4J=5;W-8Xcdan5=!_OP`I}^=TJBVuG^*V@u3<^
z+9-c4)+8hdE*iz9PnU$Vd2yiJ8
z*GsG_))p@&xVB|4)gCTyFwVR@K9dZFVD-xpNm1Zk{Ru-;@0gp#qYK#